diff --git a/segment_AggreWell_BRA.ipynb b/segment_AggreWell_BRA.ipynb index 4b7eacc8494a8fe522fc9f4e245e6cab185b976f..efe01d41da5f10002a6af01e056d4cb36b057ee4 100644 --- a/segment_AggreWell_BRA.ipynb +++ b/segment_AggreWell_BRA.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 6, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -12,18 +12,9 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 2, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], + "outputs": [], "source": [ "from nd2_combine import tools\n", "from segment import seg\n", @@ -51,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -60,17 +51,17 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ - "fluo_path = '../data-Seb/Stacks_AggreWell_D3/'\n", + "fluo_path = '/home/aaristov/Multicell/Sebastien/mESC_aggregates/SUMO//Stacks_AggreWell_D3/'\n", "assert os.path.exists(fluo_path)" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -138,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -188,7 +179,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -197,7 +188,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 9, "metadata": { "scrolled": true }, @@ -206,12 +197,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "14 regions\n" + "1 region \n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -225,13 +216,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "size too small 23.83258218847756 < 200\n", - "good size 904.9443592500361 \n" + "good size 865.5097942493722 \n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -245,24 +235,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "size too small 29.731622563372767 < 200\n", - "size too small 29.649114091540945 < 200\n", - "size too small 93.6957791458502 < 200\n", - "size too small 7.811725553869515 < 200\n", - "size too small 34.80965302100378 < 200\n", - "size too small 21.801563648242517 < 200\n", - "size too small 9.761305741962364 < 200\n", - "size too small 20.07263333232866 < 200\n", - "size too small 15.94599875181689 < 200\n", - "size too small 19.79358903724783 < 200\n", - "good size 757.7180581252777 \n" + "1 region \n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 360x360 with 1 Axes>" + "<Figure size 432x288 with 2 Axes>" ] }, "metadata": { @@ -274,15 +254,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "size too small 38.70001459430715 < 200\n", - "1 region \n" + "good size 693.8708638612675 \n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 432x288 with 2 Axes>" + "<Figure size 360x360 with 1 Axes>" ] }, "metadata": { @@ -294,14 +273,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "good size 928.7577098448769 \n" + "14 regions\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 360x360 with 1 Axes>" + "<Figure size 432x288 with 2 Axes>" ] }, "metadata": { @@ -313,14 +292,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "2 regions\n" + "size too small 23.83258218847756 < 200\n", + "good size 904.9443592500361 \n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 432x288 with 2 Axes>" + "<Figure size 360x360 with 1 Axes>" ] }, "metadata": { @@ -332,12 +312,22 @@ "name": "stdout", "output_type": "stream", "text": [ - "good size 751.9478096967055 \n" + "size too small 29.731622563372763 < 200\n", + "size too small 29.64911409154094 < 200\n", + "size too small 93.69577914585021 < 200\n", + "size too small 7.811725553869513 < 200\n", + "size too small 34.80965302100378 < 200\n", + "size too small 21.801563648242517 < 200\n", + "size too small 9.761305741962364 < 200\n", + "size too small 20.07263333232866 < 200\n", + "size too small 15.94599875181689 < 200\n", + "size too small 19.793589037247823 < 200\n", + "good size 757.7180581252777 \n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -351,14 +341,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "good size 762.6628885915081 \n" + "size too small 38.70001459430714 < 200\n", + "1 region \n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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+MIy827BmV1t1/P6FY/jk//sOHPibHMa/8hRaS0s7LHl/YLvE8Fbv/an2H+SvnHPPBvJq/0JVazrn7gVwL7DZ3M862uOKgKfxdG21sJDDPCeJQSMsSRIWLKuAzvF8IRcStxSIGGgETwp/aGgIIyMjGB8fx+TkJPbv349rr70We/bsgfceKysrSX3z8/MoFotJ/htuuAFra2v4zne+g6eeegpnzpzB2toa6vV6QkL0AZCsdJYWUKgftH4O/dbK8UCzRjCh+8pwyZ9t/lxXMBxqO2IrcA6FQwdx5u2Hgf/6HD576/24s1xiGUY7sg/nSvjw5Pfx4Xffh+V3reEdH/jvsOu/n0Dj1ZO9lbsPsS1i8N6fan+fcc79GTbM51nn3DXtEdU1AMhOOwngMCt+CMApo977ANwHAMVi0bP0zLJlcdtoH60ezfVkKSwZ4Ewb6cp2tAVlhG7cR2QpFAoFVCqVRLlPTU1h9+7dOHDgAK699lrs27cP5XIZy8vLOHv2LNbX1+GcQ71eR61WQ6VSQS6XQ6lUQqVSwTXXXINqtYrFxUW0Wi0sLCygWq0m5EAfmrkU6t+0+xkiXs2i4ustNMugm+fncjzb/Lked1NxetSlgnNwd96K5+4dwr9+2x/jXSPnUHZFAKXUooTRXAVfv/1PcPfn34PSPz101ZODPW0kBc65EefcGB0D+IcAvgfgIQDvb2d7P4AH28cPAbjHOVd2zh0BcAzAo120p/7B00aioViEHI1bFkYWhRIiA0uetLqkZWORApEBV8oAUCqVMDIygl27dmH//v244YYbcOutt+INb3gDbrvtNhw9ehRDQ0OYmZnB008/jZmZGQDoiDnUajVcuHABc3NzOH36NKrVKg4cOIDbb78dt9xyCw4ePIhdu3ZheHg4cVEVChvjDblegveldL1ZfW657HhfaQRqkWsW9PrZjtg68nv24KXfuAu/9sD9OPGu38NPjC62SWELdbkcvnrTg5j40gr8W++4xJIOFrZjMewD8GftP10BwBe99191zn0LwAPOuQ8CeAXATwGA9/4p59wDAJ4G0ADw893O2pDugRApWMFPSTCa4tDcQpRfU27dyKyd1xSjNSWVu5m4pUC+fnJbFYtFDA0NJaRw9OhRXH/99di9ezcqlQry+TwWFhYwNzeHubk5LC8vo1QqYX19HfV6PfleW1tDqVRK2hsaGsJ1112H22+/HQcPHsTk5CSeeeYZnDlzBouLi6hWq8m1kAUj3/sQcs/xe5XmNpL5sgSdpeVnoOfPdkT38G+9A1O/9TKevu7foujy6QUyIO9y+OKRr+HhL+TxP37qZ3HNZ/8Ovla7JHUPEtw2Zmj0BMVi0ZfL5Y4ZMCH3jDaipKmU9LG2lJBKi8+4kSNfHmjlSl8b3XJCka4OTQa5upna4K4mqqvRaGB9fR3r6+toNBpwziWkMDk5icOHD+Omm27Cbbfdhl27dmF5eRmLi4tYXV1FvV7HwsIC1tfXkzby+XxCDCTbyMgIAKBer2N8fBwHDhzAxMQEJiYmcP78eTzxxBN48cUXMTs7i/Pnz2NlZSWZ2krEwGdC8T7W7h13j1k7pGpBbV6eB8QJ3M3XarWQy+VQq9Wwvr7e/XzobWLcTfm3uB/tdbNXDNZ+7M34Hz75Rbx3ZPmytTHfXMWdf/Mh3PxLM2i8pnq9+xbf9A9j0Z/f8nPd9yufLfdRlpG7tA409wWNzrWRO0c3LiWNMHi7moWiLQ6TLhFOCnzmEXcfUTxgZGQEBw8exB133IGbbroJe/bswblz53Dy5EmcP38e9XodADoIDthYs7C2tgYAKBQKKJfLqNfrcG4jiL68vIzvf//7KBaL2L9/P6ampnD99dcnQepSqYQzZzqn/7VarYS0tH4O9bvMY71xznpO+LOiuQ4jBhB3vR4f++T/gXePrF7WZibzw3jhv/rf8XM3/RBe+fDtwKPfvazt9RP6nhg0dOvz70YBcEVixRhISVujWcsnrsmkKSstpsCVHCcFshQAJAvTaB3C/v37sXfvXgwPD2NlZQWnTp3CzMxM4u7J5/Mdrqtms4l6vZ6M8lutFtbX1xOlSuRTrVZRLG74cdfX11EqlXDttddiamoK4+PjSVm6dlpL0Wg0Oqwg2T+yj6XytshA3gNtEGGRdMSAIZfHiY/ispMCIe9y+L3D/x/uu/8E/uQDb4d75ImetLvTGAhi4EpRpgO68rXiB7JO7bw1gpWWirQOZH6ex2pHKn45hVazeuQ6BQDJQrVyuYzh4WFMTEwks41WV1dRKpUS10o+n0elUkGhUEhcSnJkzZU7396bYhn5fB6tVgurqxt/0D179mB6ehqVSiWZocS33+ByS3Kw+pzkkNah5UKS/S1JIRS7iBgMrP/IHXjwrk8DPZ7ue+/EKbzw757EU//kRjSfeq6nbe8EBoIY0qCRBrB53ULIhZG1Tll3KAgeckdZM2dkLEG6QyjQTDEXvnqZiGFiYgJ79uzB6OhoYhUsLi5ieXkZjUYjsSjINVSr1TraKxaLiSLnoFgIrY9oNBqoVqtYX1/H8PAwxsbGcOjQoaQO5xxee+01LC8vd+y1FIrrhAL1vH80C8C6d5IQ0u5tRH8iV6mg8S/O4+bSzqwB+a3938FH7i/g+PuvfHIYWGKQI/WQMtBiC1p9msKQo9U0N5PmTuom1iBJgYNcOxQsJiKoVCooFovI5XKoVCqYmprCnj17MDY2hkqlguXlZZw5cwbz8/MdeyfxhWlkSWjtksuqVCp17I9EcYq1tTXMzMzAOYfx8XHs378/sQhodpPcxM9aEW2N7kOWnZaX96Xl2osYIOTyOPmRN+Lrt/xr9Npa4PjUgW/hJz87gdV3T6I5P79jclxu9D0xWAo4lD8UZLRGqla7WdvUfnOyka4tLZ5g7fIqXUfkChofH8euXbswNjaGQqGARqOBUqmE/fv3J24d731iKVAbtVoN8+2Hmitp+uTzeRSLxUSJk4VAICW/vr6ebLy3urqKkydPYnx8HOPj4xgZGcGxY8dw/vx5nD9/HrX2lD+6npCy1lx0Wj7ejyELI+1+RfQfXLmM3HWH0JgeRXOogO/fXcJf/fRvYjI/ml74MuMLR76M//K9v4Cpz125W2H1PTFYkMpAHkvln2Enza6C2pbikj5tLRiqyWaRAt9motVqoVgsJqPyI0eOYM+ePahUKgCA1dVVNJtN7Nu3D7t370aj0cDq6ipqtVoSIyBZyOogdxGXhfZV4udp9hO/LrIkyJ3VbDYTEiJymJycxMjICJaWlpJAtuaG01x7IYWfFkPS7o1sK+15iOg98tO78eo/vRG3//gz+NiBP8LhwjqKcJjMD0NuabFTGM6VMP/2KqY+t9OSXD4MDDFYgUONECRC8QfNJWWVcc51BFRDsmqkoMmoEQTlo9E6BZiHh4cxPT2N6667DseOHcPBgwdRLpfhnOuYnUTrPiiusLCwgEajkYzaaUttqpdA5EEuK+Di9FcAyTRWKk9vciM5ycpoNBrI5/MJmZAVImdypfVhWrxB609eXrahkXREnyCXR/Xdd+K2X34SDx74dHvBWgndbGvRS0yMrQLOAVeo9TkwxCD/1CGCkOmk0PkMl5C7Kas8vLysy/KNa1aBFpDmpJDL5TA2NoYDBw7gyJEjOHjwIMbGxrCysgLvPcbHxxNroVQqYXV1FQsLC1hdXUW1WsWFCxcSxU1KndxTABLrgNomtxXJRGRFcQxarEYL1sg9tbq6irGxMUxPT2PPnj2YmZnB6upqUpdF2mnxBN6f2mhfc0VZ9yqi/1DYvw/P/E/X4+F3/TaOFEcBXJpVzJcTi0/vxrR/fqfFuGwYGGLgsEbzoWPtW4s/hNoMzXTZ6owXTQ5y01BcYGJiAjfccANe97rXJS6ic+fOYX19HRMTE8jlclheXsby8nJiCaysrHS4fvhKb4pHOHdx9hBtmkerw8liIYuhWCwmW2nU6/XEaioUChgeHkar1UK9XkepVMLevXsxPj6OV199Ndmam78TohsS1pS+vJfynlA5K04ULYX+gf8v3oD9n3wRDx3+DPKuP1xFaVj3TUw/cWUPNgaSGLIGG7VZKjzekDUIHWpD5rFmJXFfPk/XYiB8j6HJyUnccsstuPXWW7F7926sr69jYWEhcc+QT39lZSXZ18h7n8wEoqmslJ/ex0DuJ25R1ev1JA8pVSKUUqmEcrmcrGVYW1tDs9lMZkVRnGH37t0YGhrC8vIyLly4gLW1tY6ZT/y65T0KIeTik/m6vWcRO4Ol/+YufOx//SJ+YnQR29jPs+eYbVYx/lJvFtjtFAaSGAB7eqoFGv1q22JnGUFabpCQFcHT5LRJLfBMZcnFMzY2hmPHjuHOO+/E5ORk8tY0yler1VCv17G0tIRarQbnXKK8C4VCEivg1gdZBNQGWRX0m9ZJ8AVozrmO9ztQu0Qm9Xod5XIZQ0NDGB0dRa1Ww9LSEhYXF2kvooQYskwC0PpWntPIRQPl096JkVWWiEuP1t+/A7/yv30Odw8P3gZ1/7l6GIWXZ9HYaUEuIwaGGKTfXo4000aelpvB8mfzb1mHFbgOuUqkC4STgowttFotlMtlHDhwAG94wxtw8OBBzM/PY2FhAbVaLRmF04wjUrrlchmtVgulUilxBzUajUSJk6VAMvAAMb0/ge/HxGXj23pXq9XEjUT1VyoVDA0NJdtvr66u4uzZs1heXu4gBqpbI4luCFqWs2JO1gBiK3GliEuD/PRu7PnNlweSFADgVx//MVw/e2XvmzQwxMCxlVkqFtICmXJ6pSzLv63ysi3LhUUjd+ccdu3ahZtvvhlHjx7F2toazp49m7wch7vCuGzr6+uoVquJpcA31iOQgqaRPhEAoVAoJCNsIgYKNFOsoFgsIp/PY3h4GMVisWPfJnInnTx5EhcuXEC1Wu2YbkuEpYHfO8slaCEUb4joL5z40I148LpPYxCCzBJN38LYX49csbORCANBDCG3gpVfGxla31nJxLJSKM0iBc3ykGsXgIs7nVYqFRw6dAg33ngjisUiTp8+nbzrwDmXTB+lrStoBTON4GmfIgDJLCJKq9VqiTtIrnYmK4DiCEQYuVwOo6OjyXRUWvFM+cgCADbcX4cPH8bx48eTgDaRlIz5aP0acg9aU4vlvSDZrG3atbojeoPC9dfiE/c8cMnen9BrnGmuYurpanrGAcdAEYOmQKxAo+UG0khB5kmrlx+n+be1WUv0zcmBlKtzDhMTEzh69Cj27duXvD+BXEz8ncoEUv60roBiAaTYacM7Uup8zyKaqkoy8fdW8O0z8vl8spqapsFWq9VktTW9KW7Xrl2o1WqYm5vD4uJi8m4HGdvhZBRyB2YNOlt50sg8ord48QMH8TNjZzBIwWaOT579IRSeOoEr/S1MA0EMEmnKmOcLTXfstn5t5CmPuw1sc4VFbprp6WkcPnwYuVwOi4uLyToAAt93yDmXBJo18iGy4OSjjdyJqGgWE8UnyE20sLCAcrmcyFqv17G6ugrvPcrlMkqlEkZHR9FsNvHEE0/gySefxLlz5xLLhMcvNOtK9p2M58j7kJUw5L2RkwAieof8+Dh+8t3/GXk3mKRQ8+v4y/t/EPsXvrHTolx2DAQxZLUUODR3Q5ZyWj0hS4JbDll94Fp8gRR2sVjE1NQUhoeHcfbsWVSrVUxOTiZbSpDrh2YPkSXAR/j0oVlIPCDdarUSv7+UgaaqUlCa0pxzqNVqmJ2dTdZK0GwnslTI8nj11Vfx2GOP4cSJEx3bYGh9qfVN2r3g98CK+WSxCrp1T0ZsH41bj+Dnpr6Mftnaolt85LUfxsEvPHPFWwvAgBBDt+4EGV9IU8pae9IisALQXD6ePwt4ffRNC8a89wkpTE5O4uTJk8maBXL1AOiIFRA5kKVAawyIPHiMgL8vgeTP5/MYGhpCLpfrWAdBU2CbzSZWV1eTNAo+T01NYd++fajVanj++efxzDPP4OzZs8nsKRkw1/pO60PrHmmWhexPOmeROlkPEb3D4tEh7MsP7bQYW8KZ5gqe/J03YHz+b3dalJ5gIIiBI8tIT4svWDOBrNlB2ofyyznxIR+5NnrlW09roHzlchljY2Md0zrX1taS3U8p2Cz7hM7zPMgzpLAAACAASURBVGRNkLuIpxUKheTNb8ViMVkrQYvahoeHUSgUOtZKjIyMYGRkBIcOHcKhQ4ewtraGxx57DM8++yxOnjyJpaWlhFzomqwXEIXuo+zPUDql0f2Xz0GML+wsWkWHHAav35u+hbf89Udw4588hqvFxhwIYgiN2C33gaU0NFLI0nY3smqjYmnFaNdAoD2P1tfXcerUKXjvsbKy0qHU+R5GnKw44XDSoBlJtE02jzmQBQAgme7qnEvIolQqJbunklUxPDyMvXv34vWvfz3Gx8fxta99DY8//jiOHz+Oubk5rKysJNNh5Yt5tD7j/ZAlNhMC74+QtRnJobcoLbfQQBP5AQs8v/PZd+Pmj7+K5np9p0XpGQaKGKxzcoZLSAlb8YBulZEMgKb5zjX3lpSV6qKposViERcuXMDq6mryEh7nXLIdhdzojiwRAr2Mh6agkoKmdQm8PClTIp1isYjh4WGMj4+jUCigXq8nZDA5OZnMRFpeXsaLL76IRx55BM899xxmZmaSFc9koXBrIYQs56WLzwpYa1ac5YKK6A3K8w2sttZRzhd3WpTM+Bczfw/5nyuhOXtyp0XpKQaCGAB9nQAhbdZKyOKQZKLVK+viaVbebhQPz0vvNFhcXMQ111yTbIUh66aZSMDF7Tb46mKKQVCQmEiFgsF8WmqlUsHo6Cicc0n8oVwuY3x8HNPT02i1WlhaWsLQ0BBuvvlm7N27F2fOnMHp06fx0ksv4fjx43j88cdx6tQpLC4uYm1tTX0BUBYLTfaLNfsr1MfSjWS5kLqVJ2J7KJ9axKvNHCYHZAnDV1fLeOJDr4d74YmdFqXnGAhiCPmSs5a3RuhaO6Eprt24O9LITHuvAynhU6dOYe/evdi/f39CFHyxGFkJVA+RAhFEvV5PXEpkXdC220NDQ/DeY35+vmPWUKVSwdjYWLK9Nm2nXa/X4dzGazvL5TIuXLiAZ599FqdOncLq6ipeeuklzM7OJjLy6alyyw/Z9zIGkIVYQyN/bQYb9SvVH6es7hBOn8HfrNyE15de3mlJMuEjD3wAR75x5b6lLYSBIAYO+sN3+8cmV4rm0tB+Wz5puVDLkhGwCSYUZ6BZQ2fPnsXMzAyGh4dRq9VQq9WS4DB/lwKf5soDx7StdqFQSBRiuVzG1NQURkZGcOHCBaysrHT44wuFAiqVCnbt2oVSqZQEp2mdwtTUFFZXV3Hq1Cm88sorWFlZwcrKCubm5pKdVPmeS9YrS7V+4LOzpFswq6UQiiNo39Fa6C2ai8v46uyt+OjkyzstSioeWJ7AD/zh2atiaqqGgSAGbVqnhjQ/v+YGskasWvtShtDsGEuGEDnQ6J/2MVpdXU22uKb4AQWEKZhMM39o/QFtpMffxUAKPp/PY3R0FK1WC/Pz82g0GhgeHk42wAOAhYUFNJtNjIyMJO9hIJfT4uIiXnrpJZw4cQKzs7NoNps4f/48XnvttY41C3RtIVII3TdrVlEaNEKmY/5mPKvdiMuMVhPPnbgGuGmnBdmMml/Hv5u/Eb//3A+i+toobvjTOnLPfGenxdoxDAQxELJYCdyikEqfv8VNjla14GQWxWEFN3k9lI8rPGn1kCIlYqAttmk7a9p3iL9PuVwuY2lpCdVqteMFPHTMp4vSbqzz8/PJDq2VSiWZiprL5XDhwgUsLCwk5Yh8aDbS4uIiXnnlFczMzKBarSavD+VxBQCbrAXNerDuG+9Xy3JLU+6WlRGqM6I32PP1IlbfUcdwbudf2dn0LVR9HfcvHsNnP/djOPy553Do7FM7LVZfYKCIgZD25w4FkkP50/LIfNZIV7ottJf0yN/cbVKr1TA/P49z584l6wXW1tawvLyMarWKWq2WxAto5g/FFmimEVkNADre6kaL1oaGhjAyMgLvfWKhzMzMJK8EXV1dxdraGs6fP5/ENRYXF3Hu3DksLy8n8Q6+FxK11Y21EIIWcwhNNNDuGeXRyCQucOs9pv+f5/E/f/TN+I19j/ekvTPNFbzne+/D/KP7cNuPPI/37f8G/nLhdvzFw2/ExAvA8Nkmxh59BQdOf+OqdRtpSCUG59wfAHgXgDPe+9vaaVMA/hjA9QBeBvDT3vv59rlPAPgggCaAj3jv/6KdfieAzwMYAvBlAL/gMw7dso7wNIVtuY8spa6BK7U094Y2hZK/IEgqS16G8tFb2k6fPo3du3djamoqcQ2Rwl5ZWUGlUkGlUkniCDw4TfUSWfBXdI6NjaFUKqFarWJubi4hgrm5OaytrWFubg6VSgX1eh3Ly8sdL+WheAd/KxsnRLlmQV4zvxehWV6y/+VxaNqqVZ5bbc65xDpyzn1vp57tqw3Ns+fwN5/+QVz4Xx7BRO7yrYJ+pbGMf/CfPoyDf1LExFefwHjtRSz/qzL+/eQPobW4hKOrF4PKV/ILd7aKLEOmzwO4W6R9HMDD3vtjAB5u/4Zz7hYA9wC4tV3md51L9tf9DIB7ARxrf2SdmZB1xBkKdPLzsl5rVC/JRrqQNDLiv0lpatttEyidZhWdPXsWs7Oz8N5jenoa09PTmJycxOjoaBJLqFaryQie3olAJMLfy5DL5TAyMoKxsTEMDw8jl8thYWEBp06dwksvvYQXX3wRMzMzmJubw6uvvorjx4/j5ZdfxuzsLM6fP4/5+XksLi4mLweyttIOWQuhexkKHGtIew5C95zSaEsPgR17tq8WTP/xk/jJ5376stV/srGMf/ypf4kfeP+TGHrwUfjaxguBfK2GxswsWqtX9ms5LwVSLQbv/dedc9eL5PcAeFv7+H4A/xHAL7bTv+S9rwE44Zw7DuDNzrmXAYx77x8BAOfcFwC8F8BXuhU4a5whi+tCIwbZjpwtw91YcrSrubh48JNWLqeNpBuNBtbW1rCwsIATJ05gdHQUR48exfj4eGJ5lMtlrKysJO9ooPUIpVIp2TuJNt2jNQkjIyMAgNXVVSwtLWF2dhbnzp3DwsIC1tbWOiwBzfWi7eAq+1vGETSi5f3UjWuJ34du0i0Sp9XeAjv2bF8taK2sIP/Pr8d9XzyAeydOXdK6130TP/znH8Pr/s2j8K3oHNoqthpj2Oe9Pw0A3vvTzrm97fSDAPguUyfbaevtY5meGVljCt0qGlJSmmLRgsSyDOVLU4T8TWg8r+ZOajQaqLVHOXNzc3jhhRdQKpWwf/9+jI6OJiRQLpc71ivwNvgCt3w+j7GxMRQKBSwuLmJpaQmnT5/G7OxsElOgOIO295LlGtLugUbK1uid9/NWoBExR7ezmtro+bN9NcJ/5yn84S/9GN76O/8Gt5YujUvpTHMFdz38Edz0K8+i2YgOou3gUgeftX+hD6TrlTh3LzZM8449gdj5jQpSFIqm0C1FkaaoyDUTmiVjkQOtoSBXklae18FjDcvLyzh9+nTyjoT9+/djZGQE6+vrGB0dxdDQEAqFAtbW1lCtbrxZitYd0MwkcvucPXsWc3NzmJ2dxczMDM6dO5eQAndBkUxSkfPAstWfIWsozYLLAouQrLzaM2DJnta0ktbVs82f6wqGu2n7isTwnz+Knzn8MXz2o5/GXZXtLYf+rfM34E9//e143f/5HTRrg/ku6X7CVolh1jl3TXtEdQ2AM+30kwAOs3yHAJxqpx9S0lV47+8DcB8AFAqFoPa33Ad0LjSS5XXIqYwyuJnFYrHqppE8H2lLK4NbJ1Sm2Wwmm9o1m02sra3hwoULmJqawtjYGIaGhpKYRC6Xw/DwcDK1lF7nSVNJl5eXMTMzg5mZGZw9ezZxH5HrSL4VTnMNyRft8P7kLjN+XVqwPQRrZlcobwja+RQL87I92/y5HndTMTjtPfZ9+hH8yrc/gOM/m8fvvvU/4O1D1Uwv8ln3Taz6Ok6s5/Azj30A131iDRPP/+1Vs/vp5cZWieEhAO8H8Ovt7wdZ+hedc58EcAAbgbhHvfdN59ySc+4uAN8E8D4An96W5MgegNQWN2nKvtsprWnt87gCzdaxypJy5VNbnXPJ+gOKO5w7dw6Tk5MJOVAe51yyMrpcLsO5jVk39BY1ilnMz893rFLWfPBcJr75nkUEMr9U6hoZWv1t5ZWwXHxavVktzDb64tm+auA93DeewLFHHD71A/8Y//Ld+7FyRxX5YhPrF8rIjzbwugOzeOPkqxjO1fH44iF8+++OYe+jwMjMOsqnl3D4+eei6+gSw6X9WZxzf4SNYNw0gFkAvwrgzwE8AOBaAK8A+Cnv/fl2/l8G8AFszAL7qPf+K+30N+HilL6vAPhwlil9hULBk9+dyaTJ2XHMlRTfMM4aAXOQguZ7ENFxSCHx35wUisVikBSoPmqHK0U+JZR2PaV3JBABkMVA22LQi3aWl5c7dmLlC+c0t5hU/HJhGr82TgzS0pEWg0YWWhxDu6dWX8m0rbio5ufnyf3WQI+f7XE35d/ifrRrma9K5PLIVcqAc/C1GnwkgVR80z+MRX9+y37bVGLYaWjEAIR9zSFi4PslWatw04jBkoFgtWeNzrn7ir9VjZ/nBAHAVLg8P48byEA6H/XLfqO6NFLgFhhvV8ZI+LHmGso6u0zr59A1aLBiQM45WruxvcDHFhCJIeJyYrvEMBArny0FrCkMriy0AGqa71pToCElytNJidKWFNx9pLmxsvjP5ct4KB7A3/csSYG/tEfGAiQZypG7pdQlOVjELF1OWl6eP8usolBfWfdGuzZLhoiIiE4MBDEA6UFIfqyRQRZS4Oe4Qsri0iDLhAiBK1VS0LIMf+2lZbnwurlsZL1IxSjXGnDFzpU7r9+yZHi5LLPDQgQQgrTCpGLPeu8jIiIuDQaGGDiyKHYNWYPL0tdO56USlu4TIgZLyWvBbvLlS1m4JUDtSsXOCYLq4z5/nldT7JpriVsKWixGIwPZTzxd62PZ1/JY6zutHut+8rqiVRAR0T0GghgsBWZBG3XK+qRVwY85OWh1WMpRzjziZXn8gAd2Q9egySv9+5ZFoo3CpWxEPrys9Q4FK1Cvkad2DVbaVkb8afcz1FYkioiIdAwEMaS5WTTlFHLPhBZoafXzvHxGjjwvZdYsDO4+kvLydrVzPF0ShHQhcTeM5Qrj03g5MUh3klYHb8OK6WiKWCMvTdFrfapB1rFVazIiIuIiBoIYgM3KjmC5DUKKQnPf8DLS967VL2cOafk18JlSmmLm1xvaeoKOuSVhuVykoudthtwullsoZI1pSFPIkkAJ0tWUpS6trFY+xiYiImwMDDFwWH96+VtT2mluCEthWC6TNJeVDCDzxWKSgDT3jSarpfAtl5um+LURv2V5WbD6bSsj8zTLLWu9GplsR66IiKsRfU8M3f6ZpTKktJAP3mo3pBytkbt1zhoRE6x1CVzJafXy+iXZyHyyPikLL6NNa5XBb3kd3d6ryzV616w2jcSi1RARoaPviYFgjfQ15RJSVJobSnOnaIqYNrcLBaOleyYkJ7VtLQLTrluO6rVZSPJ6soz+NVm1fkvrU5keOpeFnNPkTStvWZMRERE2BoYYLFgkEHIdWYpdKnONMLgy5yNPijnQe6W5bBwWQfB2tWvT3ECaXPw4RHbaiDokbxqyEAcnze20RXVpx1SPZdVstb2IiKsJA08MIXAS0FxJWUezIZ+1rJOmpHK3i6bEpYyhdiwZeV7LZRVyZUlZNLLQ3HLWdVgWwnbjD5bcvO8kKUbLICJi6+j7t6Fn/YOnWQchSyGtLcsto/n5+f5Kmgy8HUrj7ikrYJq1HzRZgfB7LUL1aHVZ+UN+/SzIco/SiMdK0yyMSB4RETr63mKwXBNWTEEGdPl5OtZ88KH20xSWHDmToudTUrWRN1kXvJ6QPJYbJuSekvl4+awWlNaWlm65vrJCuw7NrReCFt/R5JZ7TEVERFxE3xMDEFZoaWXk7JpuApoaAWWxKqR1oK2Z4LulSoVoxU3onOaekuezQuvXrdSpjdCzWCQW2YX6xWpTpluEEi2GiIgwBoIYLGzljy0DxtoW0hzSsuDltaCwbEvb1A5AxyZ4sow24tXkkS4pKUOovEaAoViIzGv9ttqV7WvlQyN8TWZKs67dks+SJSIiYgMDTQwSWhCX0ogEpCspNDonyFiCPKcpHimDJAep5Kz609xDVlwijbis69euT1O43aJbK4a+LSvNcod121ZERMRmDAwxZFFOaW4D+UlTIJrfPE3RWrJmGbWmjdCzkpgmu1anZU1kvSZNxm4Ruh9ZXYahvNb5kFswIuJqx8AQQxZoI+/QaFP+DgVs5THPbyleTfl0M6q18ljBZ618WrxiK3l5Hs1l0208QquPp4fO8fQQYWmWRUREhI6+n65KyPpn1hSBply68TuHRs6ay8aqx6qXu5c0d5gFLXah1Z1FDkmo3ZQPjb7T+iaNuEPWoRZj4WV4jEcStUXcERERA0QMgO1P1/LxbwlSFjwwbNW/VVk0yyWrkpdpFjSlS+lpsQlNbkkQaZZSSI60eEmaHFY5jZjTkEYgERERnRh4V5LlDrF81pQeGjFKJSjr4iP8kELMMuq3lK9l+WSJjYTayRqn6Cb2IdNCJJeFHKUVJkf6WhmrPuu6LVKNiIi4AohBg1QIkgD4OVroxNc7WMpXG9FqyidNJu132gg7LZ5hnUuLU3CyyaK0tXZkm1oZ65wkE6tOSTghV1JIzmglRESkY6CIIatvWip4UhzyPcq8jEUedJx1pK3JormV+Kpsq07NQuC/s8qylfNSCctz1r0IkZ9sP83Pr12r5g6i1eOaldONhREREbGBgYoxEEJuidAImROEppRCI0/tbWp0jj7yfQr8OLTjqpTPcsdsBRrhpblRtuuHt+IAWWMMPK9FHprrzZLbutd8O5KIiIiLGAiLQfM9a66Y0KhfKihuPWiK2IofSJlCLqcsilAjDM2llMVKsGTV6uFpoTIWLAIN9VkWZO27ELGHXEjSgoyIiNiMgSAGTSmGfOIhF4YciWbxcfM20/JrbqxQXfK6pPxprpBuFHGWILIVrE2r25I97T7INkMEKO+dfGlS2j0J5YmIiLiIgSEG+bJ7TfGm+eTpN1kLUtFrgditxBroPN96m6enWTea7CFLKFRHmoyh8mlWShaXUygeocmg9W/ILWS5kLq1sCIiIi5iYIiBvrMoVAlLOXGl1Gw2kzROHGkjdKsdOYrVlJe1iV/I3aO1l9XFpZUPjaC7sby0Ps0KTQ5J1Fnr4fWlWZURERE6UoPPzrk/cM6dcc59j6X9mnPuNefc4+3PO9m5TzjnjjvnnnPOvYOl3+mc+2773KdcF0M5Prrvxo8dUgr8Q+9F4C/Z0QiIK25pSWhyaS/HSZMllG+r56xPN/VodXKQVWe5nrK0aY3+s8qnkaR0OfHfi4uLqNfr2MlnOyKiH5FlVtLnAdytpP+O9/6O9ufLAOCcuwXAPQBubZf5Xedcvp3/MwDuBXCs/dHqVMGVjkUSWUfIXEkQGWgEIUfBsh1rpC6PtbxSfmvGE68rZBVodWe1dGQ/hiwOzY0jr69bC2urBGURnHZvZTqlVSoVFAqq0dyzZzsioh+RSgze+68DOJ+xvvcA+JL3vua9PwHgOIA3O+euATDuvX/Eb/wrvwDgvVkqlMozTZlqI/fQqNlShJa7yrIiJEgJWfm031lH2CG5u5UxTSbtd8h60+qVZaxrCkGzLELurLS6vPcoFArdxCAu+bMdEdGv2M46hg85555su5om22kHAbzK8pxspx1sH8v0TOBkoH14PkkghBAxSCshjUA0t5LWrqZI0+Shc1nkTivLkaZ8u7G8LGQd6fM2Q6SlKX7LAshC9LK83CuLoWfPdkREP2KrxPAZADcAuAPAaQC/3U7X/uU+kK7COXevc+7bzrlvU4DWshYkYVBa2kg+RBAy3iAVSGhkLWW0Fr1JeSwFR3nok+aaCSEkd4hYsrbP6+2GqLgbSrsnGqllJUqrDwJ5LtuzzZ/rddRU+SIi+gFbmpXkvZ+lY+fc7wH4v9s/TwI4zLIeAnCqnX5ISbfqvw/AfQBQKpU8KViuLDi41SAVDp8yyhUb3yOJ0kmhaQqDkw7/1hQc/5b18TSNUKjOELFlVc68jGxfHvN8IRLUFLSVNwvSLBmtzZAsVqxDthc4f9mebf5cj7upOC0qom+xJYuh7Vcl/DgAmtXxEIB7nHNl59wRbATiHvXenwaw5Jy7y238c98H4MGMbZkWAaVJn7e0LoDwTKS0TxYXSTdKUSOEkO9ds3K0a+L1hWSz2tP6b6vIUjbNEtDyh35brjrZVopLrWfPdkREvyLVYnDO/RGAtwGYds6dBPCrAN7mnLsDGybzywB+FgC890855x4A8DSABoCf994321X9M2zMcBoC8JX2J5uQ7ZkjzWYTuVyuYzuLdrtBV4cc3fPfsi7gojVBI2puXcg6+bEcraa5NCR58bLasfe+I6+WT8qm1aMRhVZHFkK0ZLBkyVJWkpxGhKF2Q5YD/72ysoJGowEAN+7Usx0R0Y9w3fz5dwLlctlPTU2h0Wgkfn858gv5mLl1oCk/OTKm3/l8Hvl8HrlcDvl8HoVCAfl8PvNIOhTMJmXHYxCaItYUoDWit4hKu7+WdSLzpLmJsozuNVnpnBU/oHS5FbpsM2TRaW5CWX8+n8fKygrq9XrP1x2Muyn/FvejvW424irBN/3DWPTnt/xc9/3KZ1LSPK5Af2wZL+DnSHHIuiwlJkfS2upnqdQ1WXk+3qYmi5VXyhuyhnhd/Fh+U1saJNF2ay1sBWmyhOQOWWK9vIaIiCsVfU8MgL4gjCsz6eKRPnmeLhV7yHXDXUhyTUJWRU3gdci8oVG9ZgFx99N2YwEhGULXmCUGwGXLoqQlKaZZPlliBnTessoiIiI2YyCIAegMOAOb3UdaTICDkwX91tqQ+Z1zaDabHUoqtFJZ1pfm/88Kfn2S8DSk+dlDFk9IVkme3ShnXqfsmyxEk4UcQv0bsjQiIiIuYmCIAcAmUuDHckRoBZTlyFsDVx5UjtZTaHECqyzJkUZCUoFbv7XrCuFSKcG0NkNEJfso5DqT5eRxKBCtkbokcDmYiCQREaGj74nBCrRKBUHpADZt0U3QFLo2ctXq1zZiS3MpUXlLbpJVXm9WZHUjWQRmEU4WZc3LhPLLftbkyGotSCtIcxVq9RKxp7UZERGxgb4nBkLIn28pLO5+ku9g0PJbMQhpLfC6eB3SLx6S21KaloLmSs66jrR2usmXtVyW+jSLThu9S3cZoBOWNuLXYkAh5R/JISLCxkAQQ5o/3FIeHPl8PlEGMngdqoeOaaossHk7bVJqcnV0SH5+ziKRLAqOy6oFe7O4bWQ92kjccn2F4gCWC0iWDV1jqBzPk1Y+JHNEREQnBoIYCHKUTWn8N6C7krzfmLcO2PPneX38mMcZCJobxbJc5LE2Gpeja56uuZvSLBHNt25BOxeKnWjKWsub5mrisml1hcppFogWY9Kej4iIiDAGghj4QiYr3qCN/LlCJVLgZbTFUdK9wWXgb3mjby6LfCMbzyuPtTRL0VoK1iIIy5efVTlKpSvlS7NsQkTD82p9HXIlae1wNxRP0/bPykJUERERA0AMmhsnlNcabfM1CTT619wLcq2B5RPX3hvNCcmyAOi8JDI54rWQNb5gkUs3I2fNBcSPJXlqRBLqB2pDs240C0AjH6n0ZduhgUO0IiIidPQ9MQBAo9HYtJZAU8jAZuVExEAWg3QJURm+DYO0JDgZ0O/Q5n3aiNcaZWeJR1BdVgxDlrXIJVR31nR+zrIS5LVpBKNZDrIebZSfxTUk3Uva9WQh14iIqxV9TwzeezSbzYQY+EhQjp6lIqJz0sqQyp/HEOTiOGlV8PiE9p4IXm+aIqd6LfeYzEfnQvEFC90qQanos5CORRJZ5KPzIYLR8lnEodWnnY+IiNiMvicGAB0KWyMGAm14J+esawShLVbjSBvNyumRUrFzt5I2Wg25VkLIEjtIc0lZo+6QEs1KXPJ3iOB4muUystrSthfRIJ8X3l4khogIHX1PDGQxkCKQyt3yz0tXhsyfVfnwujmRaG4tKiff2qaN9rt1+6TlC5FDiGy0/ugWFnnSb+1arfxa3WntahsUbiUOExERsYG+JwZgY3TeaDQ2kYCcBUSWBbBZCWvvZLYsBn7eGsHy39wq0BS0pbwlNLeLtDw0wgvVJ8vI68sCSWxWuVC6bD/LC5BCbiStrGWFWXmj1RARoWNgiIEUPicDTZFqU1RpcZs1iiRFJWMRMgYhIUmF6tDcTNpMpBAkOaWVsUbmWWBZWtRmFgVq5QlZCzJfmrLmFkIoFsGtEW0gYMkQERGxgb4nBk1ZcMUr/+ihPXG0OADVkbZnUWiUyklJbtbHSUHbSkPWJdFN0Jgrwiy+favtNPePLKe1RX2qWWQ8D79/WayALIpdcxFqllxERISOvicGwJ4vr/nxCdboWfr/6duKGfA2QzEH4KLFIMlI1m29IlTKawV809w5aZZFlnOyjzUFrX143/C4kOaW49/W+pFQmuVqSkO0FiIiwhgIYiBo7gNK10aGlE6L4yiN73XER9iSEKg832dJyiOVtNw2g6bZai6lbkf2Vrwj1F9pwW7LfaMRlOxvrawmj7aViNytlp+3VqRr0AhFI2N5vRERETYGghi48rZcExJy1ErgW2PIbRO0dDpHZBKaJmkpXYqREMFIl1KWgGma68MiC+kW0txvGtlkHY1rsQHNbROycCiPJpvMI8tq/aT1a5ZnJiIiYgN9Twx8tN2tv10GgymdrABA32KDu3s4KVAZTWlJpUvH/C1w1J5UXNob4axrlYFW/js0GtbIQPvWylhyyPIhQuLpWWSRZeX9t2IpFjTLpNtnKiLiakHfEwPQuc11N6M+rphDLhO5NgLoDBpzVxK5pkip8LiD1jbVJeMQ0r1hvS5UypfmtrFcaoQs7if6TrNk6Bo1xZ/Vwgm5o2SfaERjXae8BmnRpBFpRMTVjIEgBlLS0v8splSSxgAACfVJREFUFZDll5b5uLIgpc/TuUIiciCLQSoybpFYloTcY4kre2lZ8DROPtZUWv7bUnShPtJgkY818g/VnYUktKA0pWmvc5XXFErT5IpWQkREGH1PDEQKPGjLR+L0Ld0pml+dPnKUa/n86ZvHJbgMGjnwPHQs4xJyrYP8lsd8GizvF0tpa0RgKVhNIYdiC5byz0ISVv6Qws/i+rIsohABREshIsJG3xMDgGT/Izly1pRAaORMoHPNZrNDGfLV0Xw3VmqHp9E2HVKxasfA5tkzlnXA2+TuLC1+wa+FH4dcTPx3lhF+yDVl9XHIatH6SLYhvy3SkfEWmdeqJ7qQIiLCGChiAPTRoVQU2hRG+eEKXwaEJVFQuhaolopO87nz4yyWArXLt8GQVhCvc7tulTSLQGsnRCyWTFnI2pJfxgWs1c+yTmlthuSLiIjYQN8TA3clAegIJtN5oNNlRH55SSbafHrrtZnyvEUMPPgs27NGujKeINttNpsdG/5ZW3LIeuVxyCUkz0uC4zLJ83ROI1ytXSpvWXUW4WnQCMC6JjqW90Vzl0VERFxE3xMD0Bl8JgVsKTk5Kud7LEnlZ1kYdL5Q2Oge3rYmG6+DRqmSwGS7fARM9fAPJwM+TVZaOxr5SLK08vI6JQFZCli6tXi6vA9cFn5dsm3Zl7I+yxUk09NcS5bVFRER0Qn7PZltOOcOO+e+5px7xjn3lHPuF9rpU865v3LOvdD+nmRlPuGcO+6ce8459w6Wfqdz7rvtc59yGYZtru3vJ6uBf7g1wZU3zSDS8nOQMqR4Ab0QiH/4+6ZJHr6ugT5WmjYq1z7aSmCZJhUjlcvy7uo0UtDk0PJaJCMtLUrT7mfo2LI2pHxprirtvNxhl+75Tj3bERH9ilRiANAA8DHv/c0A7gLw8865WwB8HMDD3vtjAB5u/0b73D0AbgVwN4Dfdc7RtJ7PALgXwLH25+5MQjLlTkq3UCigUChsIgFODpI80pSOJApNWXPFwtvWSEJTllqbXOFTu9zSkbJYdcjRNm9PwrIkQvXKutJcOlYfSOtIK8vr136n1SHzWa9ibccfduzZjojoR6QSg/f+tPf+sfbxEoBnABwE8B4A97ez3Q/gve3j9wD4kve+5r0/AeA4gDc7564BMO69f8Rv/MO/wMqkydDhFtHIQRIH/61ZFaF2tNG4JAfLguFKSBKSpoC1tqldTlCa9bBVd4il7C3rhs7JftOUvWZJyGtPq4P3oXbOIgaLgOQ9IFnEwskdebYjIvoRXcUYnHPXA/h7AL4JYJ/3/jSwQR7Oub3tbAcB/C0rdrKdtt4+lump0N7gRn90OXOHj5q5ouC/uUuEwNN4jIKvchZ9kRxbq7JlfIPnkYqKy8VH8iQPV4IhUpB1SbdL2ojf6jNZh8xjuZ9Co3lZnpfTCElT7lad/FuShXF8PXbg2Y6I6EdkJgbn3CiAPwXwUe/9YsCFqp3wgXStrXuxYZajUCh0KEfr3c8auMLOGljlyoxIgZODNrVVW5lM9bFrSlXSWh4pm1Z/yC2kyaW1LdN4vVYfa0qdylmQloVG1HxEr5EU7w9N+UsZZVl53b16tvlzXcGw1UZExI4jS4wBzrkiNv44/8F7/3+1k2fbJjTa32fa6ScBHGbFDwE41U4/pKRvgvf+Pu/9m7z3byoUCpt8xO086qs8NUUmXT/GNWpymP59XsYKhvO0EIHJ9nk7IdeWlietbk0Gre20/pREqbl1tHOWr1/Kk+UTQtay7evtybPNn+siykH5IyJ2EqkWg9v4F/0+gGe8959kpx4C8H4Av97+fpClf9E590kAB7ARiHvUe990zi055+7Chrn+PgCfziJkqVTq2JaCRulEChRHAGxlKmcZyZlGcvTJlTvFMvhMI829kc/nk9XU1GY+n0ej0ehwhwX6OjmWq7CtdrWyMp+hDDuuVfYHV+KWq4z3sUaaFqHwMnR9GrnxtRyUl1yH2kuRZH9wt6O8fqqvvevtjj3bERH9iCyupLcC+CcAvuuce7yd9kvY+NM84Jz7IIBXAPwUAHjvn3LOPQDgaWzMaPp57z29KeefAfg8gCEAX2l/gsjlcpiYmNg0TdF737GVNbcEuILhRCA/0r8vrQ9JDprFwX9TnUQOfBpso9EwicHyhUvlLJW9VlYbSXNSkcqXx0G067KC57KM5o7SZOIkpJGBFlvQ0kLTdKkdThwaOdTrdTr/IzvxbEdE9CucNeLqFzjnlgA8t9NyCEwDOLvTQghEmbJBynSd935Pr4WIz3VmRJmyg8u1red6EFY+P+e9f9NOC8HhnPt2lCkdUaYg4nOdAVGm7LiUcmUKPkdEREREXD2IxBARERER0YFBIIb7dloABVGmbIgy2egXOTiiTNnQjzIBl1Cuvg8+R0RERET0FoNgMURERERE9BB9SwzOubvdxtbGx51zH+9x2y+7jS2UH3fOfbud1vVWzNuU4Q+cc2ecc99jaTu6HbQh0685515r99Xjzrl39limHd0Wfosyx2c7PttZZNq5Z1suNOqHD4A8gBcBHAVQAvAEgFt62P7LAKZF2m8C+Hj7+OMAfqN9fEtbvjKAI22585dAhh8G8EYA39uODAAeBfCD2NjP5ysA/tEllunXAPxzJW+vZLoGwBvbx2MAnm+3vaN9FZ/t+GwP8rPdrxbDmwEc996/5L2vA/gSNrY83kl0tRXzdhvz3n8dwPntyOAu8XbQhkwWeiXTjm8L3yXisx2f7awy7diz3a/EcBDAq+x3r7cx9gD+0jn3d25jR0xAbMUMgG/F3CtZu5XhIHqzHfSHnHNPts1xMmt7LpMLbJ2N/umr+Gzr6Nf7dVU+2/1KDJm36L5MeKv3/o0A/hE23ur1w4G8Oy1rSIZeyPYZADcAuAPAaQC/vRMyObF1dihrL+Xqov1eIT7b2XHVPtv9SgzW9sY9gff+VPv7DIA/w4b53O1WzJcDl22r863Cez/rvW9671sAfg8XXQ09k8n1eFv4bSI+2zr67n5dzc92vxLDtwAcc84dcc6VsPGe3Yd60bBzbsQ5N0bHAP4hgO/h4lbMwOatmO9xzpWdc0fQ3or5MonXlQxtM3PJOXdXexbC+1iZSwJ6QNv4cWz0Vc9katcR2hYe6JO+aiM+2zr67n5d1c/2ViPml/sD4J3YiMK/COCXe9juUWxE9p8A8BS1DWA3Nl4M/0L7e4qV+eW2nM/hEs1kAfBH2DBf6bWRH9yKDADehI0H+kUA/xbtRY2XUKY/BPBdAE+2H8xreizT38eGWfwkgMfbn3fudF/FZzs+24P8bMeVzxERERERHehXV1JERERExA4hEkNERERERAciMUREREREdCASQ0REREREByIxRERERER0IBJDREREREQHIjFERERERHQgEkNERERERAf+f+laK6I5mlW6AAAAAElFTkSuQmCC\n", "text/plain": [ - "<Figure size 360x360 with 1 Axes>" + "<Figure size 432x288 with 2 Axes>" ] }, "metadata": { @@ -370,14 +361,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "1 region \n" + "good size 742.0594213910871 \n" ] }, { "data": { - "image/png": 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H7u4utre3sbCwgOXlZSwuLuL69etYWFjA9vY2dnd3s3qIgICHS29Ij8GS+yxvwLoWg5KGJIOC8YXHem87jg5fuf2d3H1OFP14VGL4pRjjrRDCEwC+GkL4ET8YY4y9P1ZhhBBeAfAK0JUiqtWHTbT+0HI//ZYrgnIDoc2gkWTB1/jnkPs0YyPfc5A4375ZPdJTkGVKg6vJR0QM5AkNDw9jeHgYo6OjGB0dxfj4OKanp3Hx4kVcuXIFc3NzAIC1tTUAQLvdxq1bt1Cv1zExMYErV67g6tWraDab+OY3v4nvfve7WF5e7iMHkpk6nU7WVr5on2XQJelahGH1ozT2VIaWXhJEDsE81nu7gdFBsjoGhEYGRdI7QXTxSMQQY7zV+74XQvh9AC8CWCA3OoRwEcC9XvJbAJ5i2S/19skyXwPwGgDUarXI9velS438LE9DGn1pJDRDkTfSlHJSnmGzjJH25jjuccjjvG4eGObyUbVaRaPRwMjICCYnJzEzM4Nz585hbm4Oly9fxtzcHBqNBtbW1nDr1i20Wi1Uq1Xs7OxgZ2cHo6OjqFarqNfr2Nvbw6VLl7C5uYmlpSUMDQ1hZWUliz9UKpWMINrtdtZmq2+tGAw38PL68T6U18N6EI+++TMaRfC47+3JMOPTog4Zg5KBVYaTA6DP1SyAEMJYCGGCtgF8FMCbAF4H8Olesk8D+IPe9usA/lbo4hcBrB5Egy2i38u0QH4g1JJnUmVqeYuMci1oBlQ+tyDbx8mAG+VarYbR0VFMTU3hwoULePrpp/FzP/dzeOGFF/D888/j2WefRaPRwI0bN/DGG2/gzp07GZFMTU1hamoKrVYLKysruHfvHm7duoWNjQ089dRTeP7553H16lXMzs5iYmICo6OjqNfrWfwihLBPztL60+pzGcsp2vfUX/z3IGTA8hzLve04OA6DFB5HWScVj+IxXADw+70/XhXAf44x/n8hhG8B+L0Qwq8DeBfAJ3vpv4zudL5r6E7p+7W8CjRZR0oOg8oTdJyPLmV5mjHKM1JW+1PShjRq9DYyy5uhfuDt6XQ6fYHgEEIWK5icnMTs7CyeeeYZPP3003jiiSfQaDQQQsDi4iJu376NxcVFbG5uol6vo91uY3V1Fa1WC61WC5ubmxgZGUGMEe12Gzdu3MD73/9+vPTSS3j22Wfx53/+5/je976HxcVFrK2tYWtrKzsXahdvc8oz02JAWn/Jbc3DkPtkH0oCUvDY723H4eBxGfHT7jkcmBhijO8A+Hll/xKAX1H2RwC/MWg90nhzI54y6Dy/LMv6LfPwOuXMG2nI8qQS3j6tDRoBWCuSclLgI3MAqNfrGB4exsTEBObm5vDBD34QH/rQh3D27FmsrKxgZWUFW1tbaDabWFpaQqfTQb1eB4AsbtBut7PlLygQ3m63sbKygtu3b2NmZgYXLlzAiy++iE6ng7fffjub6bSxsZG1l9qW9zS0RdyanJTa5tdMHte8ukTM6kjubcej4XGP7E9z3OFEPPmsGQi+gqYGS97R9qdkpJyR5b46NeOvad88j/QQrHgDJyn5FDMFmklCeuqpp/DhD38Yzz33HGZnZ7G4uIh3330XS0tLaLVaGBoa6ptJBCCLLcQYUavV0Gg0slE/AGxsbODGjRuYn5/Hk08+iYsXL+L9738/hoeHMTIygvn5+X19ReTAPQfZL/y3vF48jbYeFP9tkbFGFgeRmBzlwVHKPafRezgRxMBRVMLRtul3EUOi6d2URputlJI0eDtSo1lOCpIYeJvJ2NKMICKF4eFhNBoNTE5O4tKlS3jyyScxOjqK1dVVXL9+HfPz82g2mwCAarWanV+lUkGn00Gz2USn08nOr9lsZudJ31tbW9lMsVarheHhYVy5cgXnzp3D2bNn8eabb+LOnTt9/UdPSxedZaaRqEUG8hpokpT0JqUs5zhZOI4YwGkjh9ITA5eS5H7Anr2S0rMpbWpFUlm2XNRN8w60qa1amZbhs+ILlE/KR0QK1Wo1G+HTswnVahWLi4uYmprCyMhIVg4FmOv1OjY3N9FqtfraSvIRj3dUKhXEGNFqtdDpdLLnFHZ2dhBCwJkzZ3D+/Hk0Gg1sbGxgd3e3by0mvmifFkjX+pz6Q5KzJdmlZCcpPzocB8FpIofSE0MerD88H7FqTwlrxlqWaYHkHEorpQ5ehyZJyZcFSclIm+ZJzwjs7u5mhpZG4DQjiJ47mJ2dxeTkJOr1OoaGhrC+vo61tTV0Oh2MjIzg/Pnz2VPNOzs7fXXW6/Us2MzbRyN92t9ut7G1tYWtrS2MjY1hamoK73vf+zA0NISRkRH84Ac/wPz8PDY3NzPZipMKLzs1upfXWhso8H3yvRKabOjkcHJx3DOGTgs5nEhi0HR82i8JwIojaPmkDKTFGjR5yfqmeq0YB4f0EqTBpJgCjfDpKWZ6krlarWJ4eBhnz57F+fPnMTY2hpGREWxsbGB+fh6Li4vZzKXd3V3s7Oxk6x8RwWhyze7uLprNJoaHh7N2hBAySarZbGJ+fh6VSiULeFPgWls6gzwRqw8sY671q3YshJC1UT55Pki8yOGwcBrIofTEcNA/syUlaYb3Ueq0YgqcbDhh8TZo71eQXgKAvnhCpVLJ4ghnzpzBxMQEqtUq2u02arUaZmdn8cQTT2Qj/wcPHmTLYgDduMD9+/czA0pGnDwYkqVohM+9E5KySFaq1+toNBrY2trCO++8g6mpKUxPT2N0dBTPPfcclpeX8eDBAzSbTZWsZZ9R3+TJg/JapjyM1DVzkjhZOG5v4TSh9MSgQRvda2m4AS4iDxWpl6e1tHFJClqbJDnI/SQd0Qh/b28P1Wq179mE2dlZDA8PA+jOGGq327h48SIuXLiAZrOJra0t7O7uotFooFarZTOMSA6iNvEgLF9cj4iBj/ypvSQljY6OZt7E1tYW2u02pqenMTY2hunpaYyPj2dtk++A4H1nEbgmEfLjqeuklV8kv+P4UXYSeK97DSeGGFJGgralFCHT8H3aDJa8ACVJKSkSkVKWbIc24uUEwevhTzI3Gg3MzMzg6aefxgc+8AFcvnw50/357KRGo4Fms4mVlZVs+QqacQR0JSiahQQ8XCqiXq9nhMQfTKvVatjb28umsfLnGyhITd4K5a1UKmi1Wtjd3c1kKj6TS4vzyD7MizekoF1HTVZ0Yigfyk4IpwWlJoaUTGOl0/aRrq0ZpKIGghsbawaMTJeSsSQ5ca+GzzoKIWB8fByXLl3C008/jcuXL2NiYgLLy8sYHR3F2bNnsba2hhgjRkZGsLm5iQcPHmBzcxM7OztYXl4G8HA2Ehnz3d1dAMgebiOpibwEahPNSKL3NFCQm9JXKhVsbm4ixojx8XHMzc3hySefxMLCQjZDSesneS2suJHMI2Mv1nXieRzlx0kjhPeytwCUnBgsY5JKJ3V8qe3nHdOgeRe0n3+nltnWCIm3hbZpBE4GdWpqCleuXMHP/uzP4vz582g2m9mCdzMzM5nGT08c7+3tZRJSCCGLP9BIn37zgHOz2cT29nb2gh4AWSyByIDkqGazmRFWrVbD2NgYOp0OVlZWMD09jdnZWZw5cwY3b97E5ubmvqmrRfpb6zMtTsNhXRcthuEoF04aKZwGlJoYAPs5BQ3W7BUt3lCEFFKxCy2Aac1Ksl4aI5fRpuAuafmTk5N4/vnn8cILL+DcuXPY3t7G6upqNgtpc3MT8/Pz2bTT4eFh7O3tZbON6vV6NmW1Uqlky2UMDQ1hd3cXMcZM4tnZ2ckC29KTaTQaGB4eRrVa7XujGwWaqf9mZ2cxPj6OlZUVLC8vY2dnp+/VoLz/eD8V9djy7gXtuvCYjbxOThLHDyeFcqL0xJCSavLSUDopJfFjReILljxRxFAB/Z4Er08+7MVn/YyNjeGZZ57BSy+9hOnp6exhtGq1it3d3Wy9o42NDWxvb2fPD5ChJ0mIpriSh0DLY9PMohBC9mRyjDGLC/BzII+j3W5ngWiSo7a3tzE8PJxNkd3Y2MDm5iY2NjayOAN/i1xKatP6WBJCXj553YgUZJ6Cr/Z0PEY4KZQXpScGwH4oqejIU8YH+AtkCJIkLOnHClxr0yl5Xr7fmqZKI+t6vY5Lly7hpZdewvve9z4sLCzgwYMH2Wi90+lga2srG5Hv7e1ls5Oq1WrmAezu7qLVamUBc/5QHb3TWc424udCUhMvZ3NzMzsHmrFE73wYHx9Ho9HAvXv3cPfuXaytrWXeS6fTyZbh0J5l0KQg69rK7dTMJe0+8ODz8cNJodwoNTFoGnEqmGgFfCW44dfIQWrU2kwkzdNItVVKWlrdNLKemprCc889h2effRZra2tYWFjA+vr6vmW5+Yqvu7u72NjYyBa+I2PP32VNBrrZbKLVamUxBCqrVqtl21QPPddAeeg3vSOayIXadO7cOdy4cQMrKyvY2dnpm3areVratbNIIkX8Wn5LxkuV5XDk4b0eeAZKTgyEQWaWSANhEYUcHVt1SY06Fcew4g2SiKSnACAL0JK38Nxzz6FWq+HevXtYX1/H1tZWXwyAjDMFg0lioucF6Bzr9Xom/TSbTcQYM0+DSIPaRNNKydCTlzE5OZn1AT2sRm96468THRkZwbPPPotr1671vfKTpsYSuFQlJSPNW9PIwfL2qHy5TLpWl+N44N5C+VF6YuB/bmmULXlJk4G0YLM1GrWkDLmdMi7S85Dtke9bIJ1/amoKP/MzP4O5uTmsrKxk72EGkMky0gjSswkAsvgBlU31xBiz1VKJSOjpaCqPnk2geAJ/puHixYvZInnb29uZVFWr1TA5OYnx8XFcuHABOzs7uHv3buYxkASlrRZrXdM8z0GDRuhcQpPXy6Ukh8NG6YkBSE8/5JCGxBr9y7K5obJkDo0s5PYghoZ7D+QtVCoVnD17FleuXMHQ0BCWl5czyYc/kEbyDJ9eSoTBDS7JRDx+wc9Xfmi2E5VHo/3l5WXU63WcPXsWIQRsb29n0tbU1BSq1Wr2/fWvfx3f/e53sbi4mJECnSfvf6vfZBpNntPKsK4ZJ5nUdGLH0eCkewunQUYCTgAxFPUUOKSHkOdhpI5ZxoyOSwPE2y3r4GVykLFvNBrZ7J6bN29ibW0N58+fz2YkcdmJjC4tlcFHxTRKpiec6/U6RkdHs2cciEQ4WdDzCpSHiCqE7nMOt2/fxvr6et9TzbVara8f3nnnHfzpn/4prl27hs3NzczrkP1IHgTPm0eq1rWkvJpXoPU/5XGCcDhslJ4YiowOCUUkpDwJQdOfpVYtZSWZtgh4mZSnWq1ibGwMe3t7WFtbw7lz5zA7O4vr169jZWUFAPoMIGn81Wo1izFQOfRWNTLytVotywOg75WbRCRjY2MIIWTvXSC5qVKpZFNkaVrs6OgoKpUKpqamcOnSJbTbbfzwhz/Ej370IywvL2exDypbuw68z2XfWNeoqHdBZKFdF3nM4SiC0+ItACeAGDiKjPRS5KAZJO11k/wjX84jZyhJw5QXNOVLT0vwvGNjYzh79mwWO9jb28ueTq7X6xkZyKeK+fsZiAx2d3f7lrSgYHGMMUtPi+HRmki0pDfNPqKX8tTrdUxOTqLRaGBubg7PPPMMWq0W/uRP/gRvvvkmbt68iY2Njb4npKWUVMQ7yCNerQzZ96lr4TEGh8NG6YlBG1kT8vRqmVYjjNTo1CKhPOlDGjZrpCzbG2P3BTmNRgOtVgvXr19HCAEbGxuZYecvvKH8/PWbVDcRCY3am81mVgalJRmq0Whgb28PGxsbWVn0lDSRCUlZRDrT09P4hV/4BZw/fx5f/vKX8cYbb+Dtt9/G0tJSthSGFs+w+ngQz9Dqa6tMh+NRcZq8BeAEEYN1jBt4YP9DTFpZ8uGqPHLIC3LmSSGalCUJg/LR6H54eBg3btzIlqoYGxtDtVrF1tZWRg7Aw5lEfNkJAH3LYvBXdNbr9Uwq4rOXyJBzGWpiYiJbrrvRaGRvhms0GpiYmMDW1ha++c1v4o//+I/x4x//OHvegqbF8nc9pKQja588JoP+2nW3gtNOEo6D4rSRAnACiCEP8s8vDYPlcWgj+lQAOrXctiVfWSNZC/S6zeXlZczOzuL8+fO4desWAGSrnPLppxQnoFlLFFonSSEAACAASURBVBegB9VoZhEtlUEPnBEZVCoVjI+PZ+sd0RpI5BFcvHgRnU4HS0tLaDQaeOGFFzA3N4ebN2/i1q1bePvtt/HWW2/hjTfewO3bt7G6uppJUdo7Jop4afJaFuk3nkdej0EmATgcEqeRFIATQAyakdWMroScqsi/8+qRgWYtv2aEihoaLXZBdW5tbeHdd9/FhQsXcPnyZWxsbGBtbS1bG4nWLaLlJfgDZuRFkJcBPHz7G8UkRkdHMTQ0hKWlpez90Xt7exgdHc3iCUA3yL22tpaRCXksi4uL+Pa3v42FhQXs7u7ixo0b+zwFHlfQvDPZr6n92nXStmUZ/P7g03SJSJ0YHHk4raQAnABi0AihyAiSG2v+VG9K4y/SFpleWyBPtpuOpbR28kqazSbu3buHd999F5OTk9maSGNjY9kS2zQNlK+tRBIR8PDFPbVaLTvner2OJ554ApOTk3jw4AE2NjYyr4JiDSMjIzh37lxWVozddzzU63XMzs6i2Wxm3gK9N3phYaGPQKi/pYzEyYL3B/WVHOVbXtcg8SBtYOBk4HDko/TEABR7fiHvD68Z7yJxBouIUvusOixy4AFjeqhsZ2cH7Xa7b9mJer2OmZmZ7DjFCiiOQE8yE0HQMwdk+KemprC3t4e7d++i1WphcnIStVoN4+PjAJB5EURCIyMjALqB6PX1dfzkJz/B22+/jYWFBQDA8vJy9nyDDDZbryyVfa7NCtPkJu365ElH3EtIXSOHQ+I0ewvACSEGoJjOzD0KPuLkU0SljKDJCqmRJV/COU/+0EbE1B5ZH38vAgWYG41G9iKc7e1tNJtNnDt3DhMTE2i1WlhdXcXGxkYmLdHyFTS9lKQlWmDv/v37aLVa2NnZyVZCpeD1ysoKFhcXs6U51tfXsbGxgRi76zKtrKzgnXfewf3797MXAW1sbGB1dTVbaoMTgvWxZLlUYFn2ZZF7QJalXS8nh6PHx558oZRPP592IpA4McRAyIsvFJGKrFiBls4KmkpikQRD39ZLejRioGmly8vLWFhYwJUrVzAxMZEtQUHxAnq9Jo24KRBN74cmiQjovuO53W5je3sbd+/exdDQEMbHxzE1NZVJUVtbW7h9+zaWl5fR6XTQarWwubmJ+/fvZx7M6uoqlpaWsmcUaClu7inwFw8V8RZShln2teWhWWVIUpb7pSfheG9DEpITQRq5xBBC+DyA/xHAvRjjz/b2zQD4XQCXAVwH8MkY44PQ/df9SwCfALAF4G/HGN/o5fk0gP+jV+w/jjF+oUgDi85ISen8qYBlKp30PuRxafS12UnkCXDDyYmGG1WSjFZXV3H79m088cQTmJmZyaShzc1NbG9vZ8trj42NYXh4OJOP+EtxAGSL4PGF9iYmJjA2NpYRBcUw7ty5g52dHSwtLWF0dBQ7OzvZy3ZoCY5ms9n3oh75Ah6+NpOMK2iEWkTW0TwM6YGlCEQSNI9x3L9/HwB+PoTw5nHc26cVR+k1cAJwMiiOIh7DfwDwrwF8ke17FcDXYoyfDSG82vv99wH8KoCrvc9LAD4H4KXen+23AHwEQATw7RDC6zHGB4M0tqjrLw15nlRkGRZrpGuVI1fzpPRkNLXAK6FSqWTGttVq4f79+5ifn8fZs2cxOzuLWq2GkZERrK6uYnt7GzFGbG5uIoSQLXxHU0XpiWiSeCjv9PQ0xsfHEWPE8vIybt68ieXlZWxvb2drGy0vL2ekR1IUzX4ir4QTokUC/Ld2faTco6XhGGT2l3a9tAX0Jicnsb6+/hOR/Vjubcfhwkng0ZBLDDHGPwohXBa7Xwbwy73tLwD4Q3T/PC8D+GLs/gO/HkKYDiFc7KX9aoxxGQBCCF8F8HEAvzNIY/Pkh17ZpnyhpbPqkR85yuflyG0ZLCcDSW9E0wwopaPZPqurq/jpT3+KM2fO4OrVq1ngOMaYLX9Nb1MbHR3F6OhoNoW1Wq1m700YGRnB1NQUxsbGAADr6+uZTLS8vJzNKOKegHw/M52z9uY72s6LI8jyipK8NlvJSiMNv/RKZNsbjQYAtAFw9jqWe/u0oayxBkcXB40xXIgx3ult3wVwobc9B+AmSzff22ftL4RUYNLyBIoaH0vOkITA6+D5UgFoTgL0HIHmxfBRLb1hLcaIe/fu4fvf/z4qlQrm5uYwMTGRpRkeHsb4+HjmaVDsgE9RbbVaqFQqmJ6eRr1ex8rKCra2tnDr1i3Mz8/3vTOh2Wzue3paO4/UlF/uIcjz1PqQn3seNG8ulTc1iykHR3pvn2Y8LnJwb+HR8cjB5xhjDCEc2hrGIYRXALwCYN+rKYuOMlnb+vJaxillqPisJisAysvQjBHN/NFkFTmqJUO/u7uL7e1tLCws4Ec/+hGGhobw5JNPYmpqCtvb2xgdHcXExES2TAbJSo1GA7VaDcPDw32v8Lx37x4WFhZw79493Lp1C8vLy9ja2kKr1epbIoPaJI09Dyxr/cnP3VpNddDrJ/tTq88aAKSIo2hbHue93cDoYRV7onGY5OCEcHg4KDEshBAuxhjv9Nzpe739twA8xdJd6u27hYfuOe3/Q63gGONrAF4DgFqtFsWxpKEAoModlFbzKCwJwpKO6Lisn5fP09NUUgrMyvOg9Dw+QedB01bb7TaazSaWlpbwxBNPYGJiAo1GI/Me6BkFCjQPDw9jb28vW6JiY2MDd+7cwZ07d3D//n2srKxkT1FrXoLmIXBjLwPy3OOxCKWo9yYJRfaXlVaDRRg5OJJ7ezLM+AshejgMcnBSOFwclBheB/BpAJ/tff8B2/+ZEMKX0A3Qrfb+YF8B8E9CCGd66T4K4DeLVJQ36tNkJjrODZNMlydhaFJSkVlOcvTPVzS18lAd8g1rnU4ne9K52WxicXERMzMzOHv2LCYnJwEgk4sajQYajQaGh4ezt7/du3cve26Bppuura1he3u7753IvA10DnzhPU4U/Bz5by2+kOq3IgHnVB9bs4+s+I92nxj1Hdm97XgIbtiLkIQTweNFkemqv4PuiOhcCGEe3RkYnwXweyGEXwfwLoBP9pJ/Gd3pfNfQndL3awAQY1wOIfwjAN/qpfuHFKx7FOSN3OU+blCs2AIvWws0awaJl80JieIK/OU6FpFQWXJZCZqlRCSxurqKu3fvZk87U3yBv1Sn2WxifX2976lpmmpK0095nbLfpKHnBp/P7qFtbRounZtmgFMB/NS1kfuLkLtWB23fvXsXAD7Q3VWue/s0w43+8SMUDf4dB0hKommTBG3EzbdptA4gM5pc55fGjoPHFEhm4XP2rTYQrPpSo3NZL4B9702g9ypQHalnAzqdTt8zDfxjyWdULicA+vA28ziJ5hHw9FqsQZ6zJRdZI3qZR8sr0/O6+Xej0cC1a9e+HWP8iJr5MWIyzMSXwq8cdbWOU4JvxK9hLS4PHtTr4cQ9+UywNGfLWGgGSkJ6CSkjSmXIpSCsmIKsI0/rppE4JxeKN/BppVIu0YiA2stf7kPg3oNl1CU58DJlHdrH6rvUPk3K48f4tdG8gSJyocPh0FF6YkhowQD0aaP021qaIVUXfcsAq1avFU/gdXIvgJdNXpDlPUi5hucngtDySFLjpJVHptLoa3EGnk/ru7x9Wj/y9EVloqJpLBRpm8NxWlF6YpCw/tApA86/i5QpPQXNc5DyCRGD5ZXIdpARt5ahltCeD5BTTK33UXNJSLaH0nEi0siE9mmGXJNrLOLQyKWIFCTLKUIKbvwdjoOh9MSQmoFC20VHnVawWoKXYRlbuY9LR/w4H8nz12mmDLXczw28bCOfXcRnCcl80qjz90NLz0d6WKlVUXkbNemuSJB5EGjXVPa7JT89at0Ox2lB6YmBQxpla6Sf8h5SD2hp9fGluq0Rc57HASALIMu6NSJLnQe1g6ez3gYny5AyG28bsJ9AtHbwMjipaAZaQvO4ZH7LsGuwZEQN2jFfXdXh0FF6YuBG1hod8rS0n//mkEaR76fvPC+FryVEeWjaaMo4aZq9VVdKjqFti7B4GmsWEa9XejsWcUkchpzDz0OWW+R6HrQ8l5kcDhulJwaJ1J/eki24IbTiBFosQjuujZ5lPl4npaPpq2SsiVy4DKTJN3JELWUu4OHIlxOWpvvzvtGC1ZqnIPPIsuS5H8TgFiGeQTwIuW3l19aFcjgcJ5AYUuABVL5PSitWrIGTTkqS4vuklyANsSQsDZwIrHalztP6nZKBZHk8jzwnjZRkWwYhhDxCfZTRvJY/T+JyOBz9OBHEYBmPlKGzDLKUU4qMivkoX/M6tDIlGWntBLDPU9DOg9Jp+7RRv0ZuecY2Zfw1wpLHtP2DkGORumR7eR55PVOEKrcdDkc/TgQxWEhJG9rIkccCZL6U0ZPGhhtkKlMaohQp8bIsHd2SUTSdXBKallem19qlyVZFUJQ4Ut7AIF6CRsC8nJTUxdN58Nnh0HGiiUFCG71bsYWUgZKjcF4eT8dBy2Zwg2Np/ZpRS3kVqXbStkYI2n5ZBu8PSxLLI5ciHtxBzjF1vlb5nPjzynM4HDpKP2TKM8g8jUYKXP5JlZNnPLn2rn0A9K2vJNtmGUsehLbqPogMwz/acxMpb8k6Zyu9DJTLPtHySGgkniIfnkcrSyubH6N7w+Fw7EfpPYY8SSOlr1vptdGwVXceqUgyIiJKva2N0nFSsNotvRtp9DSPxjKo3HgX9aA05BnjFIkU8dY0DyVVt1Z2qk+dEByONE4MMWgGTUvLjWPecwUSeR5Fyqvg7Ywxot1u7xup03HyLGSbtTZIryElqaTOSSMX2a8UP5H5i5CtlUerswj55XlLefslycjjB5GzHI7TgtITg4XUqDXPgJFx1h7+0qCRE99nGTuSlaTkRPu1mUYpyDgF5S0qvaTIwfJE5D5JXEVIIVVmkXy8vbyc1Llb7SvSFofjtKP0xFB0ZCdf6cmNBhlhLRYBFCOFPJ1dy8NlI7nfilOkzr2IF2ORlSV/8d8WGVjtySMJq91WGbIteTGElKflcDgOjtITgzRag0gAclSteQqpeqX8UYQYNGKSBkxbwqLICF3KOnlGVSu36GjeIixr5H4QSA/Mqke2i9LL5zjkcat9KVnQ4XCcAGKgP3nRP3LKIKTKtAwzN7YaMchgJx/paiPavHOxtHFZTqrdsp48T8NKm+cBWHGPVAxBq8e6Xtq1THkQVnmWZ+FwOHSUnhiK6Nq0nyANqxYjkHmssqXRk2VYr+7MM+CScAaVQuQ5WKNmK68VGylaPy/LIoKUF5SSiSTZamm07bxjfL97DQ6HjdI/xwDYsoxlNLSgJI83kKQkjUjR0bjlDfB8WrwjZai0+vI8iyLyU15eSVDWx6o35WlZ3keKjIpIV7R/UFnRPQeHoxhK7zFw2UdKQJbenSKMEIK6hIUsx9rHR/iWLi/bY5Wtped5BvECLGhyTKqMlOEvIoGlvKuUNybjDZJU+bGUrMTbSuXIh+wsUnU4HF2UnhgGGUXnBRn5SJa8hhD6n3dISSNae/LaxYlIKy/GqD5vobVblluUdFLlavEWK0+eQdXOURKFVhcnba1MbbTPySFF8HJgobXV4XD0o/TEQMgbuWrSERkE/jCZJAH61gwxH3VahCHbZxlebhCLPL8g69RG+1qdMo1Wbh5SsRLZ5pTUY9Ut4wx5npDmPdBvkgS1156m4g8Oh8PGiSEGgpQVOFLGhYyKHL1bhpf/1qZFyvpSRpRPT02Rmiw7RRqpvPJYSq7S8uTJchY0ouIErclalI/3H3/uRB6zzkEjUes86T6gAYPD4ehH6YlB6tba6D1PKrCkB03uSMUPZLss6YOOa+BGWr5YJ6+elMG2jCcvRx7Tzr8IUt6ALNvyfDRYfS7lIP7h9VnXRHpARAwOh0NH6YlBjpzzDExqlMtHpFSWpVFr5MNjE1ZbtfpS56SNgK1zTHksReQYTebS4gcp2SpVlxVDkNcwRVJSbpJ5uGGXq9hq55pqp8Ph0HEiiMF6UtjS8wmaoZVrF8mRpmVQisor0uBakonmJVjGNyVzyTJSGMTL0NpklWNdG679F9H3LQlI9mWRdJoUp5Ggw+HYjxNBDPSdkot4mhSkrACgLzgtScNqj1auNNyaN8K9Fi4nyfPkZaV0+qIjca29qb4q4nlJSUfrsyLXQzPulqSX8hS145Y36FKSw2Ej9wG3EMLnQwj3Qghvsn2/HUK4FUL4Tu/zCXbsN0MI10IIb4UQPsb2f7y371oI4dWiDZTG2hrZAvlBR9ovPyRLdDoddDodlYC44Zbb3MDTflpyO29kqunlVp6Ufm6VbZ3zIOVo7ZXtkucqr0tenSmDnkdiVJ8kU7qu8lpTWYuLiwDw88d1bzscZUURj+E/APjXAL4o9v+LGOM/5TtCCB8E8CkAzwF4EsB/CyE82zv8bwD8dQDzAL4VQng9xviDVMXc6Kb0eqDYyJTPSJKrsdIIUq7CqunjcsSeqluTfyxC0dqcV4ZVlzTSeXKZPOfUKJ7v4+2Ro3BLhtIIyiJG7fqm3non5UKeTtY5Pj6OjY2Nn+wr5AjubYejzMglhhjjH4UQLhcs72UAX4oxNgH8NIRwDcCLvWPXYozvAEAI4Uu9tLl/HjKe3OhYxkUzInmjzTy9WY5C5X5ej9YuTRJKeT28/SkZJU/mycuvtSXlJfE8Vr1Wu3k5mmeQ5/VoBGLlS11LSXDDw8MA0EaxpWEO/d52OMqKR1kr6TMhhL/oSU1nevvmANxkaeZ7+6z9ueAjay7RaG9Hk+9kJmhSSkpuSEkv0mByycgy+vJYqg6N1Ip8rL7j5fByte082SuFFGlYbSsiPVnehXYdpUellQcgu+aJOMOR3NsOR1lxUGL4HIBnALwA4A6Af3ZYDQohvBJC+LMQwp/Rg06cHKQR5oTBylDL5gZEIwcZa+CkASAZM5BtkjEGjTQ0YuLblIZ7GxY0guBlSCNsEadWpqzfqofKtohKG+2nyFL2hew3jVQtj82qS8GR3Nu7aB5WsQ7HoeNAs5JijAu0HUL4dwD+n97PWwCeYkkv9fYhsV+W/RqA1wCgXq9HbvSlEQXQRwjSiHEtmhs2PiOIp7WMRaVS6cuvjcTlMS4rsb5SjXwReSlvvwXZbimnaOmtujRjbrXJOmZ5K6n2W5AxD4u4ZHmU1mj3kdzbk2GmWLTf4TgGHMhjCCFcZD//BgCa1fE6gE+FEIZDCFcAXAXwTQDfAnA1hHAlhFBHN4j3eoF61JG3HJFbHz6HPuUhpD7cuBd9sC11PvK3ZaB4u2V7tHPifWNJNLxOrW2a7HUQSNnM2p+SiGTbrbRW2XnyYKLtR3JvOxxlRq7HEEL4HQC/DOBcCGEewG8B+OUQwgsAIoDrAP4XAIgxfj+E8HvoBt7aAH4jxtjplfMZAF8BUAHw+Rjj9ws1sFrtk3V6ZWXHU8aE/+YjRW7oZXo+o4UMDDe42mhf1sPr45CjdymB8fTaU72pkTkdT8k8mhyl5UnJQbKsPEOb94Cb1V7N05B1adePe5LyfHnZIQQsLS0BwAe6u47+3nY4yopQxJ0/LjQajTg9PZ0RA31LCcEaEfLRtmb85MiYflcqFVQqFQwNDaFSqaBaraJSqZhxAo1cNC9F1s8D6FIS0SQXa0RvEZV2bfPIRctr5bFIQbZXlsOviwRfLdUiW3ldtfbKRfi08icnJ3Hz5s1vxxg/sq8hjxmTYSa+FH7lqKt1nBJ8I34Na3H5wG5/6Z98Jn2fIEft8tkEyxBbkN6G/Fgathz58/KkcU4ZUG68ZF5+Tpa0k/JerNG0to/3gZVO9gmvN0ee2XfOPJ9m3K02W/m1c0h5WlrZDoeji9ITgzTUcglrORtJm61iGW5p9OWIlurTJKxUezUUWe9JlqHNUOLyU8pzkLCMYB4RyLJTBCfLtfJoI3z+W8aULFmOf7Rzl+13InA4iqHUxCBH5eQ9aEaBDC/JTRxk6OXIUtbFR65EDJ1Op68dPOCteRNWefx8rLpT/aB5HymPQKvfaqtWVp7kpI3ULRxk5F6ERIucV149DodjP0pNDBxyhhHfloZT0/w1Q67t48aD8vEXxwwie1BeidQoX46yLVkoD0WNNq/3IIYzj6iKyGxau+W2vFYpj1A+/wLocR+Hw6Gj9MSgySXS6HGDY62rxA160ZEl9zT4h8c1isg3GglRW2U6/lsri5dX9DzyDLY8F1mX1qZUW2UdRfudp5VlSQlQEoMkFCIH2UYnBYcjH6UnBoIlf2geAx3jMQLLmOYZQ0kOcoE2XpdGFppR1Ori29LTkOdk9YeGIuk0ozuoh5IqTxIjsP9hResa8jJ5+2RZwH6iTZGWk4PDYaP0xJAy5to2Hy3Sn5/HJqz3L1sjYCqPB6ArlUrfcSIgAPuC4RJyJG0ZektqkeVopJGSoVLl0bcciWv9XVQGstJr9aXalKrTIoJUG5wcHA4bpScGwDZ02siStGX5+k4y5qmlL7SRM5VB72ng02c1Q8dHr0UlFDm65vvlstxFZCRNOrKgHdPySyKS+a3RfopAiHT5/jyJisrW4kOW52B5m4/iFTkc72WUnhi4dCBH2NwYSSPMDSof4XOvwhp9yjLp4TpJONywcE1bM6CWceJ182+ZRttvEYAsdxBpSHoemgGWdXEDL70w6dFYi99RGu25jdSIX2uTJOyihONwOLooNTHEGLOVToH9C+ZJwwz0Gza++B6Nvsn4aMZEm+ZK+XmsQntvNK/T8gDouGY8Bxkp5xl5aRgHjUvIsopIQCmJR56DJAtZpvaiHctb0fqYDyKoPO0Vqg6HQ0epiQEA2u1237MEKXKgfUA/QciYAM/LCYHSa/IGHxFr71+wvAUrRmKN4q3zkYbNymcRixXv0KBJQjKPpe3Lc9NiJbyftfI0Yi060te8G62NTgwOh41SEwP3GMg4ayuqAthniABkax1p5ZKh514AgKwuaZS4/CTJgdfLvZu8GIOUx2T7eToqM9VXWv6DGEE5Ei9COhZJaG3kdVgeiNYnMk8RCcllJIdjcJSaGICH0xql7EAL0EkS0CQMkpEIZNg1iULTsOV+Xq5GTFJWSo2oZTu1fZpBk8bRSqfl0erSPATetxbxyHL5b8soW4QjvQvN29Akv9T5SsmPy4NOFA6HjtITA3kM8j0DKQNBhh9An5Hmx1OGDuhfvE6OPmU8gwdNtXV+eFreJm1EK0f4KeOlkZKVRjtXeW68Pq1dFkEVkW+0cooY5lQa7R7QPDBtWxtAOByOLkpNDPTHp/WP+AhcPtkqA4x7e3vZUtnaO6K5UdZGs5IU6Jj8rY2mNe8hLzagGVROapJEUrKSRTzaOcj+TslHKa/EMvZaf+SN1lN1pNrO6yBY72xwYnA4bJSaGICHUhJta0FYSQzAw4Azl5ekgdBIhpdJdVryiTSyVAbFGchIaTORUtCCr6k8g+roRUbtklzyIL2GFNFpbbe8Dlm2JBUtLfci8tbYcjgc+3EiiIEbAvngGtBvxDWDTen5dlH5hZcvITVr2S4iBOvZB628VDtS4AbZ0vwtw6yVY5Uh92nEoT3kx8vQ5CutHHlOKa9E25ZSHkeRmIzDcVpRemIA0n987Q9ujXal/k/f8v0G1ihUko6mqWtkVKlU+p6lkMd5Xm3ELQ1ciqgGIR5entbHmuci2yrbLYmQ508RieX1WNJXyrOw7gvt3BwOx36cCGIA9Fkt0tBoxmtvbw/tdjvbx2MNlhfB81sznbSRNZcwQnj4Lgf5oeOajGLBinfk9Zcl68jztAwz93qkcbdG8RYxa9dNkqHmIWrEbz25Ls+BS3n8PHxWksNh48QQA5CeHSOP81E+gT/TQNuaVyHLJDLRRrapkSm1gQLhwMOYhQwsy7wcRb2AQbwJKeNoZcryNEMv+3kQyYbK02acaW2RkIFlzdOykCfrORynGaUnhkH+wNZIlT+1HGNEtdo9bWmQqAwesCRS4IY9BSmpkOcg67NkGn5MOz+eXo6OUwa4yLd1LlbbLEJJSVopecfyXDSvx5L8tNiR9LQsydDhcHRRemIgo5xy/bVRqXwoTh4niYh7CFxikrNZNNlKW/CN8mgBZz7llqfVns6mY4M87WxJalY/FdHvtdE7P0fLo9Dyy3SanCTXteJt1c5HazP/LckvdU84HI4uSk0MXB+WunBqVErH+chSMxx8CW0u7fBRJ5ES16kpD8lLvD7apm+5xpKUTmKMfbEI7dysqbTyXDWjX2SEX9QLSNVnEUCqbKrbihdoU01le1P7tHrzYjMOh6PkxAD0P9wFYN+MFxnElSNFAPvySplJBoX599DQUCY98TwaOfCyqS1SeuLptTolkXFJipDS/rl3wuvk6bQgMi9blmuN/smoa7OQtBG7NlK35B/Zl/I8tXS8viIykUtJDoeO0hMDjeo1icGSRTRvQubhMhAvV3oMmt5NT2JTOfw7RUiyLWRYeZ1SzpIGVpNHeH3aiDhvtG8hZYS185Hlas8zSCMvr5ck/KKGXpPJZNtkG91zcDh0lJoYSMrhxkE+SCblImv0yqdbcoMsiUALFNNvXi6VLZfhkIab0siprLKNcltKV5bmr3kSlhG1SCZPc9ckIYs0tDbJdlt1cEgvjntCmhcmy6B+l69ydTJwOPJRamIAHq6iCmCfcddkCk4ecnSoGWcOLuVQ3bRfLrchjbZWp4SUhbT4Bxk0S0bSypTbWnrN8PJjchQtvaWUd2aN7C3ik+k1D2dQA54iJFlfUbJyOE4rSk8MXN7hgUo5Wgf2G38pG2kGKO9BJ/neBQ4avXKjao1e6VvGEaj9clRM2/J5C55XGldJUtT+vBG+RlhW+pRUZRnjlJTE88l+0/ZbHpQkWK0+LQbicDj2w54L2UMI4akQwv8fQvhBCOH7IYT/tbd/JoTw1RDCT3rfZ3r7QwjhX4UQroUQ/iKE8CFW1qd76X8SQvh0gbpRqVT6VkflsQC5jz6VSmVfPmkEyBh2Oh3EdymWiwAACBxJREFU+PCFQO12O3trnDT8vN5KpYJqtYpqtdq3j/bTyq68PuvDiUuSWSovtTE14s7zYHgbtDgJT2eNtCWx0T7+re23PBzNE+H9ZMlqsg6+TyP4nmz47HHc2w5HmZFLDADaAP5ejPGDAH4RwG+EED4I4FUAX4sxXgXwtd5vAPhVAFd7n1cAfA7o/tkA/BaAlwC8COC36A+XbCAzuNzwcoOsEQYZgRQxaAaafywZQhITb5v1hrlUvbRfEhFfclwblfN8KePP88ky+HF53jKN1m5t1K1dB57W6ht+TPOGZN68Eb+cUKB9AMwf173tcJQVucQQY7wTY3yjt70O4IcA5gC8DOALvWRfAPA/9bZfBvDF2MXXAUyHEC4C+BiAr8YYl2OMDwB8FcDH8+rnI1kywrVaDbVaLRuZawZaeg3SmOQZbI0gKJ8kJElEGiHJ0a1lbIkMiBA4MWjkoZVnXMd9afl+3je8Lup3SSzcYEtjrqWTbZP1yb7TyrGImbdB5pHXgKftyXRbvWNHfm87HGXFQDGGEMJlAP8DgG8AuBBjvNM7dBfAhd72HICbLNt8b5+1PwkyjtJg0B/bGn1TGvqtjUIluDGkEbRMKwlFiylQu+k71S5prLjB5QaajmlLcmgPwFE5vL2W9MLPTfaZNLi8TMvo83OT/SXL1/JodWt9ZrWbf2uektzu/b6MI763HY6yojAxhBDGAfwXAH83xrgmjEUMIRzKFI8Qwivouumo1Wp9RkDOSuIjxtQUxhgfPnVM+zj4fjovIqNem1RiIkNtLaUtp9Zq3oNsR0p+0tqsjYbptzbylvVbfZIn2Vjno7VdlikJWiMYOdLXPBqtD7TzkgSjEMuR39sNjB5GkQ7HY0GRGANCCDV0/zj/Kcb4f/d2L/TcaPS+7/X23wLwFMt+qbfP2t+HGONrMcaPxBg/QjNytFErDxzzNJoR08qQx6hcWYemucu8UqqyNG2eRzNsVL72Sen/ee2TabXjPG9e261Pqk+K9Itsl/QWiuRJ1S/7grLhGO7tGobVc3A4yoBcjyF0/03/HsAPY4z/nB16HcCnAXy29/0HbP9nQghfQjcYtxpjvBNC+AqAfxIeBuU+CuA38+qv1+v7XpUp5SXpHXAZh2IPpNtzI0tl8ry8TD7DSAssE2h0zr0Xrpe3223VKPP6+TadjxbH4P3AR9fSqPNtzfjzOqWExvvA8nKkpybPj/cV71ceu+F9xj07btjldYkxZvcD1WtdC94WeZz1y18C8MfHcW87HGVFESnpLwP4mwC+F0L4Tm/f/47un+b3Qgi/DuBdAJ/sHfsygE8AuIZuYO/XACDGuBxC+EcAvtVL9w9jjMupiiuVCmZmZvoMARl5zZAB/UtTUD4520g+PStH7/ThwWu+XpL1FLRWR6fTwe7ubnK5bmnc5AhbIwXKJ9thBW55XbLNeV4Q71dZt/bciGwTtYuTkObB8PORz1/wfdr109ov2yKJppfvLIC/dtT3tsNRZgRL7y4DQgjrAN467nYoOAdg8bgbIeBtKgbZpr8UYzx/1I0o6b19Eq5XGXAS2vRI93XZn3x+K8b4keNuhEQI4c/K1i5vUzGUqE2lu7dL1DcZvE3FcNhtKhR8djgcDsfpgRODw+FwOPpQdmJ47bgbYKCM7fI2FUNZ2lSWdnB4m4rhPd+mUgefHQ6Hw3H0KLvH4HA4HI4jRmmJIYTw8RDCW6G7xPGr+TkOte7rIYTvhRC+E0L4s96+gZdifsQ2fD6EcC+E8Cbbd6zLQRtt+u0Qwq1eX30nhPAJduw3e216K4TwMbb/0K5tOMZl4R+hzX5v+72d157jva+tJRiO8wOgAuBtAE8DqAP4LoAPHmH91wGcE/v+LwCv9rZfBfB/9rY/AeD/RXdphV8E8I1DasNfAfAhAG8etA0AZgC80/s+09s+c8ht+m0A/5uS9oO96zYM4ErvelYO+9oCuAjgQ73tCQA/7tV9rH3l97bf249ybY/7vi6rx/AigGsxxndijC0AX0J3yePjxKBLMT8SYox/BEA+PXusy0EbbbLwMoAvxRibMcafovu08Is45Gsbj3lZ+APA722/t4u051jv67ISw3EvYxwB/NcQwrdDd0VMYPClmB8Hyroc9Gd67uvnw8P1go68TeFkLJ3t97aOsl6vY7+3j+O+LisxHDd+Kcb4IXTf2PUbIYS/wg/Gro92rNO5ytCGHj4H4BkALwC4A+CfHUcjglg6mx8rUV+VAX5vF8ex39vHdV+XlRgKLWP8uBBjvNX7vgfg99F1EQddivlx4LEsB/0oiDEuxBg7McY9AP8O3b460jaFI1wW/hDg97aO0l2v4763j/O+LisxfAvA1RDClRBCHcCn0F3y+LEjhDAWQpigbXSXUH4TD5diBvYvxfy3erMCfhG9pZgfU/MGbcNXAHw0hHCm5wZ/tLfv0CA057+Bbl9Rmz4VQhgOIVxB9z3J38QhX9sQcpeFB0rSVz34va2jdNfrOO/tY7+vDxIxP4oPulH2H6Mb5f8HR1jv0+jOJvgugO9T3eguz/w1AD8B8N8AzPT2BwD/ptfO7wH4yCG143fQdV930dUFf/0gbQDwd9ANjl0D8GuPoU3/sVfnX/Ruzoss/T/otektAL/6OK4tgF9C153+CwDf6X0+cdx95fe239uPcm2P+772J58dDofD0YeySkkOh8PhOCY4MTgcDoejD04MDofD4eiDE4PD4XA4+uDE4HA4HI4+ODE4HA6How9ODA6Hw+HogxODw+FwOPrw3wG6b1JugHtz7QAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ - "<Figure size 432x288 with 2 Axes>" + "<Figure size 360x360 with 1 Axes>" ] }, "metadata": { @@ -389,14 +380,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "good size 742.0594213910871 \n" + "2 regions\n" ] }, { "data": { - "image/png": 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\n", "text/plain": [ - "<Figure size 360x360 with 1 Axes>" + "<Figure size 432x288 with 2 Axes>" ] }, "metadata": { @@ -408,14 +399,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "1 region \n" + "good size 751.9478096967053 \n" ] }, { "data": { - "image/png": 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/F7y+tLWmRZ3n+myvu613jm5oWDqcWEpyzjWdc2v0GcBHAXwXwFcBPDMp9gyAP558/iqAX51kcHwIwC5zy2cGGZSsOIJ2XN5AsAySSoMZk4piElaMlE5KDtSrTpIE1Wp1SjLhRlXKSNVqNbx4kJf203iCeYDur5apBOAYOeSpi9fD69CykzQs+tk2GBaN03gMlwH80eRPVgHw37z3/9s59zKArzjnPgPgxwB+eVL+awCeBnAdwAGAT+c5CZcWgOwBYzHjIXv4Wn1Ujm9P8waoLl5GWxOAjBGfHC4vOcWuhQKr3NhpWTjcEBKRcCNLs572+/2pKa1JkpmH98BjDvw6uNfAryftnnEy54s8UT08aymFIObybBsMRcWJicF7/0MAP6tsvwvgI8p2D+CzJz0fN8KxIGKeXm6aoY8ZnLT9Wpwg9s7LSVLIQxBktLmx5Ho8BZSlMdTK0SCywWCAwWCAw8NDdLtdDAaDqZ42z/Q5D3AZCMBU2ql2HWnkwAmGz5fE4xV54gzzfrYNhqKh8COfpeHlvb1YYFoaDtmzzwpga3VmGfEsYwVgKutGHpfVE+YZNtxjIImoUqkEaYi/yKBWq9Wp9Y5Jcul2uxiNRqjX6+h0Ouh2u+j3++j3+1MT1Z137EHKdpIYyKhnGXbuLdBLTsut/Q6GBwNff/OV8Pljj7xvgS1ZbhSeGIDjI5AJmuwTk4yofN6erzyejKlsl9aeWPtjbdbq4pADvnhcodFooF6vo1qtYn19HRcuXDg251ClUkGtVkOSJGFeoaOjI+zv72Nvbw/dbhfD4RBJkqDb7aLX6+Hw8BC9Xg/9fj94Dly3Pw9IcuDzJ8kAch6vgWcn8Tr4DK6G5QI3/HnLGkHMjkITg+ylS6+AG9lYL14jk5jGnFUfb0ceWYmMnHYteeML3DMol8toNBpotVpoNpuoVCq4cOECLl8ep9Nvbm7iscceQ61WAwB0u10cHh6iWq2iVCqh0+ng6OgoeA+9Xg/37t3DzZs30el00O/3cXh4iOFwiG63i3a7jXa7jW63OxWvOM+VzzgxUKqqDKhnzaHEiYETqkzhNWIoPmYhgqw6jCDyo9DEAEyniGr7gOn8fWn0tbiEJg/NksGkxRWoDk0qkkHnvCiVSkEmSpIEjUYDFy5cwJNPPolLly5hNBrhXe96F37mZ34m9PybzSaq1SpWVlYwHA6xv7+Pfr+PwWCAZrOJfr+PdruNfr+Phx56CFevXsXVq1exs7ODer2OO3fu4O7duxiNRrh79y5u3bqF7e3tQBx0n86THHiWEg8g83ENaRlpnFw0r4HW7zBiKCbOggyy6jWSSEehiUHrwadlE2lxB3rPYwjyBKa173niIFr5rGvn6aYrKyvY3NzEtWvX8Mgjj2B9fR3r6+t44okn8PDDD2N1dRW7u7vodDq4efPmVK+41+uh1+uh2WwGsiDJaGtrC81mE61WC+95z3tw48YN/NVf/VXISBoMBkF66XQ6U/fqrGUlfl94jMB7f6LBapxcOMHITDdDcXBepBA7jxGEjkITQyzgO4uWfxJS0OIU2hrC/NiYZ8G3aWQWM2w8k6ZWq2FlZQWXLl3Co48+ilarhXq9jq2trdAT3tjYQLfbxe7uLur1OkajUSAI5xwODw+xvb2NbreLbrcL7z0ODg6wt7eHlZUV1Gq1kKFUKpXQ6/XgnAukpK3ARgHqswS/V2TYuQwks5OyYg2cHHjQnuo1FAfzIgVDNgpNDATpCeSRlmJIiy9o5KCV4fKUlsXEy8kYQ16PgWfjVKtVNJtNrK6uYnV1FfV6HbVaLWTp7OzsoN1u486dOxgMBrh06VKQlo6OjlCv19FsNnH79m3s7e1hNBqhVquhVquhWq3i8PAQ7XYbnU4HjUYD1WoVo9EISZKg1WpNyWMU/JU9+rOGzFDis6zSvcmTWUSejZSk6FoMxcCiSOHrb75iXoOCQhNDWqAYuG9ss2QBzRhLcokZbhk3SEtvlXVoRJPmQfCyXFOv1WpoNptYX1/HxsYGWq0WGo0GRqMRtre38eabb2J3dxeHh4col8vodrs4ODhAp9OZ6vXTfWo0GtjY2ECj0QjexGAwCBlOw+EQly5dwtraGkqlEl599VXcuHEjtJfGOlDm0Hl4DUQMnHzkxHp8MKFGEkQK1EZJCEYMBsDIQUOhiQE4rtNnyUgxXT8WjM46dywLSfuuZSNRPVmZNBzcAFJK6ubmJh5//HFcvnw59Jb39vZw9+5d7O7uhnprtRra7TYODg5weHgYAtj9fj8EsVdWVtBsNuG9x+Hh4dT9WF1dxWAwgPcezWYTa2trODg4CNto7AONlJYL7ZwVNCmID9LjcQYab6H9JnLWVZm6ajAARg4ShSaGmHbMe3oxaSYmPeWNNWhkJIlGGnoyRNr2vCDDR4arVquhXq9jbW0N6+vrGA6H2NnZCesa05gDkoCSJMFoNEKv1wvGtdvtol6vo9FohMyig4MDjEYj9Pt9lMtlDAYDDIdDrK2twTmH3d1d9Ho9dLtdJEmCxx9/PPS8aZQ0HUtTaJwlNI+B7s+swWMuJ8kgtGHxsNhC8bA0vrQW1AWy117g0FJWtWNj5+bn0uYiOgtwCYkPYHPOYW9vD51OB71eD51OJxAGlanVaqhUKmFQ2tbWFtbW1oLsUqlUgnxE5JEkCS5cuIBGo4FutxtiE9w76PV6qNVqeOyxx3Dx4kXU6/WpUdXnJclwD4yPeuZxhry/H/c8uARpMBCMoO6j0B6D7LXLVNS0Xl9aTCK2TXofWnxDy47iefGaJ6HVHQOXOWh0Mw1YA4BWq4VyuYy9vT3cvn0bh4eHSJIE3nv0+30kSXIsm6jX62FlZTz/Pw/iUlD62rVrWF1dDZ4A7afMJNLpt7a2sLm5GcZWcFkm7/XNCk4McsJAPqZBenVaPdxjMBQDZoyLiUITg/QM+PaYIUjrxcu6eEA4ZtBj7eLn06SOWJ1pdcugM02DTbhy5QoeeeQRvPbaa2FUM2UPUY+YYgmkp5O3QAFiqrfX6wEYD1S7efMm9vf3gwE+PDwMAWkaOb2xsYELFy5gfX392FTY1O55BKHpPlGMQQahtTq0wW4GgyGOQhMDcJwcpJ5P22NBZw6NLDQJirZJg8/PRdtlmbQeaxakt0C9f7rOjY2N0JMnI8dTTklu4VlD1Ls/ODgAAFSr1al2knzknJtao4HXR8dpU3rze3IekHEGScp55DyZGHAeno3B8CCh8MQATJNDzFuIeQi8PEk+fH/sfNo2jXzo3DKtVTtPnmwkmWtPwXaSgg4ODlAqlXDx4kWsra2F1NTBYBBiBqVSKfT4yeDToLV+vx+MLMUjut1umH+JSIbkqKOjo0BQNPuqFrw9z0CuZtg5ifJZYNPusZGDwZAPhScG+YfPawCytmdp0rJMWpyBE47s3eY1QHLtBL6QTpIkePe7341Lly7hrbfewmAwwMbGBq5du4bbt2+j3W6Hc9XrdWxsbODw8BD9fh9ra2vo9XphUNvR0VGYObXX64W2UhDaOYednR30ej1UKhVsbGzAex+kJgpsy98gz+9yUnBJiU/HTTJSngwjKUnZ1NsGQxxLQQyAPtMqfSYjKrdLiSHN20gLNKcZHSmnyPhFXsjBWzSjKqHRaISJ8W7fvo07d+6EhXW4tETBau89Go0Gms1mSDu9ePEiarUadnZ2AnGQfMTJiO4TkYy28ty81oaWpFAul491Evjn2H2nOmjacYszGAxxFJ4YgOzpJHiglxNCLC4gPYA0aD1jzRPQ9O685MDXW0iSJIxd2NjYwMrKCpIkwU9+8hMkSYJ79+7h4OAAzjncvXs3EAifC2hnZwfdbhe1Wi3MpkoD3WjE9P7+fpiCmy+CQ8RC4yL6/T7W19extbWFdrutpn2eN2RvPy3OkPaMxILZhsXAMpKKi0ITAzew9B4zCgTyIHjvV9ZH26X3kMej4MSTR8+WdWnXyBffaTQaYc2Fa9euYWNjI+y7ffs2bt++DWA8QpmM3MrKSpCG9vf3Q5opX6WtXC7j5s2bYS0GIhTeRppbiTyPo6Mj7OzsoFQq4dKlS8ET0QaznWeMgSDlOZm2SoHytN/GpKRiwEih2Cg0MXCk9cIlgcigM22T5WPn4NDq4cSQ1WvOIgdupOv1OlZWVrC+vo4rV67gsccem5pIjybEo9XYBoMBgHHKqfc+TFtB5Eijn6kOANjZ2QGAqeU/6byDwQAHBwfY398Pi9w458Io50ajEQiXjx04z6wkfh9l7IYHoGWmVJrXwL0ew/xhpFB8LA0xAHHNPyYNSePAJSeNTGTd3KjHvImsY9PAjRoZ/9XVVWxtbeHixYuoVCrY3d3FaDTCysrK1GA3ChwfHR2h0+lgb28Pw+EQtVotyEbU+6fBbhcvXsRgMMCNGzdweHiIZrOJcrmMVquFS5cuhdlXadoMIiEKrvOpOuQgsfOUlciY029H1y1nXOWErXUgTEpaPIwUlgOFJoY0Ayy9A74wjYw1EDRpSu7j0LyCLHLQ9sXAM5DIeK+vr2NzcxOrq6th6ot+v49+v4/V1dWQmkneQLVaBYDwnQiE5BWSplZXV/HhD38YFy9exJ/8yZ/g+vXrYfZUGkRHgdmVlZWp8RCVSiWkvsr7P+s1nwYxr4GTQ5ax5+QwrxiJwbBsKDQxAPoEeNIoycCjtp/qktti54yV01JYpfadBzy2wBfjoUV4aPZSYEwg/X4fnU4npJ0CCLIPDVqjuAJJRN1uF8PhEMPhMKy5sLm5iUajgbW1NWxtbQEA2u02tre3AzEA9we0bW9vo1KpYDgc4uDgIGQ/8euWn88TmlGXXgOVix2fJ/ZjOHuYt7A8WApiAPTAM9+vbddSV2XwMnY+Xp9mQDQJSguGx0CGjMtI9Xo9LMZDRpoW3el0OqHXTqTC28BTMPlqa5TKeu/ePXzjG9/A1tZWaHO/30etVgszqtIMqzSj6srKSpiZFQB2d3fDeAZ5r87byEoZSN53Pq4hbYoMgklJBkMchScGgtSN5R9fIwJCVi+SIxYn0DKXqDzX20kLp957DFz6Io+h0WjgoYcewvr6OnZ3d3HlyhVcuXIFP/jBD9DtdsP5aUlN51yIJVC7RqNR6NlTe0iOOjg4QLvdRrPZBIBg9GlVOCIFil8MBgPUajWsrq6i3W7j1q1bx9Z9Pom3dBbQgtAxjzLtWIPBcBxLQQyabMNlIx6UlEZCQ4xA5Dl5mbTe8UkMpPQYkiQJs53SUp5bW1uhZ0trMtPiOCTp0FTUpVJpKrZAwdnhcBimwSCvoN1uh3mW2u02dnd3w6jowWAQxlR0u100m00Mh0PcvXsX+/v7x6afOM/lPTXE7rX01rLSiakuw3xgMtJyofDEEOu1A9Pz6eeRh9Kyl9IyimJZLgTNI0mTpDgp0IsyjsiQ12o17O7uBqPebDbDoDQKslLAmbyTlZUV1Ov1qZHKNFqYYhgAgiRF0kun00Gn08HW1tbUCm585DUtAsTJKDY31HmBzhGTk/LWYcFngyEdhSeGPOMF0nqOsi5+TF7pQQtqZ8U+8raRgs9EEDQL6ubmJvr9PnZ3d8NEeQDCYjzlcjnMgUQESTIP1VsqlabSVyn7iGIRzrmQIkvGkqbYKJVKqNfrwaPZ2NgIYyAooE3GdZ5avRZroHs+y8I9RgoGQxyZK5Y4515wzt1yzn2Xbdtyzr3onHtt8r452e6cc7/rnLvunPu2c+797JhnJuVfc849k6dx/E+uBXk1OUHiNEYglvmi7afveaWVGDHUajVsbGxgY2MjTFVB6yLQ6m39fj/06CkIXS6XUa/Xw3oK5CmsrKwEchgMBkEqojEMlOVUKpWwt7eHdrsN5xzW1tawtrYWMqBIxuLvcg6leYDLSDzIzCfWy5sEcHh4CAA/u4hn22AoMvIsZfUHAD4utj0H4CXv/ZMAXpp8B4BPAHhy8noWwBeA8Z8NwOcBfBDABwB8nv5waYjpyPy7hNymEQovJ/XqtLgDry92/jzgPVxKLXVuPKDsypUr2NzcRK/Xw97e3rHZQ7vdLjqdDobDYRizQMeurKwEmYnSXb0fj4gm0uEjfmnKbUplJWmqVqvhwoULaLVaAMakQPXJuuU9OU9oBMTX5JDrRWTVNQ3e2zEAACAASURBVJHKXhO75vJsGwxFRiYxeO//DMA9sfmTAL44+fxFAL/Itn/Jj/HnAFrOuYcBfAzAi977e977bQAv4jjZRMGNuvQitG30HgsSU52xc8nz8nrztpGfTztWeiDUS6/X62Ek82AwmBrnQPMc0bgESmnlngqXmfr9fpCbuOQEjAmG5kbi4x1ovMLt27dx69Yt3LlzB7u7u4E0vPchAL6o7B5t8R7tWcjC5H7IiZ/m+mwbioOPPfK+RTehMDhpjOGy9/6tyee3AVyefL4K4HVW7sZkW2z7TNB0/awefkx2on2ybvqs1ZsVfNY8krQ2cXIgr2Fvby+s41wul0OguNFoBINMK6xx4iAJyXsfDD2XVYgYaCI8WtqTZ0Xt7OyEjKfd3d2QmUSLA9E033x21XmTgiQjeZ/lvc0bm2JYyLNtMBQJpw4+e++9c+7MrINz7lmMXXV+jrTzq/uzjDiVyfoeO6f8LHuqsd50rEdLxnt/fx/tdhv1eh3dbjcYdGobZQoRQZDx9/7++AYy3CSz8BgGgKnR0WToKV3WOReC0SRR7ezshLRWWuSHPIa0+zRvaJ6lRg55PZ3zfLbrWDmrag2GM0eeGIOGmxM3GpP3W5PtbwC4xso9OtkW234M3vvnvfdPee+f4n/qNIlG9h5jxloz+mlSj/yueQayPXmMDl0XGW++VjONPwAQppEGMDVdBcUdeHDa+/G8SY1GA/V6PXxeW1sLsQgCBZBpbEOSJGF8AgVw6/U6Go0GkiTB/v4+7t69i729vTDz6qJGDctnQBvBnFdOipSZy7OdoJbZPsP8YDLSNE5KDF8FQNkXzwD4Y7b9VycZHB8CsDtxy78O4KPOuc1JYO6jk20zgXqxck4cTQaK7dPeCVIGivXss4LTWeRA7acVxUajEXq9HnZ2drC/v49SqYS1tTWsr68jSZLQ4yeiIDLhBt57Hwx6s9lEvV4PBEOrtQEIBEE9f5pgj9pCU3k3m02USiXcvn0bOzs76HQ6oR5OWIuSktIW7TklFvJsGwxFQqaU5Jz7QwC/AOAh59wNjDMwfhvAV5xznwHwYwC/PCn+NQBPA7gO4ADApwHAe3/POfdbAF6elPtN770MaKdCM+Z8G58fKM2wS0MSK8fLyGO079QG6v2nSVl0PtLzaewAjRNotVpYXV0No5GTJAnzHpHXQCmsRAjAOMsoSRJUq9UQJKbpuGkRIF6WFuqhdpDERJIVyVoUyOaZSXm9o/OEdl6elZRF4JM4y09jnI26sGfbsFiYt3AcmcTgvf+VyK6PKGU9gM9G6nkBwAsztU4gj/5P+7J6/dpneaxGIrIsvdPgMG44Y23jchERQ7/fDxPUOeewsbGBVqsVgsvVajWkiNI4BRrXoAXXnXNhFDUZSu5l0LgGWvFtMBiEKTUAhCwoSn+ljKV5L+upQescAMeTALIC0NVqFd1u99ve+6fErrk/2w86PvbI+2xajCVC4Uc+x+IHcjvfT8aA7yPDGetFanIUbZOL0lCdJAfl9RaobjnpHRFDt9tFqVTC/v4+Dg8PceXKFTjnguwzGAzQaDTCegkAps6bJMnU9ZFhpwFxNAUGyXGUqjoajdBsNsN8TPV6PUzOR4PiKP6RJt3NE1JS0sYuLNKbMSwHzFvQUXhiiBnyPMaeQzMQab16fu4048L1/ixSIJAhp5HH5GVQD//g4AB7e3th+uuDg4MwMyqf84im6ibDOOkBh/RW8jL29/fDuZwbT4NBn2nqjGazGTKSGo1GmE2VpuSgNkpyWESMIY3cNa/ByKEYMK9hebA0xBALMsbknjSjLuWimLSkSTS8DnpxiSUPiEwoDZXLSTSv0fb2Nm7cuIFWqxWW9iTy4WMbAKDRaISFedrtdiAKmnr70qVLWF1dDWs6lMvlkHHEvY/19XWsra1he3sbt27dws7OTljvma5PpsPOOzspTycg7+hng8Ggo/DEAOBYz48barkWgpzLKNZjzCIHKSfFSILLGbOAet5kwEn7Hw6H6PV6aLfbuH37NoBxhtDm5iY2NzeDcafYQrlcxvr6OlqtVjDkNM0FSUbr6+tYX18P01lQgDpJEmxsbASv4ZFHHkGlUsFbb70VptkmCYlnUFHb83pIZw3+22ipqjz4bF5DsVAkr8FkpDgKTwySBKSxluW0d24g0s4R06g10tDKzWJ8+JoJ3vup+YdowZy9vb2pjCQ+RoHIAxgvzUlBaRrfwKfkvnPnDnq9Hnq9Xlicp1qtBk9gbW0NFy9exJUrV0IMgsiF2sXJi8dVFiklcXLIKykaFo8ikYNBx1IQA8/i0fYD+abUzsoy4tt5vbKs1LFPIlsQAdCAMp4xRIaZZKV6vY69vT3cu3cPR0dHWF1dRblcnpo2486dOyHNlMZF0JiEfr+Pvb29EISmqbspztFqtVCtVkMZWgOCT57HXyQpFXVpTD6xnqGYMHIoNgpPDFLuiREAldXkIc2wp3kJ8tzacfJ8JwGPFwDjie34FBc0R1G1Wg0jmHnq6mAwQLfbRaPRCPMgUaYTgFAXnwCPspFoxlXyHpxz+P73v48333wTr7/+ehjURjEGvnocBcwXnbKalVBg8lGxsUhyMBkpHUtBDDEDrGWgSGiEkmefVlb7LDXtWY0R9bxpXAEtyFOv1wEgjIQul8u4evUqrl69GuY4op47xRr46GUynEQknCwoDrO+vo6NjY0w8vn111/HT37yE2xvb4d5kXi6alG9hVjsx4jBoMFIIRuFJwYgX9oo7ZeBR74vjRz4eWJt0LwJMtp8yctZwCUlAOj1esH4UtbR3t7e1CI+lFF0+fJlHB0dBcN/eHgYevi09jMRQq1WQ5IkoX2NRgMPPfQQqtVqkJHefvtt3Lt3L4yjoBHPcq1pPiXGvJEmAWZ5eIbiYd5eg5FCPiwFMQD3SYEMvzbQimckSWMf8zhktlOaMaF9/Di+2A5fo2AWjEajYMx5gJ3XdXBwgHv37mFlZQWrq6uo1+vY3NwMx1PQmNZuoGMpxbVSqWB1dXVq+m0eo7h79y52d3dxcHAQMpukt5BnAN88kJVMQGXofdHtNaTD4g3FQ+GJQctC4mmKMvCrGXlpHKSEFAtQy20xY0TkwBewmfUaSaahuuR+kqwAYGVlJYw/IBmIBqkBCBlI1GZOYK1WK2Qt0Spxu7u7ePvtt7G9vR28hW63GzwGGXguAvhvR/dF/q5GCMuD8yYH8xRmw1IQA3B8wR0t8Kx9pjo0YxEz+DFCiYF66qfxGoD7Kaza+AmKH1C66erqKvr9PtbX14PBv3DhAiqVCjqdDur1Omq1GtbW1gAAnU4HwDiuAIznaKKxErdu3cL29nYYYU0rv3FvYdESkoaY56CNbzAUH2S8z5ogjBRmx1IQgzTsvJdI2whaXEFKRrEepUYuWYFpHmsgXf+0g7/IAMveL3kWZKyBsXdQLpexs7OD7e1ttFqtkH5aLpfx6KOPotVq4c6dO/jBD36AW7duod1uo9PpYH9/Hzs7O1MSkpxJlc5XRFIAsr05w/LhLL0HI4WTofDEEDP09D1W9jzboG0nr4G38zTZO3LNA+oF81HItPYzkQDFIC5evIhms4nBYIA333wTrVYL/X4fP/rRj4JnQIPd6J3IgILNfPqNIsQVOPJ4h5JQDcuF03gPRganx1IQg/bnl0FgiZh8pGWuyGNOMhAOuO81SJnrpMaJyEESw2AwQJIkYRwDjUUolUpot9u4e/duGBDIYxYUVO71elOeAA8yc+nopDGTeSBrDIMmDRqWD5qRj5GFEcLZYSmIgX/WAslaAHqWsQkyphCTkdIGT/FjaUwBH1Amp4+QJBQzXDxmQemnFOimOZO63W5YS4HSZ7nEReDjHLjxl3EEvsxoEQ2qjMHE0pCL2HbD6WEEcP5YCmLQpJxYzz8m+0iJQaubUj61+mdpJ/XSSU6SPX4tuCzby0FeAj+WDDifhI/mVSJy4HXK2AeNSZAZR5wcioqseIKRgsFwOhSeGGieJBl8Tss84t9lABrIP7V2FmLZSzw4zuuXxMC3y2uR4EadT75H5EPkIJe2lOeS3gfFQTghFD2jR3oLktzlXElGEgbDbCg8MWiSjZR8ZFlp+NPy3DVZIiZNyLrpeywoTufmxlwSBe/Ra9cr28DXRaDpLchzoPPxd3mdMYLIWpK06IjFoQwGw+woPDHIPzwZWkBfUyErbiANRszgZ7VD20fxBDLMvOdN7eZEwT2Y2HVo4ARB5+Iv6RnRu/RWeJZT0b2EGLSOA98Xu4+W2mowxFF4YgCmp8PQJCMOrdcvNXxulOmY2HmzvAfNiEuikOX5gkJ8zAI/Jg+4gefXzWUs/h6LcywztGQE/h7Dg3DtBsN5YSmIQSKvUYsFpLVepSYhpfXcpWyUp3eqEQiXubR1BPIaMH5+mnE1Vm7ZwQmQXhxZxG0wGNJReGLgxl37g2ellsYC0LEA7yxZSbHAc1Y9seA5cH95Um7oT2LYHkRjyH9D+SLI+/Yg3geD4bxReGKIIWaUad8siMUfsrT/NJlJ67Xyif/k+amXzwllmYPB54ksUpCB/VgdBoNBx1IQg8wcIsQ+a2W14LQsL8/JkUYCEjGCkp4A38blES4ppRmwdzJpSBLl2V6zSo0Gg2EahScGyuQhaHEAeo/FC7ICzbFgddqxaaQg92kkIw0YJwXyFmJtzksID5q+TvdIkgJ/11JyDQbDbCg8McRSOrOyk7Q6JHFosQCttx8jE45ZpaY0guLXytNz8yJvG5YNmtQn9xkZGAynx9IQgzSoMYMXkxd4HfIzP1Z6HBr55EmZ1cCP4+fhAWf5zmMTsXsiP2uS2SxexizlFwWZkRSbj8pgMMyOUlYB59wLzrlbzrnvsm2/4Zx7wzn3yuT1NNv3a8656865V51zH2PbPz7Zdt0591zeBsogLn0GMDU4K80IpAWoYxksWfp+rJzmgcj9ctoKKZHwbbGyWnmtvrxt165Xei9FQOz6gdm8Bucc+v0+APzsop5tg6GoyOMx/AGA/wTgS2L7f/Te/3u+wTn3XgCfAvD3ADwC4E+dcz812f17AP4xgBsAXnbOfdV7/zdZJ5cxhln3a0ZbHhvrXecxiDItVm6nfdJ7kW2g2IL0Rvjx/ByynDy/1kZeVnuPBfiL0vOWJJbmNab9drQvSRKMRqPXlCJzebYNhqIikxi893/mnHs8Z32fBPBl730PwN85564D+MBk33Xv/Q8BwDn35UnZXH+erOwf7bM0pFl1xzKftPKx/VLCSTO0spzs8fO2ab16KTFpMY60+IS2vUiegYT0hLjXIH/DvB7DZAbaIXJ4zjinZ9tgKCLy/CFi+Jxz7ttuLDVtTrZdBfA6K3Njsi22PRNpEgchZgxmMYqaNCGP0Xrpae3N03OV5bNkopi8pPWms155kJcw5wntPvFn4AwWF5rLs20wFBUnJYYvAHgPgPcBeAvA75xVg5xzzzrnvuWc+xbJLFkGWAMP3KZls8i6NLkpjWDytk2TlqTBl8Y/9j3mZciy8lz8/Jr8FiOPLDKcF2KSH5EBX3HuFMQwl2d7gN5ZVWswnDlOlJXkvb9Jn51zvw/gf06+vgHgGiv66GQbUrbLup8H8DwAlEolr+n2mqGK9dKl/MLLcS8glrmkeScxpO2TdUhJibeVtvN5lLQ4Aa9TTgyoXUMWQcr6eTulTLUIUHvlWAbeCeAzxcbksgzPcC7P9rrbKkbgxmBQcCKPwTn3MPv6SwAoq+OrAD7lnKs5554A8CSAvwDwMoAnnXNPOOeqGAfxvprjPNFtaUHGPL18aVRPavTyGlpZPtazp8+0Chu9pDGUnpQmMWVhFklp0eD3RN47TULMIukUr2kuz7bBUGRkegzOuT8E8AsAHnLO3QDweQC/4Jx7HwAP4EcA/jkAeO+/55z7CsaBtyGAz3rvR5N6Pgfg6wDKAF7w3n8vTwPTZB4NmleRJvnwY2LHp9Uzq2GVXktsmm0ZONbWcdDqjHlFfJqNWPaURFG8Bt7D56v5AfGRzlnXVSqVcHh4CAA/Pd40/2fbYCgq3KLlgTSUy2W/uroaza7RJCWpvWvlY8ZcklAeEkiTmWKauASXPngZbYxGTCZJy8hJk1dkdpSGvAb3vECEUKlUkCRJeNFzMRqNMBgM0O/3p9av1kBeR5IkqNfruHfv3l9675+a8yVh3W35D7qPzPu0hncIvulfwp6/d2I5oPAjn/Mgjzcge9F568lCnrRI/jlGcFkZVVQPrfWctZiPNORpBKbdG+mFLBIyLiBlJJ5gkCYLSk8tbfyLwfBOxtIRgww40udYUFH7HDPQUiqShjFNZoq1TSuj9b5j8kjauWK9+Fg7NImJn1OrI1a+CLIScJ8Y8oyAl8cvS3zFYJg3loIYYktxxrJ1eICXI8vQ8s9pvfs8SCunxQPou1YmVid9l8uH8uPkdWixF34f+bXHPIZ5koI05JpBl17DLPUZDIbjKDwxaMZ81kygGJFoMtNJcRLZJQ9JxbbLIDOH5vnIabzzSmAxz2qe4BJSVvA5qw4uIxkxGAw6Ck8MgJ6ZlNX7l71ercys29PkHS5nndRwxryEmBykEUPM65DeRRa5cpkqbxD9PEDn5KmqtG00Gk290gLk3ns1BdhgMBzH0hADR1p8QL5nHZvH+4jVwY32SXqfeWISsevQVoOT7dCMukZcktAkKSwqniDbx7/zYHOeGIPmMRgxGAw6Cv3PyCMjab1laSC0XraUH7J6w1mSiqbT8zJafCBN707T1mOxhtix8h7IMnmwCNlFtp8bc0kMeeUkORDQYDAcR6E9Bs3opxnFNCKRQVZePstAxLJ3tJ5s2jXIOmPH5iUY6R1p7aMBdJK4uFeQdp+lt7CIoDMZcR5fOGk2khGDwZCNQhMDQTPmmrGKrQ2teQbyc9o5Zfm02IWW3SO3a0Y5FlfIkx2UJZfNKgWlxRzmCW7MJ1Nkh7YcHR2F2EJWRhKvQ5texGAwTGMpiIGQFWzl5bjkQODEkabNa2U0QtFkqDRPgG/TgrtyfyyQrNWrbZeZSHIbgKn7xMksSzo7b/B7yQPPtI+IIU+aqqzDvAWDIR1LRQxAPHjKP2tGM61XrY134OfS6ueadl4vJO81ae2NfU8LpsfqjyFGVpq3c96QcRIZX5Azqc5abxaZGAzvZBQ6+MyRZgj5BHF8O22Tx2YFsLMCmTFjLAO6aT3+PNACyDGCkF4LANVr0ggyRgKztvesIXv61CYuIeXNRpKZSEYMBkMcS+ExSAkoS+vXAqgSmkGl73k9ANnzjLVFehiybJpRS5N10uIgsg7+WQaW5T3ViG+e0ouMLdDvT+2VMlJWXdr05cBxWc1gMIxReGKIBQm5IZNr/2YZ6DxGLq0OSUyaJ5JVrzw2b8BXI0Ut4K3JbdIQap5CGubZw5a9fD7t+CykQPdIkszR0ZGNYzAYIig8MWjgBhCIa/JZngXti8Ug0ggky1Pg7ZCftV67PCbr/DFSkaSgyUm8nEYmmoy0yNgCT1PVCCFP4FmLURgMBh1L0WXSAr1SHskbZ5B15v3O606bVkLGBDTkDSTHymvHxeQf7X7JcvxzVnzlPMHvmxZb4PGEPOMXeD2VSmXKWyCvw2AwHMdSeAzSyMkedSymkJZNw+vgpKPVy+uUn7VyeeIeEpLQYjGILHlJq0teXxoBpt2reUGLL2gyUhqBcU9BEoz348V9DAaDjqXyGKSERPtixjirvlmCwfIYGVfg73mMt7Yv9j2rbrmPjKIkgphnFcMssZOzgjTm/Dpik+ZJaFKUluq6CK/IYFgGLIXHoMkzWq9WkobUqzXDmFaeoPWwtXJau/i5smSd2Pm0urLKpwWhpSwnl/1cdGxB6+mTIeekkFdGkkFnWvrTiMFg0LF0xCCNGi9DSDPcacQit2savTxXnkBx7NiYvCORRSCyjfTOSVCLQWhtW4SXwKGRs5SRZslI4uTCicWIwWCIo/DEILNJAN0wy1XeCGlSkVZPVgBY8xDS6s6jz8eMtLZNlo0RXZocltWOtHrPA9xT0ALPcmrtWeqTqa5yNlaDwXAchSYG2ePnhjGr5y/L8s+xXn7eIGusDTFvIO3YrHPEvBEt5pJWtyazpclJ8wL/vaiHTy/etqy4Aq+P6qlUKqEe8hZIRspTl8HwTsVSBJ858khGUo6Q+/jxWhA6TYaKeQcxj4JD8yZi18bLpwXJ+b6sAVux61o0qD3aDKjcoOeNLUivA7ifiZQ3RmEwvJNRaI+B3H/e68vS92NGL48xjBFNrPcv2yHPlSXH5PV+5DGSMDRPIBYw18gwFleYZ+A5tuzmLCmqBF4XJ5eTTrxnMLzTUHiPIWZws4LKmmHUvII8iMk1aeeMyTlajz+tXJqHpBGQNPhasDbt3qS166zBr0NOf0HtkAHntHbxbKaY12GkYDBko9AeA5A+sExDTK6Rmn1MttHqyCqTNuqaf8+SjmLHxvbFCEF6BvzYomXjyNRUzVsgGWnWWVS1GAXJSEWT0wyGIqHwHkPMiGcZN2lA5apdsmetSTCyHWltjJ37JMenlctbVgu2zyLHnDekt8ClH2nQ80ytTe/a2AWeogrMzyMyGJYVhScG7U+cFliWUx/wfVp9/LO2YE9Mf5dIC0CneRLyPPK68hiwPJJSTGJbJLJkpOFwOCX/5Ak6y2wkbQlQg8GQjkxicM5dc879H+fc3zjnvuec+xeT7VvOuRedc69N3jcn251z7nedc9edc992zr2f1fXMpPxrzrln8jYyTa+PGd08BjZGOrJ8XmlHtjXWw5/Fo4gRmiTHNE9Ceka8vkUEnDmBa0FnHhPIk6bKySUt6CyveUI4P7XIZ9tgKCLyeAxDAP/Ke/9eAB8C8Fnn3HsBPAfgJe/9kwBemnwHgE8AeHLyehbAF4Dxnw3A5wF8EMAHAHye/nCpDWSLtPB3jpimTmW5jCTX+80y5LGefIyQYtq+hjRSiQXMtbrSesIyYM3PswhZSUpIkhiA45lI1Na0+uSgOEkuKdd5Y1HPtsFQVGQSg/f+Le/9/518bgP4WwBXAXwSwBcnxb4I4Bcnnz8J4Et+jD8H0HLOPQzgYwBe9N7f895vA3gRwMfzNjTNsPFt9FmTlPjxMXKQ54vtk9/TpKC0nrkm92jXrJENP1brEceuP49ef17g11QqlZAkydSU2HQteeMhkhhiA+O0rKbJOQ8m513Ys20wFA0zZSU55x4H8PcBfBPAZe/9W5NdbwO4PPl8FcDr7LAbk22x7XnOGz7HJCGtVxzrbab16PNIMprXkCYZpdWZxxDHvBiOUqmkpmIuQirKghOxAG3airwSEtUl6+OkEiMX8fs9jgU82wZDEZE7+OycWwXw3wH8S+/9Ht/nx/+6M7E4zrlnnXPfcs59i2vik/NMlU2Ta2JkkBWHyBtb0CC9hixoxJLmGWjHaeeU58+SY7RrOA9wT6FSqSBJEnUxHjkYLc270cYuUD1yQFtKPXN/tgfonUWVBsO5IBcxOOcSjP84/9V7/z8mm29O3GhM3m9Ntr8B4Bo7/NHJttj2KXjvn/feP+W9f0qTbGI6fEznT4sRSKmFtvM6ss6f1qYsZBn9tOP48ZpHwQ0qj8HIOuaNtHEL1Ma8q7NJCYnHF2h67eFwmPVbOizg2U5Qy3nHDIb5I09WkgPwnwH8rff+P7BdXwVA2RfPAPhjtv1X3RgfArA7ccu/DuCjzrnNSWDuo5NtmUgztFJrzzLKaeVjBlQaWn6cNGKxNmSRl9arl/tjI5jzeEcSkiDPK7Ygg83ciPOkACkj8UGD8sXJpVKphJeML3BpTZ6fEdK7sMBn22AoIvLEGP4BgH8K4DvOuVcm2/4NgN8G8BXn3GcA/BjAL0/2fQ3A0wCuYxzY+zQAeO/vOed+C8DLk3K/6b2/l3Xy0Wg0JUHwHrLsFRN4fIFDegaatCQ/83IxjyHNK5Hn1SDbK68vVo9GKlrPWLY9dn94vaeF5u1phln+DhQzAIByuRyV/zgxkCRFxDAcDlEul1GtVlEul48RBCcXABcA/KNFPNsGQ1HhFiUp5IFzrg3g1UW3Q8FDAO4suhEC1qZ8kG16l/f+4rwbUdBnexl+ryJgGdp0que66HMlveq9f2rRjZCYBMYL1S5rUz4UqE2Fe7YLdG8CrE35cNZtKvyUGAaDwWCYL4wYDAaDwTCFohPD84tuQARFbJe1KR+K0qaitIPD2pQPD3ybCh18NhgMBsP8UXSPwWAwGAxzRmGJwTn3cefcq248xfFz2Uec6bl/5Jz7jnPuFefctybbZp6K+ZRteME5d8s59122baHTQUfa9BvOuTcm9+oV59zTbN+vTdr0qnPuY2z7mf22rgDTwp+gzfZs27Od1Z7FPtfaCNxFvwCUAfwAwLsBVAH8NYD3zvH8PwLwkNj27wA8N/n8HIB/O/n8NID/hfHUCh8C8M0zasOHAbwfwHdP2gYAWwB+OHnfnHzePOM2/QaAf62Ufe/kd6sBeGLye5bP+rcF8DCA908+rwH4/uTcC71X9mzbs32a33bRz3VRPYYPALjuvf+h974P4MsYT3m8SMw6FfOp4L3/MwBy9OxCp4OOtCmGTwL4sve+573/O4xHC38AZ/zb+oJMCz8D7Nm2ZztPexb6XBeVGBY9jbEH8A3n3F86556dbJt1KubzQFGng/7cxH19wd1foGbubXLLMXW2Pds6ivp7LfzZXsRzXVRiWDR+3nv/foxX7Pqsc+7DfKcf+2gLTecqQhsm+AKA9wB4H4C3APzOIhrh5jR19gMAe7bzY+HP9qKe66ISQ65pjM8L3vs3Ju+3APwRxi7irFMxnwfOZTro08B7f9N7P/LeHwH4fYzv1Vzb5OY4LfwZwJ5tHYX7vRb9bC/yuS4qMbwM4Enn3BPOuSqAT2E85fG5wznXdM6t0WeMp1D+Lmafivk8ULjpoIXm/EsY3ytq06ecczXn3BMYr5P8Fzjjx5HSqgAAAOFJREFU39a5xU8LPyPs2dZRuN9rkc/2wp/rk0TM5/HCOMr+fYyj/L8+x/O+G+Nsgr8G8D06N8bTM78E4DUAfwpga7LdAfi9STu/A+CpM2rHH2Lsvg4w1gU/c5I2APhnGAfHrgP49Dm06b9MzvntycP5MCv/65M2vQrgE+fx2wL4eYzd6W8DeGXyenrR98qebXu2T/PbLvq5tpHPBoPBYJhCUaUkg8FgMCwIRgwGg8FgmIIRg8FgMBimYMRgMBgMhikYMRgMBoNhCkYMBoPBYJiCEYPBYDAYpmDEYDAYDIYp/H+2gMNzyVdR3gAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ - "<Figure size 432x288 with 2 Axes>" + "<Figure size 360x360 with 1 Axes>" ] }, "metadata": { @@ -427,12 +418,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "good size 709.9341184543206 \n" + "good size 762.6628885915079 \n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -451,7 +442,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -465,12 +456,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "good size 841.3306737604862 \n" + "good size 709.9341184543206 \n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -489,7 +480,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -503,12 +494,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "good size 865.5097942493726 \n" + "good size 841.3306737604861 \n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -527,7 +518,7 @@ }, { "data": { - "image/png": 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\n", 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AxwDclbRQnz9bjpL5b35e5nEpUkoDrFfoPK0kA0pP/n1XfZxMOCHwkb20ECQJ0HGz2USz2eyxMngZvFzKw/tDI0mS2eVC822dIclFxiTkrCRtHYVcJOdT5vKaJJEkZWwAm/JsBwQMGi41xmAB/K0xxgL4I2vt/QB2WWvPAIC19owxZmc37T4AR1nek91zsfBZB8D66ZwuH7NmFUh/P6+TLA1NWUpikOsFXMSgEQRXlHwUzv3mUsFLvz4pQS4b5eP9RG3KZrNqfITLy48lGchV0/L+aOelxUFWB+9znk8urnPFGrjsmrWiEXgC9OXZDggYRFwqMbzKWnu6+wf5ojHmm5602pBN/acaY+4DcB8AdQqoa/QnXRPrKhOKX57jit/nK+dpCdLvzpWpK15ASo8WbdE5vhkc1SMtBkmKVA9XhDwITUpYumSofzXrQLrtuBLnlpQM2LtiOq5+5KSjufF8o386pn7TZHCVGYPL/mzz57qAUlz9AQFbhksiBmvt6e73tDHms1gzn88ZY/Z0R1R7AEx3k58EsJ9lvwbAaUe59wO4HwCKxaL1+fyBC0pZGxlK5e1ymfBj1yhYWgp8xE+/CXy0K11D3MVFZZPiIxk4MZB7SpvWysmMtsiQ7eUyEjTlytsp+4/3Db+e1EWjWRq8fVqQXsZANJB82juiAfTEVDS3k6fcy/5s8+d6zEyFhRQBA4uLjjEYY0aMMWU6BvADAJ4E8BCAt3eTvR3AX3WPHwJwrzEmb4w5AOAwgK9eTN1y5M8VqiQRUgpSwXFFr41oZVqZXlP2ST7cnSTzajGHZrOJ1dVVNJvNdfEJSQr8Q3EHXg+3OrhbSnNxaS4v3k++dQ9yRpYMPkvExQJke+U9loFvbUW0iwg1bOWzHRAwCLgUi2EXgM92/2QZAJ+y1v6/xpivAXjQGPMOACcAvBkArLVPGWMeBPA0gBaAd1lr4+dOMrhiBPw3uRSkpRBXhqZsCTTK5cqRf2suLOmvdxELh2b5aK4gl5Kk9Fr/yLgHpclkMurCMtlXnIBdcQD6rYH3ocsC5CP9pIqc53FZlS6C8KDvz3ZAwCDB+Fw0g4BisWh3797dM+uGRtJ8phEpznQ6jUwmE32kstZm7/DAL3001wYfacsgbyqVQiaTUYPHUmbu3tCULx3zdvH2cLLxWTKSGOib2kplaiN1npf3K31z15AGcg/xb96PcmYXv3+yXOo/umc0E0u6kSgfJ1DfNF6Sq9Vq9X3F25iZsq8wr+t3tQFXCb5iH0bFzl30cz2UK5/lNa5Q5QhdBjYB9JACP6fNfOH1SIUr3St8xM/9+i6lrSlv+qTTaWSzWWQyGWSzWeTzeWSz2UiZaS4qIhs+c0lzA0kLim+RTaD0FFPgbTbGqJMCJDSri9omLT0ObQFcnAWkuZGkRSbLTBofCQi42jA0xMBHnMCFka/mSqLzXJG54gGUVyMDOWrV5CJZ+OwYfk1rh0YwHOl0GrlcDoVCAblcDqVSCVNTU5icnEShUEC73cbq6iparRbq9Trq9XpkkTQajXWL2eQCOKqb94WccSTJjWZOaf2aZI8lul+SgJNCuqySuIfIeuB1BgwWUuUy7E3Xoba7hNxSE5nzNaRWarALFXSWlmBbra0W8arEUBCDBCkI7lbh/m/p+5frHCQ0q4Efa755qaR4ORpJ+D6EVCoVWQelUgmlUgnj4+PYv38/br75Zlx33XUol8uRgm80Gjh37hwWFhbQbrdRq9UwPz+PhYWFiCzq9TpqtRoajQZWV1cjQpFEwdvm6idurchYA2+vdr9c5MEVto9gyBIgspJlcnmlbJqLLmBrYfJ5zP/bO3D7ux/D+3b9V+xK51C1Tcx1gJl2EU/U9+PLC4fxxPQerBwbx46vA5NfnwFm5mBrNXQaDWDA3eDDjIEnBuk60HzrmlvCFZzl33TsGlG63BbSNcMVEY28NUtGm1FESKfTyOfzKBaLGBkZwcTEBPbs2YMbb7wRt9xyCw4ePIhSqRS5cTKZDKy1WFhYwPLyMjKZDNrtNiqVCubm5lCpVLC8vIz5+XksLi6iVqthYWEBMzMzWFpaimYt0YwnTTZuIVA/yBlHPqvBFd8g64Pgct1x9xDl4ef4PeDlxM1uCtg6mEwGje97GZbfvYgvvPR3sT09AmAUAFBCDtvTwI1Z4FWFU/h3E6eA6wHcBTTe0sQ3VoEn6vvxrfpufO75lyD15XFsf7yB4lOn0DpzdiubdcVh4IkBWD8ClMpWnvf9+bnClj5+XxyD0svAMZdNurI4mbm21iZFn8vlMDIygnK5jG3btuHAgQO48847cdddd2H79u2oVquYnp5GvV6P3CPpdBqlUgljY2OR375cLuPaa6/F0tISpqensbS0FMUmZmdn8cwzz+C5557D4uIiqtUq6vV6ZE3wtvF2c1lbrda6bS0At6uN5NTIgxOGtBqktSZH/dyNqE1N5Rak794G9A+Z3bvw9H+8Fn9/9+/hQHYUwEjivHmTxV154K78WWD8LH5712PAK4H5dhWfr+7Hr/3fP44b//BFtF48uXkNuIow8MQgA8saNOIghaTllVYHr0uWwd1Cch0BL0/m5eXJQDAnlGw2i0KhECn43bt349Zbb8Wdd96JI0eOYHR0FCdPnsTzzz+PSqWCbDaLkZERpNNptFot5HI5FIvFaOZOq9VCJpNBs9nEysoKjDEYGRlBoVBAuVyO3FPHjx/HzMxMZE00Go2etRJaQJvaxGdeAfreSbJvZd9TPn7vJCnwuIKMMcgZTa7nRFoQstyA/sB+90ux8wPP4aH9f4S0Gb1s5U6mS3hr+Tzu/ckP44/feA3e/5l7cMPHTqF1/MRlq+NqxMATgxzNy5GjdszzuuIDMgBNI25SglKhuGITvriFz41ElkKhUMDo6CjK5TL27NmD22+/Ha997Wtx3XXXYXFxEY8++ihOnTqF+fl5pFIpjI2NRa6klZUVNJtN5PP5qM7V1VWkUimUSiVks1l0Oh1Uq9WIMCYnJ3HDDTdE02tLpRJqtRqWl5dRrVaxuroakQJ3NVFcIpVK9VgNBM1K4r+1WUJ037R4BV0jJc4tGUnOfBAgy3EFqUMwun+o3XMX/v3v/DnuLc9js94NljYp3Dd+Gu/46Q/jA/ccxl/8zg9g2//zTbTn5zelvisdA08M8k+t+aJlnMB1TpsyystwWQKu+qT/ncsny5RBWyKFUqmEcrmMffv24bbbbsOrX/1qHDlyBDMzM3j22Wdx5swZNJvNSJG3Wq1I0dfrdQBAo9GIymy32z3TQVutFhqNBtrtdkQUuVwO11xzDdLpNOr1OnK5HJaXl3H69GmcP38+mulUq9V6tprgs5x8O5Zya8HlLqLyeBp5LGM58nng7qS4e8Cvh1hD/7DyY6/Ab/z2x/CaYn8stLRJ4RenvoP7/vMHcP//egs+8qXX4YY/ayJ99GnYRqMvMlwJGHhi4NBG/3IUzqeqcjeEVDJSaWhBVy3oDPTuZKrl19Y68LSZTCYKNJdKJUxMTODQoUN42ctehv3792N5eTmyEqy1GB0djQKwwJp1Qy4fPqLmyr9arSKXy0UxhJWVFUxMTGDHjh2YnJxEqVTCwsICZmdnI4U5MzODEydOYHZ2FvPz85iensbCwkJkHfCpsHIRHxGIdk8I3LXH4xME+Vuug5Bkz++FJBdXeu3eB2wOMvv24od+9e/7Rgoc46kifnHqO/jFN30Hz/+bZfzq6TfgH7/xUuz5/1IYf+hxdKrVvss0TBgKYtBGelwxSOWsKQFZHh9R8jgCKRI5FVIqeVk3pXPtzURIpVI9axSKxSJ27NiBgwcPYs+ePVHQ+MyZM6jX68hms8jlcpF85M7J5/NIpVLRjCJjTOQGyuVyyGazyGazPYocAIrFIvbu3YsdO3ag2Wziueeew8zMDPL5PHbu3Im9e/diZmYGs7OzOH78OI4dOxaRhzEG9Xq9x2oALszEkjEAai/vC35v5Ig/7v5rAWYtrQw+c7cgvxawufjOfdfjoam/xla/Wv5AdhSfvO5LwHVfwuL/XMNr3vIz2Ptz1RCH8GAoiIFDG41KcpCQ6wl4OqnAeSBZBjRp1K8FoDULRH5LUsjn85iYmMDBgwdx5MgRTE5O4sSJEzh58iRWVlYiAsjn89GsoXq9jkwmg4mJCYyNjaFer2NpaWmdwqZ6qQwAWF5ejmYkTU5OIpfLYW5uDnNzcygWi9Hspr179+LQoUO46aabMDU1hW984xs4deoUgAtvwKOtKXjbXa4lnyJO6ud3WQhUN1f8BG41aHlDjGHzkHrpzXj/Wz+OtNlaUpAYTxXxL9/1abzj09+D0//uCDqPPb3VIg0khoIYtF0+Nd8zh6akCS7FLmMSPMCquYp42S63Ey+XpqXSNhe0eO3OO+/Erbfeirm5OZw/fx5LS0vodDooFApRWu7aohlI1tpo/yLahRVAFIvodDpoNBpR3kajEQWaz507F62LqFarWFxcxOLiIjKZDMrlMnbt2oUbbrgBu3btQrlcxtGjR/HCCy9EfU9ExdutWQDS/aa5dZIoaI1Y5D2TZKFZjoEUNh+pkRFM/0Yb/6ZU32pRnPjja7+M3/+T6/HX734t0v/w6FaLM3AYeGKQPmttIZbmXuKuIjonlTqvg761zfOkHPw3L1vLR/VRXIHcPKOjo9izZw9uueUW3HbbbRgbG8Ozzz6Lubk5rK6uwpi1NQPLy8uo1WowxkQbx7XbbSwvL0dKnwghl8tFcQiaSVStVmGMQS6XgzEmksFaG81UorpqtRoKhQIWFhZw/Phx5HI5HD58GMViMYqpkOVA9ZLVwOMLfG0DKWO+qE3GGpKQg4wh+GIM2n0ILqT+4cTPvRRfe9nvA8httShevGfyOPb/0V/gQz//b5H/3Ne2WpyBwsATA5BsLQNP64K20IyPxGXcwUUKEjyPtgKY9j4iayGXy2F8fByHDh3CzTffjHw+jxdeeAEnT56MViWn0+koZtDpdCLlTO2g7S1IwRtjUCgUIkVNM5darVa0aynFKvjOtPyd0UQ8pORffPFFZDIZ7Ny5E3feeScqlUrUJvkuat73pPjJhcMX/Wn3SP7W+pAH2rmLiFt0mlUiYwwBm4vMvr343972IEqpwSYFwo+OVpD9/T/B/5H/KZQ+85WtFmdgMPDE4CMF7bf0KdO3Znnw2ANXHlzpaC4jWaem6DhZkDuIXFPZbBZjY2PYt28fxsfHcfbsWbzwwgs4d+5cNN2Ubz1Bo+1MJtMjN8lHeWiFMZcpl8tFU11JsRIxcKuG3E6tVityMVUqFZw6dQrpdBoHDx6MLBm+iR/Vz/38LjcO70vqb7m2gZcR9zzw3xoZaGQRF7wOuDQsfdc1+JHRzwAobLUoifHGkSqW/stf4L899/oQc+hi4ImBQ/NPu8iBlGXcyF8qfM1i4Olc7itZP3erZLPZngVYdI7OLy4uYmZmBu12G6VSKdogr9PpRFtvUyxhYmICqVSqx8dfLBbXKeNcLtezKM1ai2azGcUtyP1E8QrqL2DNGiCLAwDy+Tz27t2L22+/HalUKtpKgwihXq/3EJIcyRPBaW48bUUzd0XF7dzKCd2l8OX9CqSweVjam8FoanhIgfDW8nn82Qfn0L53d9h3CUNADJoi9wU4+W/XOTrvUv4+f7UvrsDL4MQg3Rg8L22jXSgUohE4uXQosFoqlaLVvTt37kSpVIrWGBBhcB8+jexJqdKGe0Q2RBrcUqDztJ0GuZZoa416vY6XvOQluOWWW6L1FZlMBidOnOgpg/c3HfNFd1qfuZS/treSZp1xwpXp+H3WJh0EXF6sjm+1BBePz97wefzrT/woyj977VU/lXXgiQFYv7cRdxe5LAa5f49r9C/PyXJkfp9ScbmV+IiW3hFA21ZMTk7CWhutOaBRMgWIOanQ1FNS4EQK6XQ6CkSTHO12O4opABfefV2r1SJXEKVrNps9Li+SgQLetIHf1NQUrr32Wtxxxx0ol8sol8s98RoiB952Lejv6ifejz5rQZIALy8uviAth4DLi/qO4d2DKm1S+NKtn8WPfPL7gbdec1VvyDcUxOALPEtXEVdqPjeSy6rQYhSSlOJIQvOBA72vnSQXUKlUwuLiYmQpAIhWOkUo+g8AACAASURBVNdqtZ6YwOrqKs6cOYNSqYTV1dVoPYS1tmf2ErmgiGzk5n8U1Ka3sJG7iuIR0v+fSqWwsrKCEydOIJVKYXR0FIcOHYIxJnIjnTx5EouLixE5yPgFf/+D3GfJBY0cSC5XoF9T9pRWti2Qw+VHZ2T4X3X954f+Bq/+2I9h/GeuXrfSUBADgf7UXEn7ApWuP78cwcrzVBcf7dJ1npZ/ay4UeY6XyQO4mUwGY2NjmJ+fR71eRyqVQrlcRiqV6lm41mw2MTMzg2KxiEKhgEKhEMUbyJ1DrwSlIDFwwZXE32dNM5nICiHrg2ROp9MoFotR0HxlZQVnz55Fq9XC+Pg4JiYmsH//frziFa+IXgpEJETyUFkUq+ABdbkVNycS3/3nfamRO4HPYKJvHtjW4k0Bl47s3FCpFBVpk8J/v/UvcMdH34q9P7WCztLSVovUdwzlXeTKXgaLXefj4gccSdxGPK1GPK4yAURWwPz8PObm5mCMwcTEBCqVCmZmZqKpqDQtlbeHrIpCoRAtbKvVatF5vukduYfoQ0qXEweRBREA5Uun0ygUChgfH0e73cbKygpqtRoWFxejevL5PA4cOIClpSWsrKxEAWsKaMugslyoSNaND9Jq0FxG/Bp3HVHsRUsTLIXNQenMldGvaZPCP7/8Abz8Pe/B/v/0P7ZanL5jsNare+CajeT6TlqW67rLHSRHmprFIuXjrijy9TcaDczOzmJ2djaapcR3Ha1Wq9GuqBSU5sFcerlOo9HomcFEI2N6VzSPMxBpZLPZaFtukpOucUXK3VA8tkM7ti4tLaFYLOLWW2/Frbfeij179mB0dDTax0m2n/LLleuaa0kSqXb/tPuk3QeeXpsMEHD5UJruoGmH350EAKVUDr/1tk8gfdMNWy1K3zE0xAD4Yw08jU8xa+4Dqbz4h7stZBnStaSdk+sl+Mh/cXERy8vLPS4hAhEDgGj0TularRZWVlawuLiIlZWVKB3FCvgLdjqdTrTDKpVFbqJ8Ph8pS3IlkeI3xmB0dBSdTgdzc3PRZn0rKyuRhdBoNJDNZnHo0CG89KUvxbXXXouxsbEo9uEih6QunDjLi99zrug56bgshGA5bA5yi200bHOrxbhseONIFc++cztwlT0nQ0UM2sjTF1TWts/wbamhpeOKfaMjVZmfrtG5Wq2GarUaKWYOihnQ1FXpdlldXY1cSOQ2yefzKBQKMMZEPn+KTZD1QbLyYDO5tmjKKhEhxRgoL5EM7bdUr9cjF9Y111yDI0eOYP/+/SiXy8jn85HLiveJhjh3EodmyUkrQM4Ck+cDNg+FmRrmOq2tFuOy4i/v+SAad798q8XoK4YmxpBktCn9/dKVoIFbAy4FT+l4ep6Gl6XJpAW62+12pGCttZiYmMDIyAjm5+fXvVOatsig33RMLiOyIsj1A/SuAaB85JbKZrM9/n6aukrTYAFE1gGRDidD2iOJXu5jjMHY2BjuuOMOVCqVaHaSNiOKkzBfhOhyFxHkQjhtjQM/dhFSsBI2F+kzc3h6dRuuzVw5L8W5PZ/HkV9/Ascf3Yn2uemtFqcvGBqLgZv+LrcAsF5RayN7TbH7XA0+i0Cel3BZNxRHmJ6extLSEiYnJzE5ORmN9ml0T64fkolGvbR9N80oonx8N1UiGLpO9ZI1wl+8I98j0Wq1MD8/HxEVcCEOQelarRamp6fx/PPPY25uDtu2bcNtt92Gw4cPY2JiIrI4eN0yAM235uB9q7n9+HRTl8UmCVEixBk2F535BfzD0s1bLcZlxwf3/hOO/fyhq8alNBTEIP3FvnRcqWijxqRlUFpef1LfuObz5oqORu61Wi16KU8qlcL4+HjPArNsNotCoYCRkRGUSqXIPUOuJwogk7KlBWp8pTNNFQXQ8x5nCl5TPdQ+Y0y0VUej0UC1Wu3ZQZXiEPV6PbIc5ufncebMGczPz2NychI33XQTdu/ejVKpFG3BQfdFBrN5/9Ixf+cD70Pev0n6Xrr+5PmAy49OtYo/f+KOrRbjsiNr0rj/zX+E1K03bbUofcFQEAMQv/21NnrfSJBTkop2XnOJuFwYmuz8N43uFxYWcO7cOTSbTYyPj6NcLgNYU4QUMyiVShEx5HI5pNPpKEZAlgKwtqfR6OgoyuVytPCNLAY+0qdRM+3yOjU1FbmQ+D5OFHvgLiqyXijWACCKa1QqFRhjcPDgQezduxcjIyM9ZKYRgexDuq6tHdHcTdJa4PEEXjYnB5eVGHB5sPvzOVQ7q/EJhwyvKXbwwj1TWy1GXxBLDMaYjxtjpo0xT7JzU8aYLxpjvt39nmTXfskYc8wY86wx5vXs/J3GmCe61/7AbPBfyZWFR1avW8lVrkyjBZ01ktHiGbI8GRuhkTCN3CuVCk6cOIEXX3wRqVQKO3fuxMTEBABEq5MphlCtVrGyshItjJOL8YC1zfMmJiYwOjoa+e95oJlbIqOjo5iamsKOHTswMTGBfD7fs0Or3PiPK1QKnpPVQXGPbDaLPXv2YPv27ZGbi2IXLjePJF95Dygtzy+P+eI86jv5XMjN9mhh3lY/21caJr/8Iv6uNrHVYmwKCt91/qpwJyWxGD4B4G5x7n0AHrbWHgbwcPc3jDFHANwL4CXdPB8xxqS7eT4K4D4Ah7sfWaYXcrSpkcDFBhm1eEJceT6i0awaaW3QtNBarYZz587h6aefjracmJycjCyEycnJaE8ict3QOoalpSVUq9XoJUC0rxG5f0h5yncmpFKpyEVFREDviyClT0qeVllzxUuyLC0toVKpoFqtRi8OMsagXC5jamoqykcuLiqbxxqki4n3o4wzaESo9bvvHvP4AllfAn1/tq80tE6fxQdf+L6tFmNT8CPXfwOp0dGtFmPTEUsM1tovAZgTp+8B8ED3+AEAb2LnP22tbVhrnwdwDMBdxpg9AMastf9s1/65n2R5YqFZAVIxuKwETYloRCDLIcS5o1wBZ81SIHCrgXYvPXv2bORSKhaLmJqawtTUVOQWKhQK2L59O/bu3Ru5fmgX1ZGRkehFPvSazpWVlUix8nUMqVQqWi29vLyMSqUSKXVyG9FKaXJj0Tujyf1EMQgAPVNhKW6RzWaj4DPf6I+IQVs453PbySm/BLkwznU/paXALScFfX22r0h02jh5dN9WS7Ep+OGxfwGuuzLbxnGx01V3WWvPAIC19owxZmf3/D4AR1m6k91zze6xPB8Ln+LWXDvch8zTx40oyfeuEYML3CLQ5OQjXSIDmnZJxNBoNLC8vIzz58+jVCqhWCxGiozWKdBahampKYyNjWF5eRlzc3NotVqYnJxENpvF8vJyVDb5/snFQlZGOp2OrIdarRatgAYQuYVyuVxkSVDdfESfy+UwOjqKkZGRaOYTtySazSay2Sy2b9+OsbEx5HI51Ov1dS8Skq4kXoYW5yHwdzVIyHgDh9w3y2NN9u3ZvpJx3eereOYnq7g5V9pqUS4rbszmcPY1U9j5ZHzaYcblDj5r/zbrOa8XYsx9xphHjDGP0HYQQPwqZvmn10airrw8PZXBR5t0naeV9fLfkmT4CJkTBblkZmZmcPr0aczPz0dujnq9juXl5eh9CEtLSzh//jzq9XrPjqgU/CWZ+Cs9i8UiyuVytFUFgJ69mEhGclNR7KPZbEYzjygtEQoRyLZt21AulyOCo1H4yMgIrrvuOuzevTtyJ3GrQbs3mvtNIwWyOmQ/a4peO+cj+hhc8rPNn+smrpx5/hpSX30KP/nET2+1GJcdWZNG+/vmr/g4w8VaDOeMMXu6I6o9AGjVx0kA+1m6awCc7p6/Rjmvwlp7P4D7AaBQKNi4IK82cpfWgxzVUxlJ4hDSCtHKdFkcdI0sBBo1k6JdXV3FyspKT/CWb15Xq9VQLBYxNjaG1dXVaIdTPvoeHx/v2cGU3D3j4+M9W3hTXILSEinRMZ1fXl6GMSaapkouL77dBs1SIheStWsrpWlbj927d2Pv3r1R3IK7cKhPqB9cL9iR/d3pdKK1FBvdfC9Jni427dnmz/WYmbqit3W1rRbGPzSGx++v47bc8L3RzYcfP/gv+KfRHVf0rqsXazE8BODt3eO3A/grdv5eY0zeGHMAa4G4r3ZN8yVjzCu7MzbexvJ4ofmGfQpYG33KclxEo1kRWlCaf2syaNeJCLi1QKNy8vcvLCzg5MmT0YIxa9dWN5dKJWzbtg0TExPI5XLodDpRkHlpaQlzc3NYXV2N1jaMjY1hfHw8ehsbbcctp44SUdB7H0hukomPzGm0T/2/urqKubk5VCqVqB0ky+zsLACsmx0lt72W245o90vrZ/4sSOXves8D3T/5DCnPUd+e7Ssd2S9+HT/+wH+44qau/ujYo8CBK9tbGGsxGGP+FMBrAGw3xpwE8KsAfgvAg8aYdwA4AeDNAGCtfcoY8yCApwG0ALzL2mirxXdibYZTEcAXup9YSPcOd+344g2e9vR8u4LHlMbl63bFMiitFqugkTZ/FWcqlUKj0Yimc6bTaZw9ezYagdNGd/Pz8wAQuYSq1So6nQ5KpVI0nZVmAMkprsaYiCjIpUOkQ3Vy0GibdmbtdDrRQjqaekpbbHPlSusyzp49i0KhEAXPaeU1L5+783h8QfYZ9TPJxO+N6/5J0K6xklCY9XTTVjzbVzysxcH3P4mfft0P4sGDD2+1NJcNN2TzmHvpJCYe32pJNg+xxGCtfYvj0usc6X8TwG8q5x8BcMuGpOtC2y1TQsYE6M+vxREofZxS4aQQF+zkv11uKrIa+AwdshxoVL+6uopqtYqFhQXU63WMjY2hWCxGb2fL5/OYmJjA/Pw8FhYW0Gq1InIh0G6sFGwmJZ/L5bC8vNyzSI5kIWuG+/C524viHoVCISIJajO9Q7rZbEZrMyqVSjQtVttMj1sNGsFz9xHQ6wqSVgFd4+4j7p7ibj5uMYyOjmJpaQmrq6tyelLfnu0rHe1KBTP/6eX4p4928KrC0Kyn9SJr0ph7CXBlrtRYw9DcKely0KwGzRqQComXR2mlb9vlZnCREi9Tjmil0qPAsOZSqtfr0XbaCwsLWFxcjKaT0mIsWkPQaDSwuLiI6elpLC8v97yMhwL2/C1xdI4sBr7NNsU/KA2PifA+o+mdtNUGXSO/P01x7XQ6WFhYQLVa7dmYj8qWAX1tHym+nxJP53omCHSsuaekCylJfCng0pH7m0fwC//7v8fR+pXxngYAMNdVt1qETcXQ7K4q/8jcB8391htxMfisBl8M41JAUzrli3GMMZF7CFgL6o6MjEQKslKpREHpcrmMdDodzVziQevV1dXIXUUuINr3iG+yR+4mml5KC+SIeIALlsdod0EPuadWV1ejt77RLCQqn9YuEHmR8uYL2lzWA51L8r2R/ibIeFUgh/5h7FNH8fN4F37vNz6MVxbWLSocOrSaw98GH4aCGJKO0mV6aSHIaapyhC9Hknx/oaRy+tJyJUkLyeSoltdLs4QoJlGv12HM2mtAaaEbvXITQDQyp3TkPqIg9PLycs97pil+USwWkU6nUalUIr875SsWi9GaBQBRUJo28CMF22q1UCgUsHv3bpTLZSwtLWF+fh4zMzPRS4doe28tdiMJnlsIcoaRNuOI97+0KuU9ImII6C+IHH73Nz4y1G6lM61l7PnrXHzCIcZQEIM2sqTzQDxxyO845a2VqQWTtWua9eKKNdAUUJ7XmLU9fDgoDfnqJycnsX37dkxMTGB1dRWzs7OoVCoREZACpgB2oVDA/Px8tC6B9mCiTfq4Eubtpy0xKHhMU14LhQLK5XJEXrSGYd++fTh48CAqlQqefPJJPPnkkzh16lTPymrN8pP9qZG3JBAiB7lZnrxHLldjsBS2BmOfOopfWfxZfM9vHsV/3PENpM1wEUTDNvGqh96LGz/ziHsh1hWAoSIGOiZoI3Q+g8X153eN7LVRa5JgtS+u4HJtkdVAyo3IArjgHyfrwlqLWq0WKf5Go4FKpYKJiYnovc707gNaw8C3y8hms9GeSrSHErmJstks5ubmIuVNAWPeHxSsph1gt23bhpGRkYhkOp0OpqamsGvXLlQqFTz66KP48pe/jGeffRbz8/PrYhLcIpBTWDVS5UFqV3xABqvlPaU+pu8kkw8CNgf5z30N//LYftz43lfh/3zTf8X3Dskyh6Zt48jf34f/6ZefQbt1Zb2lTmIoiAFwzwyiawT5h5ezUqQbQyuLKyM6l9RiSWK9AOghAlK8FH/g8/vJsqAtLGiq6vz8PEZHR7F7925cf/310ewlWn2cyWSiGVBUNwWPU6lUtL03Bb2p/JGRkUh55vN5lEol7NixA8ViMXJRjYyMRKQGACMjI5iYmMD09DSOHj2Ko0eP4lvf+hbOnz8frZTm71aQfSKv8fvl6nt5f+UGfPIZ4GsyNrDYLWCT0Dp1Gje89wz+yyfuxTt+YhLvu+ezeNvYKWTNYPruG7aJO47+NG76X46jXalstTibjqEiBu2jpeNkAFzw2btGiS6Xj0+WJOCKTZORvzWNgsQ8DxEDkUM2m40U+fLyMpaWliJ3EY3sKW7AV1dToJi23i6VShgfH4e1Npq+unv3boyPj6NYLAJYIy7azG9kZCQaZbdaLaysrGBubg6Li4tIp9MolUp4+umn8c1vfhNPPfUUTpw4gbm5uYgU6L3VGjQFzQmXWxSueyHdYPycjCXwKauuOERAn2AtOo9/EwcfBz7zh3figz/+I7j+nufwy/s/h+/Km4FxM32ruYI3/Pl7ceOvP31VkAIwRMTg8wtrikObwcRnALn8zzKPVNSEJEpFsy7kb/62MtqemsvDFTxNSaVVzrTJXqvViohi27Zt2LlzZ7S5HgWux8bGMD09jWq1ilQqFe2CWiqVsH37duzbtw/FYhErKyvRVhg0c2lhYSGqi7bROHPmDGZnZyPSmp2dxalTp3D+/HksLi5G8QiyFqR1pbn8pKtJxgRkoJ4HoX2xI+1eh+DzYKF18hT2fOAUVj+Uw68ffguO/eQ2/O6bH8AbR7ZuWuhip4Z3vvAGnPqtwzj0ua+h3blyptvGYaiIQf7WRuR8lAnobgX+Ld1KGgFxy0PzYXPF4yIMSV4ydkFbUbfb7WgaqLQgaM0DfzkOvbynUqlgYWEBO3fuRKPRwN69e7Fr165oi25aQDc7Oxttgkdbeo+Ojka7ti4sLERWQLPZxPT0NBYXF6O6l5aWMD09jXPnzmFxcRHLy8vRlh50XKvVel79mdRto81W4oQuZ4lxFxERjez/uHhTwGDBNlfRfvpbOPDLwEc/9Ub8wq/k8d9f9WHsyfTvHQjfaS7jvm//BKp/vBcTf/0UCktf7Vvdg4KhIQZtxO3zOWtBY3nO5xLSiCWJC8lHCq5AND9HW2QTQfC3o5ELhFs+9F7mlZWVyGqo1WqoVqvRorjdu3dj165dGB8fx6lTp6KN+agsay1mZ2ej9LQGodlsRiuwq9UqZmdnce7cOZw/fx6VSiXa9bXRaEREQK4uekcDV9augLEkZbmwTVptcuM9Xp7MF0cIgTAGF50nv4mDb8vhx374F3DgPd/Eh/Z/HpPpzdnGu2nb+GRlH37zb9+EG/6shuzXnsFY8wSu1kjU0BAD/cm5YtTSEOJcPZqyd814oXQyj1RoSZSM5lKR10ihyviAVg4pcoo7zM/P4/z585ifn8fc3BzOnz+P2dlZ7N+/H5OTk5iYmEA2m41G/ouLi5G7h1xHpOjpfQyrq6uYn5/H2bNnMTs7i6WlpUj5860wGo3GOvdRHJnK63xGFllodC/lKmcJ6aYCetc4cGsxWBHDAdtcxeiDR3H+C2W84Yf+A3b97PP46IG/vGwWxHKnjg/P34oHPv39OPDACzh8cu2VG1f7fLWhIAbfCFsD9yFLhe1SLpoLykUQWv1yJk1cO3zBcLpO7iNSjjTbiFwqclUvrSmoVCqYmZnBiy++iG3btmFychKTk5PYuXMnduzYAQCYm5vD2bNnMT8/Hy2QIwuFSIkWw9Xr9Wj/I7IS+FvYaOttLabgg2ZBSAImS4lbC1pg2TUriZ/n74NISuQBg4HO0hLGPnUUjc8U8Nbv+Tkc/6EsXv2Kp/AzO/8Rd+TqGE3557w2bXvtgzaeWc3hv53/bnzuiVux9wtpjP/DMeyf/R+4siegbgxDQQyu7QukIpEjd22KqkshJNmymeqU512uKnkskUR5UvyB+9CJHHjgFbiw3Uan00G9Xo+28aZXdNK00kKhsO5FPPJVm8CF13bSN1kHnBBIPiKFJPEEeQ9ckwc42UprgCwI7Z5x0nTd70AKw4lOvY7s330dh/8OOJPP47f33oPKy3bjzKsMRg4tIpNuY095Cd899RxuKpzB47X9+OQj/wo7/jGL0kwLqUYHheNzsCfP4Mb6IwCAqyeknBxDQQyaInH5613KlisY6aLgeXk6eY22bvZZEzK47XNLSdKSpCP95bTugbt9uP9dulxotM+34yarA7hAhtxK4Bv80bEkDfqmRXo8yJzUWpJuJh5D0K65+lJOVeVWhXYP+f0PM5OGG7bRQOv5F1B6/gUc+syF881UGv84shNfLl0Hu7yCG1ce6ckXiCAeQ0cMWkzApVg5XIrGRySuc3w2jOu6PLdRq0G2ha8j0BQfJzpOBKRs+XYUnNxot1WqU6645mVz2ay1PRZFkniCbJ8MLMtr1HaZttPp9LxDghONJBetfL4HU8AViE577e1qV/Ab1jYbQ0EM0sWhuYX4aJ0rBf6b4IpZaC6jOMWeFC4FyOtwuazomAd0JTHwNvNtq7mFQKN8zf3G65LXpVtGksJGFKzsB1m2z11Io3x+LF1MUn4tT0BAgB9DSQwc0mKQyldaBXEB4riAs89dwtNLhR1HTL528Xwu37mmzKVClUpZyqS563ggn0AxBR8pxPUxJ8Mk1oacpirbIa0FIk4tLZ0PJBEQoGMoiCFuBolL+btcO644gbQ0tMD1RqEp90uBNvJ1KT6KicjZSzIPXSf3jPY+ZbI2aKEb3xRPs3QkOSaBZhVyWTUikKSgWZea+4naGYLQAQHrMXTEEDfSd8UWpBKRZXF/tFSK0l2lkYpWtzy3UUvBp7Q0xcnP04iZXEeuOAEnQ2kl8NG5jD3I6aFSfi3O4muH657ItNI1FNcfsq0BAQHxGApiIPj+8KTQOXiwUsvPy9Hgcodo5+MsGlc6qVR99brkluRH4EFW6V7S+kJaWdJtI5WxTyYNPvKOIwSZlpOZT+mHLTECAjaOoSKGuECpK0+SjdZceSkfP+cjFymfNqvmYuvW6tPkIxAR8PiCNh3UVbZ0B2mjeilznEUny9LcgFKGOEInS0a7puXR4iYBAQEXMBTEwFe7+vz+MraQ1CXD08m0WqzCRRiaHBsho6SupiRpORGRxRBHpC53FJ1LovSTBJ191gEvT844ck1T5XEF12SE4EoKCEiOgScG7Y8PuGcXuXz6rkC0zCs/QO+unj6fuMwrfe3abw0u5b8Ri0PWl1Q5xiltjUS1fuRE7qqHE49U6D75uetQnpOzkvixnNkUEBCgY+CJAdCVVVxAWpKIDy7ScJWruZZcFoyrLJc1kzTgvJEZP5c6UpaEtpE6fBYBP07iOqLrcndVcg1ps5KIFAIZBAQkx1D8WyQJ+HzOUsFoeemY50vibkrqSpGze1zuE0lySUgizs/vgy+PVr9P1ouRRRIbzXySbi55DzVZ5XWXCzGJhRYQENCLobAYgPXKIImy5oqZl0HnXUpH83G7RuucfHzk4nMv8TJlHZqLReaVijBuxL1RKyWpxSXb4iNvTfm7rDQXsVPAWXsWXFYcIbiUAgLcGApi0Eb//LxMC6wpg3Q6vW5EqsUmXIvFfEpWluFSnpIQXGVqri8tkKr1Dc8TNyr2xVjiCEjKppUXN8rn6WVw25deI2v61siLxxa0abcbjdcEBFxNGCpiANavVtUUguZKkKP6pK4h/ltaGa50Gon5iEP7Ld0rPmhlu5S0Sw6XRZREVllGknw8ViDJOonl4GqDZjXIiQtJrKCAgKsZsba0MebjxphpY8yT7NyvGWNOGWMe637ewK79kjHmmDHmWWPM69n5O40xT3Sv/YHZwD/TpSQ1hSOJIO56nMKmESf/JHEZ8TIudmQqZYxzV7nawCEtDF5HUjLTZNwotLqS9Cspem1Gk1zAFzcQOHv2LGq1Grby2Q4IGEQkcbJ+AsDdyvnfs9be3v18HgCMMUcA3AvgJd08HzHG0MTzjwK4D8Dh7kcrU4X8c0s3grQS5Ats+LFLCcr66MNHtC5l5rtGdSd9V8HFyOtDnLKNSxdHGHHyJSFqzfLwfTR5k7iWpAUxPj6OfD6vNbtvz3ZAwCAilhistV8CMJewvHsAfNpa27DWPg/gGIC7jDF7AIxZa//Zrv2DPwngTUmFTLKjKUFuxexSLC5IRae5JjRlKInJNyLfiKL1KV2Xu4XkdlkHrva6ytRcNFLuOMSRoiaHNgjgctM3TyP7n09h5QslAaBU2tCL5Tfl2Q4IGERcyrSMdxtjHjdrrqbJ7rl9AF5kaU52z+3rHsvziZB0tHgpI2otLqClSVqmVPbaq0NdFoaLDPhvHym4ZEgqt6seqcSlonbld6XT4CIArQw5aYC3nZ93DSw897Nvz3ZAwCDiYonhowAOAbgdwBkA7++e1/7t1nNehTHmPmPMI8aYR2jraG1k7nMXuBStHJGyOnu+5XlZD1c2cUo87rqvPfKaVMhJ6tugUuwpQyMXec2VVmujZk3JoLWLPFzEJNsif/ssJgWb9mzz57qJRpwcAQFbhosiBmvtOWtt21rbAfAxAHd1L50EsJ8lvQbA6e75a5TzrvLvt9a+3Fr7cr43Dm2WRls/x5GDFoAkcCXlG6FLBSjr8sE3ctZISauTn6N8PoUdJ4eUX3OB+frB5SbjbfLJzmcIxZGJJHHNrUfpJFlr7sMkFt9mPtv8uc5CjW0EBAwEzIsDLAAAExRJREFULooYzJpflfDDAGhWx0MA7jXG5I0xB7AWiPuqtfYMgCVjzCvN2r/9bQD+Kml92nbRPtcS4J8yKRWc7zodS6XpUjKkpHxKLA6yTl87fOXFXXORokuhan0kyTWpLDx/Op12WnISnABcfUzHkig04lDk7OuzHRAwiIhdx2CM+VMArwGw3RhzEsCvAniNMeZ2rJnMxwH8LABYa58yxjwI4GkALQDvstbSfsjvxNoMpyKAL3Q/iSFHrUm2j5b5aR2Cptylj1oqOqqT/+Z5ZD46T/m4+0OO/n2kQef4pnRJXWC8fOmG8bl0ODTZXFYL72OXRSTLdUFzK0kZtLQuxa9Zf2fOnEGj0QCAm7by2Q4IGDSYpIp1q5DP5+3o6CharVbPBmnkUgIuKB4+gk2lUshkMshkMj3KlfLxsqgPKH8mk4lGsfTpdDpoNps9riwCV5TaKJrqlXXKvpev1JSjXYIW39CUpmvUb4zpGaXz/nERriQRzZrh7XLtrqpZCrKdXAaeXt4fVz65Gy89B7lcDvl8HplMJqr/xIkTqFarG5+1cIkYM1P2FeZ1/a424CrBV+zDqNi5i36uh2KzGI/Zr7ogtNFsnHXhcxVpo02tDm39hNYO12hYK1PK52uDy5UjR/ialaIRgc815GoHr0+WK0nF1x9J2qW5sWR5WhpfuwICAoZkSwyCz+WhKW2X0vMRDUHz8fNyk4yq5e8kbXMpOl990iqQxxrZuORxuWu0PFJe6TLj5ch6XWTI63W1T+aTW15w+aR1EkghICAeQ2MxaHC5T+iaS6lr57k7SbqFXHVK2eRb5nwyJIHchmMjSk0bQWtt8BGSq1xXnriRvosUZJ0uq8lFDK70dEzEQG7FYDkEBPgxVBaDHDlr39rHp0A0V4d2Xub3ySgtC1k+lzeJJaFZPJpsUom6Ru2+ulx1yja43qXAy/G5kfgxcIFUZVDfdc9cdUrFT6RAn0zmwiO/kRX1AQFXE4aOGOQbugjSxSMJhCs7l9L2HfPZRbJeXqZrJJ10pKq5g2RAV16PIzytDs2akf2hKV1XWym4zvPEKV1S3K6YhEwricFFQHSviBS45WWt7VkHE4ghIGA9Bp4YNGuA/5aQSsynAKT7SJ7jZfIPXdN823GkIOXU5JajaZc7xXdOK9cXUNcsLK2/XH2pWUOaDPKcJBK5n5FWh4tEZBu4ZUMLJZvNZjS7TCsjICBgCIiBoI2YXSNITVFTOnnddc7l7uHE4LJatNF4nJJ3LaiTrimf8tfkj7NSfCN1WQ791t58xmXXFLuPPLX6XCQW11Ye5+GxBQBotVpoNBpoNBpotVo96QMCAi5gKIjB5T4C9EVq2qjd5T7RypHp+EhUuktkHmmp8HTcdcJHrJpMMo+2wM3VFpnO1T5ZBwB1HYNMp1lPtKeVSxZ+rM340urTrEKNrHh+kocTA1kL7XYbjUYD9XodrVarZy1EQEDABQzFrCTXVgbSvUTn+LeWzrcBnjaKl+W5wBXlRvLEuZtclolWBs8XZyXItC4ZpDL3uYZ8x/yc65Wrrnd0y37Q2ixJWdbdbrfRarXQarV6FkgGBAT0YiiIwec+0OAK0spjn9Li5ciRsixHQpteKkfBLstGysLP+cqV8seRjdYfG4GrPVo9rj6Ls2g0ebWyXauwpVXjW9kdEBBwAUPhSiJI15A8BtzKR1NkWvmuD/nWNYWlWTDa+gfXCF66neLWLXCZtNE1dz+53G+aRaS12QfZj3KfJHmfeD7tvrjycMuC9xHvD61/tHUovK6AgAAdQ0UMgFupSCXlIwC6TtBcEr7RvFSaSUfnvjZJJFHOLnLQXGyaPDLATdNx+RRSV/1SOWtyx7nAOJH4rCZf+7VzrnZf7GLBgICrDUPhSuKbo7liChw8rUuBceUpiUbmjXNn0G9fep4maVm+9rncIVqMhdehle0iP01eFyFupF1cefMZXq7yZN+65JLPBd/skC9w4xsIBgQErMdQEIMMOF/MiM9lCfA65HXfS2m0c9x94conf8sguGt/Jrk9Bs8r28nzyXMSsm830p+8DFmnT544S0b77dp5lo5d716gnW2BNXLIZrPR7qqBHAICdAy8K8mnuHzuCq6EaBWsdo2PXjXLQZbtQtyIlq+85XW6Rto+MtFcSFp95BpyudR8bqI4K8BlucWRg9ZmaUXwNsoyZH1x8SVakU0roLPZLHK5XCR/WMcQELAeA08MQLIAs0sZUVq5nYUrBuFKw0fu/D0QxqxfJKW5TFzKXlpA2rdLQWtWlGaJxMFnPWkxAGnRxLU9yXU+c0jeA/mCJFeZ0sVGs5Da7Xb0Tgbevk6ng1arFds/AQFXGwaeGOQomUOzGHy/pctBuoBoVBmnTDU3iiavizh4Pkk6muIlS8NVDqXnweQk20pI1xUfRWujdd9IXyNBV5/50rhIxxVT8Vk3pPjp3mazWaTTaeTz+ciiqtVqaj8FBFzNGHhiAPyKmJ+XJGCt7XHhaIFmXoemNGUdPC8fTfsWZslyZf0u5caJxaUkXaSiWVnS1SXlJpebL7CtEZq0XngaTlwy4K/l5W3n5WjrSLT+0iYo0MI2Tv7ZbHbdfQgICFjDUBADEB9rkK6EJNaEVEr8RTP8uqusuBGyVHQuv7+mLF0kwtNraXl6l4xa+dJdJPssbnaWRsqu2AaXQVpDSd1P2m8JbgERMQAXZii5LI2AgKsdQzMriX+7wBU5QbpFuKtEjnLlnkxSsfuUjzzm+eVCK03Rade0D08X108+cpGjb6299K1t8Kdt/aG56CRkGVr7ZD9upE80EqXtL+i94dzKCwgIWI+Btxh8VoJ2nl/3jcTly+pdbiJ+jpQZd+1I14bL3ULQFDTPr0FTyNp2HTIPtwR8I2NfnIRG9LxMLZ2UX+tXeZ1PPZWxDX7fZJ9qU4K1dlA/URkUiKZ6AzEEBOgYeGIA9O0SXOni0lA5XOFpxCFH9Zo7SZZD5/ixS7FJwiJFp231oG36J91Cri04tNG7a5TO+1E71tpO7eOztVzp5cIyrW+5laW9GEmzyqQVqN0rDiLVMFU1IEDHUBEDh+ZfdikZfk5zLWl5eT10nSsfzd8t3SPaql6eXpKFy0Ui28DlclkjLjeOy/VCVpTPsnCRDbeoeJxGa7cMdrvq0Swd+VveM9eW4S4CihtABARcrRgKYgDWu45cQUfpPtKOJTFoytDnEpKKS1oc3O1Do2n69r3ERuYHepWn5jrxuXe4fDTjSPYZH/Vr/eEiIF8wWtbN+5TqlPLLvtXK1OrmFhi3WrR77ho4BAQE9GIoiCHp6E5zjfjcQVxBxL1HwafwOFwrrF0KSVOMXIFLcpG+eF7ORgLcNHWTXlZDilSO+jlc/eLqKx9kuzmR+srT8pFsvC10jt/7jcoYEHC1YiiIgcM12tfcDPyYFKq8RnkJpBTJH665Hqgu10Iwnl5zDblcRtISAHoVH1fYkgB5uT5FyC0SSVyUjhMMbUSn1Sf7grfB507SyJD6nOrkeV2zmHhf8bbx90a76pL3KyAg4AKGihh8LgCu2DgRSEWnWQy+uuhYszak8ufnJUjxSbcOXdOIw/VbutF8xKOl5XLy6ZtxlpnmxtHIzCW3lF3WKUnDRfSyDs2lxuXVNiAMpBAQ4MZQEQMQ7xdO4j5wvcCGp+NlyfyuD3cBuUapAHpcJq4Yh2tULNulKcM4wtMsAB+h0bdr7YGm7DX5XGTni+VwcEtAaxfQ65JKsl4iICBgPWInchtj9htj/sEY84wx5iljzM91z08ZY75ojPl293uS5fklY8wxY8yzxpjXs/N3GmOe6F77A7OBYVuSOINmUcg8WhCSX9NGq13Z15EA31uJ0suRadI2uRQwD0S7lBqvWyOkpG2S5Wlwla2Nyl355XXZXv4tLRzZdq18SQaaVQIArVYLq6ur2OpnOyBg0JBkhU8LwHuttTcDeCWAdxljjgB4H4CHrbWHATzc/Y3utXsBvATA3QA+YoxJd8v6KID7ABzufu6+FOGTKl/aetn1oh8toOsa7cuyfW4QTYlqvn3p3/eNdDWXiMtdosklVy0TwdELbGT/yjrjyFSTPU4+2SdaPxujr4OQfS2J1vWbzmUyGQzisx0QsJWIJQZr7Rlr7aPd4yUAzwDYB+AeAA90kz0A4E3d43sAfNpa27DWPg/gGIC7jDF7AIxZa//Zrv07P8nyXDa4lL5vMZN0r/Bv6XbxuaHkCNXnJuLp6VgqTV4On0XkU7iSTFwEE6e04ywBLR0nDo0YZT9JeTWilHJoVppMK/tcszxSqRRyuVxEhsPwbAcE9AsbijEYY64H8DIAXwGwy1p7BlgjD2PMzm6yfQCOsmwnu+ea3WN5fkNIMrKk4zhfu0vR8W8trc9S2Eg74hQbJyauREmZ0TkJ7meXI2TXqJ7q4f55YP2CQF6vy3WltUnL6+oTeQ9cFpS0NOQkAy0ozdsi1ohcjy1+tgMCBgWJicEYMwrgLwG8x1pb8ShB7YL1nNfqug9rZnk0StSgBVG1NK7gI6tP/S1HmjQVktcnlSQvQ1OIfMopKWH6TaNhl9KUylu6SfhxOp1et5LZ5ZrS3FnaKmiXBSKva0rZ1TcayVIZXAaNnGSdSd57oVll/Xq2+XNdQMlVR0DAliMRMRhjslj74/yJtfYz3dPnjDF7uiOqPQCmu+dPAtjPsl8D4HT3/DXK+XWw1t4P4H4AyGaztiuDJpfz2Kf8pbKRbiRNcQLrN9GT/nWu4KWCpWM5TZUre01xURo5L1+SiiQAAD1xFa1dcsQv5ZNkQcSluXOkoucuG0l8XA7u7vORN+8P3leuDQ3ls+Aqt5u2L882f67HzFSYEhUwsIglBrP2T/pjAM9Yaz/ALj0E4O0Afqv7/Vfs/KeMMR8AsBdrgbivWmvbxpglY8wrsWauvw3AhxLUH71URbMKNGXgmuFCioqPUrlipgAs92dzReKa88/9//SieS4Lr4dG8q1Wq0dm/oYxaTXQgq9UKhXtDirbK60WnoZIhafLZrM9snISoV1IJZFQf1BbZTv5JnqSvKheesWmXEBIW2MbY3raS2VR3/K8nBz4faDJBhrpkgx0rvtqzy15tgMCBhVJLIZXAfgpAE8YYx7rnvtlrP1pHjTGvAPACQBvBgBr7VPGmAcBPI21GU3vstaSxngngE8AKAL4QvfjRSqVQrlc9u7cSZAjXDlKlKNvAlcamgIkkPJy1cfJRcpFiopWEkti0JQm5aU8fHYVXZOuKD76J3k1OaVy5yN3qotklJaMMUZtJ+WRslG5XClLAuXvTOBtpjq5vJKwqb2yj2XcAUBPH6+srND9fO1WPNsBAYMK4wvQDgKMMUsAnt1qOQS2A5jdaiEEgkzJIGW6zlq7o99ChOc6MYJMycHluqTnehhWPj9rrX35VgvBYYx5JMgUjyCTF+G5ToAgU3JcTrnCK6wCAgICAnoQiCEgICAgoAfDQAz3b7UACoJMyRBkcmNQ5OAIMiXDIMoEXEa5Bj74HBAQEBDQXwyDxRAQEBAQ0EcMLDEYY+42a1sbHzPGvK/PdR83a1soP2aMeaR7bsNbMV+iDB83xkwbY55k57Z0O2iHTL9mjDnV7avHjDFv6LNMA7Et/AZlDs92eLaTyLR1z7bcwmAQPgDSAL4D4CCAHIBvADjSx/qPA9guzv0OgPd1j98H4Le7x0e68uUBHOjKnb4MMnwvgDsAPHkpMgD4KoB/hbX9fL4A4Acvs0y/BuAXlLT9kmkPgDu6x2UA3+rWvaV9FZ7t8GwP87M9qBbDXQCOWWufs9auAvg01rY83kpsaCvmS63MWvslAHOXIoO5zNtBO2RyoV8yDdW28AjPdni2k8u0Zc/2oBLDPgAvst/93sbYAvhbY8zXzdqOmIDYihkA34q5X7JuVIZ96M920O82xjzeNcfJrO27TMazdTYGp6/Cs61jUO/XVflsDyoxJN6ie5PwKmvtHQB+EGtv9fpeT9qtltUnQz9k+yiAQwBuB3AGwPu3QiYjts72Je2nXBuov18Iz3ZyXLXP9qASg2t7477AWnu6+z0N4LNYM5/PdU0ymGRbMW8GNipD4q3OLxbW2nPW2ra1tgPgY7jgauibTMazLXz3+kD0VUz9fUF4tpPjan62B5UYvgbgsDHmgDEmh7X37D7Uj4qNMSPGmDIdA/gBAE/iwlbMwPqtmO81xuSNMQfQ3Yp5k8TbkAxdM3PJGPPK7iyEt7E8lwX0gHbxw1jrq77J1C3Dty08MCB91UV4tnUM3P26qp/ti42Yb/YHwBuwFoX/DoBf6WO9B7EW2f8GgKeobgDbsPZi+G93v6dYnl/pyvksLtNMFgB/ijXzlV4b+Y6LkQHAy7H2QH8HwB+iu6jxMsr0fwF4AsDj3QdzT59l+h6smcWPA3is+3nDVvdVeLbDsz3Mz3ZY+RwQEBAQ0INBdSUFBAQEBGwRAjEEBAQEBPQgEENAQEBAQA8CMQQEBAQE9CAQQ0BAQEBADwIxBAQEBAT0IBBDQEBAQEAPAjEEBAQEBPTg/wfZBaDmdXCIOgAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -546,7 +537,7 @@ }, { "data": { - "image/png": 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+ "image/png": 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -565,7 +556,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -579,12 +570,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "good size 871.2004785483297 \n" + "good size 710.0182739926768 \n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -603,7 +594,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -617,12 +608,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "good size 693.8708638612675 \n" + "good size 928.7577098448768 \n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -641,7 +632,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -660,7 +651,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -679,7 +670,7 @@ }, { "data": { - "image/png": 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SHgfw54N/yBqA/z3G+P+EEH4M4M9CCF8F8A6A3xuU/x6ALwC4CqAD4PdH7TClbDRLV4Y9ZHnNaraUsYzbp/qW58u2mea7u1rKPceilxaw5lGRvKNa6MAHu9ByUtS2OtfmyvLCysJ/OeOWZbTrPkooC8dwbzsc44QDE0OM8W0An1CO3wPw28rxCOAP7qO/oe9cIWvQlJ/0NHg7UkHLvrgMObmNst8p+cssfym3FYpKEallfZe1Ufab2pLjkH2P4jmk8ioJq7/4tGROzP+R3tsOx7hh7J98tkJGUnlSWa2+VHpSsVsWqmXZWn1KWbW2pFIrI5WUEo0xDhGZtvW21YYcB1n+VmhMtqf1Y/22xppS6pqnkArtpSCv0aj1HY5HDSdiryRAV/AcUvmlfqcIxKo7ShlNZi1sxevx42WKk5clMpAvGipLDGt98v7K5lmrwz0ZbZ5ylbEsV7bVeGp+tTJODg5HGmPvMQD7lVRO0pHKlYVs5MtsuNWvhSFyFG7KC9DksTwL7XgKKSVcJneZV6AhFUbTZJLj0BS6VZd+S+Vukfyo4SqHw/EBxp4YckIZOVayzC/kKDStDS6TRSCyfS0sIuVNWbiyH022VBjJQpki1vIxPHTFZeLykizWk+HaXKXCUdIIKDMIcnC/9R2OhxljTwyEVPjiIHVTVrtVjytbnrCm31riOrVthlSoKTlkvylL2vKSpOVeZlVbY7falB6PLMPLaW3xPu8XWp7C4XDkYexzDFZymCPX6reUkhbqSBGElE3bRkJT3prS4w9+5SS4ZahJKmZuteds/med42O0xiZlkQ/SjUriciyyDes6cFm1BLflYR0GATkcDyPGnhjK/nkty1/+zvEQ6HeqTY0ctGcQNPk02awX+mgKLUWAlrK2LP1cWPOU2plVI3Mph1VP69MiZf495SFpcC/C4bBxYkJJwAdKmJSElYC2FIhsi38vy1OklL618og+NY9E+0yFbspIQfudE9bRxihzBVob/E+GkbQ2ebvcO7KgjUuGwKxrbxEWl+Mw8hQOx8OKsfcYOLR/+FTMWlPEZdZlWU5AIqVgUt6K5RFwpaf1W6b0pGypOhoZyZcNabLKY6mkuEW42tyUhX9km7KeBY3wPIzkcNg4UR4DQSoyazO0gypYq5wWvybkhLQ04pLtloWUUuGW3KTyqJCKvywHoCGHRHg5eYz6k89r8L5zwoAOh6McJ4IYtCWRwLAipSd3U6EaXk/rg4P3lxNeqlarZl9aSERrh0O+IlSTS1r7dD73BUIa6eWGVyQxSJnK+pahJxna04jIWnGVIn85NicHh6McY08MUtlrisGqJ5GyvolctDoaNI8gty5XcvIBO01OflwqUKuOZUFr/aRCXSSjlD/VnkaMllfEz6VWFGmy5ozNKnfYXpXD8TBh7IkhBS2koVmP0vKXiorK8M9RZBgVOUrJsr6lV6KNQ/NcLDnkDqlSRs376PV6ADDkpfGcBH1aXoUli5R51FyCVs7KPzkcDhsnkhhk+EiSgeZl8PP8eJmi0upZ5bRwirSQrZU5ZZ6QFQqT/R9EAUrPpUw5yzmWskhvQ5NRzr8l+0FXDpV5S74qyeGwcSKJIQdaDD5HQadg1ZeQ1nNOu1Yyt6xOjldghdB4mZRMWj5AI+RUn2X95Zwv87Q0r2mU+g6Ho48TQwwytpwKGWnlrETyqHFqqQBl+1pdOm/V5eU1BavJmxun599T3pTmvaSIx/LSpDfAnzuRcnGkvDre52FY+QcNGzocjwrGnhjKFEmuxa+tbJHKzyIOWSYlj1SQmrwEa+O7UTyYHJn4WDRoZFNGoLlejfXmO0tOWVZuK57qT0teW2TipOBw2Bh7YiBoIaGUFyEJgJfRQku8HikjK1SieQdaEtciCd5eymK35iEF2Z8WQpN/o1jxVhJf1pO5Fp4Pkju0yvFrfctwW86cpPI5Wp8Oh6OPE0UMgG3Vp0I+UpmlFJ6mRGVZSTjWcfn0sCYvbzuVt7DmY9RzGiSZaTKn+qDENYWN5HlJELKdUb0R6xprctG5UebW4XjUcWKIQVr+KcWlxdFlWIOXlXVGaVPKJVEWzrEIwfJmLGhkp7WTOic9HPotPSh5zlLk/Dh5VBpZWiQr28ohWC2Xw2XOJT6H41HGiSAGrkDKrFhLOWvWpVWHJ0xzQkExDj95rYVveB35XRunJmsZRlF2WigrZalb88dheUh0jBOMNlYr5MWP55ADr2+N0Rqnw+E4AcSgWemjxIytOLqVlOTnrTatstwz0cZQFvPmv7lilG1oVn2KNDWFqClcDWUehzaP/P0S2lxIL8nyALlHonlslrxSzhxjweFwfICxJgZNocp/fKlky6xEfo7Oa8pNK6MpSYuUyuS0QiAUq69UKqhWq6a30ev1VAs9x7LndVKhFvnJy3AStGL4ZTvVatfOqm+RviQZ7ZP36XA4yjHWxMAhLXgZckhZvmWJR65ctMQ2/65ZzzycJNtN9Sv7IEKo1+uoVqvJJZp8e2y5VfaosMiLyybL54RktGtjEZ2W6ynz6qxrockk+9C2AXE4HH2cGGIAsO9hKYL1D64pB8sylpZvbiJZ8wRyiYB7K0QKtVoNtVptn5ckSYnPBZFCr9dDt9vNsoytJGwOuWjekRYS0khc65POSS8vlWOwPImyPBTNtUbkDoejjxNFDJo1aCmJlOcgCUCzXq3QTMo65p8WeVlEUKvVimPaOn8A+1YA0e9er1eEniqVCnZ3d80dUa25s8anKXFLqWphLOv6WJ6YFa6jMtr7NzRC0fqWXoN7DA6HjrEmBi1xbIUleGhAC1mQMuYKM5WboO/SctUUjGUxSyVHMlarVdRqNTSbTczMzGBubg6NRgPdbhfdbrfILRBxAMDW1hY6nQ52d3fR6/WKHEOv1yuIgD9PsLOzM5S4TcEiMY0EtZBNqg/tGkqPTfO6NHm4h5Xy6FJem0ZeDodjGGNNDMB+K1YL9eT8g2uKRyrxnFyEpRhlGemVcEKo1+tot9t4/PHH8bGPfQwXLlxAvV7Hzs4Odnd3AaDwACYmJrC7u4uFhQUsLCxgZWUFW1tb2N3dLUgihFDUi7H/0iBqT5uf3LFqnhNvi+/ISp8WGaXCbSmPQoaVtHmV10NrV5sDx4PH9xdezCr3ufPPPGBJHKOglBhCCN8C8HcB3I4xXhkcmwPwrwA8BeAagN+LMS6F/n/fPwXwBQAdAP9hjPFngzpfAfBfDZr9r2OM3x5FUO0fX57XFBKPSacsSTZeMyTCf1v9EKRnQoq+0WhgcnISFy9exG/8xm/g0qVLmJqaKt4AF2NEp9NBr9dDs9nE3t4eut0uGo0GarUabty4gdXVVXQ6nX2EwMNL1B8Pvcg5kGEWSQZyXngdjVBlWV6Ovpe9irUslKX9TnkllocQQsDi4iIAfCKE8Mpx3tsPI3IJQZZ3ghgP5GTf/iWAz4tjXwfwQozxMoAXBr8B4HcBXB78PQfgm0Dxz/YNAJ8B8GkA3wghzOYImFLIqThxyqq0yss+NFKwSEaziGUYq16vY2pqCpcuXcJnP/tZfOQjH8Hu7i5WVlawtLSEmzdv4u2338Zrr72Gt99+G9euXcPVq1fxzjvvoFar4dKlS3j66adx7tw5TE5ODuUnKEdBcvD8Rb1eR6PRQL1eL47xpbByrGUkLMsRGUlPiZfV+kgRgbbKio5ZclnX2rpH2u02ALwlDh/Zvf2wYlRSOKy6jsNDKTHEGP8KwKI4/EUAZBV9G8CX2PE/iX38DYDTIYRzAD4H4IcxxsUY4xKAH2I/2Wh9D/0uSxxa8WftN/+TIQfZRip8REo/pZRCCKjVamg0Gnj88cfxmc98BleuXEGv18Pa2hq2trZQrVbRarUKa5+Ud61WK/IJs7Oz+OhHP4pPfvKTuHz5Mubm5tBqtYZkoD4pnNRoNIq/ZrOJZrM5RBKyXupaaJY7V+TaOTmv1tvitPlNke8oxyzyaTabANAV1Y/k3n5YcRiK3cnh+HHQHMPjMcYbg+83ATw++P4EgPdYufcHx6zjpZAhIi1EkNsGr8+/c4Wem68gJacpL0k2FEKamprCRz7yEVy5cgV7e3u4e/cutra2MDk5ienpaWxsbBT5B5Kn1Wqh0Whgb28PzWYT8/PzOHv2LGZnZ/HYY4/h1VdfxbVr17C7uzs0V81ms1D83W63SFgTScVBLqJarQ4ls635O+hxiyA0D02DtYzYulY8J6GNRyN3gSO7tx02PLR0vLjv5HOMMYYQDi2TF0J4Dn1XHdVqNVUumYjUwhdM5n1xdS0UZMXKZbuybVmuWq2i2WziwoUL+LVf+zW02228+eabuHv3LlqtFjqdDsW70Ww20el0sL29XZAPxeRXV1eLZxUmJyfx7LPPotlsYnNzE1tbW0X/9Xod8/PzOHfuHKrVKu7evYt79+5hc3MT3W7fQK7X62g2m+h2u0OJbB4WkolkrlStMJR2jVLKuIzgeduH+VBaTjsP8t5uoX1YzY4N3NJ/eHBQYrgVQjgXY7wxcKdvD45fB3CRlbswOHYdwG+J4/+f1nCM8XkAzwNAo9GIQHr5ZA5IwVIbqfCEFl/XvJRUfJwTC3kL8/Pz+NSnPoWnn34a6+vruHfvHqrVKqanp1GpVLC2tobp6enC0u92u+h0Otjb2ytCQaurq1hfX0e1WsXOzg5OnTqFK1euYHNzs1DiGxsbaLfbuHz5Mi5fvowYI27cuIFf/vKXWFxcxO7uLiYmJvDkk09iamoK7733HhYWFrCxsTG0xJUIqNfrlc596pyVc+DhpxwP0PIw5HVK/c7EkdzbM2HuoVoW9aBI4fsLL6peA+/PvYrDx0GJ4bsAvgLgjweff8GOfy2E8B30k3Erg3+w7wP4b1hS7ncA/GFOR5pCtr5b3oH0Ciylrlm4Wl/8d4q0iBharRaeeOIJPPXUU9jd3cXq6ipCCJienkaj0dgXzqE/vhx1a2sLvV4PExMTqNfrWF1dxXvvvYfz58/jE5/4BOr1Os6cOYN79+6h1Wrh6aefxvz8PHZ2doqQ0cbGBiYmJvDEE0/gV37lV1Cv1/Gzn/0MP/3pT3Hz5k2sr68XXgXPmxA5WPNghXk0Eua70NIxqie399YImZ+zwoMHNSAGOLJ725EHSQ6ShPh5ec5J42DIWa76p+hbRPMhhPfRX4HxxwD+LITwVQDvAPi9QfHvob+c7yr6S/p+HwBijIshhH8M4MeDcv8oxigT2lrfQwpGU9RarFkjgFQ8XAuNaP2WKUVZjoih3W7j/PnzaLVauHPnDtbW1tBoNBBCwM7ODur1OmKMRUin2+1ib29vaAkrkQY9ANdut7GxsYGVlRU8/vjjuHLlCubn57G0tIQYI86cOVPIdubMGZw/fx6nTp3C1NQUZmZmCgX9qU99CpOTk3j77bfx7rvv4tatW1hbWytCWZwc5KZ98jkGOZfa/KWWq1rXQ15LSUSjhJf4tV1aWgKAj/UPH+297RgNZR6Jdd7yOBxphPu0rh4oms1mnJ+fV+PeJDffbE4qCCpLTxTL5Y608ofqal4FxeB7vd4+xSSfttban5ycxFNPPYUvfelLuHTpEhYWFrC+vl4kkzc3N4sH0ehJZgrp1Gq1QpE2Go1CpkqlUqwwmpiYwJkzZwAAu7u72N7exubmJqrVKrrdLkIIeOyxx/DUU0+hXq/j3r172N3dxfT0NH71V38VZ8+excbGBn7+85/jJz/5CV566SVcu3YNN2/eLFZMUViJ5pAUt/a6Tho7JeblvPHnOWjJLFfWvH3yonh/tFKLngi3INvi14rnWRYWFn4aY3x2lPvyMDAT5uJnwm8fdbcPBCcpt/CokMSP4gtYjYsHTsiN/ZPPQHlyk5eRZbnisfIJUrFZ5TS5tJAJgRLHjUajyCVsb2+j0+mg1WoVipEeaOv1eoXiCyEMfdbr9SKkQ6RBD8DduXOnOAagWI3U6XSKZaubm5tYWFjAzZs30Ww20ev1sLS0hFarhXq9jl//9V/HmTNncOrUKZw+fRqvvPIKrl+/jr29Pezs7BRK3grt8blM5XGsueJlczw92S6HJpNVxvFowT2IPIw9MVjhA5nk1RQ6ry+/87b4kkitjVSsu0zRxRixtbWF5eVlnDt3Dq1WC2IzjRUAACAASURBVIuLi9jc3Bza52h7exvdbhfNZrN4/iCEUISPBmvusbe3VyxpPX36dNH+0tISOp0Opqencfr0aWxsbGB5eRkhBDQaDSwvL6Pb7RbeyfXr17G4uIhms4lKpYInn3wSH/7wh/HMM89gYmICOzs7RXnKOdBeU3zscqWQnCMt5p+TB5Dzaz29PUoYSWvf8ejByaEcJ4oYSDFZiV7tmBbisXISVj5DhjukfBZh0Gen08Hdu3dRqVQwMzODW7duFSEaGRojr2BiYgKVSgW9Xg8rKysFOdCDcgCwublZPLBGYS/KWywuLmJtbQ3tdhu9Xg/r6+vY3d1Fo9HA1tYWVlZW0Gg0MDExUYRrZmZmcObMGTzzzDO4efMmbt26heXlZXQ6HcQYiyR52TxauRjtTwPPQZR5BWV9OxyO0THWG9JrSpqOc+RY71IRyTBUWSLTUoYpRcRzHFtbWzh16hSmp6eLMBJZ25VKBe12G61WC61WC5OTk5iamsLs7GyxColIpN1uFxvr3bhxAwsLC1haWkIIAadPn0a73UYIofAqZmZmijpErDs7O0VyeWJiAtPT06jValhYWMCtW7cwPz+PCxcu4PTp0zh9+nSx/QatbkolhuUcaSE9LUwkv2vEnJrz1LW37iEnkcPBSbS+T1Je5Dgw9h6DRCqEIBU/TzzycJFl4fOkcirOzY9bXgadp1BQr9fD5OQkNjc3AfQ9glqtho2NjWIZKiXCKd+wu7uLnZ2dghyoTdqFdWtrq1DyzWYT09PTiDFic3MTIQScOnUKALC+vo6pqanigTbySur1Os6ePVuQ0traGm7fvo0PfehDOHfuHJ5++ukiCfz+++8XSWjtWkivy7puqXcp0G8+r/I6lXkc8trI+ikZHY8WPKRkY+yJIaV4CVIJaJao5RGU5Q6sMJJlgcr2aaXRysoK7ty5AwBFKIheqkMrn2RYiUJJjUaj2EeJiIZ2XOWrd1ZWVorlr1oimpQ6Jbg3Njawvr6ORqNRJJg7nQ5ef/11TExM4Ny5c9jd3S1CYZTMthRrmbLmq8dy5lf+5qugUvkL7fpJeVKhLIfjUcdYh5JyEsG5oR9uSVrEwdvWFI4WipKWrKbcdnd3cevWLVy9ehXVahUXL14sLHVaXURJ5I2NjSL0RJ4BLRslUqDlqrOzs5iZmSlCUFSelqrSg3QzMzOo1WrFcxLtdhtzc3OoVCpYXV0tksyUP6D8QrfbxfT0NObn59FqtUqvlzW38q10msUvFTr/44RZRs7W9eJlysKGjkcHHlLSMfYeAyEVV7ZCSLxeGZFIkGIhZZnyVoD972Cmc+QxUJjmypUraLfbxb5H9J4FAEXoqNfrodVqFR7F9vY2er0eZmZmiuRyrVZDu93G1tZWISeRSYz9paXb29uFt0HlaUsMyjUAKJ6piLG/z1IIARsbGwCAxx57DJubm0XughOgpWClgk4RsSyjkYWWY9C8s7JrW5arcjgcfYw1MXCFHELYZzlaWzhreQOJVJw6tfqJ6qaOSyW2t7eHjY0NLC4uFonh3d3dIt9AyWh6ovn06dMIIWB7exsACnKiMBEpfbL06VWeFGJaX19HCKHYU2lpaQnNZnPoGQnag6nZbGJ7exu1Wq0gCgBYW1sDAJw6dQof+tCHMDc3h3feeQe7u7v7yEHOeVmIiG99wa+BRvI8/JQqz/tJeYUcTgyHh8+df8at74cIY00MwLAHwMmhTDmXHU/FqbWQhBVakjkQK/ews7OD27dv4+7du5iZmcHs7GzhScQYC8Xdbrdx5syZ4jkHWr1Eq5I2NjZQrVYxOTlZeAIUhqInpUl5015MtCU3rVTa2toqHrwLob8PEy11Jc/i7NmzWFlZ2RfX1+aUkwF5TtbcyzqynJW70OZUErFV34KHkhwOHWNPDAQtQSzPpxQIKVcJK0zBz5WFN7jlLNum87S89LXXXsNTTz1V7I7aarWKBPDe3h46nQ7W19eLN76FENBut9HtdrG5uYm1tbViOSt5C8AHW4MQMdBSVeCDh+Lo6Wt6MRDJRU9k1+v1YguO+fl5TExMoN1u491338XKysrQMwzaOPlvPo/Sg0h5a9b8jaLEZRiRjnG5Uh6hw/GoY6yJQVMG2j89HZcKPkfxyDADfaaehrbCVaSYZVnKM9y9excvv/wyqtUqTp06VWzHPTU1VexsSjLQ8tTt7W3EGIeSv9PT0wCAjY2Non/5oh2ShciQQlS0PLbb7RbE0Ov1UKlUsLm5iU6ng06ngyeffBIzMzPY2dnBO++8g9u3b6tjk3MvlbGsk0sGvA8KG+a0ket1OA4fJzGc5MtVdYw1MUjrnaPMa5BKX8bFrdCSRE4cnPdDoRR62pqUcK1Ww9bWFq5evQoAePrppzE3N4eZmZnCsqclqGfPnkW328Xy8nKRXI4xFpvjUY6BJ8b59hq0KokSyACws7NTtEVvi6PN+uip6hhjIWun08HU1BRWVlawsLCAzc1NNVxWpqS12H8Z+cr5lJ6edQ2tviXp8/OOw8VJJAfHfow1MRCsOD8/fz9tyzZ40pMfy1kOKc/z5w4qlQqWlpbw+uuvY21tDU8++SRijJibm0O1WsXs7Cw2NzeLUFCM/W0oKDw0OTlZxPxrtVqxpxHlEIgoSPZer1cofFqtRCEreuAO+ODNcLRqiW/Lsbi4iDt37hQeRtnWIqkcjzbX/DcnnlT4zvLitN9WmFCr4zgcODmcfJwIYtBCFjl1UklhQsr618pq1rIMo2hKimL5AIoN7ba3t7G3t4cnnngCExMTmJ2dLZLFrVYLZ8+exc7ODpaXl7G9vY2JiQmsr69jcXGxWIa6urpakAnJQonlZrNZeCMUkqJytFkfgOK1oBMTE9je3i5e7tPpdPCLX/wCS0tLRagqlWcYZS55nVRuhueILBKX/WkEo4UW3WN4cHByONk4EcQADJNDKsRUBisWTpDbYfAyMixRpvC44qNQTwihsMp3dnawurqK69evY2pqqiCHVquFGzdu4MyZM8VrPyuVCqanpwvFTltxt9vtYt8jAEUf9XodlUoFk5OTqNfrWF5exs7OTrHNNi11jTEObbnR6XSK9x6sr6/j5s2bRS5DkqwWZpNzYF0/69ppJJvK82jhQ0ksvF0PIR0dZPx+3IjC8ws2TgwxAPkbn+WEOKyQxCjtcnm00BMvL7e7oHc67+zsYGVlBfV6Ha1WC1NTU8XeRTMzM2g2m4W3MTs7i/Pnz2N+fh6Tk5PFg2n0LMLW1hY2Nzexvb1dvIeBwllA/3mJubk5dDqdQtkDwNTUVPFOaXp3xKlTp4oQlZTd8pxoHixizVHOGvHI46OGgFLXzXF0sF6/6Rg/jD0xpKx0KwRR9tuqp4WGeL5Bi6+nLFYrDs6XipInUa1WsbW1ha2trWKLi5WVlSKRTEtK5+bm0Gw20W63sbm5WbwljryEdruN5eXl4sU9nU6neHqanmtYWloqNtqjkBN5MlNTU7h06RJOnTqFhYWFobe2ye3L5ZxJRa7lFVL5opSHMUp+ySIX2a7jeKBZ6k4W44WxJwaOlBUqYYU3rOSjFapIJUxzNpTTYt/0nb+PgZLMFOLpdDpFXXq2YG1tDWtra7h37x4++tGP4uLFi4XSB/qb801NTQHo5zHW19eHXk1aqVTQ7XaxtLRUPLdAm++1Wi10u12022089thj2N3dxcsvv4x33323qE8JaG2e+Pj43HHFLj0LLVfA5057Qpq3aRGvBo0c3GsYH7g3MV4Ye2KwEpqpcpaXIYlA21KDny9TRJp8fDsNWV96HCGEoWRutVotlpxqsfaNjQ2srq5icXERW1tbmJ2dLXIJtNqISILCSNQ3bWS3ublZPODWaDTQ6/WwsbGBVquFc+fOYW5uDpOTk3jxxRfxl3/5l3jvvfeKHWC1xHPKE0iRqpzXFMGS/BqRWNdFehmjkIjj+HBUSWvPL6Qx9sQA7F+TXkYOWjxaKp8yT0P2nVIsmncAYEjB0ydtc0FPKpM1TsRBCp3qc8VHSjzGiNdffx0zMzO4cOFCQSi0f1K328XExEQRIqLnFYD+HkgbGxuYmpoa2jep2Wzi4sWL2N7exksvvYQf/OAHePPNN7GxsVG0K8NIfLsMOf+WEpdzyEN1fN74dcwN+1jXtyzE6BgvPGhycFIox1hvuw0MhyfotzyfazFaSt4qoyl8LY5Oq3j4W9m0/vgzDUQa/M1oVJ+Pk9qv1WrFLqzb29tYWlrCO++8U2yPzbfnJrkoeUzvZKB3K9BLfihJTQ/Nra2t4Re/+AX++q//Gm+88UbxEBwnL66syQvR5shKQMtrY3lhGhHL/svqa+2kCMMxPnDlfbw4ER6DjNHLODYvZx3j0JRGLmHQqpsUicjwCg8v0TJVHh4hYqEcAB8vV7J8P6StrS2srq5ieXm5eKah2WxiamqqIB/aabXVahWb5/V6vSJJTQ/MLS0tYXl5GZVKBXfu3MGNGzeKl/5wUqAxybHx49b1k+V5HUn6fI7lNdTCQ9Y1lm1boS7HowMnnDycCGIgaHFpKz6tKYFUWc0T4Jat3DU0RQaSPKTs/All8gbIaqc+KJxCbdHTyEQmtG13p9PB2tpasaX21NQUKpUKFhcXi4fodnZ2CiVfqVSKh+fm5uaKdzjMzMxgY2MDN2/exN27d4uH5jRPgUOz3nkZnkAm8HyB5jmkFgyk6vHyWrjRScHhyMOJIQYrqWmFFKwwhqwv49uyvqWkrLqW16BZrLT8M4QPVjiFsH/jOdoviJR0CKHwBpaXl4v3PdMrPPkW3rTaiHIFrVar2J213W6j0WhgcnISi4uLePXVV/Hmm2/izp072NzcLHITKUWrbcttWfLadSuDFSrSckdl9wAdoz85z46HG+4t5OPEEAOHVLBWKEHGvOk7hxWm4O1I5aaFrHjbnDAo9GNZ1VK5Av3VSVw2Thg8MUvbY9C+SadPny62t5iensa5c+fQaDQKT2BlZaXYJoM8i8nJSSwtLeHFF1/ESy+9hFu3bhW5Cmv7Czk33EvSrocchzaX2rVJGQA55GK1y+VyjC8OMwntpDAaxp4YLGsbGF61YiWhNVKwFJXVP33meCqanKnzlDeQCV2SU64EosQ1vbvh3r17xTMGc3NzmJ2dLbb0ptVJtASVnmVot9vY2dnBjRs3sLy8jNdeew0vvvgibt68ifX19WIPJ23+OPlpiXI5v3xn1BRhWNdYEokWvtOuQxlG8Vocx4f7fb7BCeFgGHti4NAseytJyc9TXc3atwhF65vqy/CJpcxyLGS+skcqSgIPeRAJkBdC725eW1vDnTt3cOHCBQD9lUuvv/469vb2cP78eXz4wx8uXgp07do1XLt2DW+99VbxVrmlpaUi30DKPGWla8SoEbScA4s0y8JA8pppnp4mC513IjjZkASRIgwng/tHKTGEEL4F4O8CuB1jvDI49kcA/mMAdwbF/kGM8XuDc38I4KsAegD+0xjj9wfHPw/gnwKoAvifY4x/PIqg1oqjVHkrNJQDzdMo8xqkUueKXyaxydrmVrdGCDx0xHc37fV6RbhnZ2cHGxsbWFtbw/r6OhYWFrC3t4e1tTV0u11MTU3h7NmzxZ5Ka2trWF5exvLycpFklg+wSUWcmkOeTOZjtax92X5q3lMeWE4oSPNS6HN5eRkAPhFCeOU4721HPqTSdxJ4MMjxGP4lgP8JwJ+I4/9jjPG/5wdCCB8H8GUAvwrgPIB/HUL4yOD0PwfwdwC8D+DHIYTvxhhfHUVY/k+dyhkwedQkshbXTnkOUplpSo6DbyRH5CBlJtl4EpS/AU4SG5EBHw9tqcH3WqJ8Am93cXERCwsLxR5N9NwDf5eDNl4LJL+2FXaqrkY2qeugzXtZH/Iekf3x5PPExAQ2NzffUpo58nvb4RgnlBJDjPGvQghPZbb3RQDfiTFuA/hlCOEqgE8Pzl2NMb4NACGE7wzKZv3zpBRKqo5WPie8oFm6UsnLshpByZARV/p0nJNDt9sdekhOtie31KDv/G1xtCUGHx95LXwzQFrlJPcjSs2hPMdDYLwNqsfHqxGANd+yn5wEtYaU1wP030kBoIu8Bz0fyL3tcIwj7ufJ56+FEF4KIXwrhDA7OPYEgPdYmfcHx6zjpTjIypGcEMYoISXNS9D6k+e136TkeNKZn+Ob3nHrVlPicjUTJwj+WlHaLoN2b93e3i72ZJJj5A/dyfatebHKpiz+nPnXyKAsfJjTVkbfR3JvOxzjioMSwzcBfBjAMwBuAPgnhyVQCOG5EMJPQgg/Sa0z55agZX3KUAwvY1mpKQuTg1vhKW9BysgVKLfgQwjF3kXSGucJZ01+OmYpck4ufEdX3hZX8ERaUlZNuXKPSs6vJA0uZ4p0rPwQP586Jr9r7SXI4Uju7V1sH1azDseh40CrkmKMt+h7COFfAPi/Bj+vA7jIil4YHEPiuGz7eQDPA0Cj0YiDY0NlUh5BGVKEYCkcLT+R40Gkkt9Ul7bb5g+6EbjVzx9uk31oCePUGLgsPAkuE+G8Ta0PLbFOcksi4DJr8tF5jeh5e7KdHAKR18O61oMyR3Jvz4Q5f4jCMbY4kMcQQjjHfv49AK8Mvn8XwJdDCM0QwiUAlwH8GwA/BnA5hHAphNBAP4n33VH6lP/IUkHLc3Te8iaMcQ21Tcfkcctil79JKcoN8vhx2hyPZCWS2N3dLf7kthLS4pbWvtzQT5OLE5O2+R+XU6snvQn5UB6/Dilonos2x6m518ZmnS+T6TjubYdj3JCzXPVPAfwWgPkQwvsAvgHgt0IIzwCIAK4B+E8AIMb48xDCn6GfeOsC+IMYY2/QztcAfB/9JX3fijH+PEdArtwTVp5pKWvtlNVPKdNU3RQ5AB9Y0qRI+XmeXNaStpYsXLlLEuPbaFhy8ZcNSYXOl9amvJIyRS29mtQnfZchoBRZWLCuC7U5WK76sX6Ro7+3HY5xRThIcveo0Gg04uxsP/cnV8BIlIUpgOFXc/I2U0qfrxqSRGMlXHk9vs02D7nQFtpcdl6P6lJOgEiF/9G7HWq1WlGHfw8hFMlnbf8l8la4Nc7loLHwHV9p3LVaDY1GY9+GeNIil7kRa4tya85lXc2Tk/MoX5TEQau/gP6qpIWFhZ/GGJ/dd/EfMGbCXPxM+O2j7tbxiOBH8QWsxsW8+LqCsX/yOZVf4AqMH0tZsAD2KdlUf7Ku7DNlsfK6mkdCn3xvJa5YuZLUXmZDCpqUnWwvhFCc58SghWusDQFl/sCqT2W4xyPHXjbnmqKXy4NTMlo5Iov0fRM9h0PHiSMGibKwRiocI+tYCdoRVrTsC8nw/qTHIRWvzItYFrUcA4WT+JPR9MrPGPvvcSCrn1vePOHMZZahJWvLcWvu5B5K1rxo4H1rIagyaHPFZdauu8PhGMbYEwMhpVhywkhS8VkKRIPWvhV+ssqlVvxo3odMtnKrWFrs9XodAIqtLYAPNucjT4Ir+ZQVT/3wfIhGVlQ3pbipvuVBpOppYSnL8pfzWgbLc3E4HH2MPTFoFrs8X0YYuYooRxatH3nOSpimCEHKqMXWeQiMW/HWck4rxMLb4KTFFbIcT4pIUt6D1l9KMWtJZ/7Jy/HvOd6IrONwOHSMPTEA5aEf7R9+FI+AQ9aXMf+cuql+cxQYlZOkQKAQkHxYjcJGZKXzJ6F5m7wNLaGrKV3Kc2hKno9L1ufEU5Y81giljCA08Dq5ROFwOD7AiSAGYL/Vb+07RMhJIsuycjWO1resJ5OyGolwZawpOk0ha4qTlCz9keLnMtCqH04MPPwkn21I9cNzEjKExcuVzXdZf1Yy3/I8tLqyj1SIS4aoHA7HME4MMVhJXW0FT0pR8GOyXcvCtIiCjvNP2SbfWZWvhLEePpPjswiDr0iSL9WhRDPPC/D2UyEdGavnRMP7l2EnTRmX5QhkX5oSz/EQNGgGgHa/OByO/TgxxACUW4IayKKWikwSiFTuKRlk/5qySYW0yixoeU6W4c8BENnwdzPzcRJ5aHLJJaqW9yBlSe1zRGUlYUhFnUoap4jauv6p+yI1LofDsR8nihg0Cy+lzMuS1tr3HOIpU4qybwp9pUijrB+poHl4hyAJgtfjISXZjiW7tPxzSI7OSetcG5NWRx63oHkqGlLXyuFw6DgxxGDFiukz558/RSBWfkLzEGSbqXwEt5jl0k1ZTjuuycFDQlyx04t4eNjKCrHx7/JcWa6Dy5MKFUlvx/quwVL8VphK61+2ZdVzOBzDGHti4Mq/7ClYDaNYiymloYVCrFBHSpFqdTSFqpFeiqT4OZ7H0MJLWl3ruMx3aBv4WWOROQ7ejkagvA7/npo7jlyioLJOEA6HjrEnBmD0ZYVcoUhFoyUjtZBJyhJOyWUpL81yt6x03pb1gJgWZpJluOfASULWSYWIeLiJ9yuXnmpzkhM608JN9FsSk3a+rH1+PHUvOByOD3A/b3A7MqQUiqZg+R8vo5XX2tSgkYqmnLXkKj9vyWu1aRFBylJPhXSsFUkppaqtoNLGqNW1ZNWuTQ4Zy3IpIrLq5PThcDzKGHuPQYuNjxJbluVSoR9uZWsKM6U8UzkKjRy0vi2ZUqGjFKwy2oNtWj1LPjm2lNfD66ZCSBKW95aClDU1R9wTcjgcwxj7/4ycmH+ZpSg9CKuMBcvKl1txl8md8lbK+rZ+W+1binwUGTSFnvJeLE+oTG4OjWC1h/I0GeU5rW2LwB0OxwcYe49B23yOfgOjxf8taKEneTzHc0hZuGVWfxkxpQgwJ8aeI78lk5UXKWtLyi9lKQtF8XMpj5HLmCuX5xgcDhtjTwyEVKJXWoG54Rep9KViz7UwyXvgbcg+U4lfrQ9NEVpKedQ4e1l4SNa3vAWLkDRykVa/nGPtmlmGgHbdebnDNBocjkcRY08MXGmkkpNcGVgKmJeT32VdWWaUkJEkGEsmSwZ5vCycZFngmjKVbYwaUuLHUvkara4mZ44cZR5aqn+HwzE6TgwxAHYYwbJEZTup47wduTx01D6k12GNS7ZrjassTJJSjnL+UhZ/mXdjYVSy1cppspdZ/Dn5hDJSdTgc+zH2xMChKfGUUiLlkFqBoz00p7WdkimVDKXvo8bAebnDUGQh2KtwZDjNgiynWejcW7JCZJo3VTbXWv7Gkjkn/OdwOGyMPTGkEp6aVT6KUud1SDnlxuZzQkNauZxEa1lbUnarfKqdsjCb1p91HXg/VruSGMrqWnJJ2fh1GyWnkENGDsejirEnBg7tH18qBZ7spN9WSIaDLz3NCT1oli+1k5K5zNPR4u+yTCq8pfUl20nF9VP9Wcix5C0yyCFKOSeSxA+i4D2k5HDYGHti0OLhoygCjTikUs9pzyIlq2xOXL1MUVrhr1w5LNlGUYghhH3vYtD6l++EsLwPSYKjylJ2/TWPSMrqnoLDkcaJIAau3MssY0APXfDzHJqikGEKKYssI+tZSill4UuZU3XLYutW/Vyvw5qnMnKUSpl/Lxt7apyazJrBYIXJtLCTJofD4ejjxD75TNBIoQyjKEOpSKxchFbO6jsla5lFn3NOIzSuOC3PJUUIqaePedmccYzifWltpa6D1ZYs66TgcNgYe4+BYClU+b3Mapd1eG5AKs6UdclDLKNYotKituLoUj5trDmeQZkcKcVaRgS8vKyT8iR4HTkXZbJrcy1zPWXkS+V8rySHQ8fYE0OOx6CFE0aJX49i7fMylidRZvVb7dNx+RyF1aYklZzkbo7ilO1pYRut/xRSMX8prxUKkjKVjb/s+msvTXI4HCeAGAB7rbsVP5ZWJFesZZYyT6LydnmfdDwHUqmnSGGUEA8ffxmR0XctB8CVallYTZOX2iWPi5ctI+cyz8qSRY7P8ro0j4CXcWJwOHSU+tIhhIshhP83hPBqCOHnIYT/bHB8LoTwwxDCW4PP2cHxEEL4ZyGEqyGEl0IIn2RtfWVQ/q0QwleyBEy4+5YFyxVmWTyayaa+newgVrNFKpZMWjneluUp5PSnjVGOTatrkZLlNVkhJG0u5VhSbVjQ3m+thae0Pnj4EMBHjuvedjjGFTlB1i6A/yLG+HEAvwngD0IIHwfwdQAvxBgvA3hh8BsAfhfA5cHfcwC+CfT/2QB8A8BnAHwawDfoH+5+of3Ta9AUzyhhkJxwiPytEYr0WCzFJi1+rV+pGFPQlHAOOKHwYxpJpEJTqTFrx1KEkuq3zAAQeH+c722H4zhQSgwxxhsxxp8Nvq8BeA3AEwC+CODbg2LfBvClwfcvAviT2MffADgdQjgH4HMAfhhjXIwxLgH4IYDPZ/SfFXJIlZfKWFPOAIYsUEuJyX6k5ZpS0lLRpSxlrb0yD0Q7lqsky9pNjaGsH2s+UuOVZbQ+c9pKEWG1WgWAzqDOkd/bDse4YqRlGSGEpwD8BoAfAXg8xnhjcOomgMcH358A8B6r9v7gmHU8CW5BGzIlj1lWLm+fPnMVrFT+kmgsJWkpKtm+FiKxSIXaIpLin5qMmoK1CNEagzZfFsnIcFyKBFPHLTnksRz5DdJ+Ckd8bzsc44rs5HMIYQrA/wHgP48xrgpFEEMIednY8n6eQ99NR6VSKV5kr5QbUk6aBwCgqM8VWI61qcXgqT6XQasvz/NzVv6DJ295O5wYNYtZKneL/KycgkYgfL7LQljaXNJ801itmL/8DQznlLQ25BxrskloRCjOH/m93UL7MJp0OB4IsjyGEEId/X+c/y3G+H8ODt8auNEYfN4eHL8O4CKrfmFwzDo+hBjj8zHGZ2OMz5KC0SzQVMiBPkkJcEWQCjloFrQi3766wP5kqBZi0sIve3t76PV6RXnZhiYr/83rWWMqa8MqJ79bv+U+Uyni0MYv58kiHOs6aTIT5H2g1A04hnu7jua+eXE4xgU5q5ICgP8FwGsxxv+BnfouAFp98RUAf8GO//3BCo7fBLAS+2759wH8TghhdpCY+53BsbSAg5VCcsWQtrpG8Oy0ywAABLZJREFUWvNWPf6bl+d9audz2tAs9jJ5+XmtrdQfb9eyluVcaPJrq7G4srfGbYX5pHzWaii5JbrWT2q1WGqOtWvEyw/G9ySO6d52OMYVOaGkfwfAfwDg5RDCi4Nj/wDAHwP4sxDCVwG8A+D3Bue+B+ALAK6in9j7fQCIMS6GEP4xgB8Pyv2jGONiquMQAlqtFkIIqNfr+0JK3Aoc9KFamtVqlRKN++pXq9VCSfR6vaG+6bNWq+1TSFQ35WFUKpVCbhkKqdVq5pPTJE+tVlOVG5dVWsBSGcdBaIf+uBdSrVbR7Xb3zTn/pHpyTlMhPt6GNu+9Xg8hhKEwH33n46Vro/Vdq9WGrjuNl/+u1+tFPZqfXq9X9DmofwbAv3fU97bDMc4ImpU5LgghrAF447jlUDAP4O5xCyHgMuVByvRkjPHsUQsxpvf2Sbhe44CTINN93dfj/uTzGzHGZ49bCIkQwk/GTS6XKQ9jJNPY3dtjNDcFXKY8HLZMvouYw+FwOIbgxOBwOByOIYw7MTx/3AIYGEe5XKY8jItM4yIHh8uUh4deprFOPjscDofj6DHuHoPD4XA4jhhjSwwhhM+HEN4I/S2Ov15e41D7vhZCeDmE8GII4SeDYyNvxXyfMnwrhHA7hPAKO3as20EbMv1RCOH6YK5eDCF8gZ37w4FMb4QQPseOH9q1Dce8LfwBZfZ72+/tMnmO977Wtho47j8AVQC/APC3ADQA/FsAHz/C/q8BmBfH/jsAXx98/zqA/3bw/QsA/m/0t1b4TQA/OiQZ/jaATwJ45aAyAJgD8Pbgc3bwffaQZfojAP+lUvbjg+vWBHBpcD2rh31tAZwD8MnB92kAbw76Pta58nvb7+37ubbHfV+Pq8fwaQBXY4xvxxh3AHwH/S2PjxOjbsV8X4gx/hUA+fTssW4Hbchk4YsAvhNj3I4x/hL9p4U/jUO+tvGYt4U/APze9ns7R55jva/HlRiOexvjCOAHIYSfhv6OmMDoWzE/CIzrdtBfG7iv3wofvKDmyGUKJ2PrbL+3dYzr9Tr2e/s47utxJYbjxmdjjJ9E/41dfxBC+Nv8ZOz7aMe6nGscZBjgmwA+DOAZADcA/JPjECKIrbP5uTGaq3GA39v5OPZ7+7ju63ElhqxtjB8UYozXB5+3Afw5+i7iqFsxPwg8kO2g7wcxxlsxxl6McQ/Av0B/ro5UpnCE28IfAvze1jF21+u47+3jvK/HlRh+DOByCOFSCKEB4Mvob3n8wBFCmAwhTNN39LdQfgWjb8X8IDB220GLmPPfQ3+uSKYvhxCaIYRL6L8n+d/gkK9tCMe7LfwB4Pe2jrG7Xsd5bx/7fX2QjPlR/KGfZX8T/Sz/PzzCfv8W+qsJ/i2An1Pf6G/P/AKAtwD8awBzg+MBwD8fyPkygGcPSY4/Rd993UU/LvjVg8gA4D9CPzl2FcDvPwCZ/tdBny8Nbs5zrPw/HMj0BoDffRDXFsBn0XenXwLw4uDvC8c9V35v+719P9f2uO9rf/LZ4XA4HEMY11CSw+FwOI4JTgwOh8PhGIITg8PhcDiG4MTgcDgcjiE4MTgcDodjCE4MDofD4RiCE4PD4XA4huDE4HA4HI4h/P/JirblVkAb3QAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -693,12 +684,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "good size 710.0182739926767 \n" + "good size 871.2004785483298 \n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -715,7 +706,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 10, "metadata": { "scrolled": true }, @@ -724,12 +715,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "14 regions\n" + "1 region \n" ] }, { "data": { - "image/png": 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\n", 