blob: 3ea6633f10257685653728bcdd001a9b2e8aeedb [file] [log] [blame]
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# AI Action example: Smart Body Crop "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This notebook illustrates how a ML engineer develops an algorithm and deploys it in a serverless environment directly from the notebook itself. \n",
"\n",
"To make it faster to run, the training is skipped. This example reuses a pre-trained OpenPose model to identify a person in a picture, and then crops the body to highlight the desired clothing item.\n",
"\n",
"### Running the notebook locally\n",
"\n",
"Simply execute:\n",
" \n",
" $ docker run -it -p 8888:8888 -e OPENWHISK_AUTH=`cat ~/.wskprops | grep ^AUTH= | awk -F= '{print $2}'` -e OPENWHISK_APIHOST=`cat ~/.wskprops | grep ^APIHOST= | awk -F= '{print $2}'` --rm -v `pwd`:/notebooks/sf --entrypoint jupyter-notebook adobeapiplatform/openwhisk-python3aiaction:0.11.0 --notebook-dir=/notebooks --ip 0.0.0.0 --no-browser --allow-root\n",
"\n",
"> This command reads the local `~/.wskprops` and uses the Apache OpenWhisk credentials within."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from matplotlib import pyplot as plt\n",
"import matplotlib.patches as patches\n",
"\n",
"%matplotlib inline\n",
"from inference import SmartBodyCrop\n",
"from PIL import Image\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"#model_url = \"https://s3.amazonaws.com/rt-dev-public-models/openpose/2dw1oz9l9hi9avg/optimized_openpose.pb\"\n",
"model_url = \"models/optimized_openpose.pb\"\n",
"inf = SmartBodyCrop(model_url = model_url)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Download the deep learning (open pose) model\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" % Total % Received % Xferd Average Speed Time Time Time Current\n",
" Dload Upload Total Spent Left Speed\n",
" 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0\n",
" 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0\n",
"100 1204 0 1204 0 0 983 0 --:--:-- 0:00:01 --:--:-- 1175k\n",
"100 199M 100 199M 0 0 13.8M 0 0:00:14 0:00:14 --:--:-- 19.5M\n"
]
}
],
"source": [
"!mkdir -p models\n",
"# Comment the line bellow downloading the model, once you have it locally.\n",
"!curl -L https://www.dropbox.com/s/2dw1oz9l9hi9avg/optimized_openpose.pb -o models/optimized_openpose.pb"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"245\n"
]
},
{
"data": {
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dSJdZMwuqnlIayWEANryOW07Rk147Dj/ofEmnCiWtLKO853u9op7P+UzGJ/PICc2SWcp4pLov69DSMCRZNqBkxFISSpWVZaFUZDq3bt3C9vY27r77bszNzaFQKIwsQ5qdnR2xr/v9Pkqlkt8xIAlNBQBlQycNrzsaASjdwtpbJjvQ6uoqut3ukfmhFvCkBLQAGCfxQjaMfK5VKvktO6oEhfYm6tUMBKWckSIdEvyG8UnHlcyf9BJKUMhnVImBowtx5UoJOXhNu0kzKQJR291aA9HMynLChKatsbzyPYcdNAir1So6nQ6WlpZQqVSQz+c9ANPptF/qxnqjxH9dAnDcOKA2zgm4Xq/nOxilhV7bJePjs7W1NXzjG9/A/fffPzKQL6WoHFC2vKQSBNrZAhz17MapnfoZ87K0tOQdCQzLQfpUKjWybw6fySlgEhB6mEBKPj2/E4Af/+NQAp9JiSXDsGPL8UXecwaJcw6NRgPLy8veUSTrQdafnCQu60h7IqlGMn1p32kQ6mtpu8nB9/39fTzzzDO4cOECzp8/76c8Li8v++VIchqd7GOvy6lo2vupVU4NJqkaSW4sbSKLU1I95fNmszmysjmkYlocmfmw8j3uJ6V9yAaMoghzc3PY3d09MvOF5ZSMQXo4pRoovZ9ayloS2aoLmZasfxlGOpAYhg4xGU+hUMCpU6dGnunvSNVqFd1uF4VCAeVy2dvCUiLSE1yv10ekqPSGyz5kqaeSgaVSKWxtbaHb7eL8+fMoFosoFApeAnJKnSWFdf7H0VQAMAQ8WWFx4Vlpci6oDGd5DYEDj+ju7i4WFxeDdp2lgoZsEwu0cT/mMQRA59yICqrnbWrJqzuFtvUsYPE65O2V0pjpSXVXg0bXnawrXvd6PVQqlSP51XXz4osvIp1O4+TJk7j33ntHpD3Dy77Bhcx09Mj2t/qTdtJICX7z5k2USiWcO3cOxWLRS0A5f9XKh/a6j6OpACBw2ECSe2jQSG4l7T6qP/Tq0YPHbzQQGc/DDz+MJ598EhsbGzh37pzvaBLQwOgyGt6HJMU4EDL/SaWinKNJb+JgMPCzXrhAVoKI7wgWudqBedDT0FhGXuswOo8W4EiW6itt9Fu3buEtb3mLOSwj83jPPfdgbW0NS0tLiSY4c1H3zs7OiHS0pBTrg88ZrtvtIpVK4dq1a3j00UfxwAMPeKlbLBZH7G+rb+rrcTQVANQdWDaCDmdJD6mCstHlT4+dSVCeOXMGL774Ii5cuBArASzHQBwA9TVgq5pWmXRYYLRTW5LQuUNnDDsevwsBRzqmdH1rwOn8yXxr+5wkmSrj4SSBfD4fZErMDxdSc+cDklb3eN/tdv1QVJwzTscjhyZoT87OznrpR2BL/4AGtY47KU0FAIHw0iMdhmR1ctnZqPtLwGhV1DmHlZUVvPTSS0eAFwdCC3iWmhdiLNKJob/VHV2WV9pzBJtVRobV6cphAV3fVoeSebIYhAQW49Vl12Xh+CPt7lD7834wGGBvb8/P3ZSqLHC4DclgMEC73R5xwI1zwEivqXTEVKtVnDt3DidOnPCMwmJSzKdlIiWlqQCglmSyAJKjy44juatUtehWZuXqjiQ5Jr9529vehr29PczNzR0ZP2PFS4+dpYKGpOE4SRd6Lxuc3F+qk8yjBKMejtB5Yd6l6qnLKaeuSe+n7oQ6DQlAXe9SM2k2m1heXkaxWByJ2yIyUUomS8qyXjSg5NCEDKOl3XA49JMbWq0W6vU6nnzySfz0T/80lpeXkcvlRjysjEv6GnT8k9BUABCYTALKDh/6aSmjOzdwyO3n5ubw0ksvYWFhwb+PUyMt0IQkpf5Gl9XKl5QewOjyIsmkdKe37Gd2/Lg6iStPSFpa9yGpKiXwcDj0DhjtrtdmAjs9GY1VZ5IxJwUg80GJ1+v10Ov10Gw2sbu7i+3tbSwsLPjZO3Kogva2lnzHUT+BKQJgHMnCyUbQEkeOfcnOI7+VHVDaQLVazY8pWhJQp6PzoAeyX4kE1O+4KoLP5OC3FVfcOFRIguh4ZB3pfEq1U2oUfCcdHJJ5DYcH21vMzc0dsc9kXrS3UjpgdB5lOCkxLTVUq5z85wTqTqeDjY0NRFHkHS/UOPjrdDq+X1BDkEyCYE1KUwFAdiotXfhOh9VOETnzgmHkhGz+S6lBYoOcPXsWV69exb333ov19XXMzc2hWCyOOHck4KXHUKpj7FR6OpWWpBbgQrYjPYhyAN6y/0haEkqVUgLY8jrr2TbaUylJ1resf+msIFHSZLNZnD592te9lGQSqFr6WgyH32nbzpJ2BIZ0tHCCw/b2NjY2NjA7O4tLly7h4YcfHplyRk/zYDBAvV4/kj5n0jAMmWUSmgoAArbXzQKfvNaAldOkpJqgO77sdMABh11bW8PGxgYKhQLuuuuukalTWu2Ls/t03i31U4ex3uv4yHlleF0f/E7bYKE6lHFJiRT6Vn8X+kZKHFk/2vYCjnoRdeeOK4e2ufRcT/mvASgX5+ZyOSwsLPjhq5WVFa8JaWYtJ3rIsjjnvDR93UlA4GiHA8J6tcXhtQ0mPWXaGyc7Lx0Ss7Oz5gRt/dPSznK8jLOzQnkJ5VNLUh71RSmmVTbLltLxyc4q68oClW4LWf+MXz6TY4CSAcrhE0mhdOR7qdYyDV2+SSSglFadTge9Xg/tdhvz8/Mjx45pkNPBx++luk+p+rqbihbqoBZ3lZ2VQNNeUL7X8cvnklMzjTe+8Y1YX1/3KpJUIy0pKMNYjhq+D+WBz3W+dJ2kUinMzs6i1Wr5xbFysF2uPJf5ZdlIltNGqnlaisr3cV5I63v9nB2fg9mWA8MCopa0kjT4LBvQ2myJnk+CqNFooN/v48aNG3jggQewtLTkJ3XIuAk8fst1hHxOyToJvSIAOueuAKgBGADoR1H0dufcIoDPArgLwBUAPxdF0W6CuIINHBfOUkOBeMeNfCa5dKFQQLVaxcrKijk/VMZhAUWnE2IqOk9JwnG9Y4jBxP1bdaclNjtvqO5DwLOkLsmSTBp8VvhQHNa/lDZa7dSqpna8yP9ut4tqtYpKpeIn9Vt5kaDmSnvaklq9TkKvhgT80SiKtsT9RwF8OYqi33HOffT2/W8eN/IknUhKQ4uzxg0DsFIZT7FYxPXr13HvvfceiZv30jExTgLG2YZWmfQzXhcKBS/h2ZHZueSYHpkJ7S+puklpwjxr9VTnR+dJXlugk+Eo+eigGA6HftFwUhBKh4xsL3kt1U0ChM8kMKTa2Ol0vBTr9Xq4ceMGut0uZmdnUSwWj2gHGsRaAvI6VCchSj5tOzm9D8Cnbl9/CsD7x32gGzyuUfU32v6THkttu1k2nQ67urrqN2HVUmzcvSVZQgzDCmPVhbQ7JWcel49x0thKK65NJFlqfFybAoeD6ZpJAvbGu1qllLacdubonwSLdpbo57QDa7WaX+mgJyBYDNtiAryfRAK+UgBGAP7GOfct59yHbz9biaLoxu3rmwBWrA+dcx92zj3hnHuiWq0GgWepkryO6/gaYNp+006VVOpgXIcDsHt7e7FjexaYdZo6XCh9/S4EKrnHpgUyaZtaQEwC2jjQ6fhkvLp9rA6qnTMh0FlSTYeRQLOAZ4UJPW+32+h2uzhx4sTI5H5dJk2W+qv77Dh6pSroe6IoWnfOnQTw351z35MvoyiKnHNmbqIo+gSATwDAAw88EFkdxiJL8hEolh1DlYzPtQ3IMO62ulQqlfDAAw/gn/7pn3DXXXeNOB80eACYgNEg0GnL9K1/qbbKeMrlMhqNxsjAL8GubUPLuSJJq8Y6X1YbaPU+Lqz+jvaS3MFNxinBqO/jpKMFSrkgV+6IpiUf1dNbt25hcXERa2tryOfzKBQKvh3Yf+IEhNxdblxdaHpFAIyiaP32/4Zz7r8BeCeAW865tSiKbjjn1gBsJInLynSo0CGuLjuvtO1C3F1WmvRqlkolVCoVz7G1CzxOquh8W7aeJcEswOn0pGuczy3vqQRH6HmoDXQn0nUZAp7WVEJ2WpyU1M+taw0+DUQNVhnOeu/cwVYS8tCVkAoaai+92mYSOrYK6pwrOecqvAbwEwCeAfAFAB+6HexDAP4iQVz+PwnggLBjJU41lADVdqP8NpvNYnV11W/fruOIA75l3+lvQ3GNS0OqxBaIdT1YEtAKb30faosQhUDD+5BE0/kKxTdOQobyo7+VDJppcrczqp/W7CJdTzIuGUaOqSahVyIBVwD8t9sZSAP44yiKvuScexzAnzrnfhnASwB+Lklklnpmke6wdLo450zPoCUFZVqS40sVZm1tDU8++SQefPDBkR2pLXtP5l8+0+UKqaZSTdbl19dS/WW5qZKGJGvIIyrTD9W1JU2lNNTlseKglLI6pyWtrB9wdK6nvGa7abtQ22Z6UnWr1cJdd92F2dlZP/la71VjOdPYzoxfmgGTgPDYAIyi6BKANxvPtwH82HHiDDWibGjLttGdT6tN/Naye3SaEgjD4RC1Wg3Ly8uoVqv+QEl5qIsGotVgltTWILFUOwsAbOzh8PAwFKkCyY6gwa1VJQvo42w7rWqS4mbT8Mw9yQhC0kynIdtCvpPqqLYD9RkQfM6hgl6vh3q9jrm5OTSbTb8/DR1x4yR/SMXn9etuJgxJS6e4cCSLO0mOpIGpbSZtT0n1Y25uDjs7O1haWvJbko/zcoZAp/MeUh+tMpKiKPIHXYbmhUrgMv1Q3VnPNOgt5ifzY+WR/1pKERgyPou0dNV51BJHpsU2kRssySEQbufB7Tba7faI7acXBYS0Cnmt85KkD5OmAoCWdLI6qPWN5KpygJyVbsVpqV/sJM4dbmt4zz334Pnnn8fGxsbI9DRrknZo1YPlhLGu48oJHHJdzsynqiQ9cFaHmYTipJDm6jo9S5Vk/uUAdShfUmuR97zW9xqgJKlqy/zJvgIctGO1WkUmk/GqJ+tUxitBZjFdLfmtuoqjqQAgEO6Ellpm/bSNo41tDQhLrdOGfS6X8zuncf9Ly6Gi86GBrvOu0x8n+eTzbDZ7ZMtFi8mEpIskC0S6Hq0wlsTU91Z7WoPwMi9WmTUoZVgrX1LyW9KL5QPgz/+T0k/vyKDrKiQotBRMSlMDQCAMPosbWoXXFSHD81oDkCRtDOcOj1zmvpxy/MryqkpnTAgcVn6svOhnskNns1k0Go2RfFj1FZIYMr4QWCxJlVRKS9LtoIdRdByW6mvl32IOcXmTzJfMi+tF5+fnj6z3tEg70DQT1kwsKU0FAKkaWB2XpDsMC61n/tP4JmkbMNSRpArKe+Cg4s+dO4dWq4WFhQW02+0jWxcyP9ITaqUV5+nUkkXnn8S9L9nQcgv6OHtNdlpZX/qdVTcyzqTPSbJThyY5W+VkvLIddDrOOQ8oKbnZD2R4qZbOzMxgb28Py8vLmJ+f97uecUdx2XaaQTEt2e80w3vdnZDLs8/jpARJdi5ZIfI7CSL9zHLChMBAlalcLmN7exuLi4u+E8lGCA1HhMpiASNEutPJoQct8eNAHQK49f04aRNqk7gySeBb4S3paQHOyovMv540Ib+T/1EUoVKpjKidcdLd6p9SEsbVTxxNBQA7nU4i54EGnza4OS7DsPo/ZP/JZ6QoOjxchMMRvV4PxWLRH8JB28FSSRinBkWIsVikG5N54rgkwSM5f6hM+lrWm66LcfmwKO69tMvkvZRWx5Wwun7i4mEehsOhn3ImHSpac7EopMXwuXT0JKGpAGCv18Ply5dx7733jmyKZFWGHGYADndv1o4U3Qkt/V52PjnIy3u6rdPpNBYXF7G+vo4HHnjAp6s9opIzHlfqhewo+V8ul7G/vz8Cdvleq0SWJLGGJyygxYFPpxGSoHyux9iSpGdJ8ThJbElE4BB4qVTKj/3JNZ9J7EDJYPmNZiDjGIamqQDgzMwMXnrpJSwvL2N5efnI+5DqISWf7mxa/ZQ/q5EZh2ww+c3CwgJu3ryJVquFUqk0IgEtADLfcZ1F5leSZiC63GRSMg0ZVjMfLWnkMxkurt4tGtfh5PesL/3eYg5WviwVL1ROLZmkVhRFEdrtNk6cODECJGlGWPUR6ku6rNoxNo6mBoAA8OSTT+Lhhx/G3XfffUSdYzhWOitNei+5TYNWZ7V/eH9nAAAgAElEQVRdZtl99JAxnJwtL89e2NzcxKlTpyCXUPH7UMNYEtEiS9rJf15zq3YtAUOAiHO2yLC640jVkfFLj18obllGfYintbxIX4dmvfBejn3K+Nh+emUEV7zn83l/dp/c9U2qoKQ4aR4nAfVxbuNoKgCYSqWwtLSEWq2Gq1ev4p577jHtNWD01FVWjl6/RY4rv5UgtDinBDMBqPdb4dSlbDaLSqUC55w/qio0vEEKORT0Owt8uqMC8Ed2yWdJpJEm6bTQtqTMk24H3TGte9kpCRodh1Ve3b7MG+PUpoZkyjIs0x4Oh95ubrfbpu2X1AZMIgFfdwPxzh2sdSsUCtjZ2Rk5A103mlTrLJuAz6VnSwPQckDwHePhXEu5zZxzB4dLRlGEUqnkGzbEPUlJbALdGfWEYxmG0j6KDo9+lp1OpjlOTZST1q1JxNYMGH1tSVwtJZlPK1xIvbRACYwyUT1+q0ELHPYZajTlctk0G0IADJkWIXU+DsCapgKAmUwG8/PzKBQKOHfuHJ555hk8+OCDmJubM0HCe90I0hNFJwlwqK7yZB55kCXjCnFnclFuU5HP57Gzs4O1tTU4N3qK7nGknwyj09Rqn+yUlUoFrVbL71/ChacyPasz6ueW6qrVUsmUQtLOKqeUBjzVVku2UF3ouCWjleFku+kZPDLvqdTB7uflctkPvrPd9DKkUH5YJmv8VUr7SWgqADgzM4NCoeD344iiyB+QKLeHk2QZunIsTgJDAkTOxrDURnktPa7MRyqVwubmpgdjEtXF6nDyO7lCW5aFUk1ycl5nMhkvjeM8d0zfstGsa0uSaLvPqitNWlW1pqGF0pPvxl3LNHQ76ueDwcDbzpYqOU5yhbQxkgR7UpoKABIw/J08eRLb29vY3d3FysqKCRDJ0VkR5ErA0ROM+IzhtRcx1LnYkFT5mE6j0fBbF+hKD3UMaWtodY/OHu62xZ2wGbeWhlz7yOESxj9OSoXUUQ2GOHBYZZTP9Yr1kGcwDnRxzy0GIuOTeZffktFL5idNk6Q2oLyWaUnVOClNDQC5zi6dTuPMmTOYnZ3FtWvXsLy8bK7RsrieVjmS6OlJKpyqJiXoqVOncO3aNaRSKZw4cWIEnPpbmd+QLQQcnlCby+UAALVaDe12O8gcnDvcCl1uox4qy3E6B/NtcXnrHZ/psUmpecTFYz2znss6GCep2Re46ZJkmnw3bjaMjEt/J21nqqDjJKmk12JbwonJOec7HnBQkGKxiMXFRVSr1SNOCH7DZ1r/tjipBdgkpBs8lTrYO7RYLGJ/f39kU1Ztx2m7LYoifxadtoX4Xi4iJePRYeW1tjmseEOUROUKgT8uvP5J6RIKp+O2tB4ZnyWJQvkgAC3w6TyOqysrz/J/nDmgaSokIHDYceh8SKVSWFhYwMbGBorFIgqFwhEVQzoHSHLldRK1JfTMqkQ2FI/Y2tvb8/NYJfeN66BySwQdTm+jEAIpSTtfrLRDDo+Qihp3Py5cqMxaPR8XlxXvuPYZJyU7nY73WAP2bnaTkiVprbmocTQVAOT+/PRE0VMJHAy6Pvfcczh//rwfewtJGFl4AgOwz2eg6hDiZLoDEBT0ni0uLqLRaPitKvL5/Mh0JlISYMo0mLZmKlKK8rpYLHqbMbThLUkzKk2Wehj6t7617C+qY5Q8Om9JAGwBS2sV/Ncr7zkozuVb+ox3/vQq+FD9WJJV50fX5TiaCgAOh0O0Wi2/OpkF4jjb3t4etra2UKlURsCmQShBRClqqapywFZyRPlvSSfJMWdmZlAul3H16lUPPLn1Ab/XY45W3CRL1YzroLlczgNQblsvnQ7yXnYYmT+ZrzjQyc4eCivjYR5CpIFkldWqt3HhyPRYNnqsJWgsJ1wccLRU1cycDG5SaToVAKSKIAvACspkMiiVSmg2myOHU4YkoGx4vWTHakA9Q0YPzuoODRyqG7lcDs1mE8Vi0S/Ylcwg1LhxANT/40DJaXJxA/HWMx2fLqul3sfFoa9l/Un7KtQOSfIr47bqh8+lGdPr9TAcHmy4rO1Qmc8kICRZjF6PQSalqQFgs9lEPp/3M1D4PIoiP7ywv7+P2dlZAKPz/bTrXatwoSGHkNdMdx7n3Ij6AsB7LAuFAra2tkYGc7VKI9OT6YTqIu5aM490Ou3HDzUIdXgdj+5I8lp3VP1N3DP5Hb2FcWnp76yy6g5uMQ1r5QNNhLm5ueBGVuNWQehv5LeynzBvr7sDOlmJPBBFev/ke5LFlS3uHeK0ulPJ97qSGV5PsKUaKqWzTEurrFpF0R1dl2fcNSmVSo0cFJmU++rOb4Eh7hsLUBq48hcaBgmlqyWl1Hxk28athSQQeSahzhsQNjni6kC2n34eatMQTQUAgVEOB8B7C+V8zHESwQKm5JKac1kufOCoPRhaRpNKpZDP55HP50dmsUgV2lJHGUb+awp1Sn1vdWzdGfX3IUkm86/DaeDpZzrsuDLH5SVUlri0ea0ZHdsoNHRxHBVUfm9pUJPQVADQmmoFHDoRrKEFS9WyJJ0En6Q4MIckqa5oqqELCwvY2dlBuVweAbFsIIv7jgPhOOkQRYfrGPUAcEjahNJI0nHi8iPbRks+3fktYPNav7OYiNYypAbEvMzMzKDX62F+fj52yqBUkUP1Y7WfpWFJ1TcpTQUAgcPGtdQ0vg9RSHUK2TKhsDoeejQt6QAcTl/KZDJ+12XZIUJ5s7j5OFU09E7OyEiiRkrSacZ9b0kv/cySgMzjJOmEVOOQWmrFwTFSjv1Zki5J34qri6T3cTQVAKQ6yI6rPXsME9rWTnaAJGCU34wLGycdmCfagu12e2TPGD0GaEk+qzOMS1Pfyz1ikpAGv5ZeoXBxebO0DykBdRgtPSypKCXiOLWa1wQdF+FWKpWRObiaMch8jqtzS/oxT7KtX3frASVp24kLYi2VJQnHDlGShk3CydiwuVwOvV7Pz81kHNbWGDptq9OHuLPFfDSz0GVKKtms+C1V3Qqn45RlG/ddyASYlGR5+/1+cE2oBSj5PI4keC1vZ0iVDdFYADrn/gjA/wxgI4qiN95+tgjgswDuAnAFwM9FUbTrDlL+GICfAtAE8EtRFP1jkozI7SQA25C3JNhx1QlLfQqpmnFEzpnNZv0Kemn0S85qedxC11Ze48oiV0UANlCTdGwrrZDWEUoLGB3ikTsWSEoKdt7LH5/JoRcpcfv9/tj9evhv2YZxZQ4xOZnPpJREAv4XAP8BwKfFs48C+HIURb/jnPvo7fvfBPCvANx3+/cuAP/x9n8sRdHBPieyYmlbAfBDABZHJcVxniQgBo6uGAh9J9/LzZkqlQrq9brJUS3VUV/HhYl7nk6n0e12J0ozREklvwwv45bfU/rHzYbR8YSuNQD5XJouUXTglKJHulwuj4zfWgtutQoa1y6WQLCY9qvqhImi6CvOubvU4/cBePT29acA/A8cAPB9AD4dHeTqG865eXf7tNy4NFgYTqeSB2TI5TuaA8nvxz3X6VnXt8t75H2ciiIbg3t26rSthozLx6RAtJwc1jdJwJVECsSptjr+casMrHyFAMh/a24smfbMzIzfvdzaszUOVKFyWExZSl3rPikd1wZcEaC6iYPDOgHgNIBrItz128+OANA592EAHwaAEydOeOCxIn0GhfoSmkmSRHU8jnSRXD1E0sAH4B0ioXgnAZ+VZwtEshNYdWTVX1IKOWisvOpw7PxJ0g2poxpoMk/S+UEnlDw9Su54xrzofFseUgBot9sjuw/Ismig6bz+cwDQUxRFkXNuYqs5iqJPAPgEAFy4cCHa3t5GKnWw1o7qqBwGsJZ5jFMhGUZ3Tis8w8SBR18DGGlkAMjn89jf3zeno4WkaRJJLcti5U+uireAEBevRbJux0lOS/OQZkRIBQ1J6dC1JfXkEi6mRa+0PushJP3YfnIHglu3bvlxXS54luXQbSHTeLVtQItuuduqpXNuDcDG7efrAM6KcGduP4sl5xxarZbfZAgYnclv2WaA7fWzODFgH0um49LfjFM/ZRj5s+aYWmnqNOLChdKW5aMUkBMb4r6LA5bupPqd7mTSe00P4TgJOK58SQAo88h85XI5Dz7tP9DpyjwyTLfbPTJ1TYa3nh9H/QSOvyL+CwA+dPv6QwD+Qjz/N+6A3g1gb5z9BxwUpN1uY3d312+cKhuOlRRXONmZdCWFQCfTt+wEHb+Vb+sbuV8L//W15OC6Q1nOBp2PUCdi3YW4swatrqe4utP3IQnPn14bqZmUvtdAiLvX4WW95/N5f9gmbUF5lIC8ZhhKzpmZGWxvb5u7j4dMHascSSnJMMSf4MDhcsI5dx3AbwH4HQB/6pz7ZQAvAfi528G/iIMhiBdwMAzxvybJhHPO71q8u7vrl45waEKrc5aK5dz4k3F0BwyFlfdxoGQY5o1Su1AooNVq+fWMMpyMd1za4651+ay86XtL6skOo0FJScI1m3F5kd9zGECuQtdlH8cYQ6qcZFT0gnIbj16vh4WFBZ+uHprRUkvmyTmH3d1dNBoN3wcZJuRl5r012SAJJfGCfjDw6seMsBGAj0yUg4PvUCqV/OwF7giml4nIf8vm4HvLk6kpruOGvgvFwzwyXa7ql6vy46Rv6H0c6DVR9Zw0Pf283++j2+36e67HLJfLyGQyaDabsbahrA/toNJph5xqsh1DJMHDcrdaLT8pgk4Y69wQkp5plUqlsLe3h9nZ2ZGwg8EAnU5nZN8iq7zfFyfMq0UEW7fbRbfbHVENLNIg1O/09SQd3HoXAjffSelMySE3idL/cXmMy5sOw/QsRjXuW/1ud3fXzzwiOORYHtfUNRqN4Opv+cxioLxm55faAykEGE1agg0GA3/WOwEo80cp3u/3MTs7O2IOyDzILTScc+h0Ouj1eh6AlmakGWBSmhoAcukRd57u9XoAgLm5uURu8BBNKglI0qiWnabVavlFwTqMBGE6nfZbRsi1hHEd9jjST36r9we1yqltZdLOzg6iKPLSm2pdp9PxWyTWajV/rl6r1TI1DfnTNpqs27hNl0ndbtec7qU915IZz83N+b0/ZbpskyiK0Gq1PDOhep1KpdBqtfzpXLLd6vW6V3WtMvJfbwGShKZmW0JWIgvS7XbRbDaPDAvEdUyrM8hvkqhn1k+SVcEhCSc3Cg6lk5RC4XVnYP7iwuv/VquFZrPpnRIEjpwEsbe3h93dXdRqNa+hJMkzcHScNjSPUpK070I/6dzq9Xpe8iWtV92WjUYDzrkR1RSAty912TTAZd0npamRgAQguRJwMBja6/XMjXkt7heKN2na48gCXhyY5CBxyBkQB5K4+7hhjqRhmBfaTpIRktjJO50Out0uhsMhcrmc36HOIsse1yDs9/sjGw/L8KwzucbRGpIgSGm3cuW7Dq/LYhG1m1KphE6nM8LMmJdx4HrdqqDS3uDGS5QeW1tbmJ2dHeFssnPpLQkkJZUAOk4rbEiVGwckusYtNVWHlbaPBRQrnM5TaOhCd2TeN5tNtFotrw5SHZNSnM+73S5arRZu3LjhT6+y4tYA1nXMa2sXaat8smzA4fxP5omOO+6izuVsspzD4RDNZhOdTgcAjmyOXK1Wkc1m0Wq1sLe3h7m5OS8JudZT5lEzXanyT6KCTgUASbJC2BHoGZU6/Tj3NBDviLHCHDe/JDn4LJ/ridK68SzVWVOcuqq/5URk3dlDRA1Dj3tRDeW4LIcjOJbZbrc9aJM6S0LvQqqc/Fb2C/njtozA4fb+UmVk3N1u129iLOtJayj1en1ks2PgUAUNSUDNcF53AJSeQzl2w8K22+0j4LIM8aSUtDNbtpRzDrVabWSbO22DyfCcVifXp4XyEXqXRE09ThzAocNma2sLV65cQSqVwsMPPwznHOr1Or7xjW8gnU7jxIkTmJ+fx9133+3V1tBJsHKDqnFT+yySoNM/xk8AElilUsnnh4CRu+YNBgPs7e2hXC7DOeeZoqyHfr+PWq12RFUNjX/GqcdJaSoASGLGtTeJRrakSUW9/E7+Jwmr89dqtfx8Q0uiaWZBrqyZRVK1eVKy7K5QWhz62dzcxKc+9SmcOnUKDz74IHK5HG7evIlr165hfX0d3W4XP/ETP4FCoYD77rvPM0V6EWU6lgQblz/9Pg6EUgWl1qGZgQQgN/WSw0Iyz1pKaudZp9M5MqXN6hvH6ZNTA8Dj2DXHpVcqLfv9vt/HVIe17Eg5rpZEck0STj8fp6ZrGg6HqNVq6HQ6eMtb3oITJ04gn8/7YaE3v/nNeOSRRwDA20WDwQDtdhvVatWfFiUpDnw6jHUfBz7pGGEY+gx0ubSqKtXskJNGrnggyQkVFrHdpZqclKYGgNJRIXVy7m6lyZImFiWReJZEinOE1Go1P01uYWEh1sHCBs9msyMn9Mpd3pKo0UnUSaaXxPZjeYbDIU6dOoWTJ0/ikUce8R260WhgeXkZ58+f9/H0ej30ej1/WvCtW7dQqVRG6oYSatyYWEgy6v84FZRl5ORr7cDh1LTBYIBarQbnHEql0pFVDbLuaCbIIZBGo+HtQmvOsC7LJAx+asYBpcuezwB4NUeLfavQupNaUiVOTQjp+VrFpNet2+2anV0DUtuHoUNhrLSs+1eLnHPeY8gjpEnpdNpLQmlbsTPPzMygVquNnOURAkzceynR5P+4OEl6vFITVVDarSHVUdaJTks6ehgmSX9LQlMjAeXsDQ5FsFBybFBKCwtISRwWSe3AuPftdhv5fN6rJ6EGkKAj6aEJa5J2UomnSXpjLQ5txSs9m8PhEOVyGdvb27h69SrOnj2LQqGAmZkZ1Ov1kdkhc3NzR+ZNSoYUJ+VCzywbWr9jfZI5WAyN8UbRwTACnSwME7KH5bdMj3NjJVjjBMIk7TU1ALRWkpMjhiSXroAkKlyoQZN+AwCVSgW7u7vY399HoVDwU5/Y4LJx5Do9Ak9uucGGt6RdXJ5YZklRFI04C+LsHZZ9ODw4c2NnZ8c/+8pXvoIXX3wRuVzO/8rlMl544QUAwEMPPYR2u40LFy5gcXHRbLe4fMbl3/pe51tKqVwuN8Kgdfl46A8dKXFzZiUjlMMJzWbzSNz6Wv5P4p+YGgDqSmSntVZFTOqAsdSFkJ0UV7mkKIqQz+f9xF4eDyZBp8s2HA5HDlKhjSTtDiuvVvoyH/Jap6/tQYuB5fN5bGxsoFAo4Nq1a8hkMigWi1hdXfWMhlK13+9jYWEB6XQa999/P0qlkgkiK50Q2CwKld8qi2ZeWhKRObRaLZTLZTMNeU2GKTc75naTMqxO77h9c2oAKCezSqlgnVwTp1rJCrHUBhl+XEcPAbDRaPjVGjyiOpfLeWktOanMD6U8p3NZax1DebEopPrJlQZxM4UA+GVGjUYDu7u72Nrawg/90A/hxIkTKBaL+MIXvoCZmRk8+uijKBaLWFhYwGAwwNzcXOxE6XHPjkOyPkMOEYtZyhU2MoyWWvo5n9HzK/MRUkEnUT+BKQEgVSfaIhwzk5s0aS+XriR5rTkayWqoOJVPVzTT3tvbQzqdRqlUwu7uLiqVireFmG+dNgC/WRCPS9ZOmbjGC3Vs2SHlM9rR1vfyOpfL4fz583jiiSfw9re/Hfl8Hru7u34lxAc/+EFsbm7ixRdfxOLioi8768eyx0PpJrmPI+kccW70yLhQO3OYJZVK+WlozKPsL7qtpVrNMU8rvI5vUpoKAAKjElAu8aCdQrKkVKjgIXAlBaFuWD7rdDrodDp+XImubUobfRSyLCPzK5fq6Jk/wPiOqac86XEx/lvxabBWKhXcdddd2N3d9YyFTqZGo4FGo4F6vY5CoeCX9Mi60XM6NaMbp25O0nGdO5xDam24pMNyWZg1nBVnbsi6syaCyLzHaRjjaGoAyArVm/lIddT6ZpyHT4bTHcN6ruOX/wwrz2Iol8uYm5vz43ts9FA8VGloE+ptE0J1Y6lWcnaHdLhYpwOH4uW7CxcuYG9vDzMzM8hms1heXkan08HW1tYRJxLPvtjf30e32/XrI0naXh/XMScFIdOwVHcZJ8Nls1k/J9dS9TWT1AwllUp5AIYAfxzwAVMCQIJPrr5mIePGeOT3gK2H686vSQ8BjFv3JVdqZLNZnD59emQ7vHEqbTqdRrFYRK1W82vYdF6t/FlxUTXnMiGSnB6mV2pbKiPpDW94A27evImXXnoJW1tb6PV6OHnyJK5everPvshkMqhUKnjxxRfxpS99CeVyGe9973v9gLxmmKG2mVT15LdS/ZQM2tJU+FzuXi7f62sJLjJJxsGtOKw0gKPbWySlqQCg5NbSUwiMcjpNccMSFmm1TOchbjCXjc8f54LK8/ni4tD5JFcN2RSS4uKUB5dqbUBK9yQdnpK92WxiZ2cH6XQaV69eRbfbRalUAgAsLi4CAD796U/j2Wefxfz8PBYWFvDII4/g1KlTwbay6iCkvcTlVTvpLEDLuBkmTouS31ueZefckRUSoXgmpakBoHS2cK0WcNhZqaZpb1XIEyifWfeW7q4lRVx6xWLRq15sIGmHSbI6F7dQ73Q6R7i4DC/HQXU8csKxznOSf03ZbBalUglnzx5s7drtdr1a2uv18IY3vAGFQgHtdht/9Vd/5eeGXrp0Ce12G/fccw/Onz+PYrF45FxFiyZVPSXz05pLHAA0CMeF5zcked6EZpjSEXYc6T4VAEyn09je3sb8/PyIKqq9XiFPXhKHRZwE1Z5U61vZoZaWlrC8vIxKpTIye4eSUNoaGlR8ns/n0el0vGojxwPH2RlxZee9dp2HOLykv/u7v8Of/Mmf4Dd+4zewurqKXq+HRqOBe++9F3Nzc9jb28PVq1fx+c9/3s8TrVQq+Pa3v43nnnsOTz/9NO6//35UKhWcOnUKCwsLWFxcxPz8/MhEBV2mJBJPOpes89513Wg1WEtAzZilQ4zMjXHRc23VtW6jSW3ZqQAgpxTV63WUSqWR2et6WhWQDHxxxr8GXEgihnT6SqUyskMWw8rOL6Uqw2nHgZxjqd3iFnCTlEW/C0k9qw77/T4uX77sGUm9XsfDDz/sJ2Dv7+/jq1/9Kq5cuYLz58/7ScqtVgv5fB61Wg27u7t+Z+m9vT28/PLLOH36NObn5zE/P+8dOSGVMURyqmISdc9qu6TmgY7DynPSfI+jqQBgs9lEr9fD8vIyms2m50Lci1FO0AXGN4CUoMDomI+kcSqaBa4oivyOWiQa7XwvV8ZrVUYOBnMwv9vtjkxCkAxHM58kqpNkBBLcIarX67h8+TK2t7dx9uxZ7O7uIooOdi77yle+gsXFRSwtLeGzn/0srl27hkql4jWVer2O06dP+3RfeuklZDIZXL58GcABc200Gtja2kKtVsNdd92FH/mRH8FP/uRPHlnOFSLNHJOon/KddtLE1aFkklICcgFvEik+iT04FQAEgOvXryOTyWBhYQE3btzwej7VAU0hCWd1tJCqOanhLAEdIt0YWhrKd3LsU9t64wAYJxH1fZz0y2QyePrpp3H58mUsLi7i1KlT2NvbQy6XQ6fTwerqKra3t1EsFnHt2jW/N8/6+jr29vaQzWaxsLCAKDqYcdJutz3onHMol8t4+eWXva3barXwwgsvYGNjA7/6q7/q82NJE4sxWrOipD2WhJK0vVZB4+KyrpPSVABwMBhgZ2fH3xcKBb8/v5y8rGnSAk8iSZJ8G9fooYax7DoLgHJcz+LyFhe28jCuYzKt69ev48EHH8Ta2hrK5TJSqYMTglZXV1EsFvH444+jUCj4vK6treHkyZN+Mnen0/F7hXLeaD6fx97enp+BQpC2Wi38+Z//OT7ykY+MeLzjSDO/pG0Zko5xYaXGQJtTrkHUeYq7HkdTAcCZmRns7u6i1+thf38f73jHO3Dfffdhe3vbbzcnudC4Ak4iMV5tsmyIEFgoAaV9Y6nBIUdUkjKFhkb47R/+4R/iz/7sz3Dx4kXcuHED73//+7G8vIxer4d3vetd+Pu//3t87GMf83NGudh2c3MTqVQKy8vL2NjY8Go41WoyDbldIE+spRr/l3/5l3jf+97nB7ll2eU1PeNU4aVHPG6c1PqFwsk6odeXTixOG4yzqY9LU7EgN5fLYTAYoNVqodfr4fLly2g2m1heXvZzEpMu8//nAppO02rgJHmxPHRAMq+lfqfVzVD6XBv39NNP4+LFi7h58yba7Ta+/OUv+w2naPf83u/9HgqFglc96TxqNpt+h2zONMlkMh6A0nxot9vY39/H9va2lyatVgtXrlzxGwJLZmT9mG4ojFXvx2G+ZHIyXtq740B3HFCOBaBz7o+ccxvOuWfEs992zq075759+/dT4t3/4Zx7wTn3rHPuf0qSiXQ6jZWVFd8wtVoNV69eRavVQiaT8VvjTUrjVA1eH7ehktA49VOrm6H/OFV3nN2n3zcaDTzxxBP41re+hWvXrmFvbw/AgRf0+vXraLfbqFQqeOyxxzAzM+OX8Uj7eWFhwc+x5AQKOWuJUp0qZ6fTwe7urk/r5ZdfxuOPP44XXnhh5DRbeUyYBCWlnz5KLLSSJMQQ4/oE33GKH5k+JXoS6TcpCJOooP8FwH8A8Gn1/PeiKPpd+cA59xCAfw3gYQCnAPytc+7+KIpi9yHPZDJ405vehFqthlu3bvnB3+9973t4+OGHzbmSkxjdlkMjJK1C4ATGqzxxz628EnwsH9WsEIXi0O8saercwSTyp556Cl//+te9avrtb3/bn5WQz+fx8Y9/HN/5znfwzW9+E71eD+fOnfOeVG7GFEWRnxEj7XOqoZzUTbDx0NUoirC1tYVSqYRHHnkEhUIBTz31FN72treZJoY8eqxSqYwcuCI945KJAaN7u8h2lQP4DKf7BkEn13fSWyuHQf7ZVNAoir4CYGdcuNv0PgD/NYqiThRFl3FwTuA7x33knMPc3Bzm5uawurqKVquFnZ0dvwszT72xvouL0/o/Dr2W30opyBzQO4EAACAASURBVIadVHKPS49x/u3f/i3+4R/+Ab1ez0um/f19L73oCPrqV7+KKDpYba4lQ6fT8fM+5WEwDNdut9HtdtHr9ZDP5/2QBQGRSqVQq9XwxBNP4O677wZwyHisH+PlgZtywNxarC3rRi75Ag6ce/qEI/2NtLlpA04iASelV2ID/lvn3NO3VdSF289OA7gmwly//ewIOec+7Jx7wjn3RLVaRaFQwNzcHJaWlnDhwgWUy2V/Rne9Xo8dXojr5K9GZV25ciUWyEnc2kneSztunA1o2Xxxz7e2tvDFL34R9Xrdd9z19YPTw6Vjg6sHoijyM30IhP39fczPz3tgSjuJ6TUaDQAHUq9SqXiniywPpfH6+jquXLmCzc1NXwdafYxb4iUllqXR6HMieG5gKpXCH//xH2N7e/vIADslq0xDxpOkrSeh43pB/yOA/xNAdPv//wLwv00SQRRFnwDwCQB44xvfGHGF9cLCgnd9z87O+sZPqnfrsJbaaTVWKP5UKoVvfetbuO+++8Z6FK24rTzqb/kNl2PpTam0R1SnY6mf0msaRREee+wxvPzyy35Fe71exxNPPIFMJuNVO0qHKIqwtrbmV0A459BoNHDq1CkPPDlswokH7XYb29vbOHfuHFKpg+O+uHMcnTSFQsF3+qeeegrvete7sLm56fcWZX5pP0ZR5M/rs5gNN9KV7cI49O7XtVoNhUIB/X4fn/vc5/DWt74V8/PzR9pELgrnkddSIob623GAeSwJGEXRrSiKBlEUDQF8Eodq5jqAsyLomdvPEhGXjEgvWsgBEWcPxUmrSSuJFb+xsYGNjY1gmFeDM2ppEkpHXoee6Xs6sgia7e1tb2tLu8q5g8HzYrHogUMthG0iD/Hkd1RpZ2ZmkM/n/aEvnHDebrf9LCfGs7+/j/X1dTz77LN+bx2edMQfcNQLSYDq8x10PelFtL1eD+12G5ubm6adzH9OvmY8ejcG67vj0rEkoHNuLYqiG7dv/xcA9JB+AcAfO+f+PQ6cMPcB+GbCOAEc2hOTLOpMGi70Ha/jOv6VK1fQ6/Vw5syZxPFPmg+WW3PaJGXSKh6v+Vy763d3d1Gv10e2z+D7xcVFL4lnZmb8jmkyHR6eyWEigoeqIt+TqRLkjUbD56vf76NarWJra2vkABS5m3U+n/f2qZTqcpqd1kwk49G2Hk9IoiS2iB5QaQMCk+14nZTGAtA59ycAHgVwwjl3HcBvAXjUOfcIDlTQKwB+FQCiKPon59yfArgIoA/gI9EYD6iZqYSLcLVNZHG1SZwwITWHY1njVq6H4gzda5tG7iYdYiaTgFFSNptFuVzGzMzB4afPPfccOp0OyuWyt4vYyTkNLZVK4ebNmyiVSl4iAofbvlP15AyYZrPpOy9NCnkMWLfbRT6fRyaT8XZktVrFd7/7XQ9Y1jfLL1ezU6Jxx2vgwLHC/Oj6s2auRFGEkydPjpzwy7Da7iQzpIquAauZ0nFoLACjKPqg8fg/xYT/dwD+3XEzlNTZYYFvUsDFpS/jlmrXK1E1Q4DSElCXRX4bSnucBOeGUOl0GhsbG6jX63BudPcBbpNB1Y+glGflaalMgBEEVDk5eYKr6IEDsOTz+ZGZLN1uFzs7O/57PqcqaEk2SufjtHUqlUK1Wg0yW0ps5oWze8atbxznpwjRVExFI8mOd5xOrh0TcfdJ42PHCK0p1OmG3o9rPP5zDCu0c7YVbxwnJjg4jhZFEXZ2dvxu0dLRMxwOkc/nvWrH8TcJSKqTdJDQScOpWwR0r9fzUkmeH0Fbj/keDofec6rLoM0QKdlCGk+obnnd7/exv78/cuKtZCqSCcpVNHo5VCitSUE4VQAEwuNbSQAUF+a4UkvaI3FbVlhp6Ma3vucuAIyHHJ7nGEj7yZKIMn1esyPIX7lcRqFQwOrqqh/nk+NqUXQwyWBtbc2rdzdu3MCZM2dG4pNqJR0l3Bu12+36syIo6QaDAfb390cYCzv/ysqKtxdlByex7Lq80laclJxz3qli7f8j942h1Eun0957KsPKdpdmwyQgnBoAxnXeSb9N8n3S+NnpxknmJPm3BowpVXgvHQxsfL0CPC6v+gccqlH5fB7z8/NHTvrht3LCdbVaHRmWADDi1pcnzmq10LmDcT4Ck55R1gFwMO2NQxtyv06ZnraRJVkLtceRlGohkEg7Ul7TGyzzqMF2HCY/FQBMokqRxjlbQs+SSMeQTfD+978fjz32mB+kDu0Rqcsjx7IqlYo56ZrDAFZdUL2jw0JT6IRaAF4isQOdOXMGp0+f9uv1aP9Jte7UqVNoNpt+dcOJEyd8fNrx0m630W63/awaeiJlOO4xw4NMOS6YTqeRzWbRaDSws7OD+++/fwRsZA6hKYhcoc/ZURKIklHqhdhSxf/RH/1RrKysjHyvVU9K2pmZmSNeU9lOWuuYyCZNHPKfkeLEeKhwOvykEtWqODbG/Pz8yCr3SVQMOZ6VxLPLfwlM6aBISnrVONfl8UgxYLTOaL8BGNkaRDpYOJgOwEs4qQrKzsjtF7lBE8NQjUun035TK33CkgSjrBOtBWgHjVWfWlUkk3j44Ydx8uRJs+5YJqn5yMOD4vrSpFJwKiRgqPOH3h3XHgxJRDZQCFhRFOHUqVOYnZ01pV8c0S3f6XSOePXi8kzVlGNsclmOLI8lJaSbnmW6dOkSarWan2Gk7U4JJHpLJaCYb56NKKdwyWlsBGs+n/fHmlGi0W4ksMvl8oi6Lcs1Tt3X9ZEEFJIZvfnNbz5yVgTrjvmT45py0vmkjpY4mgoAahU0RCEdPImqGXKUjEuP4d/85jePnCFu5UdeS/sLgD/YkmvrGI6D2brTcSyUqwvkOjirg44r87PPPoubN2/i9OnTWF1dxdLSkt/7pd/veyl09epVnDhxwqdDR02n08Hm5qbf8U1KaOlA4fghF+GSidRqNbRaLT9U0W63kc1mkc/nMTc35/Mp1U8LhHw2jpnp8jvnvD36wAMP+BUaOm5pNjAO7gEbGriXeZ+UplIF1RTyMI0D26vFqZKAVjs+rPfcslCXgeoOwciGpirH59aP31k/yc2vX78+MluF+7gQOJVKBdVqFRsbG37ci5IQOJhBwgM8Zb0QBFJdpZoph3Bo90mvbr1eHxlA17ZYnAZjqaTj2k72o9A30ustw1vnV+r2PQ5NhQQEjhrS1vuQ1LPCSprEMLYk5aR2X8gelR1ex63zqDuXPLNc23fjJCFwMPVMzujhOX/M69zcHL773e96jk/Vi5K71Wr57SPloDwZC8cBGZ+8JsiokpLhUJ2Vc38t+88i632SdhoXb2jcVw7Ox8U9KRCnBoChbRmkIT2JyilJAzvOvrTi1Ya8Dpe00kMNqNVVDSg5TYwdPq6TWs8KhQK2trY8WJaXl7GysoLt7W2cPHkS+Xwe1WoVFy5c8Gpnr9fzW9MDOHIarQQdp7O1223U63UsLi6OOGQIfrl6vtlsolarYWtrC5lM5sgKdGvBbIhJx2keuu1C3mPZzlTN5QlYIeap8zAJCKcGgKHOZBVmnGMmBKxJPVQWjbM7QmnpxkkKXF0vupyhupDfR9Hhzl7OOb8qYX5+Hpubm5ifn8fNmzcxPz+PYrHowVetVv2cSaqQVB/pBaXDRabFbzg0QWlH9ZMSkHZctVr1oJZ7p2oHkx5WSFJnkoGzXvSqE0uD0CaPnD6nv51UQ5I0FQCUtoR89lqlpa8t+1KSbrw4FVmnoePhv1xeozlvyPFgcdhxag/j4xKhTqeDbrfrx+gIrO9973tYXl72U9B2dnb8ciWu4ysWi35VPLdqp2pJB9VwOPTLkGg77ezseC/w/Pz8yEnB3BGdaig3dtLMxbL5JJBCs4xkHVsLiEOMWqr+AEbGHMeB7f9TEjAJJamQOOmoVVwrbzo+y84LfSsdFf1+3w8iyyEN5w7nnWrSs/xlOZI09mAwwOnTp/HYY4/h0qVL/lyKTCaDU6dO4emnn0ar1fJnc1y6dMlLtuXlZT91a2dnx3fIlZUVv2v5pUuXUK/X/fxPbsLEaWiVSsUvfOVWIzMzM7j33nuxu7uLjY2NEXd/yBZmPeqwIQmkPaV6orVF7Id68nU+n/eOLa2RSJrE3wBMEQAl6RUB41TOuGdAvESy7DzrO22nyWf6WqdBkl5J7aCIyzs7nxwYtigOkFQdt7a2cNddd40sfq3X6zhx4oS3y6LoYFv6xcVFP7eToOEwCidkb21toVqt+jKxLFevXvVeU0rg5eVlrK6uotPp+IkBs7OzI4uFZb2FVGvpcbVUQc2oZP3rwzc16XWTzL88GVjn57jqJzBlABzHOZI6RpJ8b32nK3cSkE9CFnBlnCEOrR0RcYDVdcUB8FarhVKphGq1isFggK2tLeTzeSwuLnpgLC4u+r1B5XAH93hx7mBF/dbWFnZ3d0c6qHTjU23jdDTaguVyGbOzs9jd3cXs7Ky3O1kfjIdMQz6nEwo4nFXD97o+JNj4nd5pXX/HMUipvjIvoRX4ui1ftyoo/y1OGOI+cYDScSShkNOH/3Qs6PehSpflkSqRtCk1oHRccssIzcHjwCjD0PbjKgUeN5ZOp/0eLgQE9wHlWBgncjcaDbTbbezs7KBeryOXy+HUqVMoFotoNBp+64larYbh8GDL+je96U2Yn5/3HfbmzZu4ceMGoijC7OysX/VOLyhnDQ2HwxFghraGt5xSsq2sdtAk65vT56Io8hPGnXN+W37ZbsdZjaFpagAYokmk4iuNS4axdPvjkPyO6k1I1bXSlg4GCXz9TZwqnU6n8eyzz/oB/eXlZdRqNbTbbRQKBT+cwGPXyOnpseTkZ44HdrtdrKys+CMD2u32yFYUuVwO7XYbZ86cwYkTJ3Djxo2RPU+5yZGc6iUBIudhWvUh68Ky7ZO0VUhdX1hY8PlsNptec5BLoyw6bv+YegBaku+4km6SuF6t5/L9cT29cuyNkpDxac5udcLBYIBLly55Dr64uIhGo4FUKoWVlRU/YVxuTcF46EyRy41KpZKfT8r8ULqn02lUKhWsra1heXnZh69Wq6jX636PF3pCLclk2XKakoJM17NV51pdJ1EyR9HooaCvxObTNDUAnARYk9phSUEZ8mzKf8smsbiwJAJF2jQyX/yXE7BlmHw+P+KIobdRrxMMLeH55Cc/ib29PTQaDTSbTe9o4VDE9vY2CoWCB5SUuPR0Ug1jXWQyGXS7Xb/7WaPRQK1W89v4nTt3DjMzM36DXp64u7297YcdOOdUH3bKurRUPG2qcH5psViMtekBjKzm0MS24+Jglo1qOJkT4321QDg1AIwjywZMSuMcNZNWpgbicSjOWKdEsRxGBIdeVDquDIuLi76jshOSIRB8VEUJcoKZYJd5iKLId06qr1y7uLKyglKp5NVMloXjgsvLy34Lw16v51dnxNVTHDWbTQ9Ai3Qd6rFBmYZzzjun5B5AlIDafn81aGoAGNLlZSWFpM2k4LSkXpx6Mc4ejGsQbdtob5+Op9frjeynIr13BA1ts2azOQJMrZamUins7OzgS1/6Es6dO4dGo4FqteoP0rx16xZWVlb8wDsPwqGE63Q6fsMk4HBgW89o4QlHi4uLcM75AzrL5TKcc9jc3PSAY9zUBorFIn72Z392pB1CDC7EiKkhxLUN8xVaSc+4aSfrsddsNuv31DluX7BoagBoqXhWhY+TaKHvJIVUlThPZigdna9QfFZDxUlCSXIZjFRnLRtKekm5Bws7u9yakOooJ0hzxbdc08e8SYeIVFHJMLhtYSaTwc2bNzE3N+c9qY1Gw89+qVarXmIVCgUAQLlcxpve9CYft/6FiO9opyVpa5ZLTyvjtTQFZB9iPYemo70SmhoAksYBTL6bRCLGvR9XkdLW0xI5FD6uEyVpON05NMD1anAJRpk/eWAmwVWv1/0x1OxsxWIRm5ubKBaLXgoDGDkXkHHRM8r1fHJgngPuqVQK+/v7qNVqfj0dt8Vn/JlMBu94xztw9913H7HtxtlzpNB2HbIeQm1mqe5RFB1RU0lJ5wFPAsypAmDI2RLnhLGuk6imx7EpOVdRbyI0rrNYK9mTkiVFpYo5ziat1Wp+3A446LAXL17EzMzMyGa7wMGSpEajgZmZgzMBKU3poGk2mx7EPK2IUm9jYwONRgM/8AM/gG63i1u3bo2sSeRRZQsLB+f4tNttnDx5Er/2a792xH7TziBZb/K5HBqw2tMyM+K0Fko7ue1+q9XCxYsXUa1Wsbq66ve30W1kaUBJaKoBOI3xhNSWSeO1bMAk35HGqWgMs7Ozg42NDe/25zKhUqnkV7cDGPFGEqxUWQH4cUIeFz0YHJwVWK1WsbOzg2az6SVkOp32+4tycyYevNpqtfwxYY888giWlpZGypbEyaXV1JBGMo4RhuqWDqhWq4XNzU1cvXrVL1DW4ZP4DOJoalbES2lniX/dYePsq7g0jkvM27g1YXFpa+9m3Leh8mpVLY5mZmbw/PPPe9d6v9/H3NycBwCHA+QZCBynoyOFKxzocKnX6359YBRF3hbt9/sol8u4efMm9vb2RpYu7ezs+M2A6QEdDAZ4z3vec2TSc9LZJZO2ZVJGyaEg5w7mzXLi/OnTp1EqlYIbQU1i0kiaWgmo9fckKqd+r++TNMI454+cf6jf6XzzX5cpJAHjnEB6nxR2fj2zRpdxOBwil8thf38fDzzwAGq1GsrlMhqNBq5du4bZ2dmRYYZMJuOlpNzFOooOzoygulitVtHpdPyu1qurqwCA+fl51Ot1XLx40ZdJbrHhnPObHH/gAx/wAGe+Jdilii3ri/FxjNGqQ4uR0wsasuWi6GBD4Vwuh6eeegp7e3sYDAZ48MEHR/bysb5LYvZYNDUADDlftGpiXZPG2Yk6jVBlvRrerZBNYuVDk/U8lUodGQymW1xuoSC/zWazqNfr2N3dxdmzZ/13jUYDm5ubfqI1PZmU0NLOo4uf4ThrZnt725+GG0UHO5xtbGzgxo0b6Pf7/lBVOajv3MGkbU5L48JfgkI7RSw1L65tQmphyAa0iGdV0Fu7vLzst1aM01zks1dVAjrnzuLgfPgVABGAT0RR9DHn3CKAzwK4CwcnJP1cFEW77iCXHwPwUwCaAH4piqJ/jEvD0t2PY1+FpNck3yd9piV0XH4sz17I06eXw/C5/CfJrQXlWQ+kmZmDQzdzuRxWV1exvr7uzzrkVLRer+ePkeZguoyD3tBer+eXELVaLWxvb3sAz87OYnV1FQsLC3jmmWdQKpX86Uj0elKC0/Mq9yallIyz0ZLURygcieqlJtlfarWaL9fS0pLfO4fhZNxxGktSSiIB+wB+PYqif3TOVQB8yzn33wH8EoAvR1H0O865jwL4KIDfBPCvcHAu4H0A3oWD03TflTRDmpNYamAStTROyoRU3bhwOm9JSUu9JGQBsNfr+cFtHY75lGNcfPfe974XFy9exIsvvohUKoVyuYznnnvOS9OXX34ZDzzwgLd7OEG6Wq36/V3q9TpqtRrq9bofE1xbW0M2m8XGxgbe8Y53eM/lW9/6VtTrdX/2PAA/hY323nA4xG/91m+N2HtUK8e5+i1mJuvA0oiko4n2bUhK8qTe+fl5zxDlusNXQzuSlOR4shsAbty+rjnnvouDc9/fh4NzAwHgUwD+Bw4A+D4An44OcvoN59y8Gz3QcyxpvT+klpIkIEPccZz6OU6KSXUqTlImlcBxklU2uHze6XSOrJ2TYThvkWAEgM9//vOoVqtekvX7fZw6dcqrpnt7ezh//vyI04TDCsCBRGg0GiNT0gDgvvvuw3e+8x3Mzs76Tt1qtfwZgVzIy3mVzjkvDT/wgQ/gx3/8x3196ZUNVv0fhyx70Kpb6xuZLysfrxYQJ7IBnXN3AXgLgMcArAhQ3cSBigocgPOa+Oz67WcjAHTOfRjAhwGMnA+etBHi7D0dZhIjOe59XGPp7y0moVVQHVavmNc/vZqezgypusl0P/vZz+KTn/wk3v3ud/tnvV7PA2Zvbw9RFGF7exvlctkD5sUXX/QzaORRXiQ6cfr9Pu6++25E0cFcz36/75cr0WYEDqUa1x7+/M///BHvp5xEPk7aJHlu9QOqxPJZKB49ZTAJQz0OKBMPQzjnygD+DMD/HkXRvko8woF9mJiiKPpEFEVvj6Lo7fS63X5uGrS6gEnsNSseHWcgb2b4pMAMkXY0SNDwuGa99X3I7uA37FCZTMZvfJtOp5HL5fDxj38c586d81Kp1+v5re65XcTc3BwuXryIW7duedvnzJkzKJVKR45Iowo7Pz+Pp556CpVKBcvLy9je3vZzTOm4SaVS/kBOqp+DwQCf+cxncOHChSPDDXF1O2nHtvoO/8cNc4TSklPzdN7G9Y84SiQBnXMZHIDv/46i6PO3H9+iaumcWwOwcfv5OoCz4vMzt5/FUlJVQ6t6vJ40Hiu+ScJrznjcdCVx6z5LmjGPoQ6iVbkoivAjP/Ij2Nvbw82bNz1g6WhhuFarhX6/7+dwDodDzM/PI5/Po1gs+vE7SttcLodMJoOFhQW84Q1vwNzcHHZ3dwEc7hPKGTD8Rkq3hYWFiUAQx5BlmFCdxcUd90ynrZnfpGmEaKwEvO3V/E8AvhtF0b8Xr74A4EO3rz8E4C/E83/jDujdAPaiBPaftPlISQucNExceIvTvtI4JUkVVHcqEsfEkjSwxTgIQj77hV/4Bb/FgzwYU6q0zh2M/W1tbWE4HPrdqkulEs6ePYtz5875o824Yj6TyWBtbQ0PPfQQfuZnfmZklgj3C6UaSjC2220P8DgHmG5/ayuKUJ0kId0O4+o3STqT9FNNSVTQHwLwiwD+hXPu27d/PwXgdwD8S+fc8wB+/PY9AHwRwCUALwD4JIBfS5IRi+vJ51anjVM1xl0npSSqcBLgWjagJA46y9ODdNxxdrAEHz13f/AHf4CXXnoJjUYDjUbDeydpr/E7TqRuNBoeqFtbW9je3sbKygrOnDmD1dVV7zmlHfnXf/3XeP755/G7v/u7eOc73zmyPEl6fzudDu655x7cunVrZHL3OKLaLGfexJGss5CkDDE/GSZUt9KEkEwsadwWJfGC/j8AQrX1Y0b4CMBHEudgDFlexRAXCrmmQ2GTqp/H4WwhEIbunXNHJERSssJ//etfx+7u7siC2Xa77bcCZP5ocw6HQ1y/fh0XLlzwHY7jfcViEYVCAefOnUMURX6eZK/Xwze/+U384i/+In75l38ZjUYDf/M3f3PEe3jhwgUsLy/j+eefHxkqiSO2kTUuKsO8UkoShxz6eDXSlDTVM2Es/XscyJKGC6UdJ3F0+ElAz87EoQJ5+CapXC57R0mIQhJX2nXdbhdPPfWU3wyp1+thf3/fSxK5xR6PRqMKeeXKFZw6dcoP8lerVT/ozuEELixOp9N47LHHcP36dSwuLuLXf/3XsbOzg6997Wt+lk4qdXBeBJc/NZvN4Ap4q844vmhNAbTqZhIKqY5axQ8x8ZAGNglNzWRsUhLb7PtJx82LBAhJqjX6N0mcVhrcnZqr3ykJmS5nniwuLuLMmTO47777/DaBVBNlmbX6JZnV1tYWHn/8cWxvb+ONb3zjyBmCmUwG/X7fnxu4tbUVqwkch5L2Ecv+C5kPDDtudk6cTZiEpkYCaoqTWKH3x1FD9bO4MFpSJuF8IYmq1ZqkHUiTXuUNHEi1vb09v3CWThjZoaIowtmzZ7G6uop0Ou09pLOzs/7IsG63O7LaQR5nJvNz6dIlXL58Gb//+78P4OAotHK57L2mXLzLmTf33Xff2LImpVeTYVtlkybQJDZkUpoaAGpjWRfc8pzFqadx4fTzpPnivc6rzHNcPNaPKh3zpEEZRZH3jmritxqAt27dwve+9z3U6/WRFQ1cr8e1fdwnhotlOft/e3sbs7OzWFpa8mOB8px34AD4tVoNAPDbv/3bfn1gKpXyk5c5Lvnggw/i3e9+Nz7zmc/ga1/7Gh599FGzE7Ms1sbHFk3CoK02i7vXdmxI9U8SfxxNlQoa6tjy2Ti9e1LOlJRjWuBNagPIk2/ZieWW7+PyKkEUyrO85+JXps1OzU5Jp4xUU+n9rFQqfpv6nZ0dbxvKTaGy2SxqtdoIMMvlMiqVCrLZrN+C3rmDrS7e9ra3+TWJly9fNu05OQsori7i3o1rx0nbOfQ+xJSPI32nQgJadoV+P6k6epw8WOlbTqFJ4uS/HIMDDoGht6u3gC0H0C2GpMPPz8/7sxgIPoLFOedtQs6G4e7W8/PzXgVtNBrY39/329JTTeWcT7kWUc735I5nW1tb6HQ6yGazWF9f97tor6+v+13HdD0RgKFNk8bVs/Xc0lji+hlJhgmFfTX63VQAUJNWPS01NPSM18DR2TKWWqrTtfJi5S0U3nouF9NKL2gS454NreeJ6nRYpn6/j9XVVfzn//yf8cM//MMA4M/04/YQ1WoV+/v7fl8XMohyuYwbN25gaWkJKysrGAwG2N3dRRRF/qxAAo9HnPV6PczNzfnj1uTUuH6/j/X1dXzuc5/D/Pw8KpUKnnnmGVy/fh333nvvSFnIIKzyh+okyXv5jvVoqZdWWCvOuHjH9QuLphqAvCaNc6bIxtTvXo08Wc9CHFZ/p7eRD3nXLAlHkCQBLDvx3NwclpeXcfPmTQ8KTrCu1Wp+zii/y2azaDabOHnyJIDDlf/cqIljgdzNrFar+XMgyuWyl4C0Mbn9fCaTwebmJv7f9t49RrLrvA/8nequR3d1T797pqdnNC+OSA4lDUk/qLUDBbQtWxJk0zIiRAkQa/2Adhc2nGA3hqUNsOsEawM2ogRZ2MhCC3ujBFEUmYosQo7sZMyRZdGURFGmKNJ8aYbzYM+o59GP6ldVV1ed/aPqO/27X3/n3tsjkV2E+wMKVXXveXznnO99XvPz82FX+bVr1xIMqAMeeQk4TZvF+jRPmfq3ZWLqd3fCfEAP+YC7kUJW1aUsWwAAIABJREFU+rSy9LPddhKQZOo8mlLny5M2ll8ulowFFay6vPd4//vfHwIi3ncO1JXDmOQ0bCbgI0eOYGBgAEtLS8HklM/IyEgoQybpBwcHMTk5GY67B7bvkZd5QjnmUM6YWVlZwWuvvZa7P/L2d0z7xZgjjdFjVlOWO3IndNUzDAjkd2ZjZkGalsqqK+1jlb1bXLPabbVLfqdtObJwEp/x137t1/Cxj30MExMTYeeC3FQrvqD4oXJN9Y0bN3D48OHgJ66trQWtJsvClpaWMDs7i6GhIayvr2NsbAyjo6PBFBPtWiwWUa1Ww454WcZ27ty5HduC8gpNi8GsMdK/rd0MVrmxMqxNuTE62Q0j9owJmiZpLJ8t9l+bJd8PEzSNCfX/NC2VR+pasNvJeQ7qvP/978dzzz2HP/3TP8Xw8DBu3LiRuOUW2F5APT4+jsHBQVy5cgWtVguTk5Oo1Wo4cOAAlpaWwqoUWbzdaDRQqVSwtLQUjrgQDckT2UDyOrGrV68Gpszqg91aLjGmTdtpn0fIptWxW9OZoac0YGyVgiVxsswxC9IkXF7I09Hfizkaw283goTnE4vFIh566KGwwPrSpUvhOPetrS3U63XU63Wsra2FczArlQpmZ2dRqVQwMzMTpkAKhUKYnmg0GhgZGcHIyAhqtRoqlQqGh4cTEVdZceN98s6La9euRRdY72Z88qSNMWRWuZYAt2jP8kHftBpQIx6bjJf0Ol3Wb503bTI+RvwxM9GK0KaVaf233uXRolkD/qM/+qNYXl7G6upqOKBXjhOU8lqtFq5fv47x8XGMjY2FU8FkHenGxka43npychJra2th/+LRo0fDMfSyoLxYLKJQKOAXf/EXcf78eQAIS9Nk2oIn9mOCLcv6sMw/zSiWmZrnOyaw9Q4IjdebkgHTIEbUeaKieSKid6LRssxPDd+LmZIHx7R85XI5XE0t14SJBrx9+3bYu+dc5zDaVquFsbExjI+P49lnnwXQiZJOTU2FecKBgQEMDQ2hv78fN27cwNbWVjgHRkL9xWIRR44cCRFVvvmWzVON726neb6X/uG8afXFGDXtdx7oCQbM6oAYE1na7U6e58UxTSrG8uT5nSUYdjOoVh/Jidd9fX2oVCpYWFhArVYL83gAEitlCoUCTpw4gYWFhXAuJp8oJmeUet/Z61cul8MxhHy04eTkZDiwl9vBc4VS727ciKx3adpxN+Xw/++FwdOgJxgQyG9SSlor4ML5ucy0iXxOvxs8Y+ZH1rxUlgS10vE82W5wZJADluS+d2EoWYbGfSF3B964cQP1ej3cETg7OxumEiYnJ3HgwAFsbGxgaWkJABKrZkqlEh588EHcfffd5jrW2Bkr8p2mcXSaWB9YMYWs5W5a0Ka903llMv5Nb4KmmZGa+XZb3uuNr8BuB0LKyWMOW/Vl5RsdHUWhUMD8/Dycc+HoCQCJpV/e+7B7vlKpoNVqYWBgACMjI4lrzarVKubn58Ok/sDAQEKDeu9x5syZsFZUC5I8m3LvBL4Xc9AS+nnK53HLe7eFQM8w4G40oE7PkCe9pRHz4hgzayytnCVBswRJmhaIMWtaebdu3UKtVgvbi2SCX8oSTSinZ8ulm7IrolQqYWZmBouLi7h8+TIGBgYwMTER8ogf6ZzD2bNn8dM//dNh6R0DT1VYx2/sZtFDrJ9jfZ6mUfV3LE/esvJAz0xDWB0pz/XvPCZEnjLzaByrjqy8d1pmDMfdgiaedruNI0eOhOvGJCgi71hDCfEPDg5ic3MznMQttxpdv34djUYD4+Pj4a48viteyrjnnnt23D8oYM1r7pbRsjRRWt/F6kob4zwH+u6GngR6hgGBbclnLTrOI4WyOj9Naul0Ok8siplFFFa6WF1ZZaThkAbtdhvvfe97wxmdfJGL+G1ylqc8r1QqGBsbw9TUFIaHh1GpVMLR+LKJVzQfX28mK16OHTuWilMW5CFk1phWn/DztP7XVsNuNJxV7m7M0J5hQL0fLI3BYszIz6z3WfnzMHSeAeXfaZLSOlFLlxErK6sN+vPjP/7jOHnyJABgcnISU1NTYVpB7gvkdZxXr14Nc4Y3b95Es9nEiRMnMDMzg2KxGKYUZIE3w9bWFk6dOpXJRFnjktbPWfl3oy2t/hKI0WSMXvIIDoaeYUDAHoC8ql/nz6Pp8ryP1cX/0zpervOKbSWKSdcsRt8tVKtVPPDAA6jX61hfXw/Lz2RKoVwuo1QqJY4NfO2118IZMUNDQ4mAiggPOWiK2ydbm9Lwzmq3bnsak8TKzcMgaXikCTz+bV0nkBd6igGBnR2tHfJYQ9M6KFa+9c7Kx3hwGbH8AmLuySqRrMHPKi+tbn4Xe/+e97wn7POTSOfKygpqtRpWV1fRaDQS5qn3PixD46Vk3E98nAZPrEtUNKt9WWMY6wcrfZrQjQXGYrjwszxCPw3PNOiJKCgzm0XsQDw0rJmUIWv1DNep68szGHkYUZZm8VxbmjbU9cQGOAsP/b/ZbOLMmTP41Kc+hUceeSRMmgsuYk7K4UvOOdx3331oNBqJCXOJagrzee8TO+Nlon5qaip6DVjeZ9a39oNjfajLsq4Wt97F+j/rucBupyF6RgPqxln/Oe1ujivfzYBlEXMWI+q8EpQQohYi1ZewpOFvlRtLn4Zfq9XCW97ylkDEEkjhw5Bkg+3w8DCmp6fDtqJyuRyOpJCjLiQvLy8TDapvP7LakKdf8/RJlmbTdeh3lgBnGtP9GqOr2JanNOgZBgSyfbgsyZmVPyvdbgki6z8/k0GWNZKiffLMbWYJiLS6dV7RZnxltDBYtVrFwMAAarUanHM4cOBAmCsUoaHPtuG25V0gEevT3Qic2PjGGAWw9/RZ/ZRWvq4jq31Z0BMmKJDspNgFlHqAraVG1hxTDCzJl7bA25KEPBBpE/uSTkL/7DPl1ab6ubWgIA/hSrRTNuTKYmy5AbfVauHs2bNhjq/RaIRtS3xjLBO0PJdrybRZp/s2TZPo/rb6SH9bwkZPQ2QtkOAyuW13Gp3PAz2jAfN0SqzxsRuF0jRUmiZJk6J5JGNeHGL4xua1rDZY9abV0Wq1MD4+Hi5YkYtb1tfX4b0PGk+OkvDeh2MphMm4v/UJZt77cJRhFi5p7cqKLGYJKat/shjEep7m6sTo5PvKgM65o8658865v3HOPe+c+8fd57/pnJtzyRuTJM/HnHPfcc695Jz7qdzYGI2ypD6n5WcxDZRHq+TFLVZuLH3exdlZ9eTFzyI6/rTbbZw8eRKNRiOYoOVyGQMDAxgcHES5XA7fMn0iy9ZEczMDSlCGNWO1Ws11zVoa/rH3sf95GEzAiqxbeMQEfez9bpkPyGeCbgH437z333TODQN42jn337vv/rX3/l+qxp0B8CEA9wE4DOCcc+6t3vudJ9BSg8Uf4m0xwPYK8zSzUtJzSFw6Qpu0eRZJx0zTmKTL0lxpgsGKwmYNsK5Pm1pp4L3Hz/3cz+HJJ5/ExsZGWHDNpqjskNjY2Aj9J0cbyniIL1gqlRLP5Q5668BhxkF/y8cy9XVeS6jo9/q/nr9MG8fYhtu0PBq3vJCpAb3317333+z+XgHwAjp3vsfgEQCf9t43vPevonNP4A/nRUh3bmyJUKwDOJ3OZ71LwyENL6sMi6AsiAmU2ICn4Wl9Z8Hp06cxPj4ezE0A4TRr733YOyjajacT5DzTvr4+DAwMhFuUpF3e+x1zgNZ4xcbR6vdYGTpdrM5YWTGmT6uP87BGjN3pmAW78gGdc8cBPADga91Hv+qce9Y594fOubHus1kAVynbazAY1jn3EefcN5xz35D9ZNxAS92nDVYWw/AzK2/sY5WtcchKa7Q9lxmU1a7dppfP1NQU7rrrLgAIUyTCWBwk8n77Hno5PU2Ytlqtolqtmv0Vu34sre/1+5hWzxJQMUbMEpyxcnXASd5ZWnK3ghDYBQM654bQuSf+n3jvawD+LYBTAO4HcB3Ax3PX2kHyE977H/Te/+Do6GiU4XTHWR2Slbdb3w4cLKmVZwB1vZw2K0+OfjEHNI14dBoJlMT6pVgs4pd/+ZcxMjISpkNkTaeYl81mE6urqwnfD0DQfH19feGEbWFc2Q1x5MiRXIIi1l/W2KSNqzUe1vO0fPLM6rsYLehyY/dbpEEuBnTOFdFhvv/ovf8vXWTmvfct730bnauoxcycA3CUsh/pPkuFGLPEGEPny5I+eRgz1tkWjjHcdwux+mPPYgway2+BLJY+evRoMCd5DahzLiw9894nnguhra6uol6vhzplFY33HpOTk6ltyIKs9LGxScsfY3xdJmAfZZJVV1b9McgTBXUA/gDAC977f0XPZyjZBwA81/39GIAPOefKzrkTAE4D+HpaHZbkZk2n/6dJoN1KTf6vf8feWWWmvd/tR8qyyuVnaW1J+8hi6Z//+Z+XsQyT7e12G41GI1ys4v329WjyrlarhQN7S6VS4vamvr4+nDlzJnd7djNW1nPLCslTrkVPTG8x2hNtmUWTeSFPFPRHAfwjAN92zj3Tffa/A/gHzrn7AXgAlwD8T90OeN459xkAf4NOBPVXfEoElDtOSx5eKRJbMcK+lBUV1O90Pfw/TYpZTKDT5lkJovG06rWINgsHfp9ndU2r1cLp06fD6hZeTiYBGdmaxJd0SrS0v79/B+E55zAwMIBKpRJtc1q/WG3R73U5ab4092NsEj6tH2O4x2ggNm5pkMmA3vuvALAo6r+m5PktAL+VGwsgMYix80IshtSr9yU6pW/A0ellukMgbWD5vZbAug1ZhJbGpLshUOt9FgHw81arhUOHDiXuf+ByGo1GCLLwc2ZWq28GBwcDA8aYwcI77X1WP6Q9Y42X5QvuBmfOa/3OCz23FA3YjjAJowix8hwhp9HlMEEIIzLj8f880TYuT5sdPAdlaTbr2L3YvCA/SxvcNAms15fG+tj7zhxetVrFwsJCuLdB8FtcXMThw4extLSEzc1NrK+vh6VrMhbykXrb7TZGRkYSR1HENFdaW3WbrHZkBZr4w31iMSbXpceZ6c16pz9cZh7ouaVoMQmZZgakdYb1nUfKaRzSytDP+LfekmPhmBeXvM/T+oPfb21tYWZmJviAcp2Ycy5MyvMKFyZAJjIxUwGEKY20fk7rAwFNxHm0Str46/cWTrHfaf+BfIeFxaAnGFB3kg4BW9LJep424Hl+pzFEjIgt/HUZedcTxurMKxzS0lvvWq0WTp06FRhIrAMxSVdWVsKSNavtMk4ylyhrSGUtaEwI5mmDlT4mWPL0UVaaNDysXRRcljX9kRd6xgSVpUvi8GtTUZuMWaYWr87PGpw0f4y/LZMny9wQPFlaanxigYQ0AcTmdJbkT4Of/dmfxeOPP45Go4GVlZXEXr8bN26EvpRVMoKrpGu1WuG23P7+ftx///0olUrY2NjI9Jtj/Wi1NTY2Om2aYOU0eu7PYui0yfc8c895oGcYUAZaBlkawrut09Y8xoicy7PAysf/NY6agPTvWF38LBYF1YQTW4ZnRXH14OcN8szOzmJ4eBirq6uBqUUbttvtwEwWcXFdYoK+9a1v3bHecjeg22PVZZWd9j/GsLF8FhNZQkRrwbTodwx6wgQFdko9S9OwdNYf8bX0aoTY6ogYQWWljUlJLoN/x6Sy/m31Q5ZUtRg3rRzr3fT0NCYnJ9Fub1+sKZaG+ICi/bgOZoRWqxU2+p4+fTpYM3n7MO+YZI1h2v+sfogxfFaZMfrKCz2hAaUhQPJuO9YUfJKyvJO8afNpbLLy1IQVKeWydHlAfPI11ib+HZuj1OWnMSrXbV1uKe/StJ+u/8CBA/jABz6Ap59+OtGPcsmKuAQceeYx8d6jVquhWq2iWCyGucU8AsPCW95Zgkub6mmRyVjZVnpOK8JDj7O0PzbprsvOCz2jAQHbttbv+D8Pln6mJZU2S2NSNut5mpSzymBBkreePBJUp9mt1Offp0+fRqVSCVaG9LX8ZvOfiYyZXe6M303fpOEZwzdP2620aQIzJryy6mamjdFtFvQMA6ZJrxhjcTicGx1bZsTp0jo3RrS6Y9PKt9qW9lvnTRMmFl5p6dPSbG1t4cSJE5iamtqBM7C94ZZBWylyuNPq6mo0Qp2Gr9VXWWOQp++yxjxPn6b1p8abGTEv9AQDMjNJQ/TJW/zhlRjWe3kGIPpO15n2LFYP426VYeW3BjLNT91NOVnvrDK3trYwPT2ND3/4w4kAjJhizWYzTEswjjIObKouLi4m1pSm4WWNfWycrHJitGGZiWnlM81Z6ZgW89JP2mZkDT3hAwLJnesAwppE+a19wpj0zFrnyd+xKQor2spMLfhqQrKWmUmaWCg95tdYIGli9WicY2BJ73vvvTcq1TW+Vt28lcmqJzaXmNZW/Z227jNP/lgf5cFLP9eaXrtHeaFnGFAawfNbwDZj8hpPTqvLYJD0nNYiJIsZBLTvY304XaxtFsRW98Q0Bf+21q7qPFnrUgW2trZw7NixEPWUOrTkj5UlewmLxSJu3LiBycnJsLZUQxZh6z7Qv62+iI2JfqYtpzTmZGHI/c0fbW3thvEEeoYBhUm0hOW1lByRA7YJUTOlfPS8ouSRb+uOcg1aA1pmkYV/rByB2NpIbT7pdYhcn15wrgVTGh464jgzM4NmsxkuZJH9fYODg4EReWy0pm42mygWi1hbWwt3BmpgnDmqGjPBOdDD5cVMfKuPuAzt1liMpzU4B6Is01b/5nblgZ5gQEvCWSYnd5SeigDi11nrwUtjFIZYON/CRePOeOmyNI76ufVMS2MLtJBJAysNlyv9Yx0vb+Xz3ieOurfGJA1XSxil5dHjoJ/rfFprWWVrYRtjbsvcjL3Pgp5gQGB7KRrvfpD/vOqef1saE9i5R1CeWVovjWH04Mr5KNrsYFxiZqWOHOr6gJ3zjLGlZixEuBytATWwMNPQaDRw9uxZPPPMMyGqCXRud2L8tSBgS0VrF40baween2UtZfnEMb9TBz5YWOk+1dNBaQEerdXkqA2hAaYHXafkyws9EQUFkgNl2ercUE38AlmSyXpupYnls37rzs6rfWLlWWnuBOdY/8XSt9ttnDlzZgeDMWFrYcVECiAR1LLq3k0/aIbIap/V/5qZ8pZnMaeYr8DOOUVm1LT2WtATDGg1msPA/IzT6xCyfq4HUzOu1Vkxf0vn09LSepblo1jEE9Meafnv5GP5XQ888EDAJc3E1/3KZeQJWsWYS7cp6/9u2shjm9Wn/N6iyzxjkRd6xgSV05cZJJCiJYvemMvfMfNLnvM95voQYAukTj0fpCNfaaYSm7+MN+dnk0zK05tdmQh0W3dDADGG+omf+Ancd999eOmll8JzGRfnXGKJGdchfdrf348rV67g6NGj4ZkeAzZBWcjKtWb6Hdcn5cUCIJbwlLJ1mTyGlrDkcdaCn9NIfkuo5IGe0YDeJxdUW9+A3VlpEknAcr7zSrM80lfXyb/TTB/dB1b75H1ejZr10XXKZ2xsDHfffXeiHtlga40XlyXMLJFqK11aP+Vph2ZIy+Ww6rHKjjFtjAEt5mOatYRzHugJBgTSCTCt07KcaWug0ggzxpSWRM7DcHfCHHnexdJlCaes9A899FCiDtkdIfUJWNaGcw6NRiNKyJppYy7BnbY/iy6ssvg7zXy2/Lu0uvJCT5ig0kA9CSyRNTniQI5R55tYJb1zOy+F9N4nzBr5nxaNtKKEOiSvzRpJEzNB5X3MdOTfTBSWzytlSJmcV8w5/c7Cy4J6vY5HHnkEv/7rv55Y/CDlcn5tSspd8nLQk56+kDETbcp9ylrDio5yO4DtHfvaRNcmofwW3NmN0IE+TqvLZHeAo6BWsHC3GrAnGBDYaSLKwPJKFiZKfs6+gTU5rSUcv0+bjOf0eaSzBbuRhpZ0js2BWvmYQTmd/Na4WLjJiWbsI2utZZXnfWce8MCBAzv8Jh5LS0BpoaM1Ef/Xbd+NWZ7mClh4sMWl+yzNN3zTaUAgORBZE81A8qgKySNMKcAEFNNsWqPEOk93uJZ2MUa+EwZMM3WknTwnB2yfTL21tbVjzjELByZsWVxdLBYTd/+lCQTdT6wBOZ8WDNIWOW+Ux8tiFK4j5qrIe8knuPT19e2YUtG/09yMGHPF4hR5oScYUKQnDxIPPktOnpDXElHyWGeCihnCe9vYHAV2mmqcjolbzBjWwmmmoTzTHw1sLrF2l4Fn3Pk2I8GJTzLTJrllyjFIuevr6/jt3/5t/O7v/m64dowDDrpdnLevrw/NZhMrKythklry9fX1hT2HkkduVmJNzXm4TmknW0LW3kXrw6apPohYp+O2anNVypD03EZmwjcdAwI7pSz7gPLMMj+15NPv5Ln297R5ycxnPee8WuKlaRhOEzssmPHh9siqH74mTBMkl10qlRKnm8V2+muctZb8mZ/5GdTrdXz84x/fYUrqvPr38PAwvN/219kslhU2Mpabm5sJP7O/vz/RXu2WsLa3tKAV1OHx4nZYjKOZ1RJe+r3+b2nJNOgJBtRIC0Fp7cKdpE0sloyWaSqg/ca0pWnad4lJuzRTjxle/9fppWzRDnwyHF8XrcsSjacZL6bpLPy0sPngBz+IV199FY8++mhU0Ogxa7VaGBwcRKPRSDyXseDDnqRdrMGEAeVuQsaLhSj3Vey3ZiypT74tU9PCK2aS6nT8LrYTxIKeYUAxQZn5+FubfpaPIxqDyxXbn81PbSpaA2w5+9oE1QNgmbKa4SwzlNshGk7O4wQ66zHlwhQhUiFUqy3SdosB82hrOWTpgQcewGc+8xkzspemBfV/xoMJWjb78qFPOuCmzVMeC5lz1OPB9XDEVHxNKcsyQ+UZX0jDaz7Z7NVrQS1TPQt6ggEBeyUJSx6RkPycf3NQQjOwvAeSGk+bsBZYpqHWgAB2bJWSdFy2xRCFQiFoO7mTXWtNTseCxBJElh8aq9tqJ6fVPg4LjZi214JH18FliHCU35JPmFIWAfA46r63AjF6rBg3SztawbVY+TGT0yovD+S5nqzinPu6c+5bzrnnnXP/vPv8hHPua8657zjn/rNzrtR9Xu7+/073/fE8iLAky+oIywewpJ9lHuh3sUGMmRexAY8RiCYAATkKvlwuB626srKCpaWlcECutFUYk2+xteYz+Tv2Xj9LGfcdJpwG/U5MZX7P5Vn1y427fDe95JX/zjmUy+Wg/a2xyTOGMXoR3LMY2irD+qQJdA15NGADwI9571dd56LOrzjnvgjgfwXwr733n3bO/T8AfgmdW3N/CcCi9/4u59yHAPwOgL+fVoH3PgycPohXBglAMAG1FuNyYqakFQCJEa/OK4zApoyOpHG9ljaRm2WFiDY3N7G5uRna3d/fHzShnFItq1Big6pxdd1Ah2WO6v5mPGMEs76+nqhb+8K6vK2tLSwuLmJiYiKxhUfSWFqJNYr0h9zOOzg4iP7+ftTrdfT396NcLocNw1tbWzsCPZYw5HHi67Zjwl38N22CMr7yHVs6+X01QX2nt1a7f4vdjwfwYwD+Yff5JwH8JjoM+Ej3NwA8CuD3nHPOp4gFQZrNKB3cYCKX98BO30rKYzMU2HbA9dxg2kQ8Eyr7QdbACWhtUywWUSwWExG+ra2tcHS7HOUgOEq4XtJbZVr4aeLOCzHmBJBYVmaZ4lZZEtnk/tDpWShqrSi+rVgHLJQ2NzcTi/OZHjT+TDNsTeSxZoDkqpiYRWRpWMmbF3L5gM65PgBPA7gLwO8DuABgyXsv4Z7XAMx2f88CuNrthC3n3DKACQC3VJkfAfARABgdHQ1SRmtAnu+z5sh4EIWAu+WH/8zUnN5aTWNpFelc0YCiDUUac1BEJLXkW19fx/r6esBdiGtoaCiYbLVaDd77EHgRouOoJhOt3rTM7WMiipmZlvay3l+8eNEUbvzNdRQKBSwuLmJ2dtZMq+uSPhO8eVxKpRLW19fRbDbR39+P4eHh4DM2Gg3U63UAHctCpj7W1tbCXChrI/4tWlDPU7IGZM1pBXeEOXmPoC4vL+RiQN+54fZ+59wogM8BuCd3DfEyPwHgEwAwOzvrtdQQJhTgLSt6QponnoWhrCAMbxgFklt+DPx2bB+SsnlgpN6BgYHAOPV6HY1GY8fVzXJ6tHMuSHRegGCZw/Lbkqp5zOeYGcrpNIP09fVhZWUFFy5cSAg5TmcxJQCsrKyYjG8JDGZiXtep37VaLSwvL4eJ/FqtFvzkWq2Gvr4+lMtlVKtVlMvl8I7nE6UcS+Ppj/bpeB2s1opWjOD7rgGp45acc+cB/A8ARp1z/V0teATAXDfZHICjAF5zzvUDGAFwO6PcBOPwc2BnQIDTsEbUzKR9HP3bmrRnQtFmLqeV/+VyGUNDQ8FMqtfr2NjYCGWINK9UKuE+dWFOjavGQ9qkD0WyNEoef0/+W0zH5RYKBczNzeHChQuJcqz6dF2Li4smHhofrYV1v3MfO9e5p0L69tq1a1hbW8P4+DiazSbq9TrW1tYwNDSESqWCAwcOYHNzM1wqI0I6LciXZlZq8zL2XqfNA5kM6JybAtDsMt8AgHejE1g5D+DvAfg0gA8D+Hw3y2Pd/0923z/uY6NB0Gw2g8bjFRM88M1mE319fYk9ZyzpWWvKoImZAyTNN+2baC3EZReLxcThtPK73W5jaWkJq6uriQNqhRAKhQI2NjbQaDSwuLgY3XAswJqFB5VXwHC7Y1pI18ESmsvgfJymUCjgsccew/LyMorFounr6jqkDDFbtaWhx0nSsylntV1Axm1wcBBTU1MYGRnB9PQ0RkdH0W63Ua/Xsby8jNu3b8N7H3xvCeowA4o7kWaCyvjq1Ue6DG2CctAmD+TRgDMAPtn1AwsAPuO9/4Jz7m8AfNo5938B+GsAf9BN/wcA/oNz7jsAFgB8KKsCLTXYJwCQME8kvfYPOZ+1hE0TomW2adNKGErKYCaQgZG1hRI8GRwcRLFYRL0XY/VcAAAgAElEQVReD9c6O+cStw5Jm6ROBiZmi4ilHziYxGVZ5p3ua0vrcf+JmWf5lRpHLQCWlpZS69ECx2q/CFkhZGZM732wJFZWVnDz5k0MDAxgYGAA3neOxxftt76+nmASSwPyuGZpQe1PWqZqmqCyIE8U9FkADxjPLwL4YeN5HcAHc2PQBUGeV67oVSzMhDIgFlHrvWuSXv/WkpkHulAohLk6DmOzDyih8L6+PkxNTaG/vx/NZhPz8/Mhj+DEQSYtOLSvpxeiS74sn4/7xBiXRB7+bxGNEBovfdP9aZW1vLxsmpkx0FaHPBMm1IzMdbbb7XB/fbFYxPT0NEqlEm7evLljMbVYRCykNcNpZtNMGktr/c4LPbESxnsfzEvRJiJ92a9jv0ibktbEM0fYtJMv5chvqbNSqSQ02fr6OlZXV3Hr1i1cuXIF5XIZjUYD6+vrKJVKGBkZwezsLC5evBiY1mJ2PYEs0wyaiPUCatZq+sPAWk9HdhkPrck4wiewsLAQTEmdh3HjMkVozM/PY3V1NfRDjPHlt2Yw9rXYRGezjjWQlLu5uYnLly+j2WxiZmYGBw8exM2bN3Ht2jUsLS2hXC4HrdhsNjE7O4u1tTXUarWEptQ7LCSYw30lTCkBNq0d35RrQZk5gJ1LxjgKqolSgCOiPA/IpoH2wwSKxSLK5TImJyfR19eHRqOBixcvhony9fV1XLp0Cc65EO6W6YZisYixsTEAOwlHt1FPI8S0BJuaDEKg3D5tnnMZaf0de16r1XDt2rXgQ8XKAHYGi1ZWVlCv1zE0NBTNZ2lu7SOmMS8Tu/7u6+vD1atX0W638dJLLwXfUNKMjIzg5s2bcM5hdHQUAwMD+O53v4t6vb6DmXgSXwdZeKJexiXLV7agJxgQsMPszGhsq8tga0KWdBykkfRM0DJQPOk7OTmJcrmM5eVl1Gq1EMmU8vv7+3Ho0CGUSiWMj4+j0WhgcHAQ4+PjqFQqwdfTJiZrI9GyHNa3fFDdB9Zv7jdrZRBbB1Z+/Y5hc3MzWALW9WS6PNbatVoNq6urqFarO9JqRmKi1T46a0V5z/Nukp+neoRGCoUC1tbW0Gq1cP369TAt1Gw2cezYMQDAa6+9htu3b2NqagrT09MBb54HtJjKmszXmvFNtxhbTFAdWOHJaADh6iseFACmBJX0wDaByJRAsVgMzCMT4S+//HJCQwEI6UZHR3HkyBGsr69jcXExRDir1WqC6bU/xQQqk/Rag3M6i4G5fZa2kDzsN8o77l9dnvZXGO9nnnkm+LFsMWgzl9sn4zI/P49bt27h4MGDUROW6xOC5flQDm5xvdJW2UXR19cX5lJZe4nJePTo0SAUBM+TJ0+iUqmg2WxibW0tMN3Q0BAOHjyImZkZLC0tYW5uLmhFOXJf+5XyHEhOxL9pTVBt1vBgS8cCO7cd6YliKUO+ZZ1luVzG1NRU8DUvX74c7H9tGvb19WF2dhZDQ0NYW1vDc889h42NjcDAwnR8r7oVKIn5etqMZgkq70W7MbEzUUqZks/yC7kuAS7P0jivvfYaGo0GyuXyDmlvjRW/Gxoawje+8Q3cd999iXZwWh53jSeDZYJ778PSvVhZLJh4fA4cOIDJyUmMj49jdXU10ecLCwtYWFjAXXfdFQTz4uJiWMUkoH1E3TdvSg0IbPtvVmSSo49ZvoFIbFljWSqVMDo6imq1ilKphFqthqWlJayvrwNIrkf03odlTzII3/rWt7CysoJisRhlcAFNQNayMZ2HnzHh6Dos89QqL03byG9mQG3SFQoFfPOb30R/f39Ye6mZToMQYrVaxYkTJ/DYY4/hF37hF4L/aJnjlgAQC8QCHnOZ8tF9xxpZymIGXF1dxVNPPYUjR47gnnvuwY0bN8K0SaHQWaf7/PPPo1qt4m1vexuGh4dx+/btYOpyO1jjSt/J7zcdA4qaF2LlQIMwhXQ8m2gAEpJOJsCHhoYwPT0NoLM06tKlS4ldB1IGa7KDBw9iYmICr776Kp5//nlsbW3hyJEj8N6jXC6jVquFDbHsI2iN5Fxnspi1kzzXQZM0YuS+4XZqZmPz2tKCklfS68AVm6OyAmZubg6jo6NYX19Ho9HYoYU1lEolOOdQr9fxwgsvAABu3LiB8fHxIDylbm4fE7Keu+X+iFlEcgRHzG/jcmSlkvT9X/zFX6BYLOLee++Fcy4xdVSr1fD444+j3W5jcHAQDz30EAqFAm7duoW5uTlsbGyE3SxsdmqmzAM9w4Dc+ewLCOHyYOmgRqVSwcDAAI4cOYKBgQEUCgVcunQJi4uLgYCYuVmzDA4OYmJiAkNDQ3jhhRfw4osvBtNT9qPp+rWzzZJXmJqJXE+Us6aWNrJkZVPU8ruYYTkYZZmG8jsW5BI8C4UCnnrqKXzuc5/D8vLyDt+P/XMtILR26+vrw3PPPYeHH344QYxWXmmrPmqDx1o/4z6XvYSsbWORSZ4+mJiYwOrqKr72ta/h3e9+N0ZHR3H58mV897vfTYzr2toannrqqTC1cfz4cdy6dQvLy8uBoa2J/LzQEwwIbJsxTBAWUclz8elk6mBoaAhbW1u4fPkybt++Heai9Nyc1NHf348TJ05gcHAQ6+vr+MIXvoB2u423vvWt2NrawurqasBN8NACQfBut9thC5HGWTMfawLL97HMST31wOm0D6bLkffFYjH0MZ/ZIiefLS4u4o//+I/x7W9/OxFU0dqSt0kJ41hBhwsXLuDhhx/e8TwmIDS+esopVoakKxaL2NjY2OGnsn/M5TSbTQwMDKBcLuPcuXO49957ceLECaysrGB5eTnRh6urq3jxxRdx6dIlnD17FkePHsXY2BharRZWV1dDhFX65E3HgKLCdXBFVkOUSiUMDAwERhseHsbExAQ2NjZw8+ZNPPXUU6jX6yGt2P0yuS+Me+DAAdx7771oNpu4ePEi/uRP/gRjY2MYHR3F4cOHsbW1heXl5YRZK/jJAmrnXFhf2Gq1wkqYWBtYQkp5zKRMeDJ4PM3C5Yg5zqasZnguX/IVi0W8853vDAvHR0ZGgkndaDQwNjaGH/qhH8JXv/pVtNvtINkBBN/XOYdSqRTKHBwcRL1ex7Fjx3Dp0qXEeaQAEpFDAWuKRvqH8RWGqdfrGBwcDM+1Wc/92d/fj2q1irW1tcSKF2ZAibS22+2wH9O5znzgjRs38Pzzz2NkZARve9vbsLCwgLm5uWBBSbT83LlzwW05e/YsTp06ha2tLbzyyithDvRNZ4ICSfNEGK9YLAaGk6mAUqmEZrOJp59+Grdu3QrBlJip4pzD1NQUDh8+jKGhITz99NO4cOECCoUCjh8/jna7HXZ+a23Jx58LyMAKfjLIWtNxevZh5L8wmfzmyV292Fz7Sezvaf+R80jZS0tLWFxcRKlUQr1eR6FQwOHDhzEzM4OtrS1MTExgYWEBzrmgHbk9DDzdAiBYGjxh3263cejQoYRW1praEhxsvkkf87JCHQ0WH4xdAlmpxH2maYIZVOoSRnz55Zfxwgsv4AMf+AAmJycxNzeHK1euhCi8aPtWq4Wvf/3rGB8fx+zsLI4fP46VlRUsLCzg2rVr2QTfhZ5hwFKpFHZBz8zMYHR0FMPDwygWi1haWsL8/DyeeuopANsMyiapaKBSqYRqtYozZ85gZGQE9Xod586dwxNPPIHp6WmMjY3h4MGDYY+ZMAeHtvV0ALB98rT4m7J5lqW3NikFP34mRMHpdV1sPmkm074ya0MBZsBWq4VKpYJHH30Un/3sZ3H+/Hmsrq7i2rVruHr1Kubm5naYglpTA9tzqEL0stXn1q1bQbOJYGi1WviBH/gBNBoNM0jFbRQTnm/i1dNO2nyUTbUyH6iXkckCAll2xu6DbORlgSFCp91uY3x8HABw/vx5XL9+HaVSCR/84AfhnMPVq1fx0ksvJZaoXb9+HXNzc9ja2kK1WsXU1BTe8Y53ZBN8F3qCAUX6iHl0+PBhAECtVsOzzz6LpaUlNJtNDA4OBjNICE8mZL33OHLkCN7ylrdgYmICc3Nz+PKXv4zLly9jdnYWJ0+ehHMu+HYSLGCGYKK3/M/BwcFw+jOfsCz48IZg9pN05FETPBMlm07aL2Jc2Uy1pDmD9x6nTp3CRz/6Udx///34jd/4jWBSsn/JQRRdH+PHIXlgp0apVCoYHR1NnNzNgRwpS2svbqswl9V3zLiWwBTakB0S7XZ7x4l6bOKz+c/HGB49ehQrKyv41Kc+hR/5kR/BqVOnsL6+juvXrwcc2YxeWFjArVu3EvGDLOgJBuzv78epU6dQrVZRKBRw4cIFzM/Ph4lQNnt4oCVSNzExgYMHD+LkyZO4ffs2/vIv/xJf+cpXUCgUcNddd+Hw4cOo1+uJZVWaIHREU9KIKSR+oKwB3dzcRL1eTxwfwR9mHvnmSXmZUpHfQHJCnQmEcebVQKwBtRbU2nRlZSVoLAE5v0X7pDpgJUwuxz1wm2T/ozDE8PAw3vWudyUCPZLWsgakzTrQxGYjt58jm8C2NtQMLWmGhoawurqasFT4vTA/f0s8odlsolqt4sqVK/ijP/ojnD59Go888ggOHz6MS5cu4cKFC8HyYi3MG5kzaT93ytcR+vv78eSTT4Y7BTQxs8/QbrdRLBZx7NgxHD9+HOPj43j22WfxV3/1V/jzP/9zTE1NoVKp4O677w6dfuXKlcTcH++2AOzDgeSYCQA7zEzRDFpLatNRM6GOYHIkFUAwl9i0ZmZghmVTUWs9ZiaxEh5//HHMz89jbW0N73vf+/DKK6/g6tWrwSTToLWoLPvy3oeVReIHz87Ohr7t7+/H1atXcf36dRw6dCiBH+Nk4c24S/9wNFTei/kn00SageSZ+LSCryzK5uVrOmrpfSdoJebzxsYGjh49GoTk7/3e76Fer+Pee+/FT/7kT6JWq+GVV17BxYsXE9owL/QEA66trWF+fh6FwvaaRiC5wRYAyuVyiFiePn0ay8vLeOKJJ3Du3DlMTEzg+PHj2NzcxNraWsjHhzIJAQtDiRlZqVQCUQtRyYS71pi85pIlKTOk9ll0MECeaU2j82uf0nqn/WCLuAuFAqanpzE8PIxGo4Enn3wyRA35ECu2CiS6y4sg5Lf4yxJtlrR9fX0YHR1FpVKJmuFMoGzRsNBgf06nYQbTzCdl6+ViYirKDg0xb3Xwi4WnrlushePHj2NxcREvvvgiisUizpw5g7e//e2o1Wq4fft20Mh5oScYUHc2E5kMfLVaxYMPPojJyUn09/fjS1/6El5++WXUajXcc889YScDm4CWmcm+jRCaDBxPY7CGlN+CHz8Ddm6d4m+LaQQ0k1lmF//WeTQITvq9cw7T09Ph3M5bt26hv78fhw8fTvSF9gPZH2R/T8xnYTx5JwdPyQlmOrikBQoziu4r3Xaeg9WmJvuDujyug90JbYJKWrZKdDqZohkYGMCxY8fwwgsv4MKFC7j77rvxwAMP4Pr16yGwlRd6ggF1Rw0MDIRo5fHjx+G9x+3bt/H5z38et2/fRrVaxenTpzE+Ph4WS6+trQVmkoAIM54QJofxgW3JPzQ0FEw6DggACMuYhElZyumVHpxP8gph8bQDM6U2V9nctpiW62AcWQMysff394d+XFhYwMMPPxy26PBSM3EB5CRuMfXEWmCNL+0uFovhRDjRgKOjowB2bjFjAuc2ao0neLMJKuXJe464stZjRmL/zDkXTM9KpZI4wpD9N243+9rSvxzZPXDgAIrFIq5cuYLz58/j4MGDOHv2LE6fPo0vfvGL2YSPHmFAYNtMGxgYwDve8Y6wa+Gv//qvw/rEQqGAsbExTE1NoV6vJ7aD8CBa/hkzAoOsqAGSy8JYWso7bXayxLWYWtql/UsB7Q8xgWnzW9ogwNMPuu1cvpbgpVIJs7Oz4cIXmU6QtbjNZjOE72UagLWCtFPvp2TTXQ5E0szGfWNpe7Z+ODKqI5zCIDJPqM1QDrbpesTkFHyZ0aQu/bEsDqlPFqxPTEzgypUruHbtGn7qp34qSucaeoYB5ZSrw4cPY2JiAteuXcOrr76Kl19+OayEmZ6exubmJhYWFsJ0BLDzei4JUDCB8uACHf9FfD/2UTSRS3l6raJmJsv3k7watEnJv7W/Z2kMwZNNYNYAXKcwoAirra2tcES+7BaRCOf6+jqcc9jY2Ej0A/ezPqeHF8hLn0h5Ith0X2iN1m63E8IUQMLK4H7gfKKNrEimNkcln1gi0gZZnCD5GCfuTxbEnFbGqlwu48SJE1hYWMCf/dmf7ei7GPQEAw4PD+Ptb387rl27hieeeALz8/MYHh5GuVxGpVIJnbC4uBgGG0hOyLO0Z5NTCEWIRSb3NXFrBmRtIissgORuCvZ/tNkpoN9rxpW6gKSJpU/0lnT8W2tpAAnpz+WzmVYulxMbhKW/+CAkNhe1WSdtZI0kwZilpaUQ+ODJbmmzLKXTmluvpGHzl6cmOGgiC7G1GcrM22w2wyR/s9kM6zblmfc+HLwl00wiELTJLH3F/S94ra2thbT6NIA06AkGbLfb+NKXvoSbN2+iUChgZmYmOLwSrZJ0VvRPazd+xxPXQnisZQRY0mnJx2FwNnnlw5PiQiyMD0dA89QtbbDAMmct0xbYniflNrRaLRw6dCj8FkKTYyiWlpZCJBnAjnZJeWKyChOL2Tk8PIxDhw6FKRwdeNF9y2222mqZ/VkmI2soSyOyBtTmO6fRY8xmcaxuOXg5L/QEA66urmJhYQFDQ0Nhd4LlD2ntA9g7xGWyWphN/Dx5zuaSZXJKeTIIwmAcLZO6eUBYC8eCKXkiovyfn+v3+jczpi6PzT9e0C3tlKMVhQlFi8jcnw4c6WkVAGHt7tjYWILxmPl4Xs8Saswo7OeytuGytNnIH8v/02Wzid5qtYLvygzMOPJ48ztdfl7oCQYUJpEoFa8kYYaTVSdssjChsUklElnyCPOwzwIgwWCsLdm801JTtLKcCyrmmxAyCwMd2ud6NGPxwEl9Wvuz6atNUK0JtbmqtYKkYQE3ODgYtJdMdPP9FoIbT13wXYcSDdXzYdp/5rrFZ2Tm4hOt+XhJMTFZ42i/TGsvFpiykdYSqIKXrHllM1SEq/ZbJV9Mi2dBzzAgL4sCdvpl7JtopxxI7pXjOSr2BSUvd5aer5KyWTpa0UQrKKL9N2mHAGtCjrhq85OJXZusQiwspOQ/t0FroJiG0MTMOAojsG+tCZbNQXlmaX39X8rXRK2fc99J+1kYWozHZqf+Ft9SM7TUIR8RKvV6fcd4a/wsDZsXeoIBmahFU2gGtCQV+2jSaNGUzHCi4Zi5RHtxecA2YbO5oxleE448k7boMrVgsUxGxlf7tZrJ2Rdi7cXaRftcer5Sm3DcPplOYGABwT4mEz0Lh1jfaYFomYvaFI0RtyVUtIDh32K96PWjTINcl9ASB2wss5bziyDLCz3BgOwb8MCzhBazhk06oDPAsnpFDsoV84CJls1O9v3kNxO5PJdv51zi6DsREnJjjzY/GUeLqfQuDI62yn/tn7LZJnklagls713U+DOwBhOm0VHEdruzoFp2fkidWiBJeczwhULnqEbeU8nMxG1jk05wsTR1WloACQ0ttMJaXTO/WFt8hgtv1JU+4Dsl5C4KMcelLBY6emoiL/QEAwqwKcaEy4OnCdc5t8PcZIaScgF7zaXWVFYaNkelfn7HhCP4aD9QyudQtgbWnlrjMyFqTailscbf0hRMrMKIMvkux1TouUDLj5MxEGHA0xo8ntpSkN8xbaenALgNvGWITUttimomZDz0dALXa+Egwk0LCUtzf19NUOdcBcCXAZS76R/13v+fzrl/B+DvAljuJv0fvffPuM7I/BsA7wOw3n3+zYw6Qieyfc8NFw3Dqy/4OAjpOK312ExlopTO5zlFqU9rWCB5YxNrYi3RtQZiYcDveR2lpBWprBeQS3mSn4mB+5DboYE1nTCYBCWE0GRiu16vJ26albaLFSD1CR5sTnLwxII0rcaaTPujrHH4YF6ewBf8+JQ0LlcEjTZBLebVu+3ZHZJypR7N7DEBa0EeDdgA8GPe+1XnXBHAV5xzstDt1733j6r07wVwuvt5CJ174x9Kq4ClBxOalqBMrGweaS3JRMMRND39oDvK0pyaAXmzKkcq+Zu1KuPNzMQak0061lraF4xpFO3LSFv4vTYjYxLc0h7a15H+10zH58CIWafHmfdBaq1haWk2zy2cWGux9rIYmzWh1ry6TI2bjAVHgnU6S8tnQZ7ryTwA2eJb7H7SangEwL/v5vuqc27UOTfjvb+eVo90Hms8MW2YUHm1hmZK1nbcIcBOM5A7lUGbjtpkkeeaiWRAmLE1IzNDcb2WGSwEpZlPgi2MEwsgq3xmPE2IlvkkxM9MpTWKaCBpu5iufKQ8CwHuB7ZCLCbXJjWnY03IbYsxpfzmMY35m9wf+j3jJXQobbfS5oVcPqDrXM75NIC7APy+9/5rzrn/BcBvOef+DwB/DuCj3vsGgFkAVyn7a91n11WZHwHwEekUPsBVq3wxO3mbkL5LQDNYmgkqdep6tEkp5clASz4AiSgqm8eCj+SNlc1aXs/1ee/DIl8uR+rl+Ukx1di01earEJ0sxeJ5sI2NjWCSye/V1dUEITGBCfHJcxaK5XI5BG/4NDUdoGBfkRlaiFkHhqSPLYEheAhNSFlcDjOHBFE4qMYMyzsjNN6a0WVfpAgqS3BkQS4G9N63ANzvnBsF8Dnn3NsAfAzAdwGUAHwCwG8A+Bd5K/bef6KbD8Vi0bO20hpBBkyksCZMeafNNSB5xIFlIlq+IePATC4mlPW826YdGosDNswYmiBl8HR6xhNIrhrhNa0clDD6OhFQkP/iS8lv+Yj/p6cJJK98sz/Kc7Ws8XR/stDTmkqbjSzILBOV+98ym7VWkjJl8YQ847osU5wtEa5PC7o70YK7ioL6zj3x5wG8x3v/L7uPG865/w/AP+3+nwNwlLId6T5LKzcxMFrzAcnjCbSJJ8D5WRKxBgGSpqWVj7UVDzSn1b6mtEPK5zqZsViDcqCCtQWn5/damLBWZjwYb+1rcV8yocdMshgxs6nM6SXIwdNJlgnHZbO2Y2HB5nSMwXRZ+sP1Mq3xf8181rd+r5mQx5rHLQvyREGnADS7zDcA4N0Afkf8Otep+WcBPNfN8hiAX3XOfRqd4Muyz/D/gO0lYcx8ziUjjtqUZAITItTEL8+tbUea2ViaaaYV0MzGzGiVwXNzPE/IHyYi7QNLORL0YM0DIGGWa0HCOLNU1/NkmmglOiraUJt+0q9Sh2zi5bskBG8g6T+LkGHTVHxIFgw8Dyf0IbhJtFb7c1yeNmfZBHUuOa/LZfC0jBawus84Cso7Y77fE/EzAD7pOn5gAcBnvPdfcM493mVOB+AZAP9zN/1/RWcK4jvoTEP8Qh5ELJ+LzTwdzdSSR4BNTTZNpWwhXiY8ILljwWIqjY/OJ+VbZpc2iZk5NJExc3E5W1tbYZ2lmHoy0GwaC0PLcyYsqUNrONZA+sMaQkt/qbPZbIbDeTc3NxM3EgHY0V8scOQT8wGl/ZZWZg3J9WjzUdquTWr+tn5rTcd1xD4xwR2DPFHQZwE8YDz/sUh6D+BXcmNAoKNmQDKqpxmDGRFIMq82UySPPOONpZxO8JD0Um5M47EZwjhwPm0KWu2U/yxt+TmH/blv+IxOy/zR2k8Te8y803k0IXIfsBm5ubmZOHlOE6fkZabSc2qWBrRw5X6wGIqnCjgtCxfNdDGflHGwNKemt7zQMythNAFpn0ybfmxychptfkqZMugcQWRm4G8ug5may2QfTDOxZQZz+eLbSho9rWK1Q9rOgw4g4WvpchiYmHilv/ze2toK127JcR96p4HgoMeCiVACOmyKMwNw/7BZyAzH84nc/9J+ec/Mz996Ip6FgI6qSj36t772WrfTYkAtjPNAzzCgZj4G7myWfGJq6kl51kxMJGyeWQyumU5rQEmjTSMxETXjsiloaT5takoaKU9H14DtaQhJqwNSTOx68zETvGgZ9nnY/7KCTkJw7Gum+Ul6bLV/KtrYOlxXa3ut2QRYy6V9W+XEzEhtDeg+1M+sNHmhpxgQ2Lm3SpugPIji57G5yHNxTODWb5GwWlpzPVozS11CBBxIYZylLZxGBo//c1laU3CdwnQsZTloJYRoHdGhzSkmfP7IQU3WnQ7SDsGfp0BYk2uTldvFQkj6X4SB1lKCJ/c/t4H7gOvhQEwaI1uMo5/p59IGS+tZzJkHeoIBpeOsIIY2x4Cd6ytFA+rzUaRT2Oxk85Anz9MYXdctzyQtRy11EEUzM8+XaVNVtLm1TcpiPDbP5Jk+/l7Klbk9CZSw2SlMIMzHGpDNLSFkFniseZvNJur1umkFSBp+zpozFrnU7RfhoemFGVPvceSoJNct+Vhj8yQ+CwRLs+rnzIh5oScYUIClkX4GbBOa9v20qShahZnHYiTN4NoftIhMm8l6aoAlN6fj+hgfDlZIG9n34T5gU1ef9yKrMqRvWOPyTgdrLxwLBtagzHja9GNhIOayMLfeliV1SJnatNZhf2Yers/SjvzeioJyuSwoYwyo/Ul+p7VeTPu9KRkwjem0JJU0ls+lzRKWeMxYWhpbzKGZiAdCrwVkvPVcIptR2hzT5goHjgS0GQwgaMpWq5XQmGJ6M/GzqWeZX4IP469dAT02lr8t9bBlwYJNjxUTMk87MNMIcPCEGVCbqJoBWTNy+ywzMpZHa2ptrmpz+01pgkoDWErxAHJDLb9NT6wzEbLm1Gajnj/T9cs7ZjI9jxjzQ+W3fLN/yvUySL3iY3E5QljyW5hPJL3VL8yEkk5vQZLnsphaTs3mdKyZWXvzuIipy/2f5VtrTQUkbzwS0MzKAlbjwOYsM5UWstrE1Om1sIppujvVfgDgdsOtrxc4524CWANwKyvtGwiT6C18gH2c8kIv4HTMez+VlagnGBAAnECYjK4AAANYSURBVHPf8N7/4F7jIdBr+AD7OOWFXsQpBva25X3Yh314Q2CfAfdhH/YQeokBP7HXCCjoNXyAfZzyQi/iZELP+ID7sA9/G6GXNOA+7MPfOthnwH3Yhz2EPWdA59x7nHMvOee+45z76B7icck5923n3DPOuW90n4075/67c+6V7vfY64zDHzrnbjjnnqNnJg6uA/93t9+edc49+Abi9JvOubluXz3jnHsfvftYF6eXnHP5r4rdHU5HnXPnnXN/45x73jn3j7vP97Sv7gisZTVv1AdAH4ALAE6ic7jTtwCc2SNcLgGYVM9+F53T3gDgowB+53XG4V0AHgTwXBYO6Jw68EV0TiR4J4CvvYE4/SaAf2qkPdMdwzKAE92x7XsdcJoB8GD39zCAl7t172lf3clnrzXgDwP4jvf+ovd+E8Cn0TlXtFfgEQCf7P7+JDpn37xu4L3/MoCFnDiE81e9918FMOqcm3mDcIrBIwA+7b1veO9fRedYkh9+HXC67runrXvvVwC8gM7Rl3vaV3cCe82AsTNE9wI8gP/mnHvadc4sBYCDfvtAqe8COLgHeMVw2Ou++9WuOfeHZJq/4Tg5546jc2TK19C7fRWFvWbAXoK/471/EJ2j9X/FOfcufuk7tsyeztn0Ag5d+LcATgG4H50Dlz++F0g454YAfBbAP/He1/hdD/VVKuw1A+76DNHXC7z3c93vGwA+h47pNC+mSvf7xh6gFsNhz/rOez/vvW9579sA/l9sm5lvGE6uc0/JZwH8R+/9f+k+7rm+yoK9ZsCnAJx2zp1wzpUAfAidc0XfUHDOVZ1zw/IbwE+ic87pYwA+3E32YQCff6NxS8HhMQA/343wvRM5z1/9foDynz6A5JmwH3LOlZ1zJ9C5oOfrr0P9DsAfAHjBe/+v6FXP9VUm7HUUCJ0I1cvoRMz+2R7hcBKd6N23ADwveACYQOfei1cAnAMw/jrj8Z/QMema6PgpvxTDAZ2I3u93++3bAH7wDcTpP3TrfBYd4p6h9P+si9NLAN77OuH0d9AxL59F50zaZ7p0tKd9dSef/aVo+7APewh7bYLuwz78rYZ9BtyHfdhD2GfAfdiHPYR9BtyHfdhD2GfAfdiHPYR9BtyHfdhD2GfAfdiHPYT/H+nP+CTbWrDNAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"image = Image.open('fashion-men-1.jpg')\n",
"image.thumbnail( (368,368) )\n",
"print(image.size[0])\n",
"image = np.asarray(image)\n",
"plt.figure(figsize = (10,5))\n",
"plt.imshow(image)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## How algorithm sees the body"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"image loaded in: 0.1135\n",
"Loading the model...\n",
"model imported in : 1.5586\n",
"tf session executed in: 5.4359\n",
"pose estimated in: 0.0048\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x = inf.detect_parts('fashion-men-1.jpg')\n",
"#x = inf.detect_parts('https://cdn.shopify.com/s/files/1/1970/6605/products/Pioneer-Camp-2017-spring-new-fashion-men-shirt-long-sleeve-brand-clothing-quality-cotton-soft-shirt_e262fa2c-a279-4190-9cf7-707982189e9e.jpg?v=1501310825')\n",
"plt.figure(figsize=(10,5))\n",
"plt.imshow(x)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Bodycrop based on detected body parts"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"image (3840x5760) loaded in: 0.1047\n",
"Loading the model...\n",
"model imported in : 1.4202\n",
"tf session executed in: 5.4498\n",
"pose estimated in: 0.0051\n",
"image cropped in: 0.0002\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 8.79 s, sys: 1.87 s, total: 10.7 s\n",
"Wall time: 5.78 s\n"
]
}
],
"source": [
"%%time\n",
"x, coordinates, imgpath = inf.infer('fashion-men-1.jpg','Eyes','Hips')\n",
"plt.figure(figsize = (8,4))\n",
"plt.imshow(x)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Draw the crop coordinates on the original image"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"img = Image.open('fashion-men-1.jpg')\n",
"\n",
"# Create figure and axes\n",
"fig,ax = plt.subplots(1,figsize=(14,10))\n",
"ax.imshow(img)\n",
"\n",
"# Create a Rectangle patch\n",
"rect = patches.Rectangle(\n",
" (coordinates.get('x'),coordinates.get('y')),\n",
" coordinates.get('width'),coordinates.get('height'),\n",
" linewidth = 3, \n",
" edgecolor = 'r',\n",
" facecolor = 'none')\n",
"\n",
"# Add the patch to the Axes\n",
"ax.add_patch(rect)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test with a remote image "
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"image downloaded in : 0.3233\n",
"image (2192x4299) loaded in: 0.4292\n",
"Loading the model...\n",
"model imported in : 1.6012\n",
"tf session executed in: 5.5260\n",
"pose estimated in: 0.0030\n",
"image cropped in: 0.0001\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# https://i.pinimg.com/736x/eb/61/fa/eb61fa047dcd0a20001392c13da93709--mens-fashion-blog-mens-fashion-styles.jpg\n",
"# 2192x4299 - https://i.pinimg.com/originals/9c/96/87/9c968732595e965619ef7b0b7e4807e0.jpg\n",
"x, coordinates, imgpath = inf.infer('https://i.pinimg.com/originals/9c/96/87/9c968732595e965619ef7b0b7e4807e0.jpg',\n",
" 'Eyes',\n",
" 'Hips')\n",
"plt.figure(figsize = (8,4))\n",
"plt.imshow(x)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Deploy the algorithm as a function"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. Write the function\n",
"\n",
"The function expects the following parameters as input:\n",
"* `model_url` - the location of the model\n",
"* `image` - the image location. It can be given as a request object, or a location string (provided no extra authorization headers are required to read the file). I.e. \n",
" ```javascript\n",
" {\n",
" uri: \"https://...\",\n",
" headers: {\n",
" \"Authorization\": \"Bearer ...\",\n",
" }\n",
" }\n",
" ```\n",
"* `from_upper` - the upper part of the body to start the crop from. I.e. _Eyes_, _Nose_, _Neck_\n",
"* `to_lower` - the lower part of the body to stop the crop at. I.e. _Hip_, _Knees_, _Ankles_\n",
"\n",
"For flexibility, this function returns only the information needed to crop the body. I.e. \n",
"```javascript\n",
"{\n",
" X: 100,\n",
" Y: 100,\n",
" W: 200,\n",
" H: 100\n",
"}\n",
"```\n",
"\n",
"On the premise that the cropped image may exceed the max response size of an action, the actual cropping may be performed by another action, which should upload the cropped image to a blob storage. Bellow is the code that can crop the image based on the coordinates \n",
"\n",
"```python\n",
"from PIL import Image\n",
"import os\n",
"\n",
"img_crop = Image.open(local_image_path)\n",
"\n",
"img_crop = img_crop.crop(\n",
" (coordinates.get('X'), # left \n",
" coordinates.get('Y'), # upper\n",
" coordinates.get('X') + coordinates.get('W'), # right\n",
" coordinates.get('Y') + coordinates.get('H'))) # lower\n",
" \n",
"img_crop_filename = (os.environ.get('__OW_ACTIVATION_ID') or '_local') + \".jpg\"\n",
"img_crop_path = '/tmp/' + img_crop_filename\n",
"\n",
"img_crop.save(img_crop_path, \"JPEG\", optimize=True)\n",
"\n",
"print(\"The cropped image has been saved in:\", img_crop_path)\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting smart_body_crop.py\n"
]
}
],
"source": [
"%%writefile smart_body_crop.py\n",
"\n",
"from inference import SmartBodyCrop\n",
"import os\n",
"\n",
"def action_handler(args):\n",
" print(args)\n",
" model_url = args.get('model_url')\n",
" \n",
" body_crop = SmartBodyCrop(model_url = model_url)\n",
" print(\"SmartBodyCrop.initialized=\", SmartBodyCrop.initialized)\n",
" \n",
" crop_img, crop_coordinates, local_image_path = body_crop.infer(\n",
" args.get('image'), \n",
" args.get('from_upper'), \n",
" args.get('to_lower'))\n",
" \n",
" # if you want to crop the image, you can insert the code demonstrated above\n",
" # then return the image as a base64 encoded string in the response body\n",
" \n",
" return {\n",
" 'X': crop_coordinates.get('x'),\n",
" 'Y': crop_coordinates.get('y'),\n",
" 'W': crop_coordinates.get('width'),\n",
" 'H': crop_coordinates.get('height')\n",
" }\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Test the function locally"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'model_url': 'models/optimized_openpose.pb', 'image': 'https://i.pinimg.com/originals/9c/96/87/9c968732595e965619ef7b0b7e4807e0.jpg', 'from_upper': 'Eyes', 'to_lower': 'Elbows'}\n",
"SmartBodyCrop.initialized= False\n",
"image downloaded in : 0.1114\n",
"image (2192x4299) loaded in: 0.2350\n",
"Loading the model...\n",
"model imported in : 1.5238\n",
"tf session executed in: 5.0700\n",
"pose estimated in: 0.0056\n",
"image cropped in: 0.0002\n",
"{'H': 1028.0217391304348, 'Y': 467.2826086956522, 'W': 1031.5294117647059, 'X': 550.9304812834225}\n",
"CPU times: user 6.18 s, sys: 1.88 s, total: 8.06 s\n",
"Wall time: 5.35 s\n"
]
}
],
"source": [
"%%time\n",
"from smart_body_crop import action_handler\n",
"action_response = action_handler({ \n",
" 'model_url': model_url,\n",
" 'image': \"https://i.pinimg.com/originals/9c/96/87/9c968732595e965619ef7b0b7e4807e0.jpg\",\n",
" 'from_upper': 'Eyes',\n",
" 'to_lower': 'Elbows'})\n",
"\n",
"print(action_response)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Verify that the returned coordinates are correct"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"image downloaded in : 0.1307\n",
"(2192, 4299)\n"
]
},
{
"data": {