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AX18fMplMNAS1Xq+jUqlgdXUVpVIJlUoFlUoF1Wq1zSZ+zeQENCkLuWaA0zFUH+3n9WujvGRZfg84WfvuiayHQ9bhwY482wHxMJkMTC4HpNNAswlbqcDW6ztt1ksKV0sMr7XWXmz9g3zdGHPSU1b7b1S7bcaYBwA8ALT3OMkhaS+d10iCOzrNufheM+lCEm1dk43I8fKeusyTyBwC2aO9YCabzaJYLGLPnj0YHR3FwMBAZFOxWMTo6ChGRkZQLBaRyWRQq9XQaDRQq9UwOzuLixcvYmZmBrOzs1heXka5XI7K0LXRCJKPQJJkrN0XWYb/9l1vTphadMGvkbbdd48SRgtb/mzz57oPxSQ27GqkikWk9o7B9uVh8xks3DqCF/9GA7e/7BxePnQJ49kVlJtZPLF8CN85N4nCI/049J8vo3nqbCCKq8RVEYO19mLrc9oY80Wsh89TxpiJVo9qAsB0q/h5AJPs8MMALjrqfQjAQwCQyWSifzCt56/lHXw5BPmdy0KaDCXrlW3yKEEmxjXpiBMDr9uVK+ESEW3LZDIoFAqYmJjALbfcghMnTmBkZATVahVLS0sAgMHBQQwNDWF4eBh9fX2o1+uo1Wqw1qJcLmNhYQEXLlzAyZMncfr0aczMzGB1dRWVSiWyT7t+fFa0XNZCSjv8ukpC0K6rBm2pDddxm5SHVFyLZ5s/10NmNIyldSA9Poaz770Jb/zRR/ETe76CsdQasqaJI5kc8ia78YDxZ4GjQON1TXzrF4D3P/P3kP+dUfR/5S8DQWwSmyYGY0w/gJS1drn1/UcA/CqALwN4B4CPtD6/1DrkywA+Y4z5GICDAI4DeLTDNhPlGeLKu+pOup87IG3YqSYdNZtN1Ov1DUlkOpYcfjqdjsiASzm0PZPJoFgsYnx8HDfffDPuvPNO7N+/H81mE2tra7DWolqtIpVKYWVlBSsrK8jlcpGclE6nMTQ0hOPHj+P48ePYv38/crkcTp48icuXL8MYE5EDnR/Z6Vt4T14bSdAJ5ZvoWid9C5y2TZK+/J6g/W1/tgPWkb7xKCq/1cATN38c2Sh/X0h2rEnhtX3Ao6/8As7/xgpe9/oP4qYPPYFmqXTtDH6J4moihv0Avtj6J8wA+Iy19o+MMd8G8HljzDsBnAPwNgCw1j5ljPk8gKcB1AG8x1rbSNIQd6QuB+OSJlx5CL4trk5pi9bbl8Sg5RhomCevgwghk8kgl8shk8lsiBBIOurr68PIyAgmJiZw3XXXYXJyErlcDpcuXcLy8jKq1SoqlQpyuVwUGZRKJTQajWiEUl9fHyqVCtbW1jA2NobJyUksLy+jVqtFvf90Oo1yudxGZPz6UjkfScjoTssjaHmGJDkAX05D3qtNYtue7YB1ZA7sxws/cwz/4H/4I3xg9AyAqxvUdTgzgCf+u1/HHdX348Zf/g5spbI1hu4SmK0Mv68FMpmMzWazkQORo4x4r5rr2FKG0ZKcLjLxJZwpT8B/axKSa8gpd7TpdBq5XA65XC4aUkoJZCILIoxCoYCBgQEcOnQIR48exYEDB5DP57G6uhpFBtVqNYosarUaKpUK6vU6Go1GdC0ymQzy+TwARFJTpVLBCy+8gJMnT+KFF17AzMwMlpeXsba2FhEGXWcZzZC9MtJxRXXaNY9LYCcldFdU58OFCxewtra27TPjhsyofbV5w3Y321Uw+TxSRw7jhbfsx99/+9fxgdGTLErYGiw213Dn59+Pmz78NBotmXU34BH7MJbs3Kaf656Y+ZxEipC9Wt8xWq6Al5UjbrjT4tIRfbqiA9cENRpNVCwWMTQ0hIGBAfT392PPnj0wxqBer0f7BwYGMDQ0hHw+j2KxiL1792JkZASZTAbNZjMalZTJrN/K/v5+WGuxtLQUOWyymYaqUjSwuLiIpaUl9Pf3Y3x8HLfddhtGR0dx6tQpXLhwAcYYlEqlKDchIx361Ia4ygiPvst8hLwvcQ6fo9FoxK5d5YJM8gdcG6THRlF9xfWoF9No5gwWr89gdbKJ9OESfujIGfzcvi/gnrxtEcLWT/0YThXw9N/7OP7u7T+B9AcnYf/qqS1v46WIniIG2dv09foBPRHt6s0S+OibZrPZtsyDJAP6o/kBrlnE3JmSpFMoFDA2NobDhw9jeHgYg4ODmJiYiBz8yMgI9uzZg3w+D2tt1NO31mJtbQ2Li4solUqo1+uRXel0GvV6Hel0GoVCISIPXo7KUjsrKyuo1+sYHR3F/v37MTQ0FNVD5wMgIgd+LpwAaB+/vhrxar1/Lidpx2p1SIJyIUl9AVsLk81h/v67sPRjK3jXy/8//P2hr6DPpJFCCsVUTpS+9kuf500WX7/5K/jl330FvvOTN6Jx+uw1b7PX0fXEIHucWlQQt0qnr14JLllRu/Qph5aS06/VatFcALmPRu+QbNTX14f+/n6Mjo7i6NGjuPHGG6MhpcPDwygUChgZGcG+ffswODiI+fl5vPjii1FegKSjUqkEay0KhQLy+XwUaZRKpSiSyOfzSKfTaDQakX3pdBp9fX0geY7qnZubw+DgIAYHB3H06FEsLi6iXC63RUJELjzHQNAiCo3I+b2UkNt5LgdoH6EkozlJOElyFb7nIGBzSPX14fSHX4m/+Jl/iX3p/tbWfu8x24V/tu9J3Pprt2Hyp/vQLJd32pyuRtcTg3Q+EtyJUxkZJXBZQzoMfqw24Yrvo7ooIqBedaPRiKIBANFv4EqUUCwWMTIyggMHDmBsbAwHDx7EiRMncOjQoWgoaSqVQq1Wi+YVGGOwtraGlZWVaJ4BlTXGoL+/P8onUORCuQUahTQ4OIj+/n5UKpUoEV1u/VMQYdXr9SgBnc/nMT4+jiNHjmBhYSGSkigRzSUxl3PXJhdyIvE5Y1e9rvsinwnZgeC2ckkwiTwZkBzp/fuw+DduQO0ds3js9o9hONUdZCDxF/f8Dn74H3wAe38rTEr3oeuJgeD7R+bOJC5x7HrHAh3LHbrUoWXvmSaEUVKXbCQJh/IJxWIRExMTuO2223DzzTdjYGAAfX19KBaL0dwDOofl5WWsrq6iXq9H8hGREpd2KOlLpFAsFpHP5yO7aPgqJa8HBgaQz+cjgiFyoMiC6q7Vaujr68Pk5CQWFhawurqKWq0WnWu1Wo2uCZ/rQPbw6yWvc5wzlsd38oa1JKRB5UJeYeuQHhnGmfffgn/8tq/gHUNfxkCqD0mHl+4EhlMFvO99X8Bnvv1G2L8M+QYXepoYXMMleWTAj4mTj2Td8jcfXcQngRlj2n7T6BxyyNdffz3uuusuvOpVr8LevXsjOYiGmFar1Wh46eLiIiqVCqy16O/vR7FYjHr1lDyu1WqRREQSVT6fRzabjXr2JG8tLy9HctPg4CAqlUoUHfC8g7XrS2bMzc0hl8thz549uOOOO6K2qTxFSXTdZO9c9spd99IH6bw7LR83lNUYs0GmCugc5pW3oPYvl/Ddl/1Ga+JZ306blAhvH5rBn/2bH+DFtx1G/YXzO21OV6JniEGDlnjmvU1JCpuRDni+gPfG5RBO6Wiy2SxGR0dxww034J577sHtt9+O4eFhrK6uYnp6Gqurq5FdXJ+nxDE5+LW1NWSz2Si/QM6cSCKbzcIYEy2M12w2kclkYK3F6upq23wEikDqrdmgFAFQpEDkSBPdJiYm8IpXvAJLS0tRPfV6HeVyuY1Q+HXSljDX9P/NQNYj729chCCJK2CTMAaLP/1qfOBXPoufGlgEoMxG7nI8NPkN3PLRd+Do22dCvkFBzxCDrwfpSzTKYawaXPITjxKoZ0/5AyIFkpAI6XQa+Xwe+/btw4kTJ3D77bfj+PHjAIAf/OAHWFpawvLycjTSiOyjnEChUEAqlUK5XEa5XI4WuVtbW0Oj0UChUEChUIjkIGqbnD/vzdNnpVKJltEgyYdyEkR49Xo9ijwajQampqaiWdI33HAD5ubmIpvoOnBC46O5tGG+vvsi73EcgV9NYrmTSCRgI1J9ffjBL96J//jA/4kT2e7MIyRB2qTwyF9/CK//uV/Evk/8t502p+vQM8Qg4RsSSdASkfy3tg6PJkuQLENOl0cKqVQqcrDZbBYDAwOYmJjAXXfdhVe84hXYt28fGo0GLl26hMXFRRhjMDg4CGB9qGiz2USxWIyiAJKIqIdPjr1er6NQKGB0dDTKFVC0QARDI40oD0CjksjxVyqVKPdB8x/oHGRyGQCWlpYwOjqKG2+8MVpwb2FhoS1CkpEDj4C068+vK+3XZDxONq6EMr93PvkoRAlbg8zRI3juXwzhkb/+0a5NLneC4VQBd779CVz8VBilJHHtBxFvAch5uKQhV/5Bg+ZUNCmKnBOXj/gxAKIeejqdxuDgIA4cOIATJ07gta99Le69914cOnQI5XIZ09PTmJ+fRyqVwp49e3DgwAGMjo6iUChEzrxcLiOXy2FwcDAa3URaeL1ej0Y3EVGk02mMj49jZGSkTTYi8qJJdH19fcjlcmg2m1hZWcHS0hIqreUB+FIbudz6+HKe86BzHx0dxXXXXYf+/v6ITPi15MNUXddcltfuA4cr8ezLNcVFJ7KDEJAMJpNB+Ufvwa3/4Qc4+UP/DsOp7k0ud4p37f8TmMMTO21G16EnIgbZ+5Q9UP6PLnuuWiJTS0jzOsjh8/kJXG7iK6r29fVhbGwMExMTOHjwIA4dOoQjR44gk8lgamoqmg9APX6+UJ4xBuVyOcoj7N27F/39/VGvvVKpRBEB2UVlR0dHsW/fvigpPDc3h/n5+ehc6BhacoMmuVFimq4DyUsUadD3bDYLay1KpRLGxsaikVRkv9Tu+TXW3uHAIwN5H7n85MoTxD0f/LuWbA7YBFJp4O6X49QvZPBf7/0YjmYHdtqiLcf1mSpqB4aROr3TlnQXeooYAP8MWoLLMWgykmv0EX/TmYxYyJEVi0Vcd911eNWrXoXJycmIMJaWlrC4uBitckpEUyqVkM1mMTY2hsHBwSihDKwnq7PZbCQbka203AWfhU1OvMRWjSTJi4bI0rIaNFKJz+CmORgkhw0NDSGTyWBpaQm1Wq1tzSYAbSOR+LWIixK0iECLzqguV5TgIn5ZN98fl8MIUYMfmeuvw8n/fQxfvPeTuC3XB+ClRwoAkIVBM5/uDelkG9ETxBCHuBFHSXqz/Df1qvk4ffk9n89j7969uPvuu3HvvfeiVqvh/Pnz0cxjPoOaHF65XEY6ncbi4mKUH0ilUhgYGMDY2Bj6+/uxvLwM4MqSFXwYKiWMKZqYm5uLJCJrbdSjJxuBdWmIRiHxuRZ0PhSdDAys/+Ovrq5Gk9GozYWFBUxNTUUJcHlNtesnyViL8vixBL5OlXYPN+vMtUgk5B10mHwe53+9H8/d87volSGom8XTtT7kz80jLIXbjq4nBk3q4c7GFR24eoTakEq5n68TpPWQ6Z0IBw4cwOHDh7G6uorLly+jVCpFw0GttZGDpXZqtRqWlpbQaDSiNYqKxSKy2SwGBweRy+Xa3rRGk+P4CKJarRblBYwxUTRQLBajpS7q9TpWV1cjUiBpiWyjCIaS1hTJkM10rpT7WFhYwPnz57G8vNw2yc513flQXtd19vXYJXm7yEKDjB58kYovL7GbUb33VvynO38DL9UogeN/O/NWZM+e22kzug5dH0ElSVaS85DOhvcypabtcwjSEdELcvjS1cViEfv27UM2m8WlS5dQLpfR378+UoOcL01yy2azEUmQ0+SL3/X39yOTyWBtbQ0AovK5XC5aR4m0f1qCg2Qjsofe8UzRBA1z5TO0aRY0XQtywGtra9GII5pxTUt95/P5aNG+tbW1DaQZJ+lo91Fu45DOX45acj0PnSAuWb7b8fyPZXA489InBQCY+vrh8JY3BV0fMRC4c+cOlpwjlQGwoaeugWv2siy1w4dl8qQzJX/379+PQqGAcrkc9b5pVjGNLCoWi1ECOZ/Pt80nIGnGGIO+vr7oN50POXg6p76+PqTTaZRKJczMzKCvrw+FQqHtnIgQjDHRchrk7OklQCQtZbPZtpVUiTyGh4cxPDwcLZcxOzsbzV+QxMCvmXavtOQ//+RynhyiyqFFC7wu2UacZOVbOmU3IzN5GP/z3/rDnTZjWzDfKGH/Y+EFPhp6gmhaOpcAACAASURBVBi0f3TarkkFsifLe5ia1CCdAzlLANE8BX5ssVjEsWPHcOzYMQwMDERLXFACmEiFtwMgIgUA0ZpFlCOgheyA9ZFOqVQK1WoVq6ur0W+KPsj506J3lDvgkRBNVstkMqhUKtFQViKoRqMRveOBSKxSqSCVSmFkZAS33nor0uk0ZmZmYK1tIwUuJ/G8Al0v7f5p90S79lpPnjtxbQSSdm9dI5zkSLUgJbXjzDuvwz8a/jJ6QEy4ajxZK6LvucsI8cJG9AQxaNDyDNI5+DRuTbKgET0UhfDRPLRkRC6Xw/79+3Hbbbfh4MGDmJ2dhTEGAwMDbctR8KUqePI3n88jlUpFTrhWq2Fubg7GmGhOBDlyijRyuVzkkGkOA5FFKpWKZkPTEtp81BGRBl9VlRbKGx4extjYGGq1Gi5evBjlNYjg0uk0VldXMTMzEw13JVlqs/eMnLj2gp24++Rz4q6ef1yuKeAK0mOj+NmfeBhpszuuy+9MvQ6NS1M7bUZXoieIweUQpFZO22QZCT5mXvYg6Rg+Yxi44kgKhQImJydx5MgRNBoNLC4uRtupHsox0NvSOKnwZTBI7+fOlpy/teuL6NHLeYB1h762thY5fMo10G9alI/36uXid0R+2WwWmUwmkov27t0bvSt6bW0NZ8+exfj4OC5fvoypqSmsrKygUqlEuQ1+7fmrPmVv3CXTye8uJEk8ayOeNMmK4MpV7XYs/O0T+IXRr+KlPhKJ8NhXb8VkJSyHoaEniIHD1QPU5AHNMQEbe4taGUo40wQ3KjMwMICDBw+iUChgeXk5mgvAe9H5fB59fX1YWlqKErY8uqHfxWIxIhAijHK5HM1PoBnLNNeBbKU8BCWjiXwWFhawtrYW5RdoFBJFIhQNAFdGSAHr0tXAwACKxWL0Doa+vr5I5qK3xdEcC04Mmkzkum/yOH7tfcfLdZjofsv6fb8D4nHpjbXWstkvfZyrr+Dww6vxBXcpeo4YAP/sZe7kfT1Dn5MBriwXQaN8yPEXi0WMj49HEhORB89DFItFjI2NwVqLlZWVqGdfKpWi0T405JTmPYyOjiKdTuPy5cvRshQrKytRrsEYE40SoqGrRBIUFVDegZbNHh0dRblcxszMTJRf4PMhALStmkrE0dfXh8HBQVSrVczMzESEw99SR5ECHx3EE71yyKnmyJOQgrwn2v2SJOAbHcXtc+3fjTD5PH7klqd32oxtw69NvQHpJ88gjE3T0TPE4JOI+IJu8pWT2rFx9VNvnKIBikaMWX9r2vDwMBqNRpueT9+pPElEtAzG8vJyJDHRS3PW1tawtrYWST7ksCmZS6OJ6LxIikqlUtGb3chuspeGttI5FQoFFIvFaKQURSU0KovmPKyurmJoaAj79u3DyMgIKpUKTp8+jWeffRYzMzMRgfD8gCRkLiklvafam9lc+R/t+E5JIUBHamQYPzLyrZ02Y1uw2FzDf/u3d2LvcniLmws9QwwANjgj+tQiCE1aiJOU+PFau+Scab4AOW4aEURrGy0tLaFer0cEACAa+UNzFABE+Qtr12cXUx38rXDUPg1NJaJoNBqRFEXyFJEC1UcrsDYajSiXQOXodaP0yk9KjI+MjCCXy+HUqVN47LHHcOrUKSwvL0crs9K1cMl0SRLI8p7FDS323UsXaWg2aZFNyDG0MDyI47lpvNTzCzXbwJ1/8vM48Xt/FaIFD3qGGGTyUBuf7pOX6HsSB+RyIHTsysoKRkdHMTY2hnq9HklE9H7kbDaLkZERFIvFDS/FSaVSWF1djZLMNPqIL31NI5c42VAEwpPJfNkNHiVQArlUKkWv/KSVUZvNZvRmuYGBASwtLUUT6fL5PBYXF3H58mU88sgjePrpp9tGJPHrql1HmcznERyPupLeD4m4RHQcSWk2BLSQSSO7C1zl6574Kdz0/nNohGW2vegJYqB/ZNcqnLJHKHuCvqGQcpSM1jvl5ELSCy2GR6N1rF1/yU6z2UShUMCePXuiPEB/f3/biCVy7jSPQb6PmeyiUUDpdDoaakpEwNdaIvvJYaZSKQwPD0fDWEmeajQa0VyIXC4Xkcvg4CD6+/uxsrKC8+fP49lnn40kpFKpFC3D7Uo0cyKg+6Tlefi9kPckCUnwVW01JKlDElMgiBZqdVRsOr5cD+OXpu7A6M/XUZ+Z3WlTuh49QQxxcDmfuJEuncgXxpgon5DL5TA+Po5CoRAlhvlrNwG0vWqTcgjULvXwSfoZHR1FNpvF8vIylpaW2t4BTfMR6I/eAw0ApVJpwwQ8ihyGhoYwMjISRTREIrVaDYuLi235jPHx8Whpj6eeegrPPfccpqeno5FIct6CK1rzjVKKc9pazkiLDLT5D777FpAMZnkVz9fHcEd+ZadNuSb4NwuT+M4/vgOps4/vtCk9gZ4gBlfi0eWINKceRxS+Y2g4Ks1bePHFFzE3N4eRkZFI3qElqwcGBpBKpaKF6WgyG0UUmUwG/f39uP7669FsNjE1NRUNWa1Wq21zBaxdnyhHo5Gopw8gyjFMTEwgk8lgbm4uGpW0trYWretkjGnLS8zNzWF2djaSrGhi3osvvoiTJ0/i1KlTmJmZiUYhcbKLu/48ApNRGI9qfATCIaODOFKIQyANNxozs/jVZ/4O3nr3/73Tpmw5Pre8B//x3X8LqT//q502pWfQE8QAbOxxyl6rllj2OR7fy2HIyZFGTuXq9TpmZmbw1FNPYXx8HMeOHQNwZVY0X3SPv3+Zv9yGpKPrrrsuKk+JYi7bkB19fX1RhECrnQKI1ms6dOhQFM0sLS1hZWUFCwsL0VDXbDaL2dnZaNnsUqkUDUmlUUpTU1M4c+ZMRAr0Njht3gLZpREAXTd5PzZD1AQeNfB7lgQ+yTHMfG6Hrdcx8q8H8dxvr+DYS+iFPJ9eGsfvvu/Hkfuzb++0KT2F2P8MY8ynjDHTxpjvsW2jxpivG2NOtT73sH0fMsacNsY8a4x5I9t+lzHmyda+3zSdZB3hX/KAPmU+QL7D2He8axuPGqxdf4XmuXPncPLkSVy6dCl6b/PQ0BBGR0cxNDQUrYdUq9WQyWQwMDAAYwzm5uaiSXHz8/OYnp6O5g/QIne0BAaNfqKF8ygRTcNbadnt5557Dk8++SRWVlaiVVqr1SqWlpawvLwcLQl+7tw5nD9/HrOzs5ifn8fs7CxefPFFnDlzBk888QSeeeYZTE1NtZECRS7yPnAS4MSpldGiOZ6L8N0bmVPgcw/iJKQkkcX09DQl93f02e4W5P74cbzpmz+/02ZsCaYbq3jjM38Xf/D2NyH3R4EUOkWSLtPvAbhPbHsQwMPW2uMAHm79hjHm5QDuB3BL65hPGGMoo/VJAA8AON76k3XGQnNK1CuUpEDlAX3JZw6fUwHQ1la1WsXs7CxOnz6Ns2fPRonokZERjIyMRKN9aLkLSjKXSqVo5VXq4ZPss7i4iJWVFXW5CT4zes+ePRgeHkY6nY7sOHfuHC5duhSt+kpyVKVSwfT0NM6fP4+FhYVo2Q2aOHf58mWcPXsWzzzzDE6dOoXp6WmsrKxEcytoeKrvusvfwJUlzTVy3UyEwD99kMTk2sftondgCOzIs90NsPU6jv3zKv5geWynTdk0ZhqreOW378dPPfA+pH50Dnj0yZ02qScRKyVZa79hjLlebH4LgNe3vv8+gD8F8Eut7Z+z1lYAnDXGnAZwjzHmeQBD1tpvAoAx5tMA3grga0mMlENO5bBI2q45HkkaLolJHq/1esmh0+idXC6HtbU1TE5OYnJyMnrRDg1HJQdOhFAsFlEsFrG6uhr1Vufn57G6uhoNCaX5BOl0Ospf5PP56A1va2trmJmZweLiYjQfIZfLRZHByZMnoyGo9LIekpgoZ1Cv16MVWmnILP+jGc5aXkBbmFD+1mZHS8nJh7jRR/Ke8Q6AhCYVUt18yXKGbX22uw3NJ07itx78SZT/+ZfwzuEXd9ocLyq2hlKzhh/U0/i1i/fh0W/ehIm/sDjwte+iWS7vgsG31w6bzTHst9ZeAgBr7SVjzL7W9kMA+PTJ861ttdZ3ub0jcDLgvVnaRzkBYGOOQevFJlmgTc6CphnJCwsLOHPmDEqlUvS+ghMnTmBgYAArKyvR2kQ0MokWw7PWYm5uDpcvX47sopnTNCludHQUg4ODWFhYwPLyMg4ePIixsTFcvnwZs7OzUXRBL/Epl8uYmprCpUuXMDU11fZ2tnK5HNVNf/wtcTzpzUmBXxctqazdF7quWtQm75VWjzb0lkcNMn/hivR4jkazJYZ4duTZ7iYUv/gI/p/nXo8v/PoyvnLTl5E1Oz+M9Xx9BX9cuh6PLh/DNy7cgNrjezD6VAN9s3XkLy2heeYcjlXWb08ghKvHViefta6g9WzXKzHmAayH5hucNncq2rBU7sCSjGv3gRwIf6EPEUOlUsHi4mKUEKalrG+//Xbs378/GsZar9ejhHG1Wo1ko3q9Ho0KIltp+Cif40D7lpeX8eKLL2J5eRnWWgwODmLfvn1YXV3FCy+8gHPnzmF6ejqKVmhorVwmm9dN51Kr1aIIghOqlkjm37V5IPK3/PRJPnK7KwLg333315WH6ESi4k1rTXi2b6yAPdd9KHbS9raj+cRJpH9qDCc+8i48ft/HMZxSo6ttwT+beRn+6y/di+K3z6C5vIKJ6kmA3dvwvuatx2aJYcoYM9HqUU0AmG5tPw9gkpU7DOBia/thZbsKa+1DAB4CgEwmY9n2tl6g5mQ0iciVYJbHa/XyhCdfSbXRaKBUKkUOmK+gesMNN2BwcBCDg4NIp9NYWlqKXv1JmjbNLaAX6KRSKRSLRaRSqWj5bHLg8/PzUfKZ3s1Ak9IuX76M6enpSF6i5DERgiRPGi1FxEB5B/6qUC4ZcWgkwMlDuwd0TX2TCblt/HrLxHMnJOC71zG4Zs82f66HzGjXj51tzMziZe9dxV/74C/iM+/8V7ijtbzLduLj80fw5z93N/KPfTsQwDZis8TwZQDvAPCR1ueX2PbPGGM+BuAg1hNxj1prG8aYZWPMawA8AuDtAD7eaaPcyWvOR0YJ8ntcD1S2xR2TMVdGJtEfLXnNZZmVlRWcOXMG+/btw+HDh3Hs2DEMDw9H0Ud/f3+0dAblEVZXV5HL5TA4OAgAbTOV6d0J1WoVhUIhmiNB8tGFCxcwOzsbjUBaXV2NRhQRAZD9XIajT4oaAD2XwK+vlJRcElNcrobfG3n9NzuMVMslSHt8ZRh25NnuVjTLZUz+H9/EB//83Tj7Dy0++uov4O8UF7dFXnqutoLP/uqbMPjY7ljcr5sQSwzGmM9iPRk3bow5D+BXsP5P83ljzDsBnAPwNgCw1j5ljPk8gKcB1AG8x1pLRP9urI9wKmA9Mddxcs7XI/URBW2TREFlyBlJHZtv4xEDvakNuLIGEjnYUqmEixcvYnh4GPv378eFCxdw2223YXBwMJrols/noyGptLAdJ51ms4m1tTU0m03s2bMHe/fuRb1ej5LKAwMDKJVKmJqawtTUVCRP0WgikoVoyQt5jWTCXiMDbYVTFwm4yhI0kpHl4vI83F4OLb8RNxCBQEucA7hpp5/troa1SP/pd3Djnxn89pG/iV++/zDe9bP/CT8/cvaave2t1Kzizf/+f8L1X3j0mtQf4IdJ0IPaUWQyGZvJZNoWjJPODNCHRNJ+Lo/wiWgu7VtzUlx64Ylc/rY0mo9AL+opFovYt28fbrnlFtx55504ePBg9Ja0ubm56PWe5NBJ76e6isUiBgcHMTIyEklYAwMDqFQqOHXqFJ5++mk8//zzuHTpEpaXl6P5B/QpNXTNWcrrIslX9uzld76An7afjpfOnbcLoC2P47LZRexap4BDG5VEdV26dAnlcnnb5x0MmVH7avOG7W52y5A5MolnPnAIn/uxj+OefHZL6y41q7j1j/9H3PSeU2i23oMe0BkesQ9jyc5t+rnuiZnPWq9f9npdBKf1ILXfBJ+uzp0cLYtN+4k4SMYpl8tYXV3F4uIiZmdnceHCBRw/fhx79+7FyMhI9NIcWqW1VCphYWEB1WoV6XQahUIBuVwOlUoFKysr0WqtzWYTpVIJ09PT0RwGymGQnCXnQ7hkHnmOLgKQx7lIQtYl74O23XVPgI0znfl9dtXjexakNBiwedR/8AKOv+88/tc/+Dmc+pl+/MMf/hO8b/RJFFMb5oV0hPlGCXf+4fvwsg8+heZqeMPaTqEniIHg6sW6Rp+QBCT/4up3DWMlUqAevXRYFD1QVEFLZi8vL2N2dhbf//73MT4+jgMHDmBychJ79uxBtVrF8PAwjDHR8tdEBuVyGfPz89FCe5VKBXNzc1hZWYlmMi8sLERkRMRAI4t4dOUawSXPjZ9znHQnozZZlsrzpLZPCpL3RpOQXBKRj3B4ffylToEcrhLWAo8+ieOPAn8+dgif/+k34MH3fhb3D853VM1icw2/u3gzPv3cq5H60ihu+vffQbNSuUZGByRBz0lJXJOWjowge/ZSStIcGrBRL+dl+fIacmQPHwbJJSa+j9YtojfATUxM4ODBg+jr60Mqtf4CoH379mF8fBwzMzO4ePEilpeXsba2RtcBpVIJi4uLUTRCE9hIguJDXGXegNvBz5d/+uYr8AiNjjHGtL2xjtdFZeVkNylDyfbpt2uggK8zwAlQK0P3iJcPUtLWInXry/DsPxrBbXecRd2m0LQGDx75Ku7OVfH9msWHz/0YvvvMEeRm06gNWKTLBge+1cTgn34fjYWFtmGoAZvHrpCSJDQHock9rl6mlKHkvrieJK+fIgh+rCQTLjNRJEEzmAuFQnTc8PAwhoaGsLKygvn5eZTL5TaHx5PKPDKRL+6R0Yym70uykFKQPC/t+vHrIe+NJCLaxqMHaR9P9MtFDl3RDo8CNXslUcmoIWBr0fzeSRz/J8Ba6kre6SPHfxIrN4+i//QS7LNncKI2teG4MBS1u9BzxCCdPqDLG5IwuGPi33kZXp/cRu1KmUnmP3h5HjXwdznTTGS+NLcxBtPT00ilUlHvnyam0X4iA74eEREClePvfObn4sod8G0yke+S3jTC5dfe5cBd9dB3GplFSLqaqi+vwPfHlQvYQjSvuPrGs6dReDbMSO4l9BwxEHwOnv/zy/3yuyuaAPzvhNbaIodNPXYiEt5T5UQh39jGRz5pw0zl+XB7KFLIZDIb5CMfKfDtmrSmlZXt+mZISxtcuQZ5jJYP8Dl32q4tneFC3P6AgN2KniEGLYGcZLQROWFtSCYvQ47FN55eyh60Te7nTp7K8m2SuHgEwMv4zpU7c3opD63PpElHmvYue/m0X9roisLktZH3Qcp7vByX/OS94ODRUFKJT7OH18fveUBAwEb0BDFIp8ZX/gT8Qxf5MdLpSwet9axprSRNq+aQmjgfEcV7vvKP6/n8TyMITRLihEfEoPWqNYJwyXIuAvHlFoAro8DkPh9587WoJHwDC+Q2F3xkFhAQoKMniAHwD1mM041l71WTloB2x8bbcTkXfjyPJGS9fGY1/dacPT8fnrSW58eP4xGClhCX14f2uXIC/Dz5RDCtB64Rhquc7KX76pPoJC8g5UXeVsgvBAQkQ88QA6DLKQQ5TNPlYKTD9EUR3EG6xuoniSTIefNoQBKD5kT5Ingy8gDgHIGkSUMcMuqQ0YRmF7dNA9ksk/KyXd/9cbUT1xHYrCwUiCIgQEdPEQNBcxou5+Hr7dLvuJ4q5QfikpradooUeBucJGQkI+3inzRKiW+XMpeW3JXn7+pR808XOWjnqzl8F4lL27SEt89hy96/RlySyKlMh8tsBwTsWvQkMXBo2jvfJ8tyaENO5XYZlbh0dGkPh3yfQxLJRGtbOzfKL0h5iJfjTlKutuoq65NkNNslKWjwJfZd9br2awQioxZeRpJCiBYCAtzoeWKIc7KafKT1aqUD0XrdXM4B3I7OFa2Q1OOCay0fHjXwc5LSkTxO++3Ko7iO5W3z9rUog5+73OaKpjhc90aDFvn5zlseq0UcAQEB6+gJYnDJRNQ7dEke3KFxJyfritOwXeV90oTsxbskLJkY1sCjBZmbcLXts891LVyRBbXL7fbJTEn1fs2pdxKNaVGVdi5J2g0ICLiCniAGYKNjkr3nuGSlTO66HIzmAKV8JG2Qx1JegUtSLocX50S5NKLlKqTzl2s9SWiRj6usdr5SgoqLVFwklnQoalwZl3N3LYQo7UtKYgEBuwk9QQy+5Ker1yq3aTKN5rBdEg6XgbREsWxTkoPMT/D6tfPSzofnKiQ5uEZNybZ8kQY/H046vuustSeP1bZ3Atl2khwGHxrsqzcgIGAjeoIYJFxEoDkQl5yk5R4IfNIXJ4U4XZrXLecuAPoSGz7phMPXM+drDGlOXLNblvHlCmQZX3S2WbjyGy5b4khKI2YNQU4KCNiIniIGTV/XfssePkFGAy4HJ+dE0LYk8xl4nTJKMcY4dfC4ZKosp9mgbZflt8IRxtmYVKaiOlxRjC9K2Qokka4CAnYjeooYgHiN2SUN8d6nHPrpaoOve+SCJCW+Tcoocr8mNV0LuBy57xrQ+SeRYly9cu185FwQn7SVhBRc0RGXkjabzwgI2K3oCWKQkQKXS1zEwJPSWvSgySpar51mH/Ny9N01IgbQF32T8yYk6fjmSbiiG5d0pkFLmEvIdiQ5aGSRJG/gkqG0e+izz1W3llDX7OPtBRkpIEBHTxCDhPzHdmnQ5BAoaas5VJl34NtopjGBk4HMQ0iHK0clyeMl2cmeriYzSVu0fZ1EBbyMj0wkqboiCS35K23wJcbld185uT2OvHjZJInsgIDdjJ4jBkkGcT1f17LN3CFrjlE6EG2WdNwsZrm2kXSyLn09iZNMeq5x1ylJ/XI0litPEkdWLgKKy9W47NbsAcLSFwEBV4ueIAaX3ABsHIWj9eLjxrTLHiRf5I5DWyvJN6mKD9l0OTFqU+ZEfDZr9sp2fdKZrz4JjbRc8yMkXGsWyeM0eclliyQOHwloxJqUeAICdjN6ghgI0oHI3ravx8qlG/rO35/Ay2m9be6AXQlnH4EBGyeocbi2uxwfl0s0B+hLBLskNe184srx/TLZrtXDbeBkeK10f1f0IueUBAQEXEFPEIN0ItKxaU5V9sK1pKP2yb/7EqbyxTySFOJIS0tkSwnJJyXJl/+4HLZmQ1wv3ZXc1vbHtanVpxGrZkvcPt88BS3v47rvAQEB7egJYnAhTj/n5Vw9Vxcp+JyKFh1wB63lMvixWn2aJJXEYWs2a9dEEpm8BnHXUruG/HwlQSVFkkhLtkdIsiaU1pbvmICAgB4lhrjkpua8NMcnnbzLsbmiCO03R5yeTfv56CfallTqcEUsWrkk5OMjzzg7NMjrHpeo1/IXcTkiqsMl0bmel4CAAB09QQxxWrdrHSJeznc8d0xyn2YDoL8fgZOFZo/LRnmstTZ6AY9L/om7PtJRyp625mwlcficeRL4ohBXFKclzmXS/2oIM64TEBAQAMROtTXGfMoYM22M+R7b9mFjzAVjzOOtvzezfR8yxpw2xjxrjHkj236XMebJ1r7fNFv8X6npxtwJyD/tncp8nyyntddsNtFoNFR9m/bRH2+Lt621JY+R56cd49rmGmFF4OUI2lIirt543P2Q+RNZRrMryRwEzW6fffL+A8D8/Dyq1Sq6/dkOCNhuJFmD4fcA3Kds/1fW2jtaf18FAGPMywHcD+CW1jGfMMakW+U/CeABAMdbf1qdTsRJJXx/XE9V66nL8tp2VyShzazlDjrOiRMJ+MrJ+lzftT95PhqRua5pkmvvIg1N43f5THoTHf3xci4S4DbJCCGJvf39/chk1KB5W5/tgIBuQywxWGu/AWAuYX1vAfA5a23FWnsWwGkA9xhjJgAMWWu/adf/Yz8N4K2bNdqnU8c5Rw0+ucHlZLToQjpxFzloZTVy4FGDL8rwEYo8v7hzAtDmhF3XT4sEtHo1KU+W6zQRLIk4ri2XvdlsthM5aVue7YCAbsDVrNr2XmPMEy2paU9r2yEAL7Ay51vbDrW+y+2JEPcPHweXY3QRgjzW1SMnxy2lHy5P8Xo1KYlLUdx5aWTgiiykPT4C0s7ddQ1lT91HAq7vcfcF0PMcvA7XJD/tvLT6XW17np1te7YDAroRmyWGTwI4BuAOAJcAfLS1XftPs57tKowxDxhjHjPGPCad7IZKFAcne4adaNxxzlLrpWtO2nWMVl7aySUr7uy5zdIxuojAFW24roXWe9dmUcvz57a7tH3tXkjbaJsLmpzE7ZDXUitL+x24Zs82f65rqLjaDwjYcWxqVJK1doq+G2N+G8Aftn6eBzDJih4GcLG1/bCy3VX/QwAeAoBMJhP9k/mctXRGccfI432/qR7pVKhdzdmQs/KNpOGOikYsuSIZeQxvV0ZEklx85+Jqg473vR5Ug+s+yN+yDrnPRw7a/ZXnz++J67o66r5mzzZ/rofMaBgzG9C12FTE0NJVCT8OgEZ1fBnA/caYvDHmKNYTcY9aay8BWDbGvKY1YuPtAL7UYZux+6SD9DkEbX9SCcTl/Ph32TuXvWSfPVqOQMstaOfMy2sEE1evPA/XsTIh7yon9/Hvvt6/D5sZIeWKsJR6tv3ZDgjoNsRGDMaYzwJ4PYBxY8x5AL8C4PXGmDuwHjI/D+BdAGCtfcoY83kATwOoA3iPtZZmb70b6yOcCgC+1vq7KnQaGbiOlb1LzfFrvX/ZO41rR2uPf3KnKHv9mhQjHZ5v1A9vWxKAS3aRPfe4Bf04tF47L+8aYSSjsSSQNmj3T7Nlfn4etVoNAG7qtmc7IGAnYZL2kncKmUzGplKpaHaw1gPnkM7blXcguMhFkyQ0eUarV8tvyG2yPHfs8hhph1wGWyMGKsc/qQ7522Wf72VDEs1msjfQuaIBLcEdd79kdMht5MtlaFGStesTDmdmZlCpVLZ93sGQGbWvNm/YSUe6zwAAD29JREFU7mYDdgkesQ9jyc5t+rnuiZnPSRCnZ9M2l+PRZBd+jEN2SGSLdoxPrqFy5OBcEgy3TdrJSUCTk6QNGtlxZ092S8fOZ1Fr0YWMwrSX6CSJ3jR5Kk764ufD0Wl0GRCw29ATxNCJVMLhcwg+EkhSlyZNaBEHd6g+UtCgSUtym7RPOlBfotm1nUcZcfBFAJyUfBKSJpVJkvOdgybxSfBzIXLS6g0ICOgRYvBByjAueYSTi/Zbg6ZP89/yO7cniUYeJ0352tGO08q5SMRFdLIs399pT1tGEElGGsk2+DH82sbZ5IpCQvQQEBCPniIGX5JR259kn9YT1fITndjok2jkdimZJKnXRyi8DEUpWrQlcw9SjuKRiYweNkMSVA+gRxkaiWv3WyMHXz1aGVf9AQEB6+hJYuhUkpF1xPUyNWfu60Vr+r6UcFx5Cm6PFm3ESV6u/IFMYpNzJ8LQ5DnpcOkYkoWkU9YkHNf10pLT2vWJm9ymdQZkxCjtlGUDKQQE+NFTxOCD6x/d5cy07S7n7avftd8n80gdnZyZXAOI28rr0Jxvkh603M91f1dd5NAbjcaGpStk1MHt0whYm3vBz0uSQpztmtTncvo815NU6gsI2K3oKWJw6cO+nnmclBPXni9P4SMSDpd+Lsu4zkN+l/ZLKUg7Ty3XwLdrbcttGoG4oiD+3ZU34XW4Jv25zkcSpa8DoNml/Q4ICFhH1xOD1kN29Y4JXJaQkkqSdvg2X1kZAWjHuXrwLp3cFWn45DOXI5bHcElI2sDbdMlXJC/x5TvkaCvupF0jsSRZabbEkbicyyHPwVWHJtcFBAS0o+uJgcPV43PJIDLZKo91EYGURvjxrlyDz15NanHZ7YIrotCkMF9d3Fm7zkXmA1xkFBel8O9xEUNcVCXvl6yHdwJcx3DEdRQCAnYzeooYNMQ5atmb9fXmqbxWFoDqLJPo2q764o6nHrpPZpLt8J69tl+D5ry5zY1GYwPxSOLsRMKR58FnIrvKafa54Io8pJ2BGAICdPQMMWhygYsU4iQE+u0rz4/R6k7qVFxO2SWLcQcMoG3Iqa8HLJ1ls9lEOp1uK+O7LloZabe0wyeFcTlLiyzinLvLBq1NeR6+qCEuMgkICOghYgCS/TP7HKdrm6+3rx2vOSHp0OXxGslopCN1etm2JAhj3EtUuyKVuN8uItKiBY1s46I4LeLg9rqgte1rx7UvKSEFBOxW9AwxxJFCnJ4c5wxddbp+u5ySZod09nGSjpa01c4tTlKS9SbpLbtISHPIkhgAXW7zlZf1abkCSbh0jDavgepxRSfchiSL/gUE7Eb0DDHEIYnjlIiTZmTd3Lm4IgqNTOLskHW6ZCdfMl2W1xynJp+5CETmNvh8BZ6clg6XHLJraKvcRqvmxl0X1/31yWwuYpD7AwIC2vGSIQYNcdLBZhyDlHw0x59UP+dO1Ec2mr1SwtF+c3t5HdyRcgfvShxrJCKHmsrvGglIaGU1YnUNsdWiApnbkHUmIemAgN2OniYGTRqR2+J0a3kcHRsnt2iORyOJTshHc5BJNHPf97j2+cQ3HznICXL8XF0SlU+K09rg3yUZuGQjuQS5qz2trUAQAQE6epYYpCPReu0cvp6iSzZKqsXTcUlJIYlD0nRyl42unrE8Xjp9V+8bwAa5SOu1awTqIgPevjaxjUtW8vxle1K+0sjJRdocQUoKCNDR9cSQJAnL98cdn/Q42WZcPT7E2Z7EFlc9mmTjctZy5rPWLpeYXBIRfWqL4nESibu2UnLj7brkOG1f0utGbSQ9LiBgt6LriUFC6zkmKc9/A+5ktVYuqQPZLGm4ohtX1BInXcmeNodr1I9LItKun4+MSPaREYbrM+7+uM6fCMgVScnrKetyEU9AQEAPEgNHEqftS2omAXeUcWTikrPi5Bbejrbdt813nC8JGyeVATqJyPPhs5Z5Wbn0hib38O8uouLbXNJRXI4pSf0BAQFX0DPE4HPOSY8HkiVmNRJJKgNpZOXq2fvaSyI/uepzOXTfMbIXr+2X2xuNhioF8fI+J+zL58ioRxt6K8nPJz2l02mvNBYQEHAFPUEMPlnBVdYlt2wmIZwkKtB+J4kyXLKMS07y5Tpk25ozjZPVtOiG6tLq0Mr6JBuXc+fSEycYY0zbyKO4+il6kfviJLKAgIAr6Ali8PVikx6/mX1ae1oP1SUVJcltaPXHafhx0QbVm+SaJSEd7Q1urlwGldWkLA1EAvTnsktGJ2SnPF/p9KWd9N0XVQUE7HZ0PTF0or37tmv1JSEWrf0kMk8n8EUZmpYudfbNtKNp8HH1kTN1veqTl9PakedCpJBOp53EIM+Vv4HNt0YUr0PaJNsICAhoR9cTg8RWSACbcaidkInLycblC5LmEzRnnKQ9HzHE2SklGWmHi2D4fi1a4cRAoO8ygU3lG43GhtnivkjJJ/0FBARsRNcTQxwJ+JzfVsLnuLV9nUQ5Wj2ao3MlTDWpSZNYXPkDuY1LQdqSGT77pRwmiYHXQVECbZNzLFKplDrj2mW7Rsi+fMJmoq6AgN2AricG+U+t9UhlcjpJ3qBTh6A51aTavUQcyfjs9LXjIg6tXa63y2OSHq/tl29/c50nl5M4AWloNpttUYIvryLt1PbHnWdAwG5H1xODhMshaQnhuKRnXL2usq5tcfUlJSTZ295sWekQN5sr8ZGg737I7zKS4UlnX0K/2WxGpEB1uu61FlFI22l7WHY7IEBH7H+GMWbSGPMnxphnjDFPGWP+SWv7qDHm68aYU63PPeyYDxljThtjnjXGvJFtv8sY82Rr32+aLcz+yZ7kZnuD2kgV6Yh8bfhGuricaFIC8PXSkyDJNZIkInvp1B7vwXOnrdkmh5v6ymr5A34s3y/PQ9bPiYH/0b56vY56vY5uf7YDArYbSbpMdQC/aK29GcBrALzHGPNyAA8CeNhaexzAw63faO27H8AtAO4D8AljDL1j8pMAHgBwvPV3X6cGy3/wq/3/61RndjkfzU7Xdtk7lvuSnFOSfEESuKIIzYlr+6T0Rfu1Hr52LBGHRjKybKPR2EAMLlt8ERTZaoyhiW9d8WwHBHQLYonBWnvJWvud1vdlAM8AOATgLQB+v1Xs9wG8tfX9LQA+Z62tWGvPAjgN4B5jzASAIWvtN+36f+in2TFxNgDQ5wBsxhnGOfVOZSV5rMtJy1yJr9246EL2hrUyceBEJB2s7087V59sw0nARQp0LE9AUwRBPXsiBUkiGllrf1Qf/U6n05zMduTZDgjoRnSUYzDGXA/glQAeAbDfWnsJWCcPY8y+VrFDAL7FDjvf2lZrfZfbk7Srbt8MKcQdezV1JmnTl7yV26WzvRoi9F1DV2+bO2hOIK6oRtomj+OOm97cJgkunU5Hx9brdVSrVVSrVe+b3uJyLPw8pX2sjuuxA892QEA3IjExGGMGAPy/AN5nrV3y9Jy1HdazXWvrAayH5d6RPzuBq7Xhao/vVDqT7Uli4sQQ5/DjymgEpJGhMQb1er0tl0DRApVpNBqo1Wqo1WpRWQCxk+Dkqq4y4S3Lt7Zvy7PNn+s+FF1tBATsOBIRgzEmi/V/nD+w1v6H1uYpY8xEq0c1AWC6tf08gEl2+GEAF1vbDyvbN8Ba+xCAhwAgk8nYlg1OPbvbyCMpkkQASYmgE8LwtckdtZbHkUTiOp7bJdvT5CdJOs1mE7VabcNSGLKcVrdsW5O5RPltebb5cz1kRnvnQQ3YdYglhtboin8L4Blr7cfYri8DeAeAj7Q+v8S2f8YY8zEAB7GeiHvUWtswxiwbY16D9XD97QA+nsRIkhc6hau37CuvEY5GSNuJzUpI/Hjtu6tuSQhyWGdcfdongUcf9ClHIRlj2nIPMkrQ2tdkN4pCtP0UXbQkqh17tgMCuhFJIobXAvhZAE8aYx5vbftfsP5P83ljzDsBnAPwNgCw1j5ljPk8gKexPqLpPdZaEojfDeD3ABQAfK3154UxBsViMfGQTA4fMbiSpXHa+bUkBlf7nRBDJ2TG9X9ffa7oge+X5+AiD04EtI+SwDIyyGT8j6crcuC2clKRtlUqFTrub+7Esx0Q0K0w3S69GGOWATy703YIjAOY2WkjBIJNySBtOmKt3bvdRoTnOjGCTcnB7bqq57oXZj4/a629e6eN4DDGPBZsikewyYvwXCdAsCk5ttKusCZAQEBAQEAbAjEEBAQEBLShF4jhoZ02QEGwKRmCTW50ix0cwaZk6EabgC20q+uTzwEBAQEB24teiBgCAgICArYRXUsMxpj7zPrSxqeNMQ9uc9vPm/UllB83xjzW2tbxUsxXacOnjDHTxpjvsW07uhy0w6YPG2MutK7V48aYN2+zTT2xLLywOTzb4dlOYtPOPdt8eYJu+QOQBvAcgBsA5AB8F8DLt7H95wGMi22/BuDB1vcHAfyL1veXt+zLAzjasju9BTa8DsCdAL53NTYAeBTAX8P6ej5fA/CmLbbpwwA+qJTdLpsmANzZ+j4I4Puttnf0WoVnOzzbvfxsd2vEcA+A09baM9baKoDPYX3J451ER0sxX21j1tpvAJi7GhvMFi8H7bDJhe2yaceXhe8Q4dkOz3ZSm3bs2e5WYjgE4AX2e7uXMbYA/osx5i/N+oqYgFiKGQBfinm7bO3UhkPYnuWg32uMeaIVjlNYu+02Gc/S2eieaxWebR3der925bPdrcSQeInua4TXWmvvBPAmrL/V63Wesjttq8+G7bDtkwCOAbgDwCUAH90Jm4xYOttXdDvt6qD97UJ4tpNj1z7b3UoMruWNtwXW2outz2kAX8R6+DzVCslgki3FfC3QqQ2JlzrfLKy1U9bahrW2CeC3cUVq2DabjGdZ+Nb+rrhWMe1vC8KznRy7+dnuVmL4NoDjxpijxpgc1t+z++XtaNgY02+MGaTvAH4EwPdwZSlmYONSzPcbY/LGmKNoLcV8jczryIZWmLlsjHlNaxTC29kxWwJ6QFv4caxfq22zqVWHb1l4oEuuVQvh2dbRdfdrVz/bm82YX+s/AG/Gehb+OQD/dBvbvQHrmf3vAniK2gYwhvUXw59qfY6yY/5py85nsUUjWQB8FuvhK7028p2bsQHA3Vh/oJ8D8K/RmtS4hTb9OwBPAnii9WBObLNNP4T1sPgJAI+3/t6809cqPNvh2e7lZzvMfA4ICAgIaEO3SkkBAQEBATuEQAwBAQEBAW0IxBAQEBAQ0IZADAEBAQEBbQjEEBAQEBDQhkAMAQEBAQFtCMQQEBAQENCGQAwBAQEBAW34/wEUMFVZFVHO0wAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -743,13 +734,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "size too small 23.83258218847756 < 200\n", - "good size 904.9443592500361 \n" + "good size 865.5097942493722 \n" ] }, { "data": { - "image/png": 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dzYh/eXm54VPzZ0kNs9Qk43NMGEx3cXFRjz76qB5++GFNT0/rZS97Wa3ynd+oyP2bTWW7StiOvtaTGt0WLo8VYPTf0ocYXQouw8zMTMPP67TYr1zPg8GgMQFRna+urmowGOjw4cP64Q9/qO985ztP2e93OJIUtwsmRPsK5+bmGmsN3eG9zMbkwzWGdJCTCN3Zo/pjpNkDgGa0VRMVFUmNZOCBzccN+dnLh6xmaJYxmGNQ3TANf/cAjOqRBGoyi6TlcrnMDDJwobkJwQRCsuEaTROpN7Fg/p0/Exz3m3RZ5ufn68mPz5/bBSKNJxbfm08v8Z4uP1Vg3FIu1rWP0+8Y3SltZjknEE4c/mxF/fjjj+/YgNYxIHfJ2Q5cccUVjUXWJkb/Obro/57Fo4/QHTgGSqTmukEPpuFwWBOmNFYwVJLS2Hym0iBBRYUZlSl/93o6EgSvi/5GKhyXXxo/V728vNwgKqrW+fn5eulONLe73W5j+Q7rzmU3IflpHt+zrU5c/1RgrncGTRigmp6e1r59+2pLwMdcZ1w76vbivTnpmPTi8inDExLb1Xn3ZMmJ0W0QzW7mgxMX800VOzU1pUOHDumqq6465k2OdztSKT5L+DE9D5B+v69+v6+5ubnalOYCa3fcuNbQg1kakxvJJvqOSKTdbreOPvIJEw8++uN8fdtA9eCib5Hbj9nUlzYIzusHaU5LYxVGxcnnudvW2zGYEh9X9L6NJuLBYFArPCsq+sli0MjXtfV1mtP+fXV1VcvLy/WaTKbT6XS0b9++2k9slR+JzCTF7y6nEa0C1zmVJH22riOWg23V6XRqtRsDJTxGH290NbD++HltbU1PPvmkPvWpT03U4Q5HKsWTiec+97m1uWRVaEJ0RLnNr0Ty4WBpCyREYqRSIZEyTXdiKlGSjomNaVNp0TwzMXDA+lqqMYILzhkYYNok5bg+z/+5GQb9Y16+sri4WE8IKysr9XFpvA+ly+bvJh+Xl5truFzxaR77fLlsyuqQ5YxP8zBNIi6DYpmj35eBGp/TZsK7Hn3ckwRNb6brOnGeacazTDTl5+fn9a53vUuf/OQnJ9r8VEKS4rPAm970pkbghEttTAw0RaR2ovBxE1c0edhBTSY+HgMsMaocI5TRh2V1SXLm/TmoSB70tXEpjtOlCc5ABNfS+Xo+a+206d+Mi5ydb/u8XNckMuaHdUHF6uMuH6PBNrmt9L1ygO3GIAuf3+aExrpjNN71FOuHE0RU/nE1gv/TInBd0sXia2ha0/rgfais2xRrr9fT1Vdfrc9//vPHNEZ2I5IUnyG8MNt/VojeRzD6hKSmD8egiqNPMJpNkTx5LmdzbvxAHx3Xu5FM42JsX0ezjAPQ5/v6lZWVibLS/OcxbmoRibbX66mqqtoN4IHu9Z3O8+rqauN9No46kwBdZ7He+v3+xFo/lpl7Ufqzv3PdqSO29OH1+/2JHX/opyTpxH5AxU2Cddnj4veouNl2XMJD/zQnTiNOljwe8+QXq0nSgQMHdM011+jGG2/UqYgkxWeAs846S2eddVb9qN7c3FzjMT0OKJon0lj9cVaPfkPO8iQYKrcYafYgMKHRlLO554BFVHcMTDA6aSKSxj5Hmn3OK01jSXWknH5RHnf69K9yAJK4pPFGttL4KZD45IdNXKvJxcXF1omp1+vVZaVv1+4P+k3dliRdEzXzyXqWNPHfqjTWs3+jaRsjzOwD/p3HXQ7WGR+73Iww2wiVZXAdUGlSlZdS9Na3vlWf/exnn3qw7EIkKT4D8PE9P6bnoAr9iDHKFztkJJPoQ4wD0Z/ZualIaOqQYN2hfQ8GEKimqCYlTeTNg80LjUkIVGRckhLVotNgoIgkyaUvzjsVucvk9Pft26fBYFAvI+FTIouLixODnf5F59NmoUnQ9cByGjGAEU3YeA6jxZsRX3Q70H/aZknENmNbctKLk1/0G7LdYr7d53w+3TLD4cYDBvv379eb3/xmfeELX9CphCTF48R1111XD9x+v6+FhYUJQpTGEVhp0hfkDt7mV4yOdmn8HHSbWSw1fWgxOkkTLy4F8rV00pPkqGxMYsPhsI4GM48eUCwzl54wTww0cPJwejRv6ZPlgJfUUK7+znywPkiO9vn6ZV8MdJDU20zN2IZsE9dDNFOpKlmWtvJKTaXNOnJZ4l9bgIbrI+kSaesz0b8YrQDnxe4WLq06cOCA3vKWt+iLX/xiY/OK3YwkxePAC17wgoZC9EP+Xmrjmd2zclQAUtN/RAc8O2fbDG6FRR8gBwnVJde0ubPTL8W04+NwJE3nOQZSor+JBODy0uRtMwGl5t6N0e+5Wb05LQZX6B7wxER/msvoNJyXbrdbuzGoPlm3cZIhucUNdl0uPlUSQTLjJERipT831n00iUnQJDwSKu/N+9DH6+VVdC24bWI6Pm96elpzc3OamprSVVddpcFgcEo8GjjpdElsite97nW172l2drbxtErc8iv6bKTNTa94jINFGpvMXoMWI8Y+x4qPz7pa2fkcqdnBY1S4bYkGlSyJLfq3XB6b5zGi6TS4fpPRZZ/jicZpRlMxBp1cNgdEer1e/ef28sYcVIYuG/NEwjbBxuUvcSJwXXvTCUkThEjy4/lx4owEyD4SXQgkQ5efCpzE2FaH/k9lybrx5MK2ahMB3W5X+/fvV6fT0RVXXDGxjGi3IRdvHwOuu+66ugP0+33t379/ItpsB740XgJC9WbVIjVNy+gP4qBjx/dyEK4T5MzPwSWp3lqL9yOhULH4HPrwDBODB58HE7+7zNEM5WcOoLW1tXpPQbocuF2Yz7eSY1mcV++qwydaPEm5jH6EjdtvOeDE/HGiIRHxM3fxYR6k5nKg2Eb8TOVp5c/F3/RB0rXQNrm2LbGhSuR3KnEqcpIlJ+24rIflWFlZmXhm2ovqDx8+rKWlJT388MO65557tAOQi7dPJN797nfXM6JV4WmnnVYHV7yAl+ZamylDcvQxqRmltMlCE5ZpccfraLrF5RQ0iZ2+88botK/d7AmQNp9n/GzCMrmRVFwO/7fJy6dBfNzlNmGRfFkO3oO+NxNup7PxxAmXDA2HQy0uLjZ2q46+UC90jj5I1hXbjQEum5zc6oxt3WZK08/n/NCHK6lB0ry/z3cgiKQV161GYm0je0kT5eFx5tnneOKJE9JznvMcPf7446qqSqeffrpuvvlm7TYcs/lcSumUUr5ZSrlx9P28UsotpZT7SikfL6V0R8d7o+/3jX5/4dZkfevwile8okGIHrjz8/P1S6U8qD3Lmxy5sQNnV/6Px6jQOEg4+5swuUWWOy83TvB/rpkzuThfjE5zABtUax7scVExI+wuNyOmJisPHptgJkb/5vrknpM076JCJdnPzs7WExZNZ6pzm3t+KsaqnkuknJ+o5F3nVNlUxrEdI4FH85QkT+XIJTVeNE7fMU1kn0/VyfriJByVe5yYPdl6wmWQxecQvpetFpbTJrUk7d+/X7Ozs+p0Orr88ssnxtdOx/H4FD8g6W58/wNJf1hV1YskPS7p+tHx6yU9Pjr+h6Pzdg1+9Vd/VS95yUsaC3tNiLOzs433qLjTce2WO4g0jhpHH1ic8blDiUmLz536PA5Qp8NNEejnc1pUP1EF+PwYsTVoQvl8p2MS8gTR6XQaxGOiNAn1+/16W619+/Zpfn5ec3NzOnDggA4ePKiFhYWJzXjZBlRtJAipSbBeHhWXSvX7fc3PzzdIjW1Fd0I0JSVNtEdUUPzPAJPPj5Fjqs6qGi9/4eTn67i9GU13+nT5/LInZqpP3tt1y4mGy5R4H/YV15PLSD8kVX+329WhQ4dqP+Mll1yi3YRjIsVSyjmS3irpT0bfi6R/KckPQX5E0jtGn98++q7R728oUYrsULzrXe9qNLZJwm/YiyTApQo0nX2t/3NwG9GXGzt9JCITHO/HoAfVhY9JY/NGakY1ObiYRlS7LBOJlQqJj9+ZjEyaJsvZ2dlaac/Pz2vfvn1aWFhQVVVaXFxsJQkrJ09CcWDzj2rTpMS6NaFymU9UOySBSAqRNF3f3HaLPr44EZpQo0/ReaF/1P2GFgfTdlq0DjyZus1JxvwjiZJsOdmw3E4j1hXJlN/5t7CwoPn5ee3fv39XKcZjVYr/WdK/l+Tp83RJh6uq8ij8saSzR5/PlvSAJI1+f2J0/o6Gl9tIajQwN4i12eBoc1Qy7phtnV9qPsssNf04VBDs4DSLmF7s6CQ3k2b0HxrxXkzTg5355GJvlod+RJrKNDe5fZqDIJ5YqD6Wl5cljZezRHMwKhtOHow0uz2k8Xb/VEF0HTivNEd9Pf2kbiu2M8mDbcB9ImM7xntSBZrcIuGxL9LVwn7ngI3BQI+vbTOFXd/sS74/3T+8N/ua69STot9OyHzPzc3V1tWZZ56p3YCnJcVSyjWSHqmq6rYTeeNSyvtKKbeWUm49kek+U7jTR/9Ur9fT/Px8HVjhcgSqi2g6k3isAqT2yKzU9N94gWz0W3EweLByiQmJjOZ9p9OpCcLn8TcSJMnXoN/Ug4dl8I5A0XVA0iMxxQCCz6FKYnDG+eW2bN7HcGFhQaeffrrm5ubqwIvvtbKy0lge0qZoDJq6VpRraxuvCyVpcssytyvXWfJcqi+W0/XG30j00fcYr4ukaZgcaRGwXNF947poc6Ow/0Z3D60K9wsrebolPCm63V760pdqN+BYlOLlkt5WSvmhpI9pw2z+I0kHSinucedIenD0+UFJ50rS6PfTJP08JlpV1Yerqrq0Os5w+VaB5gnNSO+d50b3cZ/HTksVwU4pjc1pKxCbqPRTUWHYAU5wEJBoqAaoAOgj5ECjyTMcDlvdAs4ry8cBZziv/tzmQlhfb399qUmMBG5TWRo/e2x12e12a3PMTxMtLCzU51KRW+HHRx4jAbA8MdDgvFMhsf793eYzTdaoSA2qPrYB2zMSEeHfmFd/d/qsY5eBJOr6ZD9mH/RCbv4Wydrp8Zn0uN7U11NovO51r2st107C05JiVVW/X1XVOVVVvVDStZL+rqqqX5f095LeNTrtPZI+M/p8w+i7Rr//XdXWO3YYLrjggglzl0EVBg5MJO4A7Nw0XaTmTiw0k0h49Ec+lanidNsGZyQrw2m2LXWhcoq+JJqwbWTK/Fg5U0XQncAoriPZ/uOL260MPWl4kM3OzqrX62nfvn3at29fbbJV1XidIF8lQLPU370BbZsCcxli+/Oz28d/zjPJi2mzPWlZxMnT9cpJjQpOan8mnfXP/BnRhI5ljq4OtxXT4/U8zjLxeJt69Xl8pe9Ox7N5ouV/k/R7pZT7tOEz/NPR8T+VdPro+O9J+uCzy+LJgXe58YDsdrvat29fgxRpAvo8kiU7dgyUeJCSvLj+zcfjUpHoV4rEZZKhCpCakWQqB/ocqQpJYC4jt+iKAyuqTZOSj3EwRDLwPojO9/LyskopdYDGbgtHjE2IDnbxmefl5WUtLi5uqo4YUCBR261hE9iPCJpomQ79mn40MEbq43meiAySJ90dXN4S65iqj6sTqHI3I8yojumm4SRnPyzzuZk/nP3AbUpfJid9X+u+5vHS7/f1xje+UTsZx7V4u6qqmyTdNPr8fUmvbjlnIOl/PAF5O6k4dOhQo0NHQoydoU2tSWMTLA7SqAS46Dk6zp1Gp9OpByiJ1APSnZSdmDO8B51JyMdZnl6vV78nhYMzDgqSNtUS3QNOw3sjmnhN9Nzzka8YcB2bFKPpaIXh+1ldksSrqqoHOEnP53FAT09Pa2lpaUJlU91ZzdNEjQEo5ycudKfflSTB+uSz25Gw+d/1FsF6d5twwuNEyf/Onxe1c2KO5aeaNWjuO5AXfZTcJs0LzKPveicjn2gZgaaOHcP2g9BsIqGwI0W/S1RkHlDemYXLITgo/V1SY4BwQHP7LUZInScPEqsVEjk78czMjJaWlhp1IKkRsGB+WA+x7gzex8qbqoUBKtcllbeVIIMYcbEwXRJWmfYfug65bMb14nvGtY4xkEBlH39fX1+vd9gxOp1O7YcjmZAE/NmBsdh3WG/RSohqne4WTs50hWzWx33fuHwrum7Y5s4f+318Gsdg+7LcJkr6Fo/1XdsnG0mK2tjogbOcX1npZSQ0S6XmMpnYwU5TuygAACAASURBVKmYPAitCqyOOLO2mSCMfvp+VIImPXZMD1Q+J+zoa/RzOh0vg2G5pObOKFR89Dk5Qh7NJZrNrk/XVYxqmgxdz47u2y1AvxXX8xEkFAZ8WL9uD75wfjAYNNJp8wXzhfHOPwm7LRjCd9pQabEMfGKIapvlMZgGFWq3251QXfQLsuyc3Oy+YL54H7ez2zP6GaPl42tjINF9k2PC/727zk5FkqKk888/X9LGQPAb+TyjR5UkNWdqmjGSJgYmzQap6bOhn4ffo6+IqoAzME0nE6lhM9V+NafLQRADKQSJyZ9dbpOD78sXYUnNHWboN3N6VD7+zQqd0WaTEpUKTTcOQCpiqqtYF86XSSW2CY951xymE5cT8Z6xnfi76zoGe7iWNJIsfXJx0whbG5Gc48QclSiPs3/Ffh3NbfZ192uKgmj+u/79n+OhzRe6k5Bbh2msArw0hSqH5qlJMnYqd1b6B+nboz+P96RPrE0h8DMHWjSPuBxFUoPIaP5G31K8jxUey81B54HldFxHMc8xTZMxN+LlekKqRSt0/5c0sSDax+jTI1EOh0MNBoP6NaVUgVT0HqAsB9M0YfFFZLE9ot+QEwbJ0m1M1wjvx7Kx7rnMxXXmNaesbwYDp6bGb0Dk+lT7WOOk4eet/ed8cZWA8+78+106/oviIPZfLtlxfq+66irtROx5pXj++efXfqyFhQXNzc01Xl7Pzu8/Kx53sDa15c5lXxM7P80Un7eZaosEyIFF09ym4WbmGB+TY8f1AGT01Z3c6tOTBn1ONlfpWqBpzcmEpiP9jFFJumyMCnNS4WNs3r6KA9kuBxNh9GtRtXOwR/VOU/PgwYOanp7W4uKinnzyyQnXB8nA9ez6pHKiioxPGkUTliqex9ke3HOyrS7cfweDQV1e9of4Pfq1DefF55K442RAlcj+5HriBMl0dxr2PClefvnl9YzK11na3PLAdmckqXgQ0l/CAeDP8ZGt6IOkc9udLpoXcYBw1qZJyy3FpOYGo5IaszXNI5IVTR3e1x2bBB/NUubV97c5bLVo1wTfBGiSOHr0aE2IflOfy0gfF5Ww8xrVjuue7gXWLwmCARKW7cknn6zvG90TMU2qrF6vV/vumLbbJ5rcUcFL7ROdFRrrTGo+7zw11VzAvVmEm21MYo5uHYJ9xv2JS55IyuzXJF9f1+l09NrXvlZf/epXtZOw50mRgQo/BUFzmOaOG5cztn+3erRKioqtbRaOJqzP8Vq4SMJS078Y/UMkVqpZDhanwXwxYEMl4O9WmSQ7Kg2SPQeM07Gf0JNOfBTM9cZt/B0EIhFTlbBOfMxRc26tz7yyjtrIhP9Jup50qIp9L5K1r/VvvCdJ26qK+WIbkrhJmFafnjTanopye3P/TZOx64jmLgnU39vImq4XnkdfcwzMuF84fV4fRcBOwp4mxd/4jd+ozTfv40dTTmr6C6PjmDNjm2PaZMNjVGkkNs6kjozSzCLZ0GkfycyDjeZ5mwohuM7N5pjzzWgk8+3os4+TGFknJgf7ueyz9OJtLnGy4uC6Stf7yspK4/7Om1W+icJ5jctzpLFPjQTicrrM0cylD5PExvaJqsxpexJgnbC9OEmRWGjusy+ZhHy9N8bl3plMj2QZ+7Tb3elymRFdD2xTErrL6Pu5bDEfvl+0pNhvdhp2plF/EkCVwud+peZjVHTimwzYcTnIIrmxY0nNFf8kISuk6OfyfZg2FSc3nI37KfIxN9+bv7N8beBAcD7iIGbZIxlGwrZidJ0zgMCJwwqHEW0OzvX19XqxuX2qjj5HUvJxR+CtttgOrkcTnhVrJDwrNH+WmgvWXQesV28mQdXFPhaJkW3kvEcVyvOtqNuIiGY389XWx13vrjf+RrOYSq8tHZaLQSyfy+VtrMOdhj1Litddd52kcbDCjUd/j8HO1TbzR3NWmiSb2KnY0WOgwsedP5/Pra9ohlABkfg8EPnX5icyaayvr9eKzGnTZ8r1a/QFMm2a/NzhxoOYZfe19HPyfKbr/2wvky9VNycMTxoumxU4N3F1XXBScV+IE4xJksTJCZNloOkZ17pGd0k8n30mnud6I0EScaJ2OrF/s3+1rcH1Z5Ki+xQtC6pECoFIniwzz19fX9fZZ5+tnYQ9az67URxgoarh7MVOQqKMfrPoaKZSoiOafhf6K5l+VVW1ienBYDMpqhL6N2M+qRZo9scB42OuE0YOPVhpStLHRtPcA58kT6Jj/UxNjaP70ddEE5bKiC+n90QQzTmnE8k9KnsrV6pG+tbiHpKxzkgsVLnsM2wXTiLMS3TDsE8Nh8NaCfqYibnX69Vt7/WcdPM4n9Lkc+qcvOy/pnLzRMC295iIlhDVNFW1+wLP9cRO9T8zM6Nzzz1XDz74oHYK9iQpvuhFL6o7DH1eVECMKkrjAU5/i49HH4vT8/kGB3pUlh4EURVF0yn6haSmH5HpR9M9lofHSUyuBxOzzUuDm06wbPQpxTqyUnH01LulUEFSwVGN0Uz2bzSnWdeeSHh+rHMqQebXLpSVlZX6PdIuZ4ywkuSp9GLbsF79/Laj0lSCEexLVFtU2yY0t0l82oduGiNaM4PBoKHu6HbxZ44F9s+YNhXsZscZPPJE0qZ4txM7KzcnCZdddln9mZ2PszZJho0oqWF6xeU2Tid2dJpObSYSO5GPtznJ46zP8xj5o5qh2mJUO+aDnZ0DhGRLMnEH54TCARwDNH5OOZr3rAdODnEJTSQk1lMcqKx/5slKhXXl9OwH4//YHpzkYt3SNG0zSW3OR5Jom1TbJjW2G019n0s/bMwP+xj7APsF7+k64oQZFSgFAS0NpuHruarD3z1Bxr6/3diTpOjG8fo5Kg2ae1Qkvs4Dy52IS0w4yPyfvhyaI06PiJ3dncf34Oarvt4k4UHAfPneUeGwHrg8xoiDlGZ4VJa+b3yqJpq0Np1c5sFgoJWVFQ0Gg4kdfKg6GUF1fZKMWEYTDwNWMXoujR3+sQ2sWmPaVE80UTlZRZPS18aAEneNiSa502e7RLcI90H0Uzuu77hHJ32cJNQ4+XOhPCcMkjnbhyBxsx5judhXOKm5nl784hdrp2BPkiKJRpoMFkjNxm5zoBs0u6IJRSc6OyO3VuJszY5IcuZ5XDhOX43PoxKKeXWe2Iltavq4H2mLpnF89pazvzT2oXqSMVEx+mqlxD0MHdxZWlqq3//s9KLviWXx5hckDw5GRqNJYtwwwyTACLVBAueE4Xp3+TnZuC4jSbBd+YQTSYZEFQmVE17ckm44HDbqnMrMxzkptk2M/k6CZJttNj6iwuPkxf5LdwzhY51OR895znO0U7DnSHF+fr4xgPjMaNusJzUVDNWSpNrJzaU69BVRZdFnGdOXmhs28B6c9e2PIyly4LDTRjOJpo0HUb/fr8mURMD7U2F4ETad8047Bnx8XBpvusClTSsrK1peXtbS0lL9u9vDJOhJxOTGpSBuF7YJfZSccFx2vjWPpiiVJvMpNRdRc+BLmiAiqjmSZsxjm0lJ3x7VN/PDvuXvXizu12bwvT1tvvFIXrG9DU62nEhcLvfB6D/kJMC6ipO904l9Zrux50ix3+9Lau775wi0O2okrmiWSuPORgXDjhUVWq/XqwcnX/QUzS0um4jq0OfY/Or1eq0vmSdo1kXTyb/7eqogp+XZ3HVDfx99isyfVU7blmDS2ExlEIfrRF1nHHTOs9P1zty+bxxcNPN5jOapNF7QzbqIdcay8RhNY59DvyP9j5E8IgnGezgIEl0Z0e/o893+3mjXqtt+XLY5J6boV4wuACo81g/dJ8wX28Dlo3+Ty6+8WYXrb6e82GrPkeJb3/rWxsCXxgRG04pKQWrucOzfSSIkI6oDk6adyvTRRJOJA8Tp+BjNLO7YQiLiusD4jLOvZXoe4CQs5j+aVtJGp+/3+xPq0+aw1ac3LCDZugyRLGiex5escymIjy0sLOjQoUP1qwp8H5NJHPzc99GDn+sMaTVMTY13XfcxkgLrKvre6BJhoI7KsZRS1x/9x74X3Q78H+ubPlwStb9zbSWtBdZlbIvYd/3HNZzuP/T1um/53pzkiTh5cuIrpejQoUPaCdhzS3LaTFX6YKTmukH6YNpMJqslputOGJ3kXu4Rzaho9vr3zfx6JC1GICU1lmk4v+7EJH/6UyMRMx8+x+nOzs42JgKuYXPdxDqiWuN1cTLg5q/RnNssnW63q8FgUCtXuhLcliw7FY7rkUQ6PT2twWDQUFJWxj6XZaVKpblMkvBvVkdcByo1n7WmIqRKZB9hWWMdM8hE5SeNF6iTtJkmlTzBCZ/R8qcD88XJ3302Co2dEoXeU6QYHcBScykF10y5w9BPyFmdnT5GWkkmcZ0iB60/e8PTGHyxoqRJTTJl2g6wRPOFKoj3Zdmdd5MuJwP780yKdsZHf9HMzEz9fuyFhQVNTU3Vz5N7vaPrss3sdnqR3JxP/+faOxMwB5zryIM+Pu7oNomq3Gn5CRi2M+uL7gu3kSeZtnbhBGJfbEzP18RyGiTIqampWpGb8GKb+RrWr//Y5rF+o4lPAouEFSctt7HTi+Mk9jNJ9WTmupmamtJll12mr33ta9pO7CnzmSTnWdudnEGJ6JymzJeaJmM0a/zZ9zOiGdhGAh5cMcK8mQ+H9/Fg5v3jjB59PKwXk6r3luRA55ZknCCk8Xuabc7R4e88mDho0jFA4smAT6lQQTvfrienubi4qMXFxUadsFx+ORNdIlwczvZzVJzvWiFpxM13qZicFtvKnxnRdh5pirovsG2IOKn6P0mGaVMl+nqXy/5bKj8i5pUv/nL/iaY4wTFgs7vtXj5nZmZGs7OzDUtjampKZ5xxRmv6Jwt7ihRf+tKXTigpdmIORpo2/o1ml8EBEJUcO0Q0wf17NF8JHzeBtJmChAnDS0xoCvt3DqYYcY+PZfneJjsrWu7mzPqgXy36oLgPIFUNfZXOOwc3SSQSKDdDYB25fG4Pm6YxKMDlQTRH7W9k2nz3CuuHddD2RAndA94ggvmjX5PESnUXzWeSItNn2TyJcAIj2Ebsb/Rh0u/na2KbO4/e6JbEyvpivtjfZmdn60nU93vBC14wkd+TiT1Fij/5yU8apMTOZWe8gxVe1hAd+PF6Khn+J9nSFxid+jxHmlzS4NmZA9TEGJUgO7QHenSwx8FDfxOXsngi4BIZbxBrxUeyodL0AHE9GSYbHneElK4CloNE61ebUsnyXtxWn/7a2N70H7q8VnUkCasdSfXyIapPplNKaQS62B5U8G35Yd9yf6L1QnJh/2Jd0v85HA4bjxLSnOV3TmxxsuV94qTU9htFBfsXy+CJ1Z/93X5q+hhf/eqJtyefNOwpn+KRI0ckTe4o7U7lqCAJ0udLzWgwHdRudCqK9fXxw+/RLLFfKBKh7zM7Ozvh0Kaf0X4+ptemFKTmjjQ8Hl0CPocdnAPSSig+aWFyX18fv8DqF7/4hWZnZ7W0tKRSxu+B9jmDwaDemZqkGeuX6svHVlZWND8/Xw+gJ554QpJq85Bqyr6/aJ6yLmly08x22zlt5pOqMfoYOYk5DyZrLkx3PkhsJif6s6kEqXxdJ95T0XXVtquR+3c0f/05EpmPsz3iRMK+xP7VpkrjZMD68Djr9/u1j9Hl2S7sKaVo0IRxg9HHxVnXncIEwM5NE2ZqaqqhtBj4IGHZ9GOHiupS0gQhsXPGDQV8fryeszvP5SxPVSA1N5yVVJupXqTe7/cbrgCaouvr63riiSe0vr7eiLL7cbT19XUtLi6qlPHehFGxsFx8uoJ+RCvG6NOL0drN6ib6hmkSW8HENOgiIQG0TXj8zwBEVKaub+bREwwnYl8bJxDXDdd8Uh3S3GU/j4o59iWazqzPzXyRbYRIF4k0diXQRDdskfABglLKtm0ptqeUojSeqfyZs7aP8b/BTswBEmfe6KOJ/iCnTTPa55qYI/lGled7+Xt8tM/nsuNT/UTziOrjqUzsUjYeU+PjeNL4vSHD4bCxa/hwOGysqTSOHDmiubm5xmJwmncmfhMhCdqDf3p6uiZIm9B+DthpcGBT0bUtdeG5VGc+3+cwfeeZ77dhvbCNnGdaGT6H/wnmh3l2ulTFJOjY77yrNiPfTnczC4Np033E/hInYU7e0aLyvfiIp8vR6/U0Ozur5eXlxuQc1zmeLOw5UqQZR/OKncIdwQ0dH3+j+SSNF8vGzuI0pPHWTm1EE2f0uIaMZEc1wTzws79z4PI8muAsrycJdmqDz+zSH8oyP/nkk7UZxDWf0RznvRlM4Ea3DHbQgW8fpD9HPyrbkff2AKPrweUg0XDPyjaz0m3HvNNUZlvGdab0s/p8/k54a7XFxcU6D7QW/J2qiyREsnJ/Zb9x34iTOPtOVNZUs/EesQycEPydExxdBCbGmZkZLS8vq9PpaHl5WQsLC9oO7DlSNGIEzf+tqEgY0UyNHZrncobkrEyVYiJsMyOtTmh2SGOlYSKITnl2XHc8TwBcVBwjmiYpI96XeW3zg5HUuXDc9+dAdT7bzFeayFxWwh1cPLCch7YlI1wrx4HHeqdC4qTIyYhtRfKIJqSJ1OWj6yS+ZzmS7GYmLBUVrRJeFyfhaKVwOQzLwjxwMiAJkszoK3W9trkWXPesK5Iqy+K2pQJeXFxsTHDSeGI42dhTPsWLL7644XhnZ4u+LXdkEiI7FH0zvJaqggQXO5zVCyNu7hRUHOywDnSwU3JARLXLtDkwScAsb5zNSTj+7nTcoa0gPSi8Fi66FWJgiAOCis/n+zgVpAMtjMwyn7yn246k4SU40tjkZZuVUhqvYHXALZrNsY2ZV35mv2K9+rHE6MpwmrQS2J6cQLiFGPsWXQexflx3LEfb+luSMyecWF+x/7Htokqkoo4+yMXFxTrQyeOPPvqotgN7SileeumljeUs9C1SNcbZdG1trd5eK/pNqECi8ox+mngvqkl3Tnd4K0OTDq/lzM9OGc0154EEYTCPU1NTjQhrHGQ8jyYPZ377rkwANPmpREl4XLju/FF1OY+OVA+Hw/qxPg9YX0cCiNuDcaByUuAA9e9Wqyb5Nr+Y/3NBelTrsX8wL3TNkDxJLCRMTs68D5+qYRlIPlx0H4k31l0beXES9O9RDUYlHf2jJFYqVE/Cdo94Awzn9f7779d2YE8pRWkykBI7XlRh/hyXUXCwSJPPQ7eppDZF6XNsLkmqB300HdmBSUwuB30+8XMbITofXPYS3QUeBNEV0EZK0SSzojOhUXl4snEZvdmsBwsjsJIm3hlNdez0o/kVFVYk86jiWe74eKDz7nL5fi6rJ1hOIpyoNms75zea6rFt2V/jCoHYdlSUvBf7APPa9nucLNjfed82EowgGfNJIrpD3P6RqLcDe0opGrHDSZNbM8XZ1Mek5nILRtE4e8YIJ5VDvA99MjTBqAYZpebGnzG9uD6NvhySQCQ/Ps3S5gqgUuAxqp21tfELlYyqquroJyP3nc74RVyDwaAmZipu5ov38LWRgOIkEF0QHOirq6vq9XoTwRpOglSFVNac/HzuZsqUeWE/8veYz0iIhs1hBwhdd3H5mEFfYVw8zrJxAnX+OQl69YDbr22CJ+g2isrXiJNqrMPtxp5Rivv3728Qh5/xjQ3mhaVtxMBro7JkZ2J6cYZ3mlQc8bGy+Fxum3ne5tOMboC2hcvOj31mTj8qKR7ns9g+zjKynF76IbWvH3T9eJ8/PqrHv7jbNYmEJMLnjplOVPMcxJ5sbK7ZfKM6tyrdDOwjfvzReYvr8GL54rlxoqES9r1Yp6WMd0xiG7Gt2CecRlS3bNPY9v4t9nGWyZYAj7FdnG+TONdS0nJos7z8oMV2YM+Q4pEjRxozG5dp0HFPNRQ7VRx4nI19TiRUNvpgMJgw33wfKgcSlzS5KJb//XskCx8nSdqRHcvUZppFQoiDItYlTUoTu8se3QlWLlEd8qVONIMZpIjmV6wDTiRuY55PRek64ALquGiawQemQZVsvy+XvsTJ1nUaJ0b+Of04sdLPyTScP/p2Xe62ydFlpE+SpOy8c6kS/b1PBbYv/ewR0RR3+dhGnLC3A3vGfJ6fn5fUHDwcJG4kLhuhf4Mdjc5rd3YOApITX7XJa+JjdL6ehMXz+Z8Dg+XZTDFKmiC7brc78fia88gyUDnQNPK5cVLw+V7a5O+uMw5Qugd8LxOoCdKqY319XcvLy/WTMZEE41NGBtskTlosK7f18uOabHPWh813I+4GQ4XnP75egXkjocU2pblKknAb0AfHspCU4sThfJLsI3lRRXoSYr1GZcvys35dj7E+nCafhTfsYjnttNO0XdgzpHj06NG6EzLC6eedaaI40hwVW+wsUnO9Vxx0McgRFUokw80GrT9HAorqcjPlyldfrq+v169GoCLYTAm0Ea2/x8gx69H5sQ+Qi6YjiXqg+Fz/ZuXlNOMAZ937GOuujXQ7nY2NfqmE6C9125PEonluZcg65wTr75EoObk6L21LntqCF24vpxHrnv3N/1kv7ANthMm2dp/xBCw1VwswCEbCIznzN9ad7+v2Hg6bi/M9cT+V62KrsWfMZ8MNE/12NNfiJgTuLFyfR3+LZ25f7w7rDkLfndMlmdGfw8HUZgK1DSYqReeHefZ3DygPkujM50xuMOIbzZq4jpOqx8dJLlSYDCR5YDCq6msYofY9OfAZFKBKjQrRsKphm7ldGYhimWmukgTZ/pEUWLecTOg/Yz8hwdlv7eP+Y2CHbW83QVShzi+FAMvC8/hbXOPJtmU/44Ym0aTneOLxOOZcHteNwaVoJxt7ihQPHz7c6LT0JZKwpOaGpO4g9I/ZPOTgJdj4JlkulGW6JByqyzjzOo3oyN/MJJNUb6RLZWm1RFXHMka/WSTjaHZRBXige6sxuxCchs93OktLS/UA4GQVN83w/WOd+TqeGxePu158T14b3w3T5lKhf9Tf2U4MjrD/sG9FMqCLhf/bfI5RgfpRxxjocF1QoXGCbTOV+QABTXi2OScLqtjoNiCiiqbZzHywDA5+epH5dm0ftqdI8TOf+czEQIlmsAcPO7efhKBvkJ2ZA7JthiSYdhsR8xhne5pNEdGEsuJyVFSafAETzUd2VKZFvw/NUeYpDrJ+v9/YK4+7ifMJFS/W5W7XNKlsPkczkaY7ydXlYr6imuMANWFYCTvAENVy3OChbY2m/1i/dDn4Oipe54PpcKs6kln0/3E9p/PKyYr1wDTcP6JSoyJl34tukrhTj4k0PibqPEa3Qnwckqa0+2ucCLcDe4oUJekb3/iGpHFH4Tq1qD7YiaXmAlw3cpsZ7AESO4zPZ8ekeWTiYwf1OVKzM/leHgxcQmLThiar06G5GH10HFRUCe64HIAGBxgDJe7wDJz4uDd8sCKgOR2VhPPm+9Ccj5FYw/mOE4U/0+T0H/dPpNlOPyjVNtU878G3EUaVbxLkuki2B/uQz2ceI4kyP+w/rgOnES0BqlL2eeeZJBx9hCRYabw1Gsk+Lh9iXUT3gc+NFlD0yZ5M7JlAi3HnnXfqZS97mQ4ePFjP3hyMJEeSl9RcL+YORTJgB/Ks6AgvO2ebudsWwePgoPOczz9bDbb5mXhuJEIOEmnSZ8QOTbOZPkqnQSd8VI9e4M4JxYOB9eu6YTlcrx74zMPCwkL9zGyv16vbkWWKit2/cYfu9fX1xmtYObGwLelO4KTk8tHXGeuQaot1zImIk6vJjf2QfdR1GMkxul6IqApjX3I7O00+KilNBrbo4/TvcWJ1PiU1tnXjUq3NAkZcAdBmHW0l9pxSlKRPfvKTjRlpZWWlVi3S5OajPo+zJAmAgZc4u7URK9NrM1l5HgeLv7edb9h/x5nWRBIXnfs3l4cmj8nOillqrkc0CXF256AZDAa1v9DnOsoYBwVNS6ZJpT49PV2b5va9+v3SNIfp+3S++FxtVPtsS9cnlY4fIWS0lUuN7Jtl3plnBoTYVp6o2MciYbr/8LrYn9y27LPR58zyOq9twRm3u8vO9Kne28oSj7t87t/cS9LnrK6uajAYNI5xuZv788nGniRFSfqTP/mT+rPNOc7UnGmjCRH9VXFWptkpNTdfaPPD0ZTy96gqYkTcA40BCF4TFQrNRgZBIrmSrGmGRgXWpjjjjF5VVb220Ca4SYbqwPcioTjfnHyqqmq846PT2XhXtxelO8Bjf6bNYOYnqi0+l03S4HenQxXGHbVJ4Ew/mtsErQySuvPl+8QNMvjmxBhA873ZH6K/kOqf/YI+UF5LU9/Xx7LE45wknM9oJdifzH4Tze5Siubm5ibutdXYs6QoSZ///Ocljc0j+svcGa2uovObvix3GpoivJaDX5pUgzSDpPGuMtH3yPOdx7gjjQesSSPuSWdFSMe8O69/JzHGDut7ML8ECZP+I+6QzZ1RTCT+jXXJwcHlOo6os37pztiMYAkSGH2fzLO/R5PUCof1RfKOkyrrLPrWSMSxjqM7harTk1rbrusmos1805Lq+vZ92aa0gNgf3Hdie8c2j75BpsdxFp9oYr92/9i/f/9EH9tq7DmfInH//ffXDUKzrpRSv+eXPhb7zuLMSTURZ1yfI2nCT8MZmQOfpmtVNRcLG1SKUvNxL563vj5eOsSB5+vo+ySxGDSBYtmiP4sE7ntHvyiVaSkbe0T6aRIqRg9Cw+dRYXFQeSAx2EMl5bSt6qhePADbzFYqQpeD1oS/O7oefXax3eLkFq0Tvgo2+lfdh2K9xvqgOltZWWkQZ0RUde4rdAlx8ojXMl2+tI3t5HHlMUZ3BiceBhx9r7ZA2lZjTytFSfrrv/5rSeO1aNF0ksYdOa63a5uNSWxRnUQziYqQAZPoA4oDiWl4sPOcmA53lPF50WzxIIoDhx2U50dTVNoY/CwHSSaalSRvmrB0E/heLIvhpTx82RHvx4nIsLns+3OplQmkzT0RAyxUgiQn+s1cV6y/6HKI7cAneOLkGSeiuIbWbcsJMUqcwQAAIABJREFUli/h8u8ElajLRZKiSyAqRF8XFSr7q90lfC2sj9Et4P9uA1pu27HR7DGRYinlQCnlk6WUe0opd5dSXlNKOVRK+WIp5buj/wdH55ZSyh+XUu4rpdxRSrlka4vw7PDYY49pfX29fvdwXAMWFaE/c9mFlSRVFEmA/h92YqsZd0gHEBiQkJoOcHZ8319q7vZMdet7+xynRVVsBWuCdYekCiBJ+T9NS6flAeB8M4Bj0KTicg4ORj7X6/vbP2nnfFQcPo/1Rd+k68+mG+tUUu1ysF+Sx6MqJ0iEMWhDlRUnHU5EJNzoWmA69BEyP+wPJiX7XHu93oRKZ/7oj/Qk0WbpsLzsn1HtsS/x/JWVFS0uLmppaal1soh1JW3Pky3HqhT/SNLnq6p6qaRfknS3pA9K+nJVVRdK+vLouyS9RdKFo7/3SfrQCc3xFuBDH/pQbbpEHwhn7WjmSs2nBuKaQF5DtRFN9s3uG81hmluGCcnk12biekBEc0cam54kPabhe8W1fPSRMWJIszIqQ1/n+5L048uqYkR6eXm5VocmQw7qXq/XyJMnmWjqstwkTpp7VJ5t7RwnJKdHUqACbFPbkfw8mfg7Cdb9gb42bkAc2ySSkY9RPcYIcuy/zHd0H3ii8+c2Jep+4b/l5WUtLi42VGIUIOwTTnNpaUknG09LiqWU0yT9C0l/KklVVa1UVXVY0tslfWR02kckvWP0+e2S/rzawNckHSilnHnCc36C8a1vfWtiYMaFypLqwddGMB6AHEw0aT1IDZob7PCbBVjafHIE1QRViAcHTW8uTo5mML+TZOIkIWmig/PczUxZqluqYhIr/U0MfkVSIBFxUuATNCxHrDO6E9xevo5pOo0YteVEEJVkvBfrLNY31znSerA7gT7vNuuFabF+peaz/Ow/XK1gtBFjHAPuR25Tpuk2Zx2S+NsIkfdyuo8//rhuv/321vrbahxLoOU8ST+T9GellF+SdJukD0h6XlVVD43O+amk540+ny3pAVz/49Gxh7SDcdNNN+kVr3hFPQuura3Vyz/c0bixJwcizQ1GCOkDogppM0ndOeizsgq0KeRrOCCZl/hUBs+xA9+Diz4knmffGPMXlSOvlVQHONbWxm8cjO+znpraeA8M3/jHemPgg6rN9/Agi24KR6x9vXf5NoENBoNGwMCuAvtRuTbTcHmk5kBlffg424sTBtuQoJJ0Ga3inKc40dKVwN84mfg4lXu0SmI5fT77rEnL1zGfbeqalgoVblT8XIIT3QFVVem+++7TY4899tSD9CThWEhxWtIlkv5NVVW3lFL+SGNTWZJUVVVVStn8gd8WlFLepw3zesfAZpoDHzzOCB4blLM8O6bBgRFNcX/n4OJvNN04IE06JoFICiQxSfVWWVZY0f/GQU+ioIrgY2aRGKmG/Tvz6HswkkuzzL7UtsmCCsoTFhVzjDCbZKgweQ5NwajYSLJsY5J3JD4qXJJHnECYZ/YNH2dZef9Yx74uqmTWX/QJuo+yb3IrMao3XxctGpaZZYvrZ2PbMupMOG+33nqrdhqOxaf4Y0k/rqrqltH3T2qDJB+2WTz6/8jo9wclnYvrzxkda6Cqqg9XVXVpVVWXPtPMn2jcfPPNDfO1qqr6MT3OnFH2c0BEp7fUfN6WatO/RVOZnZyqyR2bZjd9SzECzYHBjmxQDdHnRXKg+czBGCPCvC8VhRW2pMYrNo34ytZouluFkKCoQjjYqGycbxMzB3mbOm4jvFjOtjIzb25n+ndZHpJDVJHRfxzbyPlk+YxY5yxPLGOsg9gn4oTpvhD93qwbE2s8RndU3AxjfX1dt912m3YinpYUq6r6qaQHSikvGR16g6S7JN0g6T2jY++R9JnR5xsk/WbZwGWSnqjGZvaOxu23397wgcQILM0kSRPKxo3uDscnQkhA0vipl6ggSA7xGNPhNSRL3z/69xz98+Bg1JfXsnweEB4EVHkMErgu4oD2MZKu82aFQZ8ZVavrZWZmph5YVrJUwv7OfLZFT32uvx9L/TKSatPb9+ZEYXByI9FElRaVoEmHgSWS9GbKlQTsdJk/rnpguWmlUPkz33Hip1KnCmwzmSke6Lv2tT/96U+3zV94LDjWxdv/RtJflVK6kr4v6be1QaifKKVcL+lHkt49Ovf/lfQrku6TtDg6d9eAL0znTGsThOrNCiianL42ms4mSnc8v8+YQQWawhykvrcHpr9Hf5BNVH+OxED/E8siNU2jOJCoouKuyNHX5PxzDWH0hfk+zq+fTvGxqAJZhviceVTE3qSBStp1SSUe20hSTcJx0nA5TQ6+D9VXTLMtwutyOK9GVHduW6fbpvzpx4smLu/FLcm4UJ4TERVtrHcfayNp3itOnp44WZ870VyOOCZSrKrqdkltZu4bWs6tJP3rZ5mvbYVnNi7G9X8+9UEiiM/CmqRIgvRxmWz8mwexOz6ffqF5Hv1HPqfNz0eV6/synWiCcZBG1eeyU4X6PEYg40A2OUefqYky5oPlJiFTbTmYYuJ0fXAtKAnE5Eg3hus1tiV9jgyiUTU6H5zI2Ab+T/XcRlpRbZLwWO/Mi79b1bnvRWXnc7gUh5MafaeR2CIpsh7aFnEb0Q1hs3k3EaKUT7RM4FOf+pRWVla0tLRUd5wYYYxqijOmB2lUhSY6mtQ0oXlNHHyRoKjsfF5c7Ex1xrxFP2VUiUyzbd2lB5h/i09M+DcPSJpjNLPa7s93xkRQRXtNH8knRvudpuuDk5nJzPnj4mwHrlgnsd6ZH5Kg65117ntt9qbCqF55z0ie0bxte7eJf5+ZmVG/39fc3Fy9u1CcBDlZk8RYXprCVOfxdyty58kvt7f5/PWvf32iTXcq9vSzz2148MEHNRxubGDgnaNt3lH5eTDQnGtTIdJ4cHrwcsmHwdne5qmva/NJRtPP+Yl+IA8aqkzfr81MMklIzWUX8Z0uNB/pFyVZ0f9F/ysVq+ssKk/6pgg+ChfNN5q20lgZkzicB+d1fX29Ef1mmrQOSGS8JydN1xknk+hHjETn9Kg2WVdUslHVOShIC6WUjYXsfpqFk6wJmL5hHmNdR4uDqw9iHbrckRxXVla0vLysW265RbsJqRRbcPTo0cYs5z+qRJp1JEmqDg50/3enavNbxcHURoYxks3f48xOU4fXuwPHN9ZJzacgOKBJYpH0pMndd6JCjEqRg91p0YlvonGdPJV6ZX0xsEBSa1uEbayvNx/zJEGxPX0NJwiSVXQLkOzcLpGYo7KNdRNdASRX1jPb2e1HkqPF4raK5jzJ/anuye8spz/76aP19XV961vf0m5DkmIL/uzP/qxecOrnbflgO5dVkCgZBbYpRnPTgyYSlDuT0yX5GFR40tiMZceOG+X6j6QW/VVUnO7YLBN9hs6PTUw6+Dl4WWdMS1Ijf91ut1YzNA15Dc1BKxCShgkvvmXQYNmcNv9Tlcb64LXMU1y25XvyvGh2xrakOR9N2zZCpMpn/vnkCO87GAwabiCvPojrRLmUhr+11VskP/Zb9z+rw6WlJR0+fFhHjx6dHGA7HGk+b4J77rlHL3/5y2tS4OJtrq2LAQYqP/oIfa53dqGPxmmRMDhj059Hk8cqaH19Y4t9rgWLwRTnnenZ1LNbgCTnrcS4KNwDZHl5uTFootnJ7a3oZqiqqlZZJkTWIZWtzXiThtONqowBLpMhScv/e71eo5xsJ+7dyDaMATKqZAbXIlnRrUJ1RRcGidJpOn80sako2Z7MJ+/l4+5fXrjv8+hKiKQW+y9Jn26JNoK0NWVi/NrXvqbdilSKm+BLX/qS1tbWtLi42HBoG22v7WSHl9QgAmkcOY1Kpi0wITWfdZaaPj7f09vz05wiqTKd6J+LJhzVmctBc85mUVWNd1PhoOJAoTkd9yucnp6ud26hCrXiY31Q2dL8NJmzfJwAotnN/2w3El00cUlmrEuqNqZF14r/08fsfuP8039KtwqJlG3lOo7Lv1w3Ue1yva0fs3NbeDd0EmLb+kia2rFfRzL0Kyjuuece7WYUVuy2ZeI4HxE8Wej3+7r++uvV7XZ18OBB9ft9zc7OanZ2tjGgDc7kPC41I3WOoBJUXeykjG4yQGOSiyTojk0znSqlbUkR8xfNaWlyc1xeE8vZphYNTySzs7NaWFioCbItcuz8u06iKU4lTKXl67nhqgcwf3fdzczMNNwibROF79Wmlmgp0E/HNnDbccKRmnt4RlUf3SycdKjgWOfR4uDvtEx4T9cF//M634efXY92kdj3PhgMdqJCvK06zqfmkhSfBr1eT+9973s1NTWl/fv368CBA9q3b9/EdvCbkaHUjIrGDs6ZnZ0+muFSM9jApRMEBwxJw4Mz+sliGWjCmcC55CWafy5TTJP59TneYajf79eKsN/vb0pwjKxyqzAq2UjgJoVINJIapNUWRY1mtdWqCS0GJ3hfuxdM3py0mKbzHyex6E5x3trUfSTNmDe2G4kstgnN6cgD8Tz6R20lWB36+w4kROkZkGL6FJ8GjkrOzMzUTmMrjH6/3xjI/i0qJPr+otqLT29Es4ikxgEfFY00uTykzVnO/zZZfW8uKqe56zKQQGhCOk0PViphKl3Xgwko+uR4ntWp/3e73cYOzkyL9cyIvE1XkwSJ3ITAQFGcvJw/phvNSEfx3T68xoh+Y/YH1ieP0XfJOmbb+lh0HbjMNMs5WbURYpzQaK47Pa5qsGvJ99ihhPiMkErxGPH+97+/jiIvLCxofn5e8/Pz9dvk7Mfi4KePhn4nqbk9FWdjg8rOHdHHaVb5WJtS83cuR4mIJES1Svi3NlOafr6qar50ivnhonW+EMw7EvGtfNJ42VK32619YN7FiHnwPV1Wf/d97QeNy4GWl5cbKoimZVSh0d9GRRcj2NGcpbJj29kMjWotli0qb6bv+o+vWm1ru7bvcZKNKjYup1pdXa3rbW1tTd/97nf18MMPt/atHYI0n7cS8/Pzuv7669XpbLwl7/TTT1ev19PMzIy63W4jiGIFwSdNOOjoiC+lTGzpxXbhwIlrz6zKIimyk0f/ltTcRIKDLJqHVKg0paVJVcvjUdFYRZkUJdV1ZnPYy3OcFuvOA9Pk6Dw6bdev06eSjCYkCZK+xkhoTzVBsPwkY7ZvvIYmtT/7LwZYaErzWqfLlQNthGzEMlPteuLiZMjykRBpMru+br75Zu0CpPm8lTh69Kgee+wxHTp0SKurqzp69Gg9iLkOUVKD6NyhI9GRpDgAqFLiQmrfi+ZeHEgGO7rv0baJgQdXm3Pf+eLyEuefSorl5rVty4siQfg6Dzb6TKnOfL3PIxk579wqzCY6gxxuB5JiVHx0J1BBuk6d37b24rlUciZptks833XNcrIt2/yRMT3eN5rnPJf9xmWmX9v3djDIE5Lrb5cQ4jNCKsVngN/93d/V1NSU5ufntbCwoOnp6foFQXzpEQMU0uRaM34vpdSRUGly7764DCOaVFQgVBDS+Plkqg+nQdPa947mGxEV52aBBP8Wy9rtdutgjsvsxyn5KKWvMbE5gnv06NHGII6TEZ8nZ535Gg967k5Exe51fb4+ugG4eJw7zvjerkeqLrax4brhnoM+v22Hnth+zrfri5MI25hqVNqwdo4cOdKIqEdz2f3Nn5eWlmqS/MpXvqJdhjSfTxY6nY5+53d+RwcPHtTMzIxmZmbqpToe5B4McR2dScOvCKCJK00qAKm5+LrNPPVn+idJeB4sbQqN92qLdrb5I9uWBkmqd8WJijOSF/PT7/cbz+nGBe9VVdV+xaNHj06oZuaH7gGbpVRjNP+ooOiGcP5ILE4jtoHzyPZg2Z9qlYCJnUtzfA2XD7l9fG4kfP7ufEf/YjTDDRMwCZLmsvM/GAx2zS43AWk+nyysr6/rBz/4QR1okcZRaQYv2Bmj05z+HZrE0VSNjn0TRzSZPWicl2hG+Tw+KcJoaPSn+R5RtTAP9FMxeu1znB4HuKP5Pof+S7oRSJJeOM506Sow6Nfz97hlPn1zzjvJy3mKEWKX1efGp2Oi6UyXBMtvImXa9JtSpdFHzMBMW9uyzPwtPinENuUEwXvH96nsUkJ8RkhSfBa48cYbde655zb8RZJq08pkJ42fRXYHp3rkMgyqS6cVj3OgRZUZnwIhWUUSpZ8zDlovM4nmMe/B4InzRr9ZVKM+7vu1kaBBv6SfwIiRYRJyVKZW4azfuLM1lRajy/7jo39OI/rpWH+ckHgPKrNIhkxzeXlZUnM9JX3H0RfK4E5UrE4/TmpOh888M+DE11ucakttjhVpPp8gfOADH9C+ffvU7/cbj7BxhxYSJZ3vJMoYwKCSikGHqCSNtmAACaotOCJpQp1EU5okRDIkYVD9brY9GZcuSePNIbj7tsvhwer70IdmXyMDL07f5xJ0Qfg7/2gik8ipNOkeaDNvo0qLvsU2crVvkf5Etg3bPKrE6OONPkWqwNh/fD+TIfvSV7/61VYLYRcizeftwu23366LL75Y+/fvV1VtbEAgjQcF/UD+TiLjjM/9FH0u1SVNH5/PQIv/PIBIYB6cvj8HT1skNCKay1IzusrfuVGDSS2qQSo75tV5ch5szlVV1QgIkeRohrKcVFJc+hSXELG8kdRIKoPBoL6eeaVfkIqM11MF8lFPt6X7SYw+U71GM9mIvt9IglSbJGkGnCTpq1/96kS77yWkUjzBeP/736+FhYU6Ku2oqqTGrjAMPMTnkU0WfDIkmstUg/xdmlxaQhOchBtJmeQSlRzT8nkkBKPNx0VT2OVjGjSjuWGCNDYl6RukquFelz5GsqF/Myo8TiCsBxK3r/V1beqQvlySW3zplycGk5Aj2dGlED+zzLQY+J3/GYTxXyRCkv0dd9yhxcVFnaLI6PNOwPvf/34dOnSosT2WzUPDhGny4wCl75GmMh+Jo7KjT01qbijqgWhFyW21SKi+joOffjtu8EB/mUHipckc3/0sjdf/ceB3Op2JnbxNiHwni7QxkP3Mrf2NfhyTBMa8upxRTbn+4w5FbaqrLdrL+nXeJDUCNyQlkyHN10iGUvNZZecrmskxqBVdLkyPaX7nO9/RI488oj2CNJ93Au6++2696lWvqgnOg9oDvtfrNUxeadIXxEixB3vbDjdUYRwIJFiDZGU1Gv1nHERWTVQ1JDYSRBt8Dv2EDCrxvo56OsDDMpDYJNWRaP/3tVxXaFPZazbpJiC5OS98BJG/twUwYl3R/GZenQ7NaueFAQ66CFyfzGdcb+m65cTi8jJvJsEf/OAH+tnPfjaxM1OiHUmKW4CbbrpJF154Ya2avCuMVQk7rwcJycu+OS8O9mCVmo8Pmmy5Ro+BGcNkyyUmHkxUIdHB7/vFAUliNiHQXCPRt6lCEgwHNU1km/n0T/p3b2S6tLRUR6UZoODaRC/G5oTQZh058svAWFym5LLFAI6J13l1nbj96Fd0ep4Qad6yHagEOem1LZOi//iWW27R0tLSRPkSx440n7cQ73vf+zQ7O6u5ubnGUy82FakGaTZ3u92JRcjeqiz6tky8UV34Wn/3oIpRSAYb2lQUiYy+P58X78FIMAdxG5mwLL4PTWgTo/2GJpjFxUWtrKxocXGx3lJMGhPsn//5n7e2x9TUlK666iodPHiwPt+I/tG4nIgK1/9NfNE90Dbh0L/HNnPaniwZoKJF0OZDZHvcfvvtOnz4cGu59zjSp7jT8N73vrfef9F+xenp6caCb6sS+7X4mtCoAvmcstTc4imafL6Oaox+wphOHHBRHXnw0u/He9F5H01rqtiogpgnw+W3CjIx+qmW1dVVLS0tNczTz33uc8flK7v00kt13nnnTQSt+DkGNuimiLsP8TzXg0GSdH4jMW7WnvQp02Jw/fzsZz/TXXfddczl3mNIUtxpeP7zn683vOENmpub0/z8fL1tFiPM9jtaPXJ9I19UJU0+JULTlgOYn/nsM01ePpFB843PDpt0SAZSc59Ep8kBbRKIUWsSKAM2Nn+5zMWEvra2VpvMNJutrI4cOaJPf/rTz7qtDhw4oNe//vUTPkXWOxeuc0kRwe90HXBio3+P9RbXL/L+bS6Au+++W4899tizLvspjCTFnYg3vvGNev7zn19vTGsCJEGaBHnMZjSfJbZKozlqpcmttqjGuJ7QeCq1GdWkz4mBGwZ5SA5xSyqn53RoRlK9snxc4mKVav+hSbGqKv3FX/zFlrXbpZdeqjPOOKNWyFxnyRUC0uRGGNEXSLJrC1BxJUFb/bL9PYHs9fWEx4gkxZ2M3/qt31Kn05nYUcfb9JsA+WpUEyQV32Zvn5Mm3yPcFsAxSIb8HgdhDNyUMl4wzrSi2e1rqRL53eYgfYokdUeWuTmBzebhcKi//Mu/PNFNtCkuuuginXvuuZI0QX7SuG43U44u8z333KMHHnig8ftpp52mSy65RFLTd+h0WY9ur9XV1V33kvltQpLiTsfll1+uCy+8sA6oeIcdkyQDDD7OV3z697j/oc+nXy8GTxgd5XIPadKcdRokWK6zdOTb8Llc5sPnaOkL4z0JEzIfPfNn724zGAz00Y9+9MQ1yDPElVde2aoWuevR1NSUvvGNbxyXeXvFFVdIar72VNKE0r733nv185///MQW6tREkuJuwUtf+lK95jWvkdRcQMwItbcg42927tP3xiCFiYukSF8WSdFmXXw+OQZM6PD3/aenpycet4vmt9OIoK/S6dLM5ppDB1fW19f12c9+VkeOHDmh7XAicMkll2hxcVFnnHGGJOmxxx7THXfc8YzSOuuss/TiF7+4btu2ReCS9uRGDc8QSYq7DTMzM3rTm96kM844o+Gbm56e1vz8fK0U/ccATHwyhUQpTUZTveyDi8S9qNyERzOXvzHyzLStNk1kca2e1Ny6itdwQbvTsNnMl1TdcMMN9UvD9gJe//rXS1Jj4nIwStqovzSdjxlJiqcCrrzySr3oRS+StOFTmp2dVb/f19zcnCTVZjYXGJtQaTJzraNJjJs02EdHMqXS45MgcS2eBykJ1Com3iOudSQBOmDC6/z9Yx/72FZV8Y6GTWi6NKjav/71r29vBncXkhRPJRw4cEDvfOc7VcrGtmPz8/O1n5G+R6stEyQXg5PEHKGWmu/taIuG+nN8z4zPt8lLdWdy5NpIkx5VJxcek3i/+c1v6t577z0JNbuz0e129drXvrYxiRgPPPCAHnzwwW3M3a5DkuKpiGuvvVazs7PqdDbeIjg7O9tY18glN1SQUSm2RYKl5jIZf6dP0METHnM02MTGdXZWjdEnycXnNrFvv/12/ehHP6q340ps4IorrmhMOq7PvbQD9glCkuKpijPOOENvfvObGwt65+bmNn0dgqSGWjQhcf0glSGDHVyzyHV2DMxwU1Tu9MLlNSTdL37xi3riiScm/IuJzXHppZfW78QeDocZXHlmSFI81fG85z1Pb3zjGyeeJvGjg/1+vyZCbi4bH6WzX49rHUlsPsYNGbw0JkZEqSw7nY6OHj2qO+64Q9/73vdOcu0kEhNIUtwruPLKK3XOOefUprLb0YvBuXyH0WmatFwD57WPPm4y5Nvv2FeiP3J1dVX//M//rPvuu+9kVkMi8XRIUtyL+PVf//XG43w2e7mRLc1abrUlNd8DYnCpj79LG2vwbrnlFh09ejRN4cRuQJJi4vgxPz9fm9OHDh3SgQMH9NBDD+kXv/jFdmctkXi2SFJMJBIJ4LhJcfJt4olEIrGHkaSYSCQSQJJiIpFIAEmKiUQiASQpJhKJBJCkmEgkEsAxkWIp5d+VUu4spXy7lPLRUkq/lHJeKeWWUsp9pZSPl1K6o3N7o+/3jX5/4VYWIJFIJE4knpYUSylnS/pfJF1aVdXFkjqSrpX0B5L+sKqqF0l6XNL1o0uul/T46Pgfjs5LJBKJXYFjNZ+nJc2WUqYlzUl6SNK/lPTJ0e8fkfSO0ee3j75r9PsbCp8XSyQSiR2MpyXFqqoelPQfJd2vDTJ8QtJtkg5XVeWHX38s6ezR57MlPTC6dm10/uknNtuJRCKxNTgW8/mgNtTfeZLOkjQv6epne+NSyvtKKbeWUnLXzEQisWNwLObzVZJ+UFXVz6qqWpX0N5Iul3RgZE5L0jmSvEf6g5LOlaTR76dJmngXY1VVH66q6tLjfS4xkUgkthLHQor3S7qslDI38g2+QdJdkv5e0rtG57xH0mdGn28Yfdfo97+rdsKuE4lEInEMOKZdckop/0HSr0lak/RNSf9KG77Dj0k6NDr2P1VVtVxK6Uv6C0mvkvSYpGurqvr+06SfpJlIJLYCuXVYIpFIALl1WCKRSDwbJCkmEokEkKSYSCQSQJJiIpFIAEmKiUQiASQpJhKJBJCkmEgkEkCSYiKRSABJiolEIgEkKSYSiQSQpJhIJBJAkmIikUgASYqJRCIBJCkmEokEkKSYSCQSQJJiIpFIAEmKiUQiASQpJhKJBJCkmEgkEkCSYiKRSABJiolEIgEkKSYSiQSQpJhIJBJAkmIikUgASYqJRCIBJCkmEokEkKSYSCQSQJJiIpFIAEmKiUQiASQpJhKJBJCkmEgkEkCSYiKRSABJiolEIgEkKSYSiQSQpJhIJBJAkmIikUgASYqJRCIBJCkmEokEkKSYSCQSQJJiIpFIAEmKiUQiASQpJhKJBJCkmEgkEkCSYiKRSADT252BEZ6UdO92Z2KL8BxJj253JrYAp2q5pFO3bKdquaTNy/aC401op5DivVVVXbrdmdgKlFJuPRXLdqqWSzp1y3aqlks6sWVL8zmRSCSAJMVEIpEAdgopfni7M7CFOFXLdqqWSzp1y3aqlks6gWUrVVWdqLQSiURi12OnKMVEIpHYEdh2UiylXF1KubeUcl8p5YPbnZ/jQSnl3FLK35dS7iql3FlK+cDo+KFSyhdLKd8d/T84Ol5KKX88KusdpZRLtrcET41SSqeU8s1Syo2j7+eVUm4Z5f/jpZSAjMm+AAAD9UlEQVTu6Hhv9P2+0e8v3M58Px1KKQdKKZ8spdxTSrm7lPKaU6jN/t2oL367lPLRUkp/t7ZbKeW/lVIeKaV8G8eOu51KKe8Znf/dUsp7nvbGVVVt25+kjqTvSTpfUlfSP0u6aDvzdJz5P1PSJaPPC5K+I+kiSf+npA+Ojn9Q0h+MPv+KpM9JKpIuk3TLdpfhacr3e5L+H0k3jr5/QtK1o8//RdL7R59/R9J/GX2+VtLHtzvvT1Ouj0j6V6PPXUkHToU2k3S2pB9ImkV7/dZubTdJ/0LSJZK+jWPH1U6SDkn6/uj/wdHng095320u9GskfQHff1/S7293YzyL8nxG0hu1sRD9zNGxM7WxDlOS/quk63B+fd5O+5N0jqQvS/qXkm4cdbZHJU3HtpP0BUmvGX2eHp1XtrsMm5TrtBFxlHD8VGizsyU9MCKA6VG7vXk3t5ukFwZSPK52knSdpP+K443z2v6223x2Ixo/Hh3bdRiZHq+SdIuk51VV9dDop59Ket7o824q73+W9O8lDUffT5d0uKqqtdF35r0u1+j3J0bn70ScJ+lnkv5s5Br4k1LKvE6BNquq6kFJ/1HS/ZIe0kY73KZTo92M422n426/7SbFUwKllH2S/rukf1tV1RH+Vm1MT7sqxF9KuUbSI1VV3bbdedkCTGvDJPtQVVWvknRUG2ZYjd3YZpI08q+9XRvEf5akeUlXb2umthBb1U7bTYoPSjoX388ZHds1KKXMaIMQ/6qqqr8ZHX64lHLm6PczJT0yOr5bynu5pLeVUn4o6WPaMKH/SNKBUoofDWXe63KNfj9N0s9PZoaPAz+W9OOqqm4Zff+kNkhyt7eZJF0l6QdVVf2sqqpVSX+jjbY8FdrNON52Ou72225S/IakC0fRsa42nL03bHOejhmllCLpTyXdXVXVf8JPN0hylOs92vA1+vhvjiJll0l6AqbAjkFVVb9fVdU5VVW9UBtt8ndVVf26pL+X9K7RabFcLu+7RufvSKVVVdVPJT1QSnnJ6NAbJN2lXd5mI9wv6bJSytyob7psu77dgONtpy9IelMp5eBISb9pdGxz7ABH6q9oI2r7PUn/x3bn5zjz/jptyPc7JN0++vsVbfhlvizpu5K+JOnQ6Pwi6f8elfVbki7d7jIcQxmv0Dj6fL6kr0u6T9JfS+qNjvdH3+8b/X7+duf7acr0Skm3jtrt09qISp4SbSbpP0i6R9K3Jf2FpN5ubTdJH9WGb3RVGwr/+mfSTpL+51EZ75P0209333yiJZFIJIDtNp8TiURiRyFJMZFIJIAkxUQikQCSFBOJRAJIUkwkEgkgSTGRSCSAJMVEIpEAkhQTiUQC+P8BT3bPBwgKFy0AAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -763,24 +753,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "size too small 29.731622563372767 < 200\n", - "size too small 29.649114091540945 < 200\n", - "size too small 93.6957791458502 < 200\n", - "size too small 7.811725553869515 < 200\n", - "size too small 34.80965302100378 < 200\n", - "size too small 21.801563648242517 < 200\n", - "size too small 9.761305741962364 < 200\n", - "size too small 20.07263333232866 < 200\n", - "size too small 15.94599875181689 < 200\n", - "size too small 19.79358903724783 < 200\n", - "good size 757.7180581252777 \n" + "1 region \n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 360x360 with 1 Axes>" + "<Figure size 432x288 with 2 Axes>" ] }, "metadata": { @@ -792,15 +772,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "size too small 38.70001459430715 < 200\n", - "1 region \n" + "good size 693.8708638612675 \n" ] }, { "data": { - "image/png": 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Yrly5Ys6/sLCAfD6Pw8NDE4LK5XJQSqFcLuPy5cu4fv26CVclk0njKXzwwQeIRCJYXFzE3t4ednZ2UCqVUK1WjUDQdZMgDjp6OyhvYD+3F2cKWvGOXrtEwT6+MFpG1VP3CzWN2hMQcThO6IXBL6cQVHk0TbjBohBSJBJBIpFAJpNBLpfD8vIyFhcXoZTC0dERqtWqyRXw8BMA1Ot1YxDj8ThyuRzm5+eRSCRwcHBgvJELFy4gl8uhWCzi0qVLeOaZZ5DL5bC5uYnt7W0cHh6iWq2aXv/R0RESiQSazSbK5TLm5ubw0UcfYWdnB9VqFclkEpVKBQCwsrKCpaUllMtlPHjwAO+++27PddbrdSNgPKzEBYK+m6Dfyi+fZHsGvAPgJz5+IsA9FvEYRs+4wjfjDgvR8UUguoRaGPzyCjyJ6FeNNK22cuNFxpE8gEKhgNXVVSwvLyOZTKJaraJer5vYfDweN8er1WpoNpsAuknjVqtljC5VKe3t7aHdbiOVSiEWi2F+ft78BYCNjQ2sra2hXq8jFouhXq8bUeh0OqhUKmi1Wmg0Grh//z42Njaws7ODVquFdDqNBw8eIJPJIJ/PIxKJIJvN4sknn0QsFkM6ncb29jZ2dnZMe0kESdy4F+Xy6vy+Q/7anjiRvle/Ml16zrf7/U7kiQmj4SzE9MV76BL6/ww7VEB/g0JI0/ImuFGkEE48Hkc2m8Xy8jKuX7+OQqGAZrOJUqmESqWCaDSKZDKJZDJp8hF0LXxUdKvVQjweN4niRCKBRCKBeDyOZDIJpRQqlQrK5TJSqRTa7Taq1arJJczPz6NWqxnDT+drNBo4PDw0oSUakU2VVNFoFKVSCbVaDZ1OB9evX8cv/uIv4vLly1hbW8Pt27dx7949k/ymvAWJGDfo3JgH5SBIWPkYEB6a4t+36xi888Cx8wviMYyOsyAKhHgPMyAMHFeiOegxKcjQUBKWyjepkmhubg5Xr17F9evXUS6Xsbu7i3q9Dq21GUxGSWaga/D4WAXyHKg0tFKpmGPH43HEYjGTFCZjns/ne5LEFHbiCWU6ptYatVrNGEvyXCKRiBEYakuxWMTq6iquXr2Ky5cvIxKJoF6vm3ASJb/5OAdqt71anf2XCwMXE/q9XWFF/tr2IvjvY0NiKwh+nGfvIfTC4Oct2MnNaU6Yx4WB4uvkLVAo5tKlS0in09jf33dOnkfGlIwyhUvsUApVC5EBjkajSKVSprcejUZRr9fx0UcfYXd3F8lk0lQtNZtNJJNJc55ms4lGo2ES42RYFxYWEIvFjEfRbrfNyOj9/X3j6Vy7dg1PPfUUDg4OzMC7arV6rJSVhI8I8vjo97YFwZ6q3IU9JXu/joKfkAjDcZa8BZvzKg6hFwa7tDEoVu3qhU4SnmxVqjt2YGFhARcuXEA8HkelUjEGky8mxIUlkUiYQW3cA+FjFHgMn3rrAExI6ujoCG+99Ra01kilUqjVaqjX6z09Z+rRU6+ZDDiFsICH4TB6TiGqcrlsks2rq6t49NFHsb6+bjwUEgZX5RDgPyMuHyhnJ4jtMlW/qjO/nJO9Dwm4cDrOsiicZ0IvDK5EM98O+AtAvyqYUbXPlQchUbh8+TKWl5dRrVZxdHSEWCwGrbXpgfMcQrPZNEnRbDbbM+0FHw9BAkLnIwNPYtRsNlGpVJBKpcyANfI86Bxk/BuNhgkjxWIxM4iNjpVOpxGNRo8lfLXW2NnZQT6fx+LionlUq1WUSqWekJLf4kokpJRQpnPY3yevJHIls/2KD4I8SDsMJQh+nEevIfTCAByf48b1jz+NEBJvH/WMKbeQzWZx48YN3Lx5E1prHBwc9FxDJpMxCV7KIVDegXIH1IMmD4Ge8+uOx+NIJBKoVCpmjiUy4LFYzIw1oOPR4DsyojSYjk9v0Wg0oJQy2xuNBprNpgk/UfktVTTF43Ezgrterxthou/CNuoECSIXHdsb4N8x0Fuiyv/ysQvCZBBv4ewyE8IQFCpwJaPtz0wCbrhisRgKhQIef/xxLC0tYWNjwyRwqTxVKWV61XZegQSBvAguHlSFRCOWqTqJRKVer5vcBPXWaXbUZDJpxIMMOA2WowqoeDxuPApKStP3S9NHUP4knU6b5Hcul8OlS5eMl0LHpwS7K6nMBcGv9+7yEOxpv4XJc95E4bx5DaEXBlc8moyDaz/7+bhxhZLi8Tjm5ubQ6XSwt7fXUzFEYwCoF53NZs1AN4L32imZTOGnQqGAXC5nQkA0lXc6nUYymeypYiLvgI+ctvM1dGx6PxqNIpfLoVar9Xg47XbbJJ3Je6C5mOhc+XweFy5cwOHhIfb29oygUfLZVU3mGqvCv1feVjsHIQiT5DyJQ+iFAXCLQ9BUz5PGNm6USKb6f17fb8fs2+02MpkMEomESUZTiIX2o9ANTcKXSqVMXqFUKgEAMpmMMeAUMqJeP4V9gG5OAXiYfKawD+1PuQu6LhpM1263UavVjMjQOUhcKFGeyWSQyWR6psbgyWj+HfnlHgj793YNbBMEYfSEXhhcnoKrxziJRLONK+kMdCt4yuUyOp0O0um0GXOQSCSQy+XMmAIK81A4yLVeAxlXCsXs7e3h4ODAiABVJFHVE4V7IpEIDg8PjajwvAKNVaCSVAoj8ak8uCFOp9Mm3MQnzaPxEVprFAoFVKtVbGxsYH9/33gJ3Ovg60/YhQT0HdpC71oLWxCE8TJzwuB6395v0m2zabfbODo6QqVSwerqKjKZDACYKh0yxtTz54PLgG5vnMpL+TTcVCpKiWEqY+UL+VCvnowt9d75yGQ+tQbN0ErTZVBOwB4jQpVQlMOgMQskeIuLi6jX69jc3DTixGeapVHaJDw0PoL/fvZANjsxLYQHez2F88B5CSMBMyAMgP9kaWGoSKLz895vp9NBtVrF9vY2Ll68iCeeeAIrKys4ODgwvX3qNZOhTSQSPWEk8hKoZ0/GtNPpIJvNmvEJJB7kpWitTXKaEsBkkMmgU2+epvYmgaGxCeRlUBK6UqmYpHo6nTYhKkoyK9WdD2ppaaln/AWfYpzOdXR0hHK53BM2sz1CPteUiIIQFiTHMANMuwrJBa+gabVaODo6wtHREfL5PFZWVrC2toajoyNEIhEz5TWFgqLRqDH8dC1Uplqr1UwPm8pTqRcOwJSRUlVRMpk0xp7e523klU+08A79pXBPNptFvV43g9aogml+fh7z8/OmDJZGTjcaDaTTaeTzeRMyo+vO5/NotVrY2dkxSXPySoCHC/vwUc+uAgNBCBtndV6l0AuDqzyVM43cAj+3a9AWxcVrtRoODw+xtbWFTqeD3d1dk1NIp9Nmfz5FBlU1UQKbqnp40pem4ubjCWh8AR//QKEpfk4SIB6WarfbxlOgmVXpOVUWkXhkMhkzJTdVMfFrWVhYwMrKCq5du4bHHnsM2WwW+/v7WF9fN54K5U9IQPnvR96CVB6Fn/MYTnItS8q3nxVmShjsUa38r/180rgSqbRO8vb2NprNJra2tlAqlUyYhLwKKhml+DpVHtGkd3xsAT0oREQT3VHpK3kZFCqikA+NYyDhodwGzbRKgsITzHydaoK8imw2a0JLNJcSteGZZ57B9evX0W63cffuXbOyHD8OjcOwRzhTUtue7E9EQggL50EM+847rJR6RSm1pZS6zbYVlFKvKaXe9f4uetuVUupPlFLvKaXeVkp9gn3mBW//d5VSLwzbUFsAwlKl4hfOovEFR0dHpgqJQj/NZhO1Ws0YZkr4UuUQhY6oconyDKlUCtlsFplMpmdcAMXlafptCv1QqSrNv0TxfQCmPJZ7BbwqiV7TSnMkHpFIBPl8HtevX8fq6qppMyW5n3jiCTz33HN44okncHh4iGKx2DPdBp+biYeOSCT4dN18ydBxTF/hhap+adr3tjD7nCVvARhAGAD8OYAvWNteAvC61vomgNe91wDwRQA3vceLAL4BdP/ZAHwdwGcAfBrA1+kfLghXHsElCGEQCTo/ryBqNBoolUpYX1/H7u4ulOquxRyLxUz+AUDPfENzc3PGk4hEIshkMsYg0yI88/PzPWMAyHjW63VzXBIemlWVz+TKE9vZbBbJZBK1Wg1HR0dmEB7lMkiwkskk5ubmTG6EQlH1eh0LCwsoFAq4cuUKfuVXfgXRaBS3b9/GwcEB8vk85ubmUKvVUCwWjccBoCeExicUpDwJTQ0yLnHwjveutXki9/ZZ4awZRKFLX2HQWn8fwJ61+XkA3/SefxPAb7Dt39Jd/g5AXim1CuBZAK9prfe01vsAXsNxsenXjmF2nwh+OQ8ynOQZ7O7uYmdnx0yil81mTS+e4vu09CeNbE6lUsYwUnyfksuUfObjAXjFEW9fvV5HtVo1ISQAKJfLKJVKiMVixhvg56B2UaK4VqsBgCmL3d/fx/3791EsFhGPx7GysoLLly/j53/+59FqtfDmm2/i/v37WFhYwMWLF1Gv17G/v9+zfnW9XjdeER/sx0tj+QR848ATBntRhonf28JscxbF8aT/dSta63Xv+QaAFe/5FQD32H73vW1+2/syiMcQFqjHy6egqNVqKJVKZpW0SqViev7ZbBYAjPGl8A2Vm9IiOXxOI4rNk8GkJDWFlah3n0gkkEwmzQpxS0tLuHjxokkU04yrlG+gfAEZf4LPflosFs3aCzQNRyaTQSqVwtLSEpRSeOutt7C2toZ8Po9HHnkEzWYTu7u7AGByHDQQj1dhce/BrlKaMBO7t88KZ9EwDsNZzDmcOvmstdZKqZFZaqXUi+i66j2GwU8MwiASZNjIyFE4iUpGK5UKisWiqfGn2Ugpt0C9Yz5hXqPRMKOnk8kkCoUCMpmMGSNBRpSSzDSnElUqAQ8XoqHzETRGodFooFgs9ky7wQfXpVIpM26BPCA+PoGqi8gr2t3dxfb2NgqFAm7cuIFms4kHDx6YMlsKc5XLZSMK9vdIeRWqNrM7BZNknPd2CplRHVYQRs5JhWFTKbWqtV733Oktb/sagEfYfle9bWsAPmtt/1vXgbXWLwN4GQCi0ai2DUJQ6eqksWvv+XQR1IunAWLb29tmn2QyiYWFBSwsLJiKnUQigVqthkqlYuZVolDR4uIi0uk0yuWyifnzhC15DbznTcacjzQmY0tGn+Za4pVJFD7io647nY4JbdE6EpS3yGQyqNVqeOedd7C/v498Po8nn3wSkUgEP/7xj1Gv1xGPx1GtVntWerOruIDeyi7XlNwTYiL39rwqTL9HM0LOY+kqcRY9ppOGkl4FQNUXLwD4K7b9d7wKjmcAFD23/HsAPq+UWvQSc5/3tg2ESxzCgt2rpSQqFwfqmW9ubuLBgwfY2NjA0dGRKU1tNps4ODgwZau0slgikcDS0hIKhYI5xtHRkTk+n1qbRII8CsoXkBiQ5zE3N2dmYk0mkz0hKcp/kDdAA9wAIJfLYWlpCbFYDKVSyaxbffHiRUQiEayvryOXy+FTn/oULl26hPX1dRwcHCASiaBYLJoci+0pcGGgRDof+TwFYZjovX2WePbyx8+kkQzirF5vX49BKfUX6PaIlpVS99GtwPgjAN9RSn0FwIcAfsvb/bsAngPwHoAKgC8DgNZ6Tyn1hwDe9Pb7A621ndB2wnuRYQsnUe+bnvN1AqiyR2ttcg30HpVtdjod5PN5ZLNZHB4eIpVKmaU5qRdfKBRMGIYMOvX4yahTsnpvb6+nl035AxqzQMlnKpGl0lFKhlN+gpe8Uh4il8uZEc7tdhupVAqPPvooLly4gHv37iGVSuFTn/oUnnzySbzxxhv44IMPzLTjDx48wOHhYY8ouISer5vtqkgbNV5bnkK3GnXi9/ZZ5Tx7D2eFvsKgtf5tn7c+59hXA/iqz3FeAfDKUK1D8DrPQWIxSVyhLuBhL5x6vuQRtFotU1r66KOPYnV11SSWc7mc2afZbKJareLBgwcmTLOysoJYLGbGOjQaDczNzZkwEJXAUhUSnb/ZbJrkN0/4xuPxnoWCSBCIdruNUqmEg4MDUzpL6y7cvHkTxWIRzWYTTz31FJ5++mmsr6/j1q1bqFQqKJVKuHv3Lra3t82cUASFwOj7sr2FSeQWvMGBb2utP2m9NZF7+ywzjDjMqpCcVW8BmJGRz0GvwwQ3ZlR2SVQs1ZsAABuySURBVD1uMnDU4240GsZ4HhwcYGlpCcvLy1hYWEAul0OlUsG9e/dw584dbG5uolKpYHl5GXNzc1hcXDSeB1X5EHzEMwBTIUXGn8YJUJksGftOp2OS29obsEZtBWAEp1AoYHl5GTdu3MDCwgI2NjZQKBTwC7/wCwCAN954A+vr64jFYvjoo4+wtraGarXqnASRynq5MPDQl0yLMduQ4fQz+tywzpo4nGVRAGZEGGxjYlesTBseTqIHlZSS1wDAhJCoB0/icHBwYAaJ3b171wyA297exv7+villPTg4QKlUwuXLl3H58mUzDfbh4aEZq0AT9FGVExl2itlThRKfJoNWlEskEqhWq+YYAMx4h3w+b46bTqdRKBRMGe2NGzdw5coVvPPOO3jnnXfMOg137tzBwcGBc9U1nkfgORMAIgpnjEGNaD8hESZH6IXBFW/mhjgM2NU0JAoucaAwERnLZrNpwkq7u7vGu+DzItEx6/W6WTchlUrhiSeeQCaTMR5DvV5Hq9VCtVo1HkIkEjHnoFHEJEwU3qKRyPV63UzTQR4CX3+BEuZXrlxBqVRCsViEUgorKys4OjrCrVu3zOJAa2trZjZV7i0QVC1FlVO8xJevfS2cP8LuPZx1bwGYAWHguIQgLOLAIY+BvBteUsp7wnyUMY134J+hYxE07cXe3h7effddJJNJrK6uIplMAoDp8ZPRpSU7ad0E7hWQUS6VSmbBHUo+U2iJ8g/kiVB4TGuNzc1NlMtlXLx4EXNzc3j//ffx/vvvo9PpoFgs4sGDB2Ychp2DoWPZ80QBD1dsk1XbzjdhF4ezzkwIgyvPEEaD4QolEVwcOPbIX9rXhsSCBrKtr6+j0WjgypUruHr1qhlFTVNr0wR+ZGSpfXRsEhMywDSHEXkm6XS6Z5K8QqFgRCOTyWBrawutVgtPP/00AODtt9/G7u4ums0m1tfXsbOzYyby498NnZ88Fj5JoF3ZFcbfWJgcYRSH8+AtACEXBldFEm0PM35t5ZU4XCDICAblTvj7xPb2timDvXbtmhEHmoQuHo+jVCqZZDeJBM3SSqvG0dKe1WoV5XLZ5BFyuRyy2Sw6nQ4WFhaQSqVQKBSwv7+PUqmEbDaLQqGAzc1N3LlzB41GAwcHByZZ7goh0TThJFY0EpxCXtxbGCdTmm5DGJIwisN5INTCAMBpXIgwCATvBQftQ/hNCucSQL99qCdOjw8//BBaa1y/fh1LS0tIJBJmuuxisYhSqYRKpYJKpWJCSnxAHM3iCnTHNCwvL2N5edkYbBp5HY1GkclksL29jWQyiUuXLiESieD27dsmtLS5uYmDgwOTW+C/H4miHUKi0JIrST0O6PcScZgNwiIO58VbAGZAGGYZbrx53oAMJIdPcdHPMJJxJYrFIj788EMz9cXCwoKZyTWfz0MpZaayIHGgUlXyOC5cuIArV64YA05jKBqNBu7du4dms2mS3cpbqW1+fh4bGxv46U9/imKxiGKxaKqo7PJUSi6TV0BhMT51CL03CcEXUZgtwiIO54WZE4YweAn96JdrAB56DvZgrkErrrg4UNknTZtB6y5vbm5iZWUF8/PzyOfzZm1oPl0G0E1a0xoPu7u7WF9fx97eHrTuLhq0v79vxhzQvEe08M/du3fx/vvv4+DgoGcuJN7751OR84V6+Cy0kxIFXgwg4jBb8B77aUXC7v33O9558haAGRCGWcgt8HJVO9nKn3ND5BIG7jEMIhC250BG+fDwEJlMBnt7e1hfX8fFixdx8+ZNrK6uIpPJIJFImGokEpWPPvoIW1tb2NnZwf7+vpmWg0ZpJ5NJrK2t4eLFi2g0Guac77//PjY2NlAul83CPbyiiK6FKq/Ie+BrTE9SFOgviYMwmwwrEv0Me5BHct5EAZgBYbDhxjZM2L1PHse3p37gxp8bJ/580MorHrPnOQiaiTUej2NzcxPr6+u4cOGCWRear8FMs7/u7e2Z8BEfa6G1RjKZxMbGBjY3N817h4eH+PDDD7G/v29CT81msye3QNdK4zFo1lYqe6Xtk/IU6DunhzD7uAw3GfnTGvXzKArADAjDLFUl+bXLFjOeb7ANFsEHdw0SVqIeN401oDh+rVZDuVzG3t4e7ty5Y3rq0Wi0Zx2HYrGIWq3WIwa2J7S7u4uNjQ0AMGtYb21toVKpmMFyfDZU+hxVGnFRmNRANv79clEQj+FsMwqDfl5FAZgBYeCEVRAIbuxdYy9sr8I2WlwwhoWLA40PoOQuCQafHA/ozqPEwzwuA03bms0mSqUSdnZ2zFxL0WjUhK9cISFbFCivwJPQ4xIFu/LI9hRO810LZxNJcD9kJoQh7ILA4WEi29vhPXC+P/3lvdpBQ0k2ZGj5qGoSCW4QqVSV2kVTaNBrEhM+ErlcLmN3d9csD6q17skrUFiI3qPXdH6eV+BjGUaNn0dmbxePQfDjPHsLwIwIAzdis4BrWgtXQjnIeJ22N0u9dYrrk0BQz90un3Wdl1dUUajo8PDQGPR2u23mVuKGnspPKazFcwrj9hQ4dgUS/ys5BsHFeRcEYiaEYRbgvXuXR2D3/vuJgkscTuJB0GdskeCGkosF9yz42ss0kR4tBQrAhI94opqPXKb1rO2J+07qDfWDDL1fTsEWhVnyRAVhkoReGGYl8czhISTbUwjyBFzhJB6aceUuBm0P/8tDSfw5nyiPexVkWGliPj73Es8j8Gokqoiiz9FjXL8fbye/RttLsAVPEITjhF4YZhleshq0D8fPa3CNlThNu+gvHZ9PEU4Gn4sDiQeNRaB2kJjw6iIKHXFRGEdJKv9e+bKg/H0qybWFQpLPguCPCMOIsA3SoMaHx/kB9PTi7WTpOMTBfm1v54aVvAPebts7olCUvbb1qLGTyOTl0DbX9yeCIAiDMVPCMEuuvx02coWWCC4Ow+YqRtFOwvZu7NAWzzfY7ePCQqWv4xjN7DL0JAo8x+Ca8oJ/Zlx5DkE4C8yUMMwK/XIJrrJVwu7RuryDcRk0btz5Qjo09sB1/lar1WNoKRE9jjbaPX6/MlxbFMRDEIThCLUwzFqv7qQGyBXGGTT0MY7vh3sFwPGpOnibqMKJchDjzCXY3wmvMLLFwf6MXcDAF0YSBKGXUAvDrGBXHbkSx0GhJH4c1zGCcgqjrq5xGVBXiInyCK7PjAOXKPAQkksQ7L/UNromPgGhIAgPmQlhCLPn4Gfkgwa1uWLfQdc3LXHgi/nwFefs3rj9uVFhJ5i58afKJ55X8GufPfqcD/4TBOE4oReGMIsCcNzg816/374ubG8haJ9J4PICbM+ItvOKqlG1z9Xj52EjEgV79LL93dH9w72bcU/cJwizTuiFYZZwJZXt0BD3JGwB8UtG8/14CMc+B2/DuK7LPje/ptMaW5c4kiDQPEuuSfBcYTu7/byiik9TLgjCcUQYRoBfaMheva3f5+z3SARsMeC9db/xB6PENqKuMBlVIwUxSHLelUugsJFrAJvtxdjt5pAo8JHbgiAcR4RhBPTLH/SrLOL7koGLRCJTr5qxRYcLkh3qceFnxO3j89d2xRFfP8KeyiIov+PaNs5SWkE4S/SdXlIp9YpSakspdZtt+32l1JpS6pb3eI6997tKqfeUUj9TSj3Ltn/B2/aeUuql0V9KOPATiUGNkZ8B5Q97f/53HJwk7GL3+l0Pv6oie5pu24uwH6522t4En+iP8KqSfknubUHoZRCP4c8B/GcA37K2/yet9X/gG5RSTwP4EoCPAbgM4G+UUk96b/8pgF8HcB/Am0qpV7XWPz1F20OPK8zh50EEVRzZI6Lt8Q72OUZdoUQPv8nn+rWd/tI2u0KIG3PuJfgJgOvcfuEu1zkoV+K15V3HYeXeFs41fYVBa/19pdT1AY/3PIBva63rAD5QSr0H4NPee+9pre8AgFLq296+Z+afx8/YDxJGcuUL/DwD/nxSCVSeUwgSO7u99iyt9ODJaj73kp1cdiWbXQLpJwr8OV+DmrcRQAsDeM44x/e2cP44zUolX1NKve2Fmha9bVcA3GP73Pe2+W0/M9gJ2dMcZ5Btg+YtRoUrrs/bYD/n4SD+ILHgISS+je/DZ0x1hcyCvAT+mvIKLnHxQe5t4VxzUmH4BoDHAXwcwDqAPx5Vg5RSLyqlfqiU+uGojjlJgvIBfrgMvJ8BdiWEg/YfFXyMwiDXZgsDN/5cBJLJJBKJBOLxuFNAgq7FFWqyQ0a2t8BFy6dibCL3dhP1UR1WEEbOiaqStNab9Fwp9WcA/pf3cg3AI2zXq942BGy3j/0ygJe9Y+tZqSBx9Z7ptV226soRDJpz4PtO6rvhQmf3uKmU1hVKClr7wM6dcMMdJGr2/vYx+XNXCMklItbxJ3Jvz6vCbNzYwrnkRB6DUmqVvfxNAFTV8SqALymlkkqpGwBuAngDwJsAbiqlbiilEugm8V49ebPDSVASdphefFA5Zr8k7LgIiuP7iZtthF1JYN6Ld02VbbeB/3W1iwuOHULi5/L7PeTeFoQBPAal1F8A+CyAZaXUfQBfB/BZpdTHAWgAdwH8CwDQWv9EKfUddBNvLQBf1Vq3veN8DcD3AEQBvKK1/snIr2ZKDBPq4NuHwWUUB4yXjwTqfcdi7lvGzyugzwYl0wH4hXWOfcYv+Wy3lbZxr8RuT6PRAICnum/JvS0IhApzqEYpFd7GMVxG31Vhw+f3cQmDXUHDp7Hmr+39/XrSo75Giv9T6Iiuh9Z8pgcAxONxpNNpsz/13PkKdfzYJAyuMJt9TfY+PP9Br7m3YBcG8ONUq9Ufaa0/OdIvawDmVUF/Rn1u0qcVzgk/0K/jUO+dONEoI59HiKvX7GeQaH+/47je5wlVv8/xY49SHEiY+LFdYSG+v+0pcJHjHoJfW12egJ9n4hLFft+vIAhuTlOuKnj0SxT7hY78qnu4kAybUxin0bONOg/X8OvkHo79WZdgDFLl5Pdd2N+vLVb2PtyjEwTBjXgMI8DuKfuJAH8/yNC5EqouT2CQXvYocYVkqOLKNtCu1dyGSaYHvefyMPh5B636kqm3BcGNCMMpGaSH7peE5vQLM9klo/bnJgUPJ/Hz29dol4r6hZlcORf7uUtEgxLbfB/bm+DezLQnKRSEsCL+9Clx9VxdQkDhCz+BCBIYv3BTP7EZNTwB7rcONDfyPFnuMs6usJLrnK6/fm1z/R52IYArkS8IwkNEGE5Jv7i3HXd37TfosYN6yZMSB25QXV6BHU7icyFp3R1b0Gq1eiqv+glEkCi4PAL+nr1fvwS+IAgiDKdi0F7+MBUzrnPYYRvXcYdt30mxq5Nom+01AL15Bh7CIcGwy3L9zjdou6hNQWEp3i7xGATBjQjDCHHF0l1eQb+ksV/Fjr09SDR4m0YNGVXbE3LNhGqvgcDbT3/tcQj2Pv2ux5Xo9hsrwldxE69BENyIMJyCfqENv31c20+SY+DvBeUbRi0OXBi4ONjxfNqXDzbzW6/ZL+QW9H365Sn8vgvuKYgoCII/IgynYBCD66ok8tuv33Y7Nt4vLj9IcvckkCfAS295roF7DtRDt8NP/Jr8vB57u+ua+HMeynLNh8Q9GBEGQfBHhGHE+BktLg79qpJcxs6v9NLv3OOGew10bm787XASLw3l30NQ211hJtdngeNhLA4XLwkhCUJ/ZBzDKbCNPccu3fTzGHive5gyzjDQbrfNmglkeOm6o9FoT8K52Wwa481FhGN/V0FVRvbnXKLLfx+7AkoQBH/EYzgl/Uop+00nHSQYft5Hv8/2e28U8GoiLmxk8HmugbyGVqsFpXqX/OxnsIM8MGKQ6S3sSihBEPwRYRgBQYYmKGQU9BlXr3mQ3vOw5zoNWmu0Wi1zLi5mfDZZnmtot9s9YSa/ZLDtObnEo1/CmZenUjhLSlQFoT8iDCPArxrIL24+7HH98gy0j/2ZScENO59YjyeiuXdA4mCHeGzj77qWk4gCPwcJg3gLgtAfEYZTEpRQtvcLMugu/AzhMMcYt1C4Rjfb+QY+FQUZaHqPCCo9dV1PkBi4ylTFWxCEwZHk8wnxM/KDCAQwnOfgKlH180T6ick44F6DnWfgSWgyzq1WywhGNBo1+/OxEXYiehBvCXCPDpeEsyAMh3gMY8JVQ++Hq06fjjEM0zJ+3GuwQ0oATDiJhKPVapmQUjQaRSwW6/EqgsYlDIuMXRCE4RGPYQy48gH9vAhetjqoV+Eql52W8Wu324hEIojFYj1J36DyVQCIxWI979E10LXxRDVwfD2KfiIqSWdBGB4RhhHjSpgOIg79juln8P1KWCctEOQJ8CokoHf9Bj9xcAkoXwDI/h75OV1rSBOSWxCEkyGhpBPgl/ActhQ16Nh+eQQ7zOLipKGo00L5AwAmbOTKOZBXYU9oZ3+XvOrJNdEen52VjuEqc5UwkiAMh3gMQzJsZdGwx3aVZQ5i1OxKnrCElKgdNEo6Go2afUkUGo0G4vF4TxgKCB48yA0+FxHg4cyqfO0HQRAGR4RhCFxCEOQ9UHy9n4AMasTtMJFf2GiaIkEhJbp2LmydTqdHHHj5KkFJaj47Kzf+Ls+CjmXnHiTpLAgnQ4ThhLg8B260+HZXhVJQqaWdbLXfo9eDJKenAYWI4vE4IpHIsRXfKKRE8MFnsVgMsVj3tgzyzuwxEHxENQBT+eTnLdC+4k0IwnFEGE5BUF39oDkHwlVpYx+Tv2/3nvkxwgCJQyKRQDQaNV6BnW8AutdIRrzZbJrroDJW+zoJP0GmEJJrpLPtbYgwCMJxRBhGhCuM5HqfngcdJyjHYI91CIrDTzPXQN5Bq9UyBp6MMBlsHjKi7VwcaJxDvzEhFLaiYzSbTae3wEN7g0y8JwjnFRGGAfDrqQ6y7zDnsENJrlG7/Yx9GL0GChHZ4zUoUU1GmhLG1OOnz1GZK/cwbG8BOO4p2N9b0JoNgiA8RIRhAFw5AT8PwN63nxEKMuS2QNjbp+kRDArvtfOptgkSB7sXz8cgUIkrgJ59uTiQCJGg2LiKAiSMJAhu+vrTSqlHlFL/Vyn1U6XUT5RS/9LbXlBKvaaUetf7u+htV0qpP1FKvaeUelsp9Ql2rBe8/d9VSr0wvssaLYP2Lv3i2Sc5Ft83KDRlG9ow9oa50QZgYvt8HII9IyvPL7RaLTQaDdTrdTSbTeNV8ByCK7zGRSAg1Pfkeb63BcHFIIHWFoB/rbV+GsAzAL6qlHoawEsAXtda3wTwuvcaAL4I4Kb3eBHAN4DuPxuArwP4DIBPA/g6/cOFmUENu5/hOY2hdvV8Bx3XEDYodEQ9ej6nEh+Mxo26PWV3s9lEo9FAo9EwAuEaPEef4WtC8AcXDAD3z+u9LQh+9BUGrfW61vrH3vMSgL8HcAXA8wC+6e32TQC/4T1/HsC3dJe/A5BXSq0CeBbAa1rrPa31PoDXAHxhpFczIVyhoiDvYBBx8Es49zv2oMcPA9T7p8QwFwfgeOiMew9k7Cm5TB5Eo9EwFU+xWAyJRALJZBLJZBKJRMKUv8bjccTjcSM20WgU8XgcACpeG+TeFgSPoXIMSqnrAP4RgB8AWNFar3tvbQBY8Z5fAXCPfey+t81ve6jhOYMgQXAJxKC9e1cIxIWfANjhpDB7FOQ5UDKZEsp8ziMeVqIH9fwp7MST1O1224gHeQn2xHx22M0RgruOc3ZvC4IfAwuDUioH4H8A+Fda60NuoLTWWik1EmuklHoRXTc9FAzrBbhEgouLKzlN213nCdruKlWdhaQ0Fwfg4frQ9tgMCi8BcAoEvU/lqVwU7LyCfX7r2BO/t1PIjOKQgjAWBhIGpVQc3X+c/6a1/p/e5k2l1KrWet1zp7e87WsAHmEfv+ptWwPwWWv739rn0lq/DOBl77xTtW4uT8F+PUjv3u61Bp3PngLCr01+hp+3OcziADxMSvNcAIAeweDJaZ4bII/A3oeOyfftI6YKU7i351Uh3D+OcK4ZpCpJAfgvAP5ea/0f2VuvAqDqixcA/BXb/juqyzMAip5b/j0An1dKLXqJuc972/qdf+CLGSW2Z2AbmaB9OcMmi10i5PewSzeD9gnrg5ea8sV++NgGyhHw+ZMAmPxDPB43+QQemuL5CJ60Jg/Dq5K6hind24IQVgbxGP4xgH8G4B2l1C1v278F8EcAvqOU+gqADwH8lvfedwE8B+A9dBN7XwYArfWeUuoPAbzp7fcHWuu9fief5ghV29C7jDZvn1/oYtBzEdQLpr/A8d6uXfNP2HmKWapi4uEi8gjIU+ArwNkCQp4WeVt2GSt/z/FdLAH4p9O4twUhrKgwGw2lVAnAz6bdDgfLAHam3QgLadNg2G26prW+MOlGhPTenoXfKwzMQptOdV+HfeTzz7TWn5x2I2yUUj8MW7ukTYMRojaF7t4O0XdjkDYNxqjbJDOJCYIgCD2IMAiCIAg9hF0YXp52A3wIY7ukTYMRljaFpR0cadNgnPk2hTr5LAiCIEyesHsMgiAIwoQJrTAopb6glPqZ6k5x/FL/T4z03HeVUu8opW4ppX7obRt6KuZTtuEVpdSWUuo22zbV6aB92vT7Sqk177u6pZR6jr33u16bfqaUepZtH9lvq2ZwWni5t+XeHqA9072v+WyWYXkAiAJ4H8BjABIA3gLw9ATPfxfAsrXt3wN4yXv+EoB/5z1/DsD/RndqhWcA/GBEbfg1AJ8AcPukbQBQAHDH+7voPV8ccZt+H8C/cez7tPe7JQHc8H7P6Kh/WwCrAD7hPZ8D8A/euaf6Xcm9Lff2aX7bad/XYfUYPg3gPa31Ha11A8C30Z3yeJoMOxXzqdBafx+APXp2qtNB+7TJj+cBfFtrXddaf4DuaOFPY8S/rZ69aeHl3pZ7e5D2TPW+DqswTHsaYw3gr5VSP1LdGTGB4adiHgdhnQ76a577+op6uEDNxNukZmPqbLm33YT195r6vT2N+zqswjBtflVr/Ql0V+z6qlLq1/ibuuujTbWcKwxt8PgGgMcBfBzAOoA/nkYjlDV1Nn8vRN9VGJB7e3Cmfm9P674OqzD4TW88EbTWa97fLQB/ia6LuElutBpsKuZxMGwbxt42rfWm1rqtte4A+DN0v6uJtkkFTAvvvR+K76rP+SeC3NuDM+17e5r3dViF4U0AN5VSN5RSCQBfQnfK47GjlMoqpeboObpTKN/G8FMxj4PQTQdtxZx/E93vitr0JaVUUil1A911kt/AiH9bpaY7LfwJkHvbTeh+r2ne21O/r0+SMZ/EA90s+z+gm+X/vQme9zF0qwneAvATOje60zO/DuBdAH8DoOBtVwD+1GvnOwA+OaJ2/AW67msT3bjgV07SBgD/HN3k2HsAvjyGNv1X75xvezfnKtv/97w2/QzAF8fx2wL4VXTd6bcB3PIez037u5J7W+7t0/y2076vZeSzIAiC0ENYQ0mCIAjClBBhEARBEHoQYRAEQRB6EGEQBEEQehBhEARBEHoQYRAEQRB6EGEQBEEQehBhEARBEHr4/y3N9ZdeF0JgAAAAAElFTkSuQmCC\n", + "image/png": 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8XmoQyI87w9Ry6NZhGgZmuD8kn8DR1RKnp6c4PDx8q6PVG1AMcufOnXHT12QmEwh9qQ1weQmNPtesAMTzziLcD5iYWwIiyjqAyDKqpTMJABOoecAkmfxMWzFQv17/Kzv2j/oR7969i3feeQfvvfceHj58uOQjBIDT01McHx8vLYHhPSUgKWPkekWWpeBF3RSgAFxibkzHNY9sa4KQBkpS22ie3i8Ienq9mtgK4M66tZ+ynmdnZ5jP52it4eDgAJPJBEdHRzg9PY16vemyAUUTvk40DUD1G9I8U1bjAOkDqccYe8tNUgAGuBxc8UizplNfnZrhCQBVhx6YJVNZzeqUTxWwYVoHSp1UlI1zUO/t7eH+/ft47733xhUB6gdUxgdgyTx014IzUNWhagNeT1DhOdZTAy3DMIzMjWXTB8iyVW/NSz8KlL6QW1mk1lE3HGE/1U0ttre3x5d1ab8/Pj5+68zplaDYWvu7AP4GgD8bhuEvXxx7D8CvAPhxAH8E4G8Ow/DDi3NfA/AlAOcAfnEYhl+7Fs2vQfi8qa4t5Ec3dOBuN2p2AJejwhXQODDwnH4Dl59t1mvZyTlQ9LwPdA0C9MxbB4cqIFMBqgNcAj39JKbK9mOd0uSkH70n6ktkO6jvrvJ/OhCxfSuGq3VRwCOgUAhGHsHWxelkjR5UoT4exdb77+a3Rr1ZfmK4Cvg6oU8mE0ynU8xmM7TWRl/606dP3ypzeh2m+F8B+E8A/Ndy7KsAvjcMwzdaa1+9+P+V1tpPAvgigJ8C8GMAfqO19hPDMOR1DTdItra2cPfu3UtshI583b1Z/Yy6yzPz8eCAM6BUtoqazy7O8pwVuglaMdAE0JrOf69Kq3V0MPe0BLSeft6Gvgie+ag7w9eELhaL8Q182k7OIhV8WaZOdNW9ALC0Aa37/Pi9u7u7tMtNur+6bEjvo+alZfmkQ/1plns7KqjpOkrmx+e82Z/5mCDb5unTp2/Nwu+VoDgMw99vrf24Hf4CgJ+++P0tAN8H8JWL498ehmEK4A9baz8A8HkAv/lq1L0+OTg4WHpET1mI7n3o0eUUWKmAMYGA/nZWB1z2Q1JSPm7muNm9LqNT6aWtQKzKQwHOwaZiz7rfpLYr74XmpddsbW2NfkENNKgvj6xKWbcCg7pCqrZWhqhrArU+vkRHGSHTqE/SGaOm1XQUmuTedtRPo9uMUKu5zfQ6WREY1Rp68uTJW/Gyrhf1KX5yGIYPAGAYhg9aaz96cfzTAH5L0r1/cexGC58XTWZZevm8AqeyH2eFHowALjO0yj+nPqUEimlRtv9XwKrO9QBR9dBr/LoUdPH0nofn6+2gE08CRL1PGtxg8EWXzLC9dK2ego7rqeyfbadBDn6zXD7HrB8HQAVhroXU8j2anEDR/cIJoMlMFag1fzJg1k3vg/ZhtutkMsHp6Slae/aM/+HhIY6Pjy/d1zdJXnWgJY2u6KVtrX0ZwJdfcfkvJNxzz80xLgTWR8YUDBMzBPqDXGd7pk1mpi4Xcfbo//W6Ks8kvTTr+A1TPj1mmszrFJTS9tW6eJBATUM1G7VteL80DX141ImAwXV7AJYsApqbah3QBwdgNNPn8/m4S41GutU05vIgZ2saPNE+4j5k1k2tAF/PSFDzYAuF59SloFYKy9jf3x9NZvoZOUbe5GU7LwqKf9pa+9QFS/wUgD+7OP4+gM9Kus8A+JOUwTAM3wTwTQBorX1s4a0eS+QuK3wtpg4UNwW94/ZMy8QOtZP3ItEOSsmHWIGip10HEBMo6nUpsOTstaqLH/O8Ktbt5XGxNc1XgiOBTiO0GpCgnsoqE9tXwEp+TABLi765+QKjuapTupcOTPytARw/rxHm1trSa2AVrPiki4KvM1cXTgJklgwsnp6ejm00mUze2DcYvigofhfAzwP4xsX3r8rxX26t/RKeBVo+B+C3X1bJ6xQFRN3dRkGRy250FnUwVKaYnPMJDHzWdzCp2JkOpuqc5+vHkiQw1Hz1mEcwVX914GveCVB1MtE2qcBQ60BTlIOebI2sTtmZA0Fiq8ndQSCk7jTPdQd14Dlb1O3iuC0Z/XAe6FHdCYAaVNH/al0kfyCPp3ul/UAj1OoDZTrNQ9udY4RsmBPDo0eP3jg/4zpLcv47PAuq/DOttfcB/B08A8PvtNa+BOCPAfwcAAzD8Lutte8A+D0AZwB+4SZHnpUlpmeYfWMBN5WTb9EZTo8RUlaxB82XkvyIziQUqCr2SHHz3z8qHm1PjFJ/V2yyAkHPV4HJl5tw4TEXaNOkZVqyNX2qRSc3d4HomsQE7LqRrTNFbWum1SBOytP9gaybsjtepz5AAqWDqvdFACOLZHsqqFIfHvOVF8pyuTSNgE+dnj59iqOjo8g6b6OsE33+W8WpnynSfx3A119GqdchrbWlDR44w5Md6m7NyhIc8JxdKJN0dsNy03+KHq8AjOfdHPb8Kqbp4gBeAbHXm8fcZ7UqveumgJSA2euggMGBy11fGOnd3d0FgPFxNvfNqY60BDSAo2XpPWE/0W8A4/IV+uW0n/B6AnSabNSHrICkx91H6IESDe4o8+TymyQESe+XCo6+I48Hv5jm6dOn5a5Ct0ne2idadnZ2xgCL+hAZVEkbQCgwAssbBFR+Q0oyZ3rCTu0gsQo0K6bWk4oh6rUJLL1dfOAl1pcYpgKT5u8TjLsD9DfNV77ciRsnEBT1+WBnsB7NduBUoNEJVEFRQUXB2pmZmvYqbh5rwIXmv/s3NR3LJ2hp2Q6iDtgOiF4PXutt6KSAy3a4mcZtlbcWFB88eDB2akaYaRLpfoiU5NvyAboKfCgVQDp7TPn54NN8PG/m0QPndE0qMwGamqGujwOnt6UOzAo0+a3XM42vI2RAglvvz2azcSDTD6avTKXoekdfHK7+NY0662TIjy725pZcZKj7+/txMtNlOVxC424Q6qC+Pz2v95FRaKZx9qps0++7trcyzsTY1VXg1zIyfZvN6bcSFLm9lPqH9vb24vq36uODWo9XnSGZmQlI1pEesLpZlkAnle3HklmdGEIapOuwzgrwUv7rACmBkSDAY/qOEr1GQVDz8OVQ3m4KGr7UhSxN218/6R7zmO7Io4xQ89I8Cc66lEgZoi7LcR+0M2+PxvM/81Y3CScbZ4ynp6djut3dXTx9+nQJ+G+LvHWgOJlMRpbISPP+/v5SUEUB0aPMPiCB5Ugd/wOZ6SVgdGZyVUlA2mOtCgAO5BXbc8BKxykpgu7/e8e13VkX9++m+8MlN8AygPBYAmXqqx8FEtdX0zFfZ6/04xG4fO9G6qXviaF+vnSHeQC45K/TdlaWuLW1tbRURstNzD5NpGxPntcgDI/xd3oCiO17fHyMk5OTW8Ua3ypQ3NrawjvvvDOayNxEQJ9nTk5kmkc+IIHLSxeS6Mysncl9SNTxZRbFJtM+6eO/Fch9AFSAWJVTsVEvL+Wr7e5Psnj5asYCz6O2DvbathWoa/oqOqzr9xQcFVy0bjQnmY7PF6vfj/kpW9PF2K6HtqGb95ofN45lWt0Yg/XU69XnyD7AOrCOGoWmProJht6/k5OTJTZ+fHx8a4Iwbw0ottbw4MGDMbiib3qj6ZyYCAGxNxgTCCTmpR07Odr5raCpg7UHltox9X9qB9fL/Um9zRCcZaX8K+aqulVMU/PXSHBaasLfHiHWwc5r/Zl1n6gS23UGpe3B++E+Rp6fTCZL4OW7XBPwCTDKEFfd78RgWU/NRyc4L4P10admdEJO1osGoHRtqUavnUzwM5lMcHh4eCuCMG8NKHLjWM7eutEDO6sOoquaz5SKnbn/yUX9NXpsVb5M5+Ci13CQuSSw8zpVQJau8chuio4mH2LSy5liMvOV+VW+VL1n/E/A4oBWYNDrlS05UGuk2kFA7wv9nL4AXFmjskLVywE/Lbehrlqm+i71PiiLdqbofUJNei1Hr/c2I1CyfbVdgGfBTW5ee5PN6bcCFHd3d3H//v2lRdq6pCItztYBkAaxMyVnQuxAFGVXvkxC89D0HolMprWWq9fqt/+udE4gCWCpffQ7gYB/a709rYN2Am+9F2w7byvVpWIs6Z4qKKa1eloOJ9LUd7R9ElD4fdW1lGqKs35eDwUgN21Vb+bP8hT4HAgTO/R7occ0D+pJU13bTAE99UPuaH98fPxSbqLrlDceFLe3t5eW3ySWqKaAA6MPcDVvfMArm3EG5SxKvynpWpdkWifmpp00mfKevmKZDmgVo1T9Ujv1ynP9kunI4IUOeGcj3v5+Xxwwec6XmDCNPq2kj/YpIGo9VTeW7dFbfhgZpjnt9ff75H2F/jk1mTXw4xOXskJuqeYv1dJ+qr5F7xOttVFvr7P2SwBLj0Iyzf7+PlprN9bP+MaD4r1798YNHdR05kuplA2pn4fCwagDWTuodwJgGYjcDKlmYU2nkgaIvnejAqhqgCmY9ECxYmI6UTCdRkhTWc4Ce0DN67hoGcD46J4GUKgLF2lr+6qZ5/XzReYOoKqXPgevC/x1k+HqPnm7uUuG95CmNIEq9Ye0pIe6ap11wtR+qlYJlywR0HxRuLdJSuOgqd88535GD2Dx+OHh4Y0DxjcaFPm+FTWb9/b2lpbgJHaYgCL5jFQUBBPrSiDQAwcPHiSmqfnw29P2ACCBPKOlXi+9hqJsK7E9B40e0Ka6Ezg0QMBJSs1Yndz4IiZlTd7e6/jmyIbu3r279JIyfY2tu0kUkBWYOOFyn0c/x8CWM1X1d/I33wXjrJe79Djwp3uT+oXfF9dF81W/ItMraPLec8Pes7Mz7O/vL9WHn729vRu3P+MbC4o7Ozu4f//+2IHVbCZzVEBUU6nHwFx8QAN1dLCXz1XK0Y7nx/U7ARWAS/Vk/gr8fm0FouvWpWpLP65gRZ11rSH1V6AiW/QJSf1pPJ4YUfLZEhR15yR90sknKNWRT7KQQXNnbIoCmFom9DP6qwsIIPomQI3iKoBpQE8B281lNWnZdrrwO90fbStdF+n7WCpTVysiAeP+/j7Oz89v1E47bywo3r17d2mzB4LiwcEB9vb2LnVuIPu8egCg1/cAtGdapd/rXJ9Ya2WaV+UlUKz0rFiyD0g1oSjezswzlenA7KwxfTRvOv99YTXLcdeIpmH52lY+cVZ+YOanj/fxPP2HymYV1Pz5aQ/cEETIvBi9VV0USPVe8JwCpAKi93d3eaT+nSZk1VN10DbkfgMJGLkp702QNxIU6TP0aLO+mlR9QuosdvOTUpnFer0eS2zRTeIEFH6+AkT/roB3FdCl+vsA0bIoHjn3wE8acMxHAU31VEAiCFVtlFiwsiJfUeBtonXXAa56D8OzRwT39vYutYsHUNQs56NtXo5bI2r60m3hAK+msz/brOxKAVDbyRdhJ1bs99fvnR5XQNR7noI8Xj7z4o7erNfOzg7u3LmDw8ND3AR540CxtTYuv1GzWRdp641NAOj5AesvPq58NQoiTKvsocc0XR/383l5SWdNX9Ul1Vu/VW8V/Z/8U56Hr+2jHjoYez5cf0EUWZMDJl0nPvj13isLpP6ahmDkvkfqQGskmbupLyiwKIP0IIoCsDJF73tqUmtZ7vvzevMYdU/3WdvDpddvFRgJmJrv3t7epc1/SVpuwuLuNw4U7969O5rHviZRN30AllmUP1vrA9Nnd2A126NUDDSxSj2exM+5GZV8gXptxdzSNauAetVidM9D2zSZvqva3fXQx870mC5X0W8FZN4P/Z908noouGkbECi56S2ZpE4k3LFHF2wr+On9ULaVXAgMGvL1BwQT97+qaU4QrSZ0ZX9aN6+zp9djei99YmPa7e3tJf8iQZ9mdGX1vC55o0Bxd3d3XByaIpQaNeSN0gGjANFbtF0xGKZ1Bz6PuygYrpqRe8cqP5CeS4PAfVmsnx/rgbSKL83pAXLSh+XrPVJQVfalDEqjnjy2ak2j/tdlPVqmAp8uidHJQI9xGRGBmSyObIn+RgUHbyufAFwXsqtheBZ44ftgjo6Olhismt3aDsoUvX86GDowa1umfuaS2pL5qo9f89jd3f3Ygy5vDChub2+P0WZG/HR9Gd/pzBvtgKdsIQ3a5Hek6I3v+SVTepV1TPnK3+l5V9drXTRPBQVnBD1RtpAmEW/DypbXwi8AACAASURBVMepPsTEClVXrbP68MimEkshS9T685g+G63n1Gzl+1ecmQNYAkH9nSLOZHH+2gRt79Tv9P7w2Hw+x3Q6xeHh4WhC65KkBF7KTJOP25m3TjR6rAJVrbP/17RcQeCul/39fcxms4+VLb4RoNhaGxdp6/IJXWzrDEFvvnYGZYQ854PUOxKPJcBkOv1dDQLNv2Jq67LJHrg7ePng8fwqIKMkv5T+d120nZ15KMPzAePMTQFQt+5PzC+BcvW4p5ZJcJtOp0vrWlkvNZv5W8FUTV/18/k9cDNUgTo9i79YLMZJf7F4tqkug4ipT6Z2dPHJX++/+0T5n7roOPF7z3vmfl+ydG031uXk5KTqbtcubwQoHhwc4M6dO2NAha8V0LVswOXZsBdk8IGkN7MnibWlb+1cFWheVRzAE+hWQKy663Fnj9W1mr7nE3S2k1idMgwHTQVDbzeCBoHBH990l4ivSmC5aRHy2dkZptPpaPppcEXvJZkVxRd3V64OBwt+fLG43ivvy2mZWdKHOnn5qpfXxfX0e+59SH/7eXeBcAIgc9zf3/9YN4249aC4t7eH+/fvj2DIp1UIiLpjRwUIPkMm8zKxoHVuWsW+/Py6ebrPLz0iVbE016fyD7l+ifnqcQe0NKn0/LPJXFYG4qI+Pt8QOC17IXDQZOUxBUXdL1PrrW3UW2SsAQ4yV9Wd/ka9N1xT2XMX+K4+wPN1hzSTlUGz/Kr90nE+dsgy/T5RR42QUw/X1/uzLyBXHzD15IuxyH5p3X1ckehbDYo7OzvjHolkigqGPjgoiaEB+aau8hH6jMtjmidFTYlVIOnXuI7KKtxvUzHUdN7r62X7hFDpmiYZBT0FSwdtZ49umnn+mpcCoW+84AOPbFCZZLXqwAcydWB0VJ9uUfNP81GwcgDb3t5eeoeK3gde4z4/to+a6D6peV2q++Z69vx/iVQwEl6tdSQgql7KwL1udANwmdPHuTzn1oJia8/WI969e3fc3MHfvqdrFZ2p9PwqPsO7ryld7+BRMRxN62kcrJ2xeqfTDl2lo2inTmayH0vMTuudzOn0caaYyvNBnfT2tnVfG9MqM2Q69R3SVPNydaecBA4sY3t7ewxmqDmu6+6A56Cmy3DU71mBLr8ZuZ7P50ts0duEdeXyM23zdcR9fvzt95a/2T6qt+blfdyZsS9H0uepdeedg4ODj+3lV7cWFO/evTsGV9RJrp0eWO5AqbMkAKlAM7HH3k2rOmbFEnv6uA4uvjjcmZg7wR1k9L8vFXE2WbEDz6+aJBIYqygwJebjvkM3zxUYCYr61j73k7I8fRkTy0ntPgzD0ruk2f4EPf3W14KqP0/bUuvhoKM6KtiTaTI/bQNnYdrGHknWelbWh9bbzWj+X8U0fRLV+jkwchJjHV+33EpQnEwmS9FmnYl8APkMqG8+8xvrg78HoGl294HvaSpAS/knQPXrtaOtYpWaLvkCE2vt+br8fwJiHcSJ5ab8kysgMU9noZ6PAqevU/U66wRHk80fBWWb8JvBFwVwNQvVnE7tlkBLzWu93gMpHqEnE1X9Ul9JZVYEwO+B+7x1jPB4Dxh5jYJoslh0Atvd3d2A4jrS2rPlN/v7+zGqXPmyKOwcfvOcSQFYmsV5rc58CUioD799ttfz69a3KsPL0d8986kaqF7GKhDX65NfTNOors7+nJ15wEA/+jRSWmCv951Wg24A0msXrndUpqdWB8GOaXyhdGqbVC/mlRirfgiK3HJMWWRrz6Pibrqrvqob20ZfaKUASuaq98/7lTM+T6dgXfUD6u73goEzTl77+/sfy5sAbx0ochW8+gl98PogdKYCLDOmKl3F1phev1WHHmCtC4j+JEIPyBRcXO/k+1HwqMoGlp+48Osd6FXPygRM5bpLQn24CRA1YuyTHwFMAy+6CYi2m5q1ajay/tTf93L0tYjKCtXEVabJdY5qZjpY+X1VQKNZqe3G43xKRheO+71RQK6CfN5/q3OVVBNiSse2dotMX+rFyYz34HXKrQNFBlVUejesAqJ0ExMwJhaWOk8CRM2/0rEyOYB65xnmm3TttYUDUK+zuzme6u36JLNNI46eV2JJCpx6P1pr40BRtwnTciC5uazHlO0owLn+BBdtTwd897mp/v6UDE1AXUqkbeS77ehyHgV+5qv3WnVy8z6tkaQeiQ3qvfWgi0fDVXhNahdOClqOWw3adnrP+HsDih2hKaFmk0rlL0odTNOQnShbUNMmAWcCDf2dmKLrmn5Tn6r+V/mdpGdaVwDt+qf/ieX00qRjPkioE4FGdzxSUOSHzFCfYkorDzwQ4gxQAyJA/2VZXEoCPN94lQDG+uhyE12ao/Uiy+VxX3+oayABXHIHaHRbASzVR++hgv2qyTKxW7cEnM1qWm87XR/J++4T3MHBwWt/FvpWgSLXICa/YXLoK0j6ee1Qblq59MyNaqCvY3KoOeUg6dHkSq8eU9TZvgqarNItmf4Vy3BJbaD5ODNPPr/EHhXsfJLb3t4eQVPbQAHCn1XmN9cTkmnxOgUnBWBlQt4+vsmtRr6Zhv2WrJY66usJWmvjTtv7+/tL90f1o19RGS/T6fKgBJKVC8TvcY8lJvbvk6xbKZ4HRf3FNKEronAdcqtAkYBI8UFVgYQOHr8BCohuOiST0RmRllVJdS7Nqs5UtaO5DolpVeUk/dMEoo+vsYx0fVX3VZMBB6zfi+peEii5REPz0PMAlpz0mlZBQVmhA6KCBrD8xEZi2OrvpL5cqqNMDVg2P7Wu6gvV+0CwZTvzaRoCpgZZuBaSwRZdquPtrqxT72OydFIwsgInN4NT//B8e31X7/vu7i5OT09judchK1d4ttY+21r731prv99a+93W2t++OP5ea+3XW2v/5OL7Xbnma621H7TW/qC19tdfmbIykKqoox5zMPR0Vs9YZupY/qnMgxcRj1CqODilIIrnVa0p9LZUxq2mmYNgxS5UtK3T87irpAJHNzOrJzsSU9JAhJuXfo3XUwFYmZ1/mF7ZmEaH/VWmXhbLoE9UXQXDMGA6neL4+BgnJyeYTqeYzWbjfooabFEdUn/Vcqtj3ncoyaeZJlxKsna0T+l5D6ipCf06ZR2meAbg3x+G4X9vrd0H8DuttV8H8O8A+N4wDN9orX0VwFcBfKW19pMAvgjgpwD8GIDfaK39xDAML+0tdXNJxQeyz+IOKD576Q1KpmvPLNZj+ptluqPY2a7PwG7uetk6iF5EXD9v13WBbxVTdv19EKVrq8GmgEQ2q4zDo/UarNAnSbSemo8GOfR+aVv5AnB9zE/vibM0Z4l6v7V8n0BS8OTo6AgAMJvNcHx8jOPjYxweHmI6nS4Bfs9Hmu6j92vtj+rOSSyaovlru+j12odTHj4JEhSfPn362tYsrgTFYRg+APDBxe+nrbXfB/BpAF8A8NMXyb4F4PsAvnJx/NvDMEwB/GFr7QcAPg/gN19WWWc9yZ+obMcHmDNJ/V2xPge8yvzTgQ9cDqQkv6GLm9Nplu35d1ZJqp9OHqyTswzqoG3FdKvqn9o6gWNyWWg9XUdtJ772U5d0KJNmfRx0eB+dqTHfxBDpwlHfNoHUTUgFYs/LI7LKkBQUmYZ7JRL85vM5jo+PcXR0hOl0iul0uuQK0E8KwPT6Bxm+gpYzOmB5sXkFuEo4POruE6uWpX7j7e1nO3W/rne4XMmn2Fr7cQB/BcA/BPDJC8DEMAwftNZ+9CLZpwH8llz2/sUxz+vLAL58lfJ9pnCWo7O5A6Zes4qtaAeobnbvmK7v612vg8V9eeuYnJXp7uIsyhmef1T/ZH5rR3fQ1HTVhhyen/+uJid+c3BxUBKkWDfdZ1Hr4BOT5umTai9QknZw9+U2vCYBnAMiRZmU9wma39PpdHz9wHQ6HU1pdw8wf/eT6v2r7gXPafnuB9RJpwLGNAFTdMmTAiZ/qwk9n89x584dHB8fv5aAy9qg2Fq7B+B/APDvDcPwpDMY04lLyDAMwzcBfPMi77VoT/IfAc8fyUo7pmjDJzC80CUOagePVLZKYjscvF6+55GAoMda/Vgyqd0s9/LUvOHH68K0CUhdH2/nxBBdZz/mwnQMLCjY6TXqS9PdZ7QOTKd5KogkPVprS5tJONNcLJ5tiuq75OjkrKzRfX66LEh1Yx9W64RMkUBIcNQouprPOhnob22PVX1MQVzvR5rYNd8k3k+9bagfj/va0729vdey+exaoNham+AZIP63wzD8jxeH/7S19qkLlvgpAH92cfx9AJ+Vyz8D4E9ehbL+blg1ldl4DorJjOYNTAMYyMttvCNUk0IFlgkoNK/UqaqOm8qq0jgwJvFy1NRzJlCV6e1bOdh7k4qW4W0yn89HU1XBKYFUqrOCIM1XDUxoPXUlAMvwchSo9TE7BUS1UtTnraySu+AQADWQQR0U7BlYISD60yy+XjE9hqiTUnKRrHLR+IRTTcraVr18fEwOwzCu7VRWzsf+rltWgmJ7pu1/CeD3h2H4JTn1XQA/D+AbF9+/Ksd/ubX2S3gWaPkcgN9+FcpyVr5z586SuawP/idHeAIk7eh+Iz3QIW1xSad1GJ8HVhwY9beDone+9O3igORt4IBTlZHMbp8c/Du1Z2r7qi21LE1DAFHTqsqnAgMFO/5XxqzpqbNOuG4uE5D82WOKg6xGo/mcNfAsaJKYLcunXvQl+qN9Keqsrw9NE623u5vH3mbrSKpDD2C936kZzf9qQnMz4OsOuKzDFP8agH8bwP/dWvs/L479h3gGht9prX0JwB8D+DkAGIbhd1tr3wHwe3gWuf6F4RVEni/yxnQ6HTuM75Ons3HFJgBcAkS/mcBlYPRZrQdMzrgSW1LxAIumTUBUmZqrwCZJNZOvquOq/DTayOPVJOTmsLZfYoIO2NSRwMH/zoT0SRI9T9GghLLlxJ6Ukel6QQ5sXfzNdDR9+WImZ2gKuMoqtTxngf6yrBT88Oi4nqvut04smr7qC84WE5OsANavVdLCp5hmsxl2dnZeS8BlnejzP0D2EwLAzxTXfB3A119Cr1LUhHbzWcEufQM1q+kN/DSQq2sSAPKm6wBP7JHmkw/UdRhr73wCcxUOMvXlqONbwSUBstftKjrxXJpAeE7vY8VOCT40WakTy1ITlHXUc2pe+1IRPa/ANQzPo8Ie4U1paPbqVl8+cbh7gHrOZrMlZpseT0wg6OJglQiBp/MourNqv1/6rffa3RpJF+1zCoyTyQTz+Rz7+/vXHnC5VU+0AMsRaHYaLo9IaxVddLD4cQUsZ2w+gJP0WCE7t/s4vXz39/hONakzqr6pU1YTAfMDcGlQaXrVSa/xdtTOz3y4qDmlS3kkffnbVxSk6LY/S+vtpt/Mm0+hKMNTQE2g0NryM9ScrJ0VDcMzfygXWmtQJoGoskTWFVh+37OCtAOqByO9Tau+W53T+voEreaup9dy07Wqd5owea2Cokakr/NVBbcOFH22YudREzoNpiqvijm52cb0veuc/VC0kycfZxq8blJQL+bn/jE39RXMku6pI1b1rswibcfUft6Wni6ZzVof/6273Sh7TPVQ3xSPK3D4cQUpZ2+sh7MnMk/6+Kr2UN+flueAq0CrjF3Zppbn6xJVLwVQv1fe31SfpL9e05uQ9VqfSL3cNE60vZVMEBj39vZwdnY2vhv6uuTWgWJaRpFAsJolVwEbsDwgUyeqQFbL0jIcFFlGTz/+T3rr9apfZWJqvRystRwFBR5XxtPTM7FGigNUaqfUZnqNWgK6OFv/a3mpfvpNgOJ/BRAFGI1YJ1Nb2Z/eB3U7pGCHghbBUCcmXk+WRfN7Op0ugWN6dDHdA+qlE65/kqT+7/fM03p7p/uc8uYxt0qULRIcqwn6VcitA0XuuJ2AqefX8gGWblDvmh7QpGh1z4epph9FB6IOCB5zUNI0q1jgqvprZ06BCooPiFR+1W6shy8Md6bbm9QouttM8tNqW/J4YlLOyL0stsVsNlvyVRLA3Bx2dpTMS2VxqgPbU0FR7z9NcPVf8py+FiGxex0rzuyS6GTIPByA9H+Vp7aHWnZX8Qdqn6D5fN3vb7l1oKjruNLg6bFGBSo9poOnArE0KyXWx2u1fPVxVlFxjYyqQ187UhrA1YfXuk49UWbjJqSymmQauU5uGvs1zjadHabJx9mil62sVsFGAURBzdPp/aSeZGKqF0GJQOVM0IMkyqS1LR28lRnqPVksFksbP/jaSq1TAkaWscqN5GCYGLbq623mvteKGSZgTP3a82Sb9sjPq5BbBYpbW1vjGkVtICBTc/fh6TmKdpaKDabrkvkLXPaP+W8d2JX56s+dpg6j5eiH5XgHT3qn/HVg+SyvaVOdq7by63vsUevnDCf5ZN0HqgzM6+jgrseVeauuCkCaXp9E0XalXnzEj8t0kpmv7V0xLZ53pujLc1zXyoStyqkk9Y1efhWBqK7xfsJjaQyp24TR6OuQWwWKfJ0pOx2d7okx+uBJgFeZaQkUe8DqrEkZSmWqO5tSUZbCdBWweAdytuvLS5wFOqskc0plprpX7aXHtQw/lthhYpdV+c4GFawqYPBJxc95m3ieOnFUbpJqItFJi+eq3wQ8f3JGo97r+BIpykhVpyr9quPpvld9WdMnpuj3QscG/bk3ZpecmyKttZEl+nt8E5itAkRNlwYrcNlnRnGfn+aVRNlEpRPzTH4opnffopeb8k4d0IMpDgJM05sEtC287OTvTJJYvg5YbS91L6jZ65OQAombe74yITETzSvpVbHvVH8FLAciLd+BVgGR/kKNPis4pv7g98kBswLQ1K/WZZG9a6rJCbgMkP5fJ5LK/H/VcmtAkQ+EExTJGtWsSj5BH5zup9Bv4HIn8Y5c+TNSHgQyDQAk/6DP2tQ3bd/ksz3L9cmh6tDJ/+kDy81Ib6eKpVIPnuuxda9zYkvKtAkKrbWlXbg1jYOithW/k8slMVUHsdR/1Ge4zuTrA1z7oQeCnA2qyayvHkiRbc8z1asHlEl31pF6p2tWgShFx0ESHSNbW/ltfv7yulcptwYU7969e+mZZgJk8tWor8rN2OQPTDe4YjqV+aBgpJ1ImY0yHNcl5UVgTGDq+rG8FDBI+XudtPP74EoA6LO3H08sknmzPgosPsC1rZkP0+l6Rb3PZFf+LLIClkZ4U/tUfaF337UNlOnq0h8FRPZdn9zcbO49udLT1+9jJW4drNMWClRpQvX0TgA8OOMTpN83rtfU/rQO+L6o3ApQpGNVAVHB0J3t+tsDLQqQiUkClxmEikaqVRITSuaWdyDvvMmU0nLTdUn3BMyezjuj5u/tkNpGB7kDvYOnfmvbOfgmM1NFwYJsQR3uwzAsMSrVNdW7x1op7G+++Drdj95yk9ba0guqFMwVZBQYAVwCx4pVp/oxnVsZ/l0FpjSd16WyqrTsnrhe2pe0PYDl1QcbUATG3TGUqegHqAMhaeZK/918Sjd13Sg1z3nn5YClOEtwSZ21V64CfzKTUhutw5Qc9LTzpieIHCj5UT+d11sHbFryofXR+im7UFau5rOCMe+BmvkOhhpE0QmXjywSHPU618EB1wFfX8JGANd2877iwSOt1zqyKuLbk1Vgr1LpVzFtPUZG6OZ1sozeelDkCnZgmYX4gAQum3TsSJUvkNc4c+TxSrzTs6wUwAD6WzAlcPJlGj5ru44cRF5uj9F6MCGl67FmBb7KVO7ponVLdaWOKb2fc4bsZpmCsm7HpUAEPF+w7YOYFgrP6yN4FePicfcLan7K5LVeCsgOrCo8nwIUiemtw7IU6B3gE/HwMvycT4Sul7PFqt9dJxCq3HhQpMmhHSntisOPvwqgB2zr3EhKz/fnv1d1Hh206isBLoNA1RESE2HnSgCV9PA6VnoTcFMgy4GxylMHl+ud6u4mrTLC1pZfFu8ApmClQRjWQSeQyrWgkX4HJwegxGR4XJmrsr0UsWbfpTvAg2qan9/PBNBMmxiX657E75UDagJYZc9KELw8B0gvUycL+ma1zXd3d0u9X1ZuBSh6Q7EDERyZjt96E9Wpq9/A5U7iQRBKMtE9jQ+qNLOqaGfQJ1gq6YGjp9OAjJuA64jW0SOkKbBS6VN1ev32AV9d50/5VKwotYGDqQKlBz9cdEJgWRogcEav+Xj0WE1ibUtlpyQBCoz8aL1TuyXd029vs8pF43lXzJPHvM87y/Ry0/9kCfmY9J2jXrXceFAElgGNTm/feTmxNH4nQPRr9AYm6YFKBZCrWKoyhtThenkkwPXBqR27VzctyxlQGhzOEDXvalCsMzkwbz/m7Cdd6wCh3wxqaBRfmbVu9uBgoaxU2WoCKn7rdl+6vlB3wHHgTvsxqv5+zuuX2sknjwRSQF5MXbHw6n6t07f8niVJgNtai+9dui658aCYBpUfU0bYY3NV/irppni5TOdmiJpiPuOpKaGMVAej55tYV9UBXW9neM6kU15u2qS699pE8+gx6SRp0FR5V0yjd+8c4JlWl9D4t98zBSh/miS5Q7jPIj/KKn3HH12HyMCLs9DKROY5b5M06a+SxNjTvXE/oAP5qj5aHWN/9cmBwMi23d3djSD9KuRWgaKaOT1fVq8DVKCWZFU+CbQcfCju6/O8vKwqH01bdVhNe3Z2NroYfOmSM69V9VT2mTqtA0+PJbqrold/FQUEX1qlAYsKFMjKvFy9NvnslM0pOPp55s3z/mIp91WSAamZzVeZKrt0ZpgYqrZPuo+apmJ/3mf12nROXQVpQkxjwvOrgpDJF8qleNcBhpQbD4rJue8gqYPWB6PeIJpKziZXNbD6nvTGJsBaBZTJ5Nffnn+SikG5MB8CowJJAjXP3ycfT+uDIOmkJqLfR72+YpZJL9dNfXwKFsrKU+R2GJ6/SlRBLt1rvSfO3pTZsIzeG/YUpNXH6WkdSLUd0uYPes/1Hrgkdubnfdz4fVAwTJN90sn1uiqw6fghOF7H89C3BhQTsCSWqMd5fa+z8xpKjx266aKSWI+bG3rO19+pHgkgrtKBkm5nZ2dLM2xP/9Yu+3B8EDhAuO6aPwMJzlR79XVxfxJ/+45DZ2dn4z33BcD8rWCp5rO2gw/0xGR1iY6WpYDWAy8ySdXDr3VTkn2hFwH3slL/0X6QJkc/733aQdOvr4A5Ta5al9ROPkbUWrwOufGgqIPVI6nqk0k3hr97S1QqtuSiDvleOte991+FN97Bcl0Gpfl4emclrA/FI8oOiOrL4fKoqj7JFHO2leqTgmA+EPjNIJsG23QS1EXP+phdYkQK8irVgGNfUzOYjFMBVyc/BWA3hXVpkR5Li7VZfmLuCQx74hOa6qnntI4pb2W5vbLStX68Ih0KjBwjvP/X8VqCGw+K2tl7oJIGqj61kNhYMo08D5UegFYgpbqvAjSWkZhrYgKpU7lODkzJf5OWpjjYsB4+SysIaDkJBH3GT+2gx9zVQMDmgPDXEmi+ZMdp4ktAmJhrCt4RdBkIqXzc3uYKNg4wzgaVKSbRMhIb1vvi4qCzCrCq85quJ6l/62/Xs5o8yaA5SW9vb2Nvbw/Hx8fd8l9EbgUo+gBScZ9GMqcd9Pyc/0/MgjNpyp9SMRI9rwPGzUl+O/BpnlUH7ZlAqc6rzFdlOuqrJTCRMarJ1/NTsg177aPXpclQWay+kkL7iNaP4Ok75qQBV619c+tE29bzdN9kAl03e/V/imo7W04M38GzB4jVxOjifWhV/1PRiTRFqFeNE6blBKT1aa0tbRt4HXIrQNE7PXB5xvHOCyzP+L0boN9+nNd7Pr1OogNvVWBF/ydWWJWziqkmM6R3fVo/p2mdCWl7qxnIgZ0YQCqXwueRtb5+3738ZMrzOgU6H4TJj+iTRKqzthVF21k/2p4q1F0nEB38zMtNWz+m+bH9PFqrOrpVpPWtQFTbIlkk3uarpOrL6tLRsnyFguZDpugTxauQWwGKiYJzRvat7Hk+MUR+a+dKs3lVbrqmB3Spo7iOmraKkCbpmT/OMhKgOnAqw9JBrf6wqlPTpOV1aYZ3xqO66H8dYBU46cfZAv2mvfejqH9Y28n9xsmFkCaTYRjGd0c7uGn7ap1SX2QbKkh4u/YALN2bdC6l8cXtqa6tLb8/KKVx8cnEJ3ofT5pG24x9SldRsN+9taDoHZudw8EldUA/p+Yg06n4/oyr2OCqjqFpKlO+Mrm8PL++SpN0VbMyDdgUsU2D2fNKx1I0UQe8f1fg56Cn52lKezneX1hfTeODW/2SvI7s1dvII8T0L3qkOQGgf7xPqO4EIf52duf9z9N4/1jnmK7U8OVUnreWXeWtfUPzTEBWTbpKVHg9TejJZPLKl+XceFD0xkuzFAeID9xeZ/G8XK6SNuW9jvhArspLM3zq2EkH181BM4Gj/teBoR+CirNBH/BehtZX70+1BZkPFD+WGDO/2S+U+QJ55+fFYjEucud/15v14hMqfJGUv2HPGb8zZz+fgi+sDxlcagdvX5fU7tV56plE2zZNuj191h0XSUefYD2vra1n+6yenJysVca6cuNB0bfjpygr0WMVuKTjTu09qKMzHPNXUUbg5aU8q0Hu/ysQrwAsne+VUYFrGpS9gZXYl66t8/p4ORULTXlrOtdBwVmBSc+76ZnSqN7qqyMT5PIePrKnT5wo2Kl/z5msp0+M2tmZB7qAem0gAbh3n9IE4vVOUk3U64BgGn9p0vH8/Td15Oc6Xktw40HR/Utu8ji4pbTJ76DRZC2HUs2+Lqs6hINyL98KXB1o/fgqXSuWkADZGSHPO8PhANd8qoXKqWz67zyQRj0cTFVXBRQ3ydKTIwmEtK7sQx71pfmq5nF62sR/s22oL//7C6c06lxNGg4WCRirCd8Ze9UvnDH3fOF6HdMn4pH6V9UPnV1r/1Gw9rGW3CuvQm4NKFLoR6oYoful3EeiebpDO4HMOsDj5xKb0U7is+S6kTtniO7zYX5VJ630TvWl052mmzIp3ZcwwTP8IgAAIABJREFUdX6vY9WGDgSJCeo5Dh4tm/4kPaago+wsLc1JEyfzZZn+yB7z1Tz5rRs5kFWyPck0U6TYJyOvS8WceM4Ddd4HeP9cKtDsgan2h8qaYR4VUajIhDN+P6+T4Pb29riD+asMtqwExdbaPoC/D2DvIv1/PwzD32mtvQfgVwD8OIA/AvA3h2H44cU1XwPwJQDnAH5xGIZfe2Ua43mHdj+im9I6E3tEUiWZx4mZug7VMb1GI3q6hKVXN89DdUppKpNSAbMHUukcz3NgttbGR+g8fU8P199NZJ+QvM2VSThIEwx43JmiLxPyyLAvBaFPUZcHubnL83pMAy7KKp15OitKk1JiS+m4uydW3U+dWFQSoCQisa54GdUk3RtXXsekG4ARFKu8XlTWYYpTAP/SMAyHrbUJgH/QWvufAfybAL43DMM3WmtfBfBVAF9prf0kgC8C+CkAPwbgN1prPzEMQ/0cUEf0MR6dOZOwo2vDpkGWGlvNdO2ADiiU6lgSZTcVw13VYXyQ6PHqmgqs/HpnsM5Ggee+XbIdf8eJluODP+nEdAQWTmo+QWm91VfGvuDLgZytKatz89n7gYKvBmgc3Nx/qCxRWaVeo2Wk467HuqI6qUtg1TXrSg8YdWwkxqvlsV2rpWe9crTNgeXXNVzHjjkrQXF4VuLhxd/JxWcA8AUAP31x/FsAvg/gKxfHvz0MwxTAH7bWfgDg8wB+80UUTH6Jnjmh12m6dRzJem0Fhpp3D4goDrY9k2JdVtpjZDrY06BfN0+mcTDwJ1ecnfvvBLqqm09CXg8ti22nYKgWgDI3fuvxVaxna2trZMPKItOgdKAlU/SNIFKbqh6JcTtTqliij4UKHJIbpSIHKg5kvkwn5Z/6kT9z35uIfdxp/dTV4QToVcpaPsXW2jaA3wHwzwL4T4dh+IettU8Ow/DBheIftNZ+9CL5pwH8llz+/sUxz/PLAL68Rtnjb++MOjCTGcHrE/OppAI7Pb/u9f6EhqdZRftXAX91Xk1c77DrslvmyUGgbe9BqlR3FaZ3d4fq5ANDy9NvpuNAc3aZ0rsp6/Vnnv5GPc9TwdkB2P9XgKX59SZXpq2YZRoHWk5PVgGi6qTAqPfSRfuWg1V6sijpqfcxAbmvFkls/1XIWqA4PDN9/7nW2jsA/qfW2l/uJE93+FILDMPwTQDfBIDWWnknp9Pp0k3UDqj+qAoQXaqb6oN8HdMzSbqZ6+TnHYZ1SrrqeZ0x9VwqsxqIXqbXR9tfmVoSXezsdfCB7ffO20yZkQOATjyqJyVFf52leHla58TcXB8PvDhQJRDTfHp9VickZ6p6TY85uqwDmJpXrw/2JAE9j/m6w8RyWa76kNVMVjdKMsVfVq4UfR6G4VFr7fsAfhbAn7bWPnXBEj8F4M8ukr0P4LNy2WcA/MmLKphmFQfJFK53BqJmrPqLAFwCwwpUtPyUPokCkV7jv32ApDpX16drfeAnPTVd5fN08QGidXNwVTOHg0vPqR5q7uq9cxam95QAXelBfRUYvS0c8HwJmLe965OYoYN3AkQHRa2zt7cedzPe21D/OwFYd2L2PlulT/26mpxXgZfr6WsznXnSt/2xMMXW2o8AmF8A4gGAfxnAfwTguwB+HsA3Lr5/9eKS7wL45dbaL+FZoOVzAH77RRWsTCNd4nChp+p86bcywUTHNX2PMVX/U9kqzhp6DMmP9cBMgagCNR98FegrQOrg0+OUyoTSTsxrFHAUxKoJRe+Zgpn+XiUKMgmMnJG5/y4Bt5bvvksdtDzP+upxBzhlY1Uf8HonAE59IG095sC7zm9tU2/fZHn1SESSxCD1OJDX5y4WC5yennbzfhFZhyl+CsC32jO/4haA7wzD8Pdaa78J4DuttS8B+GMAPwcAwzD8bmvtOwB+D8AZgF8YXjDyTNFO5I7sHnC4KDD2GJEyzd7sWgFx8rUpK0159UBxnU6l5SaWWQF9Eu2APpl4eycgVrNP0yc24NdxoKU6rCrD66RAkyYl/u6ZtSmdmsj+23VMoOUs0tvW663H3VR/EUng1mN8fo3rx+/eRKdpXY+qHqkfOJF4+vRpvPZlZJ3o8/8F4K+E4x8C+Jnimq8D+PpLa4dnS3J8FiZL5ONWKh7yT2wwAZQ3dvIv6v8EBj4gqzVgak46SHsnTSDEsns6puu8HG8f15XluIuiYhuaJ9NrQIRpFovFGOX165QRuTmYmFbSm+lT26f7XbG01B7JfHa2mYBU21PvsVscq9gaj/vGHRTNr8fi0mLvHjD79VX/9H6svxMYK5CmdkvmM0UXwb9KufFPtLDxfDY/OzvDbDZbWpPmT634zE9xoFxlKnu6dIP9xlcBHV8wvIqNUnxg6e+kj9YjdUZK1am8vMViEdeE6fW+sNvZ3DrmXTIl3a/m4FjplPJI7VMBkQaCFIAVBHXZj7YV81o1aFNQRuvQA7bUv7VNPACT8qj6tKfv9aOqH6/qp760xvum5uOgOQwDTk9P315QpCg4LhaLcaeSyWQSo6HJXNHjqUNUJrHOaqt0JUAnFpaCO1pGVXYl3uF0LZnX2evay9N/t9Z/D4dKGgB+D4Dn69cc4Nx8d3bo7CsxOv/2PNKA7bWN5uWbXihDTIw2gYe3sQKY5lOx1VRP1zXVQXXhDjz877p6XhUrTHpc1YTWugNY2h0oMcTz83M8ffp07T55FbnxoOhAqKJmtAJjb9ZJv9cFvB57dOmBn67b03pqfqs6uuq7igmrPj7Du1SdtndNSp90TQxHAUSZpeqj55Wl6flVkkCqAk2d3CqdEzgnQHQdXNzv2NPX03u+3jZJL5cUoV4H3FTS2FjVj3r59Poo68Et265DbjwoVn4DNo4/VqXnAJRgt4oRriPrpFvlRF41oL3zp/qozuqnVD3TvoK9cnjdVWRVO6e2dbeHuh+U2Skwunmq7ZIGp6ZjGRWw6DVV30lArfp4ftoWCXx77eTAWLkSkiQwTIShp2eyMFYxRtdBdemNZdfBd0EnCZpOp5jP5698H0XKjQdFSpoN6dPR39VAZsMyj9QhK0BMywL03Isc96cmXFce91nb9Uv6arl8iqQ3CBJzuipD7C1vWqWr+1cTAx6G5QXYem26n9p2niYByiqQUD0UgBMQarm9Z3pVEnj5Oferaznanqk+Vd5pwqzGR2WZ6DEvZx1GX/XPVAf2gdlshul0GvN7WbnxoMhI5e7u7gh8unAzLc8BarMvLZeheDR0GIYIKh71XbV+z8WvTze/6oB6vNdJq2eS9f8qoEu+t1WipnL6eB0TY67YmZrPian59ZpO28pB0ScD//C8RmzTRKJ6ahtqWUnPVVIBYsW+eixV6+nn3R/d0zWxTz+3Lptl/h6Y8wmQrjJuvNGbyF5GbjwoAlgCQQdDjT7rlk/a2AlIgLrzVLNlbwmMSwWObt5e5cb2zLlKL61HCgj4wHcASW3R042f9Phlj8Wrfqqj5q1Ldnxfwypvz9Pvf8UU/X5rmuTTXAVO1e/UFhXAJp2rfpYmwjQZ+v25iptFxSdQ/U4Tyzp1V719P8vr8icCtwQU1V+o2zTpsbOzs3HnFGC1f8v/O5uprq9AJzHJynyu8md+DprrdM4e4FQd0s3MiklUYOzlJEZY6afAqWWmAelgpJNhagsVvwe+eN6BhasGvB+8CPvRevnvpHfFYp2dVubmKj1cEjjq79R/U12qtqnyT3r2dHVAXCwWePr06dvNFH0Bt0chNdjCiK6/CKnyeSVTWCPHCSS10zir6oFQWqiteTogen5Abfo6oKVye1HGxCxWAbj6R5V1qu7p+gpAnfEqKPjjdT6QUsTVBy3TJXbsOntemjbt5J0iyKkNfBLV/67zVQb9ukxUdfP/rlOP1WmfWtUntR167qVVk5uC4lvPFOlD2NnZWWIL2jnn8/l43jciqBhiGrSrfIIJTHoMNAVWmKZimF5OxRRXsdZVHZHgmQZiYiM85vXT8jW44EuktN6an4Nqa8/fL6xBNTdbKZXfzgHN66L5DMOwtDjdJ2EFP3Xd9CS1pbbhVdin6p0msBe5jserNMrmnVH79VVbr+rD6RolMsmPzInpuuRWgKKyQv3o9u8KnBxY6TnjNChVfEA7k9EO3WORKimvVeZoYg0908uvc5CppDrXA0dnoxULd330fvhjg34NsBxd9kHB85pezyv7WpdxcTE5+473O3+kr8dIe8dTO3v6ni/R29jL1Huf2lb7RJpcmT5NgD1gTHp4PXsWjpfLOvu9Pz4+3jDFYRgwm82wt7c3NhJBkNGotNuxmgGVryhJtWlDNdv5uXXY5Dr5JCbRuyYNsNS59XoHGD+f2IOXoUyYs3gC5nQNv1Pk0weFg5GmScdWtaGX1VobfdXKjhI4a5ulPNN9dIvEge4q7MevrUBOweUqUoHUOpL6Yy9tBaK+ykBN56vW5ypyK0CRUjHF2WyGnZ0d7O/vjw1ZPVcL1Dv86kYGZDap8Stw0nK8w/ZM9l5eVZp1WKOWn/JIIOLpex3bB7keV8ADLu/g4yYy0yj76pnOzh6UXVVAoP9TAGYYhqUAThVl9jx9YCfTOLV50kPz7JXL9nNJOlTsLE0KvX51lUi3X1cFH1mm++e1fXxiuk6WCNwiUEyzBn2Ju7u7I2skm6T4gElrEf1m6ODUDuZp9Rr+9k6pwFoBo5dTgVhl9rt+q8z0xKyqsqqBla7TNvYAjA9s/c/0OnicHfjA8Hqsqo/ql+qhzwA7KPZcCKk9mY+3neqnumgZFctyoE3mtZZdlavHU1oguzZelCVqW/J4ak+vn45bD7Bcx3ZhKrcGFNWfw2/6EGezGXZ3d7uvldTODmQ/H6PX68zmlNRZHAwSGOoMWTG/yiSqADENDA64HjN1sOqBb5VHYo0peu0mp7IEZY9Mq+Dok2IC2QQuq1wDiYmltvFzLvRJpsnBwcLzcWBMbgT9n0z3VTpexQT2fHpjIKVPOrtOiVE7GOqrY2kVXmeQBbhFoAgs+6E4KLTBuGuOv34zdQ79VnF258Dou/Gs60Pqmc9pp5ikV6V3GrxJh2r2T6ymB6Suk4KYXpvaMOmqk4TnpxNhapvkYwQuA1Sq+ypQrNotgZYzIv1dmY/VhOQA77qs6idJKhPaJ5BV97wnTkR6eul/v4e6FllZ4jAMODo62oAipdeB2YDz+Rynp6eXmA4j0mqa9RhQxf4Sq+O5xPqqTpuisL0O6ccT4KR0er7KvzKTFaCqAZry8s5elaPpfJu1CkSdMfrH2Yz7IDV/nfwSC1IgU/19cuwx0XSdlr8uqK0C7tQHfMLz+1+Z60kHjh2vQ0/vddI6K9Tz6V3a3AziuuXWgGJiDQp0BMXt7W3s7OyMi7cnk8nYyBSaaRoE8Jk/AYi+srTy21XsNLEyHmd57ndxqWb3lK9LxZh53H2fDoQ6MLXddLA6g1IQ0+i01kfr7W2bzGfVxU1qbQ9v38QUE6tT0WO9R/78WNXeXn5iaeswxBSsqHTQ796EXfVLn7yYLrW31i0t3/H89N75/XWzeT6fYzqd4vj4+FKbvmq5NaDoW4MtFoulx/rYkOfn55jNZiP72N7exmKxwM7OzlJeHgwAMtOqjiXm0zM9tLMrsOh5TXcV1qiRO2U4PaB3FshjCWQT6CXWkQYa8Pze9Riv+hWdKfq3TySrWJj/X9c/pjpXLFTT6jUJ/H0S0OtUz9S/kiQLJ92fqn+vwxJ7E4Pq7NdXbax9RV+pwLHLcalASKZ4fHx87aYzcItAUWcUNVN5o9io8/l87FRkjWSLvI5A6Y5wnQm9cyZmWA1011t/6yBbp+P38k46VGssq+sSIKbzlQ49hqqD0YMvWoZOEj6oFPT03veir87GNL9Veq57L9IkkyYYT5dYXmKJ2v6un7NuZ9qVaJ9bt45+fWoDHVueTu8B+4Ezdy2H60T1dSP8HB4ern1/XkZuDSh6ZJn0en9/f0yj5zjL7O7uLrEHBUIFxF5nqUxl/d/zDVYz9boss2cqJ4Be5QrQgZXKqUxRbwc1kXoAvwocmSaxOQfEZDJ7HlcFQ7++Ys5+XXXfqvtcmb2r8lg1MallkNrQrYnEZl14Tn3pVbqKhfeuScDJcjh+dZuw2Wx2La8zTXJrQJGNxeebz8/PcXp6it3dXUwmk/HG83nUra2tMRq9u7u7xCpVFBArNsN0+s3faRCtE2CoTFk/l/TVzlYBZDVQVpWVGBevSXp5hLenuzNlXq+DNgFICq70TFC9rpIeQFWss2LqvK4yRzXPdZiOT34JIKt21rJWAdqq8lO+rs86eVcTZjUJ0nRWUDw8PFzb7fGychklbrDw8R4OCgLjdDpdOq6Mgo2bIpeUykzwtMnUSbN2mtlXMVLm11s462CWgJW/9bvq5EkSSKbre887r/tfywCwtPwCqKPNvUCDAnjFRqt712Nnen2VRnVbl62uI6nPJr2rfsw0VX1TX1LRCfYq5neqg5fv7aRrE/UdTEdHRy9U7ovIrWGKwDNQ1DfAMajiA0CXWjAN2aQOCH8emtcmUfYF1B0ksSoHssQaKh28XNdJB0SaxZ3BuH6JAfnjjb1nwXuPU/aYL8tVxpi2o3LTqidp0LmJn9L4uQQQOhn2Jis9vg7zT+LlrNJT76vqWT1Pnq5R0fz9/lb9oMcu03GWo0TGd9bm5+Tk5Nof7VO5VaBI5rezs7MEegyuUFprY5phGMb1TQoAjEzzu8eqlMm4WeodtwImlXU6UcqjGtD6f1VHTNJjzclsWue9L+uUS9HJKTHBlzU9k++zl19lsvbSVgCpUk0W69Yr9a9UprahLxr3elVWCX9XO+N4Hto3tPx12tv9xLTuyBqfPHmyVhu9KrlVoAhg3C3H2eB8Ph8HF/2OZ2dnY+T57OxsBMBheBaB5gLcZGZV/kUuBXIW1uuoFQNxxqbHXaqBmgaJlr+unj2AUPEocSo3/ea11eDkveH/tBNKBTiuf2rv3oYE6+RfHXMGV4HLOuWk8pKlkCwAz7uyLpylqc4VaFfAWLWLT0RJh62t56+W4HU6lj8ulgjcMp8igNEc1hvKxtTV774JLSk6G52RZ9+hO4l3Fo/O+rOtOlB6gKT5E9B7oJMGoi4n8vWJXn6qT29w9vS+qknYGyTejtoW6zJS6lT5bnWAp3Wcmq5nqmr+PObLTHp19DbVvPxT6ah5rjPhUm9vi8qiqPqN55P0877ZW2Wg7cexO51Ox6U48/n8tbNE4BYyRQCYTqdLbJEfBcadnZ1LwKhskSxSQZEAW90EH3C88ZSKtel5B03NG1jeGIBpemxQO5bnmcz7pFMaAD3mqu2VxAFQlz+prhSdsHgPfJLRunj+q/RLuq5iMlp273zFDF2vdU31dSXdN+8Lmve6lgDz8X7jZrFf723W2rK/WK/TuIASm9lstrQ/6snJCWaz2dUa5hXIrQTF8/NzTKfTpRtFOk7AUyDc2dkZZy2l5/6on4qzhd5s7tf4wHaheaPnvbN5sEOv1bJ66RVM1h2oWt+e6b1qIOtA8OU1SfyVlf6OZ88z6U3RnY5Yzwr0V5mGPomtAkrmme5F+u3HkincO5/0ThOKp1nFbD1Iw7y2t7eXtlnrTQaus/d3EpkUZJnP5zg8PCz1u065laAIPGOL3FSWsxJBj43M//ytwEng0huvzM+Pp0FWdW5flpFmXpcqHfPrMTrvhD7Q0wCvADF9e97V9S7Jr6XHHIw42JRFaPmpjar8Evg7yKi5ftU8KrPV9fVz6XgPtL28VJZeo/mlVQTJotDyVNRvr+k0H/5OFo7m6+2uLgeazbp87vDw8GNhicAVfIqtte3W2v/RWvt7F//fa639emvtn1x8vytpv9Za+0Fr7Q9aa3/9OhQnW3QK7mY0G1pnIUa4OAid1XFGdDPMO2fVUa8yq6dr9dNja/6fwF+tT0t6uUnPPBiIUv+ebpuWTCnKuserYIAvydFv1sf9VbxnKlqn1L5V+VrHyjLw3+5r1GN+jefXY92JffVYpwNsarfepMffFfAn8bokoE96qo9/NpuNeyVOp9PXui7R5SqBlr8N4Pfl/1cBfG8Yhs8B+N7Ff7TWfhLAFwH8FICfBfCftda2cQ1yeno6DiBdtO2bU+pD5b73IkGSTLMKvvRucJIek0yDLEllPlfXVmDkQQvtwNVicwcf96fqw/w90Wt8QKY1ijrJJX+d5uu/CYxpPWnV5nrMA2gOLn7c2yQFFryMJIl9r5pgK3Bbt+yUf2W6p/SUymWj1/sifF+XqMGVs7MzPH369LVs/FDJWqDYWvsMgH8NwH8hh78A4FsXv78F4N+Q498ehmE6DMMfAvgBgM+/GnWXhU+0eIO7r4LfGoXWm6IsUup86beCgx93SWzAO6gCjg+oBA49SSyxp0865mwnMSzqtkqSHimP5Mvtmfk99uYmmh73dkzMrifVJKnH0jKudfJOrg7Pu6cDf6cJzvOtwK26N+u2Ueq/ek6PK0s8PT3F6enpOE4PDw9fy/ZgPVmXKf7HAP4DANrTPzkMwwcAcPH9oxfHPw3gn0q69y+OXYs4W1TzWb8rJumMsTJXUofUmZDSY17ayZSNrmIwwOroJuu2StKgqBiOD45efj2pXA5eZloq4wM1Mb9q8qgGaSVafqrXKnMbeLlH+rwvVACZ+ornkfKmaHDRy1s1EVf9NE2knk7BUDd5ICmZzWYfq9lMWXmXW2t/A8CfDcPwO2vmmUbJpRZurX25tfaPW2v/eM18o3C2cWpOcHQfo69jVJbobJOmmDIP70BpeYnU8VInoaNa80odeZ2Z/WVFmW+1vs/NxhSc6EnP9OW3TlhVUCFNUt6OvfWCnod+rys998Q66daVnh+QUgFPStebEKq2VT1cN+rUW7EBXL6v6kOcTqfjkhuOyadPny5Zax+XrBN9/msA/vXW2r8KYB/Ag9bafwPgT1trnxqG4YPW2qcA/NlF+vcBfFau/wyAP/FMh2H4JoBvAkBr7aVWZ56enmJvbw+TyWQpCs21iq218bcuFCVb4w3mRrRuNurW82kmZaBmHVMjDUg1CX0pBNNqBFqlWvu3SqogQBL17WndrgIGyup6g87LXDWoNX9fiuOR1oqxqvRcEDyvefP3quvWldQv9HcFjolR63Wpvr7SogLBKo+qT6Y0SkIIiKenp2Nw5fT09GM3mykrp/thGL42DMNnhmH4cTwLoPyvwzD8WwC+C+DnL5L9PIBfvfj9XQBfbK3ttdb+EoDPAfjtV665CJ9ySWY0f/tD5mSIvEnT6XSk8tUCbjUB1AzgDVdzc53Ipv6u/GEUzZOdUJ/ZXlfcL6r1cn0SiFSs0aPT7lfjtauAOPkQk/RMbK8v0/QmKk48q4Ctl6a657327Omj96WacKs83fT2unswcVU/Wmd9qP7X4+qy4soPRpu5aPvx48drTX6vQ15mneI3AHyntfYlAH8M4OcAYBiG322tfQfA7wE4A/ALwzBceyipesqFN2RnZ2dcyM11i8rAgGVA0g6u66ooBF1Nq4zRj3ueqzptYh6aTjdlcCAlc0mmcMUoXCeeS2BYmW6uN/Vwcebh7VelT+VXg1ndFK6/10nTr8P2Ejuq6lrJqnp6mnWYfMon3dN0HFhedF4B1CrgqiaA5E8kQXny5MnHtiYxyZVAcRiG7wP4/sXvDwH8TJHu6wC+/pK6XUn09aYOigQwPu3is5jO/uzYfPmVDpTk69HlPEzju+mkdKtEr1O9FBwSYDGtm6qqdwJEig8oB5MESmqmkjU6KGn++k1xX6wCZrWgugJnBeVUvpuEPojXkdSGvfLWYfSrXC6rzmk9qgnGRU1/6qn9Xe/XqgkjkZG07wCttMVigdPT0xsRXFG5tU+0JDk9PV16PYEvddCnW/SYDwoFr8lkAqCOuiU2kgaMAiNFd4XxPHg8BUDWASr9TkDU809VxyozWEFY0ypYOsAyn3XMsnX1VCBVcPDzlJ65vco/6vmsA2irQCr1mx4TriY+zWuVVBaJWkZKLpJeno4ASFNZAVJB8ePa8GGVvFGgyIbmXorAsqO3teVnNykKIhwUGlzhe6OZLvkc9Rw7Vc8c86dDNI9kzivLqzpnqk+a/d2XpPkRUHhNz1zt/SZTTGa3solKd79G28XTMz91GQzDMEYyrxIASeCpkgBwFditw9i07B6Tpw7+7VaAnk/XUnqTkk8srpvfT7a5EhA3mfk5OzvD0dHRa3vvylXkjQLFYRjGZ6LdlOAAJTgmYNFF1HxNKvOdTCZLAOUdNzGvChh98Hqemq+aoRWTqOqi7eId2Nmk/07sslqGkdoiSQU2DjT8r/ejtXbpdQVJb02rZrxfUzGsVVKx5XWlmih7VkaSqvxqsvPzPilVLNpBNk2YyVzWHY/SmmCyxJsobxQoAhgf6Uu+RaAfKNDXo6rZqst19Jh2kh44ehBkFdOo8koDpwc0ml9lcieG4depqbYqD18G47okcTNQgX1nZ2fc5cgHnk58VURd02n7JX+nDvQey1+HzSXRIF4C9qqd3D2R2tjFWad+9+6Ht5f70zUPHtP1wGo6kzmmx/mePHlyI9YkJnnjQHGxWGA6nY7MTm8uZ7ieyeCs0RnL1tbWuB6SQZtVDMmZDIM+niYNNAekyjzyshOQ6fFK3wR86byWq6BIllbV369fFfFt7fn7u3XtqQ6+BOx63P2Knr5qD9fNJ4JKPCi2br0Tc/WlTaqzT7Y9ccvEwc4BNLk3PA+m0cmK4MhvXZtIwnJycnLjgisqbxwoAsDx8TEODg7Gl95zgNB01kGrx3UTWt5MpqHs7+8vMccEEsDlBeCe1n+nAeQmL4/5bO/lOEA4m6Uoa03sM7EXlp3qx3oDuASMqquyO69DKovp+ZoJXttjQ5pf8iP32scnFJfeUiuvZ8+cXQWM6Rgniaoums77VMUSq/6keTtgsj09wpwCLXycj/7EJ0+eXMnP+7rljQRF7tpLVkHZ2tq6RNn5n52wjZuFAAAd8ElEQVRIZzcOPDqDNSK9v7+/FIzhTdbttnSZA9NRUqfwBbWrwC8B1irWqmn1mgR2Lj7AE3gkAE4st2oDYHnXGN8x3cFYJz3+VrO5Mod7DNhB3s3VxOLStV5GD2i97un6JD7B9CLJ6+w8430uuR7UbE6brChznM1mI0uczWY4PDy8kcEVlTcSFIFnbHF/f38cFPQzAiiBcWtra+kFWPrCnPl8vnQzFfx09vbBq6bIVbZDWmXGUhjM6QGZm4vOPFf5znygrwI8LdN9f9oeaSA70NAvRRNan+LhPfIouX4nc9cnnYo9MW1aL6r5JFkHAF2q9aW9/PmdAkm9/37O76P2Vc/fWaHeU+3rNJv5pBhZ4lXb5XXLGwuK5+fnOD4+HpfTqFSzqZrRPsh8w9X5fD6uYUwLqzmYvEM50CRmVTHCZFavM5BSfs4Qk/mY8kkgk/Kr/GqJLffKU3NtsViM98FZsYLWYrEY3+KYgicO4FVbaHv7c9Xp/lT699Jf5SmYSiom7JNfFYVPoKi/tQ/zt69jVMaokebT09ORJf7whz+8scEVlTcWFIFnbHF3dxcHBwdLx+lrVNMZeD5TE/gIjjThODjIXPyJF+als6xH43RWpSRg65nRVXAhiQ8M/tby9ZWtXrbq5YDoYFaxW2ejqwIrbB9lhfRPKStO+bCdydjTIHSdV00maTKqmKfXI5nQWrbrXkXRXRJAr7PwXNP4BOHgl/qdm+Lav91sph+R71s5OTkp9bpJ8kaD4jAMODw8xGQyGQMjFDXvFBx16YcGXHhO3xbIV606E2HZwPNOo+aFs8U0w2selVTmYtUWqpMODl3T53lqvv5xwPVy1jHTtUxd7O0LvzXaz2t0Y2DNP+lOST7C1KZJv2RqV22WGFeaVDRPXQaWANbL83PajhUwVkxRz7nu+tEt9tRUVobIHW8YWDk+Psbjx4+jPjdR3mhQBJ75Ao+Pj3Hv3r2l477Ltppp7Jw64Pz1qOojVMaopiOASx0oDRZNRxM+sY8EkhUQ9gazmprJh8fvVaadLnmqTDDVM4ke9wHrUVYOPNZNAZ33huXr0isH8mopS0/vCqQqQExM0a9TxgUsTwSeZwLGdSdNv/8+aaW+mcTBU5dG8d0q3EmbgHhycoJHjx7d6GizyxsPigBwdHSEyWSCvb298Zgzi2QeKgMkS9RAzGQyGf2KwPNonL8nRDudgq6KRq+r4AnzUUbB4/47DWYP9HjwwAe6//b/FVC4zvqd3Aa8Fyng4qCjbEXr0dpzv69HRHttorpXE9Eqc9ZdDV5v1k/BLLWVMnjNIzHdda0JzZvp0z1RK6ZqJwdQBUSCoQZVTk9P8ejRo6WA5W2QtwIUh2EYgVF9Vj4gU0RNQYwAqdcxL123qP4wZwM8r0KQ1U6nrEE7pwJYGrxp0KWBkEBZA0Nq0qX0lXnoLKQHAslU5DX6rLrqkEw810tfQVHp14u4p8nGr3fg6AFnCrRVwr5TibYPsHrxO8tTMNV+VgWeXH+3BnjtfD5f2jCWPkRGmqfTaanbTZW3AhQBjL6N+/fvA7hsOvhHzVj+1uCLDgKNjPK4bh9WgRfTOkNQ/15v8AN9lqJpfeD4pMBjLF//O3gps9KBktK5Ppq3A7nXTf8rMKa0+o4d9eOmayrptV8Cvd5E0atTxcRSeVUa7y89X6HfE5/8U/n+rRsqM2+axycnJ0vvbZ7P53j06NGtCay4vDWgCDyLRu/t7Y1mtDLGBIzqN3STWjstTWgHQj750jNHgGy+Jh9cYjp+rergeelEwDp7vZi3+ueYr6Zx/5cOZGW9zNuDG6q3uyxWAY6zFuqcjjtA07xOkkBevz1tjy1qG6dzlARoOkmmvpP00Wu9HJ0UlQhonZ0d60Tpj/AtFotLgKgbPTx9+vTWAiLwloHiYrHA48eP8eDBA+zv74+gULFFfthxOaD8qYpkYuoym93d3Ut+JTXHgWXnuZvsCl6sh/52sCWAUQ9KYniJBVEflpuWifgg9zS83hk5sBxAcaBlnVIAyAGiYnS6XMRFJ6JVpvg65xzQ9ZrkhliHBaruaeG45p/qod/J5E2TWWpTAmJ6SoX+QzJEbg325MmTG/OulReVtwoUgWdm1qNHj/DOO+/gzp07kS3qEy7JnE6Dk/5KXqedv7W2FJDpmaEKJvSpAZefMKhYJ/Pld9qcYR2nuroMCHo+KJMerpOatD7wKqalm+/q/Ult7+VpGWmwe50ScDpjTEywYmsORKusBGC1X1Cl5wv1srU/ed9O9UvgyW8uTSMQMtKs705//PjxrWaIlLcOFIHnjHFnZ+eSKU0w4G+yw9bapQ7lM64OZi7uVpNjlR+I4iySOjuYslx+98wqBUE1jxwcFYD4X8usWEgCIQd5Zziqf6qDsxZvk5RG21B1cr+aXtsz1Svd0jmfmLTN/Lzq7Euj3BKolkaxbyVA5PnKrcDzPilzEtXx4I/s6Y43NJtvu8ms8laCIvCMCf3whz/EJz7xiRGgyKzYodUM5XeaaQGMEWg1mwmUrTXMZrOlJUGVaeeRa3Zadn73vem1ZD8JKHvsLrHGZHYn/1gFlnpNxSiTK0K/vTwOWjffFVhWMSn9r8xeXRQV+/UJoypHRcGxyrsHfJ7O6+OfKuCigFed14mXkWUCHyPMBER9pcDjx49vvcms8taCIvBsYTeBcTKZjPv1JROaa+P4NkA38RQE0+Dc3t4e1zgyXwKYAp4ODt0oF1j2Ya3DchJwrvrt1zF/rr+sBrAPKuCyD6sCm8Sk9LeyFwcyLcvz64ERz627pIX1rurQu94njlVSBV80T/2tQZE0UWrAMNU1sU1ek55QUUB8+vTpGwWIwFsOisCznbofPXqE9957b3y3iwZgFByBvLzDZ2lnXRyg+lSMg50OOg3qUDTYo+V6Oa7XuqzG01WMSE17ZRUuVTDI8/R6J509YOHmf7onHpyqzPIk2qYOOsBln2d1reriLM03mOgBs59Tv7Ce9z7F77RmU32GyubV90iGWAHikydPbvRmsS8qbz0oAs+W6mxvb+Pdd98FgCVfIMUZnIqafXxxlvrMdBCpuegDWqOJaqrpwls16Xui0etegKLnJ/N0ZLcKiqqnXuPAr3m4pMXt6YmgihWnCDzPO7g7aHgEV3WtJhVaFAr0la92FTuu/vuxHpBzAvV24qTO/qT5KgDqeUabp9PpaDLzKRU+a352dobj42McHR1dmTnfBtmA4oVw44gHDx5E3wyw7E8EsklDANStqxRE2QG5flEHEc1T96mpn7Lyv1UAS50U1JJvUMHC11oybfK7OeA629PdzylVQMZNP43iqx7qA0xmswNx8qtSKvO5B2q+usDbMJn1zpSTG8LTuGsmtZ22bTqu16fHPPlhQIUMkW/aIyt0QHz8+PEbCYjABhRHGYYBjx49wvb2Nu7evbsEAsrOdCMJ+gkpblqy0+ju0ZoPgVFnbjWvKQqsDkbJZNLBmh4XdDBMA0bNVAVJH8zJTaDHNTDiA1xBNN0P6qE6sT08XfUfeA7M7jtLYJhMYhdtgwTCBFr146UJjXXyp2+8Pt5m+t+BT019BUatO++r75zNXbITO2QfPjk5uRUbxb6MbEBRZLFY4KOPPsL29vb4ugENvlB0+6SdnZ0IjK09f25XAWN3d3csi6Y2cJllOTPTZ12ZXvVOvkYdbCqahwOiDqw0QMlyGXhJfrvKNEtsUMFjVcS7AiA/VgGv/u758JSB8j7qNe4CSdelicjT+vIXradPlpqX/ldXiwOh+zIVHOk3pHlNk1mfYdbzXLT95MmTK+0gfxtlA4om5+fn+PDDD/EjP/Ij2N3dvQSIKho80WMUghNZHhmLDjKNSAPLTvkU/FAA1MGh1ygr4cDSMhTQnHWkPDQf1gG4/G5pBVkd0ApKXk4KAmjd3ZTkbwXDpKea0lq+s3m2h7sVki+xt0ZS9agmAp8QXF897vfPTfIEenpc217P67pDBUOuQ+RCbKbTbcEeP358K3bOflnZgGKQ+XyODz/8EJ/85CdXAiLBJc3KCoDD8OwBegDj0y/e8Sm+TyMHMa9RhuGDyAe2mlOaj+qp+VG0XF1PqIEV3ZyWeiu7qJiOSmJtqVymrXyofr2W58DjQFu9asDBKt2v1D9SUMOZvd+vlI8/wqftqYxP89XjbgkMw7DkI+RuNgRCZ4cETe6a/aYzRMoGFAuZTqc4PDwcd9VJQvM6sQqdqXXQsZMS8Bip1kGmv9XH6AxGB4masgqGybxkfroGk5ICMRrY0LWV1IG60sQi09AyK8bEa1X0MTw/7gyxxxaTpPRJB/UNOiBq+gScfkzvk/tn9TrVIbk/fGMG/U5l+UcDKW4i02+on9PTUxwdHd3K7b9eRjag2BENvFSytXX5tak6kCqmwMcAmYf7DlWYl7M8Pe8mIPNV89lB1c1aLV9329HreI36St0so2mmQJ5YVmJw6iLghJCCUQpUFSCmcv1/xV4p6qvz9nVGpmU6QGmbp7bvLXFyoGNb673XiYr5c8IjQ6wAken4zcXa0+m0nFzeZNmAYkcYeFksFl3GCCxHpdnx+eoCHexu+tJ882hmCrDogPGAiw5Qig5UBZrKpO2xJ7JigqWa0zTHPJqZ9NV83edFHQiGCoq6eF1ZcHplgYKnLmfy+vYA0YFOn0RyRudWQC9P1zOxSzWvFQzVdPYgjaYBnu/xqcDHLb6cIapvkUtx3mZZCxRba38E4CmAcwBnwzD81dbaewB+BcCPA/gjAH9zGIYfXqT/GoAvXaT/xWEYfu2Va/6a5Pz8HB999BHm8zkePHiAnZ2duMs2sPz+aH9M0P1x6hv0AezRYU2rJqyCrQ9wZx2V/00BxtdDaqBClxQpQ+NjYBowYflMk5iPB1gcgJUpbm9vYzKZLDFlBURdrqTmpJbh729Jkpgrr+35Rb1t3eTWvPS8+6D9nmha/fYF2Q6YrDsZIictjSwz7Xw+x9HREU5OTjCfz99KZuhyFab4Lw7D8Bfy/6sAvjcMwzdaa1+9+P+V1tpPAvgigJ8C8GMAfqO19hPDMNxaL+0wDHjy5AlOTk7w4MED3Lt3b1xj6H4vDb7oAEyP6QHLZqqahimyC1z2o7npWOXN9MpCNG+CEIAl/TXfxJD0VZb0r/Kl9UxHUXbkzIh5K/gTDLkCQIHbF7prfdwnqkEhZ2h+bWUKp0mlAj3Ny9PzePIX6rVaF2eDvTfqaaCFLN5NZro4+Nzy2xJAWVdexnz+AoCfvvj9LQDfB/CVi+PfHoZhCuAPW2s/APB5AL/5EmXdCJnP5/joo49wfHyMd95559L7pIHL0V/3k6l/yq/xIIdHRR1IfLNWpkn6aB6qk/sgWaZGvt3cpv5cqkFgJDve3d0d13lSBwJBWqisg5h+L+ozmUywu7uL2Ww2BqW2t7exs7Mz7lGpu5t7OyW/ooM7vxOguguCE0jFNrVM1WOV6azt4O3toKjt6WBJYFTz2AHx6dOnODo62oBhIeuC4gDgf2mtDQD+82EYvgngk8MwfAAAwzB80Fr70Yu0nwbwW3Lt+xfHlqS19mUAX35hzT8mGYZh3IL94cOHePjw4dI7pfWxNv3o8pLKl6XsRU03YDnaScDUc8lXqAyU1/lg0zKpq0anVXTAkSVyoE2n03GQ0Y+6t7c3srT/v73zi23rruL455DEdpw0bKnbNKIT26Rp0oTQNqHBNDShAWObEG9IQ0LawxAve2DiAa2ahARPwMPEG9LEHyHBhsZgbNoDY+LPCw/s/2D/ypiYaNS1abukduOkdpwfD77HPT65Tts0iW/b85EsX1/f63t87fv1+Z1zfsd5cS/73vW1VWTVC7TDZxXIkZERSqVSb1aQeqbeu1ZsTBL6vbK8BJQ9//a1Btnt435+f7utPff2WPZ7Yj1Ju5/3Bu0fdNlzrGJoZ6ScPn2aZrNJvV6/LGoNL4RzFcXbUkqHM+F7XkTe2WDbvA4D61QgE9ZHATKxvahYW1tjYWGBVqvF7t27ezNVFH+h6RffFm7b5Ipi42l6HPsY+uN/ur/1AP1r6uvAes/DbqseIqzvdahenu2UYj0SG79rt9s9m6xYe8/ECrOtnfMlPXnC2Gq1+h6rOOq5sT8EPlvtY5/2XOXNVsnzMAcJogqWLR3KE1O/7D0/W+upNvs6UPsZDPIWNWZ4uRRebwXnJIoppcPZ/byIPEV3OHxURGYzL3EWmM82nwOuMrvvBw5voc2FYmlpiXa7zczMDOVyecPhl82s2gSAipHNuOq+1psblLTx8aU8AYX17aLyEgLWq7UXbF5JR54g2PfU6XTW/T+NFwo/1NObFQ4VWRU+HTpr5/RyudwnkN7Dzcvuey/ZPmdjkHZY7cMX9j1bj03fny2J8qEKP/z2dYIaD/ShhbzzZI9tl5vNJo1G47LPJp8vZxVFEZkAPpJSamTLdwLfB54B7gN+kN0/ne3yDPCYiDxCN9FyHfDCNtheGFqtFseOHWN6eprx8fHeF1ixsUUtbfE1gFbgfBDexgBhcAdof+HB+rnS/gL1cTQ7lLMXo2YqtWlAnhgq1oMpl8t92XobR7Pb+XIeL54i0hsuayOO0dHRXjxT45jtdpuxsbE+j9uWEul5svhzrTFKX5hvhdH+wOh78Xbb46gNPo6qy/Y8qKes9Z55HqLe2++LHkPbemkYIjg/zsVTnAGeyj7MUeCxlNIfReRF4AkRuR/4H/BVgJTSmyLyBPAWsAo8kC7izPO5srKywvz8PDMzM1QqFYBcYbTNFGwyQ7Fekooo9JeXeOxUw0HbWBG2F6OiQmuHu/Yi9dPDrIDloZ6Oipe+tj5nhcB6Ofq8/WFRcdNSJ+1+7r3HlZWVnreoYmzF0c+GsV6gjfWqePlQhPUw7Y+L9xLtZ2JjufrZ2uG9fa/+PA8aHnsh1HPdbDZpNpt9DUqC80d8vGMoRlyEMcVBlEol9u7dS7lc7pvKNzo6SqlU6nk05XKZUqnU82rgTH2jHQLrvR2WeWyyYJAXqeQlV6zXYqf+aZmNiqAv+N1IFL1tef/QZy9qbUul9XJ2iK6CVqlUmJyc7JVEaQzR3+vQWs+5FWUrzr7u0f5g+GG1HwpbD9l6tz62a8+7r820w2VfUG3jtD5eac+ZzjxR7z1Yx8sppU+dzw4xo2WLabVaHDlyhD179lCtVtdlFu09sM5D0XWKektnEyA799le/D6OZWNisD6JYAUxz1uxQ10/xFUbVUxXVlZ6gmi9NhUBoCeCmr3OE321TVtXjY2NUalU2L17N5VKpS/BokNqW/hti7x90beeJx+HVNQe3yYtb0aJHzL717HnWs+hP8c+U2/rDvUHSjPJOrwOtpYQxW1gdXWV48ePU6vVeg1rNaalwz+fgfSJk0ECButnUOgx/QWel9ywyRUf1wL6uqXoRWeD/D7eqPtqA41Go7HhxeoTUJtBh+XNZpPx8XGmpqbYtWtXb1qlHS77gnToTz5ZL3sj79omyXyyxidivDjmfdb+ByZvWKz3tvGrT0IFW0+I4jbRbreZn5+nVqv15k3bDtC2Dk0D9bYp7aAYok+c+HiXfc5fnBt5MxqX8h6i92qsGKpXePLkyXNuPrqVF3Sn0+HUqVMsLS2xuLjI1NQU1Wq115rNC6PPynshzPMWbShjkHB6T/9sXr33BL0Qal3h8vJyrwQq2DlCFLeRTqfDsWPHaLfbTE9P9zwZnbamXUhUCNXbsxeIPu9r7Gxc0AtNXkbYep5+Wx0uqwfmkx95QX5tOlqEmREpJZrNJsvLy4yOjlKtVpmYmOjFE/3Qd1DBtp8SOWgoP2hGS56XqOv9Yy+Kek7VKxz0eQXbT4jiNrO2ttZrKDEzM9Or4dNYoWaiYXALMXvx+qFYXp2d9Tp1O70QbXGzeno+6+m9Qu/ZfPjhhzQajcIVA6eUen/OXq/XERGq1WpPHKvV6kDPEdYXvPvXVgZ52nbZfjb2PLVaLUSk55FrgmRQPDXYeUIUd4hGo0Gr1WJ2drbnvaggasbUegfWk1GBzJsBo1ivUWOYuo8XTt1Oa/z8v7V5IVTvsNlscuLEiYui6aj+EJw6daq3TrPQmvzRGKEKpS2R0rioepk2Ey4iPS8/73nr9etnYUtzgmIToriDnD59mkOHDrGyssK+fft6M2C8x6IXUF437bzmBx47xLY1jOpJ2el6dsicl/3U/RqNBidOnBj6UPlCGLZnG57gxUGI4g7T6XQ4evQoy8vL7N+/n/Hx8b6GEoqdr+vr62yW2sYP8+ZLayGyjV/l1R36Uht9zdXVVer1OgsLC3FRB5cFIYpDIKXEyZMnWV5eZt++fdRqtb5hla2ls7MivCj6mkebzbYe3aDAvh0u23W6z+rqKgsLCzQajRDE4LIhRHGItFot5ubmaDab1Gq13vRA21Ah77+V9Wan4cH6f3/zwX9/8zFEzS5rvHFhYYGlpaUdPCNBMHxCFIfM2toax48fp16vU6vVmJqaolQq0el0enN8/bxd9RxtptiS5yn6AuONCrIbjQaLi4sXdfwwCDZLzH0uGKVSqde8VktI4MwsDNvq3w6LYX336LyZFHmiqOt0Vkq9Xo/hcnCpcN5zn0MUC8rIyAiTk5NUq1V27drV14r/bPV0tiZR8ULpY4p2il4QXEKEKF6KaNdp7Q6jXXZ88sXPlR4kilqHp39pqb33guASJLrkXIpoZlg7KNtejJVKhYmJiXV/UeA9Sht/1OYC2s0mCIIzhChehNiGrCsrKywuLq5rimqbIdjMcsyoCIKNCVG8RLBdcoDwAINgk+R31gyCILhMCVEMgiAwhCgGQRAYQhSDIAgMIYpBEASGEMUgCAJDiGIQBIEhRDEIgsAQohgEQWAIUQyCIDCEKAZBEBiKMvf5OLCU3ReRGmHbZiiybVBs+8K2zWPt+/j57lyIfooAIvLS+fY92ynCts1RZNug2PaFbZvnQu2L4XMQBIEhRDEIgsBQJFF8dNgGbEDYtjmKbBsU276wbfNckH2FiSkGQRAUgSJ5ikEQBEMnRDEIgsAwdFEUkbtE5KCI/EdEHhrC8X8uIvMi8oZZNy0iz4vIu9n9lea5A5mtB0XkS9ts21Ui8lcReVtE3hSRbxXMvoqIvCAir2f2fa9I9mXHGxGRV0Xk2SLZJiLvi8i/ROQ1EXmpYLZdISJPisg72Xfv1gLZdn12zvRWF5EHt9Q+/cOjYdyAEeA94FqgBLwO3LDDNtwO3Ay8Ydb9CHgoW34I+GG2fENmYxm4JrN9ZBttmwVuzpZ3Af/ObCiKfQJMZstjwD+AzxTFvuyY3wYeA54t2Gf7PlBz64pi2y+Bb2TLJeCKotjm7BwBjtAt0N4y+7bd8LO8qVuB58zjA8CBIdhxNf2ieBCYzZZngYN59gHPAbfuoJ1PA18son1AFXgF+HRR7AP2A38G7jCiWBTb8kRx6LYBU8B/yZKwRbItx9Y7gb9vtX3DHj5/DDhkHs9l64bNTErpA4Dsfm+2fmj2isjVwE10vbHC2JcNT18D5oHnU0pFsu/HwHcA+2fXRbEtAX8SkZdF5JsFsu1a4Bjwiyzs8FMRmSiIbZ57gcez5S2zb9iiKDnrilwjNBR7RWQS+B3wYEqpvtGmOeu21b6UUieldCNdr+wWEfnEBpvvmH0i8mVgPqX08rnukrNuO8/dbSmlm4G7gQdE5PYNtt1J20bphpN+klK6iW5Pgo1i/cO6JkrAV4Dfnm3TnHUb2jdsUZwDrjKP9wOHh2SL5aiIzAJk9/PZ+h23V0TG6Arir1NKvy+afUpKaRH4G3BXQey7DfiKiLwP/Aa4Q0R+VRDbSCkdzu7ngaeAWwpi2xwwl3n8AE/SFcki2Ga5G3glpXQ0e7xl9g1bFF8ErhORazLlvxd4Zsg2QdeG+7Ll++jG8nT9vSJSFpFrgOuAF7bLCBER4GfA2ymlRwpo3x4RuSJbHge+ALxTBPtSSgdSSvtTSlfT/V79JaX09SLYJiITIrJLl+nGxt4ogm0ppSPAIRG5Plv1eeCtItjm+Bpnhs5qx9bYtxMB0bMES++hm1V9D3h4CMd/HPgAaNP9Vbkf2E03QP9udj9ttn84s/UgcPc22/ZZuq7+P4HXsts9BbLvk8CrmX1vAN/N1hfCPnPMz3Em0TJ02+jG7V7Pbm/q974ItmXHuhF4Kftc/wBcWRTbsuNVgRPAR826LbMvpvkFQRAYhj18DoIgKBQhikEQBIYQxSAIAkOIYhAEgSFEMQiCwBCiGARBYAhRDIIgMPwfv5vXHslRCIkAAAAASUVORK5CYII=\n", "text/plain": [ - "<Figure size 432x288 with 2 Axes>" + "<Figure size 360x360 with 1 Axes>" ] }, "metadata": { @@ -812,14 +791,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "good size 928.7577098448769 \n" + "14 regions\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 360x360 with 1 Axes>" + "<Figure size 432x288 with 2 Axes>" ] }, "metadata": { @@ -831,14 +810,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "2 regions\n" + "size too small 23.83258218847756 < 200\n", + "good size 904.9443592500361 \n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 432x288 with 2 Axes>" + "<Figure size 360x360 with 1 Axes>" ] }, "metadata": { @@ -850,12 +830,22 @@ "name": "stdout", "output_type": "stream", "text": [ - "good size 751.9478096967055 \n" + "size too small 29.731622563372763 < 200\n", + "size too small 29.64911409154094 < 200\n", + "size too small 93.69577914585021 < 200\n", + "size too small 7.811725553869513 < 200\n", + "size too small 34.80965302100378 < 200\n", + "size too small 21.801563648242517 < 200\n", + "size too small 9.761305741962364 < 200\n", + "size too small 20.07263333232866 < 200\n", + "size too small 15.94599875181689 < 200\n", + "size too small 19.793589037247823 < 200\n", + "good size 757.7180581252777 \n" ] }, { "data": { - "image/png": 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\n", 