"image/png": 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YWWHxfJ+8MISBjywqDg5P2dzqc3YyJs+qpZDwUEqgnKHK09oMXpvX9RynXA9wwKVgVzMn6wz1NI0FtaBdMRUXaaEmR9eYoB+UPtJM5pzDVLWal0KgdblkEovW9UOvQu/WYi04qWrTgGaQBUJIBD7WGZyzIJa4HuQKNtRoMyGa0P4FJKsm+z20mVz9DZTl/vEpV64/x9nZGbd+/BOUpa4RCoHCOUMU+ihC+p2AzrC7ym31hz3KKqcVxfgYFhXMKkc2yzjTJ2z2u4RhG0+qmomtIc8yep2ENEpoKcHJyZTx+ZR2r4cf+ownZ4xHR3z+M5/ltddeIwoV4/GUTjdBeIJEaxbjEWXbx1RjJuOUNw4nfOlPXmXz5U8zSnO+/ugcLVswl5xNNMlOwqAzINWG0AuJ4haECYkXUsUxp+MJk0ohky46CpiVFW0/IM1LSukT65IokOR5wcatHQ4enmHbBVf327x737IoMhaPH+H3NxFOItxFSN4YgzUVyNoOeZppuL5+VprOXuCp1qOTzl0cr4XwMokuHHbpVgjpfZd5f3/0kWYycE9oqwvNpJSP1nqlmZ5U7+vZ/UYLNgOllhHKGiN4eQCbz9bJ8zys1d/zTqUEpRzCWbzApyxLfu6LX+DuvXdJ4pjBYECSJKtJn04W3L17l+k0JU1Trl69inOmDlIAJ2ennKeaySIn9BRFUdRJ4LJia2OTUlfM0hS5fP4gqJPbi8UCKSXtdpuqzKnyjJdfeoE33niDmzevs0inK5P4xede5vDdNzmaHTH+9ohXX3+b2+cZ7e1dJqXi21/7UyaLOacnEza7IambUgWSzc1N2lGCMgUoiVAeXhDhK48gabO32ePa1ifwOyEHhw958cYW89mCOI6Znk3IZYBnK7yyQmtLGEmy1BBseQhZkM0c47NTrob1uEslqKoSKdt1QGqp0aqq+q4ggqcxxToj6iUutFlbDaOuf91Kc1r9VKzk+6WPOJOxMg8b9f0kdnE979E4x24p8eqFZ95zziWHeC1CZYxBLJnU8zy0qX+jDqiI7wEaloBm/+oeo7MTkB7bO7v0Iw/T6dBNklVubGdnB8/zkCJAiBzn3PI+K8LQr/N5UmEE5GWBMQY/jpDCMZ1OieOE6XSKxS1D8yFKKSaTCb1eh42NDc7zUzY2NnD5ghv7u+zubHF8eMLO7pDTU8s7dx4w2Ojz8J3X8MOEN94+4Mtv3icjJJQe2WjM9t4OSeTx+NF9Pv2JPZK5Q2jJVrvH1tYW/d6QYpKiPA+kjx9E2Kqk1d/kp3/8s/zG//L79Lf3+MlPfobz6YyzyYSDkxEPzydkThJr8APByfEZg2EHV4kloseBBE8pPGvwfVVbMNJhncbYikDUObR1Aflk2P67RQjXc2brie2LY3p53VoObYmZ/aD0kWayZmwaH6ooqqX0kQjBSpo1yViJwFceVsgljtG+Z/Dr710mKLnAuOllRFIuz1sBkFckAcPTSIj62ljnLDLD6VnJ5skDjhJBr5tQ6ZLZIqfVbjOeTPB9n8jzMVri+34NKK5qaJI1mmG/SxSEGJeyu7tLlWeURUYcBZyPzhDUoejpdErqedzY3aG0FUkUc3v0DkVRMh+P6wDOyWPmsxGDTsLR4/uMRik7167xwpVt7t27h9IzBlev8h/+2Kd59+673H54xjRbcKXVZafX4TM3byGCgD/911/ir37uM3zmlVu0kwDhKXrbXVQosSqgcpIgiHFWs9fvcGuny+Zzmzx6fML49JwHjw95bn/Ag0HCu2cpFii143h0zl958Sq3HxyCrq2NQEqMURzfuc92t4fTBleV6DxDxBG2LBBhyBL0U8+xqefS2DXtJsTK4F9ZNVavzEMhFCw9B8EF0+Echmp1HU4+VTO+X/qIM9l7EdSN6bcesm8+Ay7Bp6qlP/c0ydWEaddNyCYP87QMf6NFn2qGCMBYru9tce+BoXIlg2GP0egU3xtQFQVB1KJc4i83Nja4ceMG33nzNeI4Xj3rbDbBWcP+3g7z6QQhBFmWEQc+w0GPcjEjiiLyPCeOY3zf58qVK2RZxvg85epOjq4kYeAT+ZIiT/mxT3ySew8fkyQhx48eocMW2WjE29MjPvmx57ky6NBqb9AKBD95c5u5rnhwOmV8MuWkHHPvO7e5trHFr/y1n8LmGW2vHutOHOIrD+VLgjDB8wOkUriqwA8TPv3CNV57922GMqKz2SYRmzx/6zobcch/+3tvYaVGKInAoKWkE8N87ohbHuNMY/M59x/cYf+zn74kJNcDVQ3Vph9L7RY89RzgKZrNrL7zws1YRhKNXVk3Vj593t8vfaSZDCAvyzohSe0blWV58fBrPlVZlmhrcKJe9Hm5DOkLsM4ua6UkRVGgpFdPjKq/pwHSep63YrYnx9RU+ulFRgBWcX2vy+TsmCwvubLTwrcl15+7hs5z4m6XwliU8hkMNjg4OKIdB+RZxdUbe9y/f5/hcEhVJZydHjM6GzPLSmylGRcT9p5/nvHoDE9o8jzlxRdfXgVLOq2QNJ3T6baoKoOMBC+/8ALpeMrPfuFzfOPbb9DpbNBJIuT2Dm/cH7MzjHhud5/NTsxOb0AYe2xubjKdjUgfjvhEv02ZSCqdkO20mM8qOrIi2erV9W/CEEUxfhCB8iDu1ELICYwXkSQJ+1c3mVdQ2orFfM6nuvv0ehEts01Pvc7EQZBZeh3JN28/YLfr0enHTGY53Z7H+czhyxKdFTgqJA4lwBmNQIMTK3SPkrXg9ZTCmqKekqfgVx1yNYf1Gqr97AbhYZ3A2QZULOtAGRbhvkuB2fukjzSTCS40VCPVm6Qxaz7WOnpjlaReQ3IAq6Q2cEkqNkz6ZFrgSZJSYs3T7XIhHDsbA0wxZTods7kRs7u1TZHlJIFPVRrmiwV5XhLHMZ1OZ+V0379/H2MMWZbV0chbtzg/P8eKuuQkS+vASBAELKYzhsPh6n6uX79OGHrM53OKIqOqEox2nJ2MCKTjwYN36XRa5EXK5sYex4cnbPUTru31oSgQlaGbtBhub+CERKBob22SZRnTPEOpmKDX5bnrHayA4eYGYRjSbrdR0kdFEQiF8jzcShsogqjN1nCT43HtUyaeR7/XQ/mCHb/LZ4c+XzqzBLHAoQilpdvb5ODwgCgMmWcFugRhFYHvY3WdximKglardamS4klA8JNabF0DNZ81OM/GMlLUNXNCgBWX82LWWhQ/wkzmcJcGbx0g2kixBg3QoEB8318xXhNRXA+Y1HmPy7Cq9SjkRR6NyxF8arvdPXkQ6pzO4ox5BXEnJvAkgfKYTyakuqTd6TObZQSBR7fb5WMf+xgP332byWTC5s52HXWbThkOh2it6ff7TBdzwlBydTgk8H0m56OV0Hj48GFtsnU6LBYLxuMxO7ubpIsFrVaPOAh4+aXn6AaOB4+PcM5y8O49TicLXnpuj5Z0DPsDdrsdQukhhKDT6dHr9XBVuSppSbWtk9POkLRb+GFAECXgPDxfglBIL0C4Gj8aeR6VkPhxhzAICH2Ikhabvfp3NCVFmvHLX/wcX/q//oRFZiilou8b3rp7zO7Ao9AWz0l6XYkvYyajc/q7WytmqaqKIPQuleN4nrcy89dR90/mUVfrak3IOueQjaYSILwm33qBIsG5H+Xo4mUbWi5fDZJDSolxdbuAZhBMpbFL7SUROFlPBNbhcCghEeoCirUqc2mkoQMpPXCGlWcNWBz2KQwG0G7HVM5QzEAXGZ3BBpPpFCkF/eGAorI4W7K3t09Vljy8d5fxeMY0XXAzCcmKgvFkQrvdpSwVvXab7OycXn/I2XTEIs/xhUDKuupaqRqiNZ2OaIURx2cTXnlpyBuPjxAqwRcBL9zY4Eu//1X2r90kihWHd++zsTkgX+T4TpCEbVpRTOwHtPy4Rt57HpUxKH9KWGV0hU8dvLaEcRsnFZ4f4mQAUiAcuEqDWiJwBCA98CPidp9YekReQBLHYB1VJXBhyVarD2VARU4iHHkF2/0+ypcIc4I2Coyjt9djdH7EbnqFKPLBRihhsVWFXDKAcnWZjaJur2DtRdSZBh3kHJjL/pdSCteAE2hqzyzC1cxo3EU0G/sjDKuCi8hiY8LleU4YhpcQAOtoj+b/dTNSrEWZ4OkBFdbMi6cN6Pcqd7i2P6QbSBbZnMQL6fYSxuMxV/Z2OTo6QltBv9+nqiru3LnDlZ1dnHO0222KoiBNc5RSdDoddFWQpinGGMbjMePRGRuDPkWRo7RdBj1aZNmIfn8TYwoKXVGVNS4z0wWe32U+GbO5s8t0fM5LH3uZ26+/wcdvXqcbKOxsTC9u0QpD4qiN9FogA5yKEKIiUCHOWqzL8QHpLNqB5wW1QFIKJ6ghb54C2+Qga9S8VHWy/Pr+LlnhkEIQeD5VJlCJJQ4jAnIqasasDJyOz5mMLN0uFMYgERTG4HGR12qCXo0p18xxc7xmigu3QKgawbMe9IKL3BgrbXcRTMM2c+2wq9D9BTLog9BHup4MQCkPKRXWOgQST/noyqwxUB0Rco56xsRleBW2xj+uIwNWpiE1blGuJSSR9WfqPUz1lEEWCg/wy5R7j845PztnXjj8MEYpn2IxZ7C5RxImBGHMZDzm5s2bGBwq8GnFbR48HBG3IqQKV4zXarWI4haLRcbu9g6L+Zx+p0upK0aj0zrpjeT+/TvM53PCOKq1r/T42Esv8+Lzu9y7+xhdVCipuf2dB2SV5fjoISbLyM9mJIFHO2lDGBMGCb6XgAqQ4RARDVDtIcpvE/gRyABUgBM+lbb4riQ6eYg5fYCcneLSc4TOQFfgJEa1qGRIL2ghFUgDZTEhiEKklOz2W+wKMMJnqi2JAukHeL6gO+iD85iVDmtKhsM+zoF0dX1haepcmbEVSIcTFuP0Em960aZiHUzcVGs3FRyNi1GZEouhqEosdSmUtXUvGFOV6LLAVCWmKFetGT4IfeSZbB2ZAZcDGus2+Hr23uJQvrdq5tJot3UozZPwm/WaovdbpCeA63tD0kVBURR0uy1CTxD6im67Q7fVpsYaW87Pz2i32zx8+BBrbR2aj2N6vRYnxyOs06sgjBCC6XRKkiToJZZyupjjeR5hGHJwcMAXvvAFBoMBZ+djPKmYZSlSSsZnI67t77FYpHQ6HYYbA05Pj/ncpz/F9nDA/Tt3ib0ATyokgkAt/RtPgVdXIQsFFosMYhwevpBIXWLTMSodcfz2tzicFQSDHUqvQ+XEqnkR1OmOMG5hpaMXx5yNR4TSR2fFSqP81U/fRC0jhn7kYXWBUoKz0zGV1oQh9HoDkqRNVZXkeYpzBlMVWF1h9ROMoEt0VeCsxuj6/6rIqYplm4TlS0kwusRZjdVVHa109uI7dQnO4Kxevayto7oflD7STPak8wrv9aWa6GEjwYQQWEBbixMXNWVPoj3gcvOV5tp1SNaT9/Ik7wlnKSZj0kWFcwpjNZv9NuiCjcGA+WzGYjYjzzM63Tanp6ekacpsNkNKSRiG5MWMNC1RXh1NFEKsaqjKsuT0fITwFJPZlPF4TLtd98C4c+cOnU6H+w8PEBZu332HdrvNtSv7nBw+Jm53mM3GbG4O2dgc8Ppr32KYJNi8ZNDp4hmHsA5nLJ6QUGooKkSeIcsKWZSoIkOUC8p0gSgzZDZjdPdNqtLS6g7RroZRybANQl0KNGntcIEkcJqk3SIbZ5isQNYll3z8yh6J8pH4OE8SqjrVojV0ex4bGz2iKKYsNUWREfse2WyKcBZXlbiqxJZFnZg2GqcrbFUirMFWJRiNMBoPh4dDGI20hipLcVUJukJagy0LpDVIWye8na7q15L55NJs5CmVGe+XPtI+WVMfBEuUtJRIT1EajVQexrFKGoJY4THkGqAUKbCmDowIVTOQ0bVpqHG1b4HDk2IJDhY4YbHSXQJ4CKGo+wBdkEXxN3/2x/kff/ffIKhot/sIYwkDn0rPIfBQRtBut1mMF+zt7SKlYGtri7t377K7u0MrGzCbH+K0IFvkCGcw7VpqVlVBHLUo85T5bEG7FdHutuj1N/E9MEVO0uoQxCFbfhfPj/GZcXY0ZpFpbuzt8dbt75Blght7u3zty3/Mfn8TYQ1YkK7EZQtEp43J53h+QGUdymgKV+Jbjc5TqHLyYsY/qdezAAAgAElEQVRidk46L1ClR7VdkThwwifsdAn9OkgQmjn5eY5X5tj5hLIqMUWOdRCaOrq4WMxQAgJnsBjK0uIJ6LUSFlVBHPqMF1OsAOMcURCghcH3glqzOIGQYGwNRtCmLoWB+tiqt4fwV1UcdtVLErSuc4yoWlgrcbnwc72XTI34eBL98/3RR5rJ4MLcW690vUgYO/xlL4hmkJ5s59XktlZabt2BNRZnLUEYwpo9/r1qx9ZNSd/TfPUb32TQS5hNagmZ9FsUWY437GGMIc8q2u0WV69eJa8yBoMBQtSBkMmkrivr9XpYa0mzKZuDIXmecX5+Xp8zm6GEIwxDylJzcHCCpwKuX9vj4cOHnJ4d8dKtm4xGp7x77w6/8kv/Ll/98p+x100Q0hKFHU5OHtILHGVBHaZvns0KKFKq6RnSC7HKR3qCqixAOkxeUMwnVDpnkk6ZzicEvTaP771BqxXjmxkyjpEiRJmU7Pgh40VKmRcoHxbzitOy4uj4nO1uj1wpMJK80rx+/z5Ijbdc5DubHQyOqrL0NwdUWU6GoSVqc00YQyAlaI3ne9hl/aBtQOLicneqsizx5VoQazltmovgmNB2GbF26KK4KG3RelXFoaSkcj/iiI91FH2SJKRpesmkq4xdldmvM8B6xfN6EhIuooueUmjnqMoS3/cuac6n3cf6tQA/8cqLvP3qbXIf+p02wml2tjYgWzAajdjdvcLB42NGoxHd7oDz8/NVPs85x2Aw4OT0HGCFX6z9jxndbpfj42MKXbG/t8PJbMr+lSvsbm0xHo+5f/8+6IqdnS0OHz1ka2uLjc09br/5Oo8PDtnd3SWzBQ8ejrhybYeDu7eRwruoHneOLMsIhYAyx5UGwph0kSJ1iQsE8zRF6JKj8wPOplPiXo9Bd4uPv7zBV/717/GZT36SVhiRmSmHdw45OR7R39tGJCHKOR6fnbIoLHHSJ51P8IIWZak5H0959bVHWHxaiY9wBUpCWqZsbm3hSs2V7R2ORuds7V1BCIfTFaYskHFEpQuEDHD2oprdSbGMLl6Y/cZc4BgVNQO6VSWHRC7bS1hVYx4RSyjVMghWz0lRy6Ki+MBr+CPPZA2j+H5dPuL7/nvOKU1tIkjqaKFZD8M7gRQXaA6cWJVLGGvrPMpaByRnbG16vKeRTp2gVkKtCjt9VZABSdJhvpjhKQgDj1bcIV2UnJ2eIwRkZUF30GE8OQFqVHev1+H8pO63MRjUmsxbAp1n0xIlHV4cc3ZS0OkmzMddrC7IsjHb2z3uvzujqjSBUrQ7EW/cvc1nXvok7771iE+98gpG57z77gnzxRnvvnnCfFJwY2ODKs8JPME0HxP5kClJda6JO21KkyEcaKtJZwsqvWA6nTKazwk7AzY2r5K0+xhd8vkv/iwHjw9565uvUlQ5eZqxNeyhlEfiLHePRhyenHL92jVslTO3CllW5GXJbJpyZgVxUKEsRLHkuRc/xr2Hj/DiNlmRsihytrY2qYoMU8SUfoBzS02lLVaKOvxf1T5glRvcshmScN5yzhzWLAXuMsKsUHVfGKNxyw7EurRL4VdcoECUT5ZlSwtJo75LjvT90AdmMiHENeC3gB3qJfmbzrl/LIQYAv8MuAncA37NOXcualXwj4FfBlLg7zrn/uz9/NaT5QzrebF1FIjgsnn55HWNNjJriUnP81aJS+fcWoSPS4xWfwcrxMfuzi7f+vZj+ts9jo8nRAHs7W2Spin9YYcoqjVpq9Vix1O8+eabXL2yy8nJCUdHR1y/ebMueTH171ZVRRLHdFstjg4f40cJxsxJkpDRaMTGxgaCKdPphMlkRLs94OTknGG7jTGGWy98jH4Skvl73H/wNidHx/hJwtW9De48PKGSiigO6t9cjl9RpEB9j2ZcgVf30S/KBWWZczqdM5pPSfp9+ltbdHp9ot4WFoOyFao9ZHP/Fqenxzx8dJf7jx6yePyQ41lBb3iFW9dukJYZGMssMwgH88ry/3zjNVTk0Yo1Qju6ic87b76BN9hlMpngxzHCCnRwwSzCOawpsMbD+QHGaoSr/SddFAR+gLMGTwhMWVzKrVrDKk1jTG1eCsCaizWkiwJ/DTlibbn8TV0vhL+kUhcN/GfOuT8TQnSArwsh/hXwd4Hfc879Q1Fv8vcPgP8c+JvAC8vXF4DfWP793iTXmMZeNJ5swvfr7221DEw4ixSyzn2YuuORthcwGSEb326tYNPVjFRV1VNNxpUv5yxhEnN1AHdPKybjnDDw2NyOmYxntJ/fZTyd0++2mc1yFgtH1IrZ3Nwknc2JwoTN7V0CFTCpDLqq6LTbHB8fk2UpgScwpuLs/BycpNfuom3F2fQhw14fpQSmkpyeH1I4D09FzBcLPvXckHYrQY9OGWxtEHh1n5CDk3Mmc8Nmpw3SYaUm0yl+kDAvHKUz5KYi8urARa4XjBcZaVlRSsHm7j47u1u0+lv47R4i9vBEjDUFkasZoJ3U7btvvPA8xTyluH9YRxs16Kwet+OzMzCWf/POEXdLjzApsQbabcWi0Lz8yscZTWd1xbeQBO02Uiw3wHAGnKEsMmjHOGOxGDxPAvXmHNZWS/T8csJEHcCCWpNp07SVWLYCBNzKFXHLuTf4SmGMxtmLivt13OsHoQ8cwnfOHTSayDk3o267vU+939g/WZ72T4C/vXz/q8BvuZq+AvSFEHt/3u80GutJPOIKarWm1Rpfp2E+KSVBEKzOWw/zP5kTW9nuy061T+bKVudLn52Wwi1mZM5nVhZ0ui10Jej2EjzpSELFyckJQgh6vV4NPrVu1exnY2MDIcSqUY7v+0yn05VW3d7erlufhSFSuWWP+xpKpZQizebgQpIkIctnxLFPkaVILFWR8/DgmHfu3mNWVhSVRxD4pFmBHyRErYQgCkFJgshH24qsSDldTHl8fsrRomRUVESbG7R6XbZ2tkkG26gogah9qVYLJVGeh1Q+25s7bA922BgO2ez36HRaTNKUylnmeUbcaXMeBNxdaDzfEQeKzWGC8iRb2wPG4xFhHFEKifUiykoj1hA8QohV1ThYrNWrOW+Kdev5qYs7rdOXNhdp7nsd84i1WK1XTZmaXYG01nVvf133+G96Pn5Q+gvJkwkhbgKfBb4K7DjnDpYfHVKbk/AB9yZrtsoJw3Bl3jUmz5PmYBAElwazYc5VJHLpz60P+jqtI0IuJrSmeqJhO/FIpOD+wQKFI1YwHk+Yz3KiKCBbzMEYBoMBWmuKosBozd07d4jjuO6xmOcURZ2Y9X1/JQyyLCOKotWxJElotWKKosLo+tkXiwWdTofJOKUoMqzVbG1voMucw8ePKLIFRyenFJXBoBidZwz6XfA8/DDGDwKk5yGVQjtNVmZYYQnaCSWWTqfD/tVtolhw9fo1gjjCVgucybHFpH4eYzA4vDAAJUlaHQaDDXrtAd1Wm81hDz9QzPOMymj6wwG9QZ9X33gH43fRs4wo8NndGXLr1k20rhDSkes6+JIbSaWXO8estYLL87xGY9iqBiivUQNaqGFV9d/1iPM6IzZlTc5YPKlwxqKEvIQMEqJuReCWGNY/r/3E96IfOPAhhGgD/wL4T51z0yeQFE48rb/a9/6+1f5kzS4iK59KyTrv9URIf5VEZtkqTNQ5MbcEEq/fQM2cYhn2Fyvk/ioSudx/q8rriFegPEyl8Zctw0ZZxmIOQkJlNXtbPcaLnMppQuVx/eoN8jRFCUmeFhT5AqckV2/epEjTi2akomCWWbwgwZeSsjIYYwmkYL4o0MZR5Cl66bO1Oy0U9bZOVdshA4XFgBWkszkv7O/zzp3X0doxnk3xwohFVqAR6Lxg0OsinKEdREhP1e3gAoHfihkOh5yfn7O1v0fcbnF2dobJKibmDN21hJ0OyrM4V2KUJbczPOlTViVUFb4KafV6iGxBlhnaIuAgOyWOY3aGHTYGHQ4OxxyfOkSy4LnnrhIGJelsTHps2LhyhcI6xmlBKSTCWcDDLIuYra7QJkfKLiDwhMTkJdJTq1pAIQQIQbVWyFvXnlEDfJt1ZB2BpzBVU+piAHdReWGbFhQ1MqTpiPUDxD1+MCYTQvjUDPY/O+f+1+XhIyHEnnPuYGkOHi+P/7l7kwG4tf3J4lbsGvOt6Y0OS9PuiX4bNSOu1QA15S2yYaj3gogb07K5Hrj0f43qtlig3W4zHk+IfcWN/QGHR6co4dUtAArHX/n8K5j5AcfHx0RBgKTOhQ2HQ16//SbDoaDb7TIYDJhOp/R6Pc7GMxbpjDPl2N/fJ/AVcRyv2qDleY7yApSqG+lYZ9jb2+PweERVObqDNjtbG5TZgnfu3yPqtDg8OEH6AUL5TEZjWq1h3aJBFBgcZZUzGF7DW/ayaCqzN69dBTQnp8dM5wVf/do3eTw64dd/7VeZvfEaWZqji/qaIGoT+x7KSVpexHQ6R6qQx7MzHk/OqUrDxo2rPLffI/Elkefx1uEhcwt9zzA6fsSVK312d7b51tsPiErJQhu08y/yWcutmtatlTRN8X0fTxqUkAQyvNQgqRG4q4p5d3nHnub9ei5tHZbXfI9SqjYR5eWuwh+UfpDoogD+B+AN59x/s/bRvwT+DvAPl3//j7Xjf18I8U+pAx6TNbPye9LTmks6sWQm6Tf3Q2XqHvdSKJytT7ocMbzww57Mq6ml5jO2BgkjPYQr8X2FkjCfpfiBz/M3rvDo4bucFwpfaHwByvd5/OgRP/3KVXxRa+DFbI5e9lpsRS10UUAcko0mdDsdFrMUT/pIUvwoYjqd0m8NmKc57VaM0YIoqJlrMOgxm4wwCI6PT8kLSCvHhiuwRUYkFFmxYLJYcHgyRyjBYpKjwpA8nZN0WnieJIoiwiiiMoZ2UoN3hRD4YYCvJJWW6Epw62Mf57XH57SCDuHudZKNXbavPUfQlZzeOab33PN0hCNzkvnkFPngHmlWsWVfJHELvvwv/oBP7F4l9HLCVsjZySl/+GdvE7Vjdrf6nEwOqKqKt+48oh31mJUVmQXhCcqiFiwrHKp1WAvOCoI4QCnwVYDng688qrJu/+ettYdQSzwm4mIvM7gMnQNW66KpuFdKrXy694tffV/r9we49meA/wD4OSHEN5avX6Zmrr8uhHgL+IXl/1Bvl3QHeBv474H/+P38SOMfPemHSSlXPtZ6RSxcYB6f/Gwd5/jdyKOglwQEtgIhSIuKVruLE5ayqFgsFsuoFngSRBBQOTifzvDjVg3SHY/J85zhcLhqk11VFZubmwyHQ7IsI8/zValLFEUMBgM8z6PVqr+j1WrRarUIQsl8nmL0WvCGEqMrXn7+JZxzHI1O6fQ7xEmPUhva3Q1Oz2p/tAkGNVjIRnIHQbDyYZuX1ppoOKCqKn7tF3+J+/fuE7g2ZuFAxrhgm96tT+B1d6k2ruG2btK/9Smu/sQvcO0nfo6t526SeH2u796gLHM6nRahs3zr3Uc8PK+IfMvo/JDZuEdeOKaznNFkSogjNCWmrC65AY1P3RxrzPpGQDabHzbjsg5SWKVmuBzMWvfRm+cWQqxwow3woVl7T/aQ+SD0gTWZc+6PWCn399DPP+V8B/wn389vCC4/dNOqrTGn6kERF4ukWiI51nrlr+fLmgFbb4pzkRKow8XzhWQ+m6GFh7EaHIzGU5JYIbTh4OCUXterEeyB5SQr2e2H7G/2yMYH7F+5WW+R1KoR90mSkCQJvV6PR48esTPc5GS5OI5OT9lZ7i+WJAlSitWOmbPZjDDwal8ERRi0gHwpQAI++fINysURxghKLKUuefXV+1y5NmQ0mnP1+h6T6QHdpIVSqm4ftwyqFMsNCaVjtfOnCvx6Ewvj4W/3oTT883/0j/j9r36dK1/4PGcHd/jf/8t/xnxR0FEBp9M5v/Hbv81ZlTIeTXBWo6Zn/NZ//d/xC//OzxBGHlI5vvP2iK+9c4IwUGQFs9yju1tyfJzhhMATmtNHD9gabpD7IZXRSHu5xVsTRq8FV++SJlrHGz6ZQ23+b4RLYy5eIELMJcaqr3WXAA/rgPQPSh95xEcQBJfs7iZncfHg4sL/UhKDu9RpqBl8WKuwrnuAgZArv6TSJZXRBL6HEpLK5KvcmcUReD6d7X690V2V0Y0VpTE8d2WbR0dHbHUC2t0r6CojW8yJgpDd3bo4M4wSbly/yldefZ3pYspWf8g4ndPpdenEEWma0uskFFm9HW2e5xRak2YFUVi3+9YYqCo86TGblkzPHpGOSoQf0R8MsSJic6fNdDpjPq8gqxCeh9YVcdSutwV2Dl0aTGQxiJXz7/t+HTKSCk8pIk9gPJ9RNeWLP/XTPHz7iJ1Xfoz/6L/6SXqDbWShgZRv33sdqgoqw+1vv8HJ/Uf8+7/0t1lUE4y2nI/mnE6n/NntU2IhMIXDDyzTk4x+x0NSd6vqdhMQml0/oOh0OTyf0e/3yfMcXS43B1EQKIVydaTPGh/lOYR0S9zpWts35y4xWhOyb1I3jWXxtK1yG4upaVQkpUQ6Vu0DPwh9pEtdgFVyeH0LnUaSrYfsG5W/biY0WqoxGdeZzRhDFEUURbGS7PDeSuz1ibLWcv1KjyKryApLWlruPz4i9n0+/tKLmLLg8ePHKxM3juvdXIoy4+zsnJ2NTTY3N8lNxWQyWUU24zhe7pZZMZvNSNO6Fqyumq4R+a1Wi7wE6Qk2NiXKq9H9aZry4PEB0/mC2XxBpWEw6Nc1XWG4WjhNimCRpWRFzjRdUFnDPKv3QWtC81LUe38Jo1HScHb2Lv2dgM55weD2Q87/8A/I3n6T8HDMDRvDvSOqNx/zk60dfvXjn+JWPyBN52hnOZsv+MajnIlrxhGktbQ8KHONoEJKQ6cdk6UTRDZjW2levjokFiW7wy5XtgZ1hHfpe9m1PcGfLHlaZ7Cm7nDd/16f/3UoHVyYp6udXNdqD79bc6X3Sx95TdbkydYjQ03UqX4frD6rlgnryr53S1NH7UQbU0cqfVUvuiZNIGVjSl5AeaDWer6EYrFgPlnQ8TKs8vGkIM1BSdgYJEzOTtm/tYsuDXEc45yj0+kwGo1WzHDw6JzruzcZeR7zvMTTltlsWiNSKsl8NqXT6dT+mZXceec+7VaPYj6lsB7dboItUoSBbm/A8ckBN5/f5803Dzk6HAG1FD46ntLdiAk8hTX1drTj8RmzPMWpIUZItHPMshxJRVUaBttDBAapfORyzAqtiRMfVx2Sp2Nk6dNJM9piRheYnJ+z54fEm23uP3iA0JrpPGPqcjoy5GT0Dv/3N75VJ3uXmy7KuksBw64iTQ3DlkTpObf2N+h3NzBCMuyE2Lb//3P3ZrGy7fl91+c/rHnVvOe9z3DPOXfovm13d9LuCLdMEAFegnhAiYTEAw+ReOEBZCA28gsvBOUFG4kEYeGQAIkSYwUBjogTKzF2PCQ9T3e+555pzzXXqlrz+vOwatWufbplx6cTfPH/auvsql1Vd++q9fv/f8N3oNAaOWgxTms8ZeA6uNrC0hqRl5TVbeBBURRoS1KVBQJ1O+tpOs/mBgVSj2zqxxRlTlndpJEKgV6faNsg81dZn/ogazpA27n3tl799kmz3RTZbrnWO93N7tbIgTVre9Z2w8AGylr6Q2uNayl8kzJfrVhl4PkBWuYoDfuDPkcHO2ghWC6XtaPmxRWe5/GZz3yGx48fs7u7j7AsLi+GBEGA4zi02232dvo8e/aMk5MTLF1/8JeXl6yEw/3790mLlEk0pSgLtO+QFymmKDk/P6fV9nnyyQuihSHwLIQw7O/vcn7+on7PqDulFWZTe6VpymJhyJOYvd2dmkUu6zTc9b1bNYrSFlUpMG4X6RoWsyl5HJGPh4yel2RJghKS01VCZQwvliOmWYa316PX0/y1/+sJhTFYQpAYQ0trhCrwHIXnQjtw6LXaFEVGGAS89fAOlq0wKMbXEz45P+NAK1QU09k55urFGb3jIzwFjmWj1jC7siwpTc3GKMqbz7bZQLcRQs3n/DIzo1lNk2Rb13NbV+RV1qc6Xdw+6ptcefu+JmVoAq95w5u1HXwvt3G3A3I7ZdjuxgFYazJiaQravoXj+jhuQBQnlJXBshTxcka8WjAZD3Ech+FwyMOHD8myjCdPnuD7Pk+fPsX1BIt5ijHQ6/U2KfB2Y6Zx4xRonr94iqTiC5//HK5WzOYrglafIPBZLusP3rZdihyyLMH3XS4vz5ES4jimEiAsTWnqOZzjOGuIVn3aVkbiuCFG3GD0tptCtdlDhTK1X5nl+fh7XcqBzawVc6HGPM1OGcoZcy/G7mh0zyXLMkZxwvdfrKgEKAOZgKSqUFKTxCWO5XGyd8CjBw/5iS99iVYQ8tXvfJ/vvfcumAxLlty7e8h4PmMZzTh7/xuk1085/963cQsgKzaQuSZraeae22nj9rWzLRe3HVzN5to8r7ndbNbN5/Sq61MdZHA7V1ZKbRoh27uL1noDlWkAwFLV/24aH0ZsZmcCyTpruHUivlyLCWoeUm3fI+n3+0wnK6JkRUZNkxFlRRD4yCplPF/g+XWd+Pz5cw4Pa2hmkqVYjqZl2QilScsC21KURcZ8NiEMPKaTEUVRF/CeF5AkMW+88QhjDC8uRxRFRrfdI8sKhDb0uhaBYzMdFYStWoteOxZK2OwfhxSZwdcW3bBF4DnEcUaaFRRIygpsS+M4FkVRYTsKIRRaOJiyToEFFbay66Lf1BeoZSu0tmkFbcIwpL+7Q/9wn/ZOSKmhVAojBJ7jMB/OWUgXqpp53hKKuKq4Tgp812M6jYnTjKwoEWVGy1E8unfC5cWUs8spHz59xnI4YTo6pxO2SUrFs6sx89GE3/y1XydNanfPvKp/YS1BUstrq7V2iSUVllSb+6S5acsrpdBCooW8ldU0gVoJNrAxY0p+hA7+pzzI1oPdZjeC+k1o5mbbg8amTnt5x9n2i95u274MEm7e6O2UUakbpxitKuazCXEKlVAYDJ5tGPQDtJDs7uygRT0jq6qKbrfLZDKpT6YiZ6ffI45j8jzn9PQUz/M2szTLsjbsaMdx6PV6BL7L99/9cOMpLYQgSjJmi5gwDEmSfOMTXRQZnvZYzRdkSQxVSSusa86qqjg7O9sIqI4WC+KyYpkVm3pDCLEmjOYIqalqXBpFUfs2N6vpRCqlcLSHrVwCt4WoFN2wg++4mLzA1ha/9jvfQpi4lkkHclMxsCUOcD7Jsfw2XrvPt957ynxZ14XGVPzEl79Au91mscqICsNyGfPRx+9TmoKdwS7h/Qe0Bx1+/Vf/DybDEWWW18Gy+cxujPsAsiy71Z1uTqeX5eQsy9ps0k1207Dkt0/BV1mf6iAT3G6tNrtQbUWrsLSDtHSdktg33UehNLUWmaLEYOTttLOhlgO3gg1q8/eyLMGAKQ3C1JCqnUCj8NCORUntlbbbaRG4Gt/VlFm2GfBWVYVlC1arhE43oCgKgiBgt7+PkSXHe3tcnJ4R+K26fd/pMBqNEMLg+hYfP3mOE4QUuUFZDp1WG8fWxGlMoTTzKGfvoEuep/WprSGKazOKdghZHrO728cSsJjN6e8ckBfwlZ/604ymMcPxlNkqIlpllJUhy/M6O8jTGq2mFTovAFlrvLo+wvFBORhhYVsere4+7c4ugd+m0+7Ssl1avkev1WLQafPtJ1dgag5ZhkRZmmVu2Nmz6HcKrqYJZ+cTet0Wzy7HvJik5Inh8sU53/nu+zx48IBev24CiSLFNQXLVQbpkt2jOzx6+w1mVzNKc5Mabtx91jVXJcByHYwUCF2fTtubaUmt8+HZFlWeIU2FJQVa1FqToediSfED18gfdn2qGx/bktjbbddmVVWF1OrGq2p9WjUUB9jGIt68zvZrvvz6+Rp14Hkus2WC52hsWRuHjyYJqyxHCsluJ2R4PaMbDijLcnPa5HnOV37yX+W73/s2GBshPO7evctwOET1BuR5juu6CFFjGSkTfN+n1+vVZhhK0el0SIuCw6N9kmSFaIXs7+8z++QFRZ6jtY9SBik1jlNSmArfC8myDFvAoOsTzafs7e3j+34dQFXFe++9x3h5zTJb4ClJ3M5I0jaua6ERlAOD7ddIk6SocGyD9DobXf6yLDFFCaZCYGj3HLJ0RRAEzEZDSi1xk4JomZG81CfIshxHCcbznM995pjL01MWmU06XNFpt/BdmxeXIyzLkGUJn3zytOaJIQjCLtEqwet36Ld6WLZGK5vxeMz+/eP16VUihNnIDziOQ1bW7f5m42uG19sjHq01VVlsTq/tgN2uz/9Y12RNjtwc73B7Pga33TG3YTXNG7qdDjaruW+7MdIEawPZMUDoO1R5RKsTMk8TcgMWFVYa0+97HO3t4jjOJhUMgoB33nkHAN+vlYTPz883CsJXV1dcXl5uAqrZfYMgwLZrMHA9MyuAcqOWHEXRptPl2B7dbh8pLLR102GL44xer0fbs/Btze7uLpPJhMlkguU6LJIV/8a/9mUmacb7Z5ecXw0ZRxGz5ZJoueJqOGQxGZJHCXa7yyotEWs3mrKsMYSVtCi1h/ZDSmUjLR9jBJb2bllVFUJiie33GzptH2VpHr8Y8vm33+Jw0Ofh629QVoYkK/j49IplVlFQ017OrsYsVjmzKEXaFpOzp5RpQR6v6O/u8fbbbzOfz+sMR0sQ5lYDY/tka36v5r5m823Kh214WVNaNJ9Pc/tV16c8yGorG4zE0s4tOMzmTaHafN00LSqKIkepdWFrbuYiwMYnGm7SxZu5Wonve1RVDQqZLlb4gct0ck0Ug6sVvmPT64a8/uAOq3S1EVnJ85yDg0OUFth2C6GgPxgwj5bM5xFO4PHwtQe0el2ko8niCKjrBs/zyNOY0GmBNNhKE3ohnmWTpjnRIuF4f492EJCUtcNJOwjwnIBOp4VtGTqDLtpSOLZL2Gnz9NnH3L//gJOTI9rd+nT8xjfe57VBh9PJjPfOLvnGO4+ZTufMlgnz2YoPP37G9fk5017SG+IAACAASURBVMvnaAGraEKxiJCui7RctBvg+iHK8dBCY7IUclOLj+Y5VWm4mixJqopS1KmSoKIAKlNz6wQW3/nwBcfHx4wvzhG2zTJKePTgHtfDKYvFkspkxEnKR4+vGU5WFCWkKL721d+mFYY8efKYKI9qubwooshLBPJWI6tpbIjqJuC2A9CSAsVt77OXwQfbYIdXXZ/qdBFuGhr1UX5TV1XlmjErzSYVaECgDZBUSokpbvKW7VNrGxO53TS5eQzY2qbIs7pB0PYw5Jiq4mR/l2wV0Q4DRpOUe3dOYHFFkiSsZguKoqDVcdjZ6XFxccXdkzsoBFdXV1xdXVEg2D88II8WCFGnZ9PpFMuyWK1WdWNjPYnQurZGajaVGufoUqFwvZBiOuZw0CbOfNwgxFe1pHTb81iGLebzOQ8f3uP0+VParZCrs1P+zJ/+SUbLbzKeLVimCZYrCZSmH7ZpBXVH7bjMOVinU76CcmSonBBpItK8FsAp0ojVfEqeF2syZc3i/uVf+ye1BHpVD/IxNTOpEBov0OT5kpUd8Dvf/B5fePMhp+enSDfkyfMzPC/g8vKSe90OuwOHvIwZDSOMmHD3tftILfgnv/UbvPljXyQMw1uzrKb5sc262OAZ1zHSXBdlWSLNjbzgNsLj5ZJkO9heZX3qg6xhD9ep39Zcy9zoLsLtE6kJuKqqqNZv/ssQHLg9I4O1clGer00tLKK4hvIEQcB8GSGkJmy5RJNrju6+xuXVOVLXKHvPcej3+yilODo6ojI5WkmUkFhSURYFnuext7fHcDqjHbYJQ5+z8ZQoilgsFuzt1Kj9IAiQhWY4vKYV+rRarZo+E6/QWtPu9vADG9doPNvBkoJZlpOXS9yWYv9wD1tb9FTA+dmo9jsrC3zXYf/oDu+88x5HBzsUWURRSUajK8bGYjZb0mt3iFYlZWQoCxgMBowmM/a8FlbgUdo+UkrS+ZTFfEKWLxHKZbXKmC1mTMZTnlzNcbTCFHXjQwCe1lRSgqo46O9yulxiG8XX333CT33hHt/+9gcs4povZvsd3n//guO9kGgZ0W77LFYrLi5HPHrzAReXzxn0+xsGQ20JrNbZyo3+YvO515/1bf0WrTVVnm2C7GUTyNvZzW2Wxx92farTRQGgoVj/d6sIFTVotIHO1AVrzXbe7jQpWyPW+XpR5pv5WWVqA3dB7a2FqdBKbmQHhBAgDZ6WDNouVekjZYbMV8RJSdixefLsoq4Jqpi8SHH9FotoTpolJGkN0wnCNnEco7Tm6nqG1IJllOA7DrNlxGQ6x7NkbcJuBJ6rqbISx7Fpt9ss09p0IQx9hDA8fO0OIp5zPVzQ6XicHB8zW6Qc9R0spXDafS7OLpGV4fnHj/nKn/oSRQF7+wcMBgOKJMEozeT6nE6riy0FUnskRc4kXfF8dMXji1N+7+N3+PWvfZVvvvMt4mjMs4sXXJ5eEF1fsLg6ZzEZEc0ilgvD+dU1s+WUy8tLfvm3vkemLShqZxZLCCyAqiKLEqSwma0yjgKXNM+Iy5Lf/vp77B3WKhWT2RzPAt/XXIwi+j2PJFuhkSwXK6q84sc++wW+941vcHR0QJYlZFmyVX/VCsG2rTfzLVEbqOFotdFbqfLiljTBy8CA5kRrGB+/Hz3qD1qf+pNsuyjVQt5izG7PLppZRybTW23cJpfeBok26YEwNzteWdbCK6a8seVxlMRzLMZXV6wKzaPjE7Qo8FshVbQkySBLU2ytsLDI0xVvvPEGp6enHBwecnV1RRi0N0iK5XKJJywGgwHzxZg8K9jZ2dk0brRyKMucJFky2Dmo0fem4vr6mtdee41vffv7dHtt9nstkPXOvdvrEi0Tnl9PuLN/yNn5iDfv7bN3fMDd+/dwHUmRLFBhj0En5IXWpOmKR48e8cnHnxA4Gtd1UaamkqRakswzhtGS6vyCd16c88bJHXZbLm1XIkpJ2/WpqopZHFNpTZHHXC1T/rff+5DrWY4yGpu6O+xYTn1KCIEoS7JVjNsOcbRiv9/mdLxkYSTvn17z1qO7zGcRL06HWJbCsjRVVdJqaRaLkiQuePrkgi99+S1WTz5kPB5z//79zWzyh8HqmhNoQ4+xxGZD3oAXxA3AeFudelNymB+uCfPPuz71QZbn+eZ0KY1AaptizfnZHjTD7Xx6u6O4DcVqbtdPuOlMNh2kQpQIIdGWzSopsEhZlTZSKMpsQVzBcHrB/m4fo6HfrSWlB/0W0/mK+Xxeo+qjFVWRs7vT5exixSqe85k33+DdD97Fa4WYsmL38IRvfPObWMd7dLtdtCXI8hStHbI0RQDL+YL91+5wdX6B41ooq4ZGdfuDev5mCULPYu/oc4h4heu67B8cEU0ntHd3SVdTjk+OOD+74Ghvl5M7B5y9OEUi0ZZCaUmSxpv6piSHtYjMqqx4/HzO7737LrmpOG7B5x/cpR+6uI5gGa9YrGI+eDbi44khEXV6rExRM9cNmKLCR1JUFYFSlHlFlqTQbSFI2d8JiJZQrq55cjbm0Z0jzs9nBEHAZDIlXUkcV5HnBm05TKcjSqmRpcJWNdInaLeYT2e1MtgWYkfKLd1GUdfuZdFcH7clCbaf12RML9//qutTnS42iI9tue3mJNsGcMLtE2+7bb99/L/cLdrepYSoqTLbO6ASgp1BiCkqDvZ72Jbi5HCHP/tv/lvoUmIrRa/T2ux4+/v7nJ6ebpS1giDg2bNnOI7D9fU1jgsnJydI4WFZFsPhkN3dXbrd7oYWk+d5rT2YZfi+v8HnzWYzhKjNKqbzBaURhK02Qghc12UyvmKVg+/ZfP9730GUAt9zGF9fo0zFw4cPiaJooy/StL6BDUtACFEP+S0HKTSTmSGKau2UIYpvrgR//dtn/PzvfMxf/sef8Fd/94xf+e6c96aSJRK9HuQGjsK11kP/KkeK2h2lxKBMiWVyJqNLuq02OktJ0gVO2GcSxXz/w4+wbMNsNsWyNGHLx5iSTkdRFRlZXPH1r30NbVs8e/Zsg5LpdG7InD/AH5Q3cn/NV3O7uQaa+m07LXy58/yq69MdZOvNoyHRNdCXJriaoGhSx22i5vbcY3vmsRFZ4bZMwfZp18BuhKlQsqBIam6VpSUfPz/jn33jHc6uIg73jzjY2+XgoHbUPDs74+HDhwRBQBzH7OzsbH6/oij4tb//G7zzzjtYdp0CFkVBp9PZSMVtWzsVRUEcx3Q6HcbjMZ7n8frrrzMcDkE7XFxdc3E13ATZ8OqcVVEhVcXR/h6WspiMhnTaIXmacH19vYF5NdZN3W6XnZ2dTV1bY0MdMJLhcEFeKKQLkdRUaCgVtWUDSFPiU9IzOYZ6tmVJUaMnyrrhoVhzYwHbqtN3W4Msc3zP4vLigvuHh/T6bQoU2vWRVkDYWmcuhWEyWjEZV9h2haVBCwtt6mHzycnJxiN8G3bXXDPbJ9H2tfByirh9LTTX2PYM84fNWf8w69MdZABr/yzfcWvByjJD6VpYs4FMoeoWrRACbVsgBVLXlqsvDxiFqIHCVWmQWqJtjeVYG0fG9V6IkgJhSpT0OHltl9B2ieKEdJXQaztksuDth3fRRcYqWmJ7Lvt7e8znc5bLJb3BDtqR9Hd2cS2HNx+9TmJJBvsHVFmOEIqr4SVVmTNbJpiyIs1XtMMA4ViUZU4pBIHvgiiw3ABHQdt3CDyXvZ0Bi8UCIQQXFxfs7x3SCgSjWYHQFqfX12AUZZUiTc2XkrbDKikBSeD7JHF+Y94nFdp2qCqYrBJKSyCsgjQzFFWBkim2rKkzah1gvi3JRb2JuBgcF6TOCUJNWRRoRR0QUtL2XWoSs8byHLQR6Lzg6nrEo/194niEkYZSK6bLEi/UgEToCtdTrFaGXsujlCUtzycqcgqzTvW2lMtuB1Od9jYajNuIjm3k/TbU6mXq1I+SJm5+px/5Ff5lLnHDYm7ArE2quL17vXxybU/6mzfuZQzkdms2yzKAW6eabdsgYBlltNouD19/xDwG33Z4+uQJdw6P6Hcc0qxuq3uetxbZqXlbxhiyLGO5XDK+vuZ3/9lXNzWD67obh5rLy0smkwlKKXzPo8gydnuDjYJwp9PZ/K0N67qB/NS1pMWdO/e4c7xPslwxnkdMxguyrGA+nwOGLF9ytDdglaQobVNJxfnlCCk1RV5b49quz2IZE2cCz3axpSLLJEkJAo2oQFclTmUIgR3fwqbGekoEji0JQhvbEXS6PkqB0rUtkWsrymJF6INWhjytcZ4HBwcoaciXS966ewfPdlislkjXZrEsgBylalXgspDkxQpEhbA0NpIwDH8A0dGkey/X5tvD5e00cYO6f4mv2Dxv+3p51fXpDjJTW2gJreqvrT90e9C4jZJ+eZ4hlETbFgWGipvCtu4uUncTq9tCO6YscbSFtCy6HZ/Z1QX/z+/8HmHL4Se/8hP4vR6iWjCdRITtHu3AxnN8lKoDyHVdAt9hdD3Gcy06oUb5fY73DuiGA1xbUlUw2N3ntddew/McgrC2G0qKlKvri3rWl6ZYlsK2fBaLCXGaI6lYpgWrpO6idjq1D9p4HKFtl7zMka4mjVeMs4rFfMXBwQF5mhBnBst2EVLR7rWxbJc4KdBWQJVXKBSeZWFkxWxVMFtUGKFZUmFLcKXFrguhrpV1b4Os6wu4wQn22i6W0eTUqW+vY9HrekhdIrXFYhZRFjmDbg+Tpxy12nhS4Ds+KBepBGFLoYSGyiBVhTE1M6LVP8LrWDz53gsM1S3AdyO5sL0aYZxtvZdtTmLj4W3kzenVnHgNgv+P7ZyMNTC1GRZuy35t59pNzQP8wEBxeyfanoNA/UY3YF2oGwBSyprQWFU8uHeC79oEYRthNKNJzHw6oRW0CbwQYwzD4ZAoihiPxxvz7/F4TBRFlGXJcrkkaPV4dnrF00+eARl5mlEZg6PrIXu73UYptbGq7XQ6WFLg2HqjNNU0JprTzRizOeUalH9zMouyFhVyXZdOp8NqteJqOOKjjz8hThb0Bz2yrNqYEDZ1rOd5VFKQFpCVtVmQUIY916JnC6wqJ0nqC13LisDTaGlQssKxJb7vopQgyxOErAhCFyMgKw1K27hacrAT4lmylgmoCqbTKWVZMp1OuXt0SNt3a2CvVKSpQciSsjQUBesgUxihsF2bd779dcrsRl1q+7TaxqVu+ydsXzfNerkB1rxOgxzZru1eZX26g8zc4Mk8z9sE3A/rJDb68dudpJdFdRpzhwap3zRUmtdI03QThLZtc2d/p87nLZusyjnoKj56/x3G10PuHt7fNA/m8zlxHG90+rvdLkLUxhFZlvHJ8zOC3oA7R3eI5te8ePIUqBsCZ2dn7O7ukuc5o9GIPK9xiaFvQ1lfhE2zZ7Vasbe3x3g8xrKsTcrpOLW9UjPumE2mzKIFi8WC2WxGURRcjqa0On1sR3F6ekpZ1Oh013U3gZbnOdezKbM4Z5FUtDsWRVmSpyVxYsCyaLcV3b5Du+Xj2AqlDK4GLSoQFXme4ro22qpQ2lAYkLbFIlqhVIGgZG+3T6cTsljMaLVatNttjDEk0Yx7J8eUpiTLDctVhVSNzF8NMq4FWn3+1L/yZdJoyNOPnpFtyf+9/O/LDY/m2thOI1/eeH8YdvGPtPEhhFBCiG8KIX51ffs1IcQ/FUJ8JIT4O0IIe32/s7790frn9/95Xr8sDAKFQG0Gzi9r4TU1lFiT95o8uznmm9OteY6hQml568OoMJRFhlYFLc/FFjlVMidODWHQ5e7eDlG04v79u7z1xgMsMkxVkCfJRlsxDEO0FExGEwJHk6yW9Pt9Lq9GvHVnn6KM2ekNiAvDbDrlxcUF59MYqgpdGXzfv8HaGcVoNNn8DY0eo23bpFmOVjaD7oDcSGbRiqIUtDshlrJwXIs33njETqA5v7xivFyhHAdFiWuFOJZDaaqaiyUURQWJgUVeg3ejeYEUGqclwQi6HvRCm9ARtAOXw90+ridxXIHj1il54DpQ5AS+TxTV+ErHlTXaIzcUuUWcZFiiwpDQ8ly6/QFBEAKCVqtN4PusJhM+//pbtNrtmguGwvVtjKm940uZ8/DRPbxWB7/n8/Xf/SracTeIjW2U/fb32636DUBBUDfO2GrXr0uT7dPtZfjdH3b9izjJ/mNq26Rm/WXg540xj4AJ8BfW9/8FYLK+/+fXj/sD13artdl1tuXhgFvBJKUEJbFcB8t1btEW4Gb43KRIL5taeI6DqHJeOx5Q5imOpQh9l9UyYn93B1NlnL843aSUlmXhaotOEBIvoprTZdtcXo9YLFcsk5zJYsUyjnB1Lf+mXJt+v8/R0RGlgLOrS1ZpstkElsvaDvf111+nKIoNl0tKSRRF5FmK59rk6XJj75uZnOWy4Pigx8FOj712wNnpFVo5JEnGnZN7mAomi4g0N6RFQU7FcDZhHi/JiwKkIEpSVmlJfz/A90MkAs9XVKXBDxRlvmS1nCJETpHHODa4FoSBhSMl2hgswLdtXNvCa0OlypogWtRmH37gEng2ZV4xGo1uQLgGBt0eH37n28ymU1bLlCKvyLMKjMJUCq1dzodXZGXKg8/9GOlyysX58AeymO2u4TYyv0kdtykxL1tlvZxa/qgdxh8pyIQQJ8CfBf7H9W0B/OvAr6wf8je47U/2N9bf/wrwZ8QflOiKWrfBUoIiSzYD6GaH2bYdqmuy+o3xPO/mmLc0RoraohaQuhYvtZSGCrIkq2XgpEJriGZLvvDaDjvdHnlpeHExod3qsooL5qucqmzzJ7/8UwRreE6WJyAlcZpiuy6lqbhz7w6VsLi8GnHx4jna8yjyFEHF9WiBFjbpKuHxx89QKC7Pr0jjlOVySZ4blsuI4+N9ijK5dbHYdk1U7LQCFvMzhpdXCFkyT3KKXKFdeLAf0PZdrq6GSODk/jF5bpEkGaWpcOx6wJ0V2ebibjauyTJjlUK779HxAs6ejnC8iixKsXxoB4rDnTbkKzqOph1Y+K5EiApLSDynQut6OFwVNZHVc0K6vYBW32e2Kkly0CbHc23unezS66190Hp9Wq0WhpyTo11ePz7CVhJpGZIUKqkpqpI4ypFliaXatHoDrqcT/KBLbtWnktK3a63NRrpmzzcNjryqRxlCqA0/8WWwQhOE2zIXr7J+1JPsF4C/yI0QxACYGmMaM6dtD7KNP9n657P1428tIcR/KIT4mhDia3mWb+53XXeTAm7LM0ONW2x0PxpUyDZUqhkwOo6zaX17ngda4HgOpiwZWJofv/cWbUfiBF3Oh3OupyuM9JhFBa7bJvR8pKWJFmOSrd2vGYzX8tpLkjjFlAW+7/P8/Iq33nqLLMuIoilKCcJWwGQ2Iy/rNv3u7i6LxWIznNZaE8cxi8UCqHfm+Xx+U586NoHvoqVkFecsZ1OUgs+9fo/5dLEZZN9/eJ/JpFYObhozTS0qhCDLC4qywiA4uxpRZhWOa6G1pNNpgZJ0Wi7aq90nKUv293a4e3IIVLTbIbZjMei3kJbi5OSEvb094rgWZbVtmyxfYYxhPF5RoUjSkul8Qp4l+K5DmS65OD/nejTabI4HB4f4vguiIsvWZiJ5iu1aLJOMv/d3/z5/6ef+O375f/6/STLFZDRFTgvIDVI4SKl/oBbbDpSXm2dNZtPUptup4bab0KuuVw4yIcS/DVwZY77+I/0GLy1jzC8aY75kjPmSZd8gPPL8xsm+kU3b1u1YP3ejaLX9Rm53mSzL2gSEK6FrW7w2GGArn4uzZ9zf7/PRJ2eUwicrLNzWLu988BxhebTbHYSUBK4ig1vmdI3MmmO7xHFOlSdQlQSdHmdnZ+zs7NBqh3zw4TvkeUxpKoJOmyiKsCyL/f19tNZMJpNNKlpVVc0/Wwef67qMRiPSeAFVxWI2IV4VPLh3n52dFh4JluXQ7XY5OjpiFi14/OScB68/YLGorWI9z9sYXowmU1w/4PT8mrxSKOngOBaVKbi4OKPb77Az6JFVJVSG0HdZzue0Qp/KFOwf7OK6NlVVa5k0G127HRKGIXEcEwQutqM52N9F25JlXFGZHnG0YDK6xpGGhw8fYLsek8mkJmAWBa1WwP5hh6KANMvptgOyssAOO6SFZJ6meDokiiV/5b/5m/z0z/4Cf+dv/UMENqZSNctiC9jblAcvdxeb02674bXdoWzq4T+qk+wrwL8jhHgC/G3qNPG/pbapbYDH2x5kG3+y9c87wOj3/T+Y2lRboJBCU6QZWkhcy95IfG0Pmzf6euufKQRVXiAqg7atTc3lOhZS1DSWth/QCnvkSY7nBsSlQ4nFbDbHd12qYonlW8Rpymga4foeNhW2dnBszdFub4OnrO1qNfP5FC/sMJ7O6K4HppYo0apkMc9AVITdGk7lynwtHTDbcKJA0PI8ysKglLP50IvKkBb1Sdz2PdxOi6SMuZ5MuXu4S3dwRFVl7Oz0abcCslzx2mv3+ej9x5SlIU8LkiQjr3JKLPywy+X1BC8IEaYkzpZIrXCdkKrImE0nRNGcVuDw5uuv8ebDBxwfHmMpzTIzeJbGGMH+zj4XF2PKvESZilRY2JQoUeJqi51Oj/FkRFUJUlOyyOoASOIFcbzClYarq3OqquTo6Ig0K7i8vKYT9nAsl6N7PVZRTFb5TOczCi1JK82Hp6dUysFohXRafP37z/hPfvoX+Lmf+yv8tV/831EyxBhBVRZY0iIvC0wh0Lgoc1NSGCNQykIpq2ZRc1sxuNH6eNX1o3hG/xfGmBNjzH3g3wP+kTHm3wf+MfDn1g972Z/sP1h//+fWj//9f3NxOzd+GQC6fZo1t+FGBq6ZeTXPkVLe2BY5Hj/++mco84rJdIHr+liq4PT8CoMkzgukpUiykjgXSMtGagdbWziWxfR6hG3btTCOp9eYwNUmpUvTFN/3cV0Xz7IZ9HqMpzFBO+Tddx/z4mLC5dn5Gm0+od/vUxUlyWJJmWSblK9prTfSdMPhHFsp5tMhoWsxHI043OuSZQkff/wxrTBkdHnFZLZkPFmxijOcwN+QG40xHB0doZRiMpnc7NJKsnu4z8X1vNYx8R3u3btDt9utu6brFPb+SS0G5LseoeOhpdr8rg2aRQhBZ9DHc1x6LR+qnF6rRoEYIxheT5lnBsv20RbEsxn3Dg7oBCGz8YQkSTg+Pqbb7VKZlKIomZQwWVUsE0NpLIT2sL0uJQ6VrE9hKWy045Li8b3HMT/9M3+Vn/2Z/4Gf/c/+e/7X/+UfEFp72LYmLyMsJ7uFANk+zV5u9f8ocnDwL2dO9jPATwshPqKuuX5pff8vAYP1/T8N/Owf9EIGQNTSXoUCISusqsRKM1wBjlJgNBTUZDwhsIREOxqj115eUiAtiVRgKGm1AkJXc3e3y8enM+aVzyor2evbTKbLjbJvpx2gvFrXosgN3UEfy/YJlSGKI8KWT5LEa2JfDfPyPBeoSNOY1WqFEYLr4RAp4OrqCm273D05YJFLLi8vGfT7rJYZqTEs5wumw8t6YwgtVklOO/CJ81o3cDKZoIRkpxcStj06YcA7H77Pg0dvoaqEjl3x6N4h0+mIVZIxHC84unuPq+sRw+trlKrrmiLNyLKCyWKJHwQYYBXHDHY7zEYL0kyzP+gzntX+zEVaYzOPdnaI05JnT1+wXBXcOz6qNRi1Q4Wi7QekqxVPX1yQxku8oIUxgpOTuxTVkvGkfs/arQ4YB205zBYJrhVg2TXOMMsSxrMp/TBEmYrR6Jq4MFyO5winjdMKkMrFaBfH89FhG6/TQVg22rYQSiKUjeN4tV4+GqNCcAd87+MR/9F//vP8p3/xf+Iv/Vd/kzTuE1gdPNXCKl2qKqeUClNZgLxV9293Gl9l/QvhkxljfgP4jfX3j4Ev/5DHJMCf/8O8rjRQYaOylHZWkyiVLAkdjyzLMUASaEolKIWoNQSFIc8rXKnJbYnKa++xyoAWklW05LMPHpLMM9IkqW2UipTlfMkwSnitt8N8saQsaiavqAxB4FIVGXv9Wo9DiBXtdofV5bIu1kWJFJrT03P2Dw5ribTZDGHZBEFAmeWEbZcnL07pd2vHlXv37hG6FsLA+fk5/bt7jIfXBK0uaRoTtveYTqf161f1kNm2baoiwVYwur7m/qPXOT97xoM/8Vksy3B6eopSitkiIslKLj/+hP7uHu+9/wE7gy7dbpc4ijd6Io3RedBuk8Qlw/GSshQbQVUpYRln2E4bS1f82Nt3GJ1dEqLRuh7oX1xc0O7usru7i+d5GxKsEoaqzFnM5lAZBgOXyXjG/Xv3WM6fM5mtOOq3qHTJaHxG4HbY3TlkNJuTZRlhu0UQBLz92Tf45ntPWK4SLNvH8QJQ9dC/qNiILGHWDqvr2nujViYlUggqyg1if1m6/Jf/9S+ijFPXXcT8+X/3p/jsW8egYzCKqroBEm9jIl9lfaoRH1ZRcDI65U4SsWMgTFLaeYFOY7y8IKhK+llCWFXYlcGTFqqosNIl7esrBpfn9BdznCJDVAaJYH9vj8VowmReoh2bVRRxvN/l2eWMTrsLRuL7AZ4X0Ara9LsdTJURR3MeHPfI84SqKnjx4ukGuAzw5MkTer0ew+Fw01hxHKdOnyiwVZ1+jEYjjo+PN6lak8K+ePEC21GUZU5R5iRZirI05+fnLJdL0jTdpLoWOYHnsVwlHB4OWC3nzOe1O0wcxxTAMk6Js5z3P/iQ/t7+Zj50eHhIlmXkeU6cZJi1bPdsnhFlN+99v99nPh1TCsWPf/4zJPGCYrHg6upqow1ZliUPHjzYwL52d3fxfR+AMo3ZGwxIlivaYYt4Xg/tJ5NrpC6ZTBLyMuf8ckrgBVDkLOYTdnvdzVy02+0SRUuEDvCCkEpIlLZrNVep0dpCCIkQErRVp41bNKZSsPlqutK2sLC0Q4EgqZbEZURalvzK3/1tfumv/0Oq0tqgPbbxsH9sYVVWktH59ge0vvUu+vwcq8qhMugiwxEGSxYEpSEsKtpFQTpbHknEugAAIABJREFU4E9n7HzrA/a+9QH73/2I1le/zdGzU1qrFWHgIVdTxrOK89mE2TJFY5jNI5Tr0woCplHCfD6hTGMsy6OqJJXJ+BOfeYPFfIalJY52yNIYJUpCt94d+/0+WZYRJyvOzy85n0QgFZ4t8QKf0eialudzNc/QGkLPRmtJXsQEYQft1qRNKUrSOKXfaWOKHFmC1Iq8qvX/O50WlrKppKTKKkRR0fIDbNelNxhQVBXd3i4fPT/D0SVpWTORm539/PqMLK9YRjG27VIZwSrLuR4vcV0bpWE2HxEEHsJycXQ9ZH7j7jFVVTE4PkFiePfdd2t8YQkPHjzg5OSYxx9+zMXVJV98+22ieFVD2yzI0pKHj+6QVyWh18bSEJcFp+MVge9wPUvJTcXJ7gDHlrieYrmMsR2Lw8NjJlFKXikQen3x6zWO0UIIRcOA1lpTGQNCoC0LW9loobGVjaU9TKVA1+mgJS2kWGMTEaRFzpMXQ/7W3/5NJOpW9/GPN3YRg4/Azwv8Jy/wlktYvyllXqDW7oo6S9HLOe0spvv8MYNFhKYAYQgE2E+fc3wxwYoi7rYGFKVmp9Mir3LuH+/iOT693gBLO7d06aNoSlnmuK5DFie0vWDTAHAch16ny2wZ3QIxDwYD5vM5ruvy7NkzPvzwQxSGoNXZzOlOT0/Jsoz5fL5BdHied6vBsVgsOD8/x+g6xe0GLoeHh0gpWcUxWZGzjFc4GpIkYbmM+OD9jygLxTe+9R363Q6j9czMknVB3+l0QEiiVQKq/jualj4K4izfNIjG4zFSaJSGQaAIfY9VCXmcs7fT59GjR5vh+GRSw7+MqHXyo+mY+WzJzm4fuAFemzLH0nC018dxHFYpKDckTWJWpWS+nNMOamPG+Xy+EWZtter6TkkLrW+MDZtaaRsQ3jQybuxpq4139jaAYZsz1vw8TVO+9b1nlASbpsfLzZBXWZ/yIKvrslJWlFWOenaJKgqkstANDrESqCJHREvc0yHeRYxjFKqy8AobZSRUsLy+5E4Cp/NrXL9NHM3Yb2lkvuSDF2Nsy2U0qlO4BrRq2QrLUvzJL30Rtba+9X3/RvZg/QE26UW+1pSvB7Ixb7zxBg8fPkQaw4uzc6bTKffv398EcuOqGQQBWVbrO85msw13zLbtGrFiDKasOD09ZbFYbAJMasViPNm43KRpzovn5yRZziqaY/sBrVYLW0l83+eTTz5hsYypECR5wd7eXv16WUGFoajERta77upKvvjFz2Obgt/8jX/Eex88pswKxuNhLfKzZnIvFgsePnzIYK2IZWmJ5wWMx0OMMfR6PYwx3D05JprP0ErgWDZPzxY8fX5am254teWuKbMN8AC44YwJjdZ2Pc7ZIl9uI1aa1SgZbyv/NqDwxkt8Wzm4SdvrgJP8vV/9TYANj6/5fF/5Gn7lZ/5/tCpRIQxYQBUtaM0W9RB4/XNRlRv0eXB6gSbHiApEQSlqURhbSl7f2acdSKK5wXMr0jhj0GmRGJvcJCyzjEJYtH0HTEmv10dJhzt39omuX7BcTUiSFeeXZ2Rpim9bBL5FmVf0ugPCMMSy6h30ejLmiz/2NrPJlMvrEWmRE8cxj18859npGYHrMZ3OOTg4IPBbjIYTtLZx3LrF7jo+fuiDkmRxQp6XJIWhKCoW85wiy1kuJZ//3JvsH+8iqpz5eIKgItceliXY293h8npIy3PI1g4uB4e7ZEVdm/VaIWdX1xQoKqnJE7ARCAUHg33KzHA5HBKNLjg63uFLX/kpfM9jmUSURiGrEoTF0U6ffujy3W9+izRZcTjYRUrJyckRcZQTRQuuL8/wbUmZ5SjLxvZaFPGMo4FD2B5QVRXXl0NKodnZ22W33yEMQzw3xJiy3uCoag6bLKEEIRRCSrRlUVY3yr+1BmONR238CZqvhoTZBFiaphvg+Q1jOuXXf+vrdYZk3TZzf9X1qQ+y7aUxMF0gshtKSl4WWBVkiyVEcxr/7G3ynWVZnJ9f0k4TqDym84jDgx2G0zkvLq7rudD6w8nyJcPhFePRnGU0x1c5WW7ohj6LxYLBoEaCLRaLDRO6SWuAjUimMSVxvKTX6yBVxeHBEcd37jOazQk7fYyp9e2lrSkxXAyvN6nNbDbbsKWbtKXZndMU3LDLYKfNx+99hO/7XFxcUOYZV4uMqiwAXctenxxRlSle6DAajdawr8XmAgM2BuVSguNBka6Iojkphh//8c/x6O4Rv/NPv8k3vvltBrt9dnZ2sG2b3d1dLi4uqKqKz372LYSsxwzD4XDDqzs4OKDVanH37l329vY2M7k0TQlCD20pzi+eY2kfQ1rjJycTfN8mz1OkMpg8R5g69WsQJdtQKbhNQ9mekW7PT5tg2UbWN93GW3wzmSPx0LKHUoKqum1y8irrUx9k0sjNVwUU4xFCrR0QlYYsIzEl1mwKgFPVjGdJDQqupCApUo7fesDp43N0u40pU6SUhI5FpxOw0+1gcrCURhrNg9feIiXlJz7/Nsks4jD0GM+jusNVgRAlfmCxipYAxHGKbbv1fEZZDHo9iDNWqwytSs6efUKaZ1xeX7CMSop0he85LBZLRpMZgRK0wi5FWULd78N3PZJVTFkWWFYdaMtVge0rRrMJeRqzzFY8fu89LFW7nzx+/oKqyFgmOVmWoQQ1320Rc//OfT55/oxOJyBapqRlgbYVWlvkcbkmh1f0OiG5EJSFYb9tkUdTOt0BrVYHz3F5fvoMSwksDUHYohsGfPLJY7KqRBk4Ot5jOos4P79kOR/R79VG9q3QR4mCRbSiFTgoUSGLDKEtPnz+nIeHDxmNZ+RpwXw4ZnR1SpmXaA2WrFWuiiQFo2jwRLflBGr0CdwAD+oxQ4ZSN0TM7SAryxJDeQu2V5Waooz5B7/5TYoioxK3nVdf6Rp+9cv/j2ZVeQFZsSlYjQALSbGMb6gJ3CgWWZUhKWF4PmT+5ttMh3Nev/eQ4WSOUh4X11MQmrhIqUTBoOXx+MN3yVcRaXJFr+symV5SVWBZgngxxfdDFlFcF/lRbRrRtNeTJOHq6orcZCTZslauDXxs3wOjaLVc8qJmedcpZg3HSpJkQ52J41ojpN/vb/6Omjnt4bo+q1VGkiQUZUoYBpyeX/DsekanFZDkNdj14OAA13VZLpcURcH59RWz2ZKyyuj1OuS5QQqb5TImz0tsW5Km9am/WCxqNai9PlfrE/Xs7IwkSfD9ENvWJHGGbbscHO5yej1HUCsex3F8y7jw8vKS+byefTnaptsJKHOJY3uUVUGVlvhejzjPsBybitrk8e7duwAUBuLJFa6IsWSO4EZhqgmcLMtuNUHgJgC3bWm3sYtNsDX400Z6D+ou5f/5q7+BwEZRUJXFOkN4tfX/qyCrN6oSVd7sRkIIqCrKOL2Bw8i17W1VIhToVsjj11/jReFjtSpOry/RaM4vRwhlEyc1CzfLLX7noxHzQnH/sEc2X9bUEKfFdDrl8Ggf17G5vL6ikha7u7u3ZMO01qxWtcDobDkjSVa0XJdVEvPBxx8RRQlRlCBVPbNp2M1Ne72xU5JSbLprZVnf7zgO0SLB90IG/R2qytBqBSxmEyzXY5aA61goy+bNN98kjmOiKCIMw5rfNh3hBTZCGC4vL7Etj8UioiwMZVGnSmF4Y0m1s7PD9dlTsrzk2bNnfOYzn1k3IRRSwdXVGIDvf/+7+O2AdsfbNHSUUnzuc59jZ2eHMKxlGrLs/+XuTWIky7Izve/eN79n8+BTeMwZOVRlskaSRRJkEyDZgiBAC2mhnQBttJAgQNBKW20EbaVNLyRAgABRm4a0EwQ0uKC6oWZXFVnFqso5MzIifHab7c3TvVo8M3OLFMEWoyR0khcIeIa7h0WG+Tv3nnvOf76/UY4M+l3KpMSyLPr9NlFV8dGra67TNcIyd6/R6/W4uroirwwWNZTxEpWH2Jaxm2bf9q+2FUNg17cEdoWO/WnnrU/CNl0Gdv9/27RSKYXSPkpJwsWcIk+pyrvv/7uub36Qbcba2RRADGlh7BlIaN0AckzX2eXOlarJihyEQNSS6dN3SWmDyqjzxhllNO5he20ME9qBR7fXJlcF4/GYVtBHGF2UtIiTiFQ3varpzTVVXVPkFe1Wlyhe7hgVlmU1mr6Wj0QwnazwfZ/5zQUWLnlUoQ2To6MDyryg324Apnm8JkoyqrpAmh5hHGGYGoHJwwf38R2nIRKHMQhNWuSEcYLnBJh1jd/pMl0kqCJjNl3heybJeoUfWORZynw65ZPPP0cogVaS+0cHSMsmL1OklJRljWU3mLyg5dC4fbb44J1jllHKYDCgVDmdwOCTL75ECI0pLGZhSODBurCwhEmWVtR5zNX5FaNxn/Pzc1zbwbIcLFti2y5By8cSgpKmXB4ELZSwcByX1SzBlS6e47NarbBMgW1qrudzXK9NZHQpigI3n/N41MPQNY5hYksDUStUXSKF3sipQG+qgfuuQNsqrBAaRIVAYQgJqkaikWgMIZCAb5X8L3/6zyhXNfFkRTIP3/gR/uYH2d7Se8yP7cyYrDXCkCi5ZxbAXRPxqnfMOQ3OeVsmj8KEoshYLWcYaIRWu50sDFdEUUi7HZBWcH19Tb/bxvd9LMviZjolTBKWYUi8DnF9bydP2p5OlmURZxWDtkdWakzXI0k1Wdakhdvq1+3t7W6H3UJXt6VoaRpMZlNEXZAkGRWSdtsFJFmiiTbT0z//8Axhm/iexXvvvoUU9UbVn9Lr9SiKovmoBKbnYZFjCUW0Semaiuhdeu04HtQ5vtU4gc5mM3zH5C9/+jP8To+D0Zhuu83Tpw/58ouX2I7Asx1WyyW9Xo/j42OqqmI4HO4gqlvly7ZQ1G63abfbrFYrfNslzhKSykRIiVIFhW4ARJ5lczufAwau65NLn0pXxPEKy2xoyVWZ4XsNq2R7CjXPyh1xap8cvJ0dg7tRpX0R+laWVVYRv/r4knwZUq1j0sX6jZ/bv1dBZgGlZaIsMDd5tpai2cV8H1sKcqlobZqTVu3y8f1DvEJTVzl1ZWC6Aa3AIVzG+J6B7QjiJKTM8sbk29Ac9Fxm8xsC3+H+o/tMFzOOj4Z8+eIloHG9Nm270R0WWU5VZ/i+S7/fp1AWhsoIvIBe4JJrE6VB2mA7Ln5gY8otBRnQCrfl0251SbOCqiipG8c8bm9mgMSyHAzDxHc9lCpYpRmu0/ghWw7ESUav7zGZ3LCYh6RJzGKxYhI2xSBhaBaLFWUFN9MF3ZZBJ2iRFxJt1FQKpNFY+BpGAyOdXFxQlxW3k0s+ePsZTndEYJqIumA+nzKdztHSRGeg6or333vCVxeXhGFI4NjNEKpqqMJ5EpOEazodn9ntBAPJYnpNv9+MCTmY3NyekSQJlmFgCsn5+TmWZUDp4AcWpWo2oAIXdAkqR0gDP2hR1QrPMjFoOCm7RrJqcHFlUdCw8CsEFVI0hmlKNWbwsGdSoWoMAQqDMq+4upqwWqxY3/ztU1l/2/p7FWQYEm80ItlrDLq2hcBEdfrESiMFlHWN0JrbTgujqlhnMbWQpEWKY2h63TYKSZrUVKVBlqqdnWxdFiAliyhH1SXTmymj/piyrClytTtpth89z6PVapHnOZeXl9zc3DSDoU4zTax1TZY1p4plWbtGa1VVuK67YSbOd5Sr5jSkmSRWd0UPYEeeqiqN5zVFC9cPeOetpzh2i+l0zpOnj5p0a1NQMQxjVxjYtwkKw5DRuEscbqi+m9N1vV7zR3/wu6yjmPPba3zXY7YKm5RL1w2PvlLkWWPcPhh2idZTvvjyS6qiJPB84jACVdHrtLFtmziOubm5odfp4LdbCMvk2bNn9Ho9qqpxk+n1emR5wnq9JClqZvMFxcbAMU1TpNBoYVBgN1PnG1Te9te2uBKGYVMU2tzH9s0B93ke21Nr+/7u6xO11lAZlHXF9TRlfXZNOlm88WP79yrIKgTWoIfpe7vPJboiMyWR7yHHQ5qMUeIC+ckxltbQ8SiqCsMQaJ2RrFdUqub+g0NcT+AHzR0vy7a47JJlnKPrHMeyubmcUleKNM1ZrVa7KqDv+zuYpm3buyrharWiKDJMS5JmMXmREkXJriezxQDYts3JycmOnb9lK5qmgeOAZRk4zh0MaCsmHg6bNFBKCKOE9XLO5cUUxw6YzWa7qmQcx7t7yPY10jTdcR6vrxaNdMpq+lpb0fLzTz/k+OQeduBx//59vKDL4eEhtgkH4xFFVVNVzUT46f0j3nn7KdIy6bTahKs1x4dH2JYkS5qeXLvdbsTDtouQklUc8eLFC4QQOxzc8fExWtfMZlOiOMGwHFw/wLIa+JBr2diOhx20qUsbUyU79Ybruq8ZP+73SLeBs+2FQdPL3KaV++kjsBdoBkjNz3/1nNXlLdHl5I2f2298kBmb3oepQXa6LAIHshwFKNOmMGzWwmQpTcKTA0pp0UDH4CZPqYSJrJs307HBty1SJVFaMpkvuLq44aDvEWUFQRAw9A0WUcm7pyPKvCDOczpdn8+en2F5HkGrjaCk13G4nEyohcZzAwDG4yE932Qep7R9iyIpQGpWYUaaVeR5QVnUm8u4IFnH1HlBp9XeAIACatGoKUy7GecwDY1BjWmAYfqUmSbN1riWQ1xIDjpdWkEHx4DhwCdLi11g2ZZDf9Bq3C5Fw1lEdui1AoqsxpQa19HcOzpGa03bD5CiRCmYzS4YdoY4jkNVZJy9eImUJu2uzzps+nCjwZAqLVktQnRRk5YJvZbPfHrDsNXFEJJez0epDCFKpvMJge+SZykKkFITRnP8lk/XtbAMRSXdHQuyuVMllFUjL5MYUCgK6dDqNwySolbU2qCqNQhNmSdIaiR1c99WNULVGFJuiiGNVfHWGnmrBNnXKDbFkZS6KpgqSXh5y+py+cbP8Dc+yDJDY2iDWyGZ3T/hNvBJDYeZkNxqmLseiWNTWpJpy2dxMmItZTNrVt1dcG3Z9D+SXIM2cBybOofjgy4tzyawTE4OBvj9EbpO+eriilVSklcx68WSvFQ4jr0rXKzXawb9EbPpYifT0VozHA7JsowHJ4ekaYoSFoYBdX03OgHsHFtWqxWTyaSZgq6gqtROcLzVB25Tn0b1QYNGM2wcu1Huf/TRC4ajHqvVAqUEURThOA6P7j3GsxyG/Tau65KmKbYjabW9hjEvmjbAarVAKkHbsxn22tiuw+XNDBvN9PqK8/Nz+v0+dV3z4vyCdRQjpCKMllzfXOxcaTCaiQMMyTIOmYcriiSk4zv02z6DTgdJxaMHJ7Tbba6vr3lwMOLBUUARrui3OiyXSxbzGZXSXE4WtFr+hiOiMC2JNGoqNPleUQPYia+3P+/tKbaP2t5+TYiGxLyv5NiXX23/3FYREpUStYzf+Bn+RgeZFgKjhvj4kORHP+TsoM9SwivXYGoYpI5FoiqwTQzPoTAt1uM+8dv3mZ32GdoABnmS41gucZgAkjSJKcuSuEoYeCar1YJeYPHFF18QreZ8950nFMpiPD7iZHxMZVhow0blFUIYfPvb77GaX7NYR9iGha4S8jSkKDMePxgTFoooXoPjUucZQjqg2JSLK1SVk5c1hq7pd9oI26TttWh3Whwejun3e5iWBmFQVhDHGdZmzF+LZkB1mSRE65RlkvHk6ZjVerETLvdHjWf07c0FdVJwM4/wbYu60ox7I3RlYFoS35FE65D1OkMITVlkPDk94GDQ5mxW03cFSgv64yNaLZOnD0748FdfYFoaR2nuH4+wnB5nN5fYfkC4jDi/vgZgi+abTpYMB4dcX02JkhxTWpRphmtaqCLnrXsH5EnEg9M+i9kE17aZTCYowyJeF+RFhmsbIAVVXZMXFZ7jYAgToRWg0EJh2y7QWNkqVVHXJVpCjUZtHFqVUkigLkvKPOfO2Olu1Vo1BoYbiZvWGqyAVP4DbUYXvseHv/0bfPzWCa/aHkVVU1SNYUG9MZXbB1pWEopeh5ctj1dOm3BznwmCAC0q/JZDVsQIKcnSkJFT8+D0PvPJlElU0hqOaPsOn37+FYHvYts255MpeRI3OrYN+lvnCX7Qxm+3MKzmAm4Yxkb1kRP4PmmaslqtGoW3MPG8psTsOM7msi1wXAPpWORR0kiqtGC1CrFtZ9fXgaZ1sT3JskLvCiZBEFDkKYvZnDQrMB0XaVg7xcXJyQnt0aDxOFvHmIbA8x20bnpF0rSodcPza3UcTAM++vAzoniN63jcu3eP4XBM4LlYhkTS4NIHgwGdYZ+XF9cMBz6eY6GqgqoqqOqS4bBBOOyfxNtTZzQa7e5ig8GAyTLkB++/zS9/9jMqBWWt8fyAKIXO4QjTNHc+CNvX2d6BLaPpcdmWQZJE6I3GcVtY2i9swJ0K5Ouo9v0mNNwVm7bv/xSN/eYi/G92kNVSErttCtPGKkuENBHSpChrDMvcKEDuyLDtXpe8UFSGRR745PZd+pDkoIRLnGmwDE6OxziG4K8+eUnpdLFNiVnllGmE1+5SZDHPv3rJIizwPYeqLBFGk2K0XckqilFa0Op4dDodgqCZNZvPmn6KUmqH707TDCmakYltpU9TUxQZN7MpHT9gEa0BSafdI8/qnfOmaZq4rr35N4Jri01/q3lQxv0OQmq0kJRVDaLZVD744AMc2+Z8eoNpNu+ZJQW2bWA7Fp1Oq1HkC0mpoNPpUOYhZQG3tzdYZsD19TXdzpDl9AZVlRi64VV++umnnN1cUVaC9WqKKQX9XpuHDx/Qbge0O83ojmEY3L9/f9cvy/Ocq6urXSWwqiruj9t89fwzRo/fxe90mS2XjEYHRJlgGq5fS+G2KwiCxllTaAa9LnmaUNU5iDu53TbIt8i+Xf9rjzy1JTPDnaB4H9a0nVObGhr313iOv9FBptENAEdr2FNO383+VNRagRQUVUmZlUh0U1E0oCoc0rIgLRuD8zRNsU2Lk3EHSUpSamzbJF5NSeIVo65PUkJUagb9LlZrwOn9p0gJ7aChFL//G99mOrkhinPKvMA13Z2SfbVaUQvJg4MO0FSxlsumJJ3WKaalSdJGOeA7DqbTJpyvsW2DTrvHYrWk5TqYpk24ihBSNwOVNA8ECopSMF/kJKkmSlbkhWKxUDiWRVraxEXG24/vc/3yJbezOZ7T4+pyQrsToHRBEod89eIFSaFYhxVpUdPq+lRFyT/6R3+E4bWxO4e4RsgqjDDqhKwoGbR8zi+vGiG0ZTNfhti2SZpUGBLuHY54dDrCUDnh9JbDfot7p4eURYTSBasopNf18FyD46MhlqzpuiZxmpMrD7LGTKPdbvMvf/oRWQWBFVAmBqrO0UpsKo0Omao4aAUI0yJOMwxpEoULVHVHMWuCZ1vYgIanW4Ns/KtrranLRkS9/TNNIGpAIsUG+U5NpTzKrs2brm90kG3XviP9fiVo2//YtyXN87zBtDktHLuzew3HdGgFHk8e38NQkjAsKWmUHk8ePORwNEJKyTquKNOE6XRNXlYs1yFaSOI4pNf3+auf/BRVS5xWr4HkbFQD19fXjctKGhHH4c7koklJeK0Xs6UZbyVZx8fH3NzccDObNoJnr9k3e73ebmdtUp3Nqa2hqJqZunWUcDD2Wcc5h4eHHPQ65FHEvXv3qRTczGYcHJ8QrmOGox55FnE1iygLgeVYuLbAUhmonJfnV3znu+/jOA697piqTKm0wnG8Rki84SU2ulC4mcxIshyNzfMXl/zyw49ZrSNuJjPms1uOBz1ano1jQL8bMJtck0RL0mSNwqAQHh+9uObx6SGmFHz+6cf0Bgcot4/GgaKgPz7CdL1d+laW5aZFUuwyAyEa+M/+KMv2JNpPB+H/aQ64/dzXYbhSmmgl0FoS1gp9MHrj5/cbHWRf5ykiFEXZ9J+2UiRTGqB04/gowXZMLCFJ182lOC1KhG0Srpb4jsuLL15wM5+SVpJBrw+6Zjq5ZDq94HYVUuQarWvWpck6SnEcj8mq4v233+Xpo2O+9+yQKK+RCBazGcv5lLpsZFXLVUgSJviOT5o3c2ie30VaLVTd7JKWJahKhetYIBSGMJjPFxi2Ta834HA8QqoaqWFyu0CpCtOU2PaWa2FgKpiGGqEFj+4fNm4wWFTaZuAq0CVhkWDaFrXhcH1xyXDQoS4r8iJhuaqpqgKpKiy5GWY0NB9++DG+A+QZuAae7XB2cUWn0+L+vVNm6+UGEpSTJQUgidOSqgbDgrKSrOIlSZZyfjPhz/78/+RXH37CxSxECciVSZ5pplczzM6QpCw56XkYUqBVSV0WzFcJlt+lUBWn9x+zWs0A/zXsdhktmawL2o6HIV2qfKPoqPlaQCmqqsQ0DVRVNdP0VYVtmojdpq12d1Sta0ChVEVZV81IFSA02MeP3vg5/nUNJ3pCiH8qhPhECPGxEOJ3hBADIcQ/E0J8vvnY33yvEEL8d6KxTvqFEOL7/7rX3+46X0cq788Fbcu2WmtUVaNrhcJCmg6rqFEq2KbFaDxgOp0wHDaj8LYlsCyDg4MRg0EP07ARWJiW4OjwdEPzFYThCtezWa8WTKe3FGVNb9CnrBTDYZ/RaEQcx/Q2qLcg8NC6xvcbY4ft6IfrugwGg90umyR3zektH6Qsy51TJ8CgH+D7PnmekyQZQkBVN4oFd1OCvr6+YjKb4lg24fyWt548QSmIkpSyLHn58mXzPmU5/bbP7TxlMo8xhN6AbprN6dGjRw3SrczJ8opHD085OTnBtm2i9YoXL14wGI6YL5esw5CgZWMYgtlsghYGcdrQucRGBjYYDHY/v+2EQRAEDWDHMplPV3T8NieHR8TrkNFgQH98wjIpWKzWOI7FcjGhUGKXEWyfgWfPnvHy/IJ1lICUuL69K2JsT659lf52Vmyfd78di9mq9PcnoLfXkq17kBagLOeN4+TXPcn+W+D/0Fq/C3yHxkLpvwT+TGv9DPgz7iCm/zbwbPPrPwb+yb/uxQV3c0N/E+F1e7S7rtv8ELQKvZREAAAgAElEQVTGMUzK0qKqG111VhaIShHHEYNhjzBqwCyuFLimSbRc0tmQftOkoqoTLi6uKcqUoOXhuDZC1CTrJZ9//CHX0wW38xUKg+FwgDSafsp8PicIAqQERL0TI2/VFkVRMJlMyPN8N7pSFAW2Y7BYTmm1PMIwRCnVOG4KTV3vW0VBXYNlWigFy2XOegUP79+jptFC/snvfo84jrmazLmdTHeyorquUXVJvJxyM1f0Ru1m56ZRwRRFtQvsXtsnqRT3DvpEUQMJso2muhkVukHVuTaOY5JmMYeHY86vb7DdgOUiRAiLqmrek+FwiOu6zbRBnnM9m9Dp91hGIa5T8+Ckg21atIOmYf6Xf/0559OQCoXSBYErqJCvBRDAer0myioQJrWErLzrYW2fCdu2G3eZrwmE968Y+y4uWzHx9lqyfa0mPdd8Obl9k/gAfj3DiS7wB2wIwVrrQmu95HWLpK9bJ/1Pull/QcPMP/7b/g6NRgoTtETVNDanujH2rusKpWpUVVFkGRJQlNQKbMPBtppJ5+NBl0qlqFKTRDFVVbCYh7iuy4tXL+m7gnWYEWUVSla0XR9tSCzDwjMVSbjG91ucPnvCD771jJYfkKUlgSWIozWHo6OdG0mWZRgSiqJkGUZ02gHruNqNWwghGHf7u++XCN566wndbpeybEwdhNakcYJlQVakxFlO0OmC0djLxrVCSJqK4MjjenLLbFURtFukywWXkymqyji7uELXitN+wDovsG0TIT3SQlMVMVKaCCRFUeE5Hbq24Gae8MUXz/EdxdiCVZyRxmvankmYZNRliUSwDlPWSUbPbxGu5hRphuf16PWH1LXBk7feQmiTLCkJ4xTHkJRFQ9JdT+f8zu//Ae8+fkA0X3J18YL5Ysr17Q1G/5RSm1iGzcCFeZggBAhpoEUz/e14PuNhj+FwiKJGbKhfQpoN22VjNFFUirosMaXE2JuK3mYOTdA2zf99fMEusOqt7tHGMRW3N/9mRl0eAxPgfxSN0+b/IIQIgEOt9dXme66Bw81/76yTNmvfVulvXAKx23HgrgCyf5JtEW27ipK2mpL9xua1yGuytMC0apSq6HR6tDwDy6wZth0+eXnN+SyirCtQOeuk6cmoIiOOG6fM2WzG5NXnUOWcTVf4nT7SsgkCjzBa7VKZbT/m+PiYNE1ZryKKnD1NornTPm4VBYvFYndpB3Zp1cFh45iy5e23221cH5SukUZjwtHtm2gkTx8e8OBwwDya4/sB6yRnPOxjSrClpu8KqiphHUUIIcgyRRpXu9S1LEsKwPMcPvnyJWVZN8hxIbieTVglEUmeMZ3PycsCz5JYQnN6ekp/fEir2+Fnv/oFrVaLhw8fMp/PWa+XSAnjgx6anOOTAffuHWK4knA+4dXzL1FlwZNnT2j3h/ziZcTVMqXX7dNqefTbPkntIoRsjnAULd9D5zlnlzMWYbN5OY5DHDcn2dchpNuUcT8t31eB7Lu3bINrHxe3/XmWdUWc3tl4/V3XrxNkJvB94J9orb8HxHyNb6+bc/fvRCERe/5k2ynX7S4E7HyZt3n+tlLXvCkWVXknAI3jmKJowKMHhwOClkcYxlimIFwv0IaP4XYYD7qAptMOcFsdgk6X4aDXiGWfP2e1WvHv/OHvMA8zKmmR141qv1YlBwdj5vM5eZ5zfHzMbDbj6uqKIPDIsgJVi11+v0WPbZmL2zvbtmHe6XRYrVYb7+oaIdndMWazJU/fuo8UAtAorZFGyWKVY5sWnimxnAYlF6YZ/X6jcL93NOa9pw8JPLtBc+clrZZDWepNmt38HeeX16RJzirKiZKEOFqjRDNtUNc1tuuwjkKQAl0r3nv2Fq9evSRKGqS25TQMxuvray4uLkiSiNVqQZaWxFHO9dWc85e35JWBK1v0Oi0MCWkW89O//BVW95i0au5zvX6HH/3whyzCAsf2kCi01GjVWA2neYWS1i4V3AbFNsC2m94+IGf7HG2esdcm2rdFtM0z+1qLyLIshGFQ/xtqRp8D51rrf7X5/T+lCbqbbRq4+bhNZnfWSZu1b6u0W/pr/mRKV0iDpqKoNse9ACEklmWTFc1oijAMLEzKvLFlRQocz8XzHOLVErPSzOZLDFGgioT1OmMVxxi64nTcxRKwXueUdUUer0hKxTzUuL1DxuNDvvrsV1yuakQpWScZVRGhasnV5S1oibRMPFlgGBunRqUp0Bw+HGHaDSRU1BVJmZNlOa1Wq2mM1o3Ydr5ohh49u8Xx4ZAy0zhmozukrhgPenz8qzO6voHQ4DigwxI/8BkPWoTpiiJRnN1OkYZNUdQ4jkVW1RhUeJbk0xcR7z2+TxTlaFVTFBG2KTANyWq1wgAMDUiDyfUZt7cTVKWYriKQJr7fIisKDo8G3NzMePD0GZPrKb/4+Ut6rQPWec5kOsVyW/i9EUiDMFrhuw6r2YQ4jXh8esIqmnF1eYMVtPnlp2eszSGzqEKaNovlGlTN9OacKCwpAW3ayAo6nR7T5QLDdkDVlLVBloeYwkGK5gZfbUZbJPup313DeV99vy2a7QN57lAFBkIYDaVYawzrzW0jfh3rpGvgTAjxzuZTfwR8xOsWSV+3TvoPN1XGHwGrvbTyb1yCpqixvZTu59X7VaRtF9+z2005eWMEWJYllgDbMgjjiKPDMbaoQZh4/RGqtrBsSRiuGoio7dDyfWqtCbOKmhobxffeOeCLsymYbdK0YfU9uP+EIolJ4xCn1XA6qqxgMBi8ZgR/e3tLmKaUZYOxc113Rwp2XZfAtXEsE2l7pFlJmsWMusEOaSAROLbNarFkOOpR5zVlBX7LIPDbnN47xkQRxzMur68YnTzaFVq2ZoKO43BwcIRhWmTpAssQuDaYhoWQmqOTPo5n0+sYmC2XLMvI06zB7Tk2XtDj8uqGWlcUpaRMminun/70Fw3a24KL61dM5zNO7h0TpymL5bJx4xEmuTbQZgBaUWQJQivefusRl7crUmtIWII0LDwvQGvBcTvgapYyOm56U0VRNDDYKKE03N172+22mc+nKH2nK9w/tbaVwi1QZ//z+0Lgr1cjt+nj3ddgJy96g/XrVhf/M+B/FkL8Avgu8F8D/w3wJ0KIz4E/3vwe4H8HngNfAP898J/8v/kLikpRa0Fe3indd8CcPX2ZUooSRVbV5Bu/Yq0qpIDAdUBKptMpqs5ZRinX0xmxSPnht99iviowtYGha8qq6bdQlfR9E0XN416F2TnEUCVHp6eYCC6uL3j88EHj+4WBbxjUSEzbxjRsEAZ1UZCvNYKmf9fptBj3BhRKs45CqkqhTR9dFnSC1o7eO1vOePTkKePxGEmT2tiuwzpc0tmoJnRRcXG75urVKy7OzvG0wzKtqYoSy5AkUcgyXNPv9xn2+xh1jemUzNeNW0sFSFNiGJK6DFmEOVVd07E9Km2zqgR1XbFaLVmtVpSlJk0qTk/u0em2uLqacXw8ptIlvmfQ8gM8u835dZO4LJOCLNuocQoo64wnT54Qh2uSUvNyuuKjV2tWSYHr+DiWDSiO7x1xdODzyVfX2LazI3pltaDUzXtRa0EQBKgqI89LFFXTz5ISVemGBSNe96+7IwaD1jVlme/Syf15vbtnTMMGqCqFRa2yNw6SX8s6SWv9c+CHf8OX/uhv+F4N/Kd/t9e/K8k2eXK9e8P2L6g7M4XLG0CiVEWV53TaAWVdkOUFhm01JhKdAMcQVEmKoVpc384olIOBQVWDptzdoVZJxr//J9/nx//ifyM0nyEtG2FI4nBJ+8HJ7sK9LZMXRcEyXJEmOY4f8OTZM15cfcoGakiSNCaB/X4fx2h+4EmSYGzuaaNRi2+fjvjFz3/OOpZkVY3nO9xOJ9i2g+NUzOcJtiUoCk2SaN59esrk8hVhIShqTVubeJ7XgEQNiSkNiixHkxFYYJgO4bxs7nuiRmpFWeQUeUUncFksFrjtPrc3S9JcAQai1Nx/8JCzixvSZE68bihatt1YQ6kYXC9gOp3ju839xnEcKgyO/D6fT15RWybPL87pBxaL5ZTrpYHyu1SFwvFc1nFGqz/GtSTLVU6vP27Q4TUocZfmNY1zc7OJJtR1iWFucQ6NGeN2an1799q2UfbvbmVZ7mCr21Nr//62HaptNJjWLrV8k/WNVnwArymv93nku9GFTUO64e9VgNgZpcdxjOHa5EVFpSSjfkBa1rS7LbobSVRRR9SmoqwVWdkoxk9OTnbEXe/mp3ysn3H8+JRX589ZRjE//OF3ybP1brw/z3PG4/FuRsxxHKo841cffkopmqb2vo91VVW0Wl3W6yV5nlNVVTOKX8Qk8YzLs2vabouqyHBdB9OUOK6F6zpYZlO9tCz4/ve/BWh83yVTiqKuSeN0R/D9wfe+Tydo0e90MXBoB80G1GptlDRVhe80yAXTdLEshyDwSOKCMoc0q8jymtl8TV7WFGWNYwaMxw/RuulXXV5GREnKfLXG8QOUlBRVw9q4uAn5689f8f3f/IDDzpDD/pjnZxFfTBTT0sa1AqR0cVtttNQ4ouTtwxZffnlBWQvmyzV5rbBsd1eN3d6bGrP6ZRMU+s6wb+v0ud2Yt+RluLuTNYaN3u5z2/vY1wsiW/dQ07QxDIs3Xd/sIBNgmALTko0Eae9Y3zLNm2FIk7KsKAuFrhtWuqpLRoMuZTgnCDwC16fX6SAMg+uLW9ZxxG+9/5g8tXENd/OGajrdxj4p6HX4z/+D3+EXr1KMdM70/IaDwSFaVayWU3wrwLQk89kthm0xWy4QZgM7NR2boq4Q0sf1bcpCYJgKRXOBzoqcs8tXmHYzzNju9qCKOTk84qA75tU0I4qXOJZLr9WoPpbhEnTN0Umfm+klhoDLV18RLVcYps9kkeEYHpUo6HY6PHzwgLNXL8nyhPOrcxzT4Qfffh8Mk0BqXEPQ73bwAwvP9ugGinWYIAxJbRTEVU6FRpgO3//tHxAuJ1iWxXQ1Yza7wHYktqGoNWSpIlmn5HmMoQWPTo9IwyXjoctw5PHZp1/i+wa3izWHj55iBY2Zou36UAqk0Iy7bZwyxnErPvj+dzkYDXBdH6klhgbTsCmLGkNaSNOgVuUOLCvlXQV6f6xlSwBrfl9tZs3UbmxGCIMmBCQNffguHLav1WyKzYzam67/T5w2//9c226/2FSPtsf8NmXcrm3gqdqg3hQVbm5u8GyLtu8jdcLNIiZJS0zLwzY0UZTwarLi+PEB4aTCNiUWOYZh8m99/5Szzz4kcw8ZGg3opchLRv0OnmXQ9iWmhH6vQzZd0mq1dqAbJMSFblKgVo9FXlIUGZ7X3o19dIIGwKPrnPV6QZjmnB79IbLMqTb/rHa7vYPNeJ5HVcJkskBKi+HIpigSYpXS743JaxCiwpcm7XaL8/PzphjkWIwGfQZtn68ubxvmZGDTNl1UXdD2XCxDkKpm+rrV7VNWJtJ1EGWK7/s8GLfIxz0m6xpp1HhWi05XURXw+JHHl8+nJBn4HUm/32/6bpWi7QjaQUDLD9BVzcOTMZNlzDsnAxxnyGcXU9qDFkfjPmmZ887RmF9+8mNK0efVTGNYBoaxSem2dDKtMQybMl3uSuxbC6hGy3pnOGFYd8r5bcZR1/VrtOCvP2f7z9WuLaAaad6brm/2SUYDM9WqYbMXdYWWojHE27Tftv2M5uOmuiQa5LPb6pArwfXthIEr0NgoLcmLFC1hnSUE3R5RnKIFHI0G5InAqiLym1d8dVtSVhq/d8A6DLE9E1OaJGVOy/MwbYs4KZDCxPd9pBR0Wz1qrcjyqmFctDwQmizVrOOIwN5w2Df3iuV8QZorvvutb6HLlJ/85CcYbuN/vF6vCZcrtFJkSUrL8xn128RxSRpneCbEKSyTjG63R3c04OHxMUUSYpuS4XhEnues5guQCoqMR8dtcsPAC6DdDuj1OmRZgqkFVQq3k4wkWvHVxYxuz+N0NCK7veGDd54QxyFaFTx8cMLA9+l2W5TZCtsGZcHbjx6xXi+pZY10LLIyJ4liDoYjjscHPDoe8oP3HnDk19wbGPzhB8f8/m/cp0wWzK4vcDxFXrWx7R6G7VBjUQvI64q8aHDiQphoVZMkIVIIyqLAsW2auzgIQ1Kpuunn7U1ubLHh2/v7VmLVXEOaSYm6vtM47q9aN1nIm65vfJDBXQP6rgCycXTZCD/hrvjQqD5M4ijHNFwsy+Lo6AjDDqiUxjENbMtlsVyRJiWT2xlKaQKnwRM8ffuEt+/ZhElMbflUGLx8eUaa5/TbHpYheXrvoKn4SXOHkts3LVivMkw7YLWuWKwW2E4ztuI6Lfq9IVKYhGGIZVk70fD5+Tm+7WB4rV1LYsuhaErYbbTWZFlGv2+gdI2wJZYFURQRxzGu6+58m227UYv0ej2UUpweHdLptPjRj36XPCuJogTPsmkHAd/54DcIPI/7T+4RxWsKDcNAkCUxg8Dm6eN7PH91xu/+9nd5594hoDEcuLi5QuNzctrn8VDy/jsj3n/2EKsCqSoq4XA2T/nk7Cviek1elmRJQscPsOuIg7ZJq57yvfsOv/9On/jmDCFrlChotTa2uFWBYzdA1G0Z3vVM1uFydy/fFyvA3T1rX5sId43mbYDtC8236eGdN9tdkG4NB990feODbCdw3SvHbt+UbXVoq2LfpgHtdhcpTWzb3blBLsMMrQQHgyGVqnn01jPCMMK2Xfq9IZZVonVIUId0VMKSAbeLkKubKX67xWqxYJVUuLaFqVJM02Q9XzCbzRob2zQlCAJubm7QSlJVBkHHJilz+v0Ge7ZeR+R5gWnadLvd3eQ0wO/93u9x+eqMMMm4dzJ8bd7JMAziON4Fsmu4GIZDpV3abW83gbztjW3Zjo7j0Ol0aLfbzG6uERI+/eRzhGiGRAfdHlVRspjPqaqKz7+4wHF7ZCmYCp4+fsRvfe9bfP7pR2Q1XFx8xfVsSZELhsP7mLbHe+8/49/949/BEorPn19RCwPDtRn1B/zx736H33z7iK5r88XLS378s5/hWDbdoEWn1yXOUkrd/Czv3zumE/h859kxpwMLq47wRYVnWwhV76bBAZbLOXAn/N0+I/uzY/vBsw/S2e+H7VcWt9XHbWEF7oJ1+99vur7RdzKtNeamr6G1xjZMhNK7e5lSijQvsAyJqR0yXVCrkqyMmje3rKiylFxpimJJoVzCMEbogtNhi9WVxPUkRdaMmRy3WwRqwSQz8Dp9DLtNmFzy+MFDzl7mvPXwmFHXpYquKEWTmti2jawbTr8qa45O7nM+WTGdzMnyGse1OR4MCFczDGNjw5oXFGnGcqmxUYyHXZ49GPPlJ7dkStC2HMIk4uR0QK/do9cPWKyyDZJgRVKmBGyoVnWNIRXL6S3S7DKdTplNLnj27ndZpyt8w8dpe7h+i2Ep+bNf/iWLsOJ41G1MB3PF+e0LHjx4l7PbGdF6RZlDojRkER/96icI20etFnheDyUzXKugTir+vX/8I945PeLlyxf8V//Ff8R8MaEqKlR1D6EVn7845713H3F5c4vjShYLhy9enNHyfO4fDfE8F5OcV1cXLKdXuK0+UZiTFoq+zhCGQ260yJCUeYUQjRIjXi0wpENFuntWpFYIBWqvkiiEAgRK7Zfwt4F5N0ZVl9UdT4Wmz6ZUk5VoJEqLf7hBJsTdEQ+8Ngu0L8p1HJskjHc7VByVoArGox4iGHF2c0tWC9L1jNLyODk8II9jMA18r+FrDH3Je6cBL64XuEEPVTSA006vTRIvGXZbrOcznoxPsANn1xx3HAfftJpGt1IsliEXNxPyWuIHDkmuyYuULG1SoOGox+3yBZ1Oh1YrII8j7h2fMLn4imWYMVtGGMIg8HxarketSvI8xfe9Xf8rLXI8t0Uc1RwNbabzDMcAIVI894TT0weMxgOWX17j+W2oBIZWvPv+twl+/BzvRPPg3iloxcHhkHUa8dWrrzgetDmfhhz0A5IkYxD4LNYrwjDGcFtcX18zHnYY+ZJBr8OHf/HnFG8/xne6nL98xZdnE37+q1/S7Q34/GzNuqiZzBUPTwdE6wUnR31yCjqDIfP1ipEUCJVxbzymPxgxWy7oHnW5nM0oCkk6nYMqyWUfw3A2m22506zuTjFV42zGneTmVNqmivt6xW3Ws+8HXZYlYpMS7mdL6NenqP/hpov6dcfMbWBt00IhBBpJmZeovKRUG1UINWWVc3l5wSqvEGWB7fWQpgGiIskLSm1QVgnRMuHeuM13Hg+4mc347GzFzQxqU7Ja39LxBIv5lM5gCLokixb0uj6+ZyAwyPKCSmiOjw4pa4PJ9AbbtTFNG9sP6B8eIYqUdS0Y9Do4tkeRanSp8b02j956xmLyiul0SpTVGJaFMJo0WQrFanlDXRmM2j6T22vqqiJwW1iuhzANkijHdWHQ63P/5B6+69IZDJlOb+kFXcoiYRWG1IbBj3/6z/E8BwvJixevqIUkyQreevoMx5LkKue9xycY5Iz6LlGUMF3GmE4HXQnagzYd3+bi8oYvv3iB0z/hs7OY//X/+mv+9F98wl+9mHIVaz67jInSkm6n6UW9upgTZYKL2zXXi5jnZzckFZzd3HK+jKiFwccffcRqvqDlGGSrFaRrOm2HPAtpmxpVlQhhsL65REkD2w8wbB8tbSynhZT2piTfrH1pFECDPDdfExJv002k2KHghGy4MtsRK4GBRCB+DbPNb3aQ7XXst2s7VbxdSikEBoJGZb69HG/dRKbTW3zfRaLxXYdhv7cbNzkaDfFdwUnX4vb8OcJq0TocgA8vXl3x4PiAPE05vf8Q6oJ7ow7jXot4HVPkTcP15OSEcJY0iO465uDkHq7XEKo81yZZzZCmgcZkPmuYHkLWu534+vqSP/jRb5MWgl989AmW43J7c73TbPq+T1VVxHGMEE3jWQi1YVuYm35hs+G8evWKw8NDAsdGFQ0yvK5rRqMRH7z3LR4+eotW28dxDTzPwfccHMsgCtf0O0O6Xps8XTMatBkN2kDTa1IC8irnxasb/tVXC37yKuFPf3zJP/9iQWq0+ORVyc8/mnJ7vaLdGjKdZIDBy1cxUoBhCMJcEeYaJUxKrfnkbMJnNxHKGfPjDz9iVefcRCs+vzjH7wZoMuLwBt/WRIsrLCoMwc49Z1sYarfbO5MJ3/dfO7H2x1u2AbfPTPn6fW3/e/cHhfelfG+yvtlBxh3wZPsP3c4Qbb+mdEUYphS53rlVGobBwcFBI5DVNa5no6qSk6ND0jhq0rrFgiKJGQx86tkLpqXLi+uQPHI5Hh9wb9CmLmIGvR630wnvPXvCsOVQZxGX55cYZovlcsnZ2RmPHo2IoogwhiwvibOc/mBAtFpxPOphWy41gqpqRkeOj8f0ej3SNOVgPODi+ScUlcW9R88I/DaHh+MdvXY4HNJut2m1Wjiuzf0Hx9hOE1yW2ZwUvu+8Nj7fDnw8pxFIp2mjAHn+xedESU6SRPi+SxxHG7FuxVdffo6UFRYN+fjpw1O6gYtpNZaw0hQIo0YIhzQrSCu4N+7TCnwur2+J44LxsIPSFetwwWDgY3s2SQ2uJ7A8mxqotU2UFeS6AeIsVjE///KaRdHj1cxBOAesM5uvXtxQV5Jeu0cdz2lZNbJK0VUG0txhAfbVGdvNeF8VtN2ct0qRr4uCt62f7fXj6wH49eB70/WND7K60qDl7tfWGRI2c0NKk2WKXKfoqunkU1cs5wsCz6EuKsLVElXGJHHYsPi0ZNxvY9qSkZtxEfu0uh2W85T+0GU9u8KQNU8ePWa2WHB6OGB1fcbYh+V0Qu/4iLqcUmnF4cEYWUm+up7RarW4OL8lXKck6zmDgx5lFvPxiyvuj4e0By2kbDaJJIvptV1++NaQtBC8vL4iz1O6vsdisUIKOD4ck6YlLc8nT2NW6xgDQVEkOI5HXoTEZcm333sH12x8wsLwhigMmc+XoGpODg747rfeI89S/uJf/pSWa5Os15yentLpdJhO5wzvPeXRyYgnp6f89Gdf8uc/+Yi0tliuYrR0mN0uefEqotdt4QiDvNRYdsMwEVpjOAayCBF1jioli1XCep5iGpDnGinBcQ1cT+C6DroAx7To9UYUSYh0XRZpxReXS9YZ2KOHOH6f6WKKpiaP5hh6QjK/RhvitZL7dhOudIXQoDdFKF2rXfn9dTR3vZl6LtG6xjDEruWhlELp5gqyn1YKqV9T+v9d1zc7yPZkMvu7zP7uZZo2Utqo+nUd2ha+YpsmZX23Mz19+hTb8cgqhS8Tnr9a0B4cEK1Cnj5+zGFgMZuuaPktvvzySw5HPap4zVuHLeazCb3hEUZV8fzlNVVVMer2+eLVC9JU49oWh/ce0Ol0GB+PCZcL3nr4gMcPH3NyPGLU6+JYJqYBB70eo5bms8+ec7XIMSyDk5NTHAOKGnqdFkIrzs8uODg4xHPbO1VDy7OJ4hglLU6OH/LZZ59h+Sanpye0PRff9ynLkuFwSK/f4nZyQZSmhGlJp9NpnDuTpHGVOb3Pe4+PsXXN7Srh8NFDfvRbv8lvvPOEk4MxYZhyNc9odVrMJ3P6HY+jXovAs1BlxfVkAapGqQw2yvf/m7s3i5Esy8/7fufcfYklI/esrH3pqq6a7tl64cxwhhwuniEFcSSQI8oPfhANwg+CF/lBDwQswA8GDAj2q0FAMGAYtilTiynKBDkyySE5nO7p6Z5eq7u69sp9jz3uds7xw40bEVlNS2Q3zGnwAInMjO3euPec89++7/vXajHGC3AsOLNeZ3FpDiFKheWq1rffSRnkAqRNPQyYq0VoJI93jtjYPuHdR8csn7lCa24ZbXJCKwedlBiq8ZgF7VZ6KlXsXnk01SKsLN3T5MxZhMfT9banyZ4fd3yqF1ll2iv3AKFLtVymjFelJXEcYkyANqUOX2c0IB8NGA0L5mp1hIF6zSV2bR48foRRQ1qBJBsWiGCJTr+HH8xRq1m0R4ZG6GC7Do7jca1H0EMAACAASURBVGGlzk88O0826jBKFIU2PNrcIfA85ms+2zub3N8+4Naly9zZ2Gb/5IBao06alpCrYVKw0JpDpQlSuXTbbdbqNRpBzrDXJZcthOtw8cI1XBtcKTGWzep8g3oYcPvBIyw1Iqy3qAURnmNTCyIs12F9eZ6trZ2yJZFlk40ylIA8z1hbPUdRFCwuLrM4N48RFq2Vs7z/uIPEJisM3fYWz5ypsXf3Df7dGx9SCAdHWnz5hWepk5KmI9JCkKiIpEjJlGH34Jg06dHv9OkNEpQQRDZoJRgqgRV4HB+ndLojHAMLK2ewbJfY91iabxK5giiO6Vsu252Ug77Hnc0Rj48Uca3BYiuiEVjUAo93twTd/pC5WoQrDZ4jcdxp0mJWBMf3onH8mKNR6BkJdwCVF+RphlY5WuUI9Ecyj1UMprWeJEOU0UjL+bExo/9aRmWRZs33ZNExBXI6joNlOxTKjNHkEXmesH1ySGNxnoN2wub2DqrQSGnTT1L2+wrPldR9mwuLNfqDAcWoQxDX2DvY59qZOmthQcNKJ8TBra0tms0my8vL1Jst9o/a1GoNkiInjmq0Gk3iMMKVpfuW5WqSKo4aAfNLTaSdcmEhJAgaE8SHUgpLSLwo5Nqly2Xr3P1DjJHEcYQQZtyTzGaUpFy/cpFRpoCCxeUlep0uzz/3LCrX9Ho9/MDl+Vs3GPS6PHz8hNyEuEGLF2+dJVg5w/MXm7x84xLv3r7Dg/0+jfoiAo+f/5mvMThpU2jFk91jkBbKDNne1DQXApLE0O0OSUZ9Br0OaVJBkQyeG5EmpQpWPZJgwVvv3KXd6RHGcGHRJo5DPtg8Yb+T08sl/SLnZDQkocxK3n4ypJNK6s0GQbZP30TYfoTjeNi2QwmfOt2ppRyGvEhPQalm5QiqeK2Kw2YTGrN8M+DUe6s59klisk91nWw2bV8URWnJnqK8QNmBEiyUsLFsZwzBShmlfRZrTSgUg8QjCg3FUOL5Fh/cfcD1q1fwPI/3Hh2SZIpBnnNhdQ5TJPyDbzyPyLvkoz7HqUW326Xd7mL7Jdu41WrxB//uD8mESxzGfLi5RVYYmn7E4d4+S40IbaDZWsAPHLRyuLS2SN7Z5vy5BV579zHNlWsl7d+yePDgAV/84ufZP9ghdsseXjsHx8RRCRAWssCyBUWhiWp1Dne3cGyLWhzweOMJq+uXqdcsHFWj3W7T7W9ydtFn0G2T5zndIqO2tMD2bpuvX2ugE8XewZD7O13i9Wssz0UUacHm/Q9Yb8asrK9z3FfYrkAlHvV5j0cbQxbny15qvqNJU0NfA9ioImN/r49AEEQGVVjcuHmVjSd3OLcY4EvDe492yEyNgaoRRj5IC0eWSl6mECTCYITLdkex01Ws1kJ0amj3B6AKBC2MFkg5zSBOrBk5SpfcMph6QdUcksJMNuSJ+6iZxGKVBatqbFUiaTb58XHHp9uSjQGd1W4zizebFKOlQ5FbSEtjWQLhuKRFzmF3wOrSIr4vsC2f+VaDc+evEPpZGTstLpENUja2DonDiDh0sLWi39vk73zpKll3h63NXaQTc7izxyjX5NpioTWPY8NrP/ge3VRTi5scdXv4UcT6ufPU6i1UXtCcD4mcOrmlyZIRgW9Tt1PqVo937m6R+y0cm1JrMVVkCh7e+YCj3QNuXT3D1csXebJzBMKiPjdHoCWrrXkiv45re8RhjUbcxHIcwnqNUV4w6IyIG3WiuEEcxiQ5JRomiHi8ccDhzh63FiWRI5BuDW251OdWeHjnPr5wMWmKYxmEa/Pk4RNuPXuLwmiklZIraHdzPnzY4+Ak4e17fe5uDAjCBmHkMNeq4wcC6RhGOchAcLC3TRhGPNw64rV7x+x0bdqFjeM7GOkiLQdtS+zQp5BghMZybNS4NNHLXVaWAhZqVlnT0xaunGYVS617WZJ79Th2x8J1HIwuUEWGKjKkMBNSp5B2eVxT8sQqy1hON/ER8Z2nrdzHGZ9qSwZTEcrKbaz85orOYEgBjW27jPKyY4ojHYRXZ+9khCOhKMr+zyeH28zVfZzAptfp0+33uXTpEuvr6zhS87Wa4Zk1w73b72F7MSsrK9y7d48gCKjXmtRqNaSlOTju009K8uQgyUkV+BKSfof94xMunlvGKIn0BEux5P333+PLv/hVksd3eHjYx2+e58LiGqIYEsUBrq04TkZ8/vkbvPLmu9hqwOtvP2ZYQLMR4UhJLQ5INBy0u6ysreA7EXP1Jp1jn87xBp7JydMB+wela72wMIdOBwxGCdvtlO32CTfPhXzlCxd59a17BJbFj+4+pjG3yM0b1zlqd9BqwHCoyGoR7XYboyXNxgKD7IROt0ur5bN1lLB/nGH7gkwL7u/0wRikEGgMji8JYp+0UGQJbHdSpHBBOriei5EOrjMVGRWWPZYv9yZoeSkhDCOybofYCxgmEtvzUH3QSHQlGyAEulBIppJoVeljFu0hpcRxw9Ltw0ySIbPp/Go8radfva5STvs441O/yHKtxinakpA5G+yWFs5G6Tb5EDy3FKnR0qC1QElJno4QpJw/u0be2cZ2BNs7uyAFsReQJCOK5JjPrkoCR7P7pGBxaZWdg2OO2x26/QEHR8csr9msLtTZ3Tminxr8+VWELrj99m2uXLyCkqCMoBlHxGGME7aoyWMur4fcaDzPow83mT/zeY4fv8ZnLy9QUBA4Ps3FBZ7sHXPj4nmePLjPYmsBkRfc39ilPxjhuOBKRWs+5uH2HvcebDFUQ9LRAN+zcaXiyuVLfPXmVZ48eUIcWzzY3uTlz19nf2uLg67FWx8+YC0OWIw9/u13vkczCnhnt0tzaQ3Xsvn+Wz/iM1fOkfU7bPRSlus+PVUwSgTNZov3HmyBMQz7CQuRxShVDFKDZKxfYkNQr7M/GFFrLjIcpXSTckP0otqE/u+4ZV81y7bHVqTMEHqeVy4M28EVEqUTlIDl8y1ub2zSjAO6aZkQ8iQMUzXW1MyJorKVsFYFruOeUqMyWkwK1JZdofKdsUiRPVlIVaq/8o5KqyURAqS00EXZO/zj9tr8dLuLcIpgV/nPs2hrrcuMo+NM6yHVQgzDEOmULoJSCmk5pQvlRqyfv0Yc25zxBnzri2cZ9Hu0Oz20sHnjzbfpdrs4lsQS8MzVK3iy4PHWLoejUn14cNRmc2ePtbU1rj9zlcCRHO9ucOHsIj/70nU+e7bg6pLH1oNHPOppbrzwc/i+z4ULF0qxnP09ut3OJCnSOzni4cYmL3/uFkpYKC3wPYdGVJIqsywjQZBbFjXfZqERsdioYTkBGw/ucnh4yPXr1xkOh9x65jLpKGH3qMfr771P97jNYNBjp9Njru6xsX9AHpRS3Y+ebHDr+i1Ojo/x/JBhNqDIU5p+DYSm223zzLVLIKDeilFGYbsW/pjD6DiCroGdbh8lbHqjjNyU+omVdfJ9nziOJwmqSlG50tGoPJQKzeF7DVRhI4zP7n6Pdq+Y3NsKHC6lnOhWDofDiYxD5eZVJN6n1asqr2jKjp42bp9F3VchytNW8eOMT70lmw04qwr+7I6jdYbnuWTjLJcxpky7Skm73cbzPNIsIx1lqESRYhE1I/xkm29/8wsUR084OTwi8mzev3sPL1pEOD61KKTbPubZ69fY3NzkKDG0j9rMtWo82txgeW0dyxgsrdje2iDtd/nai89zbnWZrHvMvQ93OXfxGRauv4gTxBRjVyjLMgYULDfncBzB/YePCOImz964xO//6REfvPk99nsJSWFoNCOunD9D++SYVEueufY8n/3iT+NaBb32EelowIKAG8sR0kzFfOqh4GD3hNRE9DSsLMyx2+ny0nzM3bt3mTt7hXZ7BDpj9+iAM2sXqdUiNna2ef7qlRIpYgTz8y1OBhvM1WN83+ak1yeKfVpLSyQ65/b7+3SVwsZFOgHYFgU2QljYdhlDW64zWUDGiFOwt2qyT7Q7xvVeKaER19nYuIftxQxTPVkwVcJjNBohmHo1RqtJ8qLKPgtOq5uVf8tJfAZTTuIsymM2uyilRBj9NzgmMwZTqImWubCmgWl1YSzLIs0VeVZS0XNtkNJg2TYGQZFnhGGI7wn2uhntfo9f+bnnuN4o2Hp0H1fC0aPXGeQpxvZZrIXYdY9a4HF8POD2vccsrZylePSAixcvcu/+h3zu+VsoDJY01OMa/XaH82dW6HW6vHnUJWjOo1pXudsWvHTzHOlgCGmXWmuF4/0dOu0uKwtNgnrMQpohtOJ7r77Ct7/1Ldq793nzj98jClwSZRGHIVIJdjZ3Wb1+E6U1juty4cIVhFY4NqSHD1BS897tOxyfHLC+ErPfGXF3axsrG3FQ2Fw5t8bGkwfYzQWELFnTW1sbFAS0u1scHbXJkhw7hL3tIxJT0BlJ0iTlcHOI6wU0hSZuLVBrLKIHe2gnwDbgxT5Gy3F8pXBcCcJB2jbKCAQWlnMaVIAagwqcMeRKm4msRBDGZEmfkdaMdIGrLEJX08sKlLSR40WiswIlDK7vM+p1JwDgiVipU/YPMAKMZsxBlBP3sCyJTJkds/NqFimCtCbNTz7O+HQvsvEFq1xGrafCKJMUbR5APqJIE4pcoA0YyyX0A8Bg2w6BI7h06RJZd4tf/NJ1lmWftK/Jh20eH5yg3QhZeMyFMTIfcNTusq8UQXOOw8M9DBYnnSOef+El7j/e5Pe/+zrC83F0yo2r18iFT+d4wML8HI+277EoGqyuN/GiOkUBcRwxPD5i2B8x36yxsBDy2g9+wNraGnPzTWr1GE9eIOts8upbD3Dn53n0+DFry/Pkow6u7dPpKz4zvwTCpt8/Zml5DVtKuvsP0MKw2FpgsTWH6Vjcf3Cfw5FXCgvZIQuxw+D4gJ70aTqa0SgFYbj/eANhR3SP9hgMUpZqIaEUHArB/NwK+w828H2f44MOllXj2s1nWb98leEw4cFGgR+WC8UIje14SNvCrRDu0p5YjsqClZti+bjljN3DmW492pQipwDtdpt2u43v+AjH59y5Mxzf3y0tkB4TeSXYlk3SP93VZVYCbvp7mqWuSL6z2vmVuzgLEJ7AqsQn45N90v5k/5UQ4j0hxLtCiP9dCOELIS4KIV4VZR+y3xJCuOPXeuP/742fv/AfPIA53dd31mRX/nfnqE+/1yNL+vR7J/R7bYajEwajY7QZ8eUvfIaazMiHm7zwzDJ+e4O9gyO29/YYIikQRIHL/GKLLB/gRg22Dk44HBnqzQU83ycMPJTI+be/93tsdxTziysEroM2Fnv7x8zVawgK3r/9DlGjhfQiLMshy/JJVnI0GoAu0CrFdQxf+cpXmIvrGFWQpSnnzp7hycYWthMwH9vEjQbSKAQFhTJYtsfh4TGO47Ewv4TS0B8OObu6TPf4gLvvl1bseOchjw4T+jns759w0hky6h/jxA0cz2NlZZWTkw7NRousKAvX/W6HIIq5cG6dJw/u0xv0Odg9IMsyhsMhdjTPhZtf4MYXvsrN517ghZdeZmf3EKVLFSnbCbAdt/TzpMRynFLeWpRSD2XvN6sUfR1jUNOswHa80wVhBJbrlTFqr1f2CAhCMl1KvX1ET1GUcbdR+tQCqhSkq5rYbPF5tiA9obrw0QL0bNr+k8KqPrYlE0KcAf5z4FljzEgI8c+BXwV+AfgfjTH/hxDifwJ+jbIX2a8BJ8aYK0KIXwX+e+Dv/fuPQQmhQp2yaOWF0xxv9+mcdBn2Ozg25EXpY4fG56s/+SI/fPUVXvn+97gwLzgXg53mPN4+xnZK1HrW6TIXLxF64Lk2R0eKd29/yEKrxdXLl3j79h1aC/PceXif+9spjVZILbRJhmXa+uLFiyw2a4SOoNfNiOeW0Vrz/t0P2N7f4eHGPq/+4M+wpaLhlkTLz1xY5snDA+aaMUobQjukVouxVIc3P3iM3zjDyc4uS60FzizEoDOebO5hLItee5+rVy8TBzVynTE/77Nx53usX7jM5vYGdcvwRw979LTH0dEBYaOBRYYWBaP+iGazydtvv8X8/Dx3Pnid0ShnruHT04JolOCIFOMEJf8t6aKloDdMcIM5Xv3hW7z62ocMBt0y22tpRNACobCdkg0wZXOJsv2U65Al+USaXNrjSa819ti1syxvYlFsFEWakY26DLMBuDapMjieJNEGLIltBLkSaFMymIfDIdK2sMbNnysKEZQb8VSeu5ixTCXbHqaiOZPFqHTpGAqNUhU15vQC/KuOT5pdtIFACGEDIbADfJ2y+QR8tD9Z1bfst4GfEX+JM5+t0FeZniRJMEpzfHhENuqS5BmdYYqUCd/8xtfJ04I/++6f0D45QaaHiKxDp73P0fEBuRIoDYNhQqu5TFSzMUazs7PDXKPJFz/7GbrdLq+/8x67Rx1++O4j7m6MaLYWiPyALB8RRh7zC02O9rfRWcqfvPYqWloIDY4bk2Y5e0d9emlGogtuPnuN1YUlXv7MM+weHBD6HkILzq2voosOCzWHDzaPsYMmu3ubOJbHydEBoSN4+GSPfjoiLVLe+NH3+f3v/A7/zX/7G/zP/+v/wv33XuXSubO4QrHaqPGDN9/Eb6ySGJt+rhFKI4WLES5eELC9u4tlCXZ2tuj3uzge1CMPZXyuXjpDu9ul00lJswLGTeE9t4a0BR3l0EkyEtthJATGWyB0PYTlnrpH1e9yati4vgdSYDn2BE1RZfUq6zHRbLEdbGmR9I6xnJC645dNLpIhdx5skhUlebNyLx3HIcuyU8mUiiNWZZ6rvysdkNnkBjCJv54W5Hnaen0SxMfHtmTGmC0hxD8FngAj4A+A14G2MRNewGwPskl/MmNMIYToAPPA4X/gOBPTXl0s13VRWal3PhKSteUlLpw/w72H2/zg9Xfx4zqZsGnUHHw/5cL6IltPHiOEIa6FGAQaB50n3NvYZX19nS/cusVb73/Iu3ceUgjJ0dGI2w+GxE0PP2qwNB9jcs1Bb0BIQb0WcP3ief78tTdYWzxDZzBEujXmV87xD3/hVxFegBIWV1YXSHrH5O1tXn/lT7h04QyxV+ckyYg8l6vri/zZn77K9nCI787h+T5GaK5fXGf/4IDVM2u8/2iDSLoMen129w65+fkXsPMe1uiIw33DG2+9iSokrfkV9pMAbWd4jkLqAtexGIxSTto9PD+iPxxw5dwaj7d2IYfuoGDYTzja3aAeWWiTkxsY9jWWXOD6c8/TPPsC//jb32YhXERGNp2dh/zq3//10p13/EkSQYx3fEtaaCkwRiOEhdYGKe0xUsPCHdczjSlfM1kkSJJRh2EybpYxllxvNecZjApc10YpAUahtcKW4DgWYEiH0xhLCEGapiCmHTZnVaimP2YsBTclBc9KwpULS5Ryej+OxIcoe0H/EnARaAP/J/CNj30m08/9dcp2t7jjlq+VFat2l7LPVp/Pfe55Pnj/fRLtcn8vxXLqCCFo1F2GyYCam3Om6XP//n1i3yEIShWno8MOtSgkjmNarRbz8/O8c+cB3STlqLNHltns74+Ym/NozUfEtRJ+kxQjaoFPq1ajGQZ8909f5eZzN8sdX2lyrVg/e5mo0cLxXFaWltm68zpJd5/e/gY3L67QHqS8fe8uF5ab6KygX2iipTVqe212Dg9YXl7m5OSE+UZM2xJsbR+QZQW2yfiH/+Vv0Dh3jcjS9D74Ix69++ekc4usX7hCmuds7PT49q//Brt7j/n9f/1bvPfOWziBQxQFE7EgKSWjUam25fqwuHqB5z+7QnrwNoeHBywtLaOEIM8HLK1cpZvAV557gYU4JA4NxmQ4vpx0zbEsqwQMODZGi3E2T5xKJIzv66kM3mxiorIyzUZEv1dm/CrlLaVBaSaoi9lFkCTJJE4rVIYxxYQlXh5DntqYq/OdIO2ZUl6qWt2s8vBsze3HVSf7WeChMeZgfBH/JfBlyja19tiazfYgq/qTbY7dywZw9PSHGmN+E/hNgFq9ZmbhLePjUBQFYWTz9ttvo0VEEMYIYZHbOQZDmmbU63WKwS6942NMnlILSm38wVCztLJOaJfuUBiGbGxssLm1ix1FDFKb7e0R8ys1kqRHmipCp85gpHBCl4bvc25tlf/nO9/l4s3n+PDDDwmiENv1sR2HZmuZXGkurK3Q67RZmavRzfcZ5D3uPhrS7Y24dHmZpdY8w/4JG9v7vH77IVfWLnNm3UNnOZ+79Ry7W/fopoYsVfS6Ay49e4XVtfNIKXn/j3+bOY7RjQto4eGFDS6dXUc2+mShx8ryGVbPXMKP6ngy50c/+DMWFxfHpERFnmd0On2EjLl04waP338Fb9THaEGW5kjXQ2Dx4stfZ/nKWS5cP0cobSQ2xjZEjeap7BtCIC0LrGmPL2E+KqtW/V/9riZulagYDLrs7e/gCIe5uTmyLKPQhmKU4Ln+KSZzGIb0xrLb5QJMEHK6EKrzm13QrutO3j/LpK7cSK31pItO9V6tNbo4TZv5q45PEpM9AV4WQoTj2KrqT/ZHwC+PX/N0f7Kqb9kvA39o/hKObgUMri4MlMGtKixaiwsI10O6XonotgMs6ZELQXeYgXQwdkgBKMsi1yUr2dYJUhSMBkO6vT5HgyEyrNMZQF4IanMWC4sNrp1bY745R5LlhLUQ3xJcv7TO93/0PuevXOT9u/dozi2UDcBzwzvvd5mbX2JhfpGjvS1Mf5+7H7xF5+SI1vwya+trxLGk7vkw7LLxZJ837m7QjGr0ki6Pn2wT+zZxaMBrkBYW3XSIZQRJOsBIAccfkh894N6R4dzVW1y8cYs4Cni83eNrv/Kfsdxcor64yje/9Xf55s//HEvNFs2Fi8wvnefC5eewMRx1Rth2xFe+/NP0Dw/oHh/SGyYlB8sPKYzP8pXnuPrF5zl//XnCuIFwHGxbYrshetBDGTH50ZqxWwhKla5h6R6WVuZpfGBVpwJQ426eC635Utdf2AhhGAwGY0xjec8KVXai0UahsoJuu32qxqWNAjPtlWBZFgKNLGnSM4mLUmlYazC6QKBPWdTZovTknLX58QjpmLLD5m8DbwDvjD/rN4F/DPwjIcQ9ypjrn43f8s+A+fHj/4inWt/+f43ZLz0rYIkUNJYXxvLY093RtktMmu14JKrGSLt4fkhhSnjPXC2asHPbvR5Hne4YU+fQ7vTRwhD6Lo5S+G6Z+Tp/+QK+I1lfW+Vf/pvvIm2POw+2Obe2Sp6lnBx3eePdx4i5FkGtSbMRkx09ZHS0wcW1Fnsbmxwc7rC//4Sb16+ispyDdsKdrTYXL15kaWmJ0WjEzRtXuHxujbfffcCTJ7sIu1QYvvbMRW7d+gxNtcObf/yvaMsFvvDzv8xLX/55fvi9P6KXOHzum38fbVkISyJsCzusYzfm2Tg44drVGziOxb17H6K0DcLBCSLu3XmTnY0PaIY1Go05VlfOUuRQuHN841f+U8K5JcK4ThCF+GEpSy7Jefv2+xOholmYFJzu613dj1k3bTx3ypiJaZ/thw8fsn+wXXotjouRVinVrdSpziwAURRNPJpZREdllarnqmNVC2aWLV1ZwFnl6VnrV/2etXIfd3zS/mT/BPgnTz38AHjxL3htAvzKX+nzmRYTZ/k+ZYymAU0YN8sWRtKUQp+WhRagClWyhYWPGHdt0cJh5BqKzFAoTYGFEQ4bmwf0+hrLhnoUMz8/z/7RIVFosbQ8z97WFhfX1vjRG++yvLbE1u4h6yvL5Y0xAm356CCiHkl+9/d+B072ePHZFhEjdrpdombMk83H2H7A3sE2++0hxycpXhjSPdkkTX0WlpdYq/u8dece/TShEILNzU3OnVvBSI965PHe934f4y/yk9/4j2k2lrn97vdpttYJzjxLfWm1rGn5AXqosf2AldV1fu4X/hbf/YPfRRQZ6ahPo9VADxKK3OCGLmmvh+VLfK9GpsGrRfydX/oHzMVNgjgiCAIC35vgRuMs4bvffQ0jytqVUgqpy+SBbTunEBfVpK8UjWc5WpPJDuhCge5O1JQty5tYpNmCcpWV7PfaY9k2g5BlIgTK5ESFBa022/Hcm1loyeQxrT7aVsmIUvW+tKjjIrTQKK0+Mj//skN8ktTk/98jrsfmiz/xxYkVqwLnahfKU5dh30wCYKPKoDVXGb7nofOCmpUSs0+RHLHUqOOJFN+LODg6Js0NflRjc7uD58H8/BxKKRbn6jQjjx++94BmLaYWhwSuYqAkeycD6s0l6q7AdRwsN2Kvm/LBg23OLC+Q5z3+61/7Nv3dh7Qih8dPNvCCiCjwOLsQ8+rbd7i3c0KiHM6vNDk67OE4FpefOc97797FcX1yrUnSnDCOsF2fK8sNsu4JYeTz6gf7dAubZDDk5750jaSf8y9euU/gzk0shy5SbEcwSBJ0MaLhexgrZzjKWZ5vkqUJjXpM4EgCVzDoHLM4v0SSaB4cdrh3mNPJC0LHx7E9sMOZOCbDsj2KGX2MyhL4fnjq/uV5ThiGDIdDhBCThRoEwaQhfZrn6GTA9uZDvKB83nHDSYgAU3HRKnTI04QkHU4sjjGGdueghG+Nu8BIKScSgVJOVYCruWNZFmlSfkYlnDNL0rTEtMeCofyeJ+3d140xf1HTy3/v+HTDquCUWwBTikuRQ+ckoUhKt2M4Gk5eU5gCk6VYQtIXCsf3qEdzaDnCdUMebB6AAN+L2Nvv4LoO9bqHZQmWagGdwYBHe8cIz2FxtYXORpwcDRnIkMCLObuwSP9gE2FJtvcO+WCzzcLCArEjee5zL7F7/31cMyITAcoI/MBlbWGef/OH3+Uwc4ijJsu1iF77BIXi+pXzvPPDd3BbK2RZwtHRCa35BvPzTdbnG+QnuwS+y4+2U6jP8bUbV6n7hpYc8D/84fdJqdFNS8nqstjrYIYZ9cCnn+S0k5xMJ4wyRW5Sbj1zhXx0xHanSzYYofOc24cbXL/1Aj96ZxPXbxH7JTJD2B5ypv6VZwatNGI8iav2RbOjsj7AJLNX6sGspAAAIABJREFUSQBA2TxwUuOyLI77h/h2gEFNeWYz2chZd3A4HII+nbl8Oikxm2x5mtlcfW7Vs9sYg2GaVKsKz8JMa2af1Ax9qhdZhaKeorjNxB052R6QZKoMhJ+CwBhjqIy7IxWBzFnwPYaDDr4VgOWUXTllRhR7Y05TwGCYcNhJSYYD5lp15pt1ap4HjsPGQYLlSITK6A/a7PUGzNk+3UQjpUV3OOCLz32Zn3j+Knv3XsVow95xF2mBp