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tmekKG4Y9R06nR3b8HGKMaDQaWFpawsLCAmZnZ3H58mVcu3Ytm+53gEx+64wQAo4cOYInn3yyY74eD0pYgx4YGGhtRMoTeFm5WOOw+JlcmEw84uNRXjun/kBP6bGpmZr/Z9fyt5aFwlOd3mhvKj5VgB5x2ii5laEX1+DgIA4ePIjdu3fj448/xunTp3H+/PnWbjIhBGzZsgXDw8OYmJjAnj17sH379rZpRl7aPFOdnyu7PWw5oH106y8jxJGREWzbtg2Tk5OtAZyZmRmcO3cOjUYjK8IekX1+64gQAg4fPoynn3665a8bHh5um57CDcEmMOskZlaFauJx42JiKxod5fSlCIP9URyPFx/7HS0eniStJq767Dw/og6Q8EdXrXimtQ728EYIth54eXkZ9Xq9tWOMhTGT8vr167h+/XrrHvaCJkufEq9OU+JnyCY5uzcYvGkDz13UQRxLv+XBwl6/fh2XL1/Gxx9/jLm5uUyCN5EHPDYCDz/8ML74xS+2tqEql8vYsmVL2+ACgA7fHx/XRm/QgQ5VbvbtkZiSXZFas3vxb49Mlfi40Xrp4jDefT3lx8TGBOjBM5nZpDTisI9tnaW7xfAgipeugYEBlMtlVKvVtsEp3mbMyp/LgYmPB6p4nTKfA9BSdTZqbSPXvJ6Z330yOzuLK1eutJ1PdYQPMPKAx73G8PAwnnzySYyMjLSIr1KptEwwfrmPkqHBfFIWTknIvlMmqiqiVMX3BjVSpMLnU6avF0e3QRdND8fJ5J8yr4vMYiZZXv1im7TWarVWB8RmroE3a2A1avsXDg8Ptyl6NoONvHiAQtUgcGtUnV0aur2Xbf9ly/bMHTI0NNSmBAcGbr77ZO/eva3jS0tLrZHuWq2Gubk5zM3NtXbJ7kdk8lsHDA0N4ejRo9i+fXubEjDiY5PNW4VhYPPKIzig0yxlUy816KHh+FuPp8xThqeyNB6Fpc8jP7uPmoW8kQHnTU1gTY9njvOIcAgBi4uLLTIEbvkH1Udq4Y34RkZGWoNTup6azVaOW58R54GVvK1UsXQa+VmnaORXLpdbb70z9WoK1tI6PDzcNun7wIEDaDQauH79OmZmZjA9PY1Go+E+qwcVmfzWAfv27cO+ffvaRmo9kvOc7zzZWM09vTal4vi3qr0iUvLIKGVKKzkymaTMRCsHL31s1nuEo+lPHeN4OD8xxtb8SHUVVCqV1usyuYPijV0Z5p81c9cGsPieXl7VDeE9e56vmSp3U5KlUqllwtsqICNCezE8D5yYIrV47JqxsTFMTEzg5MmTuHHjhlvuDyIy+a0xyuUyDh8+7L4TA2hXferHs/PceJkImXT024Pnb+P/vZjArH5SxNcNrAR1AwImPy4Db6oJKz6+t6pAj7A5Dh6MsfRUKpVW2HK53AqvZGpx8VxM3hvRU9cAWqaqTvRWXyyTspm2nu/SiNzitYGSwcFBNBoNDA0NtQiwXq+30sPrwI1EBwcHMTExgS984Qt4++23++YdyZn81hg254tNICZB4FaD4hFf3bQzRW6ecksRGvty+N5evBo/x9eNcD3T2oNHgnpNL77Gbuf4m3/rfEpWpzb/stv8PgZPPNdBHs6zErYdUzOYwT5hVtZWbrqTjb6PxdJj6TNfIMdjxLm8vIwQArZt24bPfvazOHbsGK5fv95zOdyvyOS3hgghYPfu3W2+KlVyrBLMH8O+LAuXQq9Kr6gRqzJKnU8RlF7rqbde0q1mqfmyivLo+RY9Ba1EyARlBKATkU1lKeF7xM5kqiSrCo6VnoWxY+ybU1cI/+d3sfB9LD8Wh5Jfo9FoqUEeebb0GAHa/UZHR/HYY4/1xZrnTH5riPHxcezfv7/juDd3z44zlAzUhFKCSZGER3zq5GekTOAi4ivy5XlpTcXN/72BiW7XcBo1f57LQMnDiMOLD7g1RcUzt7UcvDLkPHnuAs6jKnXemFXvrWWgZKiWRwihNZrMdUv9owMDA9i1axceeughzMzMdOTnQUImvzXEwYMH23ZaZjKzSsiEpqauHedGyurBkCKVVE+t9+D7qh9NUeR3VJJT4tA0e2Yp34fTVZQWVTdFcwZVCXO41L10sriSkFc2SoJqjiqJeuSj6o7rC6eTn6eVGdcxm5pj915eXsbQ0FDHu4/tNz9PU94HDx7E7OzsAz0CnMlvjVAul7Fr1662BmJmrs3/4nNez2//i9SdmSkpVQb4PkSOn5UEp4V/cwP2CE7NtG7msQ4I2O+U+vWu8RSNlrfnb7N0cNkq8XmDTEp6XG7ss+P7MZSge/Fzcvwad8rM52fKvzU+GyTRMuLpNBbels89yLteZ/JbIxw4cABjY2MdyqRSqaBSqbimRqohpHxoVrE9hcejmN4IIodTePdKmXeqBFMKjfPHxMENrdv9+byacN52YEZYuiEDk4VHIkqQTHxM3lp23ioNvS6VH/YF8v288Fymdg+uQ/zhDsOu4cnQXJY8CMKEb3E8+uijmJube2BHfzP5rQHGx8fx2GOPdfS4WrG9cynzF/BVXWogQwdNgHaTNhWfhUspOrtOSVRVoZq6SrhMNrzm1/vmsmLXAas0XRut5ezd3xtdTfnyOK3qc+M06iisxcnP1kxRdXl4ZZmCmu+cV92I1katuS6Uy+UOdcemMi/Jq9VqWFlZwfDwMI4cOYJjx449kPP/MvndJcrlMo4ePdrahp6VHwDU6/U2JQj4qsZ+3y7Yf+WRlaWJVxsYOL1MLKrE1C+kZrDGqypRj2kZ6P8UWet/nbpiZakTrFnN8Cgnx+GZk1pO/FvTz2at7gloxMd+P96xhe/jlZMSXy8kyR2E+RNN+XlzLXnViJVBo9HA9u3bH9j5f5n87gKVSgVHjx7F+Ph4m9nBpoSaKUCnb0qh5Ah0n7rC64DN4e2Zrp6is/NqBqbu5RGYp1y0cXkmcjfzMHXMU4iq2DTdauLxFlfciWh82kl4hG/qjn8z4Vl4VX16H60bqWeRcmVoZ8DHeM0xT43hTRU4j4uLi1heXsbo6Cg+97nP4e2338bc3JybnvsRmfzuEJVKBV/4whewZ8+eDsKzb28SLJtJWmk9kxEoJj7vOk+9pK5VguTv1L09EvPADTk1ss334bLx/J5MpB4Reb5Gz7XABJfyj3pxcZlpx+GVJ5N+arSX60tK2SkZal6ZQNW05cEjS8vAwEDr7X68car95zQtLS2h0Whg69atrQnQ8/Pzhc/9fkEmvztAuVzGZz/7WUxOTrYqiRLc0NBQa7CDd/b1VAngK7xUWO86wF/RodM27Nsz0dWcY9Wi9/JMPyUFvUbj0vBGFtYQdeRSFZStTLApId5IppKB/TaitblvbO57xKvw0s5lzOWn1/AzYp+l1/lYOPZXemXspdfzWVpebcBDt/Die1Sr1bZ8jY6O4qmnnsKvfvUr1Gq1ZNncL8jkd5sYGhrC008/jf3797ftwwfc8rPYNvRMfNwLK7gBMeH1QnypRsqVPhXGM9E9M1LTmUq/+hW14du3d1zz46k7L+9cVrwHHqdBB4G0E1IF6KVXSY7T6uVBVa+WI3c8mt5UuekxVX+qGL3BIAuvZauDQeYftDitjm/fvh2PPfYY3n333ft+BUgmv9vEZz7zGezbt6+NNFj52UtrvG2O2LRhZcbqxkNKAWqjU+Lyzum3jsRy3EYcbE57xJbyS3nEkCLYlIJilcbxWFzsW1NfmqpLj0iZODzz0StDjl8JyFtFkTJ39d5K/goeVEmli/Olz0HDedvvM1ZXV9tetGQKcf/+/VhaWsKHH35YeP1mR1fnUAihGkL4RQjhrRDCiRDCf9c8viOE8NMQwvvN73G65gchhA9CCKdCCN9YzwzcS+zYsQMHDhxoM3FN6dkWR7ZNkPeODqBzaytWZ2ryalg9Z/DUBtBudqV8TjqSyx+bS2fnUiPWlgbvW8MoyXiNUtPvqSIdOeX/KcXsEa13jRGpZ0Yb4fJ8QDumx7kclLC8Mim6xv5rB8WdRKo8ua7qbkPmk9aNEXj6C+9JaecPHTqEHTt2uOV8v6AXz3gNwN+NMR4F8HkA3wwh/C0AzwH4WYzxMICfNf8jhHAEwHcBPAXgmwD+MIQw6MZ8H2F4eBhHjx5FtVptVQ6rGLxTs21nXlQZU5Nh1SHP55UMU8TgmT9FJiNv5a6kwc7ylNnmmWUchs95Jm+RWQegQ0lpnpmk9Bzn175TikvLhuPX/5oeSyenJfWbyy1l4nJaPHIr6oQMWlf4uLcDDLtmmBitY7dVSvYplUo4cuQItm7d6t7/fkBX8os3YfvblJqfCOBbAF5oHn8BwLebv78F4McxxlqM8TSADwB8dU1TvQHYu3cvRkdHOyogVxqrFNzTesTnVd6UAvIahzZ2bfCeScuNnhUGm2pqNjJBe+aiqii9l0eSmqcUYTOUAJX4tXy0/FhtevdM+d7UJ+iRIYdTteiZuV45euWZKmsOU2QZePDSArS/Q8a+uU5z3ebjo6OjOHLkCKrVqnu/zY6e5kSEEAZDCG8CuAjgpzHGVwHsjjHOAEDz+6Fm8H0AeEHgVPOYxvlsCOG1EMJrd5OBe4GBgQHs3Lmzg1Q8k1BHfVXZsf+uyNwzeA1GG283wlHS8OJhhcKmnIZPKbqiTypsSsV5S+C8MlKyTyklvh+/HY3z5Sk8fhaeeWsjpfquXR1hV3Mz1dHps9Py43PqOkmVkULLjOu0KT1+k6Ddi81j/uzcuROf//znMTIyUvi8NiN6GvCIMa4A+HwIYTuAPwshfLYguNeiO2pyjPF5AM8DQNjkb28bGxtrkZ+3OzP3oHyeGyOHt6kZKcUG+FtQhdD5zlxtRNp4OA0A2qZ18PVGDDwXTMnTwitx8XH9n/K/pUxNzb9HnhyG5+95ZQHcIgfbtZjfgawDJToKzGXA0JFOTxGmyMrSxuG6KVotW02b7gDjwa5RRc/l5z0zrhM6SBJCwM6dO/H000/j+PHjWFhYKEzDZsJtjfbGGK+GEH6Om768CyGEPTHGmRDCHtxUhcBNpXeALtsPYHotErtRGB8fb0l+AG6l9ha+G1L+F6DzzWCMVM/t+bO0gaT8Shyvl14Oy69f5MZs4YwAuikPJU9rTNyIPYXJ+WDoqHNqKon9Zng7sSihpsokRQpMpJqG1LPlcN5v/q+qX8tLw/Gz0jSliNXqqM2d5DzZeRsE0TgBYNeuXTh69CiOHz9+3yyD62W0d6Kp+BBCGAbw9wC8C+AlAM80gz0D4CfN3y8B+G4IoRJCOATgMIBfrHXC7yVGRkaSCoTNGm7MNgiijVfNGaB9dFEbmKoJjcMjPVWm7Nfje6rZ65mhrAb1k/I5pdLIja9I6XhIXeeNkKb8iEqwvd6fn4u6ENSM9uLSTsgjvCI1r/lPEZhXH1Lx8DNkM5bNW3s/iR7jwQ+2hsbHx/G5z33uvhkE6UX57QHwQrg5YjsA4MUY45+HEF4B8GII4XsAzgL4DgDEGE+EEF4EcBLAMoDvN83m+xIhhKQ/wyqQLghXYvAaRi8NXu9l12mDUaXDJGME5kEJQ8lS4+b7FzUyNp+89Kra8tKl59kMVlPRm/6RKicOl7pn6jnxeT6empOX6lS8DlRVmrpE7D4eieoz5/twHfQ6Sq8OcMdpr1nQvHBabY/JGG9ug//EE0/g2LFjqNfrHeWymdCV/GKMxwB8wTl+GcDXE9f8AYA/uOvUbQIYuaXAvaWFN/LQxq8VNOUP0/vrf68xe+imargxeETKPinvvnZM/Zt6XNORKg8l1pQCSpGb5oPDG5go1U9XBI7HM+c1X15YzjN/p8qW751SfBrW+1+kKjVfXufB22FxHI1GoxXe/KnAzZd4HT58GO+8805PdXyjkFd49IBUI9QJzQYbCTSTwOuZAX/H5RBCUql5adD0sWLzzGi93np5DacKgBsfqzCem5giUGtUKcXC90w1aPVhMuFqA7ZznkmuRKgE6JGuZ3IWkbae104wFbdH6h6JpjoPTY+Wn84y0A5Kw1gd53TaM7dt8ev1eiu+5eXlVlz79+/Hp59+iunpzevuz+TXBbZO12AP3jYtYIe2Vkrdbp7NQa9yWgVLmUAWtx7TBmDEq8pN7+ddq/ngePRaz6Gu9/DOF5lragoy4WpZqTrSPKRMTF0WD6QAACAASURBVC1Dz8Tn0VPd5p0JQ+Pne3tlqP898tK0e8dSnUS3YxwPl6MOgnG6eJ0vk1+pVMLS0hJqtVrr3cCMw4cPY25ubtOOAGfy6wIza0MILdKzZWzs9PUUEpBuFNzbFvXk3UxXC8P3KyIkPp4y+Uw9eSYbKz4Np2Dl6ak6zbeSkEcknprTaUGqpvlabsA6kAO0b246MDDQNuCj+WDwc9IwnA/P1C16vrdLbh7x23HOsxeXR8h2nl0/NkiyurraGgSp1+ttE8EHBgYwMjKCQ4cO4cSJE13r8EYgk18XbNu2DeVyGSHcHMHlDQx462+vp9YK7jmsPdMmNXKYMnG8+NQU80hKFZSnErXhWzibK9fLPD671pv0rUTVTfFaeHXk89w9VdFFqo8JVXd1tnLksrMOT01gb2fmlEK1454FYGE0DUqeKXB+9F6cF703b8bqpcUIz+LiOZZMhvPz821ltWfPHkxNTeHq1avJNG8UMvl1ge3Zx1MCeCqJkpwqQD6u5OaZGN2mTHCj95SEKhkFEw03Xu8abmjq/9N06XV8Py0bToeO4Gq83jUppZwiEk8Fcvym6k3dsILx4uZ0WVh+RaU+G+14lOA9lavpTOWPj3Od5ONs2qq1wfnsFn+Mt94AZx97LSZwc0qYTftpNBqIMaJcLuORRx7BW2+9tenUXya/ApRKJWzfvh0htA9c8ITmot6YSa6XQYzUKKKnHm7HHFJlVUQGqXhS90kRpuefMvDkabtGv1OErMTj5YFJgM0wTSN/RkZGUCqVEGNErVZrvYdD0+E9B1V4PAdQVSKnW8uRVZrC6pCWiZazp3TZvFfFrmSbUvNarpwuK+dSqYQtW7ag0Wi03AUDAzdfgj46OrrpJj9n8ivA7t27sW3btrYHnxoBBdL+oG7D/Up0njKw+FM+GVYNqrR0sEDT6SkhL0+9kKNNd2DC8ab8pMpF1Y+e4/SwqtS0puCp46GhIZTLZQwPD7f8WObE52s4fZ5LwjpGVo6mhNQ1UZQm73kYaWlnW3SNjsQbofPou1cPUkpVSRa4ZS6beq5UKhgZGUGj0Wjlu1Kp4KGHHsrkdz9hx44dLhGkplDo9I9eoJVMiZC/PaSUl5o8QOe2WJ75miJAbkj8zennXau91ROWFn67WZEJrQqDjxeRnkcG+kzUl6VvN/PmANq3TgfhOPUZ2iTzlBvDrlO163VS2ql5hMc7sqh1om4O7/nwQEZRurlOcV6Bm9u/LS4utu3Ec+DAAZw7d25TbX+fyS+BarWKycnJDnLhhpQyeb1KxhXdUDSwkYrTIwTvXMo0tnBer++pCLuPd479aTwIZErFdj3xyqRIxXr55Pt3y1u3PLFKq1QqGB4ebvmtmBDNvzUwMND2rgtPYRvhs+oz01cHQ7wOip+nHetWD1Tl2W8emU11IF6dA4pfWGV55HJihW/hSqUShoeHUavVWmmqVqvYtWsXPvnkE+epbQwy+SWwbds2dzODIlWn5JMyjxSeijFiSZnMlhZVGikUmbv8X5Wdkkdqag83Bmv0qTIoyr+XHk+N8j1T+dF76LOsVqsYHR3FyMhIm79Np3XEGNFoNLC8vNxy5Gu6WXnZcd7uygM/XyYSzkfRRHUtH66fWjeYYFN1y1OWRZ2MEqDFOzg42HqHjXUYg4ODePjhh3H+/PlN8+6PTH4JbNu2zR0YUP9VL6apIqUE+ZyaVBxWfWm9wCpg6l5qyqhasmM8cdvKw4jOKrUdUxR1DikF6KU3dSylZhUDAwMolUoYGRnB6Ohoa/kWqzTD0NCQOwmap9ZwfvQNaEXPRwdsvE5Fw+rz4mdmHzbdPaTIjdOs9Y8Vs5Kkzpm08q1Wq6jX662yGh0dxZYtWzaN769351SfgXemsNFdNeEYnhmjjVtNmVQ8HjF4JMHmVZEJCbQTmsZh4VV18D1ZlVgYr4Fxw+P5ZNzgFJo3T1F5pOCZnxqvfbjTssY5PDyMSqXSQejsB/R2PNF3MVuZ6oam3Qa69Nl46fYIVJ+V90xtoMVLi9cpcBxarwC/o9Vnoya2vdbByrdUKuHgwYM9lcm9QCY/BwMDA9iyZUvbsW6+F0WRyVtEUlqZ+JNq9B6ZpeCZjt5xjVMJBGjf3Vi/+XrP5C5KE39z3j3Fouoo1Wnwdbo1Ew/UcHpM2XIe2B9oux1z2egrAZhIPSjxaZ40H9w5KrHpfy+Mljm7DrSOpawaT33yM+bOwlZE2T0mJiYwPDzslsW9RiY/B2reAZ0E4F1j4fgaRpES9CpSEbyR4ZSi0zTwtze30CMj4NZLesz5zwMaPK2DkRoZ1zSpivDypekrej4pk9OOaRmbGrRVPHyOBzKYPHlaj0c6XsfVDV6d8fKUOs6Tj1Ov0DSk1HhRWrWOmqntbdNvU4jspV7mZ929e3dPZbHeyD4/B9wbAu0VjRuBVhqvwnsVSU1BAK0pBnY/JVPPxPF6ZP7NPhn7r/dOKVQ1h7kc1JGualDT4sEz1VKDSZ5CLVLiWgZ6jJ+f5Qlod2/Y8+CBAW7sANomQms5qiLk46lna+c5T9pJcj44jJYFH+dBGC9OK3urG93K1Y6nrBYjQxs8sjcbNhoNDAwM4KGHHsK5c+c2fOAjk58DbTBs0qVMKf7vVUb75krLYdUn062H1kbM8fJIsDe9QU1KPa9pV/XnNUQ9xvnSLf49E0zzY3HwVvncUNkk1Xj4P0/G9UifN9w0JcekYQ0ZQEvZ2r11RJvTx/n00mp56qbQuw1qaT3i+3rntAO3b++5ctpTadD6zARoZcfvtF5dXcWOHTuwc+dOXLx40Y3zXiGTnwNrdFqpeR0jqyH1nxSZaZ5as/swSdjeaJ5KUMJT4rPJujztge/N17H68Rqj13hSZhyTrYXTOWBA+6oAT8V6ZcTqTJWNpVvzxSqN/1s4fsaqjqzRWl0YGBjA0tJSa+WCEQKv9eYyVCLnuuERtF3DS9hSloOWkZK6fWuZKlF7dYvTx+nScPp8eKqLXcMj0EZ+tVoNg4ODmJiYyOS3GbG6utran0wrE49geg2br9HKxWE8ArF4eboEh+dGzddog1Lz25BSi2yicfxePjzC5Tyz6WSkpT40S4cSoKdiOY2mtiy93iCCp5JZhfB0EC1nS7vGzTt123VcVrykjfPtPWfuYAweSXlEyWWncXv1iTs9fU56vBezVwnXK3e+Tn2B1Wq11YHYS8EajQY2Cpn8HLA55JGKhbHzqTBevF7j9sxFr5e1xsYEyWG871RaPGL00qlhvOOemuH/RljcgJhoUnlkRaqkD3QqEz6unYU65K0TsxUpXO5KUHZNtVrFyspK25pfVY1MqDr/zSufIv+plq8qc77OVKwqL06Tdt58zMqIn4+m1SNYr/PizmZ5eblljdjO58vLyxgdHcXk5CTOnTuHjUImPwcxRly/fr31W3tM810At/xEnm8t1Wvrf2/kUX2AGg/vrWZITafQCmrfXmVOXaP/lYS10Wo+2Q+l5720eapaGz/nXUcfrcHxhrNsBgM3XQs2z89UpQ126HV8H/vPOxwzeKBEOwsmfa+s7L/3fmUmQc9vZ9cqyfH/okEGry6k6gef5zTw/pYxxtYkcfb9LS4uYmBgABMTE5iamup6j/VCJr8EUm+esp7eKqBHOKnem397c9+8KS58L7uO91TzlKhBScQz4z0Tk+NhouU8rK6utpb/8bsb7FyR0vHS65EiqxEdZffit7Lht+lxOfPgB4DWdB3gJhHab96klgcvePCFFZ8SvU0zYQWbIqkiJcXqza41wrXfGp6fG8+39Ebp+fmqEmQSVYtCTW69r5URq27zn9rcyIGBAYyNjaFSqWBpaQkbgZ7n+YUQBkMIvwoh/Hnz/44Qwk9DCO83v8cp7A9CCB+EEE6FEL6xHgm/F9AKyhXRG8HUyqyNVuERl5pq/J/P88RcVjtqevA1HI/X6Bi8JlNHQa0sPDLlxsbHdHRUy1nL3NLEJGT/2XzVRsYTbO29s3y8XC63bcCwvLyMWq2GWq3WoWJ58MkGOvg5cRmzT5Gfjfd8vHxrneGpVfqMQgioVCqtPJgKtvl9OseP5yByJ6jnPOLTdGrH49VbdTNYedvzKJfLAG5uHrJ9+/aOMrhXuJ1Jzr8L4B36/xyAn8UYDwP4WfM/QghHAHwXwFMAvgngD8PNd/7eV7AG7ymM1Mu/uaIqMXA4rYAcP//2wnJc3Ki4YXEF5YasikjhVXJVPKzgOB1sXnmdgFcues7uwfHxvXWZmRI6T01h09f26tuyZQuq1WqrEfJEZVXwbCYa+XXbmkp3+lbVxoMt3tQXVk1aXvzs1RrQOsirTHi1icZneeRw3rQu7iy5bnn1jPOqHbl1Pvw6iB07dnSUw71CT+QXQtgP4D8F8Ed0+FsAXmj+fgHAt+n4j2OMtRjjaQAfAPjq2iT33sGWt7GpxTP6Uw2Ye1KGF14bElc4rYy6qoLTBXSOlOqxlA9MlRaDFYWnXrnxeNd7eVZFW5RuKwfNdyp/Fr+qkHK5jK1bt2Lr1q1tyo8bI6tBVlBMJkoKXC7Wqdg3d55eHhVMMFaeKVPVfJRKPPabn0vKEuEP58/rlFXdp+qK5pf/87OwDiiEm4NIReWynujV5/e/AvinAEbp2O4Y4wwAxBhnQggPNY/vA/A3FG6qeawNIYRnATx72ym+BxgaGsK2bdvajlkFtzlq9Xq99UB5RNLgHVMC4cquldfAy8csHVo5+V7c+1r4VAPkTUU5n72Yx14jSJG6xq1KgstGRyiZCDivupTKI14bzTX1Zx2YhTfl5zVUI0Ad+TXlz8+ATV8mSJ4So4Sk5ZYqM82jpY2niFi+Yoxtxz0i0+OWNj6nz13Lx1OECj7OA0QrKyut51Gr1TA8PNwqt3uNruQXQvjPAFyMMb4eQvg7PcTp0XhHCcUYnwfwfPMeGzPck8DIyAhGRkY6GhY/UJ1qYo2NK0ovBGhhgc4X23gVS3th7s2ZELwKr1uhc3q0t+Z0e0TnxZOC17NrI+Iy8JSzlotOgdG0eWVmE9TZVLf/Fp+pP57M7JG2gdWzxcHp6lYWfL1Xhmbm2nVGvEbMfC8tO1VvnoLzSEyJT5VlKj9e/Dzqbem1TSVs26tSqbQ5yQ/A3wbw90MI/wmAKoBtIYT/E8CFEMKepurbA8Cma08BOEDX7weweV/b7mBiYqLNB5QiCp5KkOoxtSGzkmCfEDdmJhuvBwZ805sbqhee49TRYr7OGps374uhpJ0yibodt7JQFZhSH943x8kq0p5Bo9FozTOz+5k5bWXBfjre0p7vE+PN6Ru8rtc6FX22plA9ZaVlzueNMID2ZXlsptp/Iw0may1bNXPt3tpxpTplTrenAjkO7gisHLw4zHfLb8271+jq84sx/iDGuD/G+AhuDmT8vzHGfwjgJQDPNIM9A+Anzd8vAfhuCKESQjgE4DCAX6x5ytcJIYS2ESg2NzyFwcqrW4Xj6ywMh/d8PCG0v1bRzC7zgXk7d2gD0DR4jcRTBux3VGhD4uOaT82jOuEtrOfoL4qfr+Nnwem2Y/ZSbVMeRoq1Wq21O7PFbaqE42WF5e3nx+nQEWmFRzJK5jxowqO6FoZJxkx0r6PVgTCF1t8iFarl7T0brn+p/HqzFDYCd0O5PwTwYgjhewDOAvgOAMQYT4QQXgRwEsAygO/HGDfHvtU9YGhoqG2wg3tyNZNUHWpj5V6+G1ixcBwGTyXoecBfYWJx6wCHhuk1rXodE3aqgXnQ0WNTSt5qBW0s3Gh4V2VWYSG0vyzJJtdamm2plaWFydPywh2CKjuvw+Ey8Do5T015ZaHqlePRzpbTZmrdvs08tuuYOFUFav0reqZ8jQfrBLQzVx+qls+9xG2RX4zx5wB+3vx9GcDXE+H+AMAf3GXaNgSVSgWlUqnjOJuoVtlVcQC3Ft57JpypDU9FWliGmpXcQ3q9PKfFKpmavjr9gu/tHeN0KLz0qpotChtCaJW1KZfUDjB8jEdTPR/X8vKyW7YLCwtoNBqoVqst8lOSMfJTcmGFZ+TCZWNKuVcFxWVgv3nE2q4zs5fVslkDek+Oo0iB6XMpUoYcPuWWSNVbL79cvoYiH+96Iq/wENhUBaDdBCkyGTwF063X9IjHfjNZcpysNr2BFP5ms9bi4ikSWuHVlNKGxGnn314l9shL42AT0hox518nVvNxT8Fyw4zx1qin/beRxkaj0fZWMe0ceHRWNz7gvJlpyypVR3m9qTlFAxz83HX0Xke9LU8WHxOnuUOsvHQDCe9Z6nElOq/OFHVuCq3j3hSee41MfgJ98HbMwBXXljBZGCMnrjCpe7Ap4pkBFoZNHFZzph69RpSqTB6ZabosTTxKp+f5v1ZgT3EwAWsc3jQfnYitJiUrniKfFvv8eDTXnpP50jiN/JLxbuXEnaP6rrgT0g6G88Vk65Wr3pNJ0Ex6HXG2eskjqB7ReMdSz1sJ0HvuRWXF6WPwssJ7jUx+gpTCs+9Uj+2FT8XnwTM/UiO6+s4JvZ+qJeCWouVXKXKFTqlRViBFeeZ0KKF55dLLMU6XkR0PwCiZs3pVcxS4tU7aiF3X6qra07Jk1ZwauNEyYmXG33reIzzOGz8PVn+WFk6HqT2+rtuz4LL2ypWn23D5e3VUy03TwufUzXEvkclPYFMG2OzyTEJtYL1C1Zqqy26KkX9zT+qZJQyrpOYP08reK0kr1ITh45wWzi8rH3bIe9cDaFNjOgXE4A1I2XH1g/EzZD+opZfTyGmxOPUtbfpcuMNgdwWTlLofeHRaTVktW0+Vc1rZ3Oa0F6kz/XjPTxUs1z0uH723ptczqTcCmfwE3Dup/47DsLnC5o+GSxGS9oIpP4vXq7JD34vfUxE8Isr388wZT0mpHxToHHX0OgVNv+eQT/kh+TmoUlPYfYq29dJBq5QiKupEupmSqeklWhae6ZwyJbm+pdLrKbkixeeRmhcmVTZe3Gy+K6kZAaqLwNZYLy4u4l4jv71NoCYEN1LtRb0Kx9cpdCAg1RiY+LTxeD05zy/jOVRF5njqvopUA1Ilpo3Ki8MjXy1HTr/lMzUCqx2Hp1g4Lg+aby5nT5l4Spfv6d2rSFmrSuUyYeL3nkNRPrSMvLqqKlU7QgvH13v1XstAw3EerJ7yJhTe7Ip7gUx+glQl9QiPK4Q3ssfXMbo1Lk2PKjMAHQ5/NQP1Wq9ye/f1VGCRStJ7eXm0/9bY+KMbLXAYLfeiBmbHi8jB+9b06sAD51NJKHVNqiNJdWQpRe4pQO8ZczqUMPk41xMmv5Rft4joUoqQj3mdlg062U47pVIJo6Oj2Ahks1dQqVQ6RlWBTsLyKr/tWAt0NjJtJEB692eLX/1YXq+cIgJGkerwyClFIp4S1fNefji/vL4WaN86jBsjNx5uvJ66s7i1PLSRawdQqVQ6lK/Go7813zr4wNekiFA7CY0/hO6jvzzw4XU63jOwtHj7M3rXe+lNhfHOM/FyBxJCaK3rze/w2EQYGRnpcIB7YJ8fV0SD9oZeg+Xjds5rQHodkyIrTk81pMCVU+cpphqkxptqFF5DTakhJnlWITYYwkv4eGKzDkhxmpTIvTI05RFjbNvBmRWpTmPSckvlW5+VWQYp1enlgzsArzxZSWna9Bl5ZneRwtU0eaqfUdRZWt71uB0rlUrYunWrG+96I5OfYGxszO091dxR9WcNhNUiX6eKBOi+7RWPRHIY3tqdK7E338zQCyFyPEXKw/KoBFAE7vn5GJtjDCM/nqOn+VH/pk4jUVI06Kajdq1tcup1Zvzf6+i8D5ebTT8pGthI+RI1Dx7x8X9VvR68Ou6Z717+UunRtOs2+qoAY4wbtqkBkMmvDYODg9iyZYurXrw5YIZuPSMft0bsNTAGk6spEVYOSnx23NJq97Xrvfg5jN5X064KUNOo8Wq+ixoh0L5/H8erAyoK3mbfmwKi5if7Es1NYe+UtTK2vf8ajUbbi8qVEBQ8/YXvzfCu57Llckmprm4dGdcDC6sdskdmnnL1znNalTi1U+Y6w3M1+fvatWvJvKwnMvkR+P0CQOdLa7RS8yidR5gKVgR6vEgt2m9bncDntHJ65qk2nCITlMOljilBGdhk5XQqgXrxsxmv5cUNzFPKdj0TGzv2Of3md2STeHBwENVqtaUErR7U6/XWy3X0mfN9mfRYeVmnZdfw5GOFmsTefpFqYagCTykwKxOvTJXIvDJL1e2UetR7aKfB5VSv1zE/P++WyXojkx/B26VF31/BlY/XynqVygNXYKDdtNVwQOeAiZIuNxJ+6ZDenyu553tipeEpEc2TNn77zYTCZaPXqbJJ5V3Vj0cApuCsEzFSUKL0tqqyayqVSqvjMwK0ratYgabKQ8uRiXRwcBCLi4suoTG6qUKrj6m5px48ctL7e+WdUuoW3lN/3Aa8wRgvnpmZmaz8NgNqtRquXbuGnTt3tjnUTQFapeYe1wiIlQaTE9BONtojGrzKy0Ri8Xo+QFVW3MhSaeD4eyE+vQ/QuW5V85GKQ8OyYmRCt3JW8rRnwoMCTIJMwvYZGhpq7RrMCoeJzzY6BW75VWOMrS3XuTx10IHTZ50Qh+V3PTNS5e3VGd3a34tHy5qPpVwISoQpc7uooypSh+qi4XBnz57dkF2cgUx+bVhZWcGHH36IkZGRlu/PKoI9QB6at4Xx/Io+Bps7QGcvzKZaqkJyL8uk4ZmSReTlmbpMOgZVpkyQvag2Lw9FvT+f42kvSiyeH02VBk9R4muNfMyvZ+pJBz64XOybX3dpK2tUWbMK5bR602A07zoQoGm3eNSXebfwTFK+P4fRc1qPvc6Jf3vz/QDg0qVLmJqaWrM83S7yJGfBwsIC3n33XSwsLHQ0LnbYekhVTo7H/nPPrhVOKx03EH0lYTcCAjrn0imBqInIedaGy2FURWqembC8kVl2JfBxG4DQsvVGsrVcgfapQKz8lODULGZzlwnVSFIJw9LEr9PkqTKaRo8kjAC9+YxeGXkuEn02Xn1SRe51hlqu3jHvo+d08MPb2GBpaQl//dd/jYWFhWQa1huZ/BxcvXoVJ06cwJUrVzpUkefQZQcuh2V4/735b/yff3vvYfWIUtPG9/B65CLyVCWj+bCG6jV4zRfPnVMSUvKz64umrihUTbNvj+faFfnMQgit6S6sdo08eTt5zgeToJaLQTdD8IghVY80b0qAmpZeFKKn8FThF6lAL30My8vy8nJb3lZWVrC4uIhXX30VV65c6ZrO9UQ2exOYn5/H22+/jccffxx79uxp80mpD4NHez0zlE0yAx/nBqpKiKGkp5XV8wcqcWk6vOkhfI7jSzUAbug614yvV8Vpx3iD0tRIpl3nrQhRRcvkYNeZyWqqzt7jofngPCwvL7dUX6lUwsjISCucuT+0Y+FjFp9toMo+O1VHqqK00+JnruSnJjfXDVXq3rPT9NvxlPrTb09dmouIO20mvnfffbcnq2U9kcmvAI1GA++88w6WlpZw6NChlrOcezFWO7y5qVY2zydlxz3CS/XMnj/JzhX1wAa9tzY0bjRMxkXElyIRTyUC3SdR829PTXI8ahrq/ZRw7TgvqOcy8jajNUVo97LpLzqwxMrM6ketVkOtVnPnvXmkx8rUM805/R5hcXkWPTvNI9fNlDXBz0a/DZYnJj1bqdNoNHD69Gm88847SdfRvUQmvy5YXV3FRx99hFKphEceeaSjp+OHyNNiipRbqoJppbXjHEZ7V4X2+Bq/KimLU81Pg+dj81RFUfl5piIrOB0t9UaR7TfHk1LJqqBt2yQ2u9m3F2NsqRROsw1g2dvd7LpyudxqzF65WuOv1+utt8bxOU8taaemik3Vn1c26mPVbfi9euHFlYrTs2z0Wdu3Kr7l5WVcvXoVr7zyyoau52Vk8usBMUZ89NFH2LFjB8bGxloVy/w8OtrHZqhXqbjy8JQIVSueOZFqCKl7KCnoCLSXJrtO08Gw40zA3jtqGVZmnnJTtaBqVPNi/z0SVFeAHef3EesAz/LyMhqNBur1estnGEJArVZre0dvCLdWgNRqNdTr9TYCs3tbfEpAnD5V2ky+nsmvxKcdmJa359tMlSOnzf5zJ6RmLkOVofn5rH5YR3H58uUN2bcvhZ7IL4TwMYB5ACsAlmOMXw4h7ADwJwAeAfAxgN+KMX7aDP8DAN9rhv+dGOPLa57ye4x6vY7z589jbGysVSlsF+JUT2zfapKllA3QuRBezSWuZEpsem8+x9epieOZiJpmT1nZ715McCYFG3k1AuZGrwSQur+XX1WsfFwHVLgMuPOxZ2PkY+pOTWN+NtbYWfXZMYWVq672sGPaoXCe+Vvza/9tFZDlQ5W0d50HridFZrOmlTei4EGe5eVlXLp0aVOYu4bbUX7/UYxxlv4/B+BnMcYfhhCea/7//RDCEdx8uflTAPYC+IsQwuPxPnp3bwpTU1PYu3cvRkdH20iKFQzQWVHVDPYqpVUkVS6pnpbhmZ9KXnq9kguni5WUjm6nTB5VjEX31UbvkSXQvpxNVTSXnY508jW6watOguY108vLy63JzKbEdMI1p8mOm+JV5cnXqAnJ1gK/a1e3oFcyLDI7izpUbydv7/mo+vMsCL2njmLb87H2wYMdmwl3M9XlWwBeaP5+AcC36fiPY4y1GONpAB8A+Opd3GfToF6vtyZlMhnow+dGzj0fV2I9r45iJb1u5AMUK75u8O7HlbkXclPzTDsELis1rZi4DN5Ahp6z8DbPjk1bXsNr58zXp3mO8ebcsxs3bmBxcRE3btxArVZrC7O6emvpIKs9TqO9jcwrAyUfJmpTwUrW2kHx89G5nvrM9NloOXuuhdR13nF+ptpBcjmwEtxM6FX5RQD/LoQQAfxvMcbnAeyOMc4AQIxxJoTwUDPsPgB/Q9dONY89EJiZmcHBgwcxOjra5p+ykV/u/YF2p7GBK5wSAfsTvcEGjkN/c4+tyi1VgTVNFk+qEWk60hTd6gAAIABJREFUNC6P8Ly0ch5ZIXvmduqYXc9bUemAhv3n/fmYjHieHYA2Vwav2NGJzvaiKy6TWq3WcdwrI1a7Sl5eB6blqVDy03tyHF569N69dqz6X4mQX0u5urraGiXfLOiV/P52jHG6SXA/DSG8WxDW60I6SjOE8CyAZ3u8/6ZBrVbD2bNn8eSTT7bIy+aQ8ZvRDKxs2J9k0ErFzm6v0XcjQEaK9AyeIvHisDBsEinRMhkZefC0jZQfi9/ept96Xz7GpMYTkFOju5o+dll4ZiaThoYB2qca2ZSWer3eNgLM5cxkp88gRYB2f0/tc0epZabwTNhuv/V+3JEVkTBPA+PNaFdWVu5P8osxTje/L4YQ/gw3zdgLIYQ9TdW3B8DFZvApAAfo8v0App04nwfwPAA0FeV9gwsXLuDhhx/G1q1bWxWBlYw1Op3mAXS+RQ1or1hc2XV0FPDVg8bB8Rb5bmKMHaO+fE7vyTDzkk0/9qkB7fP5+NWNrAw0nUz4qqLtvLdcz8IzIZbL5Q5SYGWqo77WaLmRq5Ll6RxMfKb6NF3aUagfVZ8l30PLncnO0sD5SxGr9xw1bs96MKh7gJ8Hr9m1tPNIt3YSmwldfX4hhC0hhFH7DeA3ARwH8BKAZ5rBngHwk+bvlwB8N4RQCSEcAnAYwC/WOuEbicXFRVy4cKFVibmn480vDSm/CF+fgg4QAJ09uVc5uQHrdRy3hWN/mULj5HhTgz12P/UrsQLi/HtqQkmN76OqVZWWHWNlaMTIa3HZHNbOQtNnz6Jer7eetbfsUOGl0f7rR497eVPrgUeiDbzBazekiLDomNY59l3bJrBsbi8tLW26AY9elN9uAH/WzPwQgD+OMf4/IYRfAngxhPA9AGcBfAcAYownQggvAjgJYBnA9+MDMNKrOHfuHPbt24dqtdrWMEK4ufTJzDCGp+jYjOLVBRaeVYk3GJAyQVg9eOc1XNHggqXFU0J2Dya6Xkxzz8wLoX0U1NKl6tfCcpo5fanr9U1xGg+ni5+nmuE8nYTLRtNnH48UTeGnrvOOq3rnPQwtzRY3h2MFqGE1fq+DZHhmMXcO1imwCFhdXcWnn36Ker3eUQ4bia7kF2P8CMBR5/hlAF9PXPMHAP7grlO3ibG4uIi5ubnWhFcAbRWg0Wi0qQqDN5DADcziYBOYCRCAq1S8BqNTaezbU6W8NE/PdzOBLZyB022Ns9sopBeHfXumufoXVVmyolb1x/fVOHTnHku3LYWzVSEWnht7EQGq2i8qV+3U+H76n+Py1LDFocvh1CTmONVU9qwWVe+mgpn4eM7mzMxMYSe8EcgrPO4Qq6urOHPmDHbu3NnWm1oD4iU8qd5Ue38mjJT56akju0eRslLVoL91A05On8IIg009a0w2QuqZj16DZxLSdHnmHueJw7GvVU1rU2u2PteuT5nqFl7L2vLI/r4YY2uQQ+PywH671LNQ0uQ823kuS08Vcz3ySE0VYzcLgc/x8/TMXX1x0dLSEi5fvlxYLhuBTH53gatXr+L69evYtm1b26gmm0wA3MbNCo8bMm+LVOQDszBmznGFZ3OMw2kjUWIE2kene2nIStTef86PKlCP5FWVecTH5qua39zYrTF6PkOLw5ao8XOye6raVj+frd3VcteyUzXq5ZfLVcvOU34cJnWNd6/Us2LC9FSpqj62GuxbiW95eRlnzpzB3NxcR1o2Gnk/v7tAo9HAmTNn2no/rgQ8CZXPq9+EPzrD38DE5xFIyhztBZ4q4/srOZp5w42dSUPT6MXpNXZOi2e+6t53mkYdeGACtDW6McaWCrRBD54PGMLNHVwqlQoqlQqq1Sqq1WpLVXqvN/CeJ/9mwtNOMDUgocpW1bue0+fk/ffUtT07Npk1/Z7K0w+P8HLYmZkZHD9+fNOZvEBWfneN8+fPY9++fRgfH29z8Nr8tZQTWhstqygdLTaoErGKairTIw67LtXj6310B2K+d+q45U03AfXi99QL0Lnlf9EIuF3PZcg+N/XLWbmtrKy0TF+eqsPTcCy8zRPkhm+Ez8SvhJsqM13Sp2VZZDarD5Xzps84ZS2kFDqrtFR6UuRn/j3bvYZ9fo1GA1NTUzh27NimG+gwZPK7S5is37ZtG4aGhto2JLBJz7YPIHCLwLxdVdQ0VALxTBk2nzV8N7OHzRzglinIasYzt/QaNj9TefDuZ/AGcrhMVMkxcXkdhaaP76+Tonl3Z3XSM4nyoIiRpW1QqipfP5wu77lyXjWsEniKXA3qx/M6H0/la3mnFCxbN0Z8THj1eh0LCws4deoUPvzww9Zczs2ITH5rgIsXL2J6ehr79+9vU3vs9+PlUUpAQLry828mDya71EgtQ+/LpqlO9NW0cRrYxNVwRiZqOnlpT6XLu58pYyMh9TWm4vCm77DvT9PDc/fsP4DWSC/nxRo7N26LS0e3e1F3KULy4u6m9uycV5be/XUAQ3/rIA8T39LSEpaWlvDpp59ienoa09PTm27rqhQy+a0BVldX8cEHH2B4eBi7du1qM395Bjw3XoM2YjZ9eRDFG1zwzBad+sFQk8lgafJ8kqn7psoBaDfx9L563FNodk6/lQg5PeoD0//s01NT1hoybzVvpBZCQKVSaRH78vIyFhcXsbCwgKWlpTZzWxWSZ4IWdXBeh5Eq9yICLKonKVXuKVZVe1xmtVoNN27cwPvvv4+TJ0/iypUrm2aT0l6RyW+NUKvVcOrUKWzduhXDw8Md+/EZERa95AcoJkBVWL3M3ud76X2YKNi/5YWz37qsjX1FRjJFaVCzTU1KTit/c7lwmlLmtRcvm9UxxpaZZgqGHfb8WVhYaDOLG41Gx/QWjyiU0Jio9FpP+XvqlMtcj3llkFKTRSqTw5jaU9W3tLSEY8eO4bXXXtvUpm0R8mjvGmJ+fh4nT55s9YCpSg74k5INfNxz/GtjS13PjabI1OJ4dFqJptmbeqKj2l4+UsSX2nxAV2IwPD9WatIzkwITQqPRwNLSUtuGBPwxUuTF+RaPpS81iV0JUP2SXqenefOUbEodq6vCU/VFdaGICPkelpd6vY73338fr7/++n1LfEAmvzXHpUuX8PHHH7f+W4VhRWHHgc4VH0qWqTCeSjNoJffMJTuuJqQd9xqnNkhLm32ruafmll6rhKcfJYKivOokZ86vN+3INiNgktMPT0ZWQuH1wWpK8326PSOvXJmkVcXqtZ7C5Lj0v17rDdJwvLonZb1ex7lz5/Dqq6/ed2auIpu9a4wYI86cOYMdO3Zg586dbeYkNxBVT3bM/qtpp2bv7aTHrlHzSU1JC+/5mjgcN2idhtFLepg41QdqDV3Nck4PX+d1HPzfzFVruPY8TN3ZOR61ZbXGqlhHQYFbS+ds+kuqnIqeC5cJlwOH1Y5MiU07Nb4Hp1uX73nEx+a9XWPldfXqVbz22mu4fv16Mm/3CzL5rQMajQZOnDiBL3zhCxgbG2sjPfb7aSVVwrNj7Kg38HGDp+IUKbVX5C/yFINeY/+VtPTe+luJ3yN4NcNTA0AGViqszG7cuNFSKzpfjcmP02X35/CaXw/dOgRPPaeUuvfsvbJJQVWoqj3PT8mrNoz4bty4gVdeeQWffPJJ8l73EzL5rRNsrtPRo0fbRgttbSf/t9+eecVmHStGVW665K0Ieg87VtSoOF4+Zo3G8yupYrR4OU8c3+0oWlVXlhYefeWXBFm5sz8WaN/Dj39r/piolIxVOd0utJxSpOk9H41Dz6tPWEmU5+0xGfJUnlqthsXFRbz55pv48MMP7zifmw2Z/NYRly5dwnvvvYcjR460CKrRaLRUC2+TzmAlZIjx1koEoF2dmTLxBgeUdFT1WWNWAlIz3AtvDSdlunlK1mu0er2mwVORvAuzNlyeuMzXmk9QTTxVQVoeWhaqzMxnyOaxlpuB54FqOXhKWstO42albf89AvXUo5YX/+fpP4uLizh9+jTeeuut+97Px8jkt86YmppCtVrFr/3ar7X5qcyssJUGHimwUrTGp99qNtoxjasIqdFIVTOeymHl6OWDyYLTqFN+OA410TheJsbV1dW2tba8/56O+po6BW7tYKPTdCx+zhMrbiYWAyskLhtPwXdTTN1UdpGJrf9Tio+VHpcbE6BNZanVai0L5le/+tV9MXH5dpDJb52xurqKjz76CCMjI9i37+Z7nGzd78DAQNsLc7RR2aaZrBZU6alSAfzde1mt8TENY/cwsPpgtWDHdOAhZY55pMikwHEogagi47i8CdVKlkyoPFeNTWL+6K7PvFJHt7kvmtennZLn5+My4+fI5z0lqffS8uZnpMTHgzPmCuCNCWze45UrV3Dq1CmcPHnyvp7SkkImv3uA5eVlnDx5EoODg5icnATQPlfMU0chhJbDnsmBCcdz/HM8TARq5oUQ2tSXmkqqHNTEtHt5ikZJ1FOEfE/7rSTI4TwCtbhZxXj+N2vwvB0VE6o9B85rpVJp2/lFXyjumZGeOcvHzM2ho8JK6qx8vbLw/J3aOWlHxeXA5M8bE9hStatXr+LMmTN47733cO3atY48PSjI5HePUK/XcezYMTQaDezdu7e12YGZbkZqXGHVxDUSaTQaKJVKSTJgsmB1yMSovz1/kkeG3Oj4GjWbtfF6DZyv4/sU+S71mB33/H48QqumroHnGnJal5aWUCqVUC6X2+bz8XVFrgYtE+BmHfA6C/adennzCDAVRgcv+LO6emvDUfNTGuHZ/NTp6WlcuXKl9c7iBxlhM2Qw3Gdvb7sbhBBw4MABPPHEE61RYG6A9m3zx/S4/bYtl9TXpr4u9mGpL4sbsEekSkKssrTxc3zsh+O4U35BVrFApz9QzX77ZjLT7ZRU/XmErmmzcJZGU3w8odnSy2pR4+DnYHGm1DF3VuzS0Enxel0qfzyAoXMUeecVG8iYnp7Gu+++i6mpKdy4cQMPIF6PMX7ZO5HJb4Owbds2PProo5icnES5XAbQueKBl1AxqbFfil+UpIqOj6kfDGh/daM2XIPnB/RMdE4b+/KUiDk8wzPddYdqM7stPO+jt7q6isXFxbapLqZ07LOystLazqparbaVXcqs5mfB5WvxeGXIZeGpOc2rF4Z9kpoe9QPbdTxSy9vJr66utpbwmXl77tw5HD9+HBcuXNi0++2tETL5bUaEEDA+Po5HH30Uu3fv7lByvMMwNzKPGLmhcRwcJ9/XG3ktIimtJ0VEq2mxe7Dq8kZP1UeoylNVnn1bOJvEPD8/j5mZGXz00Uc4f/58axmb+RRLpRLGxsawf/9+HDx4ELt27cLIyEjyRUl2b06PkV+5XHYJ0CsLzy/oqW/2SxZtgqrxppbo2TrmhYUFXLp0CadOncK5c+ceqGkrBbg78gshbAfwRwA+CyAC+G0ApwD8CYBHAHwM4LdijJ82w/8AwPcArAD4nRjjy13i70vyMwwMDGD37t14+umnUa1WO5SULqJnc8xThkD7Sg5VUOZ4V7VTpBJV+anqs+u9dFialYA5Xs8s1cZuhMCN23xYn376Kc6cOYPTp0/j/PnzWFhY6MlnNTAwgC1btmDnzp3Yt28f9u7diy1btrQ6H/bHDgwMtMjO0qfb4adcCpxfJjSvzDmvOjiipq6Vhw7qmNq1AYyzZ8/ivffew/z8vKsoH2DcNfm9AODfxxj/KIRQBjAC4J8BuBJj/GEI4TkA4zHG3w8hHAHwIwBfBbAXwF8AeDwWvLu338nPsGvXLhw9erTV+JQAmczYD5VSYfphIiqCKjfPJEwRpfcScE/FKbEx1P8FtG8Xb6sOpqen8cEHH+DMmTO4fPnymphv7LNUMi+Xy9i2bRsmJiZw5MgRbNu2rc1v670gXU1fHoQxeOqcTWS+Vs16LhPebury5cs4d+4cpqamcOXKlQfdtC3CnZNfCGEbgLcAPBopcAjhFIC/E2OcCSHsAfDzGONnmqoPMcb/vhnuZQD/bYzxlYJ7ZPJrYvfu3fjiF7/Y9o5Za0isKpj8vEamZjI3Yovbm5qRgjcwogMpauqZmanXeb41oL3B6xpbUziNRgMXL17EG2+8gffeew9LS0s952EtUS6XsWPHDjz11FPYs2cPxsbG2twU5o8F2lUvExaTPD9Xr3ysTPi9uDxvb2lpCTdu3MDp06fx0Ucf4dq1aw/k3Lw7QJL8epnq8iiASwD+9xDCUQCvA/hdALtjjDMA0CTAh5rh9wH4G7p+qnksowfMzs5ifn4e27dvb/Mz2YYITAZqHjIB8nZMKT8br31leB0iEyX7wUyd8bdel/Kbafp0fpo1eGv08/PzOHHiBN58880N31WkXq/j/PnzOH/+PKrVKrZv347JyUns378fY2NjGBkZ6XABrK6u4vr16y2isuewdetWVKtVDA8Pt0bxgc5J0WbKXr16FfPz85idncXc3Bzm5uZw48aN1qBGRm/ohfyGAHwRwD+OMb4aQvgXAJ4rCO916x2tKYTwLIBne0plH2FlZQWzs7MYGxsD0L5SQM0gJi6eLM3Ky8C+I29unudLMqhqUyK0e7JvKhXem76hy9ksX+ysf++99/Dmm2/iypUrm27+2dLSUosI33rrLZRKJfd1lza9hJUfuzFGRkYwOjqKkZERbN26FZVKBYODg7hx4wZu3LiBa9eu4caNG5ifn28zfzPuDL2Q3xSAqRjjq83/f4qb5HchhLCHzN6LFP4AXb8fwLRGGmN8HsDzQDZ7FZcuXcKhQ4fcFx7pwAC/bYznnrFZq2apmpX2zcSko4mq6PSct5GAl2Y+xmlnxWcEeO3aNUxPT+PYsWO4ePHibZnpG4UYY2vFRK/hzZSt1Wr49NNP1zmFGYau5BdjPB9COBdC+EyM8RSArwM42fw8A+CHze+fNC95CcAfhxD+F9wc8DgM4BfrkfgHFdbDj46OdjjLdQIx0G7iGngQQicIm59ICYynYhSZqDqSyyPJKX+VxckkqyOaMUbUajXMzs7i7NmzOHXqVM+jthkZt4tel7f9YwD/ujnS+xGA/xw3t8B/MYTwPQBnAXwHAGKMJ0IIL+ImOS4D+H7RSG9GJ8yBvW3bNgCdk4qNKDzfm5mf/JthKo3JTf1uhiKlpWauN7JrabK4eW2twZTS9PQ0zpw5g+npaczNzfXbdIyMDUCe5LwJUa1W8bWvfa2l/Hh+n6e+7LdOs9BpKDz9wpse4+0eUmT6elAfIJu3Zt4ZVlZW8P777+Pdd9/FhQsX7guzNuO+w12N9mbcQ4QQcPDgQWzZsqX1H+ice+eBVZb64JjE2BfomcXe7yKzVtPA17MPj3eEWVlZwRtvvIE333wzq7yMDUEmv02GyclJPProox2TbbvNjWOfHZOamso6cuwNcBh0gKIb8enosn3r29NijHj99dfx5ptvZrWXsWHI5LeJEELAxMSEu17UG/H1RlHtOM8PU7IzEvRepMTqUl0iOtKsv72pNWb28qqG2dlZnDx5MhNfxoYik98mQrVaxeTkZJtPLqX6Ur5aJjcjTSMefck2b4+fIrQUut1fp67Y58aNG/jFL36xYSszMjIMmfw2EWxiLKs9/qiZylBFlxrltd86yKHTWiycB54krSY3p8PC8ufUqVMPzKsPM+5vdNb4jA0DExJPHfEGOvS3zgdMgd/HaoTEZOWtwLDjfF7n6emSO84Hr0G9cOHCnRRNRsaaIyu/TQRWUPoeX0+FpcxhJSFe4cF74sUY2/x+RXMDU749Ays9C6Oqb2ZmBufPn7+9QsnIWCdk8ttEqNfrbWpJfXIevOM84qs7uigRMuHxtBc2g5X4eBqLms/2m6e42KL848eP52ktGZsGmfw2EXjrcR4pVR9eSgUywakpbCSoI7o8CquDK+zPs/9sIgPtcws5jJ2zHVlOnDiRTd6MTYVMfpsIvPzLiMkzfb0pLvzb2xNO/Yem2nR9rU585nmCdl3RwIsOfqyuruLSpUs4efJkXqObsamQyW8TQVdisPrz5vt5BMebnqbCMXnyKLApQ1aO3nZU3gRphSm+a9eu4c0338wba2ZsOmTy20TQeXjALdNTlZhHgqktpSweJSs2a3n1B8erU2286SypEd75+Xn88pe/xOzs7F2XTUbGWiOT3ybC2NgYSqVS679OK9Ela71sNMBgf5/66XhvPV4XzJsksBIFbm2l5U1/uXDhAt566y1cuXLlzgskI2MdkclvE2F8fNw1UVmh3e7UF45D/7MC9EZhi4jY3iNh5wy1Wg3vv/8+3nvvvX5+aU7GfYBMfpsI165dw9LSUuv1lQadWuKRHB/XUVojKR411uVnKbOYt8CyMLaFuoVbWVlpvRP2ww8/xNWrV/PgRsamRya/TQR7zeDk5CRGRkZQrVaxa9cuVCqVDv8c0K70dC2vgs+b0uP5hN4KDx5s0c0RbDDjwoULuHjxIq5evZqVXsZ9hbyZ6SZGCAE7d+7El770pZYaNP+b94YvnnCsa4S9gRQbkWX1x0Som56urKzg8uXL+OSTTzA7O4vr16/nScsZmx15M9P7ETFGzM7OYmpqqrXHnxGbKjmgfWkZT1/RXVp44GJpaQnz8/NYXFzEhQsXWgouhICRkRFUKhVUq1U0Gg1cv34dly9fztNWMh4IZPK7D3DmzBkcOHAA5XK5bdUH0GnuevPweKlZvV5HrVbD/Pw8rl27hkuXLuH69esdKzUAYG5u7p7nNSPjXiGT332AhYWFlvoz359NR+EVGI1GA4uLi5idncXs7Cxu3LiBWq2GRqPRtouLR3QZGf2GTH73AWKMOH36NHbv3o2tW7e2zflbXV3FwsICpqencfHiRczNzaFWq210kjMyNj26DniEED4D4E/o0KMA/msA/6p5/BEAHwP4rRjjp81rfgDgewBWAPxOjPHlLvfIMqQHjI+P4/HHH8euXbsQQsDVq1dx9uxZXLx4Me+MnJHhIzngcVujvSGEQQCfAPh1AN8HcCXG+MMQwnMAxmOMvx9COALgRwC+ipsvLf8LAI/Hgnf3ZvLrHQMDA633+V6/fj0PPmRkFCNJfre7k/PXAXwYYzwD4FsAXmgefwHAt5u/vwXgxzHGWozxNIAPcJMIM9YAq6uruHr1Kq5evZqJLyPjLnC75Pdd3FR1ALA7xjgDAM3vh5rH9wE4R9dMNY9lZGRkbBr0TH4hhDKAvw/g/+oW1DnWYdaGEJ4NIbwWQnit1zRkZGRkrBVuR/n9xwDeiDHadrwXQgh7AKD5fbF5fArAAbpuP4BpjSzG+HyM8cspezwjIyNjPXE75PcPcMvkBYCXADzT/P0MgJ/Q8e+GECohhEMADgP4xd0mNCMjI2Mt0dNobwhhBDf9eI/GGOeax3YCeBHAQQBnAXwnxnilee6fA/htAMsAfi/G+G+7xJ9HezMyMtYDazPVZb2QyS8jI2OdsGZTXTIyMjIeCGTyy8jI6Etk8svIyOhLZPLLyMjoS2Tyy8jI6Etk8svIyOhLZPLLyMjoS2Tyy8jI6Etk8svIyOhLZPLLyMjoS2Tyy8jI6Etk8svIyOhLZPLLyMjoS2Tyy8jI6Etk8svIyOhLZPLLyMjoS2Tyy8jI6Etk8svIyOhLZPLLyMjoS2Tyy8jI6Etk8svIyOhL9ER+IYR/EkI4EUI4HkL4UQihGkLYEUL4aQjh/eb3OIX/QQjhgxDCqRDCN9Yv+RkZGRl3hq7kF0LYB+B3AHw5xvhZAIMAvgvgOQA/izEeBvCz5n+EEI40zz8F4JsA/jCEMLg+yc/IyMi4M/Rq9g4BGA4hDAEYATAN4FsAXmiefwHAt5u/vwXgxzHGWozxNIAPAHx17ZKckZGRcffoSn4xxk8A/M8AzgKYATAXY/x3AHbHGGeaYWYAPNS8ZB+AcxTFVPNYRkZGxqZBL2bvOG6quUMA9gLYEkL4h0WXOMeiE++zIYTXQgiv9ZrYjIyMjLVCL2bv3wNwOsZ4KcbYAPBvAPwHAC6EEPYAQPP7YjP8FIADdP1+3DST2xBjfD7G+OUY45fvJgMZGRkZd4JeyO8sgL8VQhgJIQQAXwfwDoCXADzTDPMMgJ80f78E4LshhEoI4RCAwwB+sbbJzsjIyLg7DHULEGN8NYTwpwDeALAM4FcAngewFcCLIYTv4SZBfqcZ/kQI4UUAJ5vhvx9jXFmn9GdkZGTcEUKMHe64e5+IEDY+ERkZGQ8iXk+51vIKj4yMjL5EJr+MjIy+RCa/jIyMvkQmv4yMjL5EJr+MjIy+RCa/jIyMvkQmv4yMjL5EJr+MjIy+RCa/jIyMvkQmv4yMjL5EJr+MjIy+RCa/jIyMvkQmv4yMjL5EJr+MjIy+RCa/jIyMvkQmv4yMjL5EJr+MjIy+RCa/jIyMvkQmv4yMjL5EJr+MjIy+RCa/jIyMvkQmv4yMjL5EJr+MjIy+RNeXlt8jXAdwaqMTcY+xC8DsRifiHiLn98HHZszzw6kTm4X8TqVeLPygIoTwWj/lOef3wcf9luds9mZkZPQlMvllZGT0JTYL+T2/0QnYAPRbnnN+H3zcV3kOMcaNTkNGRkbGPcdmUX4ZGRkZ9xQbTn4hhG+GEE6FED4IITy30elZC4QQDoQQ/jKE8E4I4UQI4Xebx3eEEH4aQni/+T1O1/ygWQanQgjf2LjU3zlCCIMhhF+FEP68+f+BzW8IYXsI4U9DCO82n/PXHuT8AkAI4Z806/PxEMKPQgjV+zrPMcYN+wAYBPAhgEcBlAG8BeDIRqZpjfK1B8AXm79HAbwH4AiA/xHAc83jzwH4H5q/jzTzXgFwqFkmgxudjzvI938F4I8B/Hnz/wObXwAvAPgvmr/LALY/4PndB+A0gOHm/xcB/KP7Oc8brfy++v+3b/6uUQRxFP888AcmIqigRCMkQrA1VqIiYmyM4lmmCORfsBIklb2InU3EQoUUGjSloH38hYgYxWgkOY0mjT+wMILPYga84gzCievufT9w7MzbHZg3u/fYmWGBGduvbS8D40Ct4D61jO0F249lcxV/AAACAElEQVRy+QswTXp4aqQ/Dfl4MpdrwLjtb7ZngRnS2JQGSd3AMWCsQa6kX0kbgIPAJQDby7Y/UlG/DawC1klaBXQA7yix56LDbzsw31CvZ60ySOoB+oEpYKvtBUgBCWzJl1VhHC4Ap4EfDVpV/e4EloDLeZo/JqmT6vrF9lvgHDAHLACfbN+mxJ6LDj810Sqz/SxpPXADOGX780qXNtFKMw6SjgOLth/+aZMmWmn8kt6A9gAXbfcDX0lTvt9Rdr/ktbwaaQq7DeiUNLxSkybaf+W56PCrAzsa6t2kV+nSI2k1Kfiu2Z7I8gdJXfl8F7CY9bKPw37ghKQ3pKWLw5KuUl2/daBueyrXr5PCsKp+AY4As7aXbH8HJoB9lNhz0eF3H+iT1CtpDTAETBbcp5aRJNJ60LTt8w2nJoGRXB4BbjXoQ5LWSuoF+oB7/6q/rWL7jO1u2z2ke3jX9jDV9fsemJe0K0sDwDMq6jczB+yV1JGf7wHSWnZ5PRe94wIMknZDXwGjRffnL3k6QHrFfwI8zr9BYDNwB3iZj5sa2ozmMXgBHC3aQwveD/Frt7eyfoHdwIN8j28CG6vsN3s4CzwHngJXSDu5pfUcX3gEQdCWFD3tDYIgKIQIvyAI2pIIvyAI2pIIvyAI2pIIvyAI2pIIvyAI2pIIvyAI2pIIvyAI2pKfydo/ZkuuRCcAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -869,14 +859,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "good size 762.6628885915081 \n" + "size too small 38.70001459430714 < 200\n", + "1 region \n" ] }, { "data": { - "image/png": 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0GmkymWhlZaW3fVoFHo1GOnPmjN59992lswXeksOjlPKCpD8r6XclnQagvaNDtVg6BMY38Nibs2sfW/A7e/aszpw50zOE0Wikzc1NlVJ07NixvrN5oBoER6ORHn30UW1tbQ12YNAe5IFEQPF/2/r8rAdAqjJUucjSPHA8UDkg/VyCUKp1BJMEFapzucSEaSSTIVtNVZpM2QPc17hYOME6nQTMK73EZHiSeicD64B1lYyWan3eI/P0JGjA4sSUk4efdXlyGyFtkq6TBGcDICcQ97NSis6cObN0O0NuGvxKKY9I+t8l/c2u666E6tSVW3RalFJelvTyrTzzoMnzzz+vjY0NPfLIIz3YeRDS82rgW1tb6218ljSAc9B5gHuQLGKOTjM9hxSqn1Zpc3lFqsN+juHo+SUTcR4zHrPKVNmSJXKBL/PMj9mQw21sbMx5sp3PLIvZ4WQy0erqat8mrgeqqtz+5rjzXoIbWR8ngpwUnBf/39vbG3iJbfP0NYM10+GicOeH7Js2Vunw0FrX02Qy6b8tfu6JJ57QdDrVO++8U+1DHze5KfArpazpEPj+167r/o/Z5XetzpZSzkg6P7v+lqSzePy52bWBdF33iqRXZvE/VN7exx9/XI8//vhA/TIb2dzcHCwwXV1d1YkTJ3rQkY7UuHQqGDCtvnJQbGxs9GCYKhzXf1n4O9Uwspeawd3P+DsHMu1jVNUIXr5O5kTGQ6ZEQPSzeXio0/DyFk8E/mYY580eTqrCBFCWlwCYdZTqJVVf2jxzMqjln4DvPkFVVhqehO1+ZZBmGdJTXjM1sCyegHd2dgaaQjqNnn32Wb377rsf+61xN+PtLZJ+SdLXu67773Dry5I+J+nnZ9+/iet/rZTyqzp0dFz+uNj7VldX+7eXUQU9ODjobSteftB1ndbX1/v1Vbb9lVK0tbXVv0D74OBA6+vrPSP0oKAK55ncA50MzJKe3Nrgsy2NA0uat8lZ0itsyUGfzIbASTaUTpG0c/Hbz0tHqqTtmx7Etm8S2D2Y06vt+BinTRTcZUFwo3c1WZUnjZw8mAa/XQY6n+hsYrpkm1ThMx0yvGTndmCtrKxoMpn0jNLtsLu729+r5fvMmTPa39/Xd7/7sRi6VbkZ5vfnJf2nkv6wlPKvZtf+jg5B79dLKZ+X9Lqkn57d+2c6XOZyTodLXX72jub4Pslzzz3XD7b19XVJR2BhVcqgZxucFx77GQ/e48ePa2NjY2CHWl9f1+bm5sDpIKlnkGQW7qg0Wkvzh3Kmqpl2Kqq+NSCseWgdJlVSp5MqMQF9NBr1TCdtfs5P2hsNkmbFW1tbfTxuDz5nRs2BTgZDJmW7F+uD4QjkBKDcMWJxWqwDx0N7qq+Z4SX7JQj6WU9c2S5kmwncnDRq6xQ9iXgdJMvgMj777LMf2zWBbZHzh8ipU6f09NNPz3Vedxzb8TY3N7W/v6/JZNKzOtulNjc3JR15e62+ShqocRsbGz0L4QCVNDcArFqnuisNDf7OKwEoF+4mgCZzoaRnlOyDNkgyD3/TK0s10wOc4E7HgAHNy3lYj2RVBo9c3Lu3t6fJZNIvoLYY+LgguLYH2PmjeskwNQcLQbzGBA1OVJN9jyyuZs5wu1u4KNrxsG94ITTNMf7e29vrP+6/k8mktx87zP7+/sNqC2x7ez+KPP744zp79mzfWd3hbH/b3NzU5uZm763d29vTxsZGz/Lo2eXATyYyGo0Gb08jCzCTzPPvbrQsIVXIWliCTqqDCUhSnRFyyYrD2M5Jm53Zm5+h2mwVLRd6U6338wQL7oDx7/Ramx2TvdGuWPs2cOfvJAm1dqBaSvBLYEpzRMbpeDmZECQ5waSam/mnFkGAZT9zPZrtra6uajKZDOqOqvD58+f1cZAGfgvkiSee6JevuHMZiGyfO3bsWA9qJ06c0Pb2dt9BDWYOn7Y0qkVcoMvFxjTe58JbgrE7dx4pRZClfc5CNavmwEhjPlkj2Q7zT1UsB3gOfpaT+ZGOjP6Mk4yQEwbtocmUMt9ZTpsqmJ7TJCA6bU4sNQdTTYVPp0qCWdZD/k5VN+18bFtOOGTf7h/pHXfak8mkZ9Kuj+l02jNB20hLKTp9+rSuXr360L9fuIFfRT796U8PPK/S4XIBq17Hjh0bLDSW1AMgVT5J2tra0smTJ3vVSxoeJWVbC207BBtJvaPE4egE4QDygHUe7Iwhu/E9GtSTGVB4LQHEQoZWs5URSBhnqtBkIgzHwe42MPvmNj6WyeV0WWs2QKvTtEd6zZ3bquZscF04b5wMaKusgZ7LxcmOy1rYjskYE1gTRPk8y5hmEP8323Y+c2E3+2HW32OPPabjx4/r/fffn2PFD4s08Av5U3/qT83NjrYvbW5u6tixY/02slRPV1YOd2uMx+O+g9mjKw0XCftZ2/88aM1meLKIn0t7VNp9OCAWsSB/+3oCJG1afIYD2ZJAtQgkEtQSRGtMkHZKClmebaoECNedB7c9usePH9fu7u5gonDaZjzOq9felVI0Ho8H3l0CA8vBvDLvZF7Mo+sh1zVmu6aZgUKzSNoomSb7he/bflxj6Z68OQETBLl86Omnn9aFCxceyj3CDfxm8swzz+jpp5/uVVYPQLMMf1MNtLfRnYkzLhcoewB6oJKd7O3t9YPFRmau/fJg9CByXAkgHMzupAlEvu94ucTDkuqen0mbnwcuVV4yP4etLcWoqcw50PxNlY5qPJfKeHufmR7tYf5tJxJVP/4mC6dt1U4oS80hxG+Wne2RAF+zofI664qTQjpXEpAzj1RheZgs+wl3F7kduHbUmgodKHt7e/3yrieffPKhXBLTwE/SyZMndfr06d5QzzV3Vq/sZXTn4OBzp+aCW7Idg5ykPi7uOZWG9huv8JeOGJ0HIA3Ti+x1BOgc1M6bn6fkAPW1NMQ736nackBTdePCZg7SZITS8Cw9LgEhkPOklgRGsnHWAdmNvZlUmcl2HA9NEgRrAjlZn9PIycLx1ZheOkLSrkj2n88zD8nqfJ22agMa+222ESXzzrx4LLiNzpw589AB4NKD37Fjx/SJT3yiX0Nmlue1fHRsSOo9vKb/aUNZtMfSHZrew1IO1/8l05KO9vdaPEv7uZqak6BAoKo5P8ggPPDIepKppC2S4EWA9qCmOs/8OL/04OZylbyXKjUdL8zvZDLpy+LrZi0sJ+1bLJ/Lw6PjCZ7pqa8BWO2366g2wRBcMj6q2IyTZeJ9h2G/oP2QrJB1mmyZ5XPbUt2lScj98ZlnnnmolsMsNfhtbGzozJkzvaprRwYXJ/u3WYLtfvZ0uTPVztDj4HWHojPE4v/u0B6cjIMdN+14tQF2I/U3B0vaBskgeagChYZ+gkMCD9Ni3TifVGs9AHPJCstJE4FZMsGW9cS6Y/2ur68PFqS7vvf39wen4rjuXOe1SSoBjsBCkOMkaTAhsHGySDU66z9VVLLFtONRo/CEnOVKFTmZYi6jcb9gHRg4T548qUuXLulhkKUGvyeffHJgo7Nq65nVzMwDwp3Htr/d3d2BurO2tqZHH31U29vbGo/H/ZlyBgja7zgg3aHI7KgS+z4HvTQ8Xl6q25lqdr8aSyBwJRDmPtuaHao20AjCqe4lYJBRkpH4e2VlZXD6DdlbKWVgKrDN1nE5D3Z4mAk7LoIb7bEGS+5+YP2kEyRVXraJn08V3JImFNZdqtAUhyUwk/kxfueZbc8JxdfYnxhvjQWyD3RdpxMnTjTwexiFKgWPnXIH8W4MshuzGS92tj3PXkIfdOCB5CPGpSP7HmdVxsmz1xw+bV8eNNL8GjsCkO9TLc+jnQwiFrID2py4BMhCWxLtSBbnJ9kQWU0OXLbHsWPH+uVGtntyXy3fKcxTrSX17dF1R8fkJ4vjFkXupEn7rsvAtAmgnBQoBAjWLScU6QikCNrJ4pwm43OcblcCFds68+W47XhzXyU7dDhqEa4D58u7mLqu03PPPac333xTD7osNfiRXXH2tJpLxmNvr6R+MTNtg7bdmaWRRZo9OD2+d8HpparjvORWplR5WRbHQaN8Ht9E9si0yBQ5yF03yWicF6rzCaTOIz26jq+WnsHcZXEcrmebIFxGAggZpuveIO1JhOosnQdcpkFbJPf9EthtV6QtlYy9xtBy4jJ4pOOIkgyM9ZdtwX6cDDq/HSeBj3Uoqd+xVJus0qHiuvTEf3BwMDANPajSwA82JAKGAcmszqouVaBjx4716q6B0cxhY2NjcLrI7u7uHFswSFllIyO5kaqTdj6yKguXnaSNL+sg1TlfZx5oNGdYDkICSoKd40tvOJkr1WaCtdvD8ZCBJEibufBIsFQzr1271i878mJm2/y4jZBtRK877Z1ZlzWpmSUkDZY0kSWnupp222SZZI85ORKUqVY7PrJEPmcm6LwsUvFpD3S9T6dTnTp16oEHv3mD0BKJT621+unOz98+Yj63CnmA+Fkyjpyh6YVNG4qkAdDyOYaveTottQHOtC1pB2NYAig7PQcNAZWARRWtNpC4RIgASMZD1sR8s57dJn7GTI8AyHeZOA2u5TOQ5nmA/qTUJiECiJ/JZ7O9LAZXTkypPjtuOkZSElAzT2wL/05TTuZTOuqLrg+2Ha87PZfb4czOV1ZW9OSTT87l+0GSpWZ+BAYvXTG7W11d7U/ANTvz7gvpsEPbrldK6fdGWi0z06vZvWhLo7qSyyjSPsTBQNXU99LRQMZFQM1BRfsN4+bArw1+xpmDiiDJuAkYtcFNAPDHe0y94JgD1hNPDkYK762sHO4K8ULdzPeiicX59n1unbONMCeNBBaGcdtwMkzbLfNEYTsyv86nNYmaEyTrLiel7LOsP/aJbCvpyJtu8LMd8EGVpWZ+Fy9e7DtPvt/Uhv9FKiOpvnRkR3LHtkqzs7MzB0ruLGQbfJZLDGqzdM760hEDo42QzgeGSdtcDlSCU/5nHmpr3si0uOib6nINVAmKHGj7+0dHKnlSSrtgltN1x3KzrmzPtYffy5vMdGzm4BFatXry77T7JbtnvSSwGZhYD6yrVIn9bE5mLKtBqObcoKeaeTSwk8m6b7ttyKCTrRp0pSMWuGgyelBkqcHP4oHiFz67k3BgUWXywaP0KnJtGtdCpffTTMZA5YGdam4CLg3LNRaYgMZ9wPxNlcuyyIlCx0SqXsxLMjd/p0fVdVBjRxxQBL5UdzlJcCDztwchJwKCcU4+CVDOCwc6n2PdMO9UZVkPZPs1FkZbGm15NBGkbTrbMEGVkzYZN5/jLg22a7J0P5dqcDJB1pXHxtNPP60HVZZa7ZWGK/zNLra3t+ecALSFSBosaHaj7+/vazweSzryINobbOAhuHFAJ9vKZ9iZacPx3kzO/GQFLkMCCwerr3M9oXTESpL53Yjd+Foa6Dk4PUAcN5kV884Jxccqsa6Y3/39/X65Ct9oR3umxezIC6q5xMhqn094kTSwATtPOYnkBMCJg+1SAyHXLePMSYV9kWEcZ06AvJ7aC5l1jdHWwtLJU+tPFKvT+ea7B00a+AUokY1J6hfD+jo9iOxYZhneN0pPpXcUcHFobXBw8LvTESz53yqx48pOTxCRhs6OGlNLNSnBwoDHQVqTG6nU/s1dIwRU55fLZsgwbJ5wOtzN4DhtsvCkQKC0UC20iYL1Z/FBALSf8dUBObCpcqbNNdVESo2Nuyw1u67v+7laP2J9067KySvr2c/nROsJh/2aoJ+smI6k0ejw9axXrlyp9pf7KUsPfpzNaoZldxyzLNrWUo1KluU4fSpu2luk4ar/2mByPFz6UQOvdCr4OceRe4Vr6ZCd0avq9NNOVFO7Mr5U25wvHkFP25IHfTpCnP7Ozs6cqkrzwsHBkcOKJgeq/FbLWLdmjaurq/06vo2NDV2/fn2QN7Zr2lBzgkjbG/PMBcL8Zpt4os12YD8j6yN7ZXy0K3vpDPOS/cr1VHtlJoEvnXmZbxOGBn4PoHCwppE8jcXS8DQRSf1iZYcnEElHs7PVs5xNqcqQKXgwpM2sliffpxrJAVlTOwhCfp7AZ6DK/PBaTTVjfvzN55xeqq++5nyZKRPAyIo9UfBVoK5Dl4tvZmNbUO30IOU+7v39/f6FPlSdaRZhejUTgIGP5gUCUW1nTgJiMuyanWATnzUAACAASURBVK+mNjs+TmKc1FOl5QSV/ds7XhKka9oGbYUsY07WD5IsNfj5xUTSvK0s7TkcWAQhLn6lnYMqHEHPcaRa6kHKpRB+JlUeC0ExbT81WyGFQOSOapuW46Bdx0wgJwcP9BsBM5d4JPAxHwYMx0kTQw42DijXNxnWwcHhVkJuu+LkxL3b9vCS0Xt/tpfG+N76+vrcFsGcRAm0vkc7H1k0J4aaqYGTT5pFOKHkc1Rn06RAYM30mQ8DfTI9TxiuKx795frnOsobaR33U5Ya/NxJ2WieuXhKi3R04m8OImn4Ih/G5XvsyHwm1R3np7Y8oLbYNRmE0yfLJLPM5+nIcIdOwzuBnQORg8usKJ02ZC60k1F1S/ZHBpRHhLnMZFwcsH6WE0kybgvby1sX7TTxt/NIRlhjZrW8MI9mqDWtojbBpmT71sIzLxmOanpOhuz/adPlHt9koWlmqbG7RRPigyJLDX5sdP93Y3q7mgc+Z8i0kRHgcib2gLb6y7R9Pe0uZKOUZAcOQ3WnxgbY4Qk2uWA41WxfI+Bl3WW9MQ6qR1mPHoi0CdZU7Kxfs6bME9uQAEnWwbx5W5uvHTt2rK8LH2BrRlMb9L6erCzZuHS0hSzZX9d1vS24xmrTTMAJJPsB+w2XEzFO9jO3f60vs8x09rhcrGvHw4mQIG8G+Pjjj+vixYt6kORDobmUsllK+X9LKf9fKeWPSin/zez6i6WU3y2lnCul/FopZX12fWP2/9zs/gt3twgfXThT+r8bbGtra65DLAIHLuok83Lnrr1cnMZwz7KOO9WnGvCw43lQ+j/DOb1U1XONm4EpBzbrKBfbJgNMGxbzn2UhwKfTKO1k9FDyhBuWk6yP7+0dj8f9b9toHcd4PNbe3p52dna0s7NTVRP9O9dK+l56Olk37FfZb7iWMIE86yjtljnJ0TSSYXjfv5MJ1xhnAibb1Pn25JUf1wvtqw/iYueb4aVjSX+h67o/I+n7Jf1YKeWHJf1dSb/Qdd2nJF2U9PlZ+M9Luji7/guzcA+cHD9+XNLw1BE3LE9XzlnP3w7LRq3ZadhJaQeqsZocRGQI0rya7vuOn8tAssP72+ptjWVlXgnOabtivKwnMuQchM5b2ps4mGusN+uopiISoLqu64GPH79Br+u6fknSzs6OJpOJrl+/ruvXr/dgyQXWXOdXs9VRsh0XqZiOn+UlGGU9EBA52bFfsS4yDrYF7coJZBa3uz3jXBDNvk+g4y4ZgvHKyuFZjA+afCj4dYdybfZ3bfbpJP0FSf9kdv1Lkn5y9vuzs/+a3f/RkqP6ARCyNQ5uSf3gofqUwMDvtIdZEqxquwSkofrBDmmpzdDJCrJsTo/AXmOwVGtShcyOzs5ONpOqGlkr40s2xd8GGtvc/Jx/51IhTxz++D5Zt4HL4MU1gBz83ju8vb2tnZ2dfl+2PwcHR8uVEvCSsXJiYx+oOaP4cRzZj3IiSbBl/8g8kbUl81o0ofFgAk7g7JPpyOF/P2ubeR7a8SDJTdn8Sikrkr4m6VOS/kdJr0q61HWdDSpvSvrE7PcnJL0hSV3XTUsplyU9Ien9O5jv2xbb9DgIOcA98G7UgShUZTPOZHy+t0id9P1kRinJFtL5wfjyuhdbG9iS4bKzMk+OiwOR+cj8uXxkJ1RTDT7OP+N32CynNARA5822NR9Xxbb0c/Yg53Y5eroNdD4E1eBotTmZVbZzjVV7aY7L5WP0axODvxM4WYcJpqxzpp31mcI+mWsIHU8eekt12mFZ1+nN5nmVD5LcFPh1Xbcv6ftLKScl/YakT99uwqWUlyW9fLvxfFSpdWAPSJ6tx46c6kW6/qX5gxASNAliNTsZj2M3M6PHzXEwH76f68TMYFM9dWflwCTgudzeneLTbGw3qxndc/AmS3V6NNonwCVIWeghZv6SLafzxHXM364Tf1O19XMGv/F4rCtXrmg8Hmt7e7svvwGBeUnTBtvRZXDeksHyfk31T+AzwLA+F016nkTJ5glQBDKGt9DU4Hxy0uZzXAeZGtVDC36WrusulVL+haR/V9LJUsrqjP09J+mtWbC3JJ2V9GYpZVXSY5I+qMT1iqRXJKmUUvfx32MZjUb9O2DZ0W6kiqZNLBkUlwSwY/t+zqhUN3yNqmV+J3NwHpIt1tQl6YgBekC4E9t24/dh8MXYLhM9qamSpQ0wDyNlHbLsCQa+RxNEAiwnJ4MWX0xEFc1tawAzqzPgOW3aDM36rFrTHkjV0OIJtLaLI9/hwskvTSacxNJRkTa/tM/WTBzOJ9sqw7ueOOG67XPCq/Vp5ombAFZWVvTUU0/pvffemwt7v+RmvL1PzRifSilbkv6ipK9L+heSfmoW7HOSfnP2+8uz/5rd/+ddrXbuo9SMr6bnm5ubfUexmpKARkOuf9N2s0jVdMcjkLJT3kjFddiciZ1eAgJn6OzYVGnSGWKgst3Gnm8avr1uLe2JNZuk4yazsdTsdVwvmOHpiKDKx2u20xHY6Kl1nTAuA93169d15coVXb58WZcuXdKlS5f6xc5UhTP9mlpZ0yostCUuqjOCI1XbGstzGqyzBOQsP9l/xpfLedhvfZ3aSfbnPPnF/cROxgdFbob5nZH0pXJo9xtJ+vWu6/5pKeXfSvrVUsp/K+kPJP3SLPwvSfpfSinnJF2Q9FfuQr5vS44dOyZpuLTF38ePHx+AWU21S7bH+wmWCZBpo6HthqBZA1CCGVkQ1RiDGJ0TZJccJLSz1QCYIOmydN2hp5Sqr/Ob4J2DgnHwP+uItjPWA1kHgcBMlWHMLu21N6D7P7fN5dKZ6XTan8Fo+59/0z7IuvJzLGsCTTJ01w3ZYc1mm/3Bdca4EnyTGbLPZdi071FrYP+i2pt2R3+nGcjbFHd3d+fY5IMgHwp+Xdf9a0l/tnL9NUk/WLm+K+kv35Hc3UVxgxP4NjY2tLm5OdjWkwbcBAtLzu4M6/BSfccF40+1lpKGZqfLzshr2YkZX4J0plVTqV1PPJnGnZ91xoGUeUt7kOvRcddeJ8m6JjPMuvR/H3/lhczOC7cekrUli3TcVG+zLqiSMm9U7x1PTj7sW7zOsDmB1rz6eT/ZYvabnAANUplHh+Gkx/5WW2TttnX7uI/ag++DI5577jn98R//8cKy3Et5sPef3AU5derUYEEmqblnKnZO6Wi2dOO6U/DUCwo7Gx0L0pDpOW6yvtqi0LR18TfBIdkjB6qlBpYWqvS1eByX7xEwUvVO9sl6IjiSQfEUZZ+kTKdBzb5EEMs8cVGzWZzV11xeVIufA955NhCaXbKfkIW6PtlWya6dhvPm9k9xnnjElsOxb2UdM+9pZkkTCk+QYVwEQfZnCkGceTOh8PuW2UceBFk68MvV6LRJJPWXhseGe3Bwx0Y2puPj6c45MDn7S0OV0HHw289y0GS+GZ7easbP39n5OVBzsJMp0YGTKrTjNYOj3YfA6vAckK4z2hr5SW9vMrAa85bUA9R0OtXu7u7ckhXaC9lWuaODbVezv6UjICfQRUyMHmrXb9aN+5pZlfNTm1QorpPa+sxsR6qtzk+Wh+2b9WBJM4cB0P1hZWVFjz322Fw73Q9ZOvBzAyTw0S5nyVXt0nAmrc3SBE4OKv93HNL80e01TxolQY6DiDYz5jHjTXZX+89lO2SqyZRSzbaQ9dXUZ9et68pgyXQdhgOabeX4FjHUVCENLNPptHdi8IVV3L1BddjCSSBtamxD5pnpp5mkZv/NicfpOnz+zwkgGVnmg5NHhmfZFrFPTl6j0WjuLXlZVjJAv3B+NBo9MOC3VAcbpEqX9yypqtpInqCySGgfvJG9hh2JzKIGfBQamWsqd6rYySTThkNGmSzL69p4CgoHMcGHYJnlI5PkOXy28XkwcWshDwRgnSaIpJnA5XB6Li9ter7HjxlienSdj1QL2Y41dZzsqgbYrvecYNgmZLV8Ntv2ZtVJOjTSq5uODbavrxGgc/FzakisHy4hu9HYuZeyVODnxbpkOMniskOw4/qZmkE7bXRuaO4SSRBK4zY7HJlLbQdG/nd+0xNoYM31g2SzDr/IBpYDi52bg9DARLUol0RwUPtju5DfpMa6sLAeHV8NjFg3Ndssy2iVl3t3sy1cnmRpCQqu05wY2E88GSYT87Pc8ZJ9kEBe83xnngiqCaY5abJdWB72K9pI2Z/Zbzi5sP49bjY3N3ub69mzZ/XGG2/Mtd+9lAcDgu+RpHctOwsHrjRkNVSbeC2ZWnYsd/a0eVE88JweF/RamFeyrJqtrsYG2Ek5sNO+mfXh8D4ZhXVBw3myagNuDnSruZyA+DKo3FNr5sVyZJkWMTKG5yRFVZd7uDkZ1cCVNrZUi9luZLrJTNlP0gZK+x/rk5Og46+ZEug8ywmyxiQtzK//18LVTBBpNkoSQHX6QWN/9z8H91DYGdhoNKqzEZPxSUeMwWe9SfNAmsIOnuHSbuXw7ow0ujsvGT47NkG5plZJR44A6ehNc37WYEfbF9fScYDVADhtQwQ+MxeD4NraWr+LxOFZD+mMSFBhnnydaq4Bw9c4eRH4uDCa+WX+c0JKB5Xjpf2Q7VgzF7AfZJjapJTPp7q/aHJn/80wBD1fz4kzwZCTCr+ZZz5Tm+ieeOKJuXLdS1kq8MvO5Ub1CRRW3dhh3YhcjCoNWUDOjjWVKBkQWVN2tLxvofqb7C87GgGSA8sDPQGE9ZFMgM9meHb2NBF4YCXjZdg89cPhDVoJRqxj5pGTQ5oPrLZ6QiPIJcusMckc8M4jF3mzzAbtRXXMScv/a/Vbm7RqbeywZJdU4dkPkqUn2NY0iawL5ovpZztzKZnJxcbGxsDZeD9lqWx+BA6Dh1eie01ZqmjSsJNy329Nhc2tWR4g7Khpd8rr/E+mtCgd7orIAUcWybJQVac4LJ9j2lTXksnW1LEbDSTHY0bg8pZSBu+FYHvVVNxFapo0PN6LwCPN71G2TY1p1HZzJKj7m6aLnERzgqwBbZbNzJUskvf4zecT0Fh3zm+aLVwu9x2ybJaXz5EgpJ3Qcfm1rzVtwe9XuV+yVMwvjcPr6+v9olq67QkOtKNYEhT5O1VRno8mHambCXwZt1XEWufOWbfmDCBwUe2rgSHrhN820Dtcql8JbFSf8p4ZF5kO9+GSqYxGo96+SJbD+8mcDaIEQjKMtElR3TXYEqhYL/RIOy3XDcGDdVWbcLLdsm1rExPbjGFZr1Tzsw8Z+DiBplkkJ0s+W/tO1ZltxL5W6yObm5sLtaZ7LUsFftL8fkgvrpU0UH2l4eZvs8RU77ITSENVNzs+F/8usteksNM6X5bs8DUVKkG6BuT0/ppxUH1zuWr2vGQPtW//Zhq2K1q99VaoRYwnmYPzTQDgtVr7sdy0z6W5gc9meXJCSLAkULANOLmmOpxgRLDPtmI+zTgzDYLUoiU3bgfGyTKxbyRxyPKwjVL7YX06PmtZXvZ0P2Sp1F5pvgNRjU2biHQ0m3PJhjQcyIvSSKBJ9bT2Sj8OJoeV5k9DyWfcwanecWCwQ1MF8b3a4M17zEsygiw/VVhfS2Ykqfcie9+t39fr5R50HhCEOZDM2sjKzAQ5yGuTUraZf7OeakCWzJz/s1+QCdbYF++z3Wr1VWN1PI2bbZF9mPczr2xjs0jeS40mPc9kc1lvLBfJBjWL+yFLx/yk4ayXs7EHGwcRZ2H/X8SkLAkIDk9VKRs+wYLGc8ZBSQbK/BPkcqDnYM/Zniwg7ZW8RsM+n/PvmsrGMFZ3fXS8T1VxmLSxplqYbJoDjOaGBB4fd8W8E4zcHjlJsB3SjpW2MLZB1kPa4PhMDWiz7T25MD81zaDWhskqU1PIspIxss9kHbEN2KcMctSaHN9TTz2l+yVLCX6S5gAlvxcZmWuDu8aSmEYOKmm4tc0DNZlLqnuLmKbjZficudMOZ6l1WLJPl5GnrTgtp7OIQaWdi/n0b4Md36/hY5DMQNLZQZZCgDHo2Zbreh2NjnaSsEzMfwII4011Mgc6v1kXNUaX92q2ugS8ZGepvrLtWAaHpe1aGi4gz3LW2pEAlnlhGtmH3EbS/KL6NB/dD1k6tTeFdiAOANucTO99mi0BJtVBaTiw2eDsDLyW3kirPM6P88EOzWOlMk0OtATAVLP8bE39STZYG5j8bRWzpiZm3aTq5wNHudaytlTDcZRSBu3miYOnTq+vr/dl8zt4zYgJegS/BECXl6pdOqmSjdaYM9U/x0+zAPNAVmbVtFZni6Tm1ebzyfCkeS9vrb8w/lzDmASB7ZSOpRp43i9ZSvDj7ER24UaqqaM1wzZ3JdScFwQQXid4UUXlAKBawwHLb6nOgrhcg6wv/2c6zEPO1E4jwYJ5r3nxOGjTnkmmyw37Wc/JuhJwHcbsj9vkyNKkoyPqmTfaTF0n7BMJQLWJoqZJULXNeqxNdATQVEVTRaak9zbVWqafzousY8bHZ7je0v03y864qclwYXlOro353UPJjsO1Wexc7oBkWDmg8nlLDhKDI4HAkuvKnMeaSpn2q1rHWdS5U71xpyWY5gDvuq4/aKCmviU7TPWaKmvmhcfhM7zzQOeQhfXOPDg8VVG/nc/ipTPcp0tm7bhYPtcjNQBOmGn+cJhcl0kwrwFnrX1qbUt2ykmD+fCzCYDMd8aXJoWcvJgmGbnDmoXnnuOc3GpEQDrccz8ej+fKe7dl6Wx+qXayQ7Dha4tApfpyFM7Uqd7SzpKqXM7u2enSrmSpMdHMA+MhQ6qpKWmQJ4NMFTYHJTs8mSQ7fqbFiSAXazscATltSI6DcfnDvdm2AfrbKjGPzkrbLkHb9UVwSO8u25pxsT1Yp7U+kxoCwyWzJfgni/fvmuOjNiHmJMv+zjZnG+Q2UMfNPuq6oV2b7Zx9gCaMeylLx/w4KNMDxTC1NV7S0FubNjGyBtpzUlWpzcip7tbUYMZDMMpOnqDNt6Ulk5Ju7FFMdZbpM41UeamWJnCxLpkHvgeDbcFBlSCd5aA6STCdTCaDNrMNl+wpwYl2sNqSjKy37BcMQ0aU5eNkxDgZd22S9D3ai7OfkdkToFl/TJvXsx8xDzWHIPPnPOX6ywTOnCDvpSwd87OQrnPApQoh1U9Z8XMEpFRZkrlxjZPVI4IVZ2L+d345uNiRqOYkI2Rec5BJQ9VukVpiJpQDJ71/yRwYR9a9BwXVR5eHayrX19f7/NfK67R5z/XH+jXLS5Z/o/ohuNYWQtfCMUyytUX143yl13dRey5ixARex8XvzBtB0+nWJlimz/rMcrId3J6sP/ZbLkU6derUXB+5F7J04McOnp0uZyR/5+zM9X+panHw1lQNaZ4N1JibNNxWlSCaeXK+WE4y0xw8tKnlG8w4+DLPfN71546fDDhtV4vqdFFZyB44CThvnAxcb9wpYueG37/ro+x5CGeyUbZBmgNyomLdEFRTHWV7pCSgcgug65V1wLYnSKWjKIGXk0VtpwvLcyM1NBks+0UeVcYJMjUpqs+1erkXsnRqL4WdNgeXNA8GCQA5gFNtqrEJv7SaQjWHcZPJLLLZcPBzUHCmTobKuOwESO8g2Rmv83uR2pxsNRdvJ4jyeQ8Iqv98puYhJyjQe++3uPn3eDzud4MY9N0Hso3NVqT5g1Udhv2jNpGxrmptne3HMi8yuTC/ydpyCQrVTZoB8jSamtxoWU+2cy6qp82Wdl6bNcz6vKunttPpXshSg587QaqI0tAWkUyNnaum9nCwsqMkk3L42uDjQEi7YTohmH5tmUJNBXXYRctTOJicpmd2qqk0djNtAnh6bXPGT09tgk8CAeuNwOd7PJnZa/z29vYG12t7ev187Tr7BduJnt0EpKxrmgZYfwSUGrNk3KmSum0oOalnX6LUDtdIYbpOm+2ZqrbT9NpNM9rUjuiMuh9y03yzlLJSSvmDUso/nf1/sZTyu6WUc6WUXyulrM+ub8z+n5vdf+HuZP32hY0kLd7mkzYmsovs6LVjsTiw0z7oax5wBNjarMiO57gWMZNkTLQT8r/zk6pbqjROP4GSZcm8kgH7N2d+e199zpt3aPCoMYIjy7C+vj44H85t4/o8ODjQ9vZ2/9Y2H6TgvLCtWJdUN1mn/J2qcdY72WHWVW3y9MRSe1dMbWLIfuX4/Z2OhQRTstZk566H9NAy3RoZYNk4QeVysNFo1B9i6/b/1Kc+pXstt6Js/w1JX8f/vyvpF7qu+5Ski5I+P7v+eUkXZ9d/YRbugZHajMmBX2NJ/M/Zs7ZEgHtr2VkZT6pGHtTZyZPxcaDWOnXabmplp2oiDY92IvilTScZCmdxxl9jkixDTS1cXV2dY5muE4MuX2Pp04AJnjwh2OkeHBy9n8ODsDbBMTzDuX5YzzXV3tdr7GiRZkHh4Q21/pHp5CSQdZ3P0CRQi7emyrLsLF/WH+uBbJ7MuObYct43NzcHx8ndS7mpFEspz0n6DyX9w9n/IukvSPonsyBfkvSTs9+fnf3X7P6PlkSS+yxsIO8nlYbqLEHBYflczX7muLNDZuNb6HSosalUJZNNkkkuGmA5SHP2Zhy1Bdd+NhkegY7xe5ZPu1+yhXxukXredd3g2COnv7Gxoc3NzX4rm1kT0yFwuz15niLrjd8JeM6T+wZZPyfQ2pKNtJvWBnmywVrdk0HVPNvJJAlq2fdyQs3+l/XhOGt9J8kE68XpOu+cUCUNJrP7ofreLNz+95L+S0lumSckXeq6zjrZm5I+Mfv9CUlvSNLs/uVZ+AdOOJMl8/Pv7PAcUIuWTXjG8z1p3vsmaWAHYUcie1okNUdNqtGLBhJBjqDu+BaBq1Uhrp/zQFoEan42X/zEOnF6jrvGyvzbILe5uTmw9/n3+vp67yV3erm/1G3OLXXJapzfBMNk8zWVk23E9ucypxo4WxbtGmLbuk7T7sy+mgBUax/2GQKVdNQ/a8CYbDMZZ42NZl9nf7wf/OhDwa+U8h9JOt913dfuZMKllJdLKb9XSvm9OxnvzUrOiDRK+zcBMe1KfsbCGa/WudN2Z5WOA5XswXHXOtUiFSE7o8tRU51zjd6i+BkHga7GTGmXS9U805KOlhoZAH0YAevRdeswPAHHjIF2Qg7kGuus2aNqv9nOjLPWj/zND+sv1U62MVlVjZFaao6KRRNzgg7zku1ZU53Zn2plpga0aIEyQdVxeQJg+cnW77XcDPP785J+opTyHUm/qkN194uSTpZSzFWfk/TW7Pdbks5K0uz+Y5I+yEi7rnul67rPdF33mdsqwS3KlStXmAcdHBwMjkz3dbIjzlLuPDW7ngdWdua0g0jDhk9VhuEdltdrqnZNpZaO1l4x/poq49+LWCDrgXWVa/BqAyaZJJ0S/j8ajfrz9bJstTySKfpVBDUASTV10cRB21TN8eOypiqZ7e+J0nkng7SklrGIRTosmSDLxLjZz7J/HBwcnczN/GX/ZRkyXzUmuoj105OecZClS5p7Y969lA8Fv67r/quu657ruu4FSX9F0j/vuu4/kfQvJP3ULNjnJP3m7PeXZ/81u//Pu/tRsgWSHdudmK+i9MBM25V0tKYpZ6vajMsBn8yHRu4EJcZHwKHkYCLoOH2+lJ3AwzQXpUOvYw14GAc7tX+nOpoA6ec9iL0GzJOCGQKBy/VD9sDDTmlbSnUwjy7jche+vyPtUqx3h6u1QaqerKMEYYfnM4wj26qUUnXcuL2ottecGjk51pw4jiuB0YCfYEZzQE7WqWX4dzJO9w/a3e+l3I6L5eck/a1Syjkd2vR+aXb9lyQ9Mbv+tyR94fayeGclbWHsPDSGk1lQneLsnDO9r2cH9++8VlM7GYYAa6Dw71Q3Us1ISVbqzpxlJFAmyNEmx0Gb6jqZAAew64przpjvBA2ySw9MDzp7e52GlwX5Q/te2lDJ6GiuyKOX0pnANidI1eqeQEdJ+2KqyawTtznrxRO1zyfM+Jg2+ybDsV24tIe7Mfgc24/ldzstKrfzkKSAJpeHZpFz13W/I+l3Zr9fk/SDlTC7kv7yHcjbXREauafTab/MgrMpTy3mjEVQcMfkQmh/c3sbO0aqM76WzDCBZVHnMIixgyVb4wBgx6+xFIchwJEx1ZgsAYppkOkR2BLUkuUcHBztOGGdEOzddgRaruPzM04zr1HVstkjga/G8BIAavXICZETLSccgmmyI/53X0tGWjOjML/cnVFjpGTKWT8sg+9l38z6dDmzb0gaADTrk3nK+/dKlm6Hx3g8HnRAA994PNaJEyfm3uBmgEu2YZCU5gGPIJmzP++VMjx9hPfcGbj+K7cc1TocgYvqJwdNqsnOR43RkT1xYPhaAlN6kjlYWAcMz3SoIiajdJy20R4cHL0Xdnt7e8DYWFc5wC0cmCsrK/3WQwIx2yVB/0a2zlQt7TnNPpG2w0yTKwKSdaUW4TRz8Trbnun6O/OUfYDgxPavgSPbMOPib4snrBpLvtuydAcbSMPlD2yomu1Nml96kEwwO56lpsI5TDKrVG/ILJin3MqVqnFeowptuVFcTjsZWqq+tNmwjB4oBK58Q57BKc0FjIP5XVlZ6ZkZVd/JZNLv4EgGQVBwe7Mufc91caNtajmQk3kxzQT/2m+2A8vkNJgvX2P+alJjqsx7bSJmmFSPa4dd1JgpxfVruy3riysAst7vlywl+FnIMvb397WzszOwpbjD0WCfnjcLBxnD1I7NSjXVkoOqZl+rqd5+NlWk2rIZd0zb0VJFphPEQkDzszU7GuPIcjr92k4W16vTYrxuCw+ePPMvbUY1VsS6yXrOtmF5a8CVdc40kwlxoDNNgprTS/U/gcLmmRozT/te9hfGkROxdAS+1Az4zXGS5SWJ4D32hVz65PsN/O6DkPGlCsxOwAGTMzNnOc6G7ECOl4M8GRPVTXYiztI1FsI8pRicaupb5td5ZFntAKG663iYVzPXBF1L2kZrTho6XiiLmFqeSp3qLEEzgT3rOcEttYBavMmKeS/bI9uKqnNt4GffSvaa4EaVU2zLXgAAIABJREFUnfVTq9/MH7UEppMaAvOVE7g0v4OFfSYnONbZIqZ6L2XpbH7ScIGzmZo9hNJwPRsbPAeEbU70LNKGkgzLcXAQsIPUDOjJJFgGSy5PSFU0r/l5shIOIteL7WaMZ29vb6CmpVqU9ez81eyCqepmPnkqSA6imgqYalaaEjhB2cbndJLBpu3NvxeZJlh3adOrgSPbnO3ifCdTWgRKqU4nKK+trS28X1PbM34+RzYqaQCsrAvWO+s3638RMN8rWVrw83d21lTNyIpylnXDkgnYQG2GYnBJmxIHUhr3Hcb58kuUaoMol5iQNaSqlcyMA52OBwttm+zcBLUaMCdgEJQyfLJi5jXtkAnkHDysF5orDCZ7e3taXV0dvKg8J7ZkYjUQYxvR/FBb88brtEcmcNeAjb8dV80Bw7arMUlOVjmBLAIc1/EiVm3J5TDZ5pwgs62cb4LqvZalVHvfeeedgarrmaqUoz2d3Ezv+wcHw1X1FnZGnlBCNkigoCQzqYFCLp3hshxp6NFL+15tdifLIkgwvgQdOhQ4IZCp0ntK1Y4AwIkl7XBsC9Z7erAJ8rxX+8/tb7Q/MX0P9Jqt1PEk4LJ9buSprIEM64flokaQ5U2twELGyYkh1fpaHbv8td0tHwZ8OYEs6rvuF5Sane9+ML+lBL9kem5IOzu8Biy3hjm8dNTpOPu50dM2k505w0vza6wsXEPFNNN2yEXKHrTsZLT1kTWkCknwSCZKMM9TUghKDONnycpcXrYHmTF3M5Cx2oxAdsv8dV3Xq7I+7ooLuFkXBHOXtWYPTfBKVpMsPJ0E/Pb1jK9mOmDaybhdj7W85iREVuk0LGTwrpe8l88k8Cbbcx7cFmlPZjy1vNxLWUq1l8LGNPCRcdB+lI4QDoS0l3m9oIUDlsDE2Z7qtYWqIjsrVWp+nBYZDdPgzM7OyzpgmZ2unyWwEiySubB+E/j9nWsLMy88QDXXFPoZv++VaZPpOA8GRNdLvr+X9VYDqsx7puny5HOsP8bFflcrP+s7bdFcG0pgof0wGaWF7WpzSqrVzDfjzQmQYXiNk9VkMhnUgX+zX9+IOd9NWUrmJ813bKpBVm85OBZ5sGoDh2Gl4dq/VBdqL3JJ2xjzSoBLG12Wxf8tBCKqfKkupaqSSxVqjCIHY+24JbLOmsrneMjY+J02xmTlvu4TXvg842Q7WrLuafNNhsW8J6vhpJT1n/n0vQyb9cVnmJ/a/do3y5uTU+YxnWc1dpaslPf8LJcgOUzNs896vteytOD33nvvDf7TM5sMrKb2UAhk+Z4LgiU7Hj1jTqPmFCEw+brjTVsYAeFGg4uSDLE2MMwQaCNMlsnDARhPrid02Z02BxAByFvc0jOcTDwPNvB9f3xE/tbW1uCo/GzXZO8uG99Clmw/ZRHY10CP8eTpLJxwmT/3EceTJoBsP4IU24uaDfPOfutnMg6aC9h2bFsCGfdaU9hmBwcHPYO/l7K04Efv0yI2RxZYAyEu4UijeU1FIECRnSWrYCcmIKTd0XG6PNz94DjSNsj0s7zpjGB63ACfA5ws1Kfj+BpVNAvrhGVzGk6nppZTpSqlDLYj2kmVZch2znz4m3XOOsk2Ss8ln2Obs19l3eaElTbjmk3T5WZf8W+WNfsy+1m2HduAYvbm3zS11NR69vF0njAfrB/mP/vIvZClBr8U2jgMevZW0vFAqXnFPBjZ8WoOjgQ5qjMePAcHR29NSzZHYONhAAmmzlfay2oLj32fTg3HQWZKBsD/mX6yW5cry0N7mePh4PM3mYiBiIOs5qRyOs4j2571WXM8pG2OQEPJMi8CXU4UTIf1xrrNOk2Gn5oF0631N4Jy1g/rg9fZVwn+OYYSFLMMqdrSuXg/ZGnBT5q313Fw8GO1juCXqlotHoezilFzPrBTEUwcH9VGqn3uwARGevpSPeGAcdzZ4bN8BCAO7iw3hQM11SZJcyfmeBAlGKQK6LKluuSTeViOZFqOz3WUAzEZeU5KNaZmyfAJVBl/MvoEQ+aVcVgI0GRhiyZm91/XI7WCBKvULHJ8+F4y8mRxzGcC+aL/Te29D0L2kLs9uq4bqBnT6bQHQXcge7Ny/ReBx/cdT61jm/qnupMqqJ+rDSgOID+b1/OZdBjU9ibzWf6vMUwOQpepNvAJfs5HskYOQjtQ6JE3aJIh2nbr115aLfY9/6+p9mw/TkhpRqC4vLlAm/VChmSGnuop6yRBKNuvNnHl8xnOYezldpjaMhf2ibTpJfinGs1wycoZzi+Qd1188MHcYe93XRr4zTooN8cTEGlE50Aq5WhBtO1cnFk5iKnC1mbdVG2kunOCqm7aovibjMDPEUwISFwTtkj94GEC9NwR5J0uB1UCDD2tLiOZRLJbP1M7rbnGwB3Ga/zW19d1/PhxHTt2TBsbGwPwqzGV3K5FEEogqdW5n0t2zeUlNaeW08mlMrW+UptYWQ/MyyIbG/sa2RfDM3+ZHicC5pWaUqq4LJfTm0wmPXuvhb/bsvTr/GriBqdtxODF9XupJlIdzdkxHQEEQ2n4kmh6M2tqdTID5tkdjIDCuLKD83mXw6DI/DjO2iCrqXKMN8GQgzqX+rgeSylzLM1p+FkOTufNb3YjwNPOxwnA5/e5LCsr9UNAqS4z707TzzFc1gPLkOYIpp/Aw7pmH+P1BPNs32TRbuNMh2XIvsFraRJxfAS2JALOF0kFl0PdD1lq5keqTUO5tNgmQwMtG5vGW9re2Kmp+uWpw5zhGZaMiCwiZ3OqJ+6IDEM2wNk+heBE1pvqHMvidP18bg/zM6wzi5ee+OMXEZEBmsX5bW2+ZjbHOhyNRn14q5jOC9f6sV4IQlmezHuyQE8UqTbzd60+bmQ+IGjzOTIttnnWf5an9jvt0snIs+zZp5K9EtCo6jssAXZ/f78/Pft+OjyWmvnR1ucO4AFGlSRfqJwgwA7p7VXusDyZpNZpUzirUzh7Ow4OPD7LrU/syDwQ1HGwE9eYnAdhDgyWIZmi06jZowg6fFWlQcn3+JIiqllp23K6/vbk4HWHedYfl8P42mg06pl5snrXSebFAzzrI9VltweP4iIoZ32zDfJwDKbNSY7iuqmp6EyL/YnlrE2mvH4jxss+yTRclwTGvb29Xu195513qnm927LU4MetUWRq3B1AtYoMjFTfcZDpUdhR/F/SoGOkakIVkHkkI7QtjnnhQMn4LXQQJIjVVEqHZd4sPPcvTQXScHdIfjzZkHVwgXbet0rrfEwmkx5AfVqL92ePRkfvPnHbrqysDBbdpupF2yzbiGyH6np6nwk4yfZp5qBq6LpNNXuRWYITCDUBPlebQD0R14CUIJZx1DQEgj/BkiYGmhrcXq733d1d7ezs9G3BNyfeS1lqtZdCzxQHnTRUb2kYZwdlY6dql2pmdnR34lyGsMhmRJCj6rJIHaqpqYw37UgpNTaRtiWyF993vZIBGSTI4KgWOi8bGxv9Pau5VI1XVg7f12v1NnegOD4DlQ3sk8mk9zIyn2yrrFuWPZkQQc/5zzqnh5VqJFVZx52aRAIo087Ji2WpqfKsE4cxKLHPpYnD5fT/BEPey3ISCD05mfX53Sv3S5aa+UnS9evX59QQNiLVOXYWzvy1DkgmY0k1ozbjZ9iMN5/1NbK/mmrEgUxbXgJllsd54cBKMDSroJeTcefgdr2k99diNmebnlmfAY9q5MbGRp+GTQ5U61mevb09jcdjTSaTwZIeqvVp0vA1sqJFjh/W1dra2mBistqXbZ42Mfa7mhbhunM73kjFZV9MEwf/u/873cybWTO1CE7mzDsBmX3RLG88Hvevi5hOp3r//fereb8XsvTMb2dnR9LwxS38SEdGWrICX+cpMNmJa0KGmLNp2l5StUjbUA6uGoOwkGkQbGrMwoCU7IO2TKdDlmPgMWCtr68P8k31V9LgPcnpDWZeCIDr6+va3NzsmbmZ4IkTJ/TII4/09ll6qv09nU61s7NTVeOSNdbqLk0ezjMdBqnist1rjD7bg9oH+0GNeSebz8kzJ8Iag2eaDFfb1kcWmJODw9ReAernptOpJpOJxuOxptOp/viP/1j3U5ae+VHdtR1pMpn0xx+5Y9u+tkj1M/uh6iMdnexsyYGRtjrH5/uMS9LcfT6bDIoqWLIgx5U2I+bT3zWVOXeepMHfdWKmRkbAOnIerB5azfU9szxuxVtZWelV3/39fW1tbfVs3JOZ1WQPtOl0quvXr/e2QebVkxftsjX1kG3utuUaRKryyXpzAiN4sF/Qo8v+wHCL1GKCF/sEbdGpNUjzzg2ywlpf43PuW6mZcGLe3z98055tfZPJ5L4yPstNgV8p5TuSrkralzTtuu4zpZRTkn5N0guSviPpp7uuu1gOa+2Lkv6SpG1JP9N13e/f+azfGckN+5J6Q3i+ec0N6nfFsjNZ2PicZalaUbquG5wtxxmfKkOyMTOZHFTMA/9bTWd+c+1bDfwIEFmemkpvoQrs+wYws53c1UF2RWAk07WNz4BKG6HT9essrQqPx2NduXJF4/F4jvXVWHeaIQgETJsgw/hqAMM6rJkwMswiRsdraepIhu3f7DeZL6eb/TjLkzZrx0GnBm17/H9wcLh9bXd3V7u7u7pw4YIuX748l9a9lltRe//9ruu+v+u6z8z+f0HSV7que0nSV2b/JenHJb00+7ws6RfvVGbvhnBWdONSlTUQ0kNHW0h2JHYMAgXTk4Yv66YjIFUUd/BU53I/bG0GrnV0qrd5nepbDhbGT5AiM0xgZJ5zx0eqtyx77uqgR9aTlXdvWAVeXV3td3IcHBzo8uXLunLlii5evKgrV67o2rVrvYfRg5Kgw/QX7Z4hQ01VPctTY0KllIEmkMBZAx+2OcPdiOnlDpODg4PBcq3aJJNxEsRyF5A/3P/upUXs4w43nU61u7ur7e1tXb169YFgfdLtqb2flfQjs99fkvQ7kn5udv1XusOa+Gop5WQp5UzXdd+9nYzeLdnY2OgbkrK3t9evCXOnzCUB9NRZakZyxiHNv8s3Z92ak4UqUS1eftdULOef6jbV0AQiq/r+T6bn9JN18D4ngRpQcvDxsNEcjI7P7Hd3d1ej0dGC5Y2NjUHbTSYTjUYjjcfj/mPG4YksF+K6fDlZ1dhXAo7bK7WD7BOuD08EBBEKJzeqquwv2W4sQ43BGcws2TbMszWKBHHGnXuqLUkW9vf3+/q/du2axuOx3njjjbn6uV9ys8yvk/R/lVK+Vkp5eXbtNADtHUmnZ78/IYklfHN2bSCllJdLKb9XSvm9j5DvOyZWhVJNlIZLVGqqGdkaO0naQtgZ3blqdj+CLAFLOlrnl6pp2vp4P1kk800G6rh4OgqZju8bAAmSdkKkmsp8Oe007psd5lIXp+MlLpb9/X1dvXq1Z3FeJGtwtANqb29POzs72tnZ0e7ubr+0JRd/c4DXfrMMVL+p2mY53W5sTwLraHTkUU1zg9s4Aa0GqGyTnPAyz7V8pQkl2a/zXZtIc2Li2HFevZ5vMpn0ZohvfvOb1XLcL7lZ5vfvdV33VinlaUm/XUr5Bm92XdeVUm5pj0rXda9IekWSbvXZOylbW1ua5UEnTpzQ5uZm33k4o7tjenB6KYOv2R5kqamhDsfOZtthqjY0VmdHc1xkY8lCUrXlAMqTjGnsJwusqWEcMHROrK+vD0CMYOjfBslkhP5tYT3Rs+j6vnTpUr/g2UdkSdLu7q4uXbqk999/vwc9Ozhy4a3VT05enNCoytacTr7HHT0EltwjzPizLcnu2f4Jevl/keZg8wX7b0qqpgRH57126AXzzHywL9m5tLOzo2vXrunatWv6xjcGkPFAyE2BX9d1b82+z5dSfkPSD0p61+psKeWMpPOz4G9JOovHn5tdeyCF4LSxsdHbjNzh+c5cMjKHITi50+RgcTja1DzwufWtZmvLgZVqkuPMODgQOdBqLCAZHuuGwJtqK6/7t8vEcrCcCYgGr3SeZJ2T4XiA7ezsaHt7ux+wOzs7/To+7/Sg0T1ZW9pwqWbWVOEa60+bZz7nOnD/IIPydzJRCpliDeTYV3KyWl1dHZgu2K5sa9YLl6pkX6kxQQKl693tcv36dW1vbz9wjM/yoWpvKeV4KeWEf0v6DyT9G0lflvS5WbDPSfrN2e8vS/qr5VB+WNLl7gG190mHaq9VNwNUNizVJr6rgmHJhKT59Vo1FkX7oQcQ2VSqmOlwqBnX/T83lieTpHpXA6La6dGWBIwENIfJJSrMJzf2kzEzTRrwDepuI9uTxuOxrl69qkuXLunKlSu6dOlS3148L67GXiw1QGK6qcaz7vKAgvyw3TjJpOrIMlPVpbMi87mI1bm+03bHuqilzThZX5IGk0lOKHZ62LFh1re7u6vz58/PTdgPitwM8zst6TdmlbMq6X/ruu63Sin/UtKvl1I+L+l1ST89C//PdLjM5ZwOl7r87B3P9R2Uvb09ra+v67HHHtOjjz7aL5kYj8cDNcXijjidTgeqngdBLoNIMVOThouJEwDdWRM4UsVI1Y1s0eGdpgcg80u2SAM2l6HQhuQ4uVzFQjDldTI+Ahrznuv70rbkweey8xBZsz3v3Njd3Z3bu+tnXae5/jJZH/Oe9c4wqdbym5MNGeHNgFeqxHR25Hs8sr7ZVixH5rt2PdVc1yGf4eTvevbi5e3t7Z75Xbly5YHx7NbkQ8Gv67rXJP2ZyvUPJP1o5Xon6T+/I7m7R/L000/re7/3e3X27Fmtrq7q6tWrOn/+fL9gNjuHWZI0//JoqnxSfV8sGQ8HHW1gaQekDSln5QRGDlgDn+2UfI5AbPD1/dopLZl/glUyXIJvjT1yOYydLa6H6XTa21Q9oVC9chgOOu8VpZPKbISMkWVlvbLstLfRjJD1lBMcwcFlTJBkHfl3DXBz4iHIZX7YltlPM0+8lxMp96zzPycdlpU7n8bjsS5fvtyD32Qyue87OD5Mln6HhyS9+OKL+uEf/mF98pOf1Pr6ul577TWtr6/r3LlzgxmXqog7mkEwZ/5kNakimnmNRqOBeiLVnR2+TiN2gkrtuQRQMsmaSp7shyzS5UgPJ+PLAZ5qMW2GNUcCB2+CB9VZnghixmdQpBpm8KSkB7XGNO0AWnQ/zRoJMsmkkoEzbdqYHTZB2eVIYHb/MRgR2FlGp5lHfCWIGfhYV36eQMnyTiaT3gNvD++3vvUtPejSwE/SL//yL+vv/b2/pyeffFKS9Nhjj+ny5ct67bXX+s6Q6kptJvQ9dmJ2xtpiX0m9k8VhUi3iHmN27DKznTmsVRSCSk3Fohq6CLT5oTe7dp/l9u9UgRNUqQ7yqCoCE0HLwOfN8TycIAGPqmJtH7WkuR0vBG2HybYgsKVayWez/ZmfNKPs7e31eeHERFXZ+Xce0i7I9N1fkp0meLpfk+mxfhg/tQ2aR2wDv3r1qq5cuaLd3V2Nx2N997sPrIl/IA38ZmLgk6SXXnpJ3/72t7W+vq6dnZ2BWirVF7K6A+WgT7UwGU86CtjpeTJIqpZUW7z/1UyUHdjhzS4YPpfFpOrnb3o46Xyw+JrtUa4Lgx6dAnQU8ONrfjbP2fO3mYXBj3YnGuTT0cF4EoTYtqyvVHl9z+VIBkRJBk7gYli+5J5xJaOUhqyNwvbOPsp4R6PDQ1vplCPY07TCsjpMMkID39WrV3vn0/vvv/9AbF27GVn6U10sf/tv/+3B/5MnT+rEiRNaX18fqAbSvPHbkh2NHd8gIA1tZgl+jicHV21BcAIOWaoHMJmHGQDf8UsWmkDNF4KXcrhOrwaKvu9dF36BUG76z3dyGLDS7mUboOvZKi7tezwTzm2TrMXtVpusku1me7qeyfJYR7mGjuDGNnQcaQrJPpOLm/k/w+eznBzSOcF+xTwnK3WZ026Ydef/k8mk9657EfMHH3zwQDs4Uhr4zeTv//2/rz/4gz/o/5dStLW11YNFzfhvgCGoEMwIMLT1ETjY8RxvLshNZ0PO7lRD/E011ekl48gZnWomB7bDE0yTLRrcEuAcnnmheueBb1BzWDMLH0zgfaE+pYXeX9cVgY6AYlCgqpyTFIGNQOw6p7mCTqRUaxPkagBWm5w4gXk5FVV6snjGwzZwvtN0wMkgwTdtiLWJ2OJ4dnZ29P777+v999/v1/J94xvf0HvvvaeHSZraC/mBH/gBdV3Xe6psO/GyiprdL1VQ2lfM9KhCUbVLVTZVp+zI0vyC6ZS08zivqYI5fnZ2Ltp2GVLldzg/7/gM/jbAs0xOPz2VfImTz/4zSNl4LqkHRgOiAayU0u/lpeGfTIh2QNeP6475op3MbVZziqStzzZWthfr1eDDA3OzXpxuTW3NhfWU1A5cPtYv7Ya8n6sUpKOVCzXnh22uk8lEFy9e7CeiyWSiS5cu6WGUBn4hGxsb+q3f+i299tprunTpUg98OfNydpSOXlJTSumPw/Kg829es5AxUG2h/YUD1dfW1tYG4MSZPj26Zi43UsVq6hjDUpxWnhRC8Od1M63xeNyvo+QzBjUytKtXr/a7BpIN+TqfJ7jVdnbkhJETVe7WSfsWr9c8wTV1mc/RZOL0FnlvmTbDOv2aXY/t5G/Xm4UOoHx+kclAUn8oxN7eni5evKjLly/3ttdLly7dtxcQ3a408AuZTCb6qZ/6Kf3ET/yErl69OljMa3vWysqKrl+/ruPHjw86ou1TtAm5Axms3JnJ6kopvSHaQJFszZ1+f39/4Agh0+PAJGiasaQR3eH928LrVmctqSJKRwyDgEIQIpAa3DnI/SKig4ODwYJlq72uKzMTX7dkG6QNj2pj2r18nfXJpUcJeskgKVn+tCkm+89JhfVDlsk0CWycWNi2rqfMG/ObdtfMKxeJ+0Pg29vb0/Xr1/X222/PleFhkZKq1n3JxH082GCRnDp1Sn/yT/7J3u5n4LNqt7a2pkcffbQ/U44LlpNRSUcnC/s+mUNN5ZU0AC0zE75vwc9xeUcOMkl93tNRQ5bCQWWHg3QEfgxrcPA1e5h9urIHTdoZuQ7NZTCD80Rg+5+BkK/bTBZnAKSh3unx1ZV8YRFBLcEsbV1USf2Mvz1ZEdwJpjUVOCcsslGWM3fakP0lQ6OJw3ESgN03akBbY3tuA08w3kN97do1ffDBBz3w7e3tPRRr+SR9rTs6g3QgjfktkAsXLujcuXM6ffr0wFtro/7m5mbvcdza2urfJGb1l+zC4k5m9ZgdNY/JJxhxNqeN6UY2Qg9MMjgLwZTgS3ZzcHAwOIXFn3T+pCrlfJidejBJ6sGKLJmvLqTqS+96Agx30Xig2uZooepbY2HSkb2O7VCrT38nk04zQdpVkwWmcNKpqeMuh6/TxpcaARkb+wHTTZuj42f7067qNZVXrlwZqLqTyUTnzp2bK8/DJg38biDvvvuuzp8/r5deeqlfjzYej3vgc+fY2trSxsbGAASpIq+srGg8Hg/YEjs7QUo6sjER5Dz702aUqgxBz2mkmkSGQHUxHR952IBBO1kQwdxiYCOL4GAyuHltGFU9emOpzjkfPsaek4fBkwu8/bzrgwfTJjtjvn2dYEaG5UkqQYf1lGquHSoJsM4/25G/c9kJ+wgBtWbHS6HZgJOAWSzDOM6DgwNdv35dFy9e7BnfdDr9WACf1MDvQ6XrOn3rW9/S2tqaXnzxxV7ttKpH9mJD/Pr6ev+WMduyrLZQveFsnaeoMBzVE+mIVdA75/vJJszWCHS15Rp+L4nDUt1Km5J0ZIg3wJPlGZBcJ7bj+Shzn6xsD26qbxyEBjpPPjyHjwzWoMkJJlmV8++0OFGQXTpPLK/zmKq8w3hSysnF7ZN2SH8n6GW7uBy53MnC/C9ij2wbxkObLPumNZrLly/rwoULfVvt7u7qtddeqw+Uh1Aa+N2k2MZx8uRJPfPMM/11Mht2VnZmru1bW1vrj9FKZicN99Zy0NBWxZcrcSASPB03d3XkjE9Vrub8ILASFMgCzfBKKT273d7e7tfnecmKP9707npzPVG9r6notJmamXoSIsOy2uzJhezM4bi0pAZktWuOKwGEdUp1OBldqs+sy2SgtXZnvTCPyfwXqdiLWCLZthn5ZDLpXzJk4Lt27doDf1DBrUoDv1uUS5cu6dKlS/r0pz896PTpPfMrG7uu69mRByzVNjowaKehLdBiw7gHvDurdHRGnsNJ80BK22VtYBJ8mE7aD6WjhdQGdINZAp1fF0lD+cHBQb+EhQOQrIzsrgaAvu61gGtra725wQBFBxMBobZMxXVgFZCTDc0JBKUag04QY70lIDp+2vVYdsdBJ5HrKhmjgZdx1tJLYOYiarfTxYsXde3aNe3u7mo6nertt99+aNfy3Uga+H1E+cY3vqFPf/rTc2oXZ1Av3LVa6064snL44h3vr7XKaeGg8n8ODB+dzjWDHvgcaOnQyOel+cHn/wQNx5NLRgzW169flyR98MEH/W4Mf7gFzYPNRnVLDn7ni0zaNjvukiG75T5hg/bm5uacg8j1SjucgYLglvY55stnOXLpkvNhsDMrzjgStGi7THsqQY91RYcG2SttpzXbH4Ez7bE7Ozu6fPly/6Ih22IfxOPn75Q08LsNMQBKQzsOO5h09J7fXM5gwPLJHtzlQLU3HROSBrtOamzJnTvtR2Z0ltpAZ9jRaNSrswaOVFm9KNkvF/IeXDo6+E2bHuutpq4Z+L2Tg8ta6DwyMzQD5CJwf+itTZU37bHpUc+1c6xTg2ceUkCPb21NoZ/lt8tjmUwmfXs5z+xbBFDahLMOHZbr9gze169f1+XLl7Wzs9Oz93ffffeh2qf7UaSB320KAdDijugOZnXN4GQwJAtZWVnpOzrtVRystLN5UPqaB08eaeU0rBblwODaMS63oSrl8thBIR2drGz1dmdnpz/WKAcXAY/qWI3xUTKvkvqj9tM77bKtra31rHpzc3OwTtJmAe8yoQODrydg+gQxP+M8k61zfV46NvjZX8ASAAAPpklEQVS7BlYU2mcJWmzTzKcBNtcIpinF7bKzs9O33e7urq5evdq32/b29sOyfu+2pYHfHZDvfOc7ev755we2FKt2BiPaz9bW1nrw8EkpHpz2FntZh22GBCRpfpHr6uqqdnd3ezuXwYcs0Myo5iGmCkhbodVke23NkMzurOb6FYUGdQ801wc9i1SjFzkXyEbT8E/wM1h7ovDOENcHT5pxHXtdoDQ8Uop14bqxeSEdRDZl5I4M2i6l4V7stAuyr7Bta6ouwZeTCPPrOqJZJJ0afrGQHVHcUXPu3LnehroM0sDvDsju7q6+/e1v65Of/OTAnmKgWFtb64HJNimyQy7jIAPc29vTxsbGwNNoIcjkkVbScGM+1bXJZNKnR/UvDemOgyorz9HzbwNfHjFF1ZbAxzzu7e3p8uXLunr1qra3t3X69GkdP358oJZbPLBpOzUQ8bfNCHR4+ONF23SaGBTJ8qShh9f/6ejwNdYVbaQWMnCydoOg6yuZHs0WrkPGn17bmk3WjJbtRfXWponpdKo/+qM/+pBe/vGTtr3tDsunPvWpXkUxyHBgllK0ubmpjY0Nra+va2Njo1fVrLrYXjUajbSxsaFjx471bLDm8dvY2BjYwxwXWQVtWNxbml5WshGrRrbxebBw361/EyST0RwcHOirX/3qLdel6/D555/X8ePHBw4Fg0qCnxnhorqnGsxF6AZG3+cibwKu2yHT42+CGVXUrBOr2sw/w0r1pSluR5tCaELh5Oe2GY/H/RpLMj2z84+zU0M32N7WwO8uyNmzZ3tA4sDzwFldXR2AnhdFk6kYkDyIfZ+eTnde7ql1fB50PBiAdjIK1TQDnQeNB4n/02DOj8HywoULGo/HevXVV+9a/T7xxBN67rnn+v8GLYJQOkMSAKXh60ZTPfazbgPXj+vazinWHeudKrs0fBWBr6fNkDZOqrd+3jZZOtSoalOb8IfHg5m1ux3Pnz+vCxcu3MmmeRClgd+9llKKnn/++cHODbIKA97W1lb/mx5J2pgeeeSRgcPC4b1mzoPVjJIMzsBEQJWGZ8FZnZtOp7p27dpgGQQZAndtULXtuk6vvvrqfTna6PTp03rqqaf6Mhng02lEhsgTtWvqL59lmxj07FG2MJw0v03OH6q8rH+Hpf1SOjoqnmYCs37a8fh+4mwnv0TczHxvb0/b29v6zne+c/cb58GQBn73S7a2tvrDEfwxIG5ubmpzc7MfTAZAsjBJvddSOnr3RdqpSjk8edq2Qj/P9uUi2FySw10XNqLbwcGBxPV6H0WVvVty4sQJnT17ds4LXGOFtd8EPt/LOLie0CBI5wt3m6RnlguenQYnJoIePfg0c9C0MJ1Oe28tveuSehuf28m/9/f39eqrrw4Y5xLI7YFfKeWkpH8o6fskdZL+M0nflPRrkl6Q9B1JP9113cVy2Opf1OGLy7cl/UzXdb//IfF/bMEv5amnntKJEyd6EOTHQGhVxqoq1TGCaC7jIHBKw9X//s81fP42wyDL8HUa5d944w299dZb97jGbl1WVlZ0/PhxPfvss3MM0PelIdvydQKiw/AIfsbFuA2IjMNCTy/bkl7tZKesd7dLzeZqFTaXtJAZPswHjt4BuW3w+5Kk/6frun9YSlmXdEzS35F0oeu6ny+lfEHS413X/Vwp5S9J+us6BL8fkvTFrut+6EPiXxrwo5w8eVJPPvnkHBDS9sOBRnsf1WMul6HhnOBnFVrSHJsg8/N9eqy//vWv97s4HkZ55plndPLkyTm2R7Dhdx42mg4W1zOXvjBuh+OSllTBbcO1cypthW4bOpwkDWx5bD8uf/H322+/ratXr96jWn5g5aODXynlMUn/StInOwQupXxT0o90XffdUsoZSb/Tdd33lFL+p9nvf5zhbpDGUoIfZTQa6cknn9Tjjz8+p5ZRVSLDqwEjgZOeQg8wabjsggyDy2MuXLjwsTrBg/LJT35Sm5ubc2DF+uY6x7zPCYYMj4AoDRdEUz02uKaNLycnsjcDXIId7a42Vbz++uv3rC4fArmtw0xflPSepF8upfwZSV+T9DcknQagvSPp9Oz3JyS9geffnF0bgF8p5WVJL99sCT7ucnBwoPPnz+v8+fOSjjzG9uqSNdjWJB3ta/V/LtFg3PzOgSUdqbl/+Id/OLfw+OMmCeonTpzQyZMn9eijj/b2TgNgsnDXM0GLkt50qraMh9/+nctVcumRJypJA9X24OBAr7/+usbj8e1Uy9LJzYDfqqQfkPTXu6773VLKFyV9gQG6rutulb11XfeKpFekxvxq8sYbh/PHiRMn9NRTTw1UMr6xzKyQg5KyaDBZrEIty5ammnhfcsqJEyf0xBNP6Pjx44NTbhbVdU0IagxfezbX6fl/LlznZ5nb7XblZsDvTUlvdl33u7P//0SH4PduKeUM1N7zs/tvSTqL55+bXWvyEYQD87nnnuvtgpIGbHDRGj4OKOloGcbrr7+ua9eu3YMSPLyyCBRvJI8++mi/YPr06dNz91MlttAsIQ33Avvbv99++21duXLllvLVZF4+FPy6rnunlPJGKeV7uq77pqQflfRvZ5/PSfr52fdvzh75sqS/Vkr5VR06PC7fyN7X5OblzTffnLtm1Xg8HveDzXt4absaj8fLtLbrvglBiS/x3tzc1DPPPKPNzc2B2psmBu62Mdh961vfGkxgTe6M3Ky39/t1uNRlXdJrkn5W0kjSr0v6dyS9rsOlLhdmS13+B0k/psOlLj/bdd3vfUj8Te1tspSysbExWKPX5I5LW+TcpEmTpZSF4DfvrmrSpEmTJZAGfk2aNFlKaeDXpEmTpZQGfk2aNFlKaeDXpEmTpZQGfk2aNFlKaeDXpEmTpZQGfk2aNFlKaeDXpEmTpZQGfk2aNFlKaeDXpEmTpZQGfk2aNFlKaeDXpEmTpZQGfk2aNFlKaeDXpEmTpZQGfk2aNFlKaeDXpEmTpZQGfk2aNFlKaeDXpEmTpZQGfk2aNFlKaeDXpEmTpZQGfk2aNFlKaeDXpEmTpZQPBb9SyveUUv4VPldKKX+zlHKqlPLbpZRvz74fn4UvpZR/UEo5V0r516WUH7j7xWjSpEmTW5MPBb+u677Zdd33d133/ZL+nKRtSb8h6QuSvtJ13UuSvjL7L0k/Luml2edlSb94NzLepEmTJrcjt6r2/qikV7uue13SZyV9aXb9S5J+cvb7s5J+pTuUr0o6Wf7/9u4uxI7yjuP490fiRl0lMVHCmsTGgFi8KBpCm1ARsb4koaQ3IgmCaakI1QtfLiShUPBSEbFiqYpapNT4bg2BYn276kXsJia6GqMRY15Isr5gxF5Z/Xsx/5OMm13NyZ7zzOL8PnDYZ545u7/nzMz5n3lmdllpqCejNTPrkW6L32pgQ7bnRsSBbB8E5mZ7HrC39j37su87JN0gaVjScJdjMDObtOMufpIGgFXA02PXRUQA0U1wRDwUEUsiYkk332dm1gvdnPmtALZGxKFcPtSZzubX0ezfDyyofd/87DMzmzK6KX5rODrlBdgIrM32WuCFWv91edd3KXC4Nj02M5sSVM1Yf+BJ0iCwB1gUEYezbw7wFHAO8BFwTUR8JknA/cByqjvDv4uI772uJ6mrKbOZ2XHaMtGlteMqfv3m4mdmfTJh8fNfeJhZK7n4mVkrufiZWSu5+JlZK7n4mVkrufiZWSu5+JlZK7n4mVkrufiZWSu5+JlZK7n4mVkrufiZWSu5+JlZK7n4mVkrufiZWSu5+JlZK7n4mVkrufiZWSu5+JlZK01vegDpS2Bng/lnAp84v1FNj8H5P878n0y0YqoUv51N/vNyScPOb/afxzc9Bue3L9/TXjNrJRc/M2ulqVL8HnJ+q/Oh+TE4v2X5U+KflpuZlTZVzvzMzIpqvPhJWi5pp6Rdktb1KeNRSaOSRmp9syW9JOn9/HpG9kvSfTmeNyUt7kH+AkmvSXpH0tuSbi45BkknS3pd0vbMvyP7z5W0OXOelDSQ/TNyeVeuXzi5LXBkHNMkvSFpU+l8SbslvSVpm6Th7Ct5DMyS9IykdyXtkLSs4P4/P1935/GFpFsKv/5b89gbkbQhj8mix98xIqKxBzAN+ABYBAwA24EL+pBzCbAYGKn13QWsy/Y64M5srwT+BQhYCmzuQf4QsDjbpwPvAReUGkP+nNOyfRKwOX/uU8Dq7H8A+EO2bwQeyPZq4Mke7YfbgMeBTblcLB/YDZw5pq/kMfAYcH22B4BZJfNr45gGHKT6/bdSx9884EPglNp+/23p4++YcfXjh3axUZYBL9aW1wPr+5S1kO8Wv53AULaHqH7XEOBBYM14z+vhWF4ArmhiDMCpwFbgF1S/VDp97L4AXgSWZXt6Pk+TzJ0PvAJcBmzKN1bJ/N0cW/yKbH9gZr751UT+mMwrgf8Ufv3zgL3A7Nyfm4CrSu7/8R5NT3s7G6VjX/aVMDciDmT7IDC3xJjyFP4iqrOvYmPIKec2YBR4ieqM+/OI+P84GUfyc/1hYM5k8oF7gduBb3J5TuH8AP4taYukG7Kv1PY/F/gY+FtO+x+WNFgwv241sCHbRfIjYj9wN7AHOEC1P7dQdv8fo+niNyVE9RHT99vekk4DngVuiYgvSo4hIr6OiAupzsB+Dvy0X1ljSfo1MBoRW0pljuPiiFgMrABuknRJfWWft/90qssuf42Ii4D/UU0zS+UDkNfUVgFPj13Xz/y8lvgbqg+Bs4FBYHk/srrRdPHbDyyoLc/PvhIOSRoCyK+j/RyTpJOoCt8/IuK5JsYAEBGfA69RTTNmSer8iWM940h+rp8JfDqJ2F8CqyTtBp6gmvr+uWB+5+yDiBgFnqf6ACi1/fcB+yJicy4/Q1UMS+//FcDWiDiUy6XyLwc+jIiPI+Ir4DmqY6LY/h9P08Xvv8B5eddngOqUfGOh7I3A2myvpboO1+m/Lu94LQUO16YGJ0SSgEeAHRFxT+kxSDpL0qxsn0J1vXEHVRG8eoL8zriuBl7NM4MTEhHrI2J+RCyk2sevRsS1pfIlDUo6vdOmuu41QqHtHxEHgb2Szs+uXwHvlMqvWcPRKW8np0T+HmCppFPzvdB5/UX2/4R6fRHxBC6GrqS6+/kB8Mc+ZWygutbwFdWn8O+priG8ArwPvAzMzucK+EuO5y1gSQ/yL6aaUrwJbMvHylJjAH4GvJH5I8Cfsn8R8Dqwi2oqNCP7T87lXbl+UQ/3xaUcvdtbJD9ztufj7c5xVvgYuBAYzn3wT+CMwvmDVGdPM2t9JfPvAN7N4+/vwIwmjr/6w3/hYWat1PS018ysES5+ZtZKLn5m1koufmbWSi5+ZtZKLn5m1koufmbWSi5+ZtZK3wIfThfd+lWNgQAAAABJRU5ErkJggg==\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 360x360 with 1 Axes>" + "<Figure size 432x288 with 2 Axes>" ] }, "metadata": { @@ -888,14 +879,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "1 region \n" + "good size 742.0594213910871 \n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 432x288 with 2 Axes>" + "<Figure size 360x360 with 1 Axes>" ] }, "metadata": { @@ -907,14 +898,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "good size 742.0594213910871 \n" + "2 regions\n" ] }, { "data": { - "image/png": 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jWCz2RTXpIa9ca+C+BW7j17On6Thwdfim2+zaiWDcBK6TwPbr0/C6Ro/IMrXF780UweWHHEbF/BRIJFC6/w1YuVtABiQQkGiMd8ddmwYKN0wgsjEJ0QHaUUCGJAJ1gcSyRPbZIvDsq5DNhrHt4NQk1l8XBIRBA2V/mk5YonpI4uI7ggi87TCC1SNILEkcejwP+cKrkD1t2+JgYCSIgfsUaDsajSIejyOVSiGdTmNqagpTU1M4dOgQJicnEQgEUC6XEQ6HlWklmUxibGxMEUMsFlOz96mpKczNzaHVamFtbQ0bGxuoVquQUiIejyObzeL48eOYnZ1FoVBAoVDA5uYmSqUS0uk0wuGw8iEkEgmMjY0hmUyi0+kgnU4jmUwimUwiGo1ifn4ehUJB+UC4mYgLSm6fNwlqrkXoJiHupKd99G0yF3GNxY9Jyc0kxNtz80no+3n0kykySm/DyZR1UBCcmEDtTTdg5Y0R1KY7XVLQIbpCuzajHUtL1KeAzdtSSL7lbmRfqCN2ZgXt5RXInj8smMlg+d23oDHuvqIg7wvo9tcJS+TTQOGGMUy8/CZM/9mLaPe0cYvRx8gQAxecJHwzmQwmJydx7NgxHD9+HJlMBrFYDIlEAgAQiUTUrLrZbKJeryOXyymzE3DFlBOLxTA1NYVMJoOFhQVcunQJ+XwerVYLsVgM4+PjmJ6eRiAQQKFQQKVSURrM5uYm2u22MnXFYjGkUikEg0FUKhVIKRGNRnHs2DE1lk6ng3K5rBzfTsLWjRxMBMEFqq5t6G2Tr4Ufc/JN6L91/wTvn5OCl1nKREBeoahubZjOHzkIAfnmUzj39mRPaHf6Zu/+2+mahUrXdVC6LoxA4yiim8eQmu8gUuogd2sI1UPbbJvaD0nkXg8Ar8PUF5921EwsRgsjQwx8OxwOI5PJYGZmBtdddx1uvfVWjI2NYXNzs8+P0Gw2Ua1WlfmI/AntdhuJRAJSSpTLZQghEI/HAXSJYnJyElJKZXoKBALK9FOr1dBqtRCNRpX2sb6+rtrpdDrKt5BIJBQJBINBpNNpXH/99Wg0Gmg0Gmi326o9nuegR/Fwf4Eu4E0OZJ4fwfebBLqpXSe7v/530MeiR1M5+StM/XtFILkd264paSghBFpveyMuvj2CTmQHQruvze5XJ9o1B1VnACCAbROOof2N2yXi77wT8Ud/YP0OBwAjQQwcZEaamprCLbfcgptvvhnT09NYWVnB6uqqig4ix22z2VSz+EQioSKE6vW6SoTrdDqoVqtYWlpCtVpFLBZDLBZTfop6vY52u41isaiEPBFGsVhEo9FQ+QkUfURmqFarpRzJRDo33ngj8vk8SqVSXzir01oMnBz0KCU3G7zbTN/Jb6A7rU0C3rTtRg50XNcidPOVbj7S+zLBy4cyaggdOYxz90XQie7hPewGGWiQQWD5HwVx0/PXoXX2/O53YDFQDD0xcMFCpppEIoHZ2VnccMMNmJmZQaVSwebmpnL+kiCmaxqNRl/ROwqB5b9rtRqKxSJKpRISiQRisZg6zkkG6GoV5Lwm7SQajSqTDplw6vW6ymWo1+uIRqOYmJjA5OQkpqensbi4iHK5rMJxnRYh0smB7zOFceragZOg1IlCJwxdWJsEO2+Lf3tFROm/qR+nMFwdXhqG2z17Xb+fKJ86jHZsOMfmhXZEYvOuQ0hZYhh5DD0xAP15BdFoFOPj45idnUUmk0GtVkMul1MJZjS7J2IAoEw2UkqVA0FJaGT+oe16vY5qtaocxQAQj8fVNpEKmakos5mX2CBSIGFHyXVEAOFwGOl0GqlUSjm52+12X8QVv3f65v4Gk22exqfXM3ITttSu18wc6F9XWx8b75/2OZmp6DzdBGQKw+WkYRLqTiTgZA4zbQ8LAokE1k6FzRFCowABFE4GkQ5HrK9hxDH0xECCi8JTk8kkstksjhw5gkwmg3q9jlgshmg0imq1ikqlooQvmXzINBSNRpX5KBwOK3MPJZ0FAgHlpKZopUAggGg0qgQ9EQSZf4isqP96vd6XKEd5F+12W41vfHwc4+PjylleLpeVCUoX6tSOLlyJ0JzMKEQQ/Ftvz6QlOAlMTiBOWoOuJbj5Jfhvk6ag523ofZk0E6f78IpuGhbI206ilh1RUuihlpUI3HQC7Zde3e+hWOwAQ08MQP9CPfF4HGNjY0in04jFYn1CGLjyj9/pdFRiWjQaRSgUQqfTQaPRUP4GHrXDZ+1kRgqFQojH4wgEAsofQERDGgkJ80gkokxNZNKi7GYAShPJ5/MYGxtTyXK5XE4l1pGmYzIpeZmWCE5hnfwYPVOTH8JkhtIFvRM56OYnkx/DpO04FUTk4zE9C50U3MxH+n0MHYTA+qmMOSR1hNAJSSy9LYtDp89brWGEMfTEQGYkcjqPjY1hamoK4XAY5XIZ6+vrWFlZUclkkUikjyyklEroN5tNSCmRSqUghFCOaa6RkHZAJEE+Cu5MDofDiMViAKD213pZpqlUSp0TCoWUZhEMBpVTmvIrpqensb6+jlwuh0qloirHkknJyfThJvS58PSKZPISkFwzod9u5iSTn8Ak7PVx8+Mm57eJHAlOZLBVJ/Z+IzgzjcL12BPH8EAhgOKJDmZfdyPkMy/t92gstomhJwYAfdrCsWPHcOrUKUxMTKgsYr6oDpmKCEQKfMZYKpUAXJmtEvkkk0lEIhGEQqE+n0OlUlEkQiGvZGoKBoOq1hJpG9zOT1FHANT1GxsbSCaTSKfTyGazuHDhgtHW7lW0juAkBE1hrrTfydRiAt0Ld+CbxsXJiAt1LvT5MV2DAa6YjUzRTLwv3RGuw02DGEaU3nwCreTojNcNMgAUbkoj9cx+j8Riu7jaoK1BCPF5IcSKEOIFtm9SCPFtIcTp3vcEO/ZxIcQZIcQrQoj72f67hBDP9459WvicwomenT4SiSCbzeLUqVM4deoUgsEgarUastksjh49imQyqQRyNBpFJBKBlFLZ7kOhkMqSpjBUACp0lcpibGxsKBIg4iBfA/dDEDlQxBL5M4gIyOlMjmopZR/pNJtNJJNJJBIJR4HpZP5wE4b0zYWx20JCJiGvm7Kc2jE5rfn1vCy6W7/6uXofTm2Y7l9v14082LPdl3ebEJyaxOqPhUZfWyAIoB05KDdzbcKTGAD8EYAHtH0fA/CYlPImAI/1fkMIcTuAhwC8rnfNZ4QQNIX/LICHAdzU++htGiGEUMXxKJkNAC5fvgwpJSYnJ5HNZpFIJFTJ7Xg8roiBEsxisZiKNKKSFZQhTeGklUpFhaw2Gg1FNBQiS32QdkLXBQIBJJNJxGIxRSa02hyAvnwJ8n2kUinlI+HrTDjF85ueiy4A+bb+cRLkdI2bAPe61kvQO5GCk/Dna1boRGMakxNBbVE+Ewb2bhNKP34jGpnRdjr3QQKxXNv7PIuhhScxSCm/ByCn7X4QwBd6218A8C62/8tSyrqU8hyAMwDuEULMAchIKb8vuxLvj9k1nqCidLfeeitmZ2extLSElZUV5PN5XLp0Cevr68pH0BvzVYKq3W73mYVIAOmmJ16sD4Aqh0EzewpzpX6AK9VOU6kUxsfHVS0minYiwqDryJfRarVUHgO3zzsRg0nY8X1ehOJ0vUmI8+fjZ7bu1CY/1+TI1rUTTgwm4e+mAfl9TnyfAQN9tw+cttBDdN2W5x5lbNfHcEhKuQQAUsolIcRMb/8RAI+z8xZ6+5q9bX2/J4TolquYmZnBiRMnAABLS0tqVl+r1RAOh5VA4TkJFC0EQDl2eTkKACrHALhCCtFoFJ1OB/V6XUU1URgrX+2NtBkhrkQnxePxPvIIBoNKGJLAozZIWyCYInq40Oe/+TVuz84UZeRlatH75n3pbZn6N4W96uGypvb1fSbtiY5T3oipPa9nwsdoOHdg7zYA1O88ebC0hR5ER+JgeEyuTey289k075Eu+82NCPEwuqq5ChmlaqXlchnValXNHCnqiP7hydHMI4doH5lyKP+Ar9DG+lbXUIQQ+QXK5TIAGKOGarUa1tfXEQ6HlamJC7VIJHKV0CMTEv02PIerjpmErn4NF3rkv3AjB9O1Tm3zcfDoI7dQUf04kbZ+HhfURPKmtmmMgUDgqggo+jblPpgIZgvY8bvN3+sYEkAgiNytUYxsQpvFgcV2ieGyEGKuN6OaA7DS278A4Bg77yiAxd7+o4b9RkgpHwHwCAAkEglJzmSamXNbPUUFUSgpzwPggoLMTAD66h2Rb4Bm8rTiGmkPlKBG5EGzVHIkkzAj7YWWFeUCljuuI5GIWv1tfX1dJeTpazrrUT1uTmjTMZNmoG/r15h+8/Z1p7hpvKZoJH1MJLi5OUgfMz03U/v8GL+W2uSJf5wk/WgU2MN3m7/XGTEpQ3OHUD5y8ObVoi0QyFdgvQyjCz/OZxMeBfDe3vZ7AXyd7X9ICBEVQpxE1xH3ZE81Lwoh3iy6/53vYde4QgihZo9UGTUSiagsZprxc9OGSRCSgKeZJGkE8Xgcc3NzmJ2dVSuyUXmN8fFxFcVECwLpfgxKluOEAEA5rMmURfdBK8ElEglUKhWV9ew0U9eFvi6M9Wfldq1+jZ9ZM/d9cPMXRV8RqdExMtWROY3O07f5Ot5OfhX972iCkx9CJyaTycwBA3u3y3ccGdm6SG4IVQRweW2/h2GxA3hqDEKILwH4SQBZIcQCgF8H8JsAviKEeB+AiwDeDQBSyheFEF8B8BKAFoAPSClp4vB+dCOc4gC+2fv4BpleGo2GWk2N1nPmdYjoXCIDchgDV2b7pB1QTaRYLIZKpaKS1AiJRALpdFqZkMhhTOGoyWQSmUxGjYtIh/wdoVDIWCIjEAioNah5BJTJxOL0LHzOfhXctAS3NnQTnJ4TwjUaIlt+L1xD4OfTc9LJ3CnCSNeA9OdFffB+TCTK9zEz1C378W7XJoMHzukMCaQWZHfZT4uRhScxSCl/zuHQfQ7nfwrApwz7nwLw+i2NrgdenoJm3lRAr1QqKUcx+Q7IAU3Z0rxeUTgcVrPbWq2Gzc1NCCFQLpdRKBT6Zq9EFLlcDuVyWQktmuVmMhmVvQxAtV2v19V5JPSBboTT2NgYWq0WFhYWsLy8jGKxqMbOhZwTnJzQJphmyVyQewlO2uYagRcxcMGs+yB0ciIfAd27yR+im4T4b25WMjntaT+ZlvR7o/6llFfsjF0M5t0+eMoCAi2B6e9voONzwmIxnBj6zGf6Z280GlhbW0Mmk1Ez8ng8rgrXVSoVAP2RPyQQQqGQilwKhUJqTWdKfqvValeRCyWr5XI5rK2todPpKGIin0KpVFJjkFL2hb6S2YvaS6VSan3ofD6PixcvYmVlRa3noAtaJ38Bh24+c4OTSUa33XNfBz9GyXpu4bT6fq974LN8+puSwNbDXU33R4JdJzq9uCAnBZ/mpIEgmu9004SHZ0g7gwQyZ4DOS6f3eyQWO8RIEAMtpLO6uqpi6/lskQQpldemEFIqU0HrJ5BAL5fLShsg3wX1EwwGkUgkkEwmEQqFVN4DmYS4MCsUCmoc5POg2TVFMTWbTVXOIx6Po9lsYm1tDcvLy0oT4WGXTrN803MxEYh+nckJqz9bTgD8N90n1wZ0J7lf8L65kKa+2Oy9byU7033yNnnyoP6sTPucnsV+IHkuD9GZgAx6nzsKCDQFDv3dCtod63YedQw9MZDg5pnIVL66UCiozGOKTqLaSBRpxJPY6vW6Wq+ZSIAEEq2rQBnOAFAsFlGpVBS5kIAEoHwXlUpFOZ7JMU2JbdRmOp1GOp1GNBpFpVLB8vIyVlZWUCgU+u5rq7PZrfgXdALhJMAFvhsZeDmHuVnJZArS+6T2qB+ucekzfv0eTP4Yeo768xkmLYFDnptHdH0KteldWmJzPyGBsdNA+8z5/R6JxS5g6IlBSolisagctaIXCVSpVFTCGf3j8+JzVB4jmUxCCKGiYoCurZ8EHpmZaL0FiiKqVCoolUqo1WqKMIQQyn9AGkmr1UIikVDhrNFoVGksVJ5jcnIS4+PjiEQiuHTpEhYWFpDL5RSJAVfP7k3PQTfxOM2kOUznmMiARxfpwpuPxykDmQtq3Zykj53342aa4uRNWoR+b6b75D4Hbl7Sn8F+o1OpYPaJOi78dOSwkxIAACAASURBVBhyxIkhWBM49J1LaFlt4UBg6ImBTDarq6s4f/48MpkMjhw5giNHjiAWi6FYLCoBq5ez4PWMaHlPEuJUCC8QCCAWiylzUzKZRDAYRKPRUMlq5KfQI2sajYbaz0M1iVxogaCxsTFMTk5idXUV586dw+LiIgqFgsp6NpWk4P0QTA5iE7wIQze3UDQRjyoyEYJerkLfdtIQOAmQsCeTHM8k5wltvHAhka6uEfB74c5sXVMwmdRMz2I/EP6HF5C+/S4Urh9drUF0gMP/0ELr/MX9HorFLmHoiUHKbmbz5uYmlpaWkE6nIYTADTfcgKNHj6Jer2NjYwPBYFA5oKkaKw8LpVIXJKzJAU1CnQs4MgNxAcMjcriPgwQXCbVarYZKpYJQKKRWaZuYmECn08HZs2dx5swZrKysKHMW13D4R0/Sc7KL65E4Ts+Qz9x1PwNFHJl8CHrNJNoOh8MqyY+0JH1WT2HERMyktZGWx++PZ6dzYuC+H04+ToX1+P06ZUYPk4lJ1us4/I1FlB+eQzu6/1rMliGB8ZcFYt957iAGWV0Bf1eGQNvcaww9MQBd30C5XMbGxgYWFxcRCHSrmd555504evQo5ufn0el0sL6+jmKxiFarpcpwU34CmXeAKyYnCmGlhLZAIKDCXCnaiYQREQUJQaq3FAgE+motAegTVJFIBMViERcuXMAPf/hDLCwsqDHSGCic1kQIwNUZxwQefaN/mwhEt/NzLUEnBRo/HxuZ3eLxOJLJpKoQG4/HldbFr6dgADIFlstl1Ov1vuQ2ThL0jHUiI82CzuMEyqOYdIIwEZD+TIYBrXMXMPXcLFbv6gYpjQpEB8icFpj5s5fQ7v0PHQQEkknghmNYu2sCuTskYseKyCS6wSrtTgCrl8cw/nQEc99ZQfvV1w4kUYwEMbTbbVQqFWxubiqTTyaTwetf/3qkUikkk0klnEqlEsrlsppx1mo11Ot1Zd6hAntECjSLJSFOEVA8t4Bmx7RNQos0DgpJJbMRaSfxeBz1eh0vv/wynnnmGVy8eBH5fL7PhEQah1P1Ui97PT+mw41cSEvQNQUStKQVcEJIJBJIpVKYmprCzMwMxsfH1TF6vrxkCD3P1dVVzM/PqygsMrnV6/W+aC+dHAD0aRB0T1TDin/4MyRNg3/z57DdyKo9g5QY/+ozCDTvwOV7ApBBOdxmJdklhekfAuNf/a9o1w5AJVUhELz9Zpx+zyR+9p88gV+Y+jxuDEcRFuaQsfb9Hfzdr4Tx8F/+Im79rXm0Fi4NeMB7i6EnBvpHp4V0AKhon1gshosXu3ZN7shtNpvKnENmCKqnRN9URoNMHSRUeLE7Op+EHOVCUN4DnyEHg0GkUimMjY2p6qzr6+s4ffo0XnzxRczPz6NUKvU5m3XTkVNkkpszmgtA0zlO0Uj6h67npECfWCyGTCaDQ4cO4ciRIzh06JDKJyEBz/uJRqNIJpNqIaLp6WkkEglcunQJq6urao3rarWqssOpFDppYNzXoWtDPAubSEH3J+iOcPJp8HOGCZ1aDak/fwqJpTfg0k8kUJ8aTp+D6ACRzQAO/381hP7+OXR62vIoI3DHbfjR+9P4w7d/DvfFyXmecL0mKAK4L97Gq+/+DH7rvlvwJ//P23HsS2fRWlre+wEPAGKoZk4GhMNhmUwmVVkLMmOk02lMTk5ienoa2WwW2WwWkUgElUoF+XwexV5KfiwWU4KahHk0GlWCg4rfcTs2gD5HLNAVJpRFTWRCkU+kTYyNjSEWi2F9fR1LS0u4dOkS5ufnsbKyorQY7lPgiXemKB+CHtGjawzc1k6/CZzkuOlIr3XEfSakAZAGND09jdnZWRw7dgwzMzMqKmxtbQ2FQqEvMoueIxEKLZBEvqDFxUXlY6nVaqhWq+pDfgjui9DNZyYC4H8HngPhFo5Lv3ua4cBFcEZMynuFMcEawUwGlbfcgqUfD6EVHxLtQQKhssCR/9xA7MnTaPcmaaOM0JHDeO3hE/j0//gHeEei6X2BC5qyjUfyJ/Dpr/4Mbvy/L+67BvGEfAwFmdv2mzMSxDA+Pt43qyQzDRWwm5qawvHjx3H06FGVRLa5ualmpNFoVPkExsfHMTMzAyklNjc3USqVVNgrd4ySoKbflPRGzvBaraZWgyNCicViyOfzeO6553DhwgVsbGyozGZOCrxiq+5XcLKJ66YVvs/tOm5+4vfIt2kmzZ3KsVgM09PTuOmmm3DixAmk02k1u6dxrK2tIZ/PIxqNIpVKqcgsmsknEglIKRU5EKGsr68jn88rvwOFIpPZj5ODySGuEwU9UxM5mMiA+1SGkRgIwdtvxoUHs/uf59Ajhev/0wY6z/1oHweyOxChEJb/xT143y/9Ff7X8bOO5qLtoC07+Dfrt+Frv/s2TH3xachmY9fa3gp2SgxDb0oCoEw2UkpVwoL8A2SvphnwiRMnMD09jYmJCWxsbKBUKgEAkskkWq0WIpEI0um0ciDn83nlRKb8Bh6imkwmMT4+jtnZWYTDYSwuLqJarSKRSCCTySCTySCZTKJWq2F5eRk/+tGPcPbsWaysrCjzFo+S4TZxbkICnBO5CE6ZvKZzdXDTk/4B+v0d4XAYY2NjuPHGG3HHHXeoMh6rq6sqwisejwOAEvrhcFglHhIZdDod9beRsrtGRjabxfT0NKrVKlZWVrC2tob19XWsra2hVCohGAz2JS3q/g9d2NM2/c0AqJImJu2C/Eb0TIYZ7ZdexXWX15C/72asnRJoJfZBe5BApBDAdV/PHwhSAICVX3wTvvXRf4eZYBLA7qadB0UAv5p9BQ9/8od4049/CLf/6jxay5d3tY9BYOiJgf6pdXIgpyXZuKvVKvL5PNbW1nD06FHMzs4qrQKAMjNVq1Wsra0hmUyiVCopu388Hu+LxydBw9eHzufzWF5eRqFQwOTkJOLxONLpNAKBAJaWlvDMM8/g7NmzWF1dvSp5zSkk1cl8RNcB/dFIppBVpxh92kfgM2fdVMbHF4vFMDMzg5MnT2JsbAy5XE6Zf4iMqaQI+VzIHMSd19yX02g0sLm5qbS28fFxxONxTE1NYWVlBZFIBJcvX+4jKJPWoBMDP86XSAWg+qZnrCe58aiuYUV7PYfUVx7H+N/PYuOtJ7D+hh5BAHtOEqINZF4TmHv0PFqXHJdPGSmE5mbxng9+s0cKe4dsMIkz9z+CB6//aQR/8Xq0T5/d0/52G0NPDPqMFoByGlPIIxEF+ReWlpZw6NAhTE1NKVs3Jau1220Ui0WEw2Fl547FYohEIn3OafrU63Wsra0hl8uhWCxic3NTjaHVamFpaQkXLlzAiy++iEuXLiGfzyvTFJ2nE4OXT0G/dz4eOtcUi6+TB2+XbztFIVHUVTKZVIsJlUol5PN5VU+KBCwJffLJ8AJ7pCmQg52ENpH3xsaG8hFNTU0hGo0C6JqyyDlNfy/6O+sZ0tw0RufQpIGTIdcc9OgkPVlumNFaWkb6Py5j/O9m0LzpMCpzUeRvCKI23dn9EFcJBBsCh/++hdi3nkVrn8whe4GlB0/i/eN/CUAvqLv7CIoA/t+bv4kPf/luPPurdyPy7f8KjEhm+NATA9CfsET1iIgcSOiQgKD6Rfl8HolEQvkBksmksp1TaCORBi0dKoRAtVpVM0tynlKtpmAwiKmpKSVEFxcXsbCwgNdeew3Ly8sqaY4LZZ44x5PEnKKQ3CKQ+HH+bWrDLXxVd+jyMZKpbWJiQuUhUGIgd6CTLZ/b7PWwUgDKuU77qdYVmQInJiZUPaljx44hkUioqrNkHuQhrHzWTwRUq9XUhyYLRExETjo56G2NCtqXVxC4vIIUgEwigdIDb8DyvQF0wrtgZpKAaAtkXgNm/3YF7dNnh97cthUEkknc/POvICr2nhQ4fnfuKbz8+9/DO7/1IdzySBXi5XPo9NZ4GVaMDDEAVwubYDDYF4tPGgGRBAk1Wieaopso9JSEDZlP5ubm+uLqAShHM883yOfzWFlZwaVLl7C8vIzNzU2V9wBcXU/IpC24OZi9/hlN57mZopx+8+tojPF4XEV60XPlVWMpsovuhRzGPGyX3y+PEGq32yoirNVqYX19HbVaDYlEQhFvNptVpU7Iac8nBNwMVq/XlTmQO7GJHChnhcblFNI6quhUKkh87Unc+NqtWL17HKXrgGbKJ0FIQEgAHQHRBkI1gcSixMyTecgXXkX7AISh6ij+1Ovxp8d/B16hqHuB2yIJnPuZP8Cr95fxJ5v34GvnTqF0KYPwRgCB5pU/WLgIJFY6mPovy2idPT/wcRKGnhhIqJDJQv9H12PfecQJgWazrVYLlUpFaQI0q4xGo8ruXS6XUSqVIGV3oZ719XXkcjnVbq1Ww8bGBjY2NlTkE1+hzaQp8JwFP5qClx+BvvVZvx97uYksaEyUxEaJa6VSSc3WyYnP6xbxsXY6HfC1uekY3T/3aQQCAWX6oxk/Ldk6Pj6ObDariJuEO2l9zWZTRXuRZkh/CyKPcrms3gcKc+bvjJv5buQgJTrPvoypZ4GZ6WkUfuJ65G4LohPq+gjaCYlOEAg0u4XuRAcIl4H0xTbSp/MIFKtArY5OqYxOqXSgF9i59M42JoKDJwWOm8NJfHL6RXxy+kXHc5qyjW9W0vjw3/w8bnlkf5z+Q08MQH/VVN1uTsKXwG3PuumEVnAjTSIajapzisUizpw5ozQEMlOQw5oLGp6xy7UEvX4PD0V10xZ05zKHm9OZ9nOfgtO1ej96G9yUxJ8L3XMoFEIqlVLrTFDYKvXLQ13586e/HWlm9NxbrZbyZ8Tj8b4w4XQ6jenpabUwEhE9DyQQQiCVSiGbzaJUKmFtba2v1DplWHNy4ERFSYEHghx6aK+uIvlnq0gnEkAwCLTbCIxlIFMJYLMIWS5DttuQzRbQaaMDYPSMaduDCIXwYzde2O9h+EJYBPGzyQp+9p//Pv7qgRg++Rv/Mya+8PhAS2+MBDG4CTT+T86jYciUQNdzGziZmcg0RFnKAPpMJnwtafpwRygnAW420gnC5Gw23ZtJkBNM9nBTW6bjbqGqfPZMgpuc8fxZjo+PY2pqSjnXeWkRAMqkR74fCgHmDmgyQYXDYRXqOzExgUQiofwzQLfkeS6XQzqdRiwWgxDdcuf5fF4dB4BMJoNEIoF6vY5sNouxsTGkUimVVEjrXRBR6VrmKPoY/KDTez769rWMwNQk/rtDT+/3MLaMn07UcOwTv4Ofm/sVHP/0swPzTYwUMZC92WSqMNmPeTgjF+x8Jq87I/nHZJ7iM2Qu6HXBz3MTtkIKbn4Gvo/GoZug3J6hU40gHvmVSqVUCC6f8VNtKVp7m6DnBhDpSinVqnYmsxMA1Sbll9D1xWIRxWJRaS8UqsxXxEskEpiYmEAymUQ+n1dkQ8unksmLyIFX0OV/G4trA43bj+L+xNcA7G2Y6l7gVCSGJz7w7/HmN70P1/3yxkBCh4eeGEiQ8H9inQQ4OZCw4dm9ZKumWSOPDNIFNY/zN9UR4mYXnaT03zwShv82+QncHM5Ox3RTiJs5ya1tOofMRalUqo/cqNZUuVxW5ibyz1A5EHrOJIDpvrk2R0RTY0XXGo0GqtWq+rvRPZDvgbLbpZTKJ0H5KaRlVKtVRKNRjI2NKU2EVuHjAQl6+Q+Lawfrt8UwEYh7nzikSAViePbeL+IdX3gXov/9JNrruT3tb+iJAbg6tNDkPHQz2/CaOyZHMfVB37rpSncem8pjm4iL96P34dQXv07XEPjM28lB7UYUXg5XXruJP+9wOIxOp6OIgY5RkT3qi0dmAVdXj+W+Hvq78DpVdA1VdeXZz7yiKuWiUIkU8jlUKhXE43HcfvvtSKfTKBQK2NzcVM5taodyG6zGcO2gMd7NKxhlBEUA37jtz3HPez6E2d/5L3va10gQA3dg0rZpZk6/eQQTFy7cnGKKi+f2eN1XQMLNKzHNLYRUJwI+hq0IKb8ahL7tFSYLQPlg+Dc3q9Gsn64h8xwvJc7/RvTsyKRENn/qKxAI9EUrcW2Dayp0DUWLBYNB1Go1pFIphMNhlMtl5HI51UY6ncahQ4cwMTHR52swrS9tYTEqiIow3vI//BDnP5fZ00KGI0UMwJX1fElAmez33AdAgooLYbcZOzcb6c5KTgZeM04vk46JJEzXubVh6os7lE373EiN2jJFdvGSEyS89QQ0mu2TFsE1BQBqxk9aG/cfEOkQiRDhcIc/jYNHglG7ZMJqtVpYW1tTYa+HDx9WmduUWMcd41ZruDagyogcAPzW3Pdw9y9/GMf+9ff3LFJp6IlB1xLcZvgmTYKEoR6Nw9s3bXsRAe/HyQHsZqbSSzw4EYnJH2GCkwaln+OURyGE6LPn8ygibvsXQvStq00CnZ4ZTxoj3w43PfESFUQcfKEeOpdCWnnYa6PRgJRXwl4pk51CZGmRJCKbTCaDG264AeVyGcVisa+KLi+xbnHAIQSir9/c71HsGhKBCP7oF/4D/tXf/gLE95/dkz6GnhgIJoHuZOMncIHu5OR1su87tWe6jsZmmqnr55hMSbx93hZvw23cdJ2XBqMLcE5OQggVqsrNLaQpUBltIoxIJKI0CHJAA/0rrpH5h/wWtEZ0OBzuc+7zTGkaHwl4ykHgy6/yNSOIaHgioZQS+Xwe5XIZ6XQaR44cwcWLF7G5udnnhLbEcG0gEI3ibcdO7/cwdhX3RMN47d1x3Pj9vWl/JImBCzPSBnS7tmlGzL9N7evnOp3jR+PgmoCTCct0Hd/HiYL2eZVxcNNAvEiGrtFLUdAMmwoN6r6ZcDisSplXKhWVAMirt4ZCIaTTaQSDQVQqlasWQQKuCH0S7kQu3IdBpAD0504kk0mUy2XUajVkMhnli4hEIkgkEn3kZdIcLQ4wwmEcj67s9yh2HeGje5fTMBLEQP/A3Nfg5MA1EYWXHdmPkOBjcIObSYiu9aM16CYqfr7JbGTSVNxMSvxcTly8hDWBzD0kaMlOz/8WtNpbJBJBPp9X98qT3bjPgWckU1QRRRlRKCwAVTmXNBO+ih6FuVJGNDmfKSmO+qMiiPz5WlK4diAbDVysTwIYrdLXXmhd3LucDM/4LSHE54UQK0KIF9i+TwghLgkhnul93smOfVwIcUYI8YoQ4n62/y4hxPO9Y58WW/D68dwCvuIYHeNmCaePbsrhApG3bUpo09vR2/Tqy+T8dtIidN8DF/I6KZpgIhyT34P/Jl8AzfKpTDlfNY+IgUf3kPAVQqi6RWTyoZk/mWtqtZpasY00Ej4eIgq+vgYPMwWgVoqj1eQ6nQ4qlQpWV1extLSkKrKSthOPx1EqlbC4uKiypflzomVJ9/Pdtth7yEYD/7B0/X4PY1ex0CrhxF/tXTl0PxrDHwH4PQB/rO3/HSnlb/EdQojbATwE4HUADgP4jhDiZillG8BnATwM4HEA3wDwAIBv+hmkm+mD+xD4LJubJ9y0Bpq96mGwPDvWyfSjC3A3DcXJv6CP149M0aNy+P07+Ua4D0B/bkQMm5ubWF9fRzabRSaTQafTUWXIKZOY2qDfFP3VarXUQjxcs+P2f8qIpuv4c5PySo4Jz5WgcfO1H7gznIfUAl3yINNWNBrFwsICNjY2+jQguudoNKo0Gg0De7ctBgApIf9iCqU7a0gFYvs9ml3BZ9b/McJPvrJnta48NQYp5fcA+E2zexDAl6WUdSnlOQBnANwjhJgDkJFSfl92JcMfA3jXVgbqNOM3zc719QFMM36KTuFlL3RtQddSTO1RO7rWYdIcCG5ajdv90n5+jr7PDZwQdHIgwX7u3DlcunQJrVYLmUwG4+PjainSRCLRt1iSYFFEnU43o7lcLqsKtbQ+AjfD8WdFYa7c38CrsNL55OuQsrveNl+nm4fVUlG+mZkZHDlyBKlUCvV6XRGS/ryoDIdP7Nm7bbH3mP7TZ/HmJ9+338PYNfz1/G17WgdrJ6mAHxRCPNczNU309h0BMM/OWejtO9Lb1vf7gpOQ1M8xmXP0fVyYcGIwCXwn85DXOTqJcEFnIgEaP79Xvo/fH9/n5M8wPTsOHgXEBXy1WsXly5dx9uxZLC8vIxgMqiVMqR3dnNVsNvtMRGRyIlMQOY7JVEVlLLg5iY+JxkNrZpC20+l0lFMbuKIZEGnRokvj4+M4fvw44vE4lpaWsLa2ZlwBzgMDe7ctBoNOpYLrPlLCb6zdut9D2RWUXpzcsxwGYPvE8FkANwC4E8ASgN/u7TfZQaTLfiOEEA8LIZ4SQjzlNYv2Y9cnmPwJJju/k/Dn13hpBrTNz+cmDzqn74EY7lU/biIVfq3TcfZs+4iBR3C1Wi0Ui0UsLS1hfn4exWIRiURCLb9JZhciEr5gTrVaVf4H3j8Jbm7K0o/p4+PHeYkOKa/kMCSTSbWuBtVOSqVSGBsbQywWQy6Xw8WLF5UfwelvbcCevdv8vW6ibjrFYg/ROncBf/1//gTONUv7PZQdoSnbmHxxb4MntkUMUsrLUsq2lLID4A8A3NM7tADgGDv1KIDF3v6jhv1O7T8ipbxbSnm3k8PVzdRimplzE5JJqLs5m00mJKeZvz4GJ0HkNrs3EYzXuU5EwkGkoH/oGXc63SSyzc1NLC4uYn5+Hpubm2p9ZgoTpeggMkHxAnkkvPWFiSghjTKjeaIbHys9OyrrTUX9KBpJCHGV+Y77I5rNJlZXV9Xa0dVq9arQWXoWJuzlu83f6zCixv4t9hbJrz6F+x79CNpydEuuX2xVMf5ycU/72BYx9OyqhH8GgKI6HgXwkBAiKoQ4CeAmAE9KKZcAFIUQb+5FbLwHwNe32q+TcDUJRt2k42Ya0u3afFart+8kuE3ai0lr2YowdyMITpheHw6uMejkQIK+UqlgfX0dFy9exIULF1Cr1TA9PY1Dhw4hmUyqdrgZhy/UQ4Kf5xvwXAQ6TuYh0kRorBTaGo1GMTExgYmJCUUM/Dq6lkxFVBpjc3MTlUpFmax0jcEtSGC/3m2LAaHTxm2fOo9/uXz3fo9k2/hc7h9DvHpxT/vwjEoSQnwJwE8CyAohFgD8OoCfFELcia7KfB7ALwGAlPJFIcRXALwEoAXgA7IbtQEA70c3wimObsTGrkRtOJlN+D+9aebv1haPbtKPOZEQXecWAWUas0lw82P6WKhvPSKJ7pNHIHHy4FFCfA0FngXNQ1dLpRJWVlaQyWQQj8cxNzeHiYkJxONxrK6uqjBWchBT9VM+fspcJr8DgfIaKGcBuBI9RmstUARStVoFgL5lWClJju6B7pHWrG632yiVSqhUKqpUtynyrFAoUETSLcP4blvsDVrLl/H4b96Li7/9PRwPpfZ7OFvGl568FzcXf7CnfXgSg5Ty5wy7P+dy/qcAfMqw/ykAr9/S6OBsa3cyQ/DZL4+a0WfxTn3x9nUhr8/E9VBWk1DW2zXt4zNlt7Hp5hY9C5ruX38++jNzMinxZ0Qrpi0uLiIQCKBYLOLo0aOYnZ1FNBrFxsZG39rKfG1nvhJcNBpVDmfSzur1ujqfIoNMZbml7GYv0zHSOEgzIK2Fzmu1WkgkEhBCoFQqqTW5ydFNz4Dud2xsDLlcDs1mM8we1cDebYv9Q/prT+Ptd3wUf/eef4e5ESKHlXYZ1/3F3vczEpnPgHn27DS75jNofty0re8zCVX9uC7oOTE4Xadfqx83kYypD6f74FqE231Su07EQAKUm5SA7sydchqy2awKYyVbP+UUkPkGAOLxuFowB7hSaoMilACoaKJYLIZgMNiXQBeNRpFIJPoc+OVyuS+CCYA6TtcGAgG1FgNVVOV+CFPJFItrC7LVwslP/ADvXPyX+MOP/i7uim4pdHnf8PFL9yP+vZf2fK3ukSEGHbr5xmk2Tuc4mX/chCcd9xLu+jE+HtO3E/nQcbdjTqTGtQF+vzRDNpmVyJbPnxP3t9BaCBQ5REK30Wggm80inU5DSolisaiO0XVSyr4yFHxMJMRJWKdSKRw+fFitKb2ysoJGo6GK5AFQ39wcRE5oAKrSar1eV9nQhUIB9Xq9j7xMK/dZXJuQrRZmPvt9/FLjQ/j9X/sPQ08ObdnBE39xCkfKe7tIDzACxMAFng6n2Tdtu5GGU1smUthKGyT4nKKp9PGZ7k3Xirj5Sj/HpGG4ERm/F+6INt0DmZRKpVLfdeSDmJ6eRiKRUGtAl0olFAoFVKtVCCGUMOdrP1PpbK6phEIhjI2NIZvNAgDy+bzar2dLk4ZB2dYAkMlkMDc3h5mZGQQCAeRyOeRyOWXCIqLjDnc/viCLawBSYupzj+NXLn8QP/N/PYaPTr623yNyxMVWBUf+dm+jkQhDTwwEr5k04Ow0dog+6bvW1J7Tb5NGYDL9+HFCc3+IVz8mM5rej05MTu3q3zTbJwEOXMlUJgcwaRPNZlPN7LPZLGZnZzE5Odnn1BZCYGxsTLVB5bzJrEOEREX5Ll++jGKxiGKxiEqlgmg0qnxErVYLkUgE8XhcEQM5v1OpFE6cOIG5uTkIIXD58mUsLCwgl8upBDvyWfBoLEsKFgpSIvaXT+K7P7oDv//J/wbffsvv4WR4+PwOH1/4WQReeG3PzUjACBADF3wmYes003fzR/jp021Gr0M/z0kQm6KhuODnPgK9T6+29WOm56Y75gGzw5ublIgIaPwkqEmTIC1henoayWRSCWsAfeWzKdqo1WqpYnlUOC8QCGB1dVX5EfiKbDSz5zWT2u228h2MjY1hbGwM+XweuVwO586dw/PPP4/Lly/35S9QaK2uNVhYENqnz+LG94Twv/yT/w3ND6/jq6/7ImaCe1fBdCt4tJzA2r86gWDlhwPpb+iJgcMkBP3a6nVBqbdjatdpJm8y1+gCV9/vNQ79ej8mIjdScBuDLhT11ep0Uxg5jGmb8hLi8TgajYaqXzQ+Po5UKqXWbaC2pexGGoXDYYyPj6PZbKJYLKrqqUQWNLMnJzSV0KYy2+THAK5U1QW6DSNrUwAAEAdJREFUJqylpSWsrKzgwoULmJ+fR6lUUrWY+L3pPhcLCw7ZaiHy1z9A9LtRvOtdH8EbPvIsfvvwd/e1+F6l08D/8Xv/ArPf3XvfAmFkiMEkML3s5zq4rd6JNEx9+oEugP2aqtzO9+pfj8s3mbdMPhMnjcgUagtcifqhRDLSIqgmUqVSUQX0eIYyFb+jNROSySTS6TQSiQTC4TBqtRpqtZoKbyWNihLjgsGg0j6azaZKbgsEAko7aTabWF9fx+LiIi5duqTKYPDyHHr0lYWFF2S9jvR/fBzz35rAA/d9COu3B1Gba2H2xDreOvsaTiXm8bb4hYGEut77g/8JRz///EBMSISRIQbAOQ/AZPMn6DN//TyT4DYJVH0cbv4AP+Yufp1TP273ZWrb6550YuD969fzZyCEuKoEBc30KfS0VquhWCwqUqAsZXIYJ5NJjI2NodFoIJVKIR6PY2xsDBMT3Rp1dB0VNgSulOYWQiifA5FTKBRSpEEmrVwuh83Nzb7Kq9QO1Wuy5GCxFbQ3NpD8syegDEpC4LloDM+n34jP3fEurH2wgu/c9Yd7ZnJ6rlHD0V/voFMcjNOZMDLEsBUnsZc5Z6d96TNu0wzdz3j99ulGRNSnm3mMzudt6WM23QM3vwC4KpSV2iFTELff84V6aMlPWoM5lUohk8kgk8kglUopvwGFp9J15EuQUiKRSCAWiyESiaDRaCgi4aU2ms1mXxl10haoPV7Mz+vvYWFhhJTo1GpArYbwd1Zx+D9H8OC7P4K3fvRx/MbM0wiL3V1H/Dul2yEuLu1qm34wEsTgRACAvwVu3JzWTr95+34EupNJyMtk5eRMJnu+1/h4u6Zz9AglnmHMx2La1vdxgiC/AS9JQdnI5CcgIU8z93a7jVqthkqlojKTI5GIWo+ZiIEK7VGSnZQS8XhcLb5DpiZa96FYLGJtbQ3FYlHlLVCfRAw0Fq45OZVGsbDwC9lsIPOnj+OFvz2EN77nl3HkgQv46UMv4HB4A3dGF3E8FEcAAkFxtZbalh3UZQthEewjlLbs4NVmDf92+X689JnXY3zz+4O8JQCAGPZZkxBCuglT3exDx0379evdTDx8v5Mfw89Y9Jm6aYbP4WTnd7o33YnMBTU/nxyupoxnfXU33pdecpxm5ZQhTSYjPgbSHPhMnaqr0m/6kNmJhH0oFFLnkWZCpiVa2pOyqQuFAvL5PAqFAnK5HIrFoloXQkqpwmGpaB+/T7q3jY0NtFqtgXuiM2JS3ivuG3S3FnsMEQohkEgA0Sg6x2eQvzmNTligOi1QvKmFYLqJdj2I4HoYY2eA1GIbtfEgVu/tYOK6DVRqUQSfTuPo3+QhXn6tq51sA0/Ix1CQuW2/1yOhMQDODlV+bKtwm93r7Zpm5X60gp06n91m9qZ7cTNl0X7Tx4nUiEz08ZrWOOA1k2jsFMVE23qhPeqb9vN1ooEruRQUvkpaRafTUc5rWouaCvZxUiCS4YTJCc/CYjchWy20C4Xuj9VVZJ7ubo4DmHO4JgZg/ItaO73PfmFkiGE70P0AuqPVzXzE29D38f1O/Xm166cNfdZvulbXHkymKRNZcFLQo5s4nAr78edH31zY6v2S1qGHivJS5bpjmK7TfSK8PV2jAa5oHUQKJv+KJQYLC2ccWGJwm+FvBSZha/rtZrryAyftQ9/H+6Nt+m3KeDaNiT8bTgpOJipuitKPkb+BriUBrSfr0TF+PRfQOqHo98e39b8pEYMQom9NCNIUTITgttCShcW1jpEiBrdZs9esmp/n1babGcYJbkLYq28+BpNw9jJHuY2VC22T9sCPm8I49bGYTEHcHMQFMF/nwXQvPOzVVBZb1x50AvYiBa4ZmvwllhQsLMwYGWJwm427mVyc9rsJ/604o03Xugly3YfgBCcthbfv53qT1mTyYwDoq3NkugcnrYicveRI5vfqZFqSUipS4GWx6Vy92B3/6DN/IYQyHdEa0fwedHLQty0sLPoxMsRgsp07ned2TP82+SD8+Ap2Q6DoAl4fn5cZyGmsbj4BL4e2U7t827TuA0UOcbMTF8g6MfCCek7kQZoAP6b7G/iSohR5pJ9n8klYWFg4Y2SIgeAkrIDt+RB0QjDtd9vn1q4+Ti8TlU44TiYwJ+HtRZ5O/gOn+zf5TngbRBCRSARCCBURZLo3XUhzMqAoJN2PofsU6Jsn0hExUOgr0L+Uq5umYLUFCwszRo4YAH++BT+ksZWZv8kUZJrZb0fY6OYhXfD7JRSTUHXTgvTZt34vXvekm3wCgUCfJmDqh771CqcmP4g+8ydwYtBXczP5FEymI27msrCw6MdIEYPbzHkvYBK2W+nPj3bhNIt3G4vTMS8NQp+BO5EQb4PP7E3JdyTIyYzDHbxcM+B9cnOTk/biRHL69bpZS486MmkPpmdjYWFxBSNFDLv9z7xb7Tn5BNxm2iYBpWsOThoRP19vw82PQtCdzDopOJELjzDSI4aoPb4Ggz7b9/JtmIhBH4dJs+DjI1IyaQw6MVhysLAwY6SIYa9gsuv7OWe7gkUX3n6d3iZ/iEm4c+imGqd70gUvv14/j4ehms7hfgOn/vT7NpGSG/TnoJORPmY9AskSg4WFMw4sMXgJ2a204wSTcPLq023W7NS3k0AzEYFJAzFpAE7XOc3aufAmjYP3oZvdTHAS/LqmRP25+TtMs38nn4ITWVhisLAw48ASA+AdtbOTdgF/iXN+rjcd43AS0G7n6Pv1drlZyI1cTKudmbQIGpNeQsMvYfjZ56YN6ITg5nQ2PQ8LC4srGFli8GPO0WefOzUB6XBqx800ZXL4+u3LZJPf6hidzEncFMWJi3IJTM/PZL4yOZv5eboD280MZiIf3ZxmIgI6ZjItWUKwsPDGyBLDTv7BtzrD99vfdtp1608XxHp4pX6ObpIxjYWEsynD2W1WTdqAXubCpB2YyIg+ZIZy65fvN5mCOIHxj64ZOJmRLCws3DGyxOAHfmb0bse2qmG4mYic+nab+ZvIwW+fbgSh1y8yXevWHw8X1aOZTLkB/LjuuNb71DUXp2Q0XQvQicGkRXhpJRYWFl0caGLg2I4A4ALNySSzlXa3Ktz1414koo/L5Hw2jYXfo2kmT9AJxWmZTNOz4gLbKdzUpAHopildK3EzHfkhOAsLi6vhuSq6EOKYEOK7QoiXhRAvCiE+1Ns/KYT4thDidO97gl3zcSHEGSHEK0KI+9n+u4QQz/eOfVqMwH+mk3DxEjrbJSK3fVt9XF5j0Gfc+rbTMSfh6yTUeVt8Jm/KM+AVV3mBPf06U1+mY6Znx0mqd+yafLctLJzgSQwAWgA+IqW8DcCbAXxACHE7gI8BeExKeROAx3q/0Tv2EIDXAXgAwGeEUAuafhbAwwBu6n0e2MV7GTroQhPwFu5b1UCczCymMRC8ZupObTpF/3hlGvutXWTKmuZjcWrfRFB+n1XvmH23LSwYPIlBSrkkpfxhb7sI4GUARwA8COALvdO+AOBdve0HAXxZSlmXUp4DcAbAPUKIOQAZKeX3Zfe/84/ZNQcafklBP9/vfjrmNPP3c8xUR8irLU4G+sxez0I2kZUTGTi1pz8HN4Jw6o9D0yLsu21h0cOWfAxCiBMAfgzAEwAOSSmXgC55CCFmeqcdAfA4u2yht6/Z29b3XzPYijZggpOvwI/fgQQjOYBN4zEJVz3clL7JV8AFrmkcPExVd3brM3wpZd860nq/pvtzWlPBaZ/ug2HjPAH7bltYANgCMQghUgD+HMCHpZQFl9mv6YB02W/q62F01fJrAk7RMtsxO/nZZ1oUx6RVmJy8tE3XOIW88vZNwp07n3VNRdcOdGLj5GSq4ur2DHRy6I1lIO82f69jSDj1YWGx7/BFDEKIMLr/OH8ipfxqb/dlIcRcb0Y1B2Clt38BwDF2+VEAi739Rw37r4KU8hEAj/T6vubiCU0RQvwY4J8U/Jxjivyhb5M/goelci1A1zR4W7q2oEclmcxAvA03DcDJhOT1DBipDeTd5u91Rkxec++1xejAT1SSAPA5AC9LKf89O/QogPf2tt8L4Ots/0NCiKgQ4iS6jrgne6p5UQjx5l6b72HXeI3B12er5+91O1vpz+2319jcxmt6lvxcr+ftBSdtwc3mT8fdahk5tWEiH7f7c3ueDPv2bltYDCP8aAxvAfDzAJ4XQjzT2/erAH4TwFeEEO8DcBHAuwFASvmiEOIrAF5CN6LpA1LKdu+69wP4IwBxAN/sfVwhxJVSzibs1G7vB2xmuWvXuM38nQSymy3frQ2nWbvXeL2Er/6bm6T0Nkw1l0zmJS8tyWvsWzHJsXPfth/vtoXFsEIMQrDuBEKIIoBX9nscGrIA1vZ7EBrsmPxBH9N1UsrpQQ/Cvte+YcfkH3xcO3qvRyHz+RUp5d37PQgOIcRTdkzesGNyhX2vfcCOyT92c1x+EtwsLCwsLK4hWGKwsLCwsOjDKBDDI/s9AAPsmPzBjskZwzIODjsmfxjGMQG7OK6hdz5bWFhYWAwWo6AxWFhYWFgMEENLDEKIB0S3tPEZIcTHBtz3edEtofyMEOKp3r4tl2Le4Rg+L4RYEUK8wPbtazlohzF9QghxqfesnhFCvHPAYxq5svD23bbvts8x7d+77ZVduh8fAEEArwG4HkAEwLMAbh9g/+cBZLV9/xbAx3rbHwPwb3rbt/fGFwVwsjfu4C6M4a0A3gjghZ2MAcCTAP4RuvV8vgngp3Z5TJ8A8L8bzh3UmOYAvLG3nQbwaq/vfX1W9t227/Yov9vDqjHcA+CMlPKslLIB4MvoljzeT2ypFPNOO5NSfg9AbidjELtcDtphTE4Y1JhGrSy8fbftu+13TPv2bg8rMRwBMM9+D7qMsQTwLSHE06JbERPQSjED4KWYBzXWrY7hCAZTDvqDQojneuo4qbUDH5NwKZ2N4XlW9t02Y1j/Xtfkuz2sxOC7RPce4S1SyjcC+Cl0V/V6q8u5+z1WtzEMYmyfBXADgDsBLAH47f0Yk9BKZ7udOshxbaH/QcG+2/5xzb7bw0oMTuWNBwIp5WLvewXA19BVny/3VDIIf6WY9wJbHYPvUufbhZTyspSyLaXsAPgDXDE1DGxMwqUsfO/4UDwrj/4HAvtu+8e1/G4PKzH8AMBNQoiTQogIuuvsPjqIjoUQSSFEmrYBvAPAC9hiKeY9Gt7QlYOmF7SHf4busxrYmHpt7GtZ+C3CvttmDN3f65p+t7frMd/rD4B3ouuFfw3Arw2w3+vR9ew/C+BF6hvAFLoLw5/ufU+ya36tN85XsEuRLAC+hK76SstGvm87YwBwN7ov9GsAfg+9pMZdHNMXATwP4Lneizk34DH9OLpq8XMAnul93rnfz8q+2/bdHuV322Y+W1hYWFj0YVhNSRYWFhYW+wRLDBYWFhYWfbDEYGFhYWHRB0sMFhYWFhZ9sMRgYWFhYdEHSwwWFhYWFn2wxGBhYWFh0QdLDBYWFhYWffj/AdVQIDJr51ukAAAAAElFTkSuQmCC\n", "text/plain": [ - "<Figure size 360x360 with 1 Axes>" + "<Figure size 432x288 with 2 Axes>" ] }, "metadata": { @@ -926,14 +917,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "1 region \n" + "good size 751.9478096967053 \n" ] }, { "data": { - "image/png": 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/F7y+tLWmRZ3n+myvu613jm5oWDqcWEpyzjWdc2v0GcBHAXwXwFcBPDMp9gyAP558/iqAX51kcHwIwC5zy2cGGZSsOIJ2XN5AsAySSoMZk4piElaMlE5KDtSrTpIE1Wp1SjLhRlXKSNVqNbx4kJf203iCeYDur5apBOAYOeSpi9fD69CykzQs+tk2GBaN03gMlwH80eRPVgHw37z3/9s59zKArzjnPgPgxwB+eVL+awCeBnAdwAGAT+c5CZcWgOwBYzHjIXv4Wn1Ujm9P8waoLl5GWxOAjBGfHC4vOcWuhQKr3NhpWTjcEBKRcCNLs572+/2pKa1JkpmH98BjDvw6uNfAryftnnEy54s8UT08aymFIObybBsMRcWJicF7/0MAP6tsvwvgI8p2D+CzJz0fN8KxIGKeXm6aoY8ZnLT9Wpwg9s7LSVLIQxBktLmx5Ho8BZSlMdTK0SCywWCAwWCAw8NDdLtdDAaDqZ42z/Q5D3AZCMBU2ql2HWnkwAmGz5fE4xV54gzzfrYNhqKh8COfpeHlvb1YYFoaDtmzzwpga3VmGfEsYwVgKutGHpfVE+YZNtxjIImoUqkEaYi/yKBWq9Wp9Y5Jcul2uxiNRqjX6+h0Ouh2u+j3++j3+1MT1Z137EHKdpIYyKhnGXbuLdBLTsut/Q6GBwNff/OV8Pljj7xvgS1ZbhSeGIDjI5AJmuwTk4yofN6erzyejKlsl9aeWPtjbdbq4pADvnhcodFooF6vo1qtYn19HRcuXDg251ClUkGtVkOSJGFeoaOjI+zv72Nvbw/dbhfD4RBJkqDb7aLX6+Hw8BC9Xg/9fj94Dly3Pw9IcuDzJ8kAch6vgWcn8Tr4DK6G5QI3/HnLGkHMjkITg+ylS6+AG9lYL14jk5jGnFUfb0ceWYmMnHYteeML3DMol8toNBpotVpoNpuoVCq4cOECLl8ep9Nvbm7iscceQ61WAwB0u10cHh6iWq2iVCqh0+ng6OgoeA+9Xg/37t3DzZs30el00O/3cXh4iOFwiG63i3a7jXa7jW63OxWvOM+VzzgxUKqqDKhnzaHEiYETqkzhNWIoPmYhgqw6jCDyo9DEAEyniGr7gOn8fWn0tbiEJg/NksGkxRWoDk0qkkHnvCiVSkEmSpIEjUYDFy5cwJNPPolLly5hNBrhXe96F37mZ34m9PybzSaq1SpWVlYwHA6xv7+Pfr+PwWCAZrOJfr+PdruNfr+Phx56CFevXsXVq1exs7ODer2OO3fu4O7duxiNRrh79y5u3bqF7e3tQBx0n86THHiWEg8g83ENaRlpnFw0r4HW7zBiKCbOggyy6jWSSEehiUHrwadlE2lxB3rPYwjyBKa173niIFr5rGvn6aYrKyvY3NzEtWvX8Mgjj2B9fR3r6+t44okn8PDDD2N1dRW7u7vodDq4efPmVK+41+uh1+uh2WwGsiDJaGtrC81mE61WC+95z3tw48YN/NVf/VXISBoMBkF66XQ6U/fqrGUlfl94jMB7f6LBapxcOMHITDdDcXBepBA7jxGEjkITQyzgO4uWfxJS0OIU2hrC/NiYZ8G3aWQWM2w8k6ZWq2FlZQWXLl3Co48+ilarhXq9jq2trdAT3tjYQLfbxe7uLur1OkajUSAI5xwODw+xvb2NbreLbrcL7z0ODg6wt7eHlZUV1Gq1kKFUKpXQ6/XgnAukpK3ARgHqswS/V2TYuQwks5OyYg2cHHjQnuo1FAfzIgVDNgpNDATpCeSRlmJIiy9o5KCV4fKUlsXEy8kYQ16PgWfjVKtVNJtNrK6uYnV1FfV6HbVaLWTp7OzsoN1u486dOxgMBrh06VKQlo6OjlCv19FsNnH79m3s7e1hNBqhVquhVquhWq3i8PAQ7XYbnU4HjUYD1WoVo9EISZKg1WpNyWMU/JU9+rOGzFDis6zSvcmTWUSejZSk6FoMxcCiSOHrb75iXoOCQhNDWqAYuG9ss2QBzRhLcokZbhk3SEtvlXVoRJPmQfCyXFOv1WpoNptYX1/HxsYGWq0WGo0GRqMRtre38eabb2J3dxeHh4col8vodrs4ODhAp9OZ6vXTfWo0GtjY2ECj0QjexGAwCBlOw+EQly5dwtraGkqlEl599VXcuHEjtJfGOlDm0Hl4DUQMnHzkxHp8MKFGEkQK1EZJCEYMBsDIQUOhiQE4rtNnyUgxXT8WjM46dywLSfuuZSNRPVmZNBzcAFJK6ubmJh5//HFcvnw59Jb39vZw9+5d7O7uhnprtRra7TYODg5weHgYAtj9fj8EsVdWVtBsNuG9x+Hh4dT9WF1dxWAwgPcezWYTa2trODg4CNto7AONlJYL7ZwVNCmID9LjcQYab6H9JnLWVZm6ajAARg4ShSaGmHbMe3oxaSYmPeWNNWhkJIlGGnoyRNr2vCDDR4arVquhXq9jbW0N6+vrGA6H2NnZCesa05gDkoCSJMFoNEKv1wvGtdvtol6vo9FohMyig4MDjEYj9Pt9lMtlDAYDDIdDrK2twTmH3d1d9Ho9dLtdJEmCxx9/PPS8aZQ0HUtTaJwlNI+B7s+swWMuJ8kgtGHxsNhC8bA0vrQW1AWy117g0FJWtWNj5+bn0uYiOgtwCYkPYHPOYW9vD51OB71eD51OJxAGlanVaqhUKmFQ2tbWFtbW1oLsUqlUgnxE5JEkCS5cuIBGo4FutxtiE9w76PV6qNVqeOyxx3Dx4kXU6/WpUdXnJclwD4yPeuZxhry/H/c8uARpMBCMoO6j0B6D7LXLVNS0Xl9aTCK2TXofWnxDy47iefGaJ6HVHQOXOWh0Mw1YA4BWq4VyuYy9vT3cvn0bh4eHSJIE3nv0+30kSXIsm6jX62FlZTz/Pw/iUlD62rVrWF1dDZ4A7afMJNLpt7a2sLm5GcZWcFkm7/XNCk4McsJAPqZBenVaPdxjMBQDZoyLiUITg/QM+PaYIUjrxcu6eEA4ZtBj7eLn06SOWJ1pdcugM02DTbhy5QoeeeQRvPbaa2FUM2UPUY+YYgmkp5O3QAFiqrfX6wEYD1S7efMm9vf3gwE+PDwMAWkaOb2xsYELFy5gfX392FTY1O55BKHpPlGMQQahtTq0wW4GgyGOQhMDcJwcpJ5P22NBZw6NLDQJirZJg8/PRdtlmbQeaxakt0C9f7rOjY2N0JMnI8dTTklu4VlD1Ls/ODgAAFSr1al2knzknJtao4HXR8dpU3rze3IekHEGScp55DyZGHAeno3B8CCh8MQATJNDzFuIeQi8PEk+fH/sfNo2jXzo3DKtVTtPnmwkmWtPwXaSgg4ODlAqlXDx4kWsra2F1NTBYBBiBqVSKfT4yeDToLV+vx+MLMUjut1umH+JSIbkqKOjo0BQNPuqFrw9z0CuZtg5ifJZYNPusZGDwZAPhScG+YfPawCytmdp0rJMWpyBE47s3eY1QHLtBL6QTpIkePe7341Lly7hrbfewmAwwMbGBq5du4bbt2+j3W6Hc9XrdWxsbODw8BD9fh9ra2vo9XphUNvR0VGYObXX64W2UhDaOYednR30ej1UKhVsbGzAex+kJgpsy98gz+9yUnBJiU/HTTJSngwjKUnZ1NsGQxxLQQyAPtMqfSYjKrdLiSHN20gLNKcZHSmnyPhFXsjBWzSjKqHRaISJ8W7fvo07d+6EhXW4tETBau89Go0Gms1mSDu9ePEiarUadnZ2AnGQfMTJiO4TkYy28ty81oaWpFAul491Evjn2H2nOmjacYszGAxxFJ4YgOzpJHiglxNCLC4gPYA0aD1jzRPQ9O685MDXW0iSJIxd2NjYwMrKCpIkwU9+8hMkSYJ79+7h4OAAzjncvXs3EAifC2hnZwfdbhe1Wi3MpkoD3WjE9P7+fpiCmy+CQ8RC4yL6/T7W19extbWFdrutpn2eN2RvPy3OkPaMxILZhsXAMpKKi0ITAzew9B4zCgTyIHjvV9ZH26X3kMej4MSTR8+WdWnXyBffaTQaYc2Fa9euYWNjI+y7ffs2bt++DWA8QpmM3MrKSpCG9vf3Q5opX6WtXC7j5s2bYS0GIhTeRppbiTyPo6Mj7OzsoFQq4dKlS8ET0QaznWeMgSDlOZm2SoHytN/GpKRiwEih2Cg0MXCk9cIlgcigM22T5WPn4NDq4cSQ1WvOIgdupOv1OlZWVrC+vo4rV67gsccem5pIjybEo9XYBoMBgHHKqfc+TFtB5Eijn6kOANjZ2QGAqeU/6byDwQAHBwfY398Pi9w458Io50ajEQiXjx04z6wkfh9l7IYHoGWmVJrXwL0ew/xhpFB8LA0xAHHNPyYNSePAJSeNTGTd3KjHvImsY9PAjRoZ/9XVVWxtbeHixYuoVCrY3d3FaDTCysrK1GA3ChwfHR2h0+lgb28Pw+EQtVotyEbU+6fBbhcvXsRgMMCNGzdweHiIZrOJcrmMVquFS5cuhdlXadoMIiEKrvOpOuQgsfOUlciY029H1y1nXOWErXUgTEpaPIwUlgOFJoY0Ayy9A74wjYw1EDRpSu7j0LyCLHLQ9sXAM5DIeK+vr2NzcxOrq6th6ot+v49+v4/V1dWQmkneQLVaBYDwnQiE5BWSplZXV/HhD38YFy9exJ/8yZ/g+vXrYfZUGkRHgdmVlZWp8RCVSiWkvsr7P+s1nwYxr4GTQ5ax5+QwrxiJwbBsKDQxAPoEeNIoycCjtp/qktti54yV01JYpfadBzy2wBfjoUV4aPZSYEwg/X4fnU4npJ0CCLIPDVqjuAJJRN1uF8PhEMPhMKy5sLm5iUajgbW1NWxtbQEA2u02tre3AzEA9we0bW9vo1KpYDgc4uDgIGQ/8euWn88TmlGXXgOVix2fJ/ZjOHuYt7A8WApiAPTAM9+vbddSV2XwMnY+Xp9mQDQJSguGx0CGjMtI9Xo9LMZDRpoW3el0OqHXTqTC28BTMPlqa5TKeu/ePXzjG9/A1tZWaHO/30etVgszqtIMqzSj6srKSpiZFQB2d3fDeAZ5r87byEoZSN53Pq4hbYoMgklJBkMchScGgtSN5R9fIwJCVi+SIxYn0DKXqDzX20kLp957DFz6Io+h0WjgoYcewvr6OnZ3d3HlyhVcuXIFP/jBD9DtdsP5aUlN51yIJVC7RqNR6NlTe0iOOjg4QLvdRrPZBIBg9GlVOCIFil8MBgPUajWsrq6i3W7j1q1bx9Z9Pom3dBbQgtAxjzLtWIPBcBxLQQyabMNlIx6UlEZCQ4xA5Dl5mbTe8UkMpPQYkiQJs53SUp5bW1uhZ0trMtPiOCTp0FTUpVJpKrZAwdnhcBimwSCvoN1uh3mW2u02dnd3w6jowWAQxlR0u100m00Mh0PcvXsX+/v7x6afOM/lPTXE7rX01rLSiakuw3xgMtJyofDEEOu1A9Pz6eeRh9Kyl9IyimJZLgTNI0mTpDgp0IsyjsiQ12o17O7uBqPebDbDoDQKslLAmbyTlZUV1Ov1qZHKNFqYYhgAgiRF0kun00Gn08HW1tbUCm585DUtAsTJKDY31HmBzhGTk/LWYcFngyEdhSeGPOMF0nqOsi5+TF7pQQtqZ8U+8raRgs9EEDQL6ubmJvr9PnZ3d8NEeQDCYjzlcjnMgUQESTIP1VsqlabSVyn7iGIRzrmQIkvGkqbYKJVKqNfrwaPZ2NgIYyAooE3GdZ5avRZroHs+y8I9RgoGQxyZK5Y4515wzt1yzn2Xbdtyzr3onHtt8r452e6cc7/rnLvunPu2c+797JhnJuVfc849k6dx/E+uBXk1OUHiNEYglvmi7afveaWVGDHUajVsbGxgY2MjTFVB6yLQ6m39fj/06CkIXS6XUa/Xw3oK5CmsrKwEchgMBkEqojEMlOVUKpWwt7eHdrsN5xzW1tawtrYWMqBIxuLvcg6leYDLSDzIzCfWy5sEcHh4CAA/u4hn22AoMvIsZfUHAD4utj0H4CXv/ZMAXpp8B4BPAHhy8noWwBeA8Z8NwOcBfBDABwB8nv5waYjpyPy7hNymEQovJ/XqtLgDry92/jzgPVxKLXVuPKDsypUr2NzcRK/Xw97e3rHZQ7vdLjqdDobDYRizQMeurKwEmYnSXb0fj4gm0uEjfmnKbUplJWmqVqvhwoULaLVaAMakQPXJuuU9OU9oBMTX5JDrRWTVNQ3e2zEAACAASURBVJHKXhO75vJsGwxFRiYxeO//DMA9sfmTAL44+fxFAL/Itn/Jj/HnAFrOuYcBfAzAi977e977bQAv4jjZRMGNuvQitG30HgsSU52xc8nz8nrztpGfTztWeiDUS6/X62Ek82AwmBrnQPMc0bgESmnlngqXmfr9fpCbuOQEjAmG5kbi4x1ovMLt27dx69Yt3LlzB7u7u4E0vPchAL6o7B5t8R7tWcjC5H7IiZ/m+mwbioOPPfK+RTehMDhpjOGy9/6tyee3AVyefL4K4HVW7sZkW2z7TNB0/awefkx2on2ybvqs1ZsVfNY8krQ2cXIgr2Fvby+s41wul0OguNFoBINMK6xx4iAJyXsfDD2XVYgYaCI8WtqTZ0Xt7OyEjKfd3d2QmUSLA9E033x21XmTgiQjeZ/lvc0bm2JYyLNtMBQJpw4+e++9c+7MrINz7lmMXXV+jrTzq/uzjDiVyfoeO6f8LHuqsd50rEdLxnt/fx/tdhv1eh3dbjcYdGobZQoRQZDx9/7++AYy3CSz8BgGgKnR0WToKV3WOReC0SRR7ezshLRWWuSHPIa0+zRvaJ6lRg55PZ3zfLbrWDmrag2GM0eeGIOGmxM3GpP3W5PtbwC4xso9OtkW234M3vvnvfdPee+f4n/qNIlG9h5jxloz+mlSj/yueQayPXmMDl0XGW++VjONPwAQppEGMDVdBcUdeHDa+/G8SY1GA/V6PXxeW1sLsQgCBZBpbEOSJGF8AgVw6/U6Go0GkiTB/v4+7t69i729vTDz6qJGDctnQBvBnFdOipSZy7OdoJbZPsP8YDLSNE5KDF8FQNkXzwD4Y7b9VycZHB8CsDtxy78O4KPOuc1JYO6jk20zgXqxck4cTQaK7dPeCVIGivXss4LTWeRA7acVxUajEXq9HnZ2drC/v49SqYS1tTWsr68jSZLQ4yeiIDLhBt57Hwx6s9lEvV4PBEOrtQEIBEE9f5pgj9pCU3k3m02USiXcvn0bOzs76HQ6oR5OWIuSktIW7TklFvJsGwxFQqaU5Jz7QwC/AOAh59wNjDMwfhvAV5xznwHwYwC/PCn+NQBPA7gO4ADApwHAe3/POfdbAF6elPtN770MaKdCM+Z8G58fKM2wS0MSK8fLyGO079QG6v2nSVl0PtLzaewAjRNotVpYXV0No5GTJAnzHpHXQCmsRAjAOMsoSRJUq9UQJKbpuGkRIF6WFuqhdpDERJIVyVoUyOaZSXm9o/OEdl6elZRF4JM4y09jnI26sGfbsFiYt3AcmcTgvf+VyK6PKGU9gM9G6nkBwAsztU4gj/5P+7J6/dpneaxGIrIsvdPgMG44Y23jchERQ7/fDxPUOeewsbGBVqsVgsvVajWkiNI4BRrXoAXXnXNhFDUZSu5l0LgGWvFtMBiEKTUAhCwoSn+ljKV5L+upQescAMeTALIC0NVqFd1u99ve+6fErrk/2w86PvbI+2xajCVC4Uc+x+IHcjvfT8aA7yPDGetFanIUbZOL0lCdJAfl9RaobjnpHRFDt9tFqVTC/v4+Dg8PceXKFTjnguwzGAzQaDTCegkAps6bJMnU9ZFhpwFxNAUGyXGUqjoajdBsNsN8TPV6PUzOR4PiKP6RJt3NE1JS0sYuLNKbMSwHzFvQUXhiiBnyPMaeQzMQab16fu4048L1/ixSIJAhp5HH5GVQD//g4AB7e3th+uuDg4MwMyqf84im6ibDOOkBh/RW8jL29/fDuZwbT4NBn2nqjGazGTKSGo1GmE2VpuSgNkpyWESMIY3cNa/ByKEYMK9hebA0xBALMsbknjSjLuWimLSkSTS8DnpxiSUPiEwoDZXLSTSv0fb2Nm7cuIFWqxWW9iTy4WMbAKDRaISFedrtdiAKmnr70qVLWF1dDWs6lMvlkHHEvY/19XWsra1he3sbt27dws7OTljvma5PpsPOOzspTycg7+hng8Ggo/DEAOBYz48barkWgpzLKNZjzCIHKSfFSILLGbOAet5kwEn7Hw6H6PV6aLfbuH37NoBxhtDm5iY2NzeDcafYQrlcxvr6OlqtVjDkNM0FSUbr6+tYX18P01lQgDpJEmxsbASv4ZFHHkGlUsFbb70VptkmCYlnUFHb83pIZw3+22ipqjz4bF5DsVAkr8FkpDgKTwySBKSxluW0d24g0s4R06g10tDKzWJ8+JoJ3vup+YdowZy9vb2pjCQ+RoHIAxgvzUlBaRrfwKfkvnPnDnq9Hnq9Xlicp1qtBk9gbW0NFy9exJUrV0IMgsiF2sXJi8dVFiklcXLIKykaFo8ikYNBx1IQA8/i0fYD+abUzsoy4tt5vbKs1LFPIlsQAdCAMp4xRIaZZKV6vY69vT3cu3cPR0dHWF1dRblcnpo2486dOyHNlMZF0JiEfr+Pvb29EISmqbspztFqtVCtVkMZWgOCT57HXyQpFXVpTD6xnqGYMHIoNgpPDFLuiREAldXkIc2wp3kJ8tzacfJ8JwGPFwDjie34FBc0R1G1Wg0jmHnq6mAwQLfbRaPRCPMgUaYTgFAXnwCPspFoxlXyHpxz+P73v48333wTr7/+ehjURjEGvnocBcwXnbKalVBg8lGxsUhyMBkpHUtBDDEDrGWgSGiEkmefVlb7LDXtWY0R9bxpXAEtyFOv1wEgjIQul8u4evUqrl69GuY4op47xRr46GUynEQknCwoDrO+vo6NjY0w8vn111/HT37yE2xvb4d5kXi6alG9hVjsx4jBoMFIIRuFJwYgX9oo7ZeBR74vjRz4eWJt0LwJMtp8yctZwCUlAOj1esH4UtbR3t7e1CI+lFF0+fJlHB0dBcN/eHgYevi09jMRQq1WQ5IkoX2NRgMPPfQQqtVqkJHefvtt3Lt3L4yjoBHPcq1pPiXGvJEmAWZ5eIbiYd5eg5FCPiwFMQD3SYEMvzbQimckSWMf8zhktlOaMaF9/Di+2A5fo2AWjEajYMx5gJ3XdXBwgHv37mFlZQWrq6uo1+vY3NwMx1PQmNZuoGMpxbVSqWB1dXVq+m0eo7h79y52d3dxcHAQMpukt5BnAN88kJVMQGXofdHtNaTD4g3FQ+GJQctC4mmKMvCrGXlpHKSEFAtQy20xY0TkwBewmfUaSaahuuR+kqwAYGVlJYw/IBmIBqkBCBlI1GZOYK1WK2Qt0Spxu7u7ePvtt7G9vR28hW63GzwGGXguAvhvR/dF/q5GCMuD8yYH8xRmw1IQA3B8wR0t8Kx9pjo0YxEz+DFCiYF66qfxGoD7Kaza+AmKH1C66erqKvr9PtbX14PBv3DhAiqVCjqdDur1Omq1GtbW1gAAnU4HwDiuAIznaKKxErdu3cL29nYYYU0rv3FvYdESkoaY56CNbzAUH2S8z5ogjBRmx1IQgzTsvJdI2whaXEFKRrEepUYuWYFpHmsgXf+0g7/IAMveL3kWZKyBsXdQLpexs7OD7e1ttFqtkH5aLpfx6KOPotVq4c6dO/jBD36AW7duod1uo9PpYH9/Hzs7O1MSkpxJlc5XRFIAsr05w/LhLL0HI4WTofDEEDP09D1W9jzboG0nr4G38zTZO3LNA+oF81HItPYzkQDFIC5evIhms4nBYIA333wTrVYL/X4fP/rRj4JnQIPd6J3IgILNfPqNIsQVOPJ4h5JQDcuF03gPRganx1IQg/bnl0FgiZh8pGWuyGNOMhAOuO81SJnrpMaJyEESw2AwQJIkYRwDjUUolUpot9u4e/duGBDIYxYUVO71elOeAA8yc+nopDGTeSBrDIMmDRqWD5qRj5GFEcLZYSmIgX/WAslaAHqWsQkyphCTkdIGT/FjaUwBH1Amp4+QJBQzXDxmQemnFOimOZO63W5YS4HSZ7nEReDjHLjxl3EEvsxoEQ2qjMHE0pCL2HbD6WEEcP5YCmLQpJxYzz8m+0iJQaubUj61+mdpJ/XSSU6SPX4tuCzby0FeAj+WDDifhI/mVSJy4HXK2AeNSZAZR5wcioqseIKRgsFwOhSeGGieJBl8Tss84t9lABrIP7V2FmLZSzw4zuuXxMC3y2uR4EadT75H5EPkIJe2lOeS3gfFQTghFD2jR3oLktzlXElGEgbDbCg8MWiSjZR8ZFlp+NPy3DVZIiZNyLrpeywoTufmxlwSBe/Ra9cr28DXRaDpLchzoPPxd3mdMYLIWpK06IjFoQwGw+woPDHIPzwZWkBfUyErbiANRszgZ7VD20fxBDLMvOdN7eZEwT2Y2HVo4ARB5+Iv6RnRu/RWeJZT0b2EGLSOA98Xu4+W2mowxFF4YgCmp8PQJCMOrdcvNXxulOmY2HmzvAfNiEuikOX5gkJ8zAI/Jg+4gefXzWUs/h6LcywztGQE/h7Dg3DtBsN5YSmIQSKvUYsFpLVepSYhpfXcpWyUp3eqEQiXubR1BPIaMH5+mnE1Vm7ZwQmQXhxZxG0wGNJReGLgxl37g2ellsYC0LEA7yxZSbHAc1Y9seA5cH95Um7oT2LYHkRjyH9D+SLI+/Yg3geD4bxReGKIIWaUad8siMUfsrT/NJlJ67Xyif/k+amXzwllmYPB54ksUpCB/VgdBoNBx1IQg8wcIsQ+a2W14LQsL8/JkUYCEjGCkp4A38blES4ppRmwdzJpSBLl2V6zSo0Gg2EahScGyuQhaHEAeo/FC7ICzbFgddqxaaQg92kkIw0YJwXyFmJtzksID5q+TvdIkgJ/11JyDQbDbCg8McRSOrOyk7Q6JHFosQCttx8jE45ZpaY0guLXytNz8yJvG5YNmtQn9xkZGAynx9IQgzSoMYMXkxd4HfIzP1Z6HBr55EmZ1cCP4+fhAWf5zmMTsXsiP2uS2SxexizlFwWZkRSbj8pgMMyOUlYB59wLzrlbzrnvsm2/4Zx7wzn3yuT1NNv3a8656865V51zH2PbPz7Zdt0591zeBsogLn0GMDU4K80IpAWoYxksWfp+rJzmgcj9ctoKKZHwbbGyWnmtvrxt165Xei9FQOz6gdm8Bucc+v0+APzsop5tg6GoyOMx/AGA/wTgS2L7f/Te/3u+wTn3XgCfAvD3ADwC4E+dcz812f17AP4xgBsAXnbOfdV7/zdZJ5cxhln3a0ZbHhvrXecxiDItVm6nfdJ7kW2g2IL0Rvjx/ByynDy/1kZeVnuPBfiL0vOWJJbmNab9drQvSRKMRqPXlCJzebYNhqIikxi893/mnHs8Z32fBPBl730PwN85564D+MBk33Xv/Q8BwDn35UnZXH+erOwf7bM0pFl1xzKftPKx/VLCSTO0spzs8fO2ab16KTFpMY60+IS2vUiegYT0hLjXIH/DvB7DZAbaIXJ4zjinZ9tgKCLy/CFi+Jxz7ttuLDVtTrZdBfA6K3Njsi22PRNpEgchZgxmMYqaNCGP0Xrpae3N03OV5bNkopi8pPWms155kJcw5wntPvFn4AwWF5rLs20wFBUnJYYvAHgPgPcBeAvA75xVg5xzzzrnvuWc+xbJLFkGWAMP3KZls8i6NLkpjWDytk2TlqTBl8Y/9j3mZciy8lz8/Jr8FiOPLDKcF2KSH5EBX3HuFMQwl2d7gN5ZVWswnDlOlJXkvb9Jn51zvw/gf06+vgHgGiv66GQbUrbLup8H8DwAlEolr+n2mqGK9dKl/MLLcS8glrmkeScxpO2TdUhJibeVtvN5lLQ4Aa9TTgyoXUMWQcr6eTulTLUIUHvlWAbeCeAzxcbksgzPcC7P9rrbKkbgxmBQcCKPwTn3MPv6SwAoq+OrAD7lnKs5554A8CSAvwDwMoAnnXNPOOeqGAfxvprjPNFtaUHGPL18aVRPavTyGlpZPtazp8+0Chu9pDGUnpQmMWVhFklp0eD3RN47TULMIukUr2kuz7bBUGRkegzOuT8E8AsAHnLO3QDweQC/4Jx7HwAP4EcA/jkAeO+/55z7CsaBtyGAz3rvR5N6Pgfg6wDKAF7w3n8vTwPTZB4NmleRJvnwY2LHp9Uzq2GVXktsmm0ZONbWcdDqjHlFfJqNWPaURFG8Bt7D56v5AfGRzlnXVSqVcHh4CAA/Pd40/2fbYCgq3KLlgTSUy2W/uroaza7RJCWpvWvlY8ZcklAeEkiTmWKauASXPngZbYxGTCZJy8hJk1dkdpSGvAb3vECEUKlUkCRJeNFzMRqNMBgM0O/3p9av1kBeR5IkqNfruHfv3l9675+a8yVh3W35D7qPzPu0hncIvulfwp6/d2I5oPAjn/Mgjzcge9F568lCnrRI/jlGcFkZVVQPrfWctZiPNORpBKbdG+mFLBIyLiBlJJ5gkCYLSk8tbfyLwfBOxtIRgww40udYUFH7HDPQUiqShjFNZoq1TSuj9b5j8kjauWK9+Fg7NImJn1OrI1a+CLIScJ8Y8oyAl8cvS3zFYJg3loIYYktxxrJ1eICXI8vQ8s9pvfs8SCunxQPou1YmVid9l8uH8uPkdWixF34f+bXHPIZ5koI05JpBl17DLPUZDIbjKDwxaMZ81kygGJFoMtNJcRLZJQ9JxbbLIDOH5vnIabzzSmAxz2qe4BJSVvA5qw4uIxkxGAw6Ck8MgJ6ZlNX7l71ercys29PkHS5nndRwxryEmBykEUPM65DeRRa5cpkqbxD9PEDn5KmqtG00Gk290gLk3ns1BdhgMBzH0hADR1p8QL5nHZvH+4jVwY32SXqfeWISsevQVoOT7dCMukZcktAkKSwqniDbx7/zYHOeGIPmMRgxGAw6Cv3PyCMjab1laSC0XraUH7J6w1mSiqbT8zJafCBN707T1mOxhtix8h7IMnmwCNlFtp8bc0kMeeUkORDQYDAcR6E9Bs3opxnFNCKRQVZePstAxLJ3tJ5s2jXIOmPH5iUY6R1p7aMBdJK4uFeQdp+lt7CIoDMZcR5fOGk2khGDwZCNQhMDQTPmmrGKrQ2teQbyc9o5Zfm02IWW3SO3a0Y5FlfIkx2UJZfNKgWlxRzmCW7MJ1Nkh7YcHR2F2EJWRhKvQ5texGAwTGMpiIGQFWzl5bjkQODEkabNa2U0QtFkqDRPgG/TgrtyfyyQrNWrbZeZSHIbgKn7xMksSzo7b/B7yQPPtI+IIU+aqqzDvAWDIR1LRQxAPHjKP2tGM61XrY134OfS6ueadl4vJO81ae2NfU8LpsfqjyFGVpq3c96QcRIZX5Azqc5abxaZGAzvZBQ6+MyRZgj5BHF8O22Tx2YFsLMCmTFjLAO6aT3+PNACyDGCkF4LANVr0ggyRgKztvesIXv61CYuIeXNRpKZSEYMBkMcS+ExSAkoS+vXAqgSmkGl73k9ANnzjLVFehiybJpRS5N10uIgsg7+WQaW5T3ViG+e0ouMLdDvT+2VMlJWXdr05cBxWc1gMIxReGKIBQm5IZNr/2YZ6DxGLq0OSUyaJ5JVrzw2b8BXI0Ut4K3JbdIQap5CGubZw5a9fD7t+CykQPdIkszR0ZGNYzAYIig8MWjgBhCIa/JZngXti8Ug0ggky1Pg7ZCftV67PCbr/DFSkaSgyUm8nEYmmoy0yNgCT1PVCCFP4FmLURgMBh1L0WXSAr1SHskbZ5B15v3O606bVkLGBDTkDSTHymvHxeQf7X7JcvxzVnzlPMHvmxZb4PGEPOMXeD2VSmXKWyCvw2AwHMdSeAzSyMkedSymkJZNw+vgpKPVy+uUn7VyeeIeEpLQYjGILHlJq0teXxoBpt2reUGLL2gyUhqBcU9BEoz348V9DAaDjqXyGKSERPtixjirvlmCwfIYGVfg73mMt7Yv9j2rbrmPjKIkgphnFcMssZOzgjTm/Dpik+ZJaFKUluq6CK/IYFgGLIXHoMkzWq9WkobUqzXDmFaeoPWwtXJau/i5smSd2Pm0urLKpwWhpSwnl/1cdGxB6+mTIeekkFdGkkFnWvrTiMFg0LF0xCCNGi9DSDPcacQit2savTxXnkBx7NiYvCORRSCyjfTOSVCLQWhtW4SXwKGRs5SRZslI4uTCicWIwWCIo/DEILNJAN0wy1XeCGlSkVZPVgBY8xDS6s6jz8eMtLZNlo0RXZocltWOtHrPA9xT0ALPcmrtWeqTqa5yNlaDwXAchSYG2ePnhjGr5y/L8s+xXn7eIGusDTFvIO3YrHPEvBEt5pJWtyazpclJ8wL/vaiHTy/etqy4Aq+P6qlUKqEe8hZIRspTl8HwTsVSBJ858khGUo6Q+/jxWhA6TYaKeQcxj4JD8yZi18bLpwXJ+b6sAVux61o0qD3aDKjcoOeNLUivA7ifiZQ3RmEwvJNRaI+B3H/e68vS92NGL48xjBFNrPcv2yHPlSXH5PV+5DGSMDRPIBYw18gwFleYZ+A5tuzmLCmqBF4XJ5eTTrxnMLzTUHiPIWZws4LKmmHUvII8iMk1aeeMyTlajz+tXJqHpBGQNPhasDbt3qS166zBr0NOf0HtkAHntHbxbKaY12GkYDBko9AeA5A+sExDTK6Rmn1MttHqyCqTNuqaf8+SjmLHxvbFCEF6BvzYomXjyNRUzVsgGWnWWVS1GAXJSEWT0wyGIqHwHkPMiGcZN2lA5apdsmetSTCyHWltjJ37JMenlctbVgu2zyLHnDekt8ClH2nQ80ytTe/a2AWeogrMzyMyGJYVhScG7U+cFliWUx/wfVp9/LO2YE9Mf5dIC0CneRLyPPK68hiwPJJSTGJbJLJkpOFwOCX/5Ak6y2wkbQlQg8GQjkxicM5dc879H+fc3zjnvuec+xeT7VvOuRedc69N3jcn251z7nedc9edc992zr2f1fXMpPxrzrln8jYyTa+PGd08BjZGOrJ8XmlHtjXWw5/Fo4gRmiTHNE9Ceka8vkUEnDmBa0FnHhPIk6bKySUt6CyveUI4P7XIZ9tgKCLyeAxDAP/Ke/9eAB8C8Fnn3HsBPAfgJe/9kwBemnwHgE8AeHLyehbAF4Dxnw3A5wF8EMAHAHye/nCpDWSLtPB3jpimTmW5jCTX+80y5LGefIyQYtq+hjRSiQXMtbrSesIyYM3PswhZSUpIkhiA45lI1Na0+uSgOEkuKdd5Y1HPtsFQVGQSg/f+Le/9/518bgP4WwBXAXwSwBcnxb4I4Bcnnz8J4Et+jD8H0HLOPQzgYwBe9N7f895vA3gRwMfzNjTNsPFt9FmTlPjxMXKQ54vtk9/TpKC0nrkm92jXrJENP1brEceuP49ef17g11QqlZAkydSU2HQteeMhkhhiA+O0rKbJOQ8m513Ys20wFA0zZSU55x4H8PcBfBPAZe/9W5NdbwO4PPl8FcDr7LAbk22x7XnOGz7HJCGtVxzrbab16PNIMprXkCYZpdWZxxDHvBiOUqmkpmIuQirKghOxAG3airwSEtUl6+OkEiMX8fs9jgU82wZDEZE7+OycWwXw3wH8S+/9Ht/nx/+6M7E4zrlnnXPfcs59i2vik/NMlU2Ta2JkkBWHyBtb0CC9hixoxJLmGWjHaeeU58+SY7RrOA9wT6FSqSBJEnUxHjkYLc270cYuUD1yQFtKPXN/tgfonUWVBsO5IBcxOOcSjP84/9V7/z8mm29O3GhM3m9Ntr8B4Bo7/NHJttj2KXjvn/feP+W9f0qTbGI6fEznT4sRSKmFtvM6ss6f1qYsZBn9tOP48ZpHwQ0qj8HIOuaNtHEL1Ma8q7NJCYnHF2h67eFwmPVbOizg2U5Qy3nHDIb5I09WkgPwnwH8rff+P7BdXwVA2RfPAPhjtv1X3RgfArA7ccu/DuCjzrnNSWDuo5NtmUgztFJrzzLKaeVjBlQaWn6cNGKxNmSRl9arl/tjI5jzeEcSkiDPK7Ygg83ciPOkACkj8UGD8sXJpVKphJeML3BpTZ6fEdK7sMBn22AoIvLEGP4BgH8K4DvOuVcm2/4NgN8G8BXn3GcA/BjAL0/2fQ3A0wCuYxzY+zQAeO/vOed+C8DLk3K/6b2/l3Xy0Wg0JUHwHrLsFRN4fIFDegaatCQ/83IxjyHNK5Hn1SDbK68vVo9GKlrPWLY9dn94vaeF5u1phln+DhQzAIByuRyV/zgxkCRFxDAcDlEul1GtVlEul48RBCcXABcA/KNFPNsGQ1HhFiUp5IFzrg3g1UW3Q8FDAO4suhEC1qZ8kG16l/f+4rwbUdBnexl+ryJgGdp0que66HMlveq9f2rRjZCYBMYL1S5rUz4UqE2Fe7YLdG8CrE35cNZtKvyUGAaDwWCYL4wYDAaDwTCFohPD84tuQARFbJe1KR+K0qaitIPD2pQPD3ybCh18NhgMBsP8UXSPwWAwGAxzRmGJwTn3cefcq248xfFz2Uec6bl/5Jz7jnPuFefctybbZp6K+ZRteME5d8s59122baHTQUfa9BvOuTcm9+oV59zTbN+vTdr0qnPuY2z7mf22rgDTwp+gzfZs27Od1Z7FPtfaCNxFvwCUAfwAwLsBVAH8NYD3zvH8PwLwkNj27wA8N/n8HIB/O/n8NID/hfHUCh8C8M0zasOHAbwfwHdP2gYAWwB+OHnfnHzePOM2/QaAf62Ufe/kd6sBeGLye5bP+rcF8DCA908+rwH4/uTcC71X9mzbs32a33bRz3VRPYYPALjuvf+h974P4MsYT3m8SMw6FfOp4L3/MwBy9OxCp4OOtCmGTwL4sve+573/O4xHC38AZ/zb+oJMCz8D7Nm2ZztPexb6XBeVGBY9jbEH8A3n3F86556dbJt1KubzQFGng/7cxH19wd1foGbubXLLMXW2Pds6ivp7LfzZXsRzXVRiWDR+3nv/foxX7Pqsc+7DfKcf+2gLTecqQhsm+AKA9wB4H4C3APzOIhrh5jR19gMAe7bzY+HP9qKe66ISQ65pjM8L3vs3Ju+3APwRxi7irFMxnwfOZTro08B7f9N7P/LeHwH4fYzv1Vzb5OY4LfwZwJ5tHYX7vRb9bC/yuS4qMbwM4Enn3BPOuSqAT2E85fG5wznXdM6t0WeMp1D+Lmafivk8ULjpoIXm/EsY3ytq06ecczXn3BMYr5P8Fzjjx5HSqgAAAOFJREFU39a5xU8LPyPs2dZRuN9rkc/2wp/rk0TM5/HCOMr+fYyj/L8+x/O+G+Nsgr8G8D06N8bTM78E4DUAfwpga7LdAfi9STu/A+CpM2rHH2Lsvg4w1gU/c5I2APhnGAfHrgP49Dm06b9MzvntycP5MCv/65M2vQrgE+fx2wL4eYzd6W8DeGXyenrR98qebXu2T/PbLvq5tpHPBoPBYJhCUaUkg8FgMCwIRgwGg8FgmIIRg8FgMBimYMRgMBgMhikYMRgMBoNhCkYMBoPBYJiCEYPBYDAYpmDEYDAYDIYp/H+2gMNzyVdR3gAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ - "<Figure size 432x288 with 2 Axes>" + "<Figure size 360x360 with 1 Axes>" ] }, "metadata": { @@ -945,12 +936,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "good size 709.9341184543206 \n" + "good size 762.6628885915079 \n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -969,7 +960,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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obKtP38e1MpgTAwl1nmmVm5LifA30zqOdgGGzVJyPZdzPdkBA0rAbjeEwgI8P/mA5AP9Xa/1ppdQXAXxMKfU6AE8A+GkA0Fo/pJT6GICHAXQBvEFr7bX01OQE5pDffQWarT+XwDf1IY/J+kQUisXw+5CTC3I2Tf3LtNbSiS5nzwAiQdxutyP7PJljZCjpfkFqDlKQy+txBRvwRHl0LfIltUuBsT3bAQFJhBqXPXmnyGazulqtDjkO5Yycm0ykMOTHJVxmHZOWwLUBqVHIBHC2PY1Nx+S5XSDhz4W73AdZzrBJuPJ3qtfv99HpdNBqtdBut9FsNtHpdCKCkCGg+wlOWqTN5PP5iFBbrRZarRY6nY6TrHgfxWIx6oM26mm1WlHK7QH5jT1Ea0Yt6Oepl4z7tBcFVL4A3e0ACZdt+4kv6Luwrpd3/FynYuWzzdkoTQIuZ3Cc49h2PpvZwSTQbTNQTgAu05drJgwgiu2XdnduRuLmIe585VFI/Ho6nQ6azSZKpRI6nQ7q9TqazSba7Tba7fYQyXLTzH6B7g3fwpOug1ZDxzmQpdbAidK0R3RAyqAUMsUi1OwM+kcOon75FJpzWdSOKLS+t4EXPvME7j11HJe+r4j83Q+j32xOesSpQyqIAbA7bl3mJUkKvL4LUkBLv4A8j6utrZ4JrjpSG+B+gnK5jHK5jHw+j2q1ioWFBRQKhahPrXVEGhSZQ07Yer2O9fV1NBoNdDod5PN5FItFtFotNJvNSIOgjXFIk9gPoUq/ldwzQZqTfDKvSj+DTM3N92sISDZUvgB831U49cMz2Lyyi8PPWMaNhx/HjdNfxL8tPYlLswUUVQ5ZxUzIlwPfuL6G/7X0EvzjJ34Az3jPg+itr0/uIlKG1BADsF1LkALfZDe2mZ9sZT6z/hj79LY2rpktf7eBO4VzuRzK5TLm5uYwPT2NQqGAAwcO4NChQ1BKoVqt4siRI6hUtsIhyfxCwrXZbEazaBL2q6urOHv2LDY3N9Fut1Gv1yNNYnNzExsbG2g0GpFw3U/TEicHCjnlvzuPTnLdPyIGik6SEUp7sNgtYJ+g8gVkZqs4+2NX4dyPNPF9V5zE2y//Yzy3UDLUnrb2c1V+CrcfvQet1/8Tfual/x5PfPQ5OHz3GvDot9Gv1fbvAi4ApIIYbJE+EnHHbZFBrvY2J7H0RdjOFVc/Trhy8wdpB4uLi7jyyiuxsLCAXC6Hyy+/HMePH49MQOVyObKv93q9SNB3Oh1MTU2h3W6jVquh3+9jfn4ehw4dwqFDh1Cr1ZDP57GysoJz586h3W5jeXkZTz/9NFZWVlCr1YaIeT/JgTuiSTuQpiCX5iK1Br7Xc1x0U8BkoIpFPPGb1+H5P/YAnjf7dfxs9W8wnSEyMJGCH4oqj/93/G/ReVsPJzotvPfpF+PuD/8ALvng/ejX63sz+AsMqSAGYFiguqKJTBrAqOeRkERi8leYnNZyTHG+CNN5uX+gXC5jYWEBR48exZEjRzA3N4fZ2VlcccUVuOyyy9BsNrG2toZarYaVlZWhiCnyGRQKBXQ6HWxubqLZbKLVamFubg5TU1NYWFjAkSNHsLS0hK9//euo1WrQWqPT6UTXXa/Xh+7HXpMD98VwsxJ3nPsuVpPkQtfAI5MCkgGVy+Fb/+1a3POaP8B8lhb/7ZwMTMirLJ5dqOD2o/dg87Z/xHO/51dw1Zu/BB32/t6G1BADED+7pzrS1OQriF0OYZefgcpsmoVLQ3CNjRNDoVBApVLBwYMHcckll0SmpNnZWRQKBWQyGVQqFdTrdfR6PeTzeXQ6HaysrERClqJxms0m6vU6tNZoNpuo1WoolUool8tR9A8JZaVUpKnQxjbyXuz1hjcygoubvmyhuK7fhJMDd0IHJAetH/l+fPrVv4/5rN00tJeYzpTwuZ94N155/2/gwJ/cc1FHMJmQGmKQ2oDLtBRndvKJTIpb4+AS5lxYmQjDl6j4HsbFYhHT09OoVquYmZlBpVJBsVgEALTbbaysrKBer2N5eRndbhezs7ORGanb7aJUKqFQKKBWq2F9fR3dbhfFYjFySDcaDdTrddTr9agMAMrlsnFcPPKHPu814mb8cU5oUz9yt7jgY0gAlMITr+7iyvx4SIFwLDeN29/6Hryp9cuY+7NADhypIQaCyYEMxC9qMwkPH78FteWCT5KGSSOgNiZCkI5sE2Q4arFYxNTUFObm5jA/P4+5ubnIh7C8vIynnnoKGxsbaDabyOVyqNfraDQa2NzcBICIXOg+lUolzM7OolgsDjmlqR6Zbqanp9Hv9/H444/jySfP54nj2VD3K4yVkw8PO+UvusdEEqY+yAlNjuzgY0gWss8+jjue/5GJnPuGYh7v/e/vwa/V3ojKX31hImNIIlJDDHwW7uOENtn15aK0UUJXR41CMmkVozie5WKvUqmEubk5HDlyBAcOHIgcsLVaDefOncPm5mYkREulEjKZTBRuCiBa35DNZlEsFlEsFiNtoNlsDt2nUqkUmYcoFJZ8FAAic1ShUDBmRd0LSHOSaSMf7megPEu2ey5XQvMFfwGTxWM/dwAvKU9uofgNxTxe/Nv/jPv+5Ri63zkzsXEkCYknBl8nbZzT2KfcVk86nE1mJk4GcaGUrnI6L9cWyL9QrVYxNTWFfr8/5Fxut9toNBrR2gYSmCTIga2wVYpU6nQ6ABBpCZ1OB9lsNlpRXKlUoJTC5uYmOp1OFBZ77NgxZDKZKJSVwmDpfPuhNZj2WKB7RDP/OB+HzSQVSGHyyC4ewGt//O8nPQy8bfEBXPOLP4Rj/yMQA7A/G/XsG6SwldqAzcwkP/M29Nn33LyNKRfRXkCakUqlEkqlUmTyaTQa0QK0bDaLUqkUmZtIK6D9j6vVKqanpyObOmkMSp1PEVEoFDA/P49KpYJ2ux2tZ+j3+0NpMsrlMo4cOYLFxUWUSqVtqTf2WtCatAa5O9so916SQ8Dk8Z2fvgq/duDBSQ8DeZXFDTd/DWrgt7vYkXhicJmEpHCwtY2DK9opjnwkMewFQfDVuSTw8/l8dGxmZibSHFZXV1Gv16Pj3PZPi+EqlUpkjpK7mRUKBUxPT+Pw4cNYXFxENpuNFsVRhFKtVkOj0YjWPczPzw9lZd0vYgCGNTGeDoPuBR+D695zbU6apQImA5XLYf6nTqGo8pMeCgDgVYv3IHtwcdLDSARSYUpy/YldJiRXfRnKKv0IPv4EV98un4Svb4HnQKLyxcVFHDp0KDLlkMAmRywlxaMxcEer3NWs3W5Da41utxtFNZEAJo2k2+1GZqi5uTnMzc2hWq0aBfJ+EoMU6BQZxdNb2DQB6WcgR3bAZJG95DDe9IzPTHoYEY7m1qFnpiY9jEQg8cQADM8abfZ9k3AyOZh9/A6cJEzEJAW/1Dh2Qgi8vdyOk/rMZDKYnp5GLpeL/AF8/4RWqzW0tSWRBPkpCHzlMIAoX1Imk4nIiJzXpIFQplOpIew3MdB9M+0wN4qmJsnFdwIQsH/oHjuAawtn4UprMU4czPbRnSsbt+O72JAKYjBBOoNtUUbyjy9XvI4ixDkB2TQVmaLb9NkFLnC5yYcWsNGaA6UUDh48iEqlEpl7KJU0pZlut9vR7JjuDfkVyCSTzWajiKPZ2dlIG6D0F7nc1iOSzWahtUa9Xo8WwMmQzzhNaaeQkV4yKR45v13nl7+FKWosYLzI1NtY7Wdw6aQHMsBspoD6pSUEnSEFPgYO25/ZZT6ICxEdJfTVpW1wG7ttv4U4mPZYIPNHoVDA0aNHsbCwEO1JUCwWsbi4GPkbyLFaLBZx4MABLCwsYG5uDgsLC8jn89BaRxoBsBWpRIIe2CIUWjzX6XTQbrcjLaVQKETrIijayVcb2wvYTEqj+DhkHyG76oTxrVP4y/VrJz2KCDlk0VhMlUjcN6RCYzCZj2Q5n71KLcJlXooLc/VxUkoTE3/5EgMPUZXbbJLQI4dvu93G2bNnsby8HKW5IGcx3+QG2FrIViwWsba2FiXRK5VKWFtbi5LuUS4mcubyay4UCqhWq0PaAx2f1O5upL3IDKlx95366Ha7IS1GEnDFUTy79NVJjyJCHxqFjaBFAikghrgwVF4mTUpyti/9Ar4zXF8Bb7J1+7aVWVSLxWK0qK1SqSCfz+PMmTN47LHHIkexUgrLy8tDfgh6X19fj0JRKZsqXzBXqVSwubkZ5VUiQuh2u5FPgtJo9Ho9VKtVzM7ORon14hLY7Qd4+g3p1xkldxLXGgImAKXQuul6XPe7X8JPTSdnj4SVfhPTT4RNfYAUEIOE/NNLYcyjVkxCIs45bXNwm/rxEYo+vgW5y1qpVIqynR49ehQzMzPRsaeffhqrq6sAtlYlk5CjhWtkHqJFbBS62m63kc1msby8jI2NjaHIJ24Co0glckT3ej2sr68jl8thcXERhULBKJz5b7EfZEF9SjOd9Mf4ag1xabsD9g+tl1+Pd77vA7ixlCyN7eleBvlzNYTNulNGDDLE1FXHJvRlPVt73/H4OJZdx8mERJFFxWIxWuV86NAhHDlyJIoGotl7NptFuVyOtrpUSkVhmBSRRH2ToCdTkNYam5ubURmZrSi7Km3vScn3yHzUbrejxHvcbLffEUnyPsoXEQN3Qvvs7kZmqYDxInv1VfiRd/5T4kgBAHpQQD9MFICUEQPgZ/M31effTSYnW98mc8koDvA4cMGWy+VQKpVQrVYxPz+PxcVF5PP5KJU2rXAm5zGFrAJbmkGtVovMR0Q0fPY/NTWFxcVFdLtdnD59Okq3nc/nozUKq6urQw5m7uegKCbX7mf7OQPnmooMWzVpCz5aQ9AYxofs4gEU3r+Gty3+66SHYsRcpot+dW/3gEgrUkEMJvOONB+RAJRlJpu/6V1+lmWm/lxCxVfg8PQXtO/B7Ows5ufnUS6Xo1DUdruNVqsVmY9IG6C1DMBWlBHdB0qNobWOUmrMzc3hhhtuwOzsLD7/+c/jxIkTkeZBJiXSQIrFYnTNlK6awlwBDDlufcxluwU/h8mcJMnB1c9OIsYCdo8n/tOz8JXvfi+A5GkLAFBVGXRmi+kQivuMxN8DWySSKVQyLrTU5W+IO6/p3JKwRhU0ZMrhTuFyuYxqtRplOOXx+TwpHi1So8yoRA40myf/Aa1loNXMtVoNlUol0kympqaQyWSiY3Q+OgcANBoNAIhCWPnKan7N4xK0Nge0JAeXaS8Qw3iRqVTwgv/wFeRVMkkBAPIqg34uLG8DUkAMgJsc4mbtJgLhQmEn5hCb5iBDVePAF2nRrJ38C7QPQj6fx/T0NDY3N7G5uRklxyPzDp2f7OomoqJ1D2tra9jc3MT8/Dy63W4UhURRUACiCCUKY6WtQEulEvr9frR1KJ/Bj2sWLiOK5H2Xfgaf/gLGg/5zvxu3Hb4dSVnlbEJeZdGZzqIQX/WCRyqIgcNl/+eCQpKCj/nHVleSiam+7eUSUFygkX+hVCphfn4eMzMzaDQaOHjwIObm5vDkk09GabK11pF/gdrzsZEmQSuhKRkeOZbX1tZQqWztq0v7KkxNTUXbgdJKaBLAFLq6ubmJc+fORTmV+G8wiRm4PK8p223QGpKBUy+aHvsObaMigwz6+aAxACkiBpczEdiuPcSthHVFL/mce7f+BU4KRAwkgKempqLon9nZ2aEFbmQaougjTlpkPuK5kDKZDLrdLjqdTjSuTqeDjY2NKAqq3W5jY2MD+Xx+aBGZUltpviuVCrrdbqQt8GieSRCD6Zxci9xpYELAPiGTxeKLn5r0KGKRgUJ7OhADkBJi4LNTLqClENgL85CtfhwxmdrF1eWpLyhyiEJSaaEZbZbT6/VQLBYjgU8b63CBT6CoJRoDkQZpJUqpyJREWg0tgJuenkapVIqO89BUnkRPRgdNQluw+Rl82gZtYXzIzs/iFy7/l0kPIxZd9FBcC4segZQQQ1z4IWBeo+CrCfjUNZmnbATlA27ukPsKNJtN5PP5aEvN9fV1NBoNNBoNaK1RKBQiLYI0CBpfq9Ua2rqSIpSKxWLkxwAw5PSmBH0kLMnBTG3pHdhKsQGc3/fBlDRwPyH9DHJHNu6A9uknYAxYmMO/KZ4EEm69/2ang5lHNxCowSOJnlLqg0qpJaXUg6xsQVC07SwAACAASURBVCn1WaXUo4P3eXbsLUqpE0qpR5RSL2Pl1ymlvjY49h7lKUldgthk+zcJepsQ8J1d8vo+JGCazZpAffH02plMZihiSKnzO63R7m202AzAUC4lEvy9Xi/yR1B/FL5K2ghpDzT7J8G/ubmJWq0GAJiamkK1Wo2OkZmp0+lExDBpU5JpPQNPquf6rZg5biLP9sWCzuEZXJbrTHoYsfjg8guAR7896WEkAj6pBD8E4CZRdhuAu7TWxwHcNfgOpdTVAG4B8JxBm9uViuLT3g/gVgDHBy/ZpxGmiCTpVB5l1m8SFlKwjaJJxI3XNRZgeB2DUgrlchkHDhxAtVpFt9uNFrcRyLHcaDQi8xKf1ZfL5UjYkzbB/Q20Wppm+uRsrtfr0ZahlM2VdooDEDmkyelN5MDv2bggz8VXevuSAmD1Q43t2b5Y0LikiNlMsrUFAPirh69BfzAputgRSwxa688BWBbFNwP48ODzhwG8kpV/VGvd0lp/C8AJADcopS4FMKO1vltv/as/wtp4QUabcOcxHTeM3egr8JnJm77HtbWNz9SOmz2IFHK5HCqVCorFIlqtVuRf4OYgMgl1u100m83IAQ1giADIzEQvyplE59NaR9lVyTnNNYFGo4GVlRUsLy9jZWUF6+vrUQZXylDKs6uOU1vg1yqJyfQb+PTHMPZn+0JHezqDXEIXtXEUTpQnPYTEYKc+hsNa69MAoLU+rZQ6NCg/CuAeVu/koKwz+CzLRwYXAKYZvg2yPpXZHM6jRh1xDWMUDYbACWJjY2NoYRsJf3IKU9pomsFzhzCtfqaZP589Uz9EDJRojxzMpVIpcmb3er0o2R7t10BkQs7wSWRYpXG4zFfyNxhxfBN7ti9UNA4qZFWy9zlo6Q7mvhG8C4S9dj6bJKF2lJs7UepWbKnmWxUNfgSTJkDHXN95GZXbvvsKlDiHeJw5jJf3ej3U6/XIAU37LdBaBaVU5ECmdBgk/MlxTL4Aft9ovwWqSyGpmUwmmvlTMj0AUfQSaSvr6+tYW1uLHOF0nqRA/o5Sc7A9LyNg1882f65LqIx6/tSin4IQl49vHsLC50+hO+mBJAQ7pfEzAxUag/elQflJAJexescAPDUoP2YoN0JrfYfW+nqt9fWmPzsXuKM6Pk0agq9z2uTfkH35jouTDwlyMumQT4GOUV3SAOgYaRlk2tF6a4c22suBzE/lcjkyQVFffHtPuUEPD20tlUrIZrOo1+tYXV3FxsZGlKzPZMoZB6SZjpuzRjUlGbBvzzZ/rvMo7mRsqcTsN/to6eQ6n+v9Nn7nQ69C99tPTnooicFOieFOAK8dfH4tgE+w8luUUkWl1JXYcsTdO1DNN5RSNw4iNl7D2owEk2NYOo6lQDZ9jhPYLnOQS+hIQWUjHBLwZJKhSCJaREYhpLQimcJZ+SydnMByD2daJFcqlbalzQbO50AiHwM5rbXWkalKKRWlyVhZWcHq6ipqtdpQVNQkSIGfz5Qag9536F8AJvhsX6iYv/c0/rmZ3Kyltzz2E7ji/zwYX/Eigk+46l8AuBvAs5RSJ5VSrwPwTgAvVUo9CuClg+/QWj8E4GMAHgbwaQBv0FpTSM3rAfwxtpx2jwH41KiDNQkiXubrCI2zS8chjhS4KScOXLi3222srq7i6aefxsbGRrQBT6lUQqVSQblcjtJuUwgppbog0GeqR+m4a7XaUPZVqkshm6SxcCFLi+02NzcjEmm1WpEZaSca217BRey+WgMj2Yk/2xcyut8+ibc+8pOTHoYRK706zr3vCvTWk7OTXBIQa/3TWr/KcugllvrvAPAOQ/l9AL53pNHFIM5BHDfrN32WbW2+CTkGaRJyrWOQGg6tDaAMp6RRzMzMYHZ2NvIjUEI7cgIT+ZBzmGsTJBS5BkC+BYooAhCFxFJoKxEKZXsl7YLaybULk4JLQzSRg2ms5Lfp9/t5cWjiz/YFhX4P2Q8tYundNRzKTk16NEN463dejJlPPxwWtQkkO1RgAJMj2SYIeP04oW46j0vgmEBChwR8HClQ31yIEzHQIrZ6vR7N0mlHN1qXQCmvy+UypqamUKlUIuHN+6Tz0zoHPl6efI8imfr9PsrlMqanp1EoFIYWxNHYuF/BZqobJ0w+Blu9gMmi+omv4Gf+9WcnPYwh9HQfn/vLa9Hf2Jj0UBKHFMQLjJbawlVHEgyV2+rH1SUhS85fHtsfB/IrkPAlUqF0141GAxsbG1H2U9rLudFoRPtCA4gS79E9oAyptA0nmZOazeaQg5mS9gHn02PQbm7keK7X61hZWcHm5mYUHSVTUUxCe/D5vQH/9OwB+w/daqH3vsM4+d5NHMslI8vqPS3g8o8vhT2eDUgVMZg0AJeA4AIhzlxkikCS9SWkOcjXr8Db0KydLzBrt9toNptYWVnB6dOnMTs7CwDRnghEIsCWRkCO4nw+j2aziVqtFmkFtOBtcXERpVIpWvBG5ilaVEf1qtUqyuUy1tbWcPbsWSwvL6Ner0cObjo/J4Zxh63GkQJpQz45kwLGh8rffBkvfPmv4sSPfyAR6xre9OCrcPDRE5MeRiKRCmIAzKGqJnKwzSZtgt1EDjaTFDcbyX5G3UOYm0DI9s9XHrdaLWxsbODs2bPo9/uYmZnBgQMHMD8/j0ajEfkkKBKpWq1iZmYGGxsbEbG0Wq1oQVsmkxlKb8GzuU5PT0caxCWXXAKlFJaWliJtgaKQTJrRKGS415AaC91LIgYfP0PA+KC7XVz9Oyfxu8//Xvz2wYcnOpaO7iFz5wLQD/qCCakgBpuvQJKAFOQm04+pna0/Ux/Uz14IGZ7CQuYforQU6+vrUXI82kmNciO1Wi00m00AQL1eB7AVgkqCkYiDxkvaAvku+P4ORCyLi4tRGg7qn7QFTgo7IcO9gvRvTNoRHuCP7qmn8Mk/+CH84jvuxeUTNCl9ql7F4b8LC9psSA0x0Mpck1B2+QNcoaU+mgbBZmrazWIqIgBaqEZmpEKhAKW2Nsnhi802NjaiMFZKlkcvEvg8KR8RAbAVmrq+vh4RDzmXgS1/w9zcHIrFItbW1qIkfXw3NyIteifTWZJWPxNs/qSAZGDuz+/FTZf/Ju76pd/DpRMgh57u482f/nkc//a9Yz93WpAKYpAzfZNJKW5xk0mwc+FhEyCudnFtfUDmGeqn1WoNrVCm8NVCoRAteCMnMd+ZjXwN1JZ8ECT8KaIIQJQGQ+vzq55p17fHHnsMTz/9NJ588slosR2tYeDJ+LifYVJwaQs2rTEgAej3cPm77sWLc7+Je/7zuzGbGW/yutvOXIdnv+skuuHZsGLyHiBP+Ah8H6ek7GcUwWEKZ6V+d+rolI5r2peZ8iXR9+XlZZw5cwatVguVSmUoTJULeDIZ8Z3d+Jaf5EsgrWJmZgYLCwuYmZlBt9vFE088gUcffRTf+c53sLq6GpEC939wB3RSYPP9BCQTutvFM971ZVzzyV8ea7qM+1st3Pdb16N78tTYzplGpEZjMEUmxdV3RSL5lJv6Nfk7uPmGhOYoIHKg2T35BqTgzWQy0VoDrbfyIi0uLkJrHc34aU8FyrrK1y1QviRCuVzG/Pw8yuUycrkcNjc3h5zOjUYjIiduQuJ+hknAV7sLSDb6zSae/euP4Lmzr8MjL/zIvp+v3m/jlj99M67423viK1/kSAUxSLMATyTHnatAfOI7CW6a8tEkTHWJGPgmOKNqIr1eD+12O4ogMq0RqNVqWF5eRqFQiMJKq9Xq0MY8pB3wUFKa5efzeVQqlWjMhUIB+Xw+8mecO3cOq6ur0S5ukhS4GWnSs3Ef304giuSjt76OZ75tE3/48e/Cry58c9/Oc7ZXww13/iqe9a4H0A+aZCxSQQzAdl+CNB3wTetdjmWXwOf1fcbA68rd0XaqNVCUks0skslk0O12UalUUK1WcfDgwUiDyGazqFQqkWmL/ApkYiKtYWpqKuqn0+lgc3MTq6urWFpawrlz54a0BcqNJE1JSQDX2Pjvz49NmsAC4tF79Jv47KtvxAf+ywvxiee/H88u7G1K8gfaTfzc+34DV/3v+9DvtPe07wsVqSAGk5C0hbC6+pDCwuTU5hhFuHBzEs3gRxVKprh8fowIp9lsolKpoFarod1uo1qtIpfLYXZ2FjMzM6hUKtGKaiICpRQajQa01tGCtm63i42NDSwvL2NpaQlra2vY3NyMcifJiKQkkQLBtJbFtt4kILno3/8wrvy5LN74ojfh2j/4Mn7/kq/sSb+/e/Z78Jn/+oM4cufd4XkYAakhBm4ysjmRbSahUYS+S9DE2bZJayBS2KnJhdpS31JLopk+rUFoNBrI5XJYXV3FzMxM9KLV0IcOHcLMzAyWl5fxxBNPYGlpCfV6HbVaDRsbG1hbW8Pa2lrk8CYtgW/7OWm/goTt9+e/VVLGGuCJfg+5v/8SHvqPV+Lqdz4Hn7nhAztKn9HSHfxDYxqv/6dX4+rfOYfyN0NY6qhIBTG4opFsgn0/x2DTVnhkEAmn3UTv0Kyezsn9Bjw1BuVTymazWF1dxdTUFA4cOBDlUFpaWsLMzAwajQZOnTqF5eXlyFTEX1xDIFKQi9qSCtPzYDM7BiQbvRPfwuWvKuDnX/xmPH6Lxttu/BvcPP0Y5jNlZyqN+1stvOarv4DCX8/h8N+dwlXf/nIISd0hVNL/MJlMRtNiLtNsnoOHjZpeNsh+bdoFgZuiuGOcawq0WI0nnuNtfUHXRKGmtAqa3smBTJvy0IY+lDp7cA+jaCQiBK4RkFbAX0kmBbondF10D2gNB4X90v4RPFW47AcA+v3+2L3UM2pBP08Zs3sHCGQPH0LrOZdh/YoCNi9XaB3qITvfwuL8Bo5Or6HZy+Phhy7Hd/9ZE+oLD4Y0FwC+oO/Cul7e8XOdCo2Bw+ZUjltH4ApVpX5N5igbKcjPvA8epQQM7zQm10LY+uZlcqtPnrOo0+kgl8tFWgNFGVGoqrw3fAtRLvxN4ahJJIVREKcpBHNTOtA7s4TcmSUsAFjgB5TCxkCDON4/PYmhXbBIBTGMErfus4BN+g98zESjjpVms2RO4mYgvkZBkoRNUPH8RNKcRORA7+QAJ0KgPqXvg+c/4qGoPEleGgSn6TcM5qOLAFoDOmgH+4FUEIMpVDXOPMTrcbjMUS4Hsw1Sw+AaCIVQ8igZnjhP+g3kWCRkqmsiBkpx0e12t5ECP7d8UXvTK2nRRzbYfkdT5FlAQIAfUkEMErZFaYA9eR5fFOcyKfH+XeeX303kRcfYFpJDs3hJFD5+CJrpk1AnIiCC4H4WbkKykQMnCJ/d55ICkxkvaA0BAXuD1BGDiQikJmEiB+kbMB3z0RZ8Qlbl1pkEk5bA67n8GRKcIDgRmJzvND5pzpLklBYtwQSbYzkQQ0DA6EgdMRBsgp3P3F3mIpMgNsGlYfhoFXKxm/Rv0GzfdE0+zlHunKZrNkVwcUE5yW059wo+ZsQ0XldAQBKQWmIw/fFdPgWTZiHb2dr7ChiXMDJpNZw86BjN2mWU1Cjn533Y6l0IkFoSweRjCAgI8EcqiME3ysjH3+BrXjL154KLEGzmL9t4pXPa1f9OxpRmSDOZTTvk9+1CvA8BAfuJVBCDL0zRQb6wzcxN0VC+fUvNgJuwTDbxXq+3zS/A94UOAu48bMQgfSfhngUEjI5UEIPLqRynDbgikOKO2RyapvoSsj19l5oAHeMvXscVgeU6/4UMTpw2B7uPphDINiDAjFQQA4ctJJTDZKqxfZZ907sU3KZ6vqRgqiuFGJVxZ7UPgV1ssJmPTD6GYEYKCNgZUkEMcoYI7EwwusxFpnPZxhBHSHGOT9tx20x4p7gQtQyTtsWPSVKl8oCAAH+kihh8QkelTZ+X+UarSKIwmah8wlVNdUxj5b4H4Px6B25SkmsMTATpExHFxxZ3/UkWqDwiSe7oF0ghIGB3sOewHUAp9UGl1JJS6kFW9nal1Cml1P2D1yvYsbcopU4opR5RSr2MlV+nlPra4Nh71AjTYZdvwZScTox/qA9TmYxg2W2ooyQmaQfnQk36Fkz+BlnXVGZ6xSUWtLWzHU8KbPcL8DcjERkPyHliz3ZAQBIRSwwAPgTgJkP5/9RaXzN4fRIAlFJXA7gFwHMGbW5XSmUH9d8P4FYAxwcvU59GxM3O42CzRVPf9C5nmjuJbDL1TcdsghzA0DGqbyOJuHqm47ax+gj+JMk523WatIS4cTuIc2zPdkBAEhFLDFrrzwFY9uzvZgAf1Vq3tNbfAnACwA1KqUsBzGit79Zb/9qPAHjlKAOVM0GbFjGKwHOdJw62fm0kFDcz96kjtQUX0VCbOK1Cjj2JGgIhTiuSz4ZPVNII2LdnOyAgafDRGGx4o1LqAbVlapoflB0F8CSrc3JQdnTwWZZ7wSXECDb78iizfpdgHCXKJW7GbiMM+h5nJoojBRcR7ETwJzG6x6Q9kS+G73/hguMejO3ZDghIInZKDO8H8EwA1wA4DeDdg3LTP007yo1QSt2qlLpPKXXf4LutXqyA851BuvraqVA0kYs8n4/wN2kIrj5kmggXebjug/wcd5/GAVcYMWWJ9SUGC/bt2ebPdQetnYwtIGAs2FFUktb6DH1WSv0RgL8efD0J4DJW9RiApwblxwzltv7vAHAHsLW1pzg2NEMcjMH4bul7qB4RB33m5RxSO/E9Zqonz2O6DiqXETe8L37cVEdes7wu133iY6V2pvsybkgTEr9XPILLlcI8ZhKwb882f65n1EKyVLCAAIYdaQwDuyrhJwFQVMedAG5RShWVUldiyxF3r9b6NIANpdSNausf+RoAn/A8V+zxncz0ZTs+w9xNuOMos2nXLJ6EXzabjV5SY5DOU5OZyXcMaYDUnlz+BSqL68tQPrZnOyAgqYjVGJRSfwHgRQAWlVInAfw2gBcppa7Blsr8OIBfAgCt9UNKqY8BeBhAF8AbtI723ns9tiKcygA+NXh5wWTScMHkmLZpGi5S2W+BSee37YNA6xjk97iU4TatSGZu5fVdY0yC1sA1Bb6fNUGaDH3CVTudDtV51qSe7YCAJEJN2jQQh2w2q6enp51+BvmZm05Mx+Vn2Z/Lnm6zyxPk/ZQkZbvf3PQhBZy0l9v8JqaoLdlP3Bht4xsl2mc/oJRCNptFLpdDPp9HPp+P9rfWWkd7X7fbbXQ6Hef2pEQuhUIBzWYT3W537CrTjFrQz1MvGfdpAy4SfEHfhXW9vOPnOhUrnwG30KLj8rPNTu7qaydawijRL7Zz+8zE+XXxrKu+4/Lxk9jGMekJBCd6blKisXGHs0tbkKa6gICA7UgNMZicpnIWazM52criHLWuccRpMHHCSc6+baYRm/CP00Bsx00mJlc/csyTJggaC/+NuFblM0ZJMgEBAcNIDTGYYBKwsnyUWaHL9CTr+ZS7hI5N2NsIMO4c3Gzi0kpkH1ybkr6XpEUi0Sxf/k6maCSfvgICAsxIBTHEzdLjjvHjtsiVvRQUeyFId0tKpuMmoRlnVps0KdA4uPnIFo1kyqwq+6F38jMEBARsRyqIATBHJrls7HLW6+p3lDG4zDs+Pgyfc1BfcXXkefl3U38mYeoiRukE9x3ffkCSA91j0hLI2RxnGuOkEJdkMCDgYkVqvW8uB6mP3dwWzQPYycIVGbQbIvAlA9O6hVH6jasvF43FjWncMJmB5GrnuBXPUvMICAjYjlRpDASXHV7axU1+AxOBSEFqsuXL+nIstr5Mfchrcl2b6VrlNfK2rrH7aFsmTFpToM9cY+CmI9+IpEAMAQHxSMU/g5tw4v70Jseib5SKhMkXwb+byGcUYWtzEEsis5k8TARgKpM2ednWdG28v1Hv515BOp1NSfO4OclnXHLldEBAwHakRmPgMM2YTQLPJfx8BfhO2pmie2S5jy3cpW3I8jjhHedkdn239TkO0D2UPgEihF6vh16v5zVx4ClGRkkbEhBwsSF1xGAS/K6Zt4k0RjGLxJl+qE7cWEY5j61/GwG6xinDWGUZL5eE6/LjjBOSHGgco2RTlSak4HgOCLAjdcQAmGe/kjDkbNBmj6d3KSjk7D5OE/GddY96Tfzcvj6H3QhvmwPfpO2MCya/AHc2x61dMPXHzZMBAQHDSJWR1eXwddnO43wIJhIZVcjGnUvW9SUOSXImx7ZJE+KEZ+pTjifOnzIp2PwLMkTVpTGYtAUgWRFXAQFJQmqIwSUg4xzHsr6tT97OpiGYxmU7p6ncNAP3hWmGG2dGsxGV7biJXGzn2U9wp7PLv+C72tnkXwgICDAjNaYkn5kvT1NtIwtfZ21cH9KM4+onDrYx8f5MPgSTbyPO4e47PlPdSZqQuH+BSMHHFMTJj6fsDmakgAA7UkEMcbZ2aWPn7UztZVtZX/Zrwigzf9uMPK6Nbx3T+fksmgtUeQ3Sd5AEYSm1Gbna2RSB5DIjSVMS9bOL7T8DAi5opMaUBLj//Py4zXQS15+PqUaaWkzEEmfGMY3H5j9xjV+W+2o9cZrJJAmC30NpRqJxmRa22foymZEA7MhpHRBwsSA1xLBTgekScianLW9jm53a2voI07iQSpMfxcfsxcciP/PxmQhIXqMvmewXTLN8Aq1bkPsvuPri5ih+/WSOCggIGEYqicFFBr4CzBR55CMQXWYM39m2jzCykYGrfyncefSNT3vXWMchQE3agtQY+KI2H21Bah50La4d3gICLnakwscAbJ+hS58CFwS2cmmjjvNLSDONqY2NjGxE5mP2ku1tY4yr70OSVEdu++ljv98PmLQF005tccRAfXGC4dcaTEkBAXakihikoHYJPjpuE9wuUqD2vMwnosfmWI47j8mUZetbQo5T9sG3ADX1a/KTTIoU+Bg4ORAkKfj0Y/JTcI0jICBgO1JBDKbkaXIWbjOR+ApzVxuTthKHOOKSfZtIwUZeNhNYnOOcylwE5DrffkKSgVxvYEqr7eOvsa2Y9tE4AgIuViSeGOKie2xt6F06Xflx/tnmmLXBZK4xaQou4om7pt0ILV9S4trEOP0Jchz0zgW5ae2Cz0yfnhcyIdFObdxHEUxJAQF2JJ4YTPCZuUsy4TNf06ybPkufhDyHydQyqtPbVd/Uv42EbH6FuKilUQhwXOD3WzqdSZh3u12vhW02zYOIhfoJCAgwI/HEQLM8vmLVFLFj0wg4RjEB+TiVXRhFw+H1fRzNVG6b5ZtMa9J5boug8jFH7QdMs3xTwjzbuHk/9M6dzlJbSBIpBgQkDakIVzVF+Nhm87y+STD6RBTFjYPPzk0kJft3kZZNyPF2NvOUqY68ThKIsizu3sTNyvcKUlOwRSJxge4iBe5wdjmdAzEEBNiReI0BcC/cMsEUUcSPxdn+TX3QZ1sdslfLc+30elyCy0SUUrjbNIq4GfckIH0L0llMAn2UEFW554Lv+oeAgICUaAw2IR7357bN3qUwlXV3IjRcmsNeYicaDv/uY44ZF0yRSDIaSQrzOG3BZI4K2kJAwGhIhcZgM7WYIAW/T3+mGbg85nLqms7tEuCjRCuZhKFpLKZILJuDerckuJeQ5GDSFrrdrlf6C+D8ns65XC7yL5g0DttvEBAQ4KExKKUuU0r9g1Lq60qph5RSvzIoX1BKfVYp9ejgfZ61eYtS6oRS6hGl1MtY+XVKqa8Njr1H7fKfKbUAkw+Bv5vgQwrys6sP2Y/NkT0K2fE2Lh+GyyzFScFmfnKNba9BZCB9AnyWP4r5h/fn67imcyTx2Q4ImCR8TEldAL+mtX42gBsBvEEpdTWA2wDcpbU+DuCuwXcMjt0C4DkAbgJwu1IqO+jr/QBuBXB88LrJZ5C+AhAwC0/Zh2ujFpMQ9xmHjzM3bqymPm3+BJ++XGMfpe1eQ/4WtuynRApxpi/eF3dgAxgKTzUtjhtMKCb2bAcEJBGxxKC1Pq21/vLg8waArwM4CuBmAB8eVPswgFcOPt8M4KNa65bW+lsATgC4QSl1KYAZrfXdeutf+RHWxgkp3HmZbcZvIwBTX7Ktq8z3mNRiXILNRSAuopKzX9O55H2K0xbirm0vwO9PNpuNzD583YJveCr1JwmG7r2LYPi9ndSzHRCQRIzkY1BKPQPA9wP4AoDDWuvTwBZ5KKUODaodBXAPa3ZyUNYZfJblvueOPttMH3GzYvndJpB9TE8+2ott/LZjPrN2U91R/CC+59lvEClIYqDfZRQTEhFDLpcb8i2YSNPRzzMwoWc7ICBp8I5KUkpNA/hLAG/WWq+7qhrKtKPcdK5blVL3KaXui7N/j+JINQkIX/u/L3wJxlRHzuZHGY/JzMU1llH62k/ikGYfTgoErjHI/Eim/kyhrlxjiNM8xvVs8+e6g5bjNAEBk4UXMSil8tj64/y51vqvBsVnBio0Bu9Lg/KTAC5jzY8BeGpQfsxQvg1a6zu01tdrra83mXxMdniTALSRgO9s3+YDMGkvpjJfIezyM+ykva18JySxH+DEIH0CXJiPoi1w5zUnBZN/gbcdlI3l2ebPdR7FUW5ZQMBY4ROVpAD8CYCva63/kB26E8BrB59fC+ATrPwWpVRRKXUlthxx9w5U8w2l1I2DPl/D2jhhs59LU4GpLq/nOm7qU7aRM0/+ch2zXYOrvW28MvnbKMQowYnSpG24THO+iHM0m0iBv1MfPMMu74fMR9KMBMDYB9dSKLkeJvhsBwQkET4+hhcA+HkAX1NK3T8o+y0A7wTwMaXU6wA8AeCnAUBr/ZBS6mMAHsZWRNMbtNaUsez1AD4EoAzgU4NXLLgglEJK7jfA3wfjsZqfTKYWqU3Ifkwag0uj8fUfcJs4by8zgNq0ABfJmcbm8kfstSbBz2kKTZW/Ka9nGyevk8/nh4iBQCRADm3elvpttVoA8OJJPdsBAUmEmpQ5wRdKqQ0Aj0x6HAKLAM5OehACYUx+kGO6Qmt9cNyDCM+1N8KY/MHHtavnOg0rnx/RWl8/6UFwDJziYUwxCGNyQnTRbQAAAxBJREFUIjzXHghj8sdejisVuZICAgICAsaHQAwBAQEBAUNIAzHcMekBGBDG5IcwJjuSMg6OMCY/JHFMwB6OK/HO54CAgICA8SINGkNAQEBAwBiRWGJQSt2ktlIbn1BK3Tbmcz+utlIo36+Uum9QNnIq5l2O4YNKqSWl1IOsbKLpoC1jertS6tTgXt2vlHrFmMeU2LTwjjGHZzs82z5jmtyzHbcidxIvAFkAjwH4LgAFAF8FcPUYz/84gEVR9nsAbht8vg3Auwafrx6MrwjgysG4s3swhh8EcC2AB3czBgD3Ang+tvL5fArAy/d4TG8H8OuGuuMa06UArh18rgL4xuDcE71X4dkOz3aan+2kagw3ADihtf6m1roN4KPYSnk8SYyUinm3J9Nafw7A8m7GoPY4HbRlTDaMa0wTTws/IsKzHZ5t3zFN7NlOKjEcBfAk+z7uNMYawGeUUl9SSt06KBtKxQyAp2Ie11hHHcNRjCcd9BuVUg8M1HFSa8c+JuVInY3k3KvwbJuR1N/rony2k0oM3im69wkv0FpfC+Dl2NrV6wcddSc9VtcYxjG29wN4JoBrAJwG8O5JjEmNMS38LjHp5yU82/64aJ/tpBKDLb3xWKC1fmrwvgTg49hSn0dNxbwf2LdU5zuF1vqM1rqnte4D+COcNzWMbUxqzGnhd4nwbJuRuN/rYn62k0oMXwRwXCl1pVKqgK19du8cx4mVUlNKqSp9BvCjAB7EiKmY92l4iUsHTQ/oAD+JrXs1tjEN+phoWvgREZ5tMxL3e13Uz/ZOPeb7/QLwCmx54R8D8NYxnve7sOXZ/yqAh+jcAA5ga2P4RwfvC6zNWwfjfAR7FMkC4C+wpb7StpGv28kYAFyPrQf6MQDvw2BR4x6O6U8BfA3AA4MH89Ixj+nfYUstfgDA/YPXKyZ9r8KzHZ7tND/bYeVzQEBAQMAQkmpKCggICAiYEAIxBAQEBAQMIRBDQEBAQMAQAjEEBAQEBAwhEENAQEBAwBACMQQEBAQEDCEQQ0BAQEDAEAIxBAQEBAQM4f8DYTaP7reqSV4AAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -983,12 +974,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "good size 841.3306737604862 \n" + "good size 709.9341184543206 \n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -1007,7 +998,7 @@ }, { "data": { - "image/png": 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8OYB/NDz+Tb/33/iXzrk559xZ7/1NqyBptDX5SBoeKTdZsoGUjSwjEZufTyAvII/htbwASSD8GO8L2S9EBHStpVIp/MlYQrfbRafT2Wf0ZV9J74LaXCwWw28ZqNYC1xbRkucn08YMdR75yPKWZBkW8eTAfXu2ExLGGfdKDB7Av3POeQD/i/f+FQCL7B/iFoDF4fdzAK6xvO8Nj0X/efg/u+YhhIb4OwFQPtOGE0qWPCTLzZKU5LYL0ohTGjnq1kbfkjjktfG6C4VCMP7lchmVSiXIO+VyGRMTE6jVaiiVSiFm0Ov10G630Ww20Ww20el00G630el0Rurs9/sjBt2S8nj/8Ovl/a1JZVy601Y0S1lNm25s3UtNUpLn83owOIRnOyFhXHGvxPBr3vvrzrnTAL7rnHuTn/Te++E/Vm44517Cnju+b+49H2lqM1u4gdJGtWQYpPGyvAp+Xn63jAo38HxkTud6vV44x42m/E51SGIj41+v1zE7O4u5uTlMTU2F9kxPT2N+fh4nTpzA5OQkisUiOp1OqHt5eRnXrl3D6uoqNjY2sL29jVarhW63uy/Owq9TGl36I+Mu4z0acR6kD+V3bRsNDfx+8vZq+TKI4YE+2zVMHCRrwhDfufEj89xnH3ruEFvy/sY9EYP3/vrwc8k596cAXgBwm9xo59xZAEvD5NcBnGfZHx4ek2W+AuAVACiVSl4bzXPjxA0GEYc20tdGityIScNjvZiGGxa5GpoTEjf8/BiPGVB5UrenayCJiBvdYrGIWq2GxcVFfPSjH8Uv/dIv4eTJk2i1WlhfX4dzDlNTU5ibm8Pc3BwmJyfR6XTQ7XbhvUe73cba2hreffddvP7663jnnXewurqK7e1ttNvtERKj9kkJibeV+oZ/Uj5NrpNEre2Oq90Drf9lWdb9inkQFh70sz3j5tOc2QzESCArfSKJe8NdE4NzbhJAwXvfGH7/DIA/AvAqgC8D+Orw88+GWV4F8BXn3LcAfBLA5kE0WG40uWHXZA95Lk/Z0sDJ8wRuTKygsDarqNfrmauYiQRKpdJIvIA++crkWq2GhYUFPPPMM/j1X/91LC4uotfrhVH/7u4uAGB9fR1ra2tBUiKJ6MSJE3jqqafwoQ99CKdOnUK1WsWbb+4NhguFAlqt1gjZ8X7n7bZmhEkPjN8f2ZeyP+l8np1PrXtieQoarPOH/WwnjOKghBArIxHE3eFePIZFAH86/EcsAfjfvff/j3PuBwD+xDn3uwCuAvjiMP23sTed7zL2pvT9Tp5KuCHlnkIeEtD22tGkJQ5JOlJCsfY/4iSgzfThHgSfblssFkOcgGIC/HoonlCr1TA3N4eHH34YFy5cwPnzewPUd955B+vr64EcJiYmUCgU0Gw2sb29jV6vF2Ym1et1dLtdbG9v4+zZs3j88cexs7MDALh48WLwTtrt9giR8T7hq5A5cVj3QvtNZWpbX9B3azqsZvAtCfAecCjPdsJ+3A9SkOUlcjg47poYvPfvAPiocnwVwG8qxz2A37vLusKnNvrUpANpQLJ0bULWXj8WUcTIQNveolQqhSml9MeDymSkq9UqarUapqen8fDDD+Ppp5/GmTNnUKlUsLm5iW63G+qv1+soFotoNBrY3d0Nxr3b7aLX6wVJqdfrYWVlBQsLCzh9+jSeeeYZdLvdEHvY3t7G7u5uCEyTvBQbzZPcpHkRlDfW91p8hf+m71YZMU/EkpEsr+Qwn+2EPdxvQki4N4z9ymcyRvQ9RgY8TxYRSCmHIIOd3EvRpCMA+9YiyOmgfAYSnzk0NTWFqakpTExMYH5+Hs45dDodVCqVQAZzc3OoVquo1+s4c+YM5ufnw1TUiYkJeO/RarXgnMPMzAwGgwHW1tbgnEO5XEa324VzDv1+PxBDs9nE5uYmtre3MTU1hZMnT+K5557D/Pw8Ll26hBs3boTrpNgED+QTOWieA5ec5P2J7Y+UR8bj3/v9/r7y8noJkoQSDh+HSQRJVjo4xpoYYgbeOqd5DlLWoO/SEPF3BfBVwFQefUrpqNvtjngHkhSonnK5HDyA+fl5XLhwATMzM5iensb58+dRKBTQ7/fDrCIy/DQLqd/vY2dnB5ubm9jZ2RmZakoSULlcxtTUFGq1Gnq9HnZ2dvbFOyqVCpxzaDQa6Ha7WFhYwLlz57CwsIByuTwykuaeAy+nWCxGZSXNW9PkPN7PWl6ZnhN0TEKy2pJweBg3LyDJSvkx1sRA4EYeGF28dtB99bmHIPPxWU2UVvuktN57dDqdsGiMy0v055wL6w1qtRomJiYwOzuLJ554Ah/60IdQq9VQKBQwPz+PyclJzM/P49y5c5ibm8PKygp+8YtfjIzyG40GdnZ20O/3g7dBweVGoxEMf71ex+TkJLrdbiAH8kQqlUqISTSbTayurqLb7WJ2dhZPPvkk1tfXsbu7O7IKmqbZ8n7ifSq9CutT8wokYZCHw8Hrk4vxJBnEJCeOgzw3CQfDuJECIZFDPhwLYgD00SafyqnNiKF8PDaheQjA/jeKccgpqWQoafsK5xwqlQoAjBg0CizXajXMzMzgzJkzOHXqFB5++GF85CMfwfnz59Fut9Fut1EsFrG7u4uNjQ3s7OwEiajRaKDVaqHdbgfvpFAoYHp6GuVyOUwxHQwG6HQ6aLVaKJVKGAwGmJubw+zsbFjIxgmrWCyiWCyi1+thY2MDrVYL5XIZp0+fxuOPP4719fUQhJYzqqx4AfUNvwdcXsp7jzXkMeKybbK92jOUcH8xroSQcDCMNTHk+Ue2gpuSBMhTkDIGkQOXjbgR4aNkLhVREJemmXIDSMa3UCigVqvh1KlT+NjHPobnnnsOk5OTqFarmJ6eRqPRwOrqKgCgUqlgfX09SESlUinIR9w7IoNOU0t7vR5mZmbgnEOv1wsxgd3d3bBX0szMDOr1OnZ3d8OUViIzms5K+ScmJnDhwgUsLS2h2WyGabC8bOkdUOCZ9xeHXImuQeaXMZ6se2+dk3UkWenB4DgRQvIasjHWxEDQgs5cQsiKJ9BvDVwnt4wbJwRak8ANNq0adu7OmoNyuYyZmRmcP38en/jEJ/Abv/EbWFhYCKuNSb7p9XoAEEii0+kAAGZmZlCtVkN9NKuo0+mgWCyi3+8HiWpiYgLlcjmM7Pv9fpCeaHuMubk5tFqtMJOJpCG61k6ng5WVFZTLZSwuLuJXf/VXUavVMBgMcP369ZHN/ayYQp5ReYzk88QYtDyxGUhabCprjURCfhwnQuBI5BDH2BMD/SPnMTSW9xAbqQKjnoMkCBr904iZxw5o9O69DwYe2JuKOjc3hyeeeAK/8iu/gk984hOYnp7G5uYmbt68iUajEaamco+EdkElqWp7exvVajWsSaD6aZuLUqmEqampMKrv9/sol8sA9iQt8ijo+mh2E2n4rVYLAMKUVwC4ffs2CoUCHnvsMTz//PNh6it5SdxzkpsGykVvGlHERux5zlkTDmIeAs/Lv8emJidk47iSAiGRg42xJgb+j20ZhthUVX7OIgZtKiyBRt+04ZyUdWgra5KUSFY6efIknnrqKbzwwgt49tln0e/38fbbb6PRaISppLVaLYy+q9UqAGBychKlUgnNZhM7OzvBsO/s7ASZp16vo9frodlshjaTByD3XyLjT14FXS+l5bIYzXwCgBs3boTrePzxx7G0tIRWqzUyQ4n6l9enbUliBZuzAtAWYoFl635LUpIzzhIOjuNOCglxjDUxWKNNbfQZIwp+nH7zhVqxYCrtSirn8dP2FSTzlMtlTE5O4syZM3jxxRfxsY99DIuLi+h0Orh27RrW1tYAAPPz8ygWi1hfX8dgMMD09DQAoNlshjb1ej1UKhV477Gzs4Nut4uJiQmcOnUKtVoNzWYzLIIrlfZuIRn17e1tDAYDVKtVlEoltNttdLvdcA3e+yARlUoldLvdkdgBkcv6+jpOnTqFZ599FsvLy1hbW8PGxkaYpgrcmdYr4wH8mLXZId0PbXM8vubDCijz+3tQbyK2225CHO83Qkheg46xJgYrYCk3V7OMetaoVFunQN/JQNNsHm7ISIqhgPbU1BRmZmbCbKNPf/rTmJiYCPsVra6uolKpYG5uDgsLC2GWEC0+29nZQbFYxNzcXPAUCoVCmAZbKBTCFFOasbSwsIDBYICtrS1sbW2NEB3NSiLS6PV62NraCjEJvrK6WCyi3W6HWVD9fh+VSiV4G2fOnMGjjz6KN998M+Sl+AQnAu2dz3See37aAjhuvOUCQ16WNiDQvEnrOchKmxDH+40UEmyMNTEA++MGWrBRGgxNU+ZlyO+8DBoF0yibgrxk1GgRGgCUy2XMz8/joYcewvnz53HhwgVcuHABxWIR7777LjY2NsKUz+np6TD7B9iTeWjL61KphHPnzmFqagr9fh+bm5vodDpwzgVDTIvbKpUKTp48iXPnzgVDfvv2bSwvLwejSlNnq9UqqtVq8DooeE1Gl9ZAUPyE2lcul+G9x9bWFhYXFzE7OxtmL2kEIHV7+T4GTqiS7HlsgvqYI4+0pD0Lsfx54h0Jd5AI4YOHsSYGrmHn3Y9fQiMCa1499xTIoMttr8n4Tk5O4ty5c/jUpz6Fxx9/HIVCAd1uF2tra1hZWUG73Q4rjAeDARqNBpxzOH36NObm5kZellOtVlEsFrG9vR0IwTkX9lDiQeXBYIB2ux1kHWofBYbJ0NNeTL1eLxh7ACGmQKQzNzeHcrmMtbW1EGsol8vBmBNpUL9RX2gze+SoX7sHMi2VZWn+GvFrUiGdtzwCbeZSmp0URyKEDy7GmhhiI3x+zDIUlJbSy6CoJjPQQjGuk/NYRL/fR7VaxcmTJ/Hiiy/it3/7t9FoNHD58uUwe4fK7ff7YY4/yUNra2thZpD3HhMTEzhz5gympqZG1jRQgLparaLdbsM5F2YYtVotrKyswHsfYgr1ej1IRxQPIckKQPAGSGYCEOIjFOfY3NwMW2IQeWxsbODWrVtoNpsje0XJ/paBaO3+cI9Ou0+ajCTvdxY0aVGLSSRvIY5ECh9sjDUxAKMGW+7gackG1j+9NqVSnudz/LkEwvX7Wq2Gs2fP4tFHH8Xq6ireffdd7OzsYGpqamRKKV8FTDr/L37xCzQaDfT7fUxPT6NYLIatLXZ3d8NU1EKhgMnJydBmPnuIttam9BMTE2HhHG2BQUFn7/f2NapWq2EbDPIonHPY3t5GvV6H9z4QC8U1aN3D1atXQ5utviWDS9ds9TMnEMvQ8/tokQWd53EMKTXGPJWEhAQbx4YYYl4BjZClRESGgnsKsa0v6DxwR27iW0fQ73q9jsXFRVQqFVy+fDlsP0GyC0k8ZHxpjQFJOtzATk1NoVAoYHNzM4zoKe/U1BSazebI4jYe46DRP227Qauam83myJoDLiVxOY28CtpjqVQqhWmttOHf5uYmNjc3Qzu0mVya4dUkIKrXuq9yUgEd0zwVniZm+DnB8zUYCTY+SN5CmpGkY6yJwQo8ExFYgU0ZhM6qQxonMsz8PQTkAZTLZczNzeHs2bOo1WoAED5XV1eDoSaJhow9BW8nJydRLpfDgrUTJ05gZmYGS0tLIxvxkYGn9tTr9ZDv5s2bqNVqmJycDNcwGAywu7uLdrsdtuIgL4P2bKpWq8Eg0wwjks0oyE7vii6VSpidncXGxkZ4twPfN8kiar7OQ94Dacg5OcgFc5JM+L2X3og1fZUf52SQFrYlJMQx1sQA2CNGTVKiILUcQcrtGyyvgaZvcglGTs2sVqt48skn8fTTT2N6ehrr6+vY3t4OchGVwUmKRuxkrGlET6ubAWBrawvAngdRKpWws7MTZB7n9t69QMaf5CBqo/d+pJ20u2qpVMLu7m7YI6ler6NaraLT6aBarWJiYiK0kxauzc7O4vnnn8dgMMD6+joAhProj/ctl/q0PtVkPzn9lKCN5GWZchor/+TEY00usM4lJCTcwdgTgzb6kwFpboAJ3KBYhoWXQflJBiI9HwDa7XaYqrm4uIgXXngB58+fx40bN+Ccw+zsbIgrDAYD1Gq1EHAm+adYLIYRfqvVCrGElZUVrK2tBd2/0+mEVc2lUinsl0TTZ6kc7knQthh86wq+CI/IiAigXq9jbm4OZ86cQZWO/TkAACAASURBVLfbxdWrV7G0tIRKpYLBYIBms4larYZGo4Hbt2+PeAzceEvZKBY74Oc18tbySK/D2rokiwgkkpRk44MkIyXYGHtiAO54AhxcsuCxBI5YcJMbMUk6fG4/90bq9ToeeeQRPPHEE9jd3cXKykqQhwBgbm4uLErrdDrBoJKR5it5aeYRf5fDYDDA5uYmvPeYnp4OL+qhdHzFc7fbRavVwvT0NCqVCjY2NkJZFNPgu6LyQDjJWjSl9fTp0yHw3Gq18Oabb+Khhx7C7du3cePGjX3BbOonIlH6Tv1En7J/ZVzCuj8EGXjWJCAtuK15KNr3hA82UnzBxtgTgwxiZo1GeT7NCGgvmaEyCGQwaS0DnZ+ensYjjzyCer2OpaWloNuTwSTJaG5uDhsbGyMxAjLotDXF7Ows+v1+eOua93srj6k99Xp9ZP0D3y6Drx4mWWptbS1MiSXJiLa7qFQqwZuh133SFh2VSgXT09OYmZnByspKWCFdLBbD2+IodkHXKck4z+hfzhySxyzwKcPWVhZawFkiSUjZSN5CAmHsiQHYv9+RNnvFkjEsLTu2Xw4Zcr4KmjyD06dPB2NPawxoERl5FWfPnoX3Hpubm2Hk3mg0QpyhXq9jeno6vHvh1KlTKJVKuH79elj0RgvY2u02AGB6ejrEKKhd/M1qNGupVqvhxIkTOH36NHZ3d8P7m2lfJJpSCuxttU3yEMlYtHVHt9vF8vJyCD5TkJoTAp9GLM/FyJzfqyyvwXoWtMGAvJ9WDILHrRISEvZj7ImB6//WSJSmIfLpqponEKuDQEaD4gK8zImJCZw4cWJkx1N6axotZgP2RvutViu8e3lraytsrzE7O4tqtYrt7W1sb2+HVdYkJfH3PpAnQURVq9VQLBbRbDbRaDRCm6lu2u2VpJ3JyUlMT0+HYDOA8FpQIoqdnZ3w7oizZ8/i5MmT6PV6uHz5Mi5evIjV1dUQfKa+kqN+LvXlnfGjeRsxqSjPbqiWfKQdSzOTPthIMlIcY08MUp/mo0TNS9AkA23UqklKFvmQEaN3NgN3AtIUX2g2mygWi+FFONPT08EYUxCbG24aYZdKJayurgYpiRaXUR56kxtNIQWw72U59G4G2tNpZWUl7KtEO7XSdxmwJlKhN81NTk7ib/7mb/C9730Ply5dwtbW1j5vIRY/kPdCGmsZfOb3Rt4Tfv/l/bDutZaWp+MzqBISEnSMPTFo0MhAfvKplFoeq1zN4+Dy1dbWFmZnZ7G4uAjvfXiZDt+XaGFhAZOTk0HmqdfrYaEceQmtVgutViuUTWlrtVrwUmhNgnMuxAvImJNB568Wpevb3t5Go9HA1NRUkK1qtVqY+TQ7O4u5uTmsrq6iVCphZmYG5XIZGxsbuHz5Mv7iL/4ieAs01ZV7BVrfk7GV/ceD0nRfshYZaoitgJZtsn5rUmTCBw/JW8jG2BODZkz4aJmPBrXFT9YGbTKd5Wnwv16vh/X1dZw/fx5nz57F9vZ22DJ7cnISW1tbmJqawqlTp8IModnZWZTL5eBJkKREM4Wmp6dRr9fDymKKX9CGenxvI2oveR4kd/GN94C92VGTk5OYnJwM7djd3Q1rJGiVNAXBZ2dnw9vlfvKTn+CNN97A2toams1m2JLb2uJCkjBf/CY9uqzAtHX/6X5ZcQFu9LPKSjOUPthIpJAPY08MBOufWPtH5y+n12CNVmMBTZoRNDU1hXPnzoVZS/ylO5SPRtk0sqfZRjTCp5H1xMQEFhcXR7aeoGCzjFs45zA1NRU2vNva2oJzLkhPFGOg7TlOnjyJTqeDRqMRYhO9Xi+8H4LaR2sZbt++jR//+Md4++23Q1yBS0iyj6XXIFefy3sUux/8nPQM+L3gfcHPSWkxIUFDIoX8GHtikMFNYP+q59j0xdimeVp6Xj4PQJO3cO3aNSwvL4eZO91uFxsbG+j1ekGSaTQaqFQqKJVKwcDTuw8mJyfx9NNPo9/v49q1a/DeB4mICIXqr1QqmJiYCIa9Wq0GsqnVarhw4QLK5TKWl5fDArRGozGyvoCkqcFggNXVVSwtLQXJivZpunXrFl5//XW89dZbWFlZCbOQyKuQI/48f9SPnBTIy7HuG4fmHRDhx4y/VabMk2YlfbCQSOFgGHti0GDFGPj52ChVylIcRAhcjybDurKygh//+MdYWFjA008/HYw6rS4m2YokFWDPGJKEQ6/ofPTRR0PcYGtrCysrK9je3h6ZneT93vYbFNym7bbpNaKLi4t47LHHwpTWra2t8Ma4jY2NsBZjaWkJN2/eDMQD7M2aIrJZWlrCW2+9hbfffhtra2thyw2SvGQfWwQgtXspJ/H4RBYpEHh53CPLA3lveXsSKej47EPPvS/XMiRSODgyicE593UA/wmAJe/9h4fH5gH8WwCPArgC4Ive+3W399/3zwF8HkATwN/33v9wmOfLAP6bYbH/rff+G3kbaenSdE4jAq7La7ACoNKYEDHQthLXr1/HxYsXMTs7i8nJSXS7XczOzgK4M4OIdiudmZnBzMwMtra2cPv2bRQKBZw5cwY3b94Mq5Jp24tKpTKy0ppmChWLxWConXMhdlCpVHDx4kVsbW2hUqlgZmYG6+vrYaS/s7ODwWCApaUlXLlyZWS6aa1Ww+7uLlZXV7G+vo4rV66EmUxUF1/lzPuDk0CMJDTwWJHW/zyOoK10l/ddexa0c1Z7bt68CQAfdc799Kie7YQHi0QKd4c8HsO/BvAvAHyTHXsZwGve+686514e/v5HAH4LwFPDv08C+BqATw7/2f4AwMcBeAB/7Zx71Xu/nrehmlEC9scYpKHigVFphHieWL3kEdDeRpcuXcKpU6fw1FNPhamkvV4PxWIR09PT4TWatDBud3cXm5ubmJiYCLOIaIvsjY2NsNCNv6mNPA/aV+nUqVMhztHtdrG0tIRGo4FOp4Mnn3wSk5OTIajd7XZx48YNFIvFsDkfgHCOFt51Oh3s7Oyg0Wig2WyGmVK0Otvqd/mbDDr3GqSR5iP4PDPEDrIbasx71AiEypybm8PW1tbborhDf7bHCe8XryERwr0hkxi8999zzj0qDn8BwKeH378B4M+x98/zBQDf9Hv/gX/pnJtzzp0dpv2u934NAJxz3wXwOQB/nKP+ke/abKTYbBc+W2ZYdzQ4akkmbhjo3dnZwY0bN/DDH/4QzWYTFy5cCC/JoUVvtICMVjBT0HpqagqNRgM3b94MI/Zms4nt7e1ACtVqNeSlWUkLCwuYn59Hs9nEzZs3sb6+HtKWy2W0Wi1cvHgRr7/+OnZ2doJH0Ol0sLm5GYiH4hC0KI9IoN1uj0hIWlyAvsv+k/1Gkg8PsvOysmSkrFXJfFqsHABIaFIhlT0YDGhNSg8AZ55De7bHFceZHBIh3B/cbYxh0Xt/c/j9FoDF4fdzAK6xdO8Nj1nHc4MbGCkTSR1bbrPNpzJSvqx58XSOr4KmmT2bm5v4+c9/HiSiRqOBZ555BgsLC1hZWRl5F3O/3w9vYgP23tlw69at0BaSqAaDAaanp3Hy5EnMz89jZWUF6+vreOyxx3D69Glcu3Yt7GXUbrfDgrd2u40333wT169fx61btwAgLIRrNpthIz++qR4nCPqT215oZGCRr+YV8Psj75X2nXuB/D7SJx2Tm/Vp5cu6+e8c22Ec+rM9jhh3ckgE8GBxz8Fn7713zt23OYLOuZcAvATs33ufG3gpG1m/h2XmCnZykAHhhoiknHa7HeQYMrC1Wg2f+tSn8Mgjj2B3dxfOuZG3rrVaLayvr2NrayvMUpqZmQkb5ZFR5q/fBPaM4tbWFq5fvx7e3UAvCmo2m7h27RquXLmC5eVlbG9vw3sf2kVTUgn8GG29QWsr6H0MXB6ivmP3ZqR/tNiC1vfaPbDuR5YHwL/H7qnlTWrbhkfKeGDPdg0T96vYB4ZxIodEBIeLuyWG2865s977m0N3eml4/DqA8yzdw8Nj13HHPafjf64V7L1/BcArAFAqlfb9U2oGX8oKPK0WY9BmNWkjTR6H4FMte70ems3myDoFWnPw9NNPY2pqCjMzMygUCmFNwMLCAur1OgqFAprNJgAET6FQKGB6ehqFQgHr6+sjhnplZSUY9ImJCXQ6nbBOYXl5Gbdu3cLKygo2Njawvb09sjJakiURD8k9tLsrkZCcTsqhkYCcaSS/U5/yFxfx/pYGm/e3jDFkkUCeuIUEJ02GQ3m2Z9z8sVhwQQb5KAkikcLh426J4VUAXwbw1eHnn7HjX3HOfQt7AbrN4T/YdwD8U+fciWG6zwD4/YNUSP/8wH4JiY5J4y/zagRgySPcMLlhAJoCw977MLKn3VdJt798+TIWFxdx7tw5fPjDH8bp06extrYG731YoNbpdFAul8M001qthrm5uVAuGfFSqRTeEV2v18N7F7a3t3Ht2jVcvXoVq6ur2NnZCTEC8jZoQz5ODnRd9MkJxNpKm/qLxxp4Gs0T0Mg6z75Ud7uHUYwQDkoWOIJn+zjgqLyHRApHgzzTVf8YeyOiBefce9ibgfFVAH/inPtdAFcBfHGY/NvYm853GXtT+n4HALz3a865fwLgB8N0f0TBurzQDHmeqYt0TAat6TetHLa24uaBTtpemjR8kpW4pHTjxg3Mzc3h1KlTuH37Np5//vmwm6r3PrzrYGJiAvV6PUxZ5eS1tbWFXq+H+fl5nDt3LshQ9DrO3d1d3Lp1C8vLy2g0Gtje3g7vTKDZUFJG4uB9RH98tbg0zpYExL0GfkwSAidkmU6rjyM2e0yLb2RNROAxhtu3bwPAh/ayH92zfVzAjfRhkEQihaODy9JZjxKlUsnzIKg2aqVzdIwMBNfK6VPm53kIWnBTvv+A/uSIu1wuo1wuo16vo16vY2FhAR/5yEfw4osv4sKFC2EK6tLSUpiGurW1FQw5yUfFYjHIUfPz80G+mp2dRbfbxcWLF/HGG2/gypUruHnzJhqNRphRxIPIlmTGr50C61LqoT7QjnPPgu9DZclF0rjz+2H1Oa+P5+Xp5L3T4grarCQ6X6vV8Oabb/619/7jOGTMuHn/Sfebh13tfceDJIhEDHeP7/vXsOXXDuwuE8Z+5TMfCXLpCNi/Vw4/Lqc18nOaMeF18d+akSwUCiM7mhI50P5CtD5ga2sLq6ureO+99/DhD38YCwsLOHnyZHg72uLiIs6cOYPNzU2sra2FrbzpPQ40lXV+fj7EIHZ2drC2toZ3330XN2/eDK/0JGLh72WWe0Zp2r409prMk/VdlmGN7C1ZxwoQc0lLkwEltOuTZfL84zwoOi54UBJTIoWjxdgTgxZX4Po2l4WA0Xn0nEzkZnAaSNsHdDmFj5C5wSKJibyIVqsVzhE5XLp0CfPz83jooYfw2GOPYX5+PgSxC4W9t8HNzMxgd3cXjUYDy8vLuH37NiqVChYWFtBqtbC8vIydnR28++67uHr1KjY3NwMZ8J1bZRCZj9w14ypH8BYRaBKUtg0GTy/vlzxPfc7LkfEIXmceY84HE7xMurfWgCLh7nA/JaZECOOBsScGbgw0qUAaLkuLlt+5ock7o0UaV2B0zj2VyYO/NCWUVj+vra1hbW0NjzzyCKrVKgaDASqVCs6ePYuHH34YN27cwNWrV0NAmWIazWYTGxsbaLVaYesKTgokH3FZSOr7VjyAzlmavxbg5+Xz8uS9sPoxa9QfyxebWKCRgkSWB5Nw98jrQfB0iQzGD2NPDBxSqrBkIilB0GeW4bBkFgltBMyNDZeXiCC4EW+1WlhdXUW9Xg9tmZ2dxcLCAjY3N7G6urpvBTInAlqHQOXRLqi0CI9fM7VVyjOcLLTYgTaq1iQ77dolEUkC1uJEXPrjUpglbfG65VRX7f7xwHOSkh4s8hr6RAjji2NDDPSPLUepfKRukYZGBpZeLQOX3FjKt5TxkbVcTUvp+bTRwWCAZrOJbreLZrOJcrkcpKnl5WX8/Oc/D7ObZJyAAt1Ulvd+JJ5AcQ9Kz1eHx7wBKQlJT4qnkyvOZb9rBpz3tczL20UkIGGN7KVEZiHmgaRdVhMSdBwLYtCMvDRe3Ahp+ynlHSXSeWtOvSQfmZcbcmofGXQuL7VarbBlNxldafx5fVrwHbgzW4s256Pf0ojTcZlfixVwQoxtZqd5ZlpfS7mKfmtv3OMje62t2j2nT4qvWG2S5Wlv9ktISDgmxEDgMkNsthE3MjwYS+eoHAoa03Fr5El55B4+0vBw2UbGHrjnwME9AP5dXi+vjxtz2peJv/uZp+FEKkf90lPg12YFfa3Ru7wPWh7piWlbnsi+AfavfI5JfBxS6uL9a5WRkJBwTIkhj5GQHoQ2e0aTEuSIlkaVNNrmBEHgI186z409tUP+cT1fkoP8tGIB/M96w5m2joATmQze8vZaC9R4n/Dr4P2bFcSO3T+56JC3XytTg9YevugvxRgSEnSMPTFocoI8rxlrnl4aOzquGWhZj2XAuHHjb22ThpbHJaRXoGnyXHLSPAyej3sIPP6ixVIojUYO8jq5FCbbyOMrsT6y+pn/ydXmso+tuIMFfu1am+RAIMUYEhJ0jD0xEKTxl0aI68vaKJQbJ761tGbMKFYA7I81xLwVzZPg7yWwiIGPhCktX1FNJMHbyD0Eaov8ozZoI22ehn9SWmmUpYHX+lcjGa1Oy6Pg9Vh9HCNKSQpavliahISEPRwbYgBs78EyVDFvQUvDy+VpuVQUSyfL5tMjpeHXZBvZLu7NcKLgxlumk9fMA6wyZhHrQ2lsZRqNVKQHIcuySFvrT+s8L19Lq8lPB6kjISHhGBGDNQrURr48DiE9Am5Eebl8JM7LJmiegzZ6lfnk+xzyeDRa3Zaco8lDHNY1aBKRlIc0Usg7UyvLm9LKkOD9IEnJ6ntN4pJkmIghISGOY0MMmuHgxtAyFHxmizYq52llufy3HG3HDJ1lqGN5YmQmZRLLQ6BjlnZuxVHkdw4uIVnekeYpaP0cg7xOK08sDpQH/DoSQSQk6Bh7YtCMvrVJnJVPG4UD9hRXC3Iaagyx4KxmBK3ZP3KlriV/8euWK3ypPTI4zs9pdVqkIMk4j0Hn1w3c8aQoNiTPy7JkLEHzqqzrkf3Dy0xISNiPsScGwNaUtdGfJitJI60ZHIJcSS2NFjeuvB4pRWltjMk8lrcgZzxJSccyiNqqbG6MY5AL5GQ7s6Qj2dfy2uTUXp5WQnpLeQy7tRGibF8eTyYh4YOIsScG65+fjx41DV7uuArsH8VrZMLzEBFwyUaO2qlsXp+cgy+30qD6LUOoQVula5ERvx6uu2fFCXiZvI3aimmrbm3VtTx+L7CeB40Is+pLxJCQoGPsieGgkAafG3KaPipjCppuT8e59CIJxwqIExFwwxQLXmcZKGno+XE+rVRKPJaerpXDP7O8AHmMkBVg5sjypCwCiMk/MWLW8qd1DAkJOo4NMWj6uvwt5Q9NxydoEowMVvNy5Q6emkYvjY4MQluyjyVLaX3AIQlDIxAZfL9XxNqoGdo8s5FiEpJFRLKvY7KR9GLyEnJCwgcVx4YYgNEpidJo0HlAn9rIR/tSs5YjypgsxcENvhacpfxyuwguUQFxw5a3X2TbZZCXX4u2JkNeV17pxwrGa9cj92WySIFfU+yYzMuJndqkXUcihoSEOMaeGKSnkCXj8DxcHtLSyTqA/WshrJGmjDnwMjXDq60K1oyYJgvlGTVzucuKX8gyZF/KeqRR1eIHecjDkqF4W2MSlXaNPF2MxCTpW/JaQkLCHYw9MUhYXgIHNwbalFYZg5DGxnu/b+aODN5Kz4PSUP1yJC1JjZOdJvvwdBIWOeYJbmdtSifriQWXrXK1HWHpe942y7RaW2W/8XZobZRElIghIUHHsSIGa2RrpeX7C1kxAW20Kjev01ZJx+QfWbeWVsZHsq7HgkYqMgZjIU9dkqSsOIkVMNZkG+v+5SE8XpdsD8HaHyohISEfxp4YYiM7OXKXI3JAn9MuvQN+nL9gR9bF6wAwsgOptkiMxxesOIUWF4jNw5dt13YMje0VZJWnQSOt2FRX6f1ktUMSgUUusn8oj0UKWdejxZYSEhLuYOyJgaCNMvOONuVKXrnalj65kZbfLUmI12Np/sDowjkJ67il73Oy0UbGB9m6g+qXv+W18HZqwVzNI4sZeosk8+Bu09Fv6r97CfgnJLyfMfbEwI2INCiWHKONwqUMpX3y75pR46N07q3EPAytDdLLkWXx2AdBBqr5p0WK3IjLWEuMFGQaCUvr187F7pfsb83j4+VYUp5GVDEvMnZtCQkJx4AY7hcs/TtGEJYB07wLTVKSxs4iMB7TkKuseVnatXBi4gY2ZrytPsg7G0g7llWGBkm0MVheSQxylheVI2NICQkJozh2xMD/oeU20tqoUPMe6Jxm2K36tPTaCFYac4uQqKxer6e2TyKLKCxPSJN/tA3+5PVa/Wn1oQZplGP9a5GD3OdJO6+1I0ZysuyEhIRRjD0xWFo3/eYG2TKKsfxUBsGKH9A5Sq+VywPOcjSt7ZXEr4EvviPZRwZ1rfz8WMxrAPbHKgix2Ubad+03R8yDsAiFL0izNgQ8yEjfGihw7ywhIWE/Mv8znHNfd84tOed+yo79oXPuunPuR8O/z7Nzv++cu+ycu+Sc+yw7/rnhscvOuZcP0sgsYxCTieQfGWH6087LtLIeOtfv91V9m87RH69Lq5+3l6fnU15j7ZPXIeuy+k/WA+gb8lkBc+uYJGaLHPLMKrK2G5HtttqsPQOUZnl5GQA+epTPdkLCOCKPx/CvAfwLAN8Ux/8n7/3/wA84554F8CUAvwTgIQD/3jn39PD0vwTwtwG8B+AHzrlXvfdv5G1oTLaIeRVZ6XhaOTLXDBtvh5xpZMky1jbW0svhngfFK+R57hFwEpDbc3Ovhl+PRnSyrw6yRYd2LXlII1YX97Ys0uL3QZPs+L2jtDLN1NQUGo3G28plHeqznZAwbsgkBu/995xzj+Ys7wsAvuW9bwP4hXPuMoAXhucue+/fAQDn3LeGaTP/efLIF1IyyCpD5qU0clRplaGl4SNgKQPxenh55CEQiAj6/b4ptXBDJ2cqyXZZUho/x4lHlmm1W7ZNI4Ws+xS7JzFIYrPIQZMHJaFWq1UA6CGH54wH8GwnJIwr7kVk/Ypz7vWh1HRieOwcgGsszXvDY9bxA0OOnDlixsj6k+lkXktyIsmn3++j1+sFA6+VK+UjLjVJL4CMs5SfqD4+kubt4ufzyE1ZBprnk56TdY30nX/y71bMg9cp81qL/KRsdhBQf0e8oiN5thMSxgV3SwxfA/AEgOcA3ATwz+5Xg5xzLznn/so591dZq1gt2YcboJjGLQ2WZsA0bVsapZiRstJxjZzaKGcLcfKQ7bYIQqtDi2lofaH1t/VGOn5dzu29F0JuHhjz5LQ20vVYsNYrSNLM69UYOJRnu4v2/So2IeG+465mJXnvb9N359y/AvB/DX9eB3CeJX14eAyR47LsVwC8AgClUsnnkXWskWxeuULT3XkZXL6R9WpyBhk9S0biZXi/f9sMeVzKXFICknJQrF5ZvkzHr0fbJVbq/3IaaVa8hc5zCU27ZxpBaPcmhoPIg6yOQ3m2Z9x8WkiRMLa4K4/BOXeW/fy7AGhWx6sAvuScqzrnHgPwFID/AOAHAJ5yzj3mnKtgL4j36gHrDN81QyINZNYoXo6s88oRWjtio3g5etViATy/nOnEj3GpSGsDffI6ZP/IdLI9sb6Sxl2+68EqQx7Luh8y7kKwvL+sujTvxLrfR/FsJySMGzI9BufcHwP4NIAF59x7AP4AwKedc88B8ACuAPgvAMB7/zPn3J9gL/DWA/B73vv+sJyvAPgOgCKAr3vvf5a3kZYUFDufN681WubnaOaMNjqPEYoc4Wtt5oY7a+aSJtPI0X/smqgOvpWEJbvwQLS2gaDWB5pHI8/HoN2rmLTEy9T6SLZTtvHWrVsA8KG9bEfzbCckjCNc3pHyUaBUKnluoGL//Py4TBeLM/C83IBL4yYlDhm81LwDGfeQxENpeF4ea9DaIeUfzTPhZcjFdtqOtFr/xF42JEFkk0WUlpHnshvvFwmN0CXhFgqFEeLTvCQi0lqthnfeeeevvfcfNxv9gDDj5v0n3W8edrUJHxB837+GLb92d1P/cAxWPueBpWcDo2QhjTZPr0khslxp4HmZ2ohUtimm/XPjSNq9NLTcq5CeiDYy11Zba9fGy9C8CUv35+sz5HoDrd+tTe/kdci+1bwteczqX4tweF8mJCSMYuyJQRqMvIiNQK2Rp1Z+Vr0xL4Yb1BgpaO3iebix5B6LrMcyoBqkTCRlKcuL4B6KBe5B8OuyZhVp3ovmEWTJcrwuDkneWSunExI+6Bh7YohByjCALunIUbw1qtcMqdTKNa+CGx6t7BixaXKW5ilo+bSRtUwjZRoy/LLsPBq9JKWDTC2NwapbW6Qm+zd2z2TZmtSXkJCwH8eGGDS9XUuTdSw2utSkmizjoRGQLF8bBcvXi8bK1zwF6UnJvuEzb+TonXR4TmRyNM49Ckk8eQwqT2tt1hfrw5iMJ69flhMjVa3shISEURwrYsgaHWvQtHeZTxpIysfLsPLJcmV5mkHTRrlaHk2C0rwR3j+8vdz4cyKScpDmDVFeSxbS+lZKXwQ+E4q3W3pjMpCueTOy73gsRLsn8t5yLyp5DAkJOo4FMWSN8LJIQRpMTQqx9PiYTs/rtjwF7ZiUvmRbOHlYgVyLHHi7ZTu5AdUMuvxOBp1ehcr7zYoHWMaWe2Ka0c5aZCj7VyMN7bp4m7gXlTyHhAQbx4IYNGOTNYKV5zjyGARLutDOxRCTX2TZ2mhZK0N6FTKvzKcFrPlxqy28L+QoW5Ny5HHZJkvWsRYhWtej9YM8r3kE1v1MSEgYxbEgBmA/EcS8BClJZMkG1kjXkn14/Zbx0toojaqWJkYk/DyfJqoZSkkwUhLi7chqt4LMWwAADfFJREFUP6WT3gvfwoP3BfcALFKQpGR5O1rfy5lUWr/FyqDf6UU9CQk6jg0x5DGgMbKQebVjlNaSWmKj/jxtyZKCNFgykSaRSQOrGWNJZFl9Y10HJwutvdpvy2PIQ4axNtF1We9r0CDTJyQk3MGxIIYswyANJR2TI2kpc0hw+UOe16Z4Su8kRhKaobJG03SMb8MRk014HdJYa3Xwtshy5CpmejeEVg+ll3VZpCuvnctIcpaULCsPkVoeGkGu3UhISNBxLIgBsEfmlrGVeeTvLI9D0/ktw2eNTC35SyMNOi7lH24sOVlwSI2er5zW2ii9I62tvG1yGw4Z3+D1Sikra/+nPP0m262Rh9W32r3hpJeQkLAfx4YYsjT3LEOTZ5QpR+Vamjx6fizoSXk1fZ6XqXkZPB/lkVNPY9ITgU8flSQUIz2ZL48MJNsiZTrtuFa3zGdJaVltiKVJSEjYw7EhhhikYZQj5ZjnwJHlbWiSFT+vjVA1stHKkAZaS2ddl2bQebnWCmKtfmoDoL+kR/Ni6Bz3UqQhlum1Y5KcNLmLy08xmYxLY1p9sT5LSPig431BDJpkEvMSgHhwUhu5WiNUXk+MTLQ2a56BVQZPHxvVc+Op9UvWdXO5SpNrNPLUPrNiLCTlxPqI1k9ofSeJOktSjHkjCQkJozgWxHA3/8RZ0oGluWel09JkSSKx+mOehkwvR990XFuop42K5Tm5LQeRAm+D3E5bLnbT2mQRiLw+6zjB2uiPjml9aM2SyiM3JSQk7OFYEANBG53HDHxMYtKQR2LQRvRS6uDtzQvZ1iwDpm2XEYtNZElq0jugY9Yur1IGyiI2jehkWVQG393V8n64RKbdW22vqLyknZDwQcexIIY8Bk0e48hr6POSiFW+VZaVJla+NeLOkoEoTVYgmRtWbpCBPa+A4gXaXkmxGIQlNWVp/lSe9Ha03zKvJEaNJGJ9l5CQMIpjQQxZ0IxtzAjkGT1KI2vVE0NWnEOrL097+LEsSYyOWSufeVu1bS+sz6ytuy0vhdJJ6UmThuR1avlk3db3tHYhISE/jhUxaCPHWNrYbwnLwFr5pOyUpZdbZUsZJRZQ5fmlsaS8cqTNoc36seQ2Ocom4tAkL+lNaNKN9in7kCClK55Peiv0u1gsqn1ueTDpJT0JCTaOFTFw5CEHy2hb+TRJypInrMCurCMm/cRgkUpWUJen02Iy0hhb7dNe7Wnp+PKNbzIuIcmLoMU0ZL/yY3JBnXN3gs38Wi0ZT6svISFhP8aeGDRDci9lxAy2NsrOijfIMvPKU/JYrA2ErLhDbBTOr0UjGE0O4tfER+re35lqytsgZw9pI36LDGQeXq/0qHg+TWKS10XehGxbIoaEBB1jTwzAwbR6OUqWI8mYPGOVZyHmiUgjbJGCNTrW5KS8shWXdKxrtwy1LJOP0vMQmkU4lodFhMLbwb0AXk4WoZH3Is/JMhIhJCTEMfbEcJBR/EGNvhzxZunT0lBpdcaMqKWl8/JlPTxdlpQkf2vve7bqt0iHz1DiZRaLxX2GmZORlLI0EAnQn9Wufr8/EvOgMuUx7fpkWSRJWYOEhISEY0AMFrJGzQfNnzdvVuzgoNC8DHleSjJZo94sgowRj1UWN6bWfkmUTquH0nACKBaL4U/zXGT53IOxgsea0demqyZiSEiwcayIIY/eLyGlpYPWR2XkzZ/leeSpxzpP3/OQmuXJ8HO83thcfynN0XdrI0AtHx/lc0+hWCyOkAWfbUR1yR1lB4PBvtlP0kPR7pnWBwkJCftxrIghJsUA9+5FWIgRkjSW2kj0IMFOS96yvAStfmmoY7KXJE0uBcktMyS00b0WV9HiA1JCkqud5XRU3sasPiHwWVPauTRlNSFBx7Fb9WMZAm6QLSN+t/KBFfDUjlnty2PMNMMXa5OUmHj5WZKTFQfgcg2/9jxei8zHA8uajMM9Ag2DwQD9fj/EGCxizOMVxEgxISFhFMfKY7AkFCv4qOW3RvQWNC8lTz1aOXk9hoPUEUubdb0xAuVppVeilZXVfunJcI+B3z/ZZhrZcylKekExT8LyupKUlJBgI9NjcM6dd879v865N5xzP3PO/YPh8Xnn3Hedc28PP08Mjzvn3P/snLvsnHvdOffLrKwvD9O/7Zz78v26iNio8SCwjKgsPxZHsLwWOZLW2q21R8vPj+WZTqpdg3ZN8k/KLVQfjeCl0ZbXy8/JNmjX0ev19q2P4Hm552Cl0e4L/+Pper0eADw9zs92QsJRII+U1APwX3rvnwXwIoDfc849C+BlAK95758C8NrwNwD8FoCnhn8vAfgasPfPBuAPAHwSwAsA/oD+4fJCShB3Iw1lSSJZea08UkO3vAarXnltvAzZZu2a83pMMe+Cn5cG35KqtGvjxtsiB04sVJ+Wlr6TpMTf4cDbGfNk5PPCZS4A743Ds52QME7IJAbv/U3v/Q+H3xsALgI4B+ALAL4xTPYNAH9n+P0LAL7p9/CXAOacc2cBfBbAd733a977dQDfBfC5HPUDsCWdu/UOrBH/QWQla9Saldcy7Fa5smzN+8hTvyRVTcaJGXPLC4nJMzKdRgw0w4jPUCLPpNvtotvt7vMW+HfZLj6llXsjvV5vJO1wRXRzmO/Qn+2EhHHFgWIMzrlHAXwMwPcBLHrvbw5P3QKwOPx+DsA1lu294THreFad6vG7JQQr772Ul7fOLPLRyIEbcjKCWV6SrMuKQ1iG1aqPPrXttmW7+v1+SMvrcc6Fc1QXlUdbV5Ah73Q6aLfb6Pf76jXz6bLazrB8miuvX54bXtujOORnOyFhXJGbGJxzUwD+DwD/0Hu/JUaq3jl3Xyyrc+4l7Lnp3N1/4IY7D+61DfeaP69sZhGQPC5fdCPLlyunAXsGkRYbkHUQer1e8BSErBPK4p4CEYO2OlqSjuYFUXp+nMtYR/Fs1zBxP4pMSHggyDVd1TlXxt4/zv/mvf8/h4dvD91oDD+XhsevAzjPsj88PGYdH4H3/hXv/ce99x+P7aF/0NjCcYcm4xCkdq7lkXmlwdaMqBYo12ScmLxjST0UaO71euh2u8E76HQ66HQ66Ha7QfqRhKa1SatP84joOLs2hyN4tsuo7rs3CQnjgkyPwe399/yvAC567/9HdupVAF8G8NXh55+x419xzn0Le8G4Te/9TefcdwD8UxaU+wyA38+qn++MeRBYo+W86SmPNMCHDUsGOmgZ/FOWrclFGtHIMrTvMo7BoREExQ6kZMaDzNZkA0mCWlt5//FrYs/VBQD/31E82wkJ44o8UtKvAvhPAfzEOfej4bH/Gnv/NH/inPtdAFcBfHF47tsAPg/gMvYCe78DAN77NefcPwHwg2G6P/Ler8UqLhQKmJqaUjdQywPLqMuRJx0bRy9Eu2brGCEPmUmjGUsTIxap42cZb4ov0DmN+L33KJfL+47Jcnn8Qmu3fMscv2bnHE1XPQngPz7sZzshYZzhxkG7t+CcawC4dNTtULAAYOWoGyGQ2pQPsk0XvPenDrsRY/psH4f7NQ44Dm26p+d63Fc+X/Lef/yoGyHhnPurcWtXalM+jFGbxu7ZHqO+CUhtyof73aZjt1dSQkJCQsKDRSKGhISEhIQRjDsxvHLUDTAwju1KbcqHcWnTuLSDI7UpH973bRrr4HNCQkJCwuFj3D2GhISEhIRDxtgSg3Puc865S25vi+OXs3Pc17qvOOd+4pz7kXPur4bHDrwV8z224evOuSXn3E/ZsSPdDtpo0x86564P++pHzrnPs3O/P2zTJefcZ9nx+3Zv3THYFl5pc3q207Od1Z6jfa61rQ2O+g9AEcDPATwOoALgxwCePcT6rwBYEMf+ewAvD7+/DOC/G37/PID/G3tbK7wI4Pv3qQ1/C8AvA/jp3bYBwDyAd4afJ4bfT9znNv0hgP9KSfvs8L5VATw2vJ/F+31vAZwF8MvD79MA3hrWfaR9lZ7t9Gzfy7096ud6XD2GFwBc9t6/473vAPgW9rY8PkocdCvme4L3/nsA5OrZI90O2miThS8A+Jb3vu29/wX2Vgu/gPt8b/0Rbwt/F0jPdnq287TnSJ/rcSWGo97G2AP4d865v3Z7O2ICB9+K+UFgXLeD/srQff26u7Nf0KG3yR2PrbPTs61jXO/XkT/bR/FcjysxHDV+zXv/y9h7Y9fvOef+Fj/p93y0I53ONQ5tGOJrAJ4A8ByAmwD+2VE0womts/m5MeqrcUB6tvPjyJ/to3qux5UYcm1j/KDgvb8+/FwC8KfYcxEPuhXzg8AD2Q76XuC9v+2973vvBwD+Ffb66lDb5A5xW/j7gPRs6xi7+3XUz/ZRPtfjSgw/APCUc+4x51wFwJewt+XxA4dzbtI5N03fsbeF8k9xZytmYP9WzP/ZcFbAixhuxfyAmnfQNnwHwGeccyeGbvBnhsfuG4Tm/Hex11fUpi8556rOucew957k/4D7fG+dy9wWHhiTvhoiPds6xu5+HeWzfeTP9d1EzA/jD3tR9rewF+X/x4dY7+PYm03wYwA/o7qxtz3zawDeBvDvAcwPjzsA/3LYzp8A+Ph9ascfY8997WJPF/zdu2kDgP8ce8GxywB+5wG06d8M63x9+HCeZen/8bBNlwD81oO4twB+DXvu9OsAfjT8+/xR91V6ttOzfS/39qif67TyOSEhISFhBOMqJSUkJCQkHBESMSQkJCQkjCARQ0JCQkLCCBIxJCQkJCSMIBFDQkJCQsIIEjEkJCQkJIwgEUNCQkJCwggSMSQkJCQkjOD/B91gYEq6uZ1+AAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1021,12 +1012,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "good size 865.5097942493726 \n" + "good size 841.3306737604861 \n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -1045,7 +1036,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1064,7 +1055,7 @@ }, { "data": { - "image/png": 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+ "image/png": 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -1083,7 +1074,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1097,12 +1088,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "good size 871.2004785483297 \n" + "good size 710.0182739926768 \n" ] }, { "data": { - "image/png": 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B63pubm6i+rzB3C4E5t9msevhLBJgI7+HiJrSoymbyk6qP6HhQUAVt7CwMHkyg4seufBhdUcSTcLJdGl+8pOru7w/TWcevbpMBcnwzEPWE31wJkMTBE1x+uBIhAxLlcNwTivvc57TPHY5SEosC01nkh7LmG3MayaZ+63s2gVQC8vHBVmnrgeTq/sH3+ZTS9OK29/n5ubOHAE28nufKKXo2Wef7RFAfmdnT/PW37mFxQRoNbe6utrz9ZHgGN4kKO1vfCap1R7JSrKrqRL61PKYpGU4jK+ZtGj2Zz1yVdmmPs3E+fn5iUpJE5n71UyargM+beKV5DR1+eKFXOThG2iG/Jzpf8sFCk5sVLs+mrRyokkznsqPkwyfnc6VYeeRHz9mOD+/965Bpke168nV369evaoXX3xxqg5OIxr5vQ/cvHlT0vAWFZMGHxUbuu77R6PRhPhWV1cn7+Gr3Uf1x+0uVJoGfXCSevebnKicHMZmIBUNCVWa9jFlPGmO+RrzlHl1WXOhwQPeizlUmOn34yuxWG7f57i3t7cnL3oguZj0UjUbtfz5mG6BnICMdBuwTIbL5AmEaflabbHCoDLlwtLc3JzW19cneTMJ5osq3Fbb29taWlrSU089pVdeeUWnHY383gPm5+f1zDPPTC0U5OJFKrOaCUw16AWK5eVlLS0tTZ668ECnCekB4mvezpLmNP1TXGUdMmul+hud5+bmJq+oIok5P6wH6eCH70lOvM8DmYsctU3HhgdwEn2atkmyNh8dt32JVoY0WU2oNIUdXxI+J0GCkwPrj+rKcdNMzntq7gz6Az1Z5UslHM4LJSY/WhB0N/g+1reV9u7urlZXV3XlypVT/4boRn4PCKs9ElnNzDXh5SuiSIK8x2G8RcUEaF+ekQPdZglXhdN/x4HPzcskHvqG8l47yQ0OeJuYqXTm5+d7CsJhaKolYVKpkRB8LRVY+uls8pNUfc6r3k5jNBr1yJwmLxdVnGYuOlBt+n4Tl+8ZjUa9R/5oVtJ0pZnK9k03RU5YQxMRj5l355/E7qNVoPdbsp2t/NxPlpaWdNrRyO+QOH/+vC5dunTfhQuqPa+0ej8e/XZpJvuexcXFKXOX5pBnXw40Pt8rTS9gOBzDcLZnGJKlr3Fg0eyV6vvffL+JhAOSA5bk4vKRwOmTSzgvbAfHSROW5XK5ndbS0tLUhuwsGxcQuEBhUO07/16sMUGybkgo3K5DEsp24CTE+mO6B72UwGHoH2TbllK0trY2mZikfR8kF2OcR9/7zDPP6Pnnnx9M96Sjkd8h8Oyzz06RHffBpaLj4oO3pvjZ2Zpa9CBx2JWVlckKb5pWUt/HyHTZwX0fiYtp1szSVBGOnzN/mpQ295g/Dl6my60mJLY0T21mJgnXyNpxDJnynAD8+n7fu7OzM/lDIZrPVjiMxwrS+aPpmnVG3yvrkPewXnwuV5RNiqwT38fvSeAOy3ZOX6PrwH8gz8ck7edlm7nszK90urfANPI7AKPRSNeuXZN08GveaXr6Ozck25Q9yDx2equrq1pZWZl62WgSic0Pqe9Ho8M/B1mamTlonU4qEJJNmq1DRJr55cBJE5amJ8tFUmMepf4bZIZIkYRmsnN+eTRsOlOxUu04HRMG000foMnS93PiYpsxbU4svE6fI9vR+WQe2WdcB6xjtrPbn5PP0tKSSimTVWO+q7FmTXRdd2r9f438BvDss89OvudKrY/5+BlJzx8vWNj3Z6QCXFxcnCg+/q8GOz1NXfrb0tfEwcABJe2bMQc9EZG+LRKr1N+WkQSaz8AyDzSBuejBhQ6+KIELNb7u9Lj9YojQqKLS78l6s6qlWUmVxueXWU6WnZOF85f9x590HdTqkvmma4EkzkUKklOSKvsR64fps9+MRiM9/vjjvbw6newDpewtup1GE7iRXwUf+MAHpnxy7tgkPpOZSdBKj9tVRqNRj9Ck/sztNLyBmUTF8DS1CA46Dh76bziQOchSwXGhgOmkfzBNbF7j7yQvDjYqiFRuHOhSn7io+EgwrEsP2lw9dtxJ9omaTy0nj1RuqdTz/iR9EzyVXpqrzjvrlYqaEw0JKieB9LsOHV2nc3N7z4avrKxM3rdI14fLNVQXpwWN/IBLly5pbW2tZy6R7PJ3frd5y3858wtF6eDnQPBWFb9JOVUc/Wcc0FQZVEO1gZtmkzT9iFaCA8xx2F/m6wQJLxcP+D2VmY9pIjOsy+fNz8xz5p8mtdUaSTMVk+vG8XJLSJIW7yVppZlJVUmVzPKaTLJOXE4es86pyKjMGL/Ll21F3yGv8Xnhra0tLSws6LHHHuuVIduO6c7NzZ069dfIb4wbN270VFf65Ux8JCcqQCs8L1rY/PXTGdKer4hKwGayydOdieZxmpU0nwybZWmGSf1nQdOMIRHXVlRJ1iQ+XktTtmZ6kRi58pgKsaZo0t/GAUgSq/mzqAxJdLzGPJAsSHQ+x/rNiYOmfpIi/Z2peElErCO6J0zeXkl22vbPpnuESpqTgeuv5pJwHKXsb2z3gtDq6urkDTDpHkgXxLVr1/TCCy9M9aWTiEZ+Um/DcpJezb83NzfXM3Wp+LxaZvWXBJokyuctHc6PHRnph6Ia4qDjYMuBJ/X3v6Vyk/rEMUSKHKzeD1czd2kOkezpt+N116dXLjMt+h+dBpHqywrOg5uTgbT/VmMuNLh+WIfc3kLio/Lj5JKuhqx7EwXrrWa6st25EMTJhXmtKfgk1lR9risf3Q4Ms7y8rPPnz0/C37t3r2eF8LsnmIsXL+r111+fys9Jw9z9g5xtJPGRhLgvj6THV0zl66V4D9/SIWmiCukbzP2B3Ndn0vW9Ptb8cg6fvh7O+mlKZxwkupoS9L21PWU1M4zE5/yk789xUgVlXFRhaUZTaXkw8m3PqSB5vweu72F9pLuBao2EmGYv40/il9R7gsRxkwzZXpxwaaaybobayUjyZNvmCjL7vc9J0urq6mTvKfv+kEnuv2I46ZhZ5VdKmZi6Q4rPRJTP5vq8ySv/8tELHbn9hR3L8fq7j7k6m0ovTa1UcfT7cXbmiqbjJaEYNJ9rW03SrK3FQ2XCvKYPkD7MLCvVD/PhezioXWdWjblVJtVibTXcapvEngs9VI0se/riso5rPrbapMN7nQ7TrZHe/eqZdUCl6PLyfipu91enc+7cuZ4SZTi3F++/ceOGbt26pZOMmSQ/vlnZhJbHfHOKr3Hnfj61YSIkmUn1PyCqEYRVBQcATZEkPqM24Jw+H0lK84qmpzu04+Gf3XC19KA4crWYZjpXMZ1PEizjTpKXps3GVEOsC4fJfLKMmSYXkkjADpckzXJQdVJpUl3Sr0aVmCqaaaY/tUZ8PGY8zE8qOk6omR+SGP3P586dkyRtbGxMkXJOgjW3yknDzJm9q6urPbOvRoC5nSW/59uUc4WWiizDsGNwNZOvoGJnzvs4OA3Gx1mZr2niQPRvvgqehEA4Ha4gMr7a42u8r0ZQrB+WJ+9lO3mw5cbu/M1zTI9kTGLKdmNeqJ5yoNfUFNuB9Ub/LRVrjbScRroscpLKtnTcudk5+znbgiTnNGyROAytmfn5ea2trWltbW3ivkmfNtvsxo0b1fKdFMyU8rt+/XqvgWjimqjStyepR4BWZnw9PDsMlQJnVan/rrYcAFRGNV8KlRLP85rBx9DSNGNaHMA1/1qaqU4372FYaV+xUIUxr0yL6jjzxjpJE9JbUTiA0ySrKcshE5T+L8fLFeJc5czwSd65aOV2cT9IF4TrgL7JJF0ized0A7BMVMuZX/aL7C/z8/O9PHsB78knn5xsfeJkmH1ZktbW1nT37l2dRMwM+V27du1A4stFjaHfaeaSMGkS1waIVH82lMRFs9j3ccCleZVqKUkqfzuNvCdNZx+pEtJRzgFaM1WTSH0kKTGudAlQRaQizjyQVB2OT4/kYK+ZjPkEB+uf6VLhJbHW4qOSrS1QcNJIImZZDabBCSvJjMqVK7PS8H6/WhqeCNzPR6ORHnvssd7KL9UqN0NfvHixkd9xYoj4/JumKcnOv2kO800tvpYv1pT6j1Hl+Zqi8jXHw7A8N6RcOMDoe2M8VEN0djN/VGWZPn1X3BbiNIbUbJaR/kefIxGmiqgR+5BZSMVIQhoqEwnS6bGe0y/KeiJqj/UZ9yMz1m8q9HxjNdvTadXqo0ZmnHg4QXCCS2WffcgCYGVlRRcvXuzF4fw6Ll87qS8/PfPkd+XKFUn1V7ZTyfkcl/JJelwESXO35u+Q+o9gZYfihyREMjmoE7pMSWDs4EPgLC3tm+i5ukgidB5IeiSRVIlUkWmi18rta7WFBdZBuhJSXaXKovKhUrUpWFNsmX7m03XGVV/D9XgYMG7HyYWKob//NFienAip5Fl2EumQYq/5En0f635lZUVra2va2NjQvXv3ph6pdPjl5eVD1cejxple8Lhy5coU0STRkdj4Sh+rOzt6feT/4aYyJBlKfbOPDuf0YUn92dMDzUTA8KmKpP7gYzmTJB2WxOO64JMETJ8DrOb0Z/ypWlK1JcFk/qiyamSUcXOiSZM9n9bgYgl9bqzfNOF8JElxEmC7Oc7M60FIdZt/y8ny1szhrBu2DyfCnZ2d3vv5GBfvsXJj+RlfumcWFhZ07ty53puI0i3k+07i4seZJb+nn35aUv0xtfTppQJkGEk9NVgzi3NxgyrQxJmq0+GcptQnUw4wSVMkkoM80XX7z44yjEnAHTx9Ww7vgZDKwqgpaQ4okgbzzwnAaeXAdHg602mS1cqeZiCVEMmLT3047VSfjDMnLKfrsppA+ThaqtNa2xipKKlKGYZH9gHfT+JivFmnrD/en3Gyjw7lw+OEf7dA6yjvvX79+mCdHAfOpNl78eLFKcV3kJlrUstZiwsaVIYkTd6bA0+afk9b+m2YN6qvdGLnhwoxzSdp2rlO5ZYd26t2NPWpDkh09BummT+UF6M2uDjo7ITPzbfOv+tmaK8kj3nNcWSa6QOjGvUxVWrugWSd+BzvTz+ivycRpS+U9XZQHXPypJvA4fxMMOuciyAG6y3jJ8Gz7ubn5ycboPnPeI5fUk9lLy8va319fapvHAcOrfxKKfOllN8qpfzy+PcHSylfLqU8V0r5hVLKaHx+afz7ufH1m0eT9To4+3AGyu8kNqlvllK1cU8fn+RIAiSJSeqpxkzf4AbSnG1pZqXfKX1VqRx8TeorKKfBuFNBbG9v91RHDv6sIyJNUZJzjUw8QOiHYn5J2C4LSYDppgvgMGY3j6yPnGRSIdFcJpnVQLdGmuZUh+nXzXqnUufENzTJ0M+ZdUJfX7YZw+RETt8vx9H8/N4r2fi/0jmeXK5Lly5V6+k48CBm749K+gZ+/4Skz3Vd92FJb0j69Pj8pyW9MT7/uXG4Rwa/hNFExM5ME5UNw6czSHA1fyCJMRWjv/M803cnpEltkNRsjqXvh4MhZ/8aSaQjn+Za7s/i4gZVXz7K5XuTIGrO/zTBqFjZBmwfx5914yPb1GVg/We4GkEk6Sd50lRMAshV7swr3StEbrlxPlw3uf2IadcmOj6el3llGztMmuFJtknIpez/F3ASoPs2X9Lrl/H67Ua1MeN4Lly4oJOAQ5FfKeWGpP9O0j8f/y6SvlfSF8ZBflbSD4y/f3L8W+Prnyi16emIwA5DEkx/XL6goLZwwX17bHR3loy35ugl8XHGzbA1nwvvzfKkGmMV2+dGnx3JrraRlmYL4+EAqREkB18qtdrgonLjeWn6DdGpfPKYfkC2O03IVGVp0qXi4n0kG9ZfkgXVq9PneaZNP69R2wjO77W6IHkybzV/Y20SdZp8a3a2IX/TDZL7Yz2elpeXe9YS+6zrenV1dSp/x4HDKr9/JukfSHKtXJL0Ztd1XtO/JcnezOuSnpek8fW3xuGPHE8++eSUP4sKL81VflK98bldzvTS/kqX42cDj8vdu5YDno+yeaC4cySZsAwccNxnyGs0HX0+B05tcBuMz2aOydPgIMlnaPO64ySpJHJgZn5s7tWUKk00lrdWplRFmc+akibZuU5yYsky1DZLMy+cRHwu1XEqdn6naco+RKU3hPS1ZrxJsMyfv9M1wrGTix8kPR6lvsvnuHBf8iul/GVJL3dd97WHmQL/BXEAACAASURBVHAp5TOllK+WUr76EOPsHXNW9jWSBhcw2Ig0S3OmS2XmeKnaeK87I00bkpMHlJGEJfU7NDuQ80AFydXcVF1UEUmyDkMCSBOO/kOnm8/7pl+I5MTBxzA56EjQNGlz8DOsB2WGIeHVlCzrgG2YJGvS40RXg+9l3lKt5aTodLm3z+mm5ZDpcF8hJyTHnUourRFeq1kgjsf9N3dGeMwsLi5OfH+enPmcMPvXU089NVh/jwqHod/vkfRXSinfL2lZ0mOSflLSE6WUhbG6uyHp9jj8bUnPSLpVSlmQ9Lik1zLSrus+L+nzklRKOfzmqAF4hXcc34Hkxlko/YC5bSWf2TWSRKXpRROp/6TAuNy9jl0zb32fw3MwSf09gajPybGm7thRnX/GT38jX+GeKqQ2aOiHY5mTSPyp7V+sDcr0P6YZzvr0dZbd112O9PWRmHKCMsnVVBTNv6HrSXo5kbktWCaX2edS+SfhksypTGv1xXpIMVDrd+xzWV8+x03N0t5LQ+7cuTNZ0eUk5PzZyjlInT4q3Ff5dV33Y13X3ei67qakH5L0a13X/TVJvy7pB8fBPiXpl8bfvzj+rfH1X+tqts5DBlUeCcWfmvzmPblQkUTIDkIfIQcjCVSaVjE+x7gYzunUlAtJYXt7W1tbWxNfjfOR6tH3pL+Sec4390r9pyZqnZQLOVkWl6NmDrMu6XfMycFIZZiqOkkmTTe3BUmX5reVXJqV/GeybKP0ibJsSXCsG5K9f/vFpknCnAgk9drZaWWfYN2wv/F3bnBmujVrINUp73M/pPm7tLQ0MXvX1tZ6b33huHB478U9LryfTc7/UNLfK6U8pz2f3s+Mz/+MpEvj839P0mffXxYPh1Rn7Cg5cyYJZhw5w9L0yjgyPXeymqqozaC54JEgKaSfih211qFZJzk4qUyZt4wjiU6qP43CMDnwqHRJTKkuaiotiY9lMnEz/xxsJAaHSR8dFQ/jcjmTUHKV/iBQ8bLMJA6bqVlm1oPvYdsznzWSZt/LfpUTiu8fcr3UiJBhXFZJE3/5yspKz9KqiZPj9vs9UOpd1/2GpN8Yf/8jSX+2EmZd0n//EPJ2aNCU46e2FYWffC5XmlaO7vDZ+DVnrvPAo5H+M3c8/mcF42ant3nEgeOVaA5QkjTNIJq1qfx8jwejw2acrgcSXvq2SDSO03Wa9zF8Kk/WN+uNZECydP5qJqPzRgWYypbKnmRhfyZJi+1EAhlScNnmnBipmni+lDK1zcl9nP5hb/hmHxvqg2mFkMDc3uxnjC8ncZ5zPpy3ubm5yd+0rq2tTcxf+krZ3qPRSJubmzoOnInH2+j7kKaJJxVQko2Rm0IznjyXZpTBgZLKIhWcw1oBOCzTIPj3jZmGBzjj8AIAyZwk0HXd5IkFk0Ca+Rzorjv/Y5yv5wRAM9NhUjGQoKnaGEdtYmKZOVF5QvPEN7R3jmqWZWa9sX6yTRhfqqpUQmlKUukZJoOaWerrWX/sG27DjI/lYF4YX7ZzqmvGmfEzr0zHv73wwYUSYm5u7lg3PR//evNDwNraWm/g1UzXBJVgbTOmO0g+oUHTx4sDBsms5sOqmSH5kkznLQeswcWIPDqNvJdKgwTvvHA2Tr8M42Z5uCBARWi1RIWS9ZPEQ7DtMj4OWNcTCdYE4u9Z1+lDrZnAnCAyj6moSJpZ3yxrrR19P/OZirCmwvL+2jHjz8fYMu2hsmSeU3WTBKX+XshSyuQ/q3d2drS1taXNzc1J/828HgfOBPnRJMgOxmtUEEaqlVrDcMDWzDPezzQ5A9PRT2WU5ghNLA7GVF68h6Ypf6daGTKvk6AzvfydPiemaaSZm6atw5C4SP5Z16wPTkapJvKpGvoFmR7VkNsnyZqkW+tX3PbD83ZlsC450dQGPtuSfcl5dx3WVnizj2QdD02O6curEbbzli6KLAtVK+t/ZWVF9+7dm1Ltqbpr5H7UOBNmb83kdcf3zOcKT8JK84nqzrvU2Xlqg5LmG8Nkx5KmncVp5nTd3iqgz6ffJfPCTkj1lXVChcS8u8w5+GpqLwclnfCllJ6Pb4j4hkw4aY84/MowH9luab6x7azg879VfH5IgbmfML6aImY7Sf030CTpHzQZc5LNfsHzNdXsfpltkxOLSWpoA3qtPfNa9k+WvxaOcbBdJE2e+U2Xk3Fcq75nQvn5/XpS328x1ChSv2Pm3rdah62dZ1qMiwqD6dHnxzzyHFdSa6qrphTzmM5+lp8kNTSTk8zTf3SQ6UYTjYsUbIdaGVxvfNzQcfuV6FyY8SBKX5LDp3LJv6WsqXiWh99JtKkCOdFYYZLcs+yllJ7/lem5rjgRphLjPekXrKlGYmgBxv2Bdcj2z/wn8dVUKicLT0SelOizZr0eB86E8rPDPivyoEGb4fmbndMd3PFImhqgNbJLGe8w3B2fZl92oiQx54+r2OzMzpPJweFzMnBcaf7UTFN2ZJM0852LO1YnzD/jrJmbzmeWm23BuElEjitJOMmUcaRyYjxJDqwH3sPypIJP8kl1WyOUmtmX5mASaloHJCdf4zYa1y0fhfPRew7pM+XEnGZt5iGVs/u5tCdO+MYXx8/xdhw4E+TnpXWpvhKXJkEtrEGzL/1JVEOOy43OzuPOxlW9nC1zwLND0b+TviKSgIktB5/zRtKuDX7P+lYkfDNLTYlwEWfIBOVAycHIcLVzSXapztI1wQHt8zR3/fZt559uDLY3y8w+U9viVFOMro9UX0n+rH+q5CG1xsmJ/YN1k3WW5ToIOdkk2eWqdG1s5QqvNP2+yLm5ucmbXnJcOYz/buJR4kyYvZyxh4guB5GPOdBqUt+rpPTlpAnhDsx9YUOmtTtZrqzWzCQOLL4lgzMuBxkHaqpgduR0pEvTK8lUeDVy5YCkv9Hhh1Qk28D5ym0xNo8yrNuCgy7zwrZiWTOPLh8JKBVNEp/TzfiH3ANOozZpOh4+8sV+QKKkusp6l/b3/A2RHtvbyDZNcs22Y9jaOMmysY/bn7u+vj4xszlejkP9nQnllx2idp3IRuNgYCdmvNkp8zvjTbMjVRNVRQ6MzF/60mpKiXlPn1GaK/7NzpvmN1Vm5jsHYJqINULktSyfNP2fvSYvDkbnI313nDA40fhBe/+5Nje01/pHkkuW2b+54MD0c/KtmaJU32zvNIXT9M4/nx+qR96ffZNps52G+jPVX15nOiRTTnw11ctFKdYV2/dR4syQH49DyOV2qrNUHtJ+B07VRrLLBYMh9eh4bKJzJk2V5Ljm5vZ2y9eUSeZVmn5NE1UB80rfjjT9eqGayvB9aRqasPj+QxJBEmSto9dMQZaNcbK8bjMSIP18i4uLk1Vj7uVkGWtlzcknVXLNPM62qClfgnXA/Ds9EmCtvpL4vFjG+jOGJos0d9PyGCJb10M+hZJpuyyO264I+v7YrisrK4P1dRQ4E+R32L8KlPo+vexUVgwkU87kNXPDqJFizafCcyTJXKComTW+3y81oOPa8VPZ0ZznAKcaTUJPBcoBxfjozLYichrMA8tF1ZRPWdC/mRNDKqVUXkQpZaL4/E45DziGyRV+59dtwfpze/Cln2wPvtuvZnZmmyapsR1ysYhtwfpwnxhKNyeK2lMeWZ/sC0P1nxOn4XtqE4H9yW5bK/vctvPYY49NxXuUOBPkt7m5OWV+DSFVXBKdBymR5t+QozjJjPfXTL98c3GScf5O5UZC8zUPNHbQ9DfZdBwaAEynRpxML58vZXlczqxrDnrXXQ4aqzS6B5hPppkTSL6lO00s/q7ldUiZuk5ygkh1y8mASjMXObLtk7Ay/axP1nfmZ4gM04Jg/mskZ3KnCqRKTAsn1WP6SNNXW/v+qHAmyO/OnTuHCsfZNVcGfd3IWanmW/J5EgGvM9yQT8OEUuusvM/5zYFCdcZ8Mg/5lhmqMhJQKhh2buYnyYQDKJVhTkppzpHErGRrKpEuCK7C1jY0O+708aVZTYJnvWfeWd8+V3s+l/XBvZw87/hMIIwnCSAXj1LxOa4hVUyiqqk5f08LIuHJNJVmug58PYm067rJM74scwqCR40zQX7ZaQ4imlr42gDlNTriUxFRBXFgZPy1Dp7pMn8eOOmwZnxJfFL/7wtT7aQq8PdUYiR0I5/b5OByXK4jTiYOn//napKxQks1xToaGpgkwZy4pLrPaWig5eIR88ownDxYRuc7J77aIK8pzDQ3TTg1gqj174w7+1bNMsr2r7k+CF7PCZLn8smSgxQe60x6tKbvmdjqIk2vMh60epQqpGbWUnlk56j5aPgcaG1VsdY5U6XVBo9N1Jq54LQcD5UhVUIqHJct1UHNVM/OaTLKsnKScB0xnNNlvqkaWE/0D5G82AbcIsK8pqpiGvxTb04quZCRExzzxjBpQjLemlnJ+qkRuicEtjfTSfU2NJHW2pNtaqSvlflOZLmokLONcpLd3t7WvXv3eu8wzLT8nU9rHTXOhPIbMhuGMDTr1jp0zdzj3qX0pXHAZv5INpz9a/nOHfhEvr6Ig8t5yUGZJEHCpPk5RIJZFy4/64NpMU2boNlOtTzbx8RBWasDEx3VpsnfRLe7218cyrpKMkvzNt8Qk3WR39PcY9n9u/bMLo88n0oryc51UyOug8aC+/HW1tbkviTTVHO13ySymnI3ueZ/q2ReWHePEmdG+Un3n7UOe3/6i/KRKhOEFaIVCB+zS5NR6ptCqfCcLvORj5IRtU2+3PrBTsXycQBmeRxHqoiaykjiri3WkGhZ3iQd5o2DOsEVYqbPyWVzc7PXLjs7e69T8t9ymlxzo3QizeQsB/uAv9eIjfVWU5OLi4uT55W5IpsblllOhyHYVkyP91MZOw0+511bRGM8tTZ03zdo8vo1VrVH55jv4yA+6QyTHztDKhlp2ulN/1F2JJpKqRpperFzZDhp/wH72qxMZcTOTzLLTmMsLCxUneAsTy2tVDQkIvoOU1Ew7O7u7sSfV1MnXg32defR5jjjyPomGVB1p+mXJL6xsdFzB1AppwJmvdYUeSmlN6mxDnj/0ITGxSYec7N2Xnd8uUfP9VWzUjJtKtOcZLJ/175nf6q5MBwu8+cJJ9VrWgC1vveocGbIb2dnpzeAap2ADlo65vNha5IX1U12dt/DTpGOc8LhqJacF3Yqz5I1cuL9vm5fFn04jt/k4+8eUD76TRu5Msl6oyLMrS2cNOhzrJmzqXwd1uXgIEsiTfXptJM4Njc3p9SaTeA00zJ+Ek9twYETqctMEs/J1ziIpFKdDZnaJEwSe8bHsrG/5URBpZf5cL3lJOQwXlHPvJRSJgqb92ReU5Cwfh8lzgz55UpeVuSQb8VhSYbZwX0fFYyvMy3eV8uf4+CzjbX7WZb09+SRpnISBCeE2pYKqiIP+HzTLmdnh0kyZhmSmB03B1uqHmn/Pz94fw4Qth2Jz/EwjVTwOQATDJ/kSzLJCSititqEV5uQhtLmuVoYxpsKPF0eiRQBGX/NH0diM9gPeA99gpxshqwo/37UpGeciQUPSXrppZck1SV8mhckA1Y8Z10OGA8InnNnGPpfXxIZHf++J9UmV2BzI3HNJCFZMx9JXPkn2DUwvGdtKjmHSZ8k08pyUj07LFVzOtFpIjlOK1rXF+OoDXD6MrN9eU+uOHLAJrHnIE2lluZftkGu1CfBsEwE+16SN8vEtFLNHqTma3lIH26eZ1w5lra3t3uf7COZZ9dN9vGNjY2p/B0Vzgz51ZCzEjt+zWxI1cQ4OMhNVHwLSnaQmnmVJnHOqE5naPuIr5M4D3okz/HXFF+aQzzP/HMQMM+pPLJunF5thk8TK4mC+WIcNUVMos781tqd7UgfZOYzlW6qvuwvmR6VD8MlodbyVTO3a6owr5Ewk6hq97HdfJ51m5OMz+UTHweNs5qyG7JapOnnzI8SZ8bsNdgotdk0zWNp3yntxrBfi41Ovxn9XFJ/ZbNGdHl0PlPFZB6SWKTpzlFKmbxQoOu6ydYOqf/Xi3lPDpqaD4aLOTRzfG/u20uzf2tra5CIXUaW12WjiyEHV9d1k3+Ocx78nZOG00p1kQO567qeG8KkWHNNpDpyGqkWWQ+OvwbnnyukJMsaubDvMjzTZ34Z3uViPKyXmknO9mS5aGa7r2SeSeqcFGsuKOfj7bffrtbVUeBMKr/ajJ6zk7Q/wDnIfC1nZA+kXAChCqstdqTJm/fTGT/UcbkwIvU3KTtuP8h/0CN7LqPv4xYeLlLQx5X+z5rZyYUKvuE6yS4VCMkq307NyYED2K+LT3UzPz8/Kf/S0tLkcSqapWwH1r3zXEr/pQwMz/w7LCdTlo2ElOV3W+cTM9lHDU68NTVYSyM/zHsSc6bFOGp7CNlXeV3ad1Ok7y/rzv01y5Xhjhpnivw4awzN8iSAbFh/T3+L1FdvJoWU9DVTgoMgOxVnz8xzzdSS9p9t5fvp3CGdbpqLzJ+v5eKO82ICO4jga3XF/JNYa6rX6dqXxzp1/unDPEgx+x7Xy8rKyuT9fR5cJHEqEe6LdB04r0leLCOJiyvtNUJhH8i2oDJN1EjzIHOR/clh2OdojrMea+RGBZtjxXVN5IZ01g/TZP45UWb7PiqcKbP37t27evzxxyWp2nmt8hYWFiZ/L+jXHlHykxDYQWoqIgcnQQLKzuV0+AgYiY+kwQ/zYTOG/qtaZ03/JldbqbZqCqRGHGmq82mUjMP15Dy4rEl0NIvyjdJsR6otrxD7FelWezahffSes1S+RFoGQ4SVJinbNU362sRIc5r3Zpx5vZY263boMctc/c7y1I7sQ4yLYF4yPn+vKT+fT1dA9tFHgTNFfgQrn2aZpMmu/8XFxQkJekC7c5Jg3Fl3d3cnzx6mGSKp57OqmT45Y7JTsnNyYHofnvNNwjRSVTqOTM/xckD4PAnNew3zbSpOi2op80sizDpgnqlsfcy6dVl9L1euTZC1v0RMxcJtNPdTGSQW/858OA8Mz7KzjCRvTpjMqycQtg/Ve42kkpjoZjFYZuaN8ZAgc9JLEiRyYaYWt0FXkleG3VdJ7H7c7lHhzJEfFyuy8+VnY2Nj8mblND1q/pyavySdwAZJivmR+qYbv3NwemB70SBVlge0Z1EOnCRGg4rT5aNpSNXGBQDWI9PgdapQwx2cA5RpcdJZWlqalNl5tXLb3Nzs1Uma7Fn3HGA1MuPRpERfXZJ7Td3koPd9JBnWW05uJMQkJtftkFuE9ZmuAebPcSdx5XUSH8uVk6LPcaFrqE6S3Nw/uBXGG6Id9rCvpntYOFM+P0l66623JNX9IfnxTGQlmI7c7GzS9BtxhwaD4XTSHKRa5CDhYEmS8f27u7sTUvQg4H6y2luemWbN5E3lZGKi4iNYD7lvLtUOfUiGSc7+S1/nJ5+pJvFxYNLc9+AySLLZLk6fYX0tJ4Mc2DUSZTxU1dl+JLZUc7w3J5JU60lqGVdu16q1T83fyMmFpJemc/qXHacnH6fHMecJ239k5PCpPB8FzpzyW19f7zUwzcCaj8xmr6TJdzvM05ykaSz1Hx87CNmJqJjYiXOTtb+ngqiRGgc3lRuVQTq7fY1qKwnLv+lz44BnWZKgXW88z6dkcqsMz7NOuq6/6MKjkdtFqLhr9yWxJbEw77zmc3QL0HRNeALhfsQaKSWxkNSZXypD/8572C9Y7zW/ZloDWT81X5/rOMmWY4oT4vb2tjY3N3tHb8liX3nUOHPKT9p72iOlPH97tqn5ItgY7HwcJDRHaj4Zh5c01elydj9ICfAeElmtszCfNfOcA4ELGKX0V1ZzcSNn5hxszCPzUFMVQyrLg5ZuBpIK/Xq1NL2YkWaWnxphXmrKNOvZfYLtdJCSZr0kKTMs26PWhnlv7XrNZcDvzivrIdUx88KJPYmOW6vSlcLJzUd/2If8Zhd/kvQcz71796r1dpQ4c8pPmt7m4iPVn1TffsHz/NPrubm5ySJJKXvO2fSXMT6fp9qxOmCnTYVHpZEEmgqPxOa8e5XT56n8SC4ciP4PlNrAJVmkL4o+PucxB3U65fPtOZwcXKfMXz5PzXK5XZ0X1gPVm8NRYSYJsR1IijVTLCdEKrtU+P7OyZKg5ZATq+tvSM1lH2D8ucqbREply3Zlmly88vl04djNwHQzfwxnYvbRdfjuu+9O1fNR40ySn7Tn+3viiSd6nYMzXKo7f2oEQGd9KjRp+sH32qquO3nGn9semDf6Ug5yWvs+I8031kEObuYhH03Le1JdcmLIONOkyjLkIKZaIOkzriRBqg/fS0KmKnEafOqEqJmdSRBUzU4/3QksX5qFOSkNpZv7QFk/NdeI42TfyXpmelw046TGctFlUCtvWjxUfbmay/qjBeHPg/z74sPEmSU/7/njYPEKqbSvkLIjZgdfXFysrphxIYBEIamnLB2u9ljakNJiZ6QSssJIpUD15I5Ghen//iWBcXDv7OxMtv340TEOwkT66niO5fORqi9VHZVbkrDDDpXd9W94UDkutw2VM8OxzTMcJyO6BGpKkPFk2VOd3y8Mv7N8mW4qPtch4862Hsp3ThBUffRnksDS5HV6vpcuAoqD2j/BeZHyUeNM+vwMv+lFOnj1l1Lcg8eNxMbivR4sadLWfDkkBg7oNGVrM3aacmm6Un3R/Cax1nw9tYfTWfaawvD9mR+qE5aNaiWJnmSRq+ssP9OjSyDJleVwmR23twKx7WrmYG3BIknTSN+o81JTRg6XZJTp83dN0TNNWjIk56zjVONJtEwz/dO5kJNqL62BNOsZnmMj1d9x4cwqP6k/6Nn5cnajH1Dq+9/89EH+6XV21NogkPrmttWPzzttdmCfc5jawOdsX/MRUSmlWqEZxzTYmdMMqpUxlS/zmeqG5U0SzLQ82BiOfimXITdiJ0n4HNthcXFxoj68oTZN8axjtgeRfji2Yb4Uwx++xKBmQrP8tfZNxVrrE7421AZUoFSIthaI9O/5Hi4WMm4KCBJcupY4Lt95552pun1UONPkJ0kvvPCCrl271usg2XDpS+J5DxgfMzy/53YMLgrw8SOaZLX4mL5BJcZzSRbMi7fr+D4OTM72HGQH+aVImowvFxFcdipbX2eeOHj5m/VIdZMKx+Y8B/PS0tKkHkh8+V8VfAFDbRLzBEISq5m9nNRYd2wLls33pI8225/WAifDmgmaCxKZh6w/EiBJs4Yhtce2tnigBUWSP4j8HvVTHcSZJz9pjwBv3Lgx6Ty1DuzBkH8ms7GxoVLKxFGeg3x3d3dqT6BBlZVEkmapr3HQSsNPFDg840gVw0GSA47+LR6pekmq+Tww6zHzViMTDjjmncSXZvxBplxOHp6cuJ/O17hfT9r3yeYClok3w9dUK+uD+SG5uF2yz7BuUsVTydVAUvO9zgtJKU3koTZJUk8z3GkxPPPIVVuTIEmZT3VQeHRdp9dff71axkeFmSA/Sbp169aEAAl3XL4Dj686okOfphRVCB8v88yXJg0HGdVXqkmqqPxI+7O/4+AKtsPwiQmabow380jC4KDyNdcBiTyJiel42wrJnmrT9zvvdjGkqU8XQhKwN6PT2c98uBz53y580zDLJ/W3apBcTazpMsl2IcGyn6R6S7Oa5/JtM0b23VTceU9N0VEp1sIl4ac65CTp7/zfjiRB/nNeqsHjxsyQnzT9koIhk5Hqwp3Y/whGX5GJ0nv/fC9NzzQfEzU1ylm15iMjIdCM9L0269KPybgPQhK8662W/xx8Say8RvXp+Lhg5PK4TkjoSbpebLKZ61VqPlbFPz83qfq+dCNQHZOUar63LH+qOyrHocmW9Zt1SNQUpsGnlZwuJzgjCbqmMtMiSXXIMCwnny83+XHRLPf3Oa4333xzqi89aswU+b3wwgu6fv26pGm/HAc3/UMmu1Rju7u7k9dh2Y+XWzGy4/v6kGnk+2p/lcgBXDN305TOgcEOW3tbC5HppfJMv5/P0z+X/r6dnZ3Jywtyldyqz+1BE94qyOmY5HjNbotSyuR/e50/kynNLt7DDbpsi5oyGVJiGT5dDbVtH74/lRDrOyeq7IMJTqRsuyTmWpmS+NLkdRuyvCa3jY2NKuFRFaZb6H4T8KPATJGfJL322mt66qmnpmZGzppWU9vb272/dvQg9aDd3Nyc+JqsYmxmScMPz9cGwP32mDlNkjbJjuGoFnzN+WG6NJkzbG2Q5eyfvsy8j9ep6Ij08Tls+gb5L3Q00elKoAlMNUQyTXWf9cenNYwh85FkQ9JinWWd5/mskyGFmcRBEifZMj3WQc0kTpJNP2d+ZxoeH35cLVUefX/5OY6nOWqYOfJbX1/vNaI7vNRfrs/ZPN/6sru7OzG5qE5yMNRWMK16qJRqT584T+ycRg5W54M+R/qlcgZPE42omUy+l/Fx4KZZnKrDdeJwXAjiG16oBp0mB7fTp+rja+sdhqTnAckBnSTs+uWLLg7ySyVxpcnpfpKkk6RLy+F+aoh5zwmO15l313mGzbZ0GYzc2+e4bRX5JQWbm5sTsqv59tLc3d3de6PLScCZ3uQ8hNu3b09Je5JaNiBntM3NTW1sbEwa3Q5dvkaqtg8qzYt00HN2TYUl9fce1lYinX9/p99KmlaRjjPzxvzkkfkj0ZPgGG+qVE4sRpq3NIlZ/7u7u5M/JM8JopT9P3EiATqu9JPS1Mz6zkUEY8g9wLpLdVRbqXa8LCPrOc1nn2P8eT3brnZvIuNj3yUJsq7Sp5cqj2HS1HU8x/U0Rw0zp/yMF198UVevXpXUXyXjDFfrkCQlD7r009A0pnObqJmzaQpROQ7dn3njtUQSIk30g8g0Hf42Lz1B+LvNVQ48khvzQbPVR5NfDsrMmycPuhx8nmSfA5+mmMPXfJpUgYbzwXonmZLo6W/Nlduai4E7DNg+Q2X371TfBstAf2JaE1RxWf50Y1AgeNK3APD5jCMnS+bhJGBmyY8yXOqrFA9a+peo1NyxNjY21HXdhOz4xz9p+vo+aX8xIv1nK9aByAAAHj1JREFUucUj1Zp/H7SKyyPJlOe4/9D5ohsgB1P6oXIQmSQdL9+wwglkiJxNpj46vzSjeN/u7q5WVlaqSjQVjfOSphfTT9N8d3f/PY+1ycVlGVoFppmZ5ibrzW3NrVIMw7A5GXZd3+VBcsz2r7lSGC9Jl8TFtnO/MdFxUSMXdLKOHddx7+tLzCz5SfurvyQqNyQfju+6vUejuI2CH3Z+vxafRCbt+2lIXDTR2GFJGr5X6jvrfQ/P02yj4qwpiDTLcrZnOgnO9KmimMcsA0kmFzW8Z0/SxI1g8svX43vFlz5OqqV0QfD3xsbGlGuCLoVam2ZdJWn4HNuBm6WzjWqTDeOqqfCcRDjppOuhZk7Xvrsda0TFcyQ9tk2au7XnxR3PSSM+6ZA+v1LKE6WUL5RSfq+U8o1SyneXUi6WUn61lPIH4+OFcdhSSvmpUspzpZTfLqV819EW4f3B/r/0q1Di534mfqcP0Ef6Q9y5rNhIGrVZVpoeKM4TOyHDpWJkXHQ400xl/DVQPfG7kS+krC1KkLSpCGrq0/lOwvJ93MLi8PzttvCgJHnSMZ95yfZgnC5XTka1NhpCmp1DxOfJsbaCzkmI+WZdJHmlauPE6Htygq756qhgHRdf/MH4a7+77vje2nI/HFb5/aSkf9913Q+WUkaSViX9uKQvdV33j0spn5X0WUn/UNJfkvSR8ee/lvTT4+OJxQsvvCBJunHjxqRzcNamH4cvOODAz1nSJnBuquaqnh+Z49aYnL3T52dT3AqyRlC1bRc+l3lmegZNJ6n/tg+aUC6PCSs35FJFMR0ODpbD8ayvr1ff+Lu9va3RaDRlpnZdN1l4cjiSrMlvfX19SvVxa0sq6dqWkyybSYQLOW6fXHHPicFxsI+4TLXV/9okdJA6TDWZqpzhUxWyX3HCd12SBGuLHC7L66+/fuDkcJy4L/mVUh6X9N9I+p8kqeu6TUmbpZRPSvrz42A/K+k3tEd+n5T0L7u9Ev+HsWq82nXdiw899w8Zr732mi5dujQZyO5EtS0A0r762NjY6BFImsF27uefgdN84kAx2ZIoa6t32cF93dcMDpAkOeYnzbaMM+PndhJ39trLAEhUJC77uubm5ibbH2hSUXl4MYRqkWk4L/fu3esNQA/WNHdZVh6NXKSobQ9iOq6TnBRI9gzD7yRS7ytlv6uRcrZLrR0JKr28PuTeSGVsq2Z3d7e3w4FEyu9phZw0HEb5fVDSK5L+RSnlz0j6mqQflXQZhPaSpMvj79clPY/7b43PnXjyu3fv3uQZYBJfbdUsyShN5dFoNDHf/IfaND/4mqwkOKoJroDmQPPAsv+Mgy1N25qiZRzpIOc96divmVGGN37TpKNJ7PMc4P4PDroTWB7XweLiopaXl3urzSZJD8Y7d+5MSIOD1WZvmnUGB2ytvPQBu93ZZqmyWG85ybBdqPJyAho6Unmn2nOcaVanNeB4SLBUbFTOuafPCpsTSc30fe211+475o4ThyG/BUnfJelvdV335VLKT2rPxJ2g67qulPJAFF9K+YykzzzIPY8KJkB2WmnfnLEq4pYGPhWytbWl0Wg02Xzrt0HzCRB3FL5jjoomwU7quLKjS32TJweaB3Zt0CTxubxp0qYpS5K04qm5Aqhspf7/QZicmFcqvtFopIWFBa2srGg0Gk3q1KR57949bWxsaGtrq7cHk1tbSGJOJ31lSeSsQ1oCqWxIWFRzNUIk+XBlPC2MNEtT0XMiSbVFlcry5wp0kiAnbxOb3Qn0ZTscCc/n/P2kE590OPK7JelW13VfHv/+gvbI79s2Z0spVyW9PL5+W9IzuP/G+FwPXdd9XtLnJelBifNRwAQoTc/yOYitWhJWJMvLy5KmXyPlleGFhYXJa/Xz5Zz0A5HUUlE5L+6AVAEEy+K9ctL+YHI5Uv1x4PPje13eJAQ+tVEjXJK+8+TvVsej0Uij0UjLy8uTzcylFI1GI62vr6uUvWew7Sv0QGUec6tS5jdXqp13E0ESTSq2nChr7ohUmjXlybBJojVzkuTFeszJj3FwMqCSrD2fm6vuUn/xg3FlWicd9yW/ruteKqU8X0r5U13X/b6kT0j6+vjzKUn/eHz8pfEtX5T0N0spP6+9hY63ulPg76vh1q1bun79eq9TkwBL2Xu+N59IoAKkuVvK/v9pmOz8m53X8UvTzmkSiH9biZIQa/fS7yPtD+7alpdUObVHpOzjS+XDQej0TbQkEZqSNDFN9FZ7q6urPV9frhC7rq38cqWYbcPfNZ8p6zhfeuC6clwH+VVzD15NpaUJzXhczvTrZTmoZpOAOOnwvjRXXV/5+ikudAx92Od3d/f833fu3Jmq05OIw672/i1JP1f2Vnr/SNLf0N42mX9TSvm0pG9K+qvjsP+XpO+X9Jykd8dhTy1u37492QtoePB58CaBMAw7e/6JkbTfof26fPrm7OCXps1Zxp8DNPcnMh9UaQ7r30PqJf1GLGMSAYnTYXwvzXWH2dnZ6e35M+bn57W6uqpz585N4nV89FWS/GrOd9ZRlt+EyoWXWhiSfk4wrCe2e+Yln7vmfTR7WXe1svA7FVcNSYZclXX7c2sQP0Nkx3KR/JzOaSE+6ZDk13Xdf5T0scqlT1TCdpJ+5H3m60Th9u3bunDhgtbW1iRNz+5JCh40HpjuIPQVmvDsz0rfouPhg/a8TpMr1VqSFokpt1443zSVaH76GsmC96dZTDWTplyq0poZvbi4qKWlJa2srPRcAdLe/ygzzp2dvU3L3sKSxJ3KKpWe08w36uQAZ3mdTi5gsA5rW40YjvWT8dRcBAn7nlkehk8XhtPyQoWfka4RXhIf6yPNZNbP7u7uidzIfBBm+gmPB8Ebb7yhzc1NXbhwYaISan4Wm7Q17O7uvdHCfit2zpqJKk2bU1RbXIlmHjyAPDj4FhkjfXMEnfA5oDn4mV/nkao0Fwdc1nynofOVr6lyGb1aLu3tjfR2EK48Sv03q3CAsh4zD2m6cn8eJzHDecyndVxGli0nGNYN80IV63Cp6jjBOa3ccmMkWXHxwr9r/j1fozJ0fJkv1u3u7slf2a2hkd8D4O7du5KkixcvTvmp+FC/BwXfL2eFwRk3H9OyEkyTloorH4mrmbwkFg6SBInJJEPVUzOB82WtNEetRqgKnPeaL9ILFSZTblLmCwG8sdlpcS8g8+868GBnGUm0fL0Yr3MwJ9lkGBKt81lTjFlXtBQ4QeViFes9J6iaKmP5SXhUc643blKmOZv5rym9VHunUfEZjfweEHfv3tXi4qLOnTs36bRWcUNPQiRSjdjspdpYXFycLKa4k6WqSHUm9bdC5AA00lwiqeQ5p5v+QaoaD2iSGn+TCJlPk2KS8+bm5pRJbXLOFeGFhYVJeJJAkrHzTaWe9zC9bLtUjum3Y31yfyJVPe/PdnR+mD5Vds2/xq1CLgNJzQRYW7Ul8SVZStP/pVzLc9edzGd2D4tGfu8Bb775plZXV3uqR9pXXu5I3MRMMmSn9KDe3NzUwsKClpeXNRqNJnsFbYZRNZCE8s3DHPw8umPTJPXAJJnQR2iYRHwfVRFNw1w0SLOPg5VPgjgPXEgiwZKUPTGY3HILC9WvzyX5pXI2ASfpGLnK7frMVXKSE/dHMv/MT97n77nAkqZmmrhOMx8347PNdBEwPm5fGVJ5aY53Xae33377WP928mGgkd97BN8II6lHPkNq0J2IhGTys9lsUhyNRhMCNaHQFKz5+jJu5osKJFdvaRKmUsrNvfQz1Zz1HMAMl6+xp9piffGa/wHu3r17kw3OzLNNZZYzzUcea8TjSYWkwfojGaSZm5MAlRMJf4jsss/4e83UrZEkw5j4vMcx9+rl5mROxI5/yMzlZ319/VSt6B6ERn7vA7dv39a1a9cmHZmmmuEBkiqQpOPOaGf++vr6ZEMv/5vC8fAZV6syEmOqrZpzn+lyGwavk1TT5MoVYcKDmQRIM4pvL6G6S/KYm5ubmLTOk8tPs47701IlSX2/GScnp5Oqj23HOFhnJD2G4X05oSRRsk28GCHtux/Yr7JeTPrOu99o4yPNXcZHlehz2ba1z/b2tt54441qe59WNPJ7n3jhhRd07dq1yW+qCa7+ccAwLBczuPBg1ef33JHcTIj5KBlVlNQnOO6Pk6afWklVlPmkj07qDx7mvXY/v1OZGVRvJJednf1N4PZ/evHD5/xYm9UO98pxgYllSVVllZTXa+6K2uJREoe/ZzlJrgxbWyhhPVAVur4c1nnP13n5fJrSJMAk4iECfPXVV3UWUdg4x5aJE/h424NieXlZFy9e7JGMiSb/mIff+XFYvg6Las9E6CM3Rvv/KmqqyvB5HnmNg9UDn/E4Xxy4JFqGTQXMFdbc10hVZfU7Go0mZfbjbVZ+vsePtG1vb09IkD4qhzNpUe05j77GfXM8OnwSptTfUE4lx3pPf1matKl2k6wyPapUKr7anj2u/LIMJMJ0B5AYzwjpfa3rutoe5UZ+RwE/EpefJL4aCZrIJPXOk9z8wgSTn0nC4fgfIiQrkx2vkwBrfiZurSFIoCYvafppEMZPIk+fIwcfST/LKvUVkJ35+dYWlp0qyuViel3X9czIWnlZRySSJLl0HXCRx+FMTFR0B/nzbMLSNOebcKz8GI6kxzrI38yTtPdmo7Pi0xtjkPya2XsEuH37thYWFnT58uUeydAUTrOTg57+IfreuJdraWmppwa7rpuoIw5MxuP00+8l9Vc+nR/6qGge53v1eI0DrHY/fVAuLxVJElcugnDDtt/Rx1csMQ6Xg+VPf1suwLgcufCTizlZjzxP353Ll+qL+aJaZT4cv+9Lkzb9eiQ1qngqxSRWkuFJfvHoUaCR3xFhe3tbt2/vvczm+vXrPb8ZnyWVprdNUG1RIZIstre3J8qIr8iyn4zxm0RymwwHMPPtPGQ4x0kTNgeoy+O88zvVIctNcvIih8+7nL6Pb1ohCVBR5QB2vTAc80by4b1pJqdiYlkdruY7Y/kyPCeL3Fvn9nA5ubCTe/XcbvTz1Xx66c/ruk6vvPLKVP+dBTTyewS4ffu2Ll26NPnHMSNJIkmQCxl8jpgz+e7u/quxdnZ2Jq/P8v0ewKlkuCjA/Vq+p0ZqNDv9dEq+lIBEwsfkGA8Jz+n5fX4maQ5Yb3lh3jnw01+Z/jcSD/PGsNweU5uUSJhUlgbJhb/9ncrsIPU19D39eiR+x8XtLCwbw+RxVolPauT3yOBnH59++mktLS31nOIeWFztzBVFhueD+L5/d3d3sinaW2S4+CHt+6CsDKV9suF1KkaqH5pkXpiomXEmGh/5SnySca4Oe6DWXvvPekhiycUTHqlwTFr50gaSpTS9cdhl4uIGiTXrp+ZT9G+2scMyv7YKmAf+b4aPufhxGAJlOrNMekYjv0eMl19+WUtLS3ryySd7+/KoipIE07+UpioV2dLS0oTgcnXXhGiCsTldezSPZirVKtUnVRqvp9rgM7gkAafFAezy0bR2/pyXVJpUklaySWgkPN/Pek6yYn7T72jUSMXnM2xNdbJuWV9+3tnkVlvJ5ecwZq7Tevvtt7WxsaGGttp7rDAJ0tSiEz735uUiAz/2i3FLiDdH52oxz6WyyvcKSppSbv7wJQxpJlul5AKKkb4+PodLv6Lh81x4cLoMmyas0+Yx/XpUbIynNjayHENEnOqPajF/k5xyb17XdZNtPNy7R/9g7SmNmj/xNL555SGgbXU5ybh+/bokDZLg0AKItP+C1CQ2EmKawVwQod+NR+cjiZCqiOrSYamSPFAdnttITHq+xv/wYF58jnkiSCC+12Zh5tnhpT5RZRz+cCuO70nQt8h0SOZJdiw31WX6A33f+vr6xNx12ZLc8sNrr7zySpXIZwRtq8tJxu3btzU3N6enn366Z45K/b8V5AIIt45I/Yf6beLaLLXZ6I/PkyC5kuuPQV9YbuWokVI6/Zk3OuN95ICmH622ulxbwElSSkVE9Ukw32m2urz+zW07JNokFapLljEXZFiOJDS2Z+7hy3yl/5B5fPfdd8/anr2HikZ+JwS7u7t66aWXtLq6qieeeKI30Gt+QQ5IDmIOSqo4EyDfjsw3wviztLTU84nl6ms6750fHpNk6MuqDXD6rxyHF1PoizwIJCSmm+f8O1egcyGG97Gu06R1W6TpnMqTajTzNPTomQlvaHGD5U7V1xY07o9GficM7777rt59912VUnT16tUeMUnTSjBXBj2wTHY0Ie0wtzIspfRemmCSNEGSPNOEc1r0xTl/JmuaeTZzc6BzwLpMzgdN5VSXJkapvwhDJEknhsxoxin11XUq2ZwUsm4YvpZ+zUfHOiL5+dxBJu7LL788lU5DHc3nd8Lx+OOPa21tbYoAc8Nwqi/6BvN7+vN43c/UcrHEn1w4SLMySYb772jypembj4Q5L8wfr9NfV0s3CcgkbLLkynASZE09kohrRCf19zTm+/tyYkqTuebnc5w8kuhqpNvUXhVtweO0I/2BSYZJjLXfQ0RJkjEpcI9dLnpY2ZH8Mk8MR7KqKR3nU6q/QSb9iql+mZ5BYqndV1PQafoaaZrXzHaHS1LMhRCiplRzr+BB21fagsah0BY8Tjtszpw7d07nz5+fIr5cCODg5oKBNE1+NRO5RkA13xm/15SfNP2Kd26PYXzMY414kwxpijMvqbRIvCa2VJP8TlVGk5NPhdgcr/npskz53WA+M+/+7U+qThJfw3tDI79Thjt37ujOnTuam5vTlStXev41ad8B7+/StHlaWywhUTC+2qqvUduWw2scyBzoNCOZdoILOzyXZjH9hUlAjoOP8KXiqpWRpFNboa4tbHDRpqbqaiYv/ZVJlkPmrSRtbGzorbfemqqzhsOjmb1nBHNzc5O3yEjT79kzkqhIJjUCTHMz7/VgZ7jcdOwFDP/m8aDtJzUVWyNox+fwqUqdjieKmmrNNH2tRuDc8pNhHC5NZ9YX83VQnaS5K+39f8xp/++MR4zm85sVzM/P67HHHtPy8vKBpnHtKNWfKqmF87X8PhS+ppToDzuIjBI0TfM+mrQHqTCq4/QL8ncqOx6zXAetONfO8Vj7bpLd2to61f+SdsxoPr9Zwc7OTu+/Fp566qneG5hzIYQ4iGh4nYrPROnfSWbS9IP+PucjCed+xMd8Ob6h/YXMK/PC70l2NdRIb4gAs7yZJn8fdLTiOyNvUz6RaOR3xmGH+Gg00sWLFwfNQ2l6j14NNdPNYf20SA1DJmKGqZm6TNvp5eNjRBJi+gSH0qylWzPPk6xYvlqYNKUzDO93G7z66qttBfeI0czeGcXa2prOnz8/+Z0mMs/x/EEm8NC1NCNramyI7EhkxGEUm1RXg4cFyYjnDvLX5fcMQ6Ll9fX1db377rvVzdAN7wvN7G3o4+7du7p7964k6fz581pdXZU0vajB3+kbM7yZueY7TGXmFdSa+Zmg6hoKw/uH/Gv3u5ZlG8qH85JK8SDzNbfg2C+5tbWld955ZzDNhqNHI78GvfPOO5OB6Dc0P/bYYyql9F58OmSS0qw0SIYkiddff31CusSVK1em/sPEOIj4DsJBiyk1gsr7ar/9fXNzU++++67W19cfOF8NJwPN7G04FObn57W2tjZRiEYqw9rePGmPLA67IffSpUtTb7u+HwFmP64RL6/VzNXaPX6zyln7w+4ZQtvq0nA0GI1GunDhgqT66uwbb7zxUN8cXEqZ/E/JuXPnqvsCh0AC3d3d1TvvvDP13ygbGxttoeFsoZFfw6PBYRcijgp+IYOkyQtCG2YabcGj4dHguCdT/j9GQ8NBmN5D0NDQ0DADaOTX0NAwk2jk19DQMJNo5NfQ0DCTaOTX0NAwk2jk19DQMJNo5NfQ0DCTaOTX0NAwk2jk19DQMJNo5NfQ0DCTaOTX0NAwk2jk19DQMJNo5NfQ0DCTaOTX0NAwkzgU+ZVS/m4p5XdLKb9TSvnXpZTlUsoHSylfLqU8V0r5hVLKaBx2afz7ufH1m0dZgIaGhob3gvuSXynluqS/LeljXdf9aUnzkn5I0k9I+lzXdR+W9IakT49v+bSkN8bnPzcO19DQ0HCicFizd0HSSillQdKqpBclfa+kL4yv/6ykHxh//+T4t8bXP1Hey7/PNDQ0NBwh7kt+XdfdlvRPJH1Le6T3lqSvSXqz6zq/NveWpOvj79clPT++d3sc/lLGW0r5TCnlq6WUr77fQjQ0NDQ8KA5j9l7Qnpr7oKRrktYkfd/7Tbjrus93XfexoffrNzQ0NBwlDmP2/gVJf9x13Std121J+kVJ3yPpibEZLEk3JN0ef78t6RlJGl9/XNJrDzXXDQ0NDe8ThyG/b0n6eClldey7+4Skr0v6dUk/OA7zKUm/NP7+xfFvja//Wnfc/2rT0NDQEDjUX1eWUv6RpP9B0rak35L0P2vPt/fzki6Oz/2PXddtlFKWJf0rSR+V9LqkH+q67o/uE38jx4aGhqNA+9/ehoaGmcQg+bUnPBoaGmYSjfwaGhpmEo38GhoaZhKN/BoaGmYSjfwaGhpmEo38GhoaZhKN/BoaGmYSjfwaGhpmEo38GhoaZhKN/BoaGmYSjfwaGhpmEo38GhoaZhKN/BoaGmYSjfwaGhpmEo38GhoaZhKN/BoaGmYSjfwaGhpmEo38GhoaZhKN/BoaGmYSjfwaGhpmEo38GhoaZhKN/BoaGmYSjfwaGhpmEo38GhoaZhKN/BoaGmYSjfwaGhpmEo38GhoaZhKN/BoaGmYSjfwaGhpmEo38GhoaZhKN/BoaGmYSjfwaGhpmEo38GhoaZhKN/BoaGmYSjfwaGhpmEo38GhoaZhKN/BoaGmYSjfwaGhpmEgvHnYEx7kj6/ePOxBHjSUmvHncmjhCtfKcfZ7GMzw5dOCnk9/td133suDNxlCilfPUsl7GV7/RjFspINLO3oaFhJtHIr6GhYSZxUsjv88edgUeAs17GVr7Tj1ko4wSl67rjzkNDQ0PDI8dJUX4NDQ0NjxTHTn6llO8rpfx+KeW5Uspnjzs/7wWllGdKKb9eSvl6KeV3Syk/Oj5/sZTyq6WUPxgfL4zPl1LKT43L/NullO863hIcDqWU+VLKb5VSfnn8+4OllC+Py/ELpZTR+PzS+Pdz4+s3jzPfh0Up5YlSyhdKKb9XSvlGKeW7z1IbllL+7rh//k4p5V+XUpbPWhs+CI6V/Eop85L+N0l/SdJ3SvrhUsp3Hmee3iO2Jf39ruu+U9LHJf3IuByflfSlrus+IulL49/SXnk/Mv58RtJPP/osvyf8qKRv4PdPSPpc13UflvSGpE+Pz39a0hvj858bhzsN+ElJ/77ruv9C0p/RXlnPRBuWUq5L+tuSPtZ13Z+WNC/ph3T22vDw6Lru2D6SvlvSr+D3j0n6sePM00Mq1y9J+ova27h9dXzuqvb2M0rS/y7phxF+Eu6kfiTd0N7g/15JvyypaG9D7EK2paRfkfTd4+8L43DluMtwn/I9LumPM59npQ0lXZf0vKSL4zb5ZUn/7Vlqwwf9HLfZ6wYxbo3PnVqMzYOPSvqypMtd1704vvSSpMvj76ex3P9M0j+QtDv+fUnSm13XbY9/swyT8o2vvzUOf5LxQUmvSPoXY9P+n5dS1nRG2rDrutuS/omkb0l6UXtt8jWdrTZ8IBw3+Z0plFLOSfq3kv5O13Vv81q3N4WeyqX1UspflvRy13VfO+68HCEWJH2XpJ/uuu6jku5q38SVdOrb8IKkT2qP5K9JWpP0fceaqWPGcZPfbUnP4PeN8blTh1LKovaI7+e6rvvF8elvl1Kujq9flfTy+PxpK/f3SPorpZQ/kfTz2jN9f1LSE6UUPyLJMkzKN77+uKTXHmWG3wNuSbrVdd2Xx7+/oD0yPCtt+Bck/XHXda90Xbcl6Re1165nqQ0fCMdNfl+R9JHxitNIew7YLx5znh4YpZQi6WckfaPrun+KS1+U9Knx909pzxfo8399vGL4cUlvwbQ6cei67se6rrvRdd1N7bXRr3Vd99ck/bqkHxwHy/K53D84Dn+iFVPXdS9Jer6U8qfGpz4h6es6I22oPXP346WU1XF/dfnOTBs+MI7b6Sjp+yX9Z0l/KOl/Oe78vMcy/DntmUO/Lek/jj/frz0fyZck/YGk/1vSxXH4or1V7j+U9J+0twJ37OU4ZFn/vKRfHn//kKT/V9Jzkv5PSUvj88vj38+Nr3/ouPN9yLL9l5K+Om7HfyfpwllqQ0n/SNLvSfodSf9K0tJZa8MH+bQnPBoaGmYSx232NjQ0NBwLGvk1NDTMJBr5NTQ0zCQa+TU0NMwkGvk1NDTMJBr5NTQ0zCQa+TU0NMwkGvk1NDTMJP5/6jGER8F41AgAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -1121,7 +1112,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1135,12 +1126,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "good size 693.8708638612675 \n" + "good size 928.7577098448768 \n" ] }, { "data": { - "image/png": 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\n", 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qyc3NTezt7Z3L4EQIAYuLi1heXi7miqvvVwdObDRAr9dzy5R1kfVRCZH1sdfroVarYXFxEd1ut5hP/yCqxUyGE7CxsVGEpgyHwxO+Ql3Xr9FoAEChCkMImJubK0wUXcyUplyj0cDe3t5YEHAIR4MiJMGVlRWsrq5ifn5+bGaHriJjP0wHQDFwoP47JTwLpmvNU0+N6XY9LqXo9Np2wIYNV6feWeWnJGWX9rIEqGRp06Ibo1qtFh2XzSOPpyKsVqtFjOJZTu2rVqtYXV0tguKpBDlTiCSoSpX5BY47iVR5DgYD1Gq1scUvmAbVcK/XK+apr62tYWdnB7u7u+j1emd2n5cdmQwTCOEocHl9fd0NSPbIsF6vA0Cx8ICGmOjqzhzlI0nVajUsLCwU8W/0CdKZv7KygkajURAor69ECPjB07wXb1DCU2tKVFZ1eQrTxgRymw2a1rQtEWu69Ltaxcp9OgNIYzntQIsShZd/nqPmpuat1+sVSljLqdFoYGlpCdvb23jnnXfuWUHV63Wsra0VZvrc3FzhK6Tq1wVz+d92bCwzHscOuN/vF4N7fK5UiFpv6Stlx8CQo/39fezu7qLVat3TfV4FZDJ0QELioIkGCVtTyn5CCGMmnhJit9stQji4bBVVIv2CVJh0oHNghCOj2hA08Jj5tqRDqFlrSZC/mWd7DreX/ec2bZjePk3bKknPzNUYSe0EeB0NY9J7ZHoagG0D5nn/JAd1HaiS5H8duFlYWBhbpm1/fx/dbvdUJjSjCzg9kv5Bu0ycumasSgTGfbqpGE7uU7+2diaHh4eo1+uF6UyybDQaWF5exv7+Pra2tq41KWYydLC+vo7FxcWxwGolGetXUjIkrE+NypChHDRZAIylo0SoawwCx+arErSNC9TGQPXk+fN4vPft+fr42xvlVVjCTEHNfZ01oiPGdkBAn4emr2Y1yVEHbzQcR/McYyxGknU6pS0HDeImuOTY/Pw8NjY20O/3cXBwgO3tbezs7ExUjIuLi1hfXx9beYfP3D5fVazMsw6i8BjrUlBijzGOmdb0Y+sAi/rAtY6yrtN62dzcvJYrAGUyNGDFtKajDqDoYge66AGVIXA8ysoettlsFiqQJvJgMCiIiuYK48qUCK2JrqaxmneA75uzs088355nXnpkZk1be44910tfiUXNVsIqPH0GlqzUPB4Oh4WSVKJVc9cSItMkeWlno50C02WZ0xXCGSsaDsOZRt4KOZVKBWtra1hZWRnz2zGoms9c86j3YjsbXXFI71c7EnWv6Ll6j6yL6o6gmc0YRSVFkv5VfvmZRSZDg3q9PtYT6yAFG4GSn1ZokqFWRgCFedtsNseUBisgfVEMrrU+SWvWqSK0pGLNXmB81og9L6UaCU8hpkzBSSYilZsSsxK1jlTbcKCUYtO0tfNiQ7eKieWhflZVfnqulpEqVw6QqdUAYMzc3NjYwNzcHPb29tBqtRBjLPyD8/PzY/WGI8c2oNq6NqzvlMdrB0mVp2pbX02hZQAcxyByIIl1nvfCwPRKpXJCKa6srBSkeFoXwWVEJkMDu5K1N3CiJMiQGv5X57X1O9FnQ5XIFxiFEMZWmvbIUBuddZ5btaaN3SMUaw5OgjWjgXFTWrdZM1TP43919pMQlQS9kWGez302besu4HXUV8g0tBxYLiQDnk9lREVKYlETlcTA8lbXB9Odn58fIyV95SpDsugX1nwxHTWXbR20RMj9KaQ6PpYRP7VarVC9JEiazp75zIGWq24+ZzIUhHA0smvNUSUXVhhvXUBWVFYu9cPob63Q8/PzRQW0M1vstxI0kA5I5m87IGEbg+fzIzxi0+t5ZrQSDHByep6mY0ebrflnP9Zs1U5KyVWVlfoPbX68Z08/Jcucz4Tb2dGQDEiYJEQlD84NZtqsO4wTJTEuLS2NLQACoDBLVZnqx0YS2I7NC5K3/z3fLtNWC4hRERxgYifAiQRKis1mE3fu3MHu7q5bpy47MhkKdI6xEo9WVGse248SqJKgNnxWPpKojhx6JnqKDFOzBbRhKJmkTF2r3MrSLDOb7eCKd67XIK3yLCNv4OTMGe5Tc1DNby0nmxedwuYRivohdeRaCU5V2WAwQAihUJBUoiQahtDUajUsLy9jcXFxbPYQ4wI1DItpaF3QaxP6jNU9YP3GnnuBPnFidnZ2zFfIQSYOHNEXzuBtdgIPP/xwMSPmqiGToUBfl+nF8rHS2HAadexrw/AUHkMjgGP/pFZubWyWCNX80zx5JKbKzhKhVZA83irJSdA0UkHPNi9WGWpn4SlITw1TpegxNs+qJi2RW9+klp/tsHS0VZWeXZ3IKlZNT60J+oaXl5eLQGu+f0ZXl+l0OkUwvgbN2wG0lLuAKta7L89cVheFdugcKLJmsg4GVqvVIjA9hIBbt27htddeu3KzWDIZChg0rSTimShKgtZcSZm1qhpIqhom4kGVpoI9vV5HfWllJHFaqNojLJEyTx7x8DhttJYk1cy1xOndgxKid39U5Jov65O0I67Mkx2c8twBVEg0n3U6JWP0NB6SRKhzjdfX17G6ulr4m3ku0wshjIVh8bq2HPT5aGSBdUHYMrfPj8doXWOHo6PLJGzGI9KM1vPm5+dx48YNvPHGG1dqUCWT4QiVSqVY/0/DKyzJpcxjb3TRmsxsaBxZtpVRG59WZq1oSg5aqdnogeNFVstMUrvd+vZSx3gNyf5P+eRS+/Q8T+mS2Cz5eo1dOyElWYJkY5Wwnsv/DFDWwG0Sl3Y8GpbC47VjVZ9as9ksXsNAk1kDqnu9HmKMhU+R1op9Nl7spNchWSJMPS/rI9bjdEUmmsa2zlsVuLq6ilarhe3t7eTzvmzIZDiCxndZc0RJSQlRfYccUAGOB1m4Moq+DH04HBbmMa+nk+gnkVYZCbExWlWaIiCvoZxGRXoNz27XfFmT1CNQr9HTLKWK1udiTXtLaFZlevefUrpKqCQrEpVGC1DdMo9csIPpcDCGqpBLrjWbzbGQLJIuF17geUxfy0nvLdWBeXGJ3r3b56LHMh29Hp+Dxi+qe4DnPPTQQ+h2u1dmhDmT4Qgc0bMOcT5g9ftZQiSxsZJ4yk7juOisVmWpq9swDeDkLAiFVVtKBvxvz/H8ZjY9a3Z759u07D5VZbYhW5OO27lNzTUbVO75y5TQ1HepAwc8RklOyVSflTX7UirUzosmYbJz02fCV7MuLS0V76fhYrwhhGJ6pj431kElXOtf9dwo3owZ5s/rGGxn4HVS3iCU9VsPh8Oxzv/w8BA3b97E7du3r8TrWTMZ4ujh0onNCqhmss4IUCK0JjUrrCoGQolUB1M0hEHDMjRvXoVUqBrU41OmqacUPaJVwkwpxkmEqCRi8+/djxKCly+9T23Yas6WQZWNEr41NzX2kc9L4w4BFOYiTVolAQ4w0OfGRTdu3LiBjY2Nsfqlq1UzDXttpqNlA4z7EW1nY+sBy5bpcV+KBMsUo5YlFXGtVkOMR8HlvBfe85tvvnnp/YeZDIGxsBhvxodHhEqIZQ0UOBknFkIo/EE0j/TagK+iiJSvi/umITuer8pNe3lVpIRnclvl55GjbWSTzDcAY2axdiyef8ua1VrO1t+oz9Kadfoc6dKwnYAOsGhMXq1WG3sZ0+HhYRFyUq1Wi2l6N2/exMLCwpiLpN1uI8ZYjNLaDsGawry+rXN6Lwp9Bta1kHqenqrU50tC9fLIPPCzsrKCXq93bi9DOytkMsR4iItVhTpiScKyzmNv9NiaVlQUjNNSP5HthW0D1NFjj6R4DX4rGXsKz6afUn3c56k+rfipY8quYRWvlwfbaFVxe2ab/a2dkapA24lYZahmH4/T56sKTTsiuj9IcjSZK5WjmSirq6vF/OVarYbhcIh2u41ut+uSu1WAtvy8MlNFa8vEuiW8YywR89pex8g6zXrsqXkS4o0bN3B4eIidnZ0Teb4smOaFUA0AvwegPjr+12OM/zCEsAbg1wC8C8C3APxkjHFrdM7zAJ4BcAjgZ2KMv3MuuT8j6IBGitiA8XUEdYBFwygAjDUYG/JCE4urVasqUdJSn5BHGtaHVUYInrrU/ZrH1HS3MrKyZK6ka9WygqSWIlAtFzsy7OXLKkTNo6eiWL56P5qu50e0/svU/eqAWaVSwcLCQrFSOeegd7tdt6556dnOx5KaLX97L/aZcbv+t+fotTz3hXbS1ldtOzASYq/Xu7QDKtMowy6Avxpj3A9Hrwz91yGE3wbwnwP4TIzxhRDCcwCeA/CREMJ7ATwF4H04ejve74YQvide0pdCqYmcGkHmt/r4bJwhKzR7SK+R2YamRKdOd4XXyGwPnCIqe1xKMeoxXrre4ME0/p+U4lSfnL2mhZ05wbLT37yWJc0UQdhnkVLReu+qAi1h2E7RI28u2MpjdNqm1j99Zkxb/5eRmVf2XgehdVM73LJONYRj/yDvS9uJHXFmnvW5cIT5O9/5zqUMyJ7mhVARAN9cNDv6RABPAvjAaPtLAD4L4COj7Z+MMXYBfDOE8CqA9wP43Flm/KygFdT20Fbt6XxkNZe1odjKqQSppoYqP6tAvGDgFHHYxmO3629PUWhsozY+q+Y8YtX0PdXn5Rc4OR3MkrVNxypnq7Y1XasAbYMsU0taHloWeoyeZ01kxuOpEueHy3PFeDzQY33Pei0le+0EU+V6mjqhAym2nngWQeqZK1GrSrTX4T3zP1+Xe9kw7UvkZwB8CcCfA/C/xxi/EEJ4KMb4BgDEoxfJ3xwd/iiAz8vpt0fbLiVoInuB1kqE7PmVDG3P6Jlm/PZMHk698gg0ZQKdRlXp+TY/ut2qL17DOtv5rQTKa9iG6jVI2zg1L/ZebNr87RGava6nnLUc7YCTHQBSteepJb2uXV3I1hnWK12tnK8iVSK0RAyML7jAcucz8srL+63H2efk1Rt7v54i9SwEqxw1RtKms7a2VqwOfpkwFRnGIxP3+0IIKwB+M4Tw50sO92yjE6UeQngWwLNT5fKcUKlUigh/VlxPIfK/VYQ6nY4V0AZOqwJkJdEKoiOQPIeYRu15akrPt+fZfSwHTwnY461a9NLytnkkaEnakl4KSl764i3CI0iep8/SkocdHOBz1U7IU/F2WqVNV1UfZ76EENDpdBBCGJvnyw7VPhtViarCrNL3QpXKCNJ2eGVl7m1LnWdVo16PZXDz5k202+1LFX94qtHkGON2COGzAH4UwJshhFsjVXgLwJ3RYbcBPC6nPQbgdSetFwG8CAAhhAsJQLIjwqxcOtOB23SWifUXkiC1oVoFwbhCxhDqKxtVFfC6SqqTlJVtEJ7pM6nCWzJMEWzKXFay9IiPeUvdh6ad2qbpeITB3/Z+JqVnicYOgMUYXatBfcxMQ0lKV9Ghj4ymMq0CzvHlCjU6q4N1wKpuvU+rGvW+7P165TsphMYjW71XWw90v7WM2Pkz/nB1dRVvv/32iTxdFKYZTb4BoD8iwiaAvwbgHwF4BcDTAF4YfX9qdMorAD4RQvgYjgZQngDwxXPI+z2DC7mqKtT/wPGDtYpQB1y4XXt+7XFpElEJ2Kl32tvzv1bIst4z1dg1bY88LFmnVKf+T5nnk5Snt8+SqKaR8lva+9JtmkeFppUKWtd74PO0rgo9jkSodcFeW32IIYSxgGrNKxc76HQ6Y2sY2mfA/KgbIxWSZPOcKi/PBeDFlZYRbZk6ZBosn2q1WqzqPRgMsLGxcaleRzqNMrwF4KVw5DesAHg5xvhbIYTPAXg5hPAMgNcAfAgAYoxfCSG8DOCrAAYAPhwv6Ugyp9JZcrO9miVDNgj7sX4ZbThMk5Vfg1K159WPR4JKQLYyer4dDd9RKEl4ZGOv6aXNb224KdXH62lcpYVnqnuNXZfwUn9nmfLh8VTk+oy9fFi/KbexnuiCvswTwfnJXJEmhFC8L5uKkFaBrgJjp/FpWSi52LLRZ2jLNkVYZe6OVMdiOwde1/rK7TXY2dMyajQaRVmsr6/jjTfecJ/D/cY0o8n/FsD3O9vfAfDBxDkfBfDRe87dOYIVuszkUf+QJUNrXgPHCs8SBE2mEEKxMomujWdJdBqzVjEtgRFezJ493jaulDpL5VdJSsvSM/8JzxxMQUdkgfEpZpq2lqlHGFaB6bLpSmIAACAASURBVG81e3kNqnySIV0aajbyOTOekGmxXGgZ6G8Se6rzSuV1Urml6kZq2yQ3idYHr8xS+WWbYkfBNrC+vo7d3V0cHBy417ufeGBnoKjPTwdNvOl1nplM8Bhv1RlWAl2Kqd1uj8WVacVSklInv20YWsns6KpW0kmEasnXIzWv4k/TEICTcW2W8CddQxukp1KoSlL5sQ3aEjo7r0nq2A6wqWoExt9XDRyvhq51hapI4+u8e1I1P+l+TtNh2uPLOjm9lkd+ZQq8DGop6dsl19fXi5dmXSQeWDLU907YxRbsRwOz7TGELnxpzRpregPHgyo8V4O12bioHNSfmCJCTZffShRsuNxnVUbKDObvlGLwVKJCFVGZma1pT6sOma5VZTYtmscsc8/M9KCdkv1WkPT4jHSNQj4nq4jtQJvtjKzpaVW4R2z2dwplHZl9jpMsBi0D4Fix6z4tM868qlaPXoHQ7/eL9R0v+t0pDyQZ0oyxfkL9zeNIhtrbew1Cl2wHxnvz4XA49lYxjS9UE4LnpcwhbfTqo/LMayVKVWS2HDzFZ0lvGrWZUnEaG+ddyyoTS2IeaXtl780X1jTsvZV1Iql7s6Rqp2Wy09FFW2M8XoBBVyPSdO2orJ2vzn1qTvNb/cuWFO09KQmnykGfhf3vEaE933Z+Ng8ad8n529VqtYg9nEZhnhceSDK0U6C8sAn9tj4iqxw1RAY4GY7AkAkuCa8xZR5JeGav9Ynp/pTKSxFbyqwsUxQpReBVeBt2kfITlhGiVUgeNC0NSWEebJ48wrPlZzumVEA2z1Mlz+tr6JWuqm1Von3+SoQ2ANs+WzvYVvbMy1Rj6lj7P1XPvLRsO/DqIE1l+g/n5uawsLBwoerwgSRDbxTZGykGxiu3ZyrTgW7NWOAkKZEMAYz16FRxtmLb9ICTbzrzTBr7W/Njf6eOKVOoemyKYCwhptLxzG4tS1sWZcpN73s4HJ7ovFTBqTLidSzxWhUeQigGROx1tV5oXfIiBOw9qkLUMrDP0yPmVJoWtj6UjajbupEiy0mq3VO2GiVBnyE/a2traLVaJxT0/cIDSYacGmXNHUuEut8uypAKq7BQ5cj3zNrFHNjgbA/PfZ7i1HPtOUQZiTE971gvXMUjpZRaZBo2XatIud9rQJbkPZPe3oO9F1VtSojMn70Pvb52TCmzWi0I3aY+YNsZ2MBlQi0LawZrvjR/9lgPVqkxLb22V36anh0w9OqVfY66HTj2qdv7V3XIZc7eeuutZN7OEw8cGfIBaLC0N8jBim2DZ3VUkRVfVycGTpp2NJUZX6iVicrSqoGyUVLFJIXHe/F6+xRZetew6ZWpRo+0uD1FiGVp2OuWESFh/cB2IYSUwozx+AVPOhquo/s81jO9Y4xjb4yzprASNI9Vf5+tAx4pWp+s93xsOVpXgHesloHCOydlZZSpUn12JGN98VWv18Pa2hq63e6FmMsPHBnqpHo7+8RThXYeshIngDEi9BSaVngqROs31IqqFd1TWxraMYlcbMVM9fZl0IbphaEouE+VpSV/PdYj8klmMI/nddTM5W99XnYhBY3t03KxytjmyypxNfc4dY55pZnH12v2+/0xF4mSpPUZWrNYP3qMPVbLxX7rMXa73adQ9Zg6JpUWj+U+7QAYGxpjLJ5TvV4vlOPa2loxI+d+4oEjQ7uQqzYUG3DtjSLrgMskE9U2eDaMfr9fqso8clBzwzvWM2E9svEqOM9jnlXxWJNMYyNtHnm8lk0q7EXJy4482nuxv1P3bUOl1CfFZ0Zi8p6ZwgtlYr6VwDwTGzhekYgDZxxN5vn2jYn22vyo/8xTifoMypSyYlp1rh3gNFaJXl9921oX2AmrWqxUKkWQOu+P712+n6PLDxwZ2sETVX7WD2RHkZU8bSO35GgJSc1pNhRWHjXHgJMKQWH3lTXqsp6e55eZix48ovZIzDtWK7Z3TBk5aX4t0avpZVUhyVAX5mXHpM/KU2dWRenzsv5dJWMlOw2rIRnqQIISpKZpR+DLOl5bDvrfI5PTPHNV+ZMI1FPXdr9aDGwDHKTUclhcXESr1cLW1taJdM4LDxQZsjHYEWRr/ukD4vG2oQEnzRLg5JxfrdwaX6iVnWnxvJT5rCaadx7hmTLc7pFsioS0Idj0vMYzyf9URrKT9vHbSxMYf3k8n5UdreQsEH7Uh2uJx5aVfe58DjoYpma6Ls3F61HV26l4OmfZPmu9nn3WDMhPlVfZM049F4/EdJv6UglvnriXH3suf+u0WKbT7/exvLyMdruNTqdzIs3zwANFhhxFVlVo4wq9cBuqQ12bTqU/cNJEsOalTtBXn6GSsFUZPDc1yqzflhRso7KVfZL/j0iZKarSFCmVmErDUzTecTZ975qaLz5nnSNM9U9nPU1QW05WfbERq0nPZ6pEaWeiKGGy87MLNdiY0zIfq5aFPs+ygP1J5WnTmoSU4gPGV87WOqj/mYbWD63rFCB8V8zq6irefPPN+2Iup8fXryH0LXjqM/TmGtu5yOo71MaXIitCzSM9tsyvlyKpFCFaQrXnaF71d4qwbBra21tV6l3PG+H00rWwCsvu0zS0E0vlR2NEVeEznIP1IaWkbHpa7iQznWtsfZaq8ll2JEYbgaD7LVF4fknt1KzfsYwI9Vo2b2cBryPxYmL537qn7Lzl+fl5LC0tnUneJuGBUYbq/7NEZxsfyVI/dkFX7f3VHAbGzTlWfk8N6gfwp6yxkti4tRSBaUPxFCHvj2nYEVkd8dSGpvfsOdYtwWu5WPNoEinq/Zd9e8fb56iEGcLRNEzeg5KSnq8k4Q2UsYw1be8YjR21xGOjENR/qPfIcrSq0SNBDnBpediyPmuFlSI6S9ZaRnp/mo715XPKHs3lbrd7pnm3eGDIUFcRSRGhNZX1P7cBOEGESgB6Dteo41p2unKxKpqUCaH7rN9MkTKFPAJUciurvJP8RCnHuqdcU/eUukd7nylT2isHvW9VYjorJMZYNLZer3dilXLvPq1bwN6/kpqOINvl/DWPGm6lsY1qjnv5ST0X+0yngefjs2Wa6ny0Qywrv5TVZDtltdqo4Fl2y8vLuHPnzon0zxIPDBnW6/WxXkdNJ+D4gahZrMeyx7WmjK1MSqYkQpKhNfFsfKL1t3iVTI/xTF1trPrt5ZWY5DM6zfZpGhfz6TU0dhQeOfJ8e64XLhRjLGb9aOiUBs/roBhXmWZ5a2gIrz9JxfPcXq+HVqtVKBmPCJgGTW2r+MoI6LSm7aTjyvyAqTwA5f5gRYrc9VkzXTWVDw8Pi3AbrmpznoMpDwQZsnBVFdp5xoT6E+37kXmcLtNlVSEfLM0eqxCss7vMN8X9DOpNNUQ9R+FVVuv/m0ReZbBkoGmW+eE8880q35Qq1DRtB6L7Nayl3+9jZmbGHT1mQ2Xe+RyBky+Pt64BzYuuRtTpdNBut4sBGnVB6MiynaLmuRK0HKZRfZbI74YIbXlOA5t3zwy2rgWeZy0z7biAo4HPZrOJ5eXlTIb3CqpCGyfomZzWV6gv9UmpNEsAw+Fw7L0WOh/Zmo5M0/M5pQjFfpftJzyCuhsitETkkRoVtpZXyrS157Ih3I1vS/PCkBWSoE6fBE6+YsHzZ9lIA1WU6kuktQAA3W4X7Xa7UJra4WgYDWekWJcE78M+x2nIaRorYFqUmcfqUtGOg9u98ywJWgXOY3iuxh5y7cOFhQW89dZbZ+73JKYusRDCTAjh34QQfmv0fy2E8OkQwp+Ovlfl2OdDCK+GEL4eQviR88j4tAghFC9+Ul+hmr58AN6gicYhAjjh6AZOzl2lqcQ3nqmS437rELeO9pQSsKrJfuxxahrqvmmhjZ/w8mXzoCv5lCkaTwl65FCWjt6rdkiqxHTQQj8a3qL3bP3G9rfml66QdrtdxMXptWgdkAjt1ExbJzyitmSSglVdXjlOg2nryGmISeujtciYPyV/upzYVvU1CueB0yjDnwXwNQAc534OwGdijC+EEJ4b/f9ICOG9AJ4C8D4cvR3vd0MI3xMv6KVQNrja+gCB8TgpNZHtQg7aUFNze6mMdNBETQFb8dVU1v28huZNTWVLbinitCSmPbKmQ/Mw5QS36dprp8zesm3WtGV58L6tOvb8o3YtSn1emn+SCsmH5KQEpWXGdLT8tSPVPLPj08Bp4LhDYN7VRFZfoVfmqmA9d4SFJcppO5SUK+U0/sjTmOW27pSt7aidpBLjeWGqlEMIjwH4Gzh6ydPfG21+EsAHRr9fAvBZAB8Zbf9kjLEL4JshhFcBvB/A584s16cA31CWGkVmRbWqUEeQ1edjfYOWyKgU6DOylZBp6PLoKRWo85BTqiBFhN5+Pa7MX2i360i0NbVTZrolsUlEaDsDL017vg6AqB9Y9wMo1Bnvhf/VhcHnatPUMrDL+esAGE1f5ldDqXhPumCDBl/znJRvVMso9az1eU6jCNXNYa9r0/LqieZd3UTWPeIRpHbK+p+/1Wy2ncVpfZmnwbQ0+48B/H0Ai7LtoRjjGwAQj14kf3O0/VEAn5fjbo+23XfQRFZFaGeREOpP1OlBfCBclonp2oemD5aNzFZm7+FrXssahxIEG7o2EEuKlgQ9BeJVdE8xMi3b2Czx2TLVvFg/nFcmmi8Laz6x4dnoAM4A0QbK5xfj8WAUlbs2WjuTRFc30qmZJDtLCCxnS3Z2LjK/9d7sc9T7tO6UFKYZDPGeWRnUxZKqR6f1T6oS5PnWh26hs3jOC9O8RP5vArgTY/xSCOEDU6TplfKJOwghPAvg2SnSu2so+Xm+ChasKgJVkUp6rKA8Vk1WxohVKpWxRVyt76/MyZxSBp6ZSDAfei/aoFKmkUIrJPOl+bAqWO+jzOSyZg6AMbWthGLv3eY9ZcpZvxLJig3Nxob2er0xZagLZmgUQaVSGQvQ5ztNNG0lAJKbdmiW/KgevQET+/y0PJW8zoIIpklH700FwWnT18EVYHwlIJa5bSPWV6qDl9p5nQemUYY/BODHQwg/BqABYCmE8M8BvBlCuDVShbcAMCLyNoDH5fzHALxuE40xvgjgRQAIIZwL3TcajRMmMkkOOH44ds1CS5pWtmuvrZWEiqPb7Z4wk2wPr8rOQ5nPbVqi0/x6yo6wlV+/LXHZ9MvIWhuyHbjSUCMlPOs3Krs3NihVifxvQ6c4YMEGRbJip+bNMiIRNptN1Gq1sY4xxoharXaijNWVwGvSSrDWglWVXoegHZu1NLw6ktpuy67sOHYktjPznoe2k0nmtm5XdchnofkDjn3mrCMsy/PCNC+Rfx7A86NMfgDAfx9j/KkQwv8M4GkAL4y+PzU65RUAnwghfAxHAyhPAPji2We9HJVK5cRcZFUTwHHFURPLjryqbNdBFFZ09m5scJw2pCuW6H7AV4Wab604WplsY5imDDT/qV5VTUqvAZQRncI2MiVUxnpytgcw/opUC0/hennSBsX78O5F15JkGlRsGoitJGrNY53BouXGukC1aQfc2JC1wduAe71n+9srm9Oau17ZTgN9BimFmCJJ4KQrRu/VmssACjeHigWS5WVQhim8AODlEMIzAF4D8CEAiDF+JYTwMoCvAhgA+HC8gJFk7eXtgAhwTC66ko0S5uheTkh7PiA7EMI07XJM9himpb+tuuC1mabCI1Q91xKREkLZaJ+qN22kWgb2eG0k9vr6W10QJMN+v3/i2BThWlOejYPX5atCbWen6aRe1+nFnuq1daRUP8wD86SdqJaNmnxMN0UEHjw/bZlCTLlaygjQU2+27FP10d6v1oUyd0DKR6idl8Zl6pJo54VTkWGM8bM4GjVGjPEdAB9MHPdRHI08XxgYW6imsSU5z1doj6E5p0QKnAzaVVPMc6ArtNEBONEAFSkFYImvrLKXqQDrK7RmmecbnJSu5sWOyFvzlsdbk9FrSNastuEw1uRmR6TP0apuu9ivkpYSGdOyq5zrlEtv8VZPwWoZTROOkiLCsmfA4/X7tNDreXm0AycpIkwRKsuAHbBduEJDn/r9Prrd7l3fyzS4ljNQZmZmxmadWFWo/ir9eD4P9v6qELThUrrTD6Y9GMlRyUWvYc0Hq0R5Dd3P34oyovT223vkMbZCKhFOa55o3uygBNPU/Cj5pUgwlV+9P/63PmEdubXqhR2YvV+draLzi5Usmb7OQ7ajxZYANQ8237b8SJQW05i3VjmWIeVH9lw1ZddL+RbtoKFVyLrdWlxUhAyDyqvW3AUYW+j5j+xDtoMqCm28qko0IJY9FxuPHUG0vbklAuZD/yus38wzkcqO8UxvC70vJRKbH6/S23JTdebF6ynxaMCtHRX3oNeyi2Uw73xeqtTtfVgS4n+7IIcSN8lQ4+jsqLR+PBXHa01D+mq9nAap69pjmBeiTKFO2q6dhI2NnabsrQpXRUgypPo+T1w7MgzhOLbQzj7RSkjVQtJU5ajEYMmLD5vE1+l0CvXIFw15/hASM9NnXpluqtJrY/RI1frarAq1DSNVQfUePd8Rf3v58fyUes82r9qJaPyYp2gmqVp2QnoNHUHWtLXj0HugiucAj1XE2lC141ALQPNtFWGZq4H7vfu2nTeRegZl5GvTZ3mUkfI0z4D5t/XX+68dFTtLns9vVdXqKzw4ODhXfyFwDcmQ69QpwVmTE8DYvGM9zg6w6EcrOFVBq9VCjEczWHQ1G8D32diGOQ3KKmWZiTJNGnZGjo62eml6atBDakDDOsNtGdn8p/4rsWkcnyp9z09oVSobcq/XGyNrOxrMb66xp74stQaU3CuVypiJ7rkCJqk4i0lEOE2Hqdee1ueoz9FaMl5Hrm4o7x48P6H1uVMVdjodtFqtCSVz77h2ZMjRYVUl2isBxw8jFXJDpCoQVQEn5qs6sYMFbIw6z5h50MpY1kN7ldlTaWWVW7czLzQNOfndW7TAnm+/U9dUX53OCrGLFGhvP6nBWn8hG5AqnJSytb5KACcaq1oDLE8SGv+z3tjQKZ3aV+b/LCN7j8gUdlvZMXfTgdl8pCwL7/e0vl7Np60LqsB10GRvb+9c4wuJa0WG1kS2gyJsePruZOtXBPwKaxVhu93GwcEBer0e6vV6QSx2RBLwe05PqZWZc9Yv6OXTpmtVlD2mUjmOxdSA1knkOwk8l74fLzxESWuSOpqkFjXERck6RQzcbxUgfb92pFt9wWqaaxC1NZtTA2ip+7gXhWi322flmcqpZ2nr5TSEO8mn6FlLeox2lN7Ayf1QhcA1I8NKpVKYyNoYVFGQtOzyXJ4qVJOJD6zb7aLT6WB/f7/wY4QQxlbN9io+r28rpXXS6z49j8d5aZepQatWtWKSCHSZK09heo1H8+GpN82jt+CEVU5ep5AqC7uN17WdjubLqmiWjQZJW3cJB2a0LK2v05YhowtU9U5TH07jNrFplKU76RyP/FJWRsocvps8agfBuqDRGCxPXST3vHGtyNBWZn5rw1N/on48JaEPihWeRLi3t4eDg4OCgIGTgaQpX5Vew25L+Xlsw/GUpR6rDRo4ORmeeaSPUBegTaXnkZTdbsvOS8O7/0mmvqcuPLKzy39Zv5a9jnet4XBYvDjK1h/bcVjVyIargzfMX0ptp6wBvS+9B4+A7D5PIZYRpC1fjwg9Mz01Cp26lpaZ9cF7oUkHBwfJPJ81rhUZeiRgR3NVAagqTD1s4PhBqXm8v7+PbrdbONTVVON1bUPwyETPmaQMbOPRRu2RTyp+Uhu3Z+rYRunF1+m5Nm09VxWbpxY9BZhSUTZfTFufk9eQdYqXzaclO4UOAlBFql9LTTw1ia0LwFPkng/TI0cPSkCe3073284pRY5e52vL3wPrmc2DXlPPt0rQlhHLkX7Y8w6nUVwrMqTErtfrxTZVCCRCrWhej21Vokr2g4MD7O3tFaPIXJqcDzdlomiDS5mgk3pu+99WcP5W5ct74TFqcmjFZQP3Gotnytt9Xv50UMNrMKkOgkiZuDbfwPib2vSeuU19ilYZWhOfZUgfol0wVglPB0x0n94br68mdSrEqawOePesnX6Zb5rpT2OKp8xjmz9Pveo+r7OmMtTtWk/U19rpdKYyw88K14oMDw8PcefOHXS7Xdy8ebPYxoZiFSEw3sBsb62SvtvtotVqFUTY7XZPDJboAIRVfGWkV1apLKzysr2v16OX+YFYRqnre2otRcwKW4mnNaW0kWieyjoZ7ex0xpCWh30eKeLQsqDJ3e/3Tyzppn5BXt/OU1fofUyrumwZpPyiFimVb9W1pwY9NeddS/dpvfbcMXqMdh627engyXA4xP7+vlsu54VrRYbA0QPZ3t5GjBG3bt0qpsnNzs665rAqnOFw/CXcah6TCEmG9CuptLfqARgPNPYqkJcXrwf2FJT2qiRmS5aqVtXE8whsGlWieZw0ipgCG4zm2bu+p9htKI4qL2ui2Tx5RGTLSK+jaZBobSwhcFxPUu4DlpV95rrIsM275/PjfWi6er41j8s6La8z0DSnVZBW9aXql/5Xf6qqQhIhrbD7aSID15AMiYODg0Kp6SCCNYH1ASr4wBhPuLe3h52dHRwcHBQrrmgDGQwGmJ2dHauUWqFZ8VOqh/nRbyJVuTx45hobo62sk/w7Nl3dro1uEvmlziW0nLz7nORGsMShnZp2BDq4oualTV9HigEUnV7qjXY2v/b+7HO1dZB1qWzww4O91jTPQX97nbP9reIh5Q6x/1PH6ACJ9beyrXE/3VD3E9eWDFm49JvZMBrrLwJONgZOtzs4OMDu7i729/fRbreLxqTBxPyo6iFscK9ei/tV9Vjf4jQVzjrPPYL1fqf+e+dqA5rWv2WJ3I5uW2i6VvWWNXbNC8vSBrorwaWUtxKyOvj1GSusEps0uMRvW+88cp1EiNZXOQ1ZTdqeOtam7Q0AlR1vg6o9ItSQmvN8P3IK15YMbY/mmciATzQ6mnVwcICdnZ2CDKk2GatY1khJmrbip/KgFchTaWUNiPcM+HNd7e8y570qE9vguN86v717s0So5qJn7uo1Jime1Dmad/X/2bJJhVMBJ0e61T9oManMUx2a5vVuBwkmdWrc5ilR+zuF1MCMIuWXtJ1YqlxIhlTeugjv/cS1JUPGEwLHq9OkoL26OnFpHm9vb2Nvbw+dTqeoQDY9NhR9KZFnllvT2PMPWngEQ6jCmjQ66ZHnJKJJ5ckzuVLmtXd82e8ygk3BEiLB56LTLnVAzZrvtuFaFaP3as17wjP3PTeBDceyKFNe02xP1aVUhzyNWa7p2DIgdBBF78OWr5arDpz0er37OopMXFsybDabJ0xhj1SsScpeiebx9vY2dnZ2ikj4EI5msNg5qOzJvCWr1Nzjtml751QFTxGgTbusUtl7t9stykjZU4U8x/PJ2v+pMigrG+u813xZV4gqsUqlcmJ1a5YVlb9Oo7PhM7y2954Q+9tzeaRUryWPSeSkJHOasvMslUnmuO04NdyG3/zY9SO9eqhly5A4Hne/B06Ia0mGlUqlIEPAN1U8k5MmcqfTQafTwc7OTjFowt6KDcC+y8MqMG/Ggzr2tfF6gdeeovL+l6XlKcFJatHr0T31qmWWyts0ClPB65UpVutKSJmJ2sg1PbvYr7oxbMiVt4AAwcEzpknYjtB+6zPylLwtp1RZ6HHWTPWOOS3RWnj1xAbj8ze3ayeTUoo0i3Vx3IvwFwLAVCtHhhC+FUL44xDCH4UQ/mC0bS2E8OkQwp+Ovlfl+OdDCK+GEL4eQviR88p8CvV6vZhO5Q2cWPVGRcDlgjjljn7CTqdTkKEdEWOj8fwiXq+vYRlKKlZBeESulUnXX/QqdlkDmmTSevu8zsM7f5pPWdopWAJOdRbWpNXyJTEC47GVWtZUjervskSoPkSqGw0VsdfXMvPmaev92TzZAZpUWVolnFKrZeXtDfTZ/KU6PDtCTNgwJJ6jwdV8ZULqPTX3C6dZRvc/iTF+X4zxB0f/nwPwmRjjEwA+M/qPEMJ7ATwF4H0AfhTAPwkhpB1254D5+XkAJ53khH3glObtdhutVgsHBwfY2toqzGM6dvWhqlmlFcGbkcDvSerKNgjvPE3zXqHkoNfkb9s4y3xY9t7UhZAiiRTBWb+SDdS110yRLM9VxaJmu3ZKqiJTpKB5Ti13pvfouQdS5Vd2Hyl4Jqrdb5/ppI4OQGkZ6DF6nnXbePdij9EJDRQUjNa4CJxuTfFxPAngpdHvlwD8hGz/ZIyxG2P8JoBXAbz/Hq5zKuj7T1IPWUmMSo/zjlutVjF6zJkmuhCpbRAaDmDnrhKphqqY1POnelaFNWe9aypBeOScUhd6jDfI4H08paD58AjSm6+q/1PlOWk71TT/W3WnZajTNqe5hkfi9jg1xe8WZXVi0nmToK9L9aIuPHi+Zq+T96wK7u/1emPxhe12e6p7Og9M6zOMAP5VOHrZ+/8Zj14A/1CM8Q0AiEcvkr85OvZRAJ+Xc2+Ptt0X8P0nfAD6kGkeayPkkkv0VXDQhAsx0JGu5wHHDZokSHLS6X+eyiOsf8z6q/SbBGFHpxW8nlfxvbxM8kOlFKk1/U/Ti3v3T6TMwTKCL7s2z7XX83ym3uwdPSd1nRRhqM9Y05jkr1Wk5i6rO0WfqZfvlP9Qj5vkT7f7eB90O3jpWpPZ3rOdf8zBE05ouChMS4Y/FGN8fUR4nw4h/EnJsV4NOVGbQgjPAnh2yutPDS60Cvi9sBKLjhxSGZII+ZB6vd4YoVK9MMaQyoIqUc0Lmw9WIH68UUXrlLbzXe2UK20ItkHzOiQx/tbvMngN11Nonlrht51ZkbqGkvkkZWzPV2VmSVTNYi0T5kXrQyqPXl51hotCO0svwDuVpuZN09F9ZZaCTdPrRJS8bOer1yvzG3rpe75x6w7hPrYZTnHlO4QODw/v63JdHqYiwxjj66PvOyGE38SR2ftmCOHWSBXeAnBndPhtAI/L6Y8BeN1J80UALwLASHGeCbjIqif1Dw8Pbm4jowAAIABJREFUi1FgVXIMpdnZ2SlmmdB3SIKbm5vDwsLCibejaUPT3lAJbzgcH0Xmx/O7eObzqIyKY+z+SSZkSsF5Pb6FR9iT0poEjxxTROg1dMLzWaWO0/SsP8ybm2wHO/S/p+JP07HY/HruHE81aueWQooEU6RrCc7mLUWoNl373HQmlHXN6MIndEHt7+9fqCoEpvAZhhDmQwiL/A3gPwPwZQCvAHh6dNjTAD41+v0KgKdCCPUQwrsBPAHgi2ed8RS8+Cd+k8T4cLheWrvdxs7ODvb29tBut7G7u4udnZ3i4QyHRytobG5ujvVkfLCp+ZbcrxP5U+YDkB4xZR50v0dMqfRsunafHl82SOJdzyNa2zlYeI3apjPJRFWkTGyvDEmEOhoPHC9uq3m3CzPwGpYoy8xl+8zss5vUAVmk/LjcV2b62jZR1tF4z1vT90bCeb/2WvosaEExQoPzkHd3d5P3fL8wjTJ8CMBvjm6uCuATMcZ/GUL4fQAvhxCeAfAagA8BQIzxKyGElwF8FcAAwIdjjOf7jj8Dr6cd5W2swtM83t/fLxTh1tZW0onb6/Xw1ltvYXV1FWtra2MDMGWDElQeimr1uOi91Ua8hmIJdJLZqelZ2BVj9NxJjbGMxDSv0yBFCCl16KlJ77dt8Oz8aDlYklSzdjgcnliUwVOAkzqSSTGCZaqy7Dmn8pDyi9pzJ9URr0z13JR5rZ2cqkx2HkqErVarCGXb2tqaur6cJyaSYYzxGwD+grP9HQAfTJzzUQAfvefc3QW63W4RWuM1HCUvvo+11Wqh1Wphc3MTvV6vNP0Yj5YIm5ubG1vlWtWfrVjWdLY+RKsg9FytYHa/DtSUKbpJDVnBvJT5rLQxeCqjrGLbhmZ9p6n8WR9cqsF7hKhmOZ+vVYZ6HZKhVwZenmw+7HU9QvGIPgWPqCbBPutJBKnHTlKsluRVCTINq6R1AQZOYhgMBtjc3Lxw85i4djNQ9vf3sby8XARdAydDOfTB8H0mOzs7Uwd7DodDbG9vY2FhYcwc1mvoqilW7Vmfoue/IWKMJ1Sc9blNQ4S6Ta/JbV5jmZZI1QUxCamBAM1DWYO3ZZQiHO+b881jjMUrZdWXy9AoTsks8+ulVLR2dlouXvl5HVnq3qdRel4ZTCJCL50yvyDv2c7csferJMi2wYVPGKWxvb19oaE0FteODKn2Go3G2PYY49i7bmkecxGGaXtcgiNhtVptTG3yw0Vl9fpKiPrbUxc8B0ivHehV9DJCserNVmbvGvZcvY/TIqU4ypQtkVJxXh5TxAWgmPEwHA6LmSZMi0SorwBN3YfmwVNGNo+WUKbpyKwZmzq2rOy8fTa/9ljv2rpdz02tBKUCQaM1Op0OBoNBEc97mXDtyBAAdnZ2sLy8XIwcW/XW6XSwu7uLra2tu54UzkEVqw5VIaqis+STMjmA9Eiows59VpQ1Dr2uXfPPKjarDK3K1e0pAk2pDHuvZapykuIsI2dPLdG/y0V69RmlBjemUV+631PAtiymUYR6/LSEmFLfkzqcsmNS921VolpG6idkhAbD1TY3N++qQz1PXEsypJlTr9fHzJ/hcFj4Bu9GDVrs7OxgfX3dVYZ2DqqSiK1ASiY6Z1orpiWE4XB4Yn51mU9N92t6ZSSSUpLTEJjNf1naVjGfBmVpWYLQe7Fq255jCcQqY2B8RpO9hkeQNi9lZV+m3DxYsiwjxDIz3R7jdV4cEFRXD2GJkIMktKT6/T52dnYubDGGMlxLMozxKJq92WwW/3WanbdI592AD1av0+/3MTs7W6guhSpG62RXWFPXOyYV0FvW0Lx0LIlOM/gRQigtQzX/y66dyqfma1pVmFIuqXPs6H1q0MOSir1vVZvWX+i5LFJmpZfHaTuHlMntuVA0b6ljLPF7Jr66d0iILFcSIcPWdMCk0+lge3t74j1dBK4lGQIoSErfdXxWJKjgG7wWFhaKCmJHlK3qs6EcVlGUkZ/C3o8lWnv9FCzxpBqARzweWA5eY/bUrr0Wt1v/qD3fg5c3q1684zyFaY+zITZl0yQt8Xjlqdf1zGh7D6myn2RCT3uM5s8+G68T8FZfijGi2+2i0+mM+Qj52dzcPJd2eBa4tmTY7/dx+/btc/dL9Ho91Go1/PAP/zC+8Y1v4M6dO0Xl0OWi1NGufjZLHCmflcKavJ6ysZhEJkpAHulNUqpeXsoUmiWJSekqGei9egRRprQsqZymYdryUELU56cdkucbtHnx0lfymtQBTUuEemyqzDzy94jRDg7qdobPcMUnDkpxVtdlxbUlQ2CyU/osUK1Wsb6+jve85z342te+VpCjNlQ2EL6givnStRaZX9vYUyaNp+LsMVoG1lcEjKtN7eVTgyHTmKze/1R6KVN0EqwZ56VZppK9Bu4RyqQBDj4fVYi6TJj1QXodUkoV2m2pZzqNXzZllqe2W7Vnj1EfKe9fw2cYt9vr9cbIcGdn5760ybvFtSbD+4FqtYpWq4WPf/zj2NnZKeLXdMXeEMJYzKElRCA9iMBt0xJRqrLZip4axbYm/t3CqtdUfvS6qWPKlEzq2t6xMZ5cIkz324EQS6YeIakFwHdnEynVb9P21KISKo/xyMsjw0lK0jPbU+WRIkh9viRDjhpTESoRcjT5MiOT4T0ihFBM4atWq5iZmSkWdwBQvGvDW0hUURY8nKr0OgpKpExSqwa8/6kGNI1y8wjc26+uAt0+aeqad40y9ePlyzZuS/xl5maqfKwv1ZKkdnBW9fO+NS17Lc9M9jpOz2pI1R97rpf3acBJChww4Srx3W63IELG9p5F9MZ5I5PhPaJaraLX642RHjDeOL3VaWywL+GRpUeQtmFbeErKklrKH2UVzDTp2+tYlJG5vaamn1Jj/C7Lexm52nLn8VTtVtXaa3nPqEzd8hx+W8VvZ3F45WK325VhynyTNj+WpO392Xvx/Lu6YIkOmJAMGW7GFWouOzIZnhFYIVkp+SY9rptoKztwvCCAbXg2JMer5F5l9wjEM4nKlCKAE0TtmbsptWhJ38KOtk/rzE+Za0yzTHVYAuDvFFmqelX3BmemeOaskqv6i61/VkeePbJSP5wtM/tb/aKeevTKwFOpWp42qsArey+W8ODgoFiJhkQ4HB4t47+5uXlh7zU5DTIZngHYGIfD41dNWhWgJhMbkC4aoKtza2W1o8b67ZGa/e39V3jKhdvZMDxCnES8Nh3+totZKCl5pqBNyyO9SaPb1qxkPrjf+gi9BXpVkdtAa09lsh5wYWDdzzpgLQavU7PnpmJFvU5Ny0AJ2CO5FJFbItR1QFX1ccCEZnG/3y/m/F/WUBqLTIb3CE7o16h8KgiaCYPBALVa7YQJyQbBVwWkRj+t8vFMUdsIUg1L99nzPLWoJKiqLqVMyxpwmXmreTjtvaYw6br63+swLCHac+09anmQSDR8isep2iSmcS14x1sz2yNLvrLCpmnT0DLxPiR9Kj8lQqpCDay+jLNMypDJ8B7BFTio7GzF19eI2nAPzp22viOvQluzKkUYZQqA++05us8qGDWf7LE2Pc0Pv+11NF9ljVDhKeJJasMbHLH5ZFqqBjUPdpvnrwVOvjfbnsdzUn5Gz4ViUdaB2OdmTWBrcut9UOkxHW7Xa/K/vs6TU+x0ml232y3eMz4p+uEyIpPhPYITz3WxVh09ZsPgh9P0PEKzv8vMW2siWzJkOp7a0+t4pGiPKyNoD2UmblnMoUfg2gmUoYx0U/dm/Xm2U6lUKsWz1A5GVaBVToQ3Z7lSqZx4yTxJUknLkqtH5LaDS/kCtSxY/7STIyFOKlu+5J1E2G63sb+/X/gIT7sM3mVEJsN7xHA4LOILCQ6YsBemqUwlmFI+/O2ZR6zM1hfJ32Wjn0qQqlBs49cGrtusUuA+m/cUrDpJ5TO1j8onpZy8kdRp88bz7ZxiDYjX63qj/57a5DZd5VzLW2P09D491WzLRK/j+fW8+7bbSYJlx/K5kQTZ8bdaLbTbbXS7XXS7XWxtbeHg4GDq8r6syGR4Btjd3UW9Xsfc3FwRa6grKbNx0cSgSa1EYwktNQjiKQCPCDQ9Pd6qyJSCs7Dby1TKNOlN2kfYAQvvfE/t2u1KSEruKV8dnxlwHEdnlZS+W9nmQUOsvM5I82Cnt/E4Pd/zCdqoA6usU64XVYVaNpoffrPO8n1BDJ3p9/vFe4Euy0rV94qpyDCEsALgFwH8eQARwN8B8HUAvwbgXQC+BeAnY4xbo+OfB/AMgEMAPxNj/J2zzvhlQowRm5ubCCGg0WgUlbJarRaVjmpRV/7VSshBF5IpKzUbHBtESkVqzBmP8UJOysxl7teBEusf8+5d82IbpObFiyX0SNV2FDYPk8x6a7J6RJiKMST50qQ8PDwsVmf2zFctr9T12THazi+lcvlNZcr64Kl2zYeWg17fLqighGfLU0eLSYQ0jUmEXKV6d3f3SvoGU5hWGf4CgH8ZY/xbIYQagDkA/wDAZ2KML4QQngPwHICPhBDeC+ApAO8D8AiA3w0hfE+8zy+Fut/gihzr6+vFNk/dcYaKVnCNQdOloFKDHbYSK1laf5aXD7tf8+eR0DTKLnWtsvPKVOg0/08TkmPJyvutio+kwBWPuAiwqn0S6KTZM0o8KSXuDa5wu/qZ9eN1Ll45KAHqf+1k1G9pB0roF+Rnc3PzSgRRnxYTyTCEsATghwH8NADEGHsAeiGEJwF8YHTYSwA+C+AjAJ4E8MkYYxfAN0MIr+LoPcufO+O8Xzr0+/3i7Xl8KZWaJCGEsYoGHJs61i+mFVb3E6q49DopgksRoD3Ga7RW8ZWZlpq/FNFNIkN7ff63+df70nP0mGkI05YR34zHlVa4DJWqtRBCMeuIz8AuvMFrWZXtfdS1Yu9H/bnqh9bjbHlNCpcBxhUjz7FmMZVgv99Hq9XC1tbWlR4kKcM0yvA9AN4C8E9DCH8BwJcA/CyAh2KMbwBAPHqR/M3R8Y8C+Lycf3u07YHA4eEh3nnnHXS7XaysrBQDKxqoSmVoVYYXsM3vMnVkfVD2OP14DWgS0VlzLEWo9tiUckmRrgfvWEtkNn3rZ/SI1xKNnsvzqIpICAqONFer1bHXj2pUgT5z7RRtRwegSIfkqp0L09Z4wVR52HKz92b36UAKO2pLhN1uF7u7u2i1WhOf11XGNGRYBfADAP5ujPELIYRfwJFJnIJnJ50owRDCswCenSqXVwwxRuzt7aHT6WB1dbVY+FUHUAaDwQlfEklNne+6JBShI5FsINp4ylQQ002piVTw7iTympbUPEKyeUidM+lcJZhJ/klvm5IWV2ChaWhHkTVcikRGMlOC5qotlhgJHjszM4NOp4NqtTr25j47A8lb7ca7LyW+1OAJiVlXptZRY44c7+3tXZlZJPeCacjwNoDbMcYvjP7/Oo7I8M0Qwq2RKrwF4I4c/7ic/xiA122iMcYXAbwIACGEa9nd0GxutVrY2NgoTCsSoqoA+hBJbDr4YVVbWWiHmkA8xyO9lBJMpW3VYxn5kbzLFB3/l414psgwNW9Xz9X70obvDabocXaaWa/XQ4yxiKvrdDqoVCqo1WqYn59HvV4vBr34TPUaOiDhXZPPX6fvMW6V5Do7OzvWcabuwdYDJT17jzpIoqYxSXF/fx+tVuuBIEFimpfIfzeE8O0QwvfGGL+OoxfHf3X0eRrAC6PvT41OeQXAJ0IIH8PRAMoTAL54Hpm/CogxYn9/H4PBADdv3hxb5osNx5uxAIwTmv0QOiptG4qXFzYSqzDKnPFeCIYeo4RmRzm53zNLbSP1iNfm2+7Xb88FoO4HD0xXFSGnlNFM3N/fxzvvvHMina2tLdRqNTSbzTFitOVKwqEZrSE5agqTFFVxUinSFNeZTvb+PZXL6yo5Mj902XBO8cHBAQ4ODia+KvW6YtrR5L8L4OOjkeRvAPivAFQAvBxCeAbAawA+BAAxxq+EEF7GEVkOAHw4XvOR5GnQ6XTw+utHAnllZWWsQlvHub5MSs1p68C3jT/l77OjxHafjkTb/V56KZTFAurvsuNSKlYVjk3TM/vtSHiqrJiuDSwmGe7s7GB7eztZFvSt7ezsFOpQB8WYJq87MzOD+fl5LC4ujhGnEiTBtHq9XqESWRe8GEO9d0t8/K3xgsPhcGxO8YNIgIpwGQrguprJHmq1Gh5//HEsLCxgdnYWc3NzmJubK0whqgH1F9Ep74VXqLKwAwd2Voq33SNKJZoyh32KZAnvhUEerJKzeVZC1OOtqrPE713Pkr4SIdfh42dnZ+fcXnQ+OzuLpaUlNJvNsVVyLPjMVVHy2xu55j0pGXIkeGdnp4iXfIDwpRjjD05zYJ6Bcp/R6/Xw+uuv4/HHj9yq3W53jOQ0ZILkptu8WQ86wGIbuo5Yew1OiYTH6Xb+9q6p1/PM1DIi9JSsVXO6ze7TWRKW+Ggeqnmv5rvmnWqJZEjy2N7ePteXF/X7fbzzzjuYm5vD6uqqG5bE+2Owvh1ltvOceU/8z1kinEOcUY5MhheAdruN7373u3jkkUcAHBNVjBGzs7PFNq8BA8ejinqcNzfZi3cjNF7NnmcJyebD8+lZWBVZts8zhYlUOIoOdtiRUxIBCdPzsekLjNSMbLfb2NnZuW/kwXAVNZs9kqd6tHOmFTxP30XygKnAe0ImwwvC7u4uqtUqbt48Cs+MMaLZbBbExveoqP8JODltzI48W6g6tCCp2kEYS4iWmJmul57uS5m+lkitGWy3s5EzLW5XP5c3n9Z7naWmq3OOqaIuYvkpEpeqfk8la8enA2/A8WCbKuKM0yGT4QWC85k3NjbGVM5wOCzi1ixZ6WwHEp0lEquEvHCOe2kwXtgMf1tT1u7zjvUWKbBqMPVfp5jZUBF7judnPDw8RKvVKkb8LxLTLKVV5nvNuDdkMrxgbG5uYjgc4saNGwCOzb9ms1kcQ9PZmpL6mtEUPIVnlRuRCub1FJ+Si42rKzOh7SCIzQvT0HS8QRSWk5aHmru6yowlU16Dr6+8LquuZNwbMhleMGKM2NraQggBa2trY4rl8PAQ8/PzhblM4lG1yJFGJRPrR1Ris/4mJTMlDv63efXUlbffI1pLZinC1fekWCWo+VTC43YOiOisEc2rvtIy+9MyFJkMLwn4BrEbN26MkcDh4SHm5uZQr9fHSJEkpst98RydwqezQXSbEqJHNEzPkqUlRD1O80GTMxXcbRcJsERpiVkVXYoMdW4tzWR+SIBZBWakkMnwEoHrw21sbKBer4+9irHZbKLRaBTxiLOzs2MEooMkuk1Jzhtx5j7Pv1fmDywzd+1Ai5rzSvKpczw1qESo5rCmqevvcYYFByeyny1jEjIZXjLs7+9jOBxifX0d9Xp9bECg3W6jXq+j0Wig0WgAQDHYoqShPkJu47FKkNZ0tepQ39pn07WLydqBED1Wt3Pk1vofvdFqjwjpPlCFqIMnOr/24OAgK8GMqZHJ8BKi1WphMBhgdXUVzWbzhOrpdDqYnZ0tSLFerxcrnVhCS81CUXjKzlt2SsN4rEmro7r89ghO0+U+67uzKldVoJrXlghZPlxUIavBjNMgk+ElRa/Xw507dzA/P4+FhQU0Gg3UarXixVKcX0oiJCnq0k8xxuQrTK2S9Mxf/e9NvfNGpW0gsDc4o8db3yEXK/BmmKj6VCLVgRPGCtoBnIyMSchkeIkRYyymU5HwFhYW0Gw2i4n7NAm73W6xrVaroV6vY3Z2FsPhcGw1Zqar3wqSnobg8FgdnbZp8beSoTdDQtWmp9y8wRHvPCVKLqxwFV9cnnF5kMnwioDhIpy5Mj8/j+XlZczNzRVLgpEMuUgn/+t6ezrRX9/frCPH1oz1pn5ZhafbbdiOVXjeKLFekyaxpwY9Ijw4OMD29nb2D2bcEzIZXkEMBgPs7Oxgb28Pi4uLWF1dRaPRKJb+omK0C4PqqjiVSgWzs7MFKVrYxWa9gGxLavpCJT1WR4/tOVbpef5ATxnSR7izs3Pt3tKWcTHIZHiFMRwevcC+1WphdXUVS0tLqFarxWgrV9VWMuS3JUj+t8tC6UrcdlBFCU7Na7tAgh6v5JYiOgBFnKIepyPKnU4HOzs72N/fv5Cyz7h+yGR4DdDv93Hnzh3s7+9jeXkZ8/PzJ15mr6axJUedB23X1tN3CHt+Oxuj6IFEpmQGwFWFAJIkydHibreL7e3t4vWdGRlngUyG1witVquIRZyfny9mrtAs1o+SIolKl4dSRUio+aoDG6n4QF3thktLeYMiPM/6CKkO6RvkC4ouw6IKGdcPmQyvGWKMxdSzzc3NwgzmezQ4k6VWqxXv1KBaU9K0LyBSkrKDJ9bPZwOweYwumWV9fHZwRWeX8P3FfCFTRsZ5YJqXyH8vgF+TTe8B8D8A+JXR9ncB+BaAn4wxbo3OeR7AMwAOAfxMjPF3zjTXGVOBRMLFCYhGo4G1tTXMzc0Vgy0MxaFi1Gl0qbnJuo2/vUESVXpeyIz6GdWvSN+gvqUuI+O8cKp3oIQQZgB8B8BfAvBhAJsxxhdCCM8BWI0xfiSE8F4Avwrg/Th6O97vAvieWPJSqPAAvQPlsiCEUIxEkwg1FEff0Oa9Z8OaufpfTVhVevpRfyADpkmEDJHJC5VmnAHO7R0oHwTwZzHGfx9CeBLAB0bbXwLwWQAfAfAkgE/GGLsAvhlCeBVHxPi5U14r4xwRY8Tu7m4xEr28vDxGUPYNbPbl8p5pbNWgjQfk6tOHh4dFfKAuwpqRcZE4LRk+hSPVBwAPxRjfAIB49CL5m6PtjwL4vJxze7Qt4xJiMBjg7bffxuHhIVZXVwsy5BqJ9CWSGDUA2prKXlC0voJTV5LZ39/PBJhxqTA1GYajdyb/OIDnJx3qbDtR60MIzwJ4dtrrZ5wfYjxaYBYAVldXi218ZzOVon1dQMpUpvqzpvFgMMDBwQHa7fb9v8mMjAk4jTL86wD+MMb45uj/myGEWyNVeAvAndH22wAel/MeA/C6TSzG+CKAF4HsM7wMICHOzMxgeXkZwLFpzLCblO/Qmz9syZCLKOQpcxmXFachw7+NYxMZAF4B8DSAF0bfn5LtnwghfAxHAyhPAPjivWc147wRY8Q777wDAFhaWhp7nzNHffVYYPytdMD4KzxpIrdaLXQ6nTwYknGpMdVocghhDsC3Abwnxrgz2rYO4GUA/wGA1wB8KMa4Odr38wD+DoABgJ+LMf72hPSzMrxEmJmZwfr6Oubm5sbemVKtHvWdnnnMkV9dZJWr6WQSzLhATD2afKrQmvNCJsPLB5rLzWZzbFaKQs1inSrX7Xbzy5YyLgvOLbQm4wHB4eEhtra2sLu7W8Qf2tVouHIMgLEXumdkXEVkMsxIQmewZGRcd1QmH5KRkZFx/ZHJMCMjIwOZDDMyMjIAZDLMyMjIAJDJMCMjIwNAJsOMjIwMAJkMMzIyMgBkMszIyMgAkMkwIyMjA0Amw4yMjAwAmQwzMjIyAGQyzMjIyACQyTAjIyMDQCbDjIyMDACZDDMyMjIAZDLMyMjIAHB5FnfdB/D1i87EOWEDwNsXnYlzQL6vq4UH9b7+w2kTuixk+PVp31Nw1RBC+IPreG/5vq4W8n1NRjaTMzIyMpDJMCMjIwPA5SHDFy86A+eI63pv+b6uFvJ9TcCleG9yRkZGxkXjsijDjIyMjAtFJsOMjIwMXAIyDCH8aAjh6yGEV0MIz110fk6DEMLjIYT/N4TwtRDCV0IIPzvavhZC+HQI4U9H36tyzvOje/16COFHLi735QghzIQQ/k0I4bdG/6/8PQFACGElhPDrIYQ/GT23v3Id7i2E8N+O6uCXQwi/GkJoXMX7CiH8cgjhTgjhy7Lt1PcRQviLIYQ/Hu37X0MIYeLFY4wX9gEwA+DPALwHQA3A/wfgvReZp1Pm/xaAHxj9XgTw7wC8F8D/BOC50fbnAPyj0e/3ju6xDuDdo3ufuej7SNzb3wPwCQC/Nfp/5e9plN+XAPzXo981ACtX/d4APArgmwCao/8vA/jpq3hfAH4YwA8A+LJsO/V9APgigL8CIAD4bQB/fdK1L1oZvh/AqzHGb8QYewA+CeDJC87T1IgxvhFj/MPR7z0AX8NRxXwSR40Oo++fGP1+EsAnY4zdGOM3AbyKozK4VAghPAbgbwD4Rdl8pe8JAEIISzhqbL8EADHGXoxxG9fg3nA0gaIZQqgCmAPwOq7gfcUYfw/Aptl8qvsIIdwCsBRj/Fw8YsZfkXOSuGgyfBTAt+X/7dG2K4cQwrsAfD+ALwB4KMb4BnBEmABujg67Kvf7jwH8fQBD2XbV7wk4skDeAvBPRy6AXwwhzOOK31uM8TsA/hcArwF4A8BOjPFf4Yrfl+C09/Ho6LfdXoqLJkPPjr9ysT4hhAUA/wLAz8UYd8sOdbZdqvsNIfxNAHdijF+a9hRn26W6J0EVRybY/xFj/H4ABzgyu1K4Evc28qE9iSNT8REA8yGEnyo7xdl26e5rCqTu467u76LJ8DaAx+X/YziS91cGIYRZHBHhx2OMvzHa/OZIqmP0fWe0/Src7w8B+PEQwrdw5Lb4qyGEf46rfU/EbQC3Y4xfGP3/dRyR41W/t78G4JsxxrdijH0AvwHgP8LVvy/itPdxe/Tbbi/FRZPh7wN4IoTw7hBCDcBTAF654DxNjdEI1S8B+FqM8WOy6xUAT49+Pw3gU7L9qRBCPYTwbgBP4MjRe2kQY3w+xvhYjPFdOHoe/0+M8adwhe+JiDF+F8C3QwjfO9r0QQBfxdW/t9cA/OUQwtyoTn4QR/7rq35fxKnuY2RK74UQ/vKoPP5LOSeNSzB69GM4GoX9MwA/f9H5OWXe/2Mcye9/C+CPRp8fA7AO4DMA/nT0vSbn/PzoXr+OKUa4Lvj+PoDj0eTrck/fB+APRs/s/waweh3uDcD/COBPAHwZwP+FoxHWK3dfAH4VR37PPo4U3jN3cx8AfnBUFn8G4H/rdIm3AAAASElEQVTDaLZd2SdPx8vIyMjAxZvJGRkZGZcCmQwzMjIykMkwIyMjA0Amw4yMjAwAmQwzMjIyAGQyzMjIyACQyTAjIyMDAPD/A27ooI+uMGWUAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -1159,7 +1150,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1178,7 +1169,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -1197,7 +1188,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1211,12 +1202,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "good size 710.0182739926767 \n" + "good size 871.2004785483298 \n" ] }, { "data": { - "image/png": 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QsT/X5Ee1ywGu1v1tgCY2l5VhYuV6S2lyyRL/54ncVI+0Mqz6VlZWdP369TGz+MSJE5qbm9Obb755IOV8nNDJ7y5w7tw5nTp1St/6rd+qj3/84/r0pz+tF154YeRHocnj3RacuW2RhXTD3DLZJDmm4qMJTbOIcSTyzD7769JH6PAZps1yx9vyeUka2wLnfHHG2ORi9bG4uKjNzc2xZTPsyIuLizp9+vQoTRsbG6PyW11d1ZUrVzQYDPTaa6+Nyv5WSz3e//73j6m0NFN5hNjKyspYmZayv+86ByOq6zyCjH48Kzfn3ySU6jN9w6zb3EHDCRHfT9+zFadV99LSkra3t7W8vKzr169rc3NzNCH2DvYDSurk97Zx7tw5LS8v6+LFi/rwhz88co5TMdDHJ42bS/mdI7ykEUmQWNI3mGHlvTxiiv4ikh7Tx0MMJI0RGztcHl3FcNP3xHhN6h4cpH1zU7qxbGRxcXHUMTc3N8dOluGM8t7e3kiJGefPn9dgMBi9wY5pMFpq2mVgH607v8lnZWVlVB90H/hvfn5+NCDQTKb68+DHd6vYvOfBEVZuLG+XUZqurFfXt18pwEMo1tbWxtLrOP23tbWl5eXliYMxLly4oNdff/3YzcDfK3Tyexs4f/78qINcv35dv/ALv6B/82/+zajRuONQIeSsoaSxDiLd2ItLHw07gT/Th5OmLxu+ycjr8VKpcSLCBGRSSLOXcaQv0t+tPtLUNXFwLSAnSDzzSLJYWVkZLYmxb9BEyH3Dhn+7E3C7IX2z/s1l63tY3i5rEycJ3qD6cxlnnXmLGokw654+YZKYw6AS5TZDE7/j5rIo5ottNvN8HGbfDwKd/O4Q3qfrJSvb29t68cUXR+qAa/fSB0eTiGDjdUPPd1+0SFC6sRyCpluLmKjq2Lhbkyrpx6L55bjpY/TMrsGJFk7UpF/THdgDgFWfj+U3GUga+cs8aeLZ6jT3Mo/O+zTFnH6+VOskLpvqnJlNMiEBkiStCr3kieUxGAx07dq10ZKVXLeXi58Zdws0fUu5ceIOFarNYe/Q4Wy747Bb4eLFi+9IAuzkd5uYm5vT2bNnRw2EKsGKIztednb/Zv+Ww5XGfXP0qfm3TIvDo9/NcfL3JAKHlcsu6Hu0CsvlLkbGZSWXDnles0ohGbZmIzkzzSU5CwsLI9IzMdpXRgXItLHMW2htJ2Nd+Dfe0yKinHhIhW94pw9P6x4MBtra2hqtELDvjzPDVNBuG0xH+nw9cJr4SimjGXWraq4tdTnb7E+/dK1V73rXu95x72Tu5HebsI/PuzTckKm4JI1ObpHGN/ezMdu8TLPVJMrrJrjWpAc7HMPhPQ43FaPvTxXne0gmVLK5WNokRpM2J0BsPpuonB/e73gdjpUYX5zEBdaO28q3tY4tyyTT1dq9wjKl+WuCYN1Mq5eWj9FExbWfTqfXhi4vL2tnZ0dXr14d5SMHLvoOnVYvnne8nuRx2blcuYzIabCZzImZHAhcvu80Auzkdxvwzg3u3uAIyQZKh7E7shUhO687DTs+G2rrt/QDZlgE4+cn05gdmGlKRUoFQtKkSen0SDdIh0svHJ5046ADkieJj+VpJUTFbFXjwWZnZ2ciHqebCjSXjeSEFL9zUoB1muXZUtGsJ/oRWyY4B7/5+fkRCdrH6briIOo68LpSE5nXVNqH6DrlEpv0tzqPVoRW/qurqxP+VcZxv6OT3y1w6tQpraysaHl5WSdOnBgpP5qEqf5uZfYm0fE3f08F4XDpR5QmO1DG53SQ4HwtT31J01HSGDG5c1JZ5QRDhu8ORb+m029Co++Qv/v/paWlkdmckzDuqN5NwmUhLgOSKf18Lr+8xnrgcWOtQYFp4j0mKpJnPsfJENYRJx9oCfhel4snhU6fPj3y1dmfuLGxoe3t7YkTd1ivrFu/AItWy2Aw0PLy8piyfvDBB98x72Lp5HcTLC0tjW1VMwlm52PnYedPBWfcTO2lavD9abL5eXc8Ovz9G8PMjksVlTOD005vtkprpSdPODHsp8tycVipWlNF+9r29vaYj4t+MPq20vxOxdQK2580e0sZ345mYmgpcPvqODHisuX9JmoSPpWvzU777ei/pH+V+fYpMg7HJm2qW0ljis1h2hc4Nzc35sseDAajJTJnz54dU3/vFPO3k99NcPr06VGjt6O99VrIbGwkCYPqKp3lRsvU9XfGl/4sN3hOcCTpkgS4To8b56Xxc/cyXsfFe9nh2ZFTnTo9aZbSr0niInlIGvmmTCBUrA7PA4EnQjhAuQymmaYt5ce6c9wt4ktXAOP1vfQZZt24XFyeJkAOQrzf5EolOBgMRsuBXIcLCwujrW8eLExizq/ri7ttTPycnT516tTY4Hb27Fm98cYbup/RyW8KshHQJKB6YSeyMqD6oZmaao5KLIkqn+Hau+z4Vh7S+O4Q3tNSWTRHecgBfW9UU2mWMv8mh8y7O1aamkkU6dinaqM53iItl48J0ATiZxwm42BassxbM8Qsu4yfym6aOmQaXK4cCKwI+ZxNbq8FTCvDazetEr1H1+XAdYB+trVcxvGn9cBn1tbWRovP9/b2tLa2pmvXrk0sybqf0MlvCh544IExAvQoSf+NdIMouD7K10kSJgZ3ymknfLTMXmlyP68bNmckpbZfkemk+ZdOe+7xtPpI315OGDjs3NWRJNKa8GA+0oxO/x19eC4Dp5/K03EwLwQne3xvyzXgMmDZW00x3pZyp0nNNuD4mD4SogmIVgLjdZguJx8TxgXkJEqayw6PCr3lv/SuGteNB8XFxUWdOHFidG1vb08XLlzQ+vr6fbsPuJPfFHDqX5rcRM5r9BdJkwcGpGKhycdZT8eb6qmlJA2TDkktfYxUJSZAmoUON0FziPnIPKXP0NfTjM9lPElQJCHf54MOGEbmi+XpcHIB9zRfKMNqXc+6bSl2TuYQHhRJQM6D00c/Hol1mm+VA7CJzr48P88jxJxOp51xuC2kYucEB/M2Nzen1dVVbW5ujp7xu5jvxxng9urPjrEG3yKGFhlKmmjoDkuanBWmqUG1lLjVDKuvUaH4kyM+1VFOAPA3jvrMl/ORJnX6sHwPP7OD0RRL/xfDJeFRubJMM37XHdfn+Xq6Hnh/lku6CEjoXNye91NVOUwOFJzhTRcCJ4dIyAzPJq1NXde9l7ekvzl35kg3lt9ku2EdZ75cNktLS6NynZ+f19mzZ3U/oiu/Bs6ePTvVtyTdaDgcEd2Y2dASbFgc9dkJiZbamKYqHRZ9exk2yTqXtbBjtFQDQVWVpEA1wTROW8biI518Xyqd1v8umySPNK3Td8p7ppE/zepUgK068zOt478YdprrzotVllcUcED0bx78SK5GfndZtybcWC7+nyqwlTf6Gb0W0CsfqPgvXLhw350C08mvAZu7N9vy1Oo8NivouCbS75enriRa12mmUK3kftBphJRqi6opFSvv5zWv30tCpj+Js8omZHYWdrhMA8uKijFVJBUbZ565PYy+Qd7fqvMkQNaby9Sg+4CDH5/hIMDBx+HYr+oytW/Nz/IQWKeL9cGZerc5kiTLlsqf6eT2ONYNr+fOnMXFRa2trY0RZ61V586du6/eCdLJL+A1UzQB8726rmxec6NqER87R6qLnECgicFTPNzZuKDWSDKUxicz6CNi42+Z5TmxwTh8by6EZT79v32K/qQqYxo4e90iZaqmjMPP21zkJBBNx3w2P1Pt0B/nPw9aVPosa8ZB9cdBkj5Cm7ckfhOjd6xkPZIAnQ4qxdzlQhOdS5Ay3RwoW35LlpVdCYPBYGw/suO7nwiwk1/g1KlTYwdPWuFwjRYVkhVNaymJNHluXyqc9KO1zFt+50kp0rhplJ2IaqtlSnKFvzR5+ICfa5menJjh7yQUpp+dkpM0DD8nTpL4EgyTxJ5qnU7+1uJmqhrmJ9VaTnRk2ZDoOKvsxcMOx20qz+6zH41her2jl7M4Dh5eQLXXMrc5geH4GHf6KOkiSCGQfcLpuXbtmgaD/R0xq6ur98X7gjv5Aa5cV3jLVKL5l52fG/x9b46aBokqHdpOSz6bhEQlSbOPqio7B+Nv+dL4nZ09iYpEZrOt5R9ME5eKkmqjRZjEzXyUrBuSEne+cFDhd6ohmseMl8o5y4XE5bKnP9hlx9UDJqJa60ittZYq+TpPeKap6zBy0HLb9KwvB5FUqTTPnV6avs6bd4LwWaeTaZf2l4l18rvPcPr06bEGm4cXuLFwRKSZRvWT5kU2tDRLHUYLrcZJxUK/DJH30pxr+f+cBq5FZEdl57JySGXZyjdJJs0rdyCWYyo+PpMdjaBroOW7az3HPDH96eekcmR9Mv3pO+MC+TSV6edLfxzrlW4QklySGS2QLOvMGwd0/pZtoTXoW3HSp1trHR2C4IHYb+A7zujkNwTNEf95BM8lKtL48VMkpfSVUUFS4eQ6NGl8oXKac9KNbWyOn52AxMAG7998/WZ+H16jWZadwM9zXyjTSVWSyi/jyfKySZYqkuXnck1zem5ubqSkpoH+Sh6nzzJI90RaAkaLxDO9Nnt95BTNe5ch65c+x1SBLnuTjGHio5q0Qsw8suxZn7XW0UEIzDN9ni3/H/dUS+NrBB966CFdunRpal0cNTr5DfHAAw9ImpzptfrLw0elST9TOrezE9JPmKZufmcjo7OdcRutbXfpX2MjbqlUEgtJKztr6x6HmWotzUPGz3LK5xxPknWGk+VAdUu1meqM8WS8JpLWjgoqO8ebh0o4ffSPcRB1urh4nCTnNLrMHT4XEbtdek0fiYyLo1tKMQdi5zGR5Mf1iS7nwWAwttfd6c5F1scVnfy0b+66YkkK3tRNUuMJHC21RT8Jkf46IlUgO6zNC5MgHfY0PWnGZMNLckvfGDsH0zFtASyvtUwq/58dLicW0tdHYkxTPE1KKu1UZAw7iZNmJYnf8btsXfYkXKbb96QPk+TiZ3zEPxUeF0k7Ten+oInNwZSmvfNgInQ+0g/YIn+HZ2Lzs0w/yzPbUFpCPlZsdXV1FP/DDz+sV155RccRt9zhUUpZKaX8p1LK75ZSfr+U8neH199bSvlSKeXpUsrnSilLw+vLw/+fHv7+2MFm4e7B0YujXS5aTae7kc76aeu7OGlBJ7jRMqsYjteAOc78TH9WqtQMj9f93b5DzrzSl0MfIDuuO0amI0m/lb8k33w3R3bO3H7F6+nnon8z3QHpt0wT0/XkcmQapxGof2cd50DDNZlME/NG5UbTlX7BaQOWZ4YZF5U0rY+0EFi3VM/p+ybJ2zryyUdra2tjh6Qe1x0gt7O9bUvS99Zav1XSByV9fynlOyX9PUmfrrV+s6Q3JH1yeP8nJb0xvP7p4X3HFj6zjORkk4X+oVRA/mu9RIeNsaVIqEqoNE0++QxNOYfvNKbJkh3U1zJM38NO4nDZWZI03UnS3GopNefPHa3lk6Qp7I7qjk8S9cnGTFdObKTpzjLn0hwOcq2JAw4QOaBkXSbx+Xqmxflze9nZ2dHW1taY6cr80XTlAMVyT7LkoJX+VKo/tgmWAevPJLq1tTVGoA4vJ3FMfraWePbl8vLy1DI8StyS/Oo+rg3/XRz+VUnfK+kXh9c/K+kHh98/Ovxfw9+/r7R63jGBfTut5QlUAWkKtLYP5eJajvYkyGyAJMAckdmg2fC5mJrLLJgeIk1YKhd3lHSkU12449JUTSd/EofjIqHx6KaWeuTzqbDZwZmWLNd8Zlp9sdydX/7v+6gy6X5w+omWaVzrjVdvMv9UfwybB4eaINkmWK5OtweCXMfI8myZqkn+vJ4DWiuPksbW/q2srIzeb+OJnvn5+dHL5o8Tbutgg1LKfCnldyRdkvQrkv5I0pu1Vu98f17SI8Pvj0h6TpKGv1+RNP4W6WOGJLeWv67lVyJ5GNmI/DzDcvjc3pQmGUnZ4XLTe2v2j4TTMoFLmZy8oG+In+wU/I3qrNVBqHjT1CPJUbEYrV0IN9tnzHCzDDPdOfhk3FxgnOFT4TE/dkXQFKTvLtPBuuGfyZx1JY0ffOFz9Bymv+epOyyraQP5NB8l3QmsP5YZ+0HeY9+myZAzx2trazpuuC3yq7Xu1Vo/KOlRSR+W9IG7jbiU8kQp5cullC/fbewA1osAACAASURBVFh3g5v5+6jy2PFyXytNqnSSM1xpfOHz7SzpsE9F0pjakSYXI2cYaVo6fU63QT9emkaOl8qMeUi1xbRQqfnT5pSJl+SdYSSZ5wCRvsUsO5NKLvfIcNzxcwBI4s57Wkoztx5mOv0sT2Vxnl0PPp3F5U7lx7zUOj77zPS1/JfT2nArH4yHJjTDJClaCdv/t7y8PHIp2TJ56KGHJuI5StzRkVa11jcl/Zqk75J0ppTimn5U0gvD7y9Ieo8kDX9/QNLEasda65O11g/VWj/0NtN+z3Az5UdFxcaSs7qp7ugIb5nNDO9m6XLjypm5JC8SLPNEFdjq3FQmLTKbRjwkLZNaOsmdtlSiSWrTdr6kemspPz+bijTJlGkjGTCOlsJ3vtOFkW1CGn/BkOuIysymKUmagyjNXSs9LlymCm25CaQbWxRvNkC2THMPrM6f0591kHXBNk2ladPXb5bLtn8ccDuzvRdKKWeG31cl/XlJX9M+Cf7Q8LZPSPr88PsXhv9r+Puv1tbQckzgF+MYqdqm7b7gSJgzYe4AqcCMlrLJ2dWWme2waf4wPS2FkWGkucnOk/en2skZwRZaSilNTjrxax1/WQ/TmSZiKkSaaiyHBH15WdZ0IzjMHDTo7G+ZfUmaqf6onKiofD/9dGm6Mx66QjhBxrLMcmR9pvXBdYetRfc5SLXy4//dNk189vd50sNK88KFCxP1c1S4HSq+KOnXSim/J+k3Jf1KrfWXJf24pB8rpTytfZ/ezwzv/xlJ54fXf0zSp+59su8d/GLnJANpfNEqF3W2lsJw7ysbUasxplOaEx3+vzWqk+DS7Cb4XKpB5yVJmeltKcb0N00z/0gYqRpbfjjmJc1Mxk/zKcuqhVxKQl9W+r6c/1b9ZRqmxZNIZehyM2mlK8UTA1xlYJB07abhUimWZeYrTVdeYxnl/fw/lT/LynmiKrX/dG5ubmT+8l3XDz74YLPMDhu3XORca/09Sd/WuP6M9v1/eX1T0l+5J6k7BOTr/NgR08dhhy5H+VQMDItmgO+RJo+LMlomTSo3Lnvx71ynxg5OVcR0pkpgIyYpJsH4t5Zzn6SR5qTz7PtbZi/NOpYHVZafyZ0LzjeJoKW4mSfng6eo5CdBwvJvXH+Y9cmB03Hlkfy+j2f4OW1sO9xGmEf/0y3Da8yvw2NZsQ349aJ8xgMQ80DyY7vKNuXwbfrmThRJx2Lv78zv8GAHsu+DjZ9bk1omRKqH1ic7ZnayfLY1OdJKr9OWfiCHkT4vOr6ZZ/t6qKZIqK30khRTNdBUa91vwkh1xYGHcbNuWp06yyZVt0kllZzDb/lxs/xqvXHYg9uCrYDBYDDagpbEzjg5ILnuHJcXW3PigPlPNZ1lw/KiCkt/JvNPkprm2uFzTjNdAM4XFW0O+F77ZyJk2Zw4cULXr1+fiPOwcLw8kEcIqp+U96nqWoufp21n82/saDSFMpxpo7if9/+8zjzkb5kuw2loTTbkxEArbF9Lk4hEmebytM7Kjpl+Qqoshp1KK+9nPnONH32zzG8rj04nVRDrgOmhAmXZMg8MO/cPpy/YdeDrPADVcacrIa0GkvHN6ozxZVvMfPO7884yYTrm5m6cZ2j/3/z8vJaWlnTy5EkdJWZe+UmTzn76l0wg/p6jHE0CqrsWqACpxtLc9ggraUJNsIPR38QwHRfD83cizZrcBUEz1OFnWKneWmq15Rx3meW7almOzAcJxJ80sVtKk/XLPKfzPg8QpRpjOfH3aSRDQiIJsC5b6tCfNGuZN7aJDJNl73AZP8OfNkjkIJt+Q6eb7Z+kR8Xq97JY5S8uLmp1dXUsTE/UHOXJL538NH4aSHZ2/pkg2EHZMHLkl8YbHf9PE5rhpOoyuNHdoIpyXhxmElWOzuwgVEju1Bkf7/X/JJwsv9bkjNOaZr+vp1OenSthAmwNOplGmon8v6V83cGZrtbkAPPJzs968WsRWHbZbpxPx+mjy9zOGD8HTL+0nOGnek+VRjOaSNXpQSHLpkV8zK904x3QDtOvgbCIWFpaGr3+staqkydP6tq1azpszDz5JeHQp0NlxPtbfiKDKoKNw50jzUNJE52XBJSqhY2cR+szPWzs/uN1Koe8l50z/W1JNC0Cpf/KSP8jSYLk4bPtGF76KtNUTROxVb55uICfT9XeIlGWXZpzJHcSFut1a2trqpLiAuc0z3d3d7W4uDimdJnW3JnDAYvk3aprPudn816nwf7M7AvOP+PntaxHnmyzvb09Vn6nTp3S9evXJwaWg8bM+/y4pSk/OapyFE7zx36N9OnlfuE0o6VJf5KvsdM7TdnZU/VR3TAfSUbOWypAxpWdNc1FdsaE8+i4pzVqhklzKsuW4UqaIOX0YfEazdAsS9/LsuPg4vtyXSXLo+Uy8e88lYWn5fD4KYfra9zSxr3QzD/j8bIS6YZlkEuZblUWThfTTgIjAVttt17Ulf5HtwO3d5/0srKyotXVVZ0+fVqrq6taWlrSww8/3GwjB4mZV34+pNQNiWvJpMkFsqnO6P9JcvJzRpIZf3NcrRHb99L/Mzc3N3YKSM5U0tlOU4edlh2fjb1FzGmGt5Rpmvite2kiJtFRmXKvbao7EipV3fz8/NjsdSqZVj1YcbEMmIdpAwHLnCTJcpQmd1y4vSWxJ6HmYMV6dTw5+5oDCFUZXRqMz99JnAbdCql2WY7ZTnJQsAvG/YpLfk6ePDk68OGwMfPKz40xScudyY0kF/aSENJvlA1GmlwPmKaQpJEZm76xHMX5menMxplqbZq/xuqj1UHSgU9V5Pv8ybLICZQWsTj+RE62EM6zf3e5sYPnQulUKBwUWiSfKsZ1mPcYSSZsNwyLBOm0M10tUEU6Hb6eKrvlBkgLIesg65UKlL8RLashv2dbNwl694df1H7ixAktLi4euvqbefJjZ83jraTJ0Y3gNY5wqfpIfFzBnwqkZermffl/634jO5Pv5Yiefkk+lyZQEh8J2XkkkVmJtIieqqylzqTx1zNmnNKNSZ1pZug0k6z1SgLeR+XWMjVbz7QIrjVAMN6MJ/2b/HT5tw5pSJdJq45Yt0naWU6+nn7bnPQh2WV9Zt/INKYLKNfRHgZmnvyk8el970dkByFZpcOfn7lDgaA5y4W+/D0VYcuEpvrIe5MIWzN7THNORLA82Ano6zH4f8tsTbPO17NMWrO42bmplKaZoEkW9J2lH7T1pjuG19ppkt9b5eqwGQeJMSdpklBI5umqsGlIKyStAcbh624nLfXH9GT5MV76DLPd8P/WBAifsd/P6xV99p8XQs/PH+65fzPv85NudMKlpaWxvZNuNJygoM8qK3iaX1AaP40l/Ym+V9pvNF7CwGf8yZGdREB/EM1N/0Y1wHB4DycRqODoT2pdaxFB+iCz07HcPOq3HPvpz/Lv2Un5ndvOWE6OKzs6J6ZICOl+yMHCcbHcUsEwbVyrx7Mcb6W8mF+3i5wkaZmfJL0Mc5oPmD5Q5tNxpxVgpLpj3bON0GXh30iCh3nqcyc/3ag4mqRsNCQgjmJJgg6LcIdL0mOjTx9OEinNOBIrfVYO140qzbaWKmAHcP5bRGbkb+zMTGuqA4ZDAk6i4Pqw1hY3vvjH5ZadsOXs9/9JguyYfAsbFROJmnGk/9Jw2k1uzCfDsqVAUuAhAbyXS21MQCS+TAfrOAmI5JYmPsm8Ndi11GaqYq96SIVMFex7ae4uLy/r2rVrU3ckHQRmmvxWVlbGRiJp0tHtBpDLB/y7NO5oJpHkwk/pxijuju5GyN8dp9e9OTx2aHcsdwSng8RKcmylm6TK6yaZVAlGq+OnMiLBpLpplR+/M48GCce/0Xc5zeWQAwnJkdfp0khCY1m7w6ZCdDheG5fvWGbeXMbMmzR+JqH/54CSitXpab2iMuvnZoNRlnEOFCStubm5sReXuw1bOLRUb1pSzKNdNzaFD9PvN9Pkt7y8POZLyhEzfW5uFDmBkSqNSKKgKnC4NBEJKqEWOXCLV5oWVGRshCQ0b8wnSBJJkiS0fCbzzPS2dkdMM+tY/q2N/Kn8GA53QaQ6S1cBVVm6K7KsMq9cE0dFngo8F3zbpdIqa5uxWY6pbrON+tBTxpM+wSxbmtv8jarUz7XKJtMvacxqYr/JATAnqGiRsG8dBmZ6woMElxLfoxhNWzYMdpppqiN3W7TiSeL0X/pX6CMjTEjZaNKc8Sffq5CdO03h1mf6vQyWD81vKk92qlxPRrOISo5l7mdp+rEjc0YzJ0Zayp1pyPJvuS+SROwbZdprrSNCsmnKsvCzDi9f6mQSzDBdxyyTdA2wvKmOU+36mVYZJ3Fl/hlWzuy3Fr6n+Z7lmtaRVeBhYKbJz5i2sDlVTkvS+z7e0yIiqpxUatL4cUW8l41tmunDZzOtSTpUEOwINxtxGRfVgPNGcuMIzvtupqoybhJmqzO1ytX35XIdhs/ypetAGj81JlVdfs+yMQmaaHgf08j7uJaOJMfwMp6su5ZLg2Fl2brcp5m2VGEMszUItQYl5kHSmCnMwSfz20rrYWBmyY8dlZ2fHcQNhJVPM9mfuZBVGh/R6JPxPTSJSLpJgpyA4ajeWo7BNGVHpookYdBvyE6aDZskmmrGSpmNlyqE4WSYTE+rjlIt0OeWA4rT5nv8G80uqtM0O5n3JEp+97P0yTHPJFV+bm9va3Nzc0R8fp2l08n24fpu+cecnlyg73uYFoJlzgHRYTD8Vpippv3p686XFS99svZN0rLJbX6Od2Vlpdke7jVmlvxOnTo1qhiOUC3z1eBvuW3Jv6eaMEg8NMPoPJfG/Wt81p9UONMUScuX1vreMmWZVt/bIsJMW8u0SkJM4mGZpincAgcodyj6kFr3+LOlCFPF5YBCwvdz+c4Mkh3NTLYDEwoHmnzlZIuIcxkLiStdKtzRkmHwessiYBpbv2XZcYIi3Rcsn1aa6CZIMnf78CEIB42ZnfCgCkhZzz2+bARcvmDFxwpMIuSIyIbDdWjS+PFBaWoZjJeN3p/0AeV15i07mpFmONORZMjGa3Xq784Hl44QLbMq0+/yZLn5WYJ1wIGnRZIkDubL5cK64qQU42UnpaIzcWfcvN/3Us3fagBwGq2m6JpxWXFpStY9Fb/joZJ0fKkuWb4mLNZ1llm2NxPgwsKCNjc3x8gz488+x3Zw0OjkNxxpcpsNTUdXDP/n4udUENLkbKbBDuL7qJ6mmansQLmIl3BHIMGlenGHou9o2q6GlhJKPx87DhdZs5MwbpqPqfaShFsTMxke09o6DCHNdnZ61212OM68sizTj8lBgHmj6uQgxOc5QLC+ed1k4DrzvVaQHCBafkISP9Vjrll1u+azvI/1znJNFZrxZDtqKWJaXXNzc4e20HkmyY+d0pviSRQtc/hmao+NvqXajCS+vDdN09ZJF62G3kqHNK782ICZjta2J6NFykwDOxCfybBYdr4niaFFeoyLYEdsqSuScQ4Ovi8X+rq8eF9LnaZ6yzKkKkwSSLOfL63PNuZr/u7Xe7L++Z35YhnkDg9p/CQcpinbJvOdFkSL1IjW/zaFifn5+bF1g/w8aMykz4+OYr5+UhqfmmcHTJOqpSwSvNZy3NP0Sv+H72k5m7NzSeNr3Ag22pYCYFyt5zmiO85UMHzW8dh8dN5ZZjTJWsphGvFlebAuMsyW0nKY2dFb5JVqMdOR5WtkXOn7oinO+/kcfWm8z2nf2dkZW1biPKYyZD23iJxgHWV7TLM9TVe2g1SIGW+W49zcjbMwD8vcHcV/qLEdE3jnhDdTp8mbCzZ9X6sxJIkk0bADkDB9plkSAjsyHdctddXyNbbuo5rk9yT4VIXTyL5lHlNJ0nfVUl6pSLlDJWdyW3nOcBgPn0ufV/otSQx01NP1kH7HDDsJiH8uD9+f7o5p5EoFRNWY8XJGmATrvKbpTHOT9cG083qqX1/j4nhfY99plf38/I2XmbfKkp+HhZk0e/1OAao+j0DcZkOSM+hAlybX0ZEw0vltcql18gj6aeZHdrwk12x8JDHfb7Dj5E4J3+tdJWnSZifNjuvvPnqdqpbl4jRnvhmu00QVznu5Zix3dXBrmdNwM+XTMsHpt2Oa6KtknbJsW2VON4E0/vKlbEe+335I+n2d3pzc4MoD1i/VN9tEazBMkzPrhWEwfj5HBc3y9+8uP0+KcZlP+iYPAzOp/DxzluYYv7dGZEkTDVGa9BX5tzSN3ThyMoAqxuTb8vdRwbRMk2mKi+TM+Pw8F3mz4TJO/55K0N/pm2JZOR80bWmWJjjgUE2mUmWnyzSRuDl4pCppEXCabb6fpN0yo31P+thaPlWqW5rFrKNUfFT5JK30AdJqIFj2mW/eTwslySgnMFgHJLVWm/T9PPiAg5DLvbVb6aAwk+TnxkaF4gJvLTmZFoY0vvCUaorfkwSlSXJK0uKMH5cKUPmQEJje7DQ50k8jMDe+JBTvSSVZ+o9LW6hup5UX4/OfCZ9mJ5UC/aV+Jne1sNMnOZFQnJZ0WbBekhxb/kXe63hYV2xf3P3hv9aAy0mYFtISYZgts5pIcuW1XIycLoFErolNv6p/43ttsr7zucNUfMZtk18pZb6U8tullF8e/v/eUsqXSilPl1I+V0pZGl5fHv7/9PD3xw4m6XeHWm/sDc2Z09ZSDWn61iqHx9GaasXh+rM1KZHhUMUxfZwJy211/HQD40jOTux76ffkiO/wnU864PmX6i3zl1sEmWZ2tvRV2eRLJcPOS1OJqu9m5evnOFi0SDTrhP9nh26tC22Fv7e3N5qsMNKnyy1vPkg088NJBw5sSegkFA5MtABcdiRomsusj5byXlxcHFN3hK9TkbLMeKYh/w5r4uNOlN/flPQ1/P/3JH261vrNkt6Q9Mnh9U9KemN4/dPD+44drl+/Pjod1yvTU2GlaZYKIAnHyA46DWyw6VifZhaaFJxO30uTgURANZg+Qqc11Z50Y5N5q1H7uTT5kiS48Je+0pZfifG3ypmdNVVCKmumg0THMEke+Xv6dKep2VZ9ZlhcuGtfJNVjKkkTjw9HKKWM7fKY5stlnbTahq+l6c+0s1yZZw48SUwsx5apTf8gB6ocPKmKj9VSl1LKo5L+oqSfHv5fJH2vpF8c3vJZST84/P7R4f8a/v59pdV7jhgc2eivaTXyaaaTkZ3ez+R90rjyaTXUbNQt8iShcMRMddQyd5Mo2GE5ImdcvjfVBgkjw+TIz3yyHBwGOx3LIVVZmuxZBkk8+UySEge8JE3Gm4Mh3RpJJExrkhBPejEyXBKKlSK3jknj29ZMrizf9Ck6T9nuW23X4bFuSYzZBlzXXPiffywD17Hrzmm3f/jy5cs6DNyu8vsHkv62JJfueUlv1lrtlX9e0iPD749Iek6Shr9fGd5/rGCTIs2QdD67QdFPQULIRs/G4P8JqiQ+S/OCZOw4szOysXvUprLKCROmy582eUk8t3qGeWqpvZZqa+2gSCLm8qK8j+RLUuSgNDc3vmA9VXmqQv6fqjkPnm0RMSceqExTpSZJ83sOdl4KwtcpOJ/czcE/k2K2oVYZ5LIbXs/BjW3K9cN6dziMP/NIJGmz/dRamxN8B41bkl8p5S9JulRr/cq9jLiU8kQp5cullC/fy3DvBFtbWxoM9k/b8IkbJkVJE6MdCYcN0EhpT9Dcm+Yr86cbHuNxGP5sdW6O6hxdiSQIN+wWmadyzOU0/p/k0fLHSTfM2vT5UZUyffyN+UxTjddJRq2lGx64suyybFuviWRaWuXJcnYcHliyTXCgIuHyPLt0OZgAfSgCCbFFgK0BtmViUoHlAMwBJsvLZUWTuqWW+VyudiAhso1vbm5OlPNB4HbW+f1ZSX+5lPIRSSuSTkv6jKQzpZSFobp7VNILw/tfkPQeSc+XUhYkPSDp9Qy01vqkpCclqZRyuNM8Q7z11ls6ceLEiADdENz4OPp6NOX6q+wQJAaqIv9x/ZlBEzV9cn7ejcYvNmqZwjSr0nfJOKl06Gfz9ik/lyqJDb81OcLGb1OXnZ9hUFmxLFO5krjSHZEqxWlJJUtiGgwGo3WIrqMs52n+JnZ0h804aOLzvlSPzn8OQNMsBqo/5zdVf/rVMs1+ftqAyDQzHUlmLQLnJ8NhWTosp5vfk5BbA8xB4ZbKr9b6E7XWR2utj0n6uKRfrbX+VUm/JumHhrd9QtLnh9+/MPxfw99/tR5mju4Q9qNw4sMTIWwwOeqlqSCNLzptOaZTnbmxpsLyd5IDw5em73/07BsbLxuzSb21qyUVKQmG15iWll+nRZrZuaxYaCISJEiCZECCSMJxGfszyTnLh2XaKm/mI8mfYac572stRZ3fM79UX0bL2sj8sjxbqi3NZt+fJJv3c4lQ1gs3ByTB0YVDMz4nco4d+d0EPy7px0opT2vfp/czw+s/I+n88PqPSfrU3SXxYPHqq6+OCt0EuLOzM7F/kgTnSQE2GGlyrZI7eTbENDnStGDnTqe54YXaRmvZi+Okyc000eHs+HP3QCoAqW22My7HQxLI++nLY/lQzaXSyvCyE1JpskyohHlvS0H7PuZ72prCVGyZzxwUHW6uz6P5S+uDS0HYZljXWea+1lKOiRwwXCctt43LLM1k5ysHl/Thcm0gCXd7e3vqe5QPGne0va3W+uuSfn34/RlJH27csynpr9yDtB0aqK7c+bnmyaM9KzzVTjYAKoLs1LxutEZTqiumzXEa9JfRpJM01fSkqUKytVnvsFq7YBzuNFM0CSkXk0/zu7VUtJ9vdWyCjvlWR+KkS5IDy3B+fn6079pIFZTm4M0mZTiAMc7t7W0tLi5qe3t7rFxYXlbHrQGWYaZaYjtj2bJ+ctDJ9sQ2Y7g90CJi2TFsf89zHXMnEMk9FedBYyZ3eCRY+Gli5KidIzHNAJKONLnwNM00EiBVwa0aAH93OA6To7Pj8jNJpkkAJPYc/UlGjI8Nn52FHbBFCCx3llWmPTt4kiXrKpUw09fKd16zKsnN90kwrTxNQ6vufZ0LmnPXEa+lCr5ZObRUH9UakcovSbE1yLTynYMyVXOGQXXLI+/TwjoMdPKT9PLLL0vSWKOTJreVZQdkI2lJ95a6cbgt341H/iRVgiNua2S3yZTO5pYJmkooTS/HR7LjZ+aV6XJ5cc0gVYHjbPkuU/3l9RZSCWWHzHVwqbaYb6q5zDfrgGqPcZMUcj0ef3c97+zsjBY185pnddPX5vxk+Wc98DvvSWXI+1oL3plm++kyTpYzRUAOoi4DxsHwr1+/PrWO7zVm8lSXFkhGVILS5KLPrFAfkSWNz/6lWZGNzmqF7+bNrU83m5ljmq36qBb4f/rDjJa6y+ftzM5nmGenPe/LPKTqogvATvIk3pYKvRn5tgYHDgauC04OMT00KzM87prJgSWVM81Hx828cVmV//fgx2UsrUGAbhiSa0utpeulVYd+dppSbw14LdOYIiFFBJEuIodxWC8vkrryG0M6cNm4WmaDNNkRW5MfLXPZ193YsoNnx09znJ3GYfG03zSZGCfzlbsNGKbU3os7TVHkEWEJdnyWEcuQairdEIyPYZGQUt35fhLc/Pz8yLTl8w43lV7GTQJplYXTkOsumWeambXWkeN/fX199J2Kj0gyyXTQ9OSkT5IY85rtSZpU2lx0z7piu3abyl0lHCDdNhcWFkYLu912XnvttYkyPyh05TfEzs6OFhcXR7I+G37KeWnS50SThKTET5qcuSatpej4bGtUTp9jKs78TMe8VYbVBMNmmvmc0+L/mZfsYLku0tc8oWKXgZHxsEycLi5JYbnRtM0Omoud0ydFZciBL90HDNvlR5LgQNdSvKkSc2CkdcB6Zztpmby+7npovfibgynbZ7ZVhkuVmSsKcsCm2mVe/Vua2WwXXn7l8xgPA538htjY2BiT3OnMlzTRidnRUj2547hBUpn4fhJqEivjbflmWn6bls+xRXzZyJmeJB0SEZUK05YNnoRi89mfVI6eCeSSDqfDnZedPvNEwuU1LuWhSe1O1soj6431x/DTLCZxcCaU9WEfGgkx1Rbz7WdzyRHzTvJwWl2eLZJm3pKQk8RSyXJBtqTRe0fYrkimtDhYnl5C5jJ03buM1tbWVOvh7e6QOvmNsLm5OUYsrQMISFQECY0Vz043rYM53JavhuH4/pb/JQmCyiXNyNaon52Kv3EChk57qlDng+qKZJaqq6XqqHYcJ8PPQSLLmmkn6TEeqwt/z7JlnOykzAvNVSrtVJLOCw9zzXvYJrz0g+nOcmY6Wgo32wfzTwWXZdTKE9sgB3KTVhI6TdscoKVJF8BgcGNfvZ9bXV3VYaL7/Ibgy1/Sl2FwpG4dLMD7+GezksQhTfpXUpFx1KRJxLSRzFL5MR+MO2c+fS/Jo5VWEm6LbNI8o+Llc6k+Uk2yTCSNKZrsoEkK7MxOAz8dHs1ff/fhm6n6SbBWjryWZNOafEg/b9Zny7/o8JmOVO85kPp7qkzpxkwuCZ112RqcPBlHtca6ocXC+iPZed0kBQUne6z41tfXm2VwUOjKD+CI689UGOlja82GZmNmg2/tiyWy43CU5cjN0ToJxWFnfqb5dkgYOzs7E6bOrcKlAiAppJJyGqiofI2EnDsYcrCotY46YqYx0+172fGTmDm4pK+MAwzVodNoVwHj5EJgthemyfnxoMs4TNQ0famuWnVIpNLOdud7cjBzfp0255Mmv83tHNRS/blcs404DgqDra0tra+vd/I7Sriy7NegGZak0zLD6IhvdWRpfD0fd1L4uZaCaJFxfmf4TKfDYZo4smfj5ALfVFdUKVaQRmtTP/PEcmkNDBww2Mlz8GGYaWbxWu5EoKIzAZKwnZ/WiS7Onw9boFuB/7eUJ/PF+mS+W2YsiT3NS6OlovnJcNIMbmHafvEk3Jz4YJrYFqlK2f48k+38bGxsaGtrS9vb2834Dwqd/KbAo1tul2LDSaWTnVaavsbPjTlPYWFDtxeXmgAAIABJREFUazWyVI7sYPSd3Uxdtvw6vpcdpKXyOHvrZ00c9NVZXdE8pxLIvPoawXs4+UDVnR2enTyPx3J9UvUliZLwve4uze8coAwqHqaXJiNJINsCrQO2nVZbSrJ0+XK5Ec1ZptHPtQiXcfO3lhXEtPNeDiDMk90/bi8ebLa2trS1tXWoC5ylTn5j4BokvlbPle1Ony8XItm4gbdUScL3srOww1Mp0A9l0JfDTpgmcXZ0dsYWuZP0uL+X4bc6A4nD6ScBpLJzx1hYWNDW1tYofj/L9XdUcSybFkxyLHuaqTR7Wx3W6eGLlZwGmr5ZV8x/kjsHB9+bCt51STLMgYoqkG3Iz7aQ5qnTyLzRwkkyy4GGrzY1nC/WMfPoa/4cDAYjtedtbq+/PnHy3YGikx/w+uuv613vetdoZOI7aFujJ7+7cbQaa2uzPYkvz/jzc9k4W2ouzQ7/niM+FQNHfSL9ONK4/4hk5gMAHJZ3S2S58DP9SUwLO57LjGWZZm/6oJxWDhbT8sWZ1TTDXW5LS0tjAw7r11sZ+fLuNEnTR0ifJuNMczTrjuqQJMVZZD/LMFhmGabvcdgsvzSTOcDytaS5m4fX6Rbwd0+cWGD4t62trSM5xVnq5DcGV4LP9JM01gmyo5LUbG5wtHYjyl0U/s2+xdb6QV5P35vDSKRZLE36H5MoGW9rX6bjylE+lQLzO80xzg6cBJ4mcqvzOb2ZtiwPpicVEuuN5Gt1RveCVX4p+2votre3m37N1oAyzaznur9sD6kcWT4s11Rnrbbg51oDocsz1TetFvqHc8ul4fabboDBYDC2HpAE6N/39va0tbU1mvXd2Nho5uEg0Ze6BDwqcUO6ND4LRrVnE8qV6nvZ8dyx2LnZsdNP6Gst05XmlZ+Z5otxvAY7n+PggZJu+PRXSeMnuTC9LVVGkmEeUgHyWvpRkxz5fyrWdCukT6xF2uzYLiNvDUzFvby8PDZD7M+M32n3PSQnl0MSJONhGfBaqlKiNWPr51geLfdAWjRpSrfaEsuUbd3/W9U57Gkq0Gpva2trdO9hm7xSV35NsKJo1rFxUb2lU96/e/STJmdfeY1+NXdWjqomqZbZy10BBkmJhJXqh7/nMgUSaqoQ3sfwWqZ5Kw0tFcxBJVV1ql8q2VRAaU6zblLlUglzoLASNbhUxu99yTVvOfhwFj8VvcstB6ZUdS03AuslB0YSJc92TPXmsvHvqR65fItq2Olge+DATpJjHXANLU9w9iLnbvYeE2xubo72F7qBsCFLk2rLn7lfNztEa0lL3pNx+DmTFRsWn0//Dhszn72ZCU2yIXnQbE9lRPKi+ehwOIgwr/nJfGcZchaTKpmuAeez5SNL5ZyEkXlxuZowV1ZWND8/r/X19VFn9cDHvLmjT/P/ee84FTXj41IaE2y6KZh31mHOEGedZpkSSX40gVvtw+XFt7b5On2bVoEOg8dh0RJ65ZVXJvJ4GOhmb8CzjvRNGBwlW/4wjrypmpJ0krSk8X2TaS5mw6LpmGYiwd9oJpHoTCr0AzE/VG6ZZhJfElOal6muppnP/I0+MqoKdyY/n0Sb5Oq1ZYyPZzDmp9OwsLCg5eVlLS4uanl5eey1kjmjzO+5s8SESAsi6y/N2FREJG+2oTSPWVb+nzsu/Mnyb1kmRkuBm5xJfNkWc3aXdWYFyHQeNrryC9isYaW0FiNPAxtHy2+XSockmdt/OOOZJiMJjSYM1RUbJp3ZVJQEZ/2YvhYhtvxXHumTeEhuSaCpUhkvFyq7QzP+aeZzqjvGnSZ8Tsq0dkIsLS2N0uJ6cXmxvjkzTreAr/l3ryLIsplmBbDec8E97+GgyXJLkAjThZFkRvM1hQBnnFu+PdYL24VfFbu3t6dLly5NpO+w0JVfgHKcI5OvUfVRJfB/zppmQ81Rltc9Gko3Rln6U3yfwd8zvCToVEZzc3OjpRp8huYTO6/z1zKp2TFa5J7pahEe42v9VsqNU0v4ZrdUUVlGjI+Dl83Xlv9Q0tg5c6urq1paWtLS0tLoeZdVTnB4fzC30lGdsRyoUtOVwrQkoU8bMFiOri+WBwcPI9uwzdlpxOp7aO20FHQSudvV7u7u2EuLDntXB9HJbwrYYNy56azlqJ/30+RjGEQ2TGlyZi4dy0lG0zpAxu+wMr1WKzlipwmUxMDv9OO0lEt2ZCIJi2Ydn+euBceZqpL5bKlsEjdn9Fk2Vn2Ob35+Xqurq6PTYLg7hPnyvVwWwzwzPSROp4dqdlo5tnalsBwNKyzfkwNKWhhMI81vhzWtzmjSJtkSzBMPaD1Kc3eUtiON/ZiiZf75f/otpkn99MG0fFDpTzNhMTyqtWkmb253Y6NKpWoSywZLk8yKl3H4VA6an6kYHP80UmqRYJKczSM/T0J0+tIHyLgzzPTJZadzfKkU/be0tKS1tbWRn45uBZcb/XpZRvRbtgiOatCfeW8OPC3zOJU4y4/351pJouVHJbKccp1gqm4uD/JsOc3nWqteeOGFiXQcJrrPrwF2EI7iuejY99K0ajVEg42RRGm0TJ3s5AwnFzUzTKaDB0dyCQ2faSkozvoxPn96dtJhtiYwUsFk2tg5TXLpS6TSoFp1XFQ39O1lubUIIxUPJzlOnjyptbW10bWtra0RQTgeHwRhMuTyEvrTWKesQ+aBZTYtD612QD8flW+rbZHI0zph/TGd6T/MVQu8l6Y+n7fis/p76623pubrsNCVXwOU9tP8Xq21San42BFoRqYPJeP2fSRLxs8OP03N+LsbH8PlFiPGSaXCuPw998NSSTCPeZ8xzVdFJeX/Uy2nCmKn4wvkSWQtQk+CoKq2OvLfiRMnRu4Ol5kJn/c6PdPKwr9n+Mx/tp1Me5Y140zy9DXWMdPgcFgu/OQ2Nt/LGVsTPvuH82CVR/J32W1ubmp7e1vr6+t64403JtrBYaMrvymodf+lMvT/sGGRzKTx88zYeVOd8f5UX2yYrVlTX/Pv0g3zo+V342jeavQO0+Hkwl+mN2eeqXKMFvGmOkn1yzy2fsty42QH1y/a8e700MeXajuVp3RjWQnPMvTe5Vqr1tfXtbGxMUEMLhuTYs4esw44IebrJBYPZtPqIOPkZFiq2py1ZvitMBlGzigzT9zBwXqTJtevWunt7Oxoc3NTm5ub2tnZOdIZXqKTXwNUfp6dWllZmWhkbFBJOCS51kSCNLkXl0qutWA3icC/0Tym0kgHuvPEAzvphyGpErzOxp47WoibqTx+Ot3cG53kkXnPyQLXVx4QQYXs/wmWlzs4lzq9/vrrowXvOzs7I3LlydxOh+uLO13ov8y6I2nnAEXFzYHU4bisXJ8kyyT6nJzKtXnT0BowuBKiRbgsc8/m+p3EVn0vvfTS1DgPG7dFfqWUZyVdlbQnabfW+qFSyjlJn5P0mKRnJX2s1vpG2S+Rz0j6iKR1ST9Sa/2te5/0g4Ur04qAr9fz7x4FeaIJG2nLB8bOyE6eJnCaKwkSrDuAv5vc3EhT7WUDbpG1n2+ZY3Tq2wXQioNkln4j/m/ioKnU6nwOhwRjmKSoTP0c02cCoIJxHt1ZjTfffHNUrvlWsZYvLMvP6aRyssnrE7NZB1lX/t9mt0muNWFBQkvTu1X33NPN51nWdCOQmNk+HJ/zYhL2yoitra3RYaVXr1490qUtiTvx+f03tdYP1lo/NPz/U5K+WGt9n6QvDv+XpB+Q9L7h3xOSfupeJfaw8Oabb0oa96WwsVDppX8sZ7/YWFpmHpFkkz65VDK8Jzs4lzwwThJIEh/Tah8bw+bzzEMuRfHzvifBdJHIOHBw8GA4VNJ0SZD02Hn5rDum95T6Wq11dMKIO+3Gxoa2t7dH9/pEFysaDmwcTKj6sgy4JjIVeq4XTFXJ9HO5SCrpdLskPBiw7UxT6cwP22JLAWZfodVk5fzqq69OxHGUuBuz96OSvmf4/bOSfl3Sjw+v/2zdL4nfKKWcKaVcrLUeH717C+S0vq+xY7HhpSoxUgG0zAR2pHwuVYU7eJq9JCV2ymkmbsbPzkU/mtNLczLznDOaXIaSqoFqielk/rlbgJ2KM9a11tECbZJempT059G/xvSRjKz66AKw4s9lRVR9VMIcoOi3dbqcP9YD1Vded7gE22HWLYmVZcr6bn36edcFF887vSY0w++6dlvzfVtbW9rc3ByR3/Xr1498WUsLt0t+VdJ/KKVUSf+k1vqkpIdBaC9Lenj4/RFJz+HZ54fX7hvykyZVn80PE4H9VGyE2RmoOHJ2z5/p58qOn2Tj70TLqe7wuR0rzRen2WgpzpuZmsTNTHPGlfelojNB5GGdVD383eTuzsqyZlkk6fE7yXFubk6bm5ujtNrfu7S0NFGPOdDR7HOerNwYX6ucXN6teshBk3XINpZtjwQ67TeH77zRyiDB2yXgODc3N8eUrOt5d3dX6+vrIwV95cqVY6f4jNslv++utb5QSnlI0q+UUv6QP9Za65AYbxullCe0bxYfS7zyyit69NFHx9STR3Iv3JQmHfLp3yJhuSNwVtjP8NP3p2qg0qH5bZXBztgi4pZicL74XKqa7BQG408/ITumn0vFmnmm0s3yJGiGu8PR3PNz9kc6PhJg+q48uLk8XJZUmC6HHJxade1wqZozH1kXTB/znmXMuqdydnguD6Yz05XpdRtKJc9dGb7uF4tTHdot5KPpNzc39Sd/8ic6zrgt8qu1vjD8vFRK+SVJH5b0is3ZUspFSZ6/fkHSe/D4o8NrGeaTkp6UpDslzsNCyxcmtc03wiOpv6dJRoJMIsqROb/7Hofl/1vKzI2S67LSlKbT2ve0lAUJnun0M76fJlDLZ5ckTAKhc595pAJleVh1JPmk893qjqSXfi9vtGe65+bmxvx+3t+bb38zeAxaug9otjtsx8f3qeRsO83OLHfWocvE9ZcWAAdp1itJle2SeXHednd3tbm5OeZ+sPrz717KcvXqVR133JL8SiknJM3VWq8Ov/8FSf+rpC9I+oSknxx+fn74yBck/fVSys9J+g5JV+p95O8jLl26pHe9612jzmSzV2pv16J5OE1B+VmO8Dlyk+wYRqJFrEyLdMOHRlOwpQDTh+lO5Mafuz0YRxIulW1L4bWUCNfJ0USkEvF1LgPKji1pbEaR/iqbbo7DHdydlqrV6fcJLA6HZW7ze9r6SBObd1Ww7lnXzks+T4LiYJplyHBa8dCkzdniHNTt12O6XD7Xr18f84umifziiy8e+rt37wa3o/welvRLw0JdkPQvaq3/rpTym5J+vpTySUnfkPSx4f3/VvvLXJ7W/lKXH73nqT4k7O7u6tq1azp58uSIvNygqZBoblKJtMzR7KzsCGmGECSsJJ9cpuD7mR42+lR+GUYqCyordiQ62Rl/qrRUuyyrTA/NUpJnmqlMV17jOkATnhXL3t7eaFa31hunCdNEpvKz24Mz6Hb0uy3kzC9dHE6jj8lnmaYZ7LJP09N1xz3XSXIsn9akG5fwpHuBJOlnaOqa+FL17e3t6fLlyyMf3/2G0lIUh56IY2r2Gu9+97tHh1mura1peXlZkiaWePCF31Q+7JDsWGzA/iQBtgiDv7VMoNZ9XKbieFzvrbDTt0Wf063eP+tP/qXjn2TKzuR0pelHVcXySCJokasX2V69elWvv/66XnvtNZ0+fXp0KKlVfSpx59szvd7vu7q6qtXVVc3Pz49Oe3G9s34Hg8Hod5atf+Og4bxvb2+P8uo/3p+KuDUgGEwH24mfS98zJ4ycNi9T2d7e1sbGxtg9GxsbR3YC8x3iK/XG8rwx9B0et4EXX3xR7373u8fIZGlpaazzWRWy0aUT3vdKbRPXv9OHkySXju9p5Jdp4Ywvn03Hecs35zAkNZ3puayD19Jka4XpfLnjZd64xtLmKv2t7qwmEHfQZ555Rn/0R380UTZXrlyZuLa6uqqLFy+O+Q0ddxKk1aBfbuRBoTVYMR+uV0kTxMe6T7gNWV2xjWRY02b9/TtN7FR4JsHBYDBSevbl+e/555+fSN/9ik5+t4kXX3xx1DncmDyytxSb1D7VxA2VviWDjdNIH1RLZVGZ5Uxyy5+YJCSN+5jYsbihfprZ6rzyuzui90cnyXPdpAnNcTOPjped00SQS0jsm9rZ2dF//I//8RY1Oo6NjQ0988wzkqRz587p9OnTo7V9g8FgtMjZf3Nzc9ra2tLy8rJ2d3dHEyHTtrexnKnkssyYfz+ba+583b+lgmZ9OB2uc/pyWQfS+KSGiU+Srl69er+ovDtCJ787wKVLl/Tww/vLGXNJBdUVFV/6b9IMTf9fqgd39ptdo1JkutKlYcXU8sflc0mQ7DRc+pJKg4qPS1DSf5Vp8m8076T2EhkuX3Gn997Rvb09feUrX3nbdSxJly9f1uXLlyVJDzzwgC5cuDCmnF3uJtutrS2tra2NZoOZH06QsZ5yS2CSWsuFwHvT3GVb4EDE9X8sW3+3UrYflLPbg8Hg2C9XuRt08rsD7O3t6erVqzp9+rTW19dHjWhpaWlk+tKn11rYTLPV93Nkpk/MyA5ABdBa2pBkSWImSbU6jH9Pk5YknjOPSXxUYzSlUp2yE/Ivl86kP45xuNP684//+I/vtprHcOXKFV25ckVra2t69NFHx14JaZPYZDE/P6+VlZXREfhzc3OjiQbmnTPoBJVsTnKkzy/LTboxqUHVznbCsqTKc5n72jud9IxOfneIq1evanV1dTTrZ3CyQxo/fsokwaUcNHNaxGjQVGypgZa/iGRl0slJhFQMOUGT/iQe4MkZbJpOJjMqPTrTp/msTGL+zt85MUBHvc1bf3fnPahDMtfX1/X1r39d3/zN3zya4XU5Zb44WULfJFVYrTcOOfA929vbE35MEibLgy4DulKcDrYR1jWJz0rP17e3t99RPr1boZPf24DX/0n7Dc1bfSSNLYCl+eGGSdJIdcbFsb7GTyOJj7+TPNKHl+lpmdIZXiusUsrYmseWSvU9eS3VCteL5doxEqrTx8MHbOZybdpB4+mnn5a0bw4/8sgjY66K3AOdZ+pJk24CT5RYKbZM1iTCliugNTHmeFL97e3taWtra0z9vfzyywdRXMcanfzeJjiKSvuvvKRPzCYMfTu+nj4rEyLNHsMKgaYxyWhv78a7YE1mJBB2JsZnQqRCTfJw3C3/Ystfyeu8P8nbcfndIJwEMKxmvD6O6o+nhVAZHebpwFeuXNHm5qbe+973ju1xldQsE5qgLgOarpyoYnmb1J1XloW/s920CFcanzGn8nv22WcPpbyOI/o6v7vAQw89NFor5hdaLywsjGb9lpeXR+aPic9gufMVkjRfcwY1TR0vvvXJGu4wqQL4SWI0CdFPSTXYWiKRR1AxLKu9JLtUns6rSYsKlwrHHdRxpF+Kg8/e3p6ee+45HSXW1tb0+OOPTxCQ64kTXdLk4JTHjDHPHEimlSfDTAJ0Obnsrly5otdff/1Ay+OYoK/zOwhsbm6OEcpgMNDy8vKYU9kLZPkGK84c5qEBuVSF5MRGznWFVG9+Jj8znble0Ne5oLi11zTVIztZkh4nYzJNJj8/R/POM5DcVE/zl9ccz3EYxNfX1/XVr3517Nq73/1uXbhwYaJepcmdNHQHSBrz9dnnmvexHKVxv3GqS2l/JtvnVc46OvndBd56662RuqNZQaKTNKb8eCI0lVxubp+mErODSOMLmlvKMU3anB0mwdJ53iIsEo7vkzQ2q8k0ehCgSWeSp4qxorPSSUe/rzvMJNTjur3qxRdf1Isvvqi5uTk9/vjjo/bSQvp4qfJJcDcb1BL0sR61Mj5u6GbvPcDq6qpOnz49UnU2X/LTCnB5eXnk4PYnTaXWguJcPNtSDdLk+j6awPyeHYjkmevP6EvMcFKN0BdoNcd8eaDwtjMfKJB/PpyAZMuZZ3bqvb09vfTSS8dC/d0uvumbvmm0TW6a8qa65YDWmrnPAc3Xt7a29Nprrx10do4zutl7kNjY2NDm5qYefPDBsQ7PSQr7ffy5srIy9o7TJIk0X3woafp32Hmk8VnbnDlMNcnJFiLN6Zaa5Gys85DrAUmQVH0mPpdbzoCS3Oj7aqnXNN3vF3zjG9+QtO83Pnv27Oj61tbWhEtimurL7/5/d3f32Lwh7TijK797jAsXLkgaX+RsMvM1K8DFxcXRrgBulCdhTpvRs6maKouqreXnM0haBP2G9Nelr4rkZHAZT2vyZGFhQRsbG7p69aq2trZGb0rLJT5Jekwz/YO8537ffnXq1CmdOXNmtFVufX19tHd4c3Oz+QJ56cYk0WuvvXbfDQCHhK78DguXL1/WmTNnRuYdCUcaH6W5ZssHJfCwzNz6xe+c8GgRH5/JCQ4qLRIgFR59frlEg+TEJRxc9J2+SavXq1ev6vr162P+PafVHdxoqR+agU7HcXoj2NvF1atX74sDQN9J6OR3j7G3t6fXX39dc3NzOnfunKTxQ06lyRlT71bg0UhUWmkWpkoycqlLy6RNtJbHpMM9Z6NtwqbpmQtwqRgHg4E2NjZGxMdDRTNe5pW/8ZrJ76233rqvDtDsOD7o5HdAGAwGI0dzKUXnz58fmwHm0g7PfJpk9vb2RufNWbFxg3ySUW66lyaXqdB8bZETTVmngSqLz7TUJk/4dVzcduYlLLu7u7p8+bIGg4FOnTo1FkZLdTrO/Nvb2zu2L8bpuD/Qye8QUGsdEeFDDz00RhzZyb00xKS4s7OjpaWlsVOGW0shWotaW7O7Ru7/pQK0T8lLSLijoOUHdDqddqvZra0t1Vr11FNPNcuF+3Dn5+f14IMPTizMZtn478qVK9ra2rqzSujoCPQJjyPA6uqqTp06NXaggFXhwsLC2ItyfEqI1wpyciP9fK31fCQNqs68j1vwrEhTmRqccV5ZWdHW1pauXbs28r/5uStXrrztZRa5S8YvEe/ouEP0CY/jBHfk8+fPSxp/QQ23bnkfsJfF0AyWJo8u8jY5kiBVH09hbs3UepLG4LsuuFuDZvDW1pY2NjZGSmxnZ0eXL1++a+e9Fz13hddxUOjkd0Tw8oQHH3xQ0uT6OZ5SUmsdOzFYGt+ixnV5BpfA8Fr6+0iEnGjh4mOSJ8Npna4yGAz6rGXHfYFOfkeIwWCgS5cu6cKFCxNr3Lja32vivD7Qkx/8zPV+6evLPbap5KTJY5DS18etZia/jY2NMZKcxaOROu5PdPI7Bnj11Vd17ty5seUpSWLeHWI/oaQxP6AVYS5byeOPSHa5Zi631xFUiDbNrfisAH30e0fH/YBOfscEly9fHq0NNGlxITO3wOU2uLm5OW1ubo58g/4tFwnblOZBDFwI7ed8PmCqRt9jsvP6xMFg0Imv475DJ79jBK8N9LthTUxcgkLik27M1HoHhbfEtdb7cZaXJrB/c5h8NWTuD7Y/kkegz8i5cB3vMHTyO4bY2NjQxsaGJGl5eVknT56UpDECpFLjrgsuB+FSGO6k4ERKgrtD8oQXTsaY+A7z9OSOjnuJTn7HHJ7sIHxIwM7OjtbW1kbHZFHNea9wa88vz9dLmPy4rzgnY+zz64didtzPuC3yK6WckfTTkv4rSVXSfyvpKUmfk/SYpGclfazW+kbZ7ymfkfQRSeuSfqTW+lv3POUzDG8dk3TX+1pNcN6HTHAxMydgBoP9Y9A7Ou5n3K7y+4ykf1dr/aFSypKkNUl/R9IXa60/WUr5lKRPSfpxST8g6X3Dv++Q9FPDz45jCJvP3Inho5T4JrrBYKDr169PHKTZ0XHforVpPE7zeEDSH2u4FQ7Xn5J0cfj9oqSnht//iaQfbt13kzhq/+t//a//HcDfl6fxzrgzqI33SnpV0j8rpfx2KeWnSyknJD1ca31peM/Lkh4efn9EEl8W8Pzw2hhKKU+UUr5cSvnybaSho6Oj457idshvQdK3S/qpWuu3SbqufRN3hLov3+qdRFxrfbLW+qFpm447Ojo6DhK3Q37PS3q+1vql4f+/qH0yfKWUclGShp9+acALkt6D5x8dXuvo6Og4Nrgl+dVaX5b0XCnl/cNL3yfpDyR9QdInhtc+Ienzw+9fkPTXyj6+U9IVmMcdHR0dxwK3O9v7NyT98+FM7zOSflT7xPnzpZRPSvqGpI8N7/232l/m8rT2l7r86D1NcUdHR8c9QD/MtKOj452MqYeZ3o7Pr6Ojo+Mdh05+HR0dM4lOfh0dHTOJTn4dHR0ziU5+HR0dM4lOfh0dHTOJTn4dHR0ziU5+HR0dM4lOfh0dHTOJTn4dHR0ziU5+HR0dM4lOfh0dHTOJTn4dHR0ziU5+HR0dM4lOfh0dHTOJTn4dHR0ziU5+HR0dM4lOfh0dHTOJTn4dHR0ziU5+HR0dM4lOfh0dHTOJTn4dHR0ziU5+HR0dM4lOfh0dHTOJTn4dHR0ziU5+HR0dM4lbkl8p5f2llN/B31ullL9VSjlXSvmVUsp/GX6eHd5fSin/sJTydCnl90op337w2ejo6Oi4M9yS/GqtT9VaP1hr/aCkPyNpXdIvSfqUpC/WWt8n6YvD/yXpByS9b/j3hKSfOoiEd3R0dNwN7tTs/T5Jf1Rr/Yakj0r67PD6ZyX94PD7RyX9bN3Hb0g6U0q5eE9S29HR0XGPcKfk93FJ/3L4/eFa60vD7y9Lenj4/RFJz+GZ54fXxlBKeaKU8uVSypfvMA0dHR0dd43bJr9SypKkvyzpF/K3WmuVVO8k4lrrk7XWD9VaP3Qnz3V0dHTcC9yJ8vsBSb9Va31l+P8rNmeHn5eG11+Q9B489+jwWkdHR8exwZ2Q3w/rhskrSV+Q9Inh909I+jyu/7XhrO93SroC87ijo6PjWKDsW6y3uKmUE5L+RNLjtdYrw2vnJf28pD8l6RuSPlZrvVxKKZL+kaTv1/7M8I/WWm/q1yul3JHJ3NHR0XGb+Mo019ptkd9Bo5NfR0fHAWEq+fUdHh0dHTOJTn4dHR0ziU5+HR0dM4lOfh1rdZwSAAAEwElEQVQdHTOJTn4dHR0ziU5+HR0dM4lOfh0dHTOJhaNOwBDXJD111IkY4kFJrx11IoboaWmjp6WNnpZJfNO0H44L+T11XA44KKV8uadlEj0tbfS0tHGc0jIN3ezt6OiYSXTy6+jomEkcF/J78qgTAPS0tNHT0kZPSxvHKS1NHIuDDTo6OjoOG8dF+XV0dHQcKo6c/Eop319KeWr4qstP3fqJu47vn5ZSLpVSvoprh/4azlLKe0opv1ZK+YNSyu+XUv7mEaZlpZTyn0opvztMy98dXn9vKeVLwzg/N3yVgUopy8P/nx7+/ti9SgvSNF9K+e1Syi8fZVpKKc+WUv7z8LWtXx5eO5LXtpZSzpRSfrGU8oellK+VUr7riNrLO+N1trXWI/uTNC/pjyQ9LmlJ0u9K+tMHHOefk/Ttkr6Ka/+bpE8Nv39K0t8bfv+IpP9LUpH0nZK+dA/TcVHStw+/n5L0dUl/+ojSUiSdHH5flPSlYRw/L+njw+v/WNJ/P/z+P0j6x8PvH5f0uQOopx+T9C8k/fLw/yNJi6RnJT0Y1w69jobhf1bSfzf8viTpzFGlBWma1/4LzL7pqNNyx2k/0sil75L07/H/T0j6iUOI97Egv6ckXRx+v6j9dYeS9E8k/XDrvgNI0+cl/fmjToukNUm/Jek7tL9IdSHrStK/l/Rdw+8Lw/vKPUzDo9p/F/T3SvrlYac5qrS0yO/Q60jSA5L+OPN2DNrLX5D0/x2HtNzp31Gbvbf1mstDwF29hvNuMTTVvk37iutI0jI0M39H+y+i+hXtK/I3a627jfhGaRn+fkXS+XuVFkn/QNLfljQY/n/+CNNSJf2HUspXSilPDK8dRR29V9Krkv7Z0B3w02X/9RJH2nZ1D19ne9g4avI7dqj7Q9OhTYGXUk5K+leS/lat9a2jSkutda/W+kHtq64PS/rAYcSbKKX8JUmXaq1fOYr4G/juWuu3a//thf9jKeXP8cdDrKMF7btrfqrW+m2SrmvftDyKtEi696+zPWwcNfkdl9dcHslrOEspi9onvn9ea/3XR5kWo9b6pqRf075peaaU4i2QjG+UluHvD0h6/R4l4c9K+sullGcl/Zz2Td/PHFFaVGt9Yfh5SdIvaX9gOIo6el7S87XWLw3//0Xtk+FRtpf7+nW2R01+vynpfcOZvCXtS+gvHEE6Dv01nKWUIulnJH2t1vr3jzgtF0opZ4bfV7Xve/ya9knwh6akxWn8IUm/Ohzp7xq11p+otT5aa31M++3hV2utf/Uo0lJKOVFKOeXv2vdvfVVHUEe11pclPVdKef/w0vdJ+oOjSAtwf7/O9qidjtqfCfq69n1M/9MhxPcvJb0kaUf7o+knte8j+qKk/yLp/5Z0bnhvkfS/D9P2nyV96B6m47u1bxb8nqTfGf595IjS8l9L+u1hWr4q6X8eXn9c0n+S9LT2TZvl4fWV4f9PD39//IDq6nt0Y7b30NMyjPN3h3+/7/Z5FHU0DP+Dkr48rKf/U9LZI0zLCe0r7Adw7UjS8nb/+g6Pjo6OmcRRm70dHR0dR4JOfh0dHTOJTn4dHR0ziU5+HR0dM4lOfh0dHTOJTn4dHR0ziU5+HR0dM4lOfh0dHTOJ/x8DyHyCnJUXrgAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -1233,22 +1224,22 @@ }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "pd.concat(profiles).to_csv(os.path.join(fluo_path, 'profiles.csv'))\n", + "pd.concat(cross_profiles).to_csv(os.path.join(fluo_path, 'cross_profiles.csv'))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "Text(0.5, 1.0, 'BRA averaged profile')" - ] - }, - "execution_count": 133, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1261,27 +1252,25 @@ ], "source": [ "sns.lineplot(data=pd.concat(profiles), x='bins', y='max_intensity')\n", - "plt.title('BRA averaged profile axong major axis')" + "plt.title('BRA averaged profile axong major axis')\n", + "plt.savefig(os.path.join(fluo_path, 'major_axis_proofile.pdf'))" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "Text(0.5, 1.0, 'BRA averaged profile along minor axis')" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1294,7 +1283,8 @@ ], "source": [ "sns.lineplot(data=pd.concat(cross_profiles), x='bins', y='max_intensity')\n", - "plt.title('BRA averaged profile along minor axis')" + "plt.title('BRA averaged profile along minor axis')\n", + "plt.savefig(os.path.join(fluo_path, 'minor_axis_profile.pdf'))" ] }, { @@ -1307,9 +1297,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.8.1 64-bit ('nd2': conda)", + "display_name": "Python 3", "language": "python", - "name": "python38164bitnd2conda11e368bb92234a7eae8291170b4697a1" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -1321,7 +1311,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.1" + "version": "3.8.3" } }, "nbformat": 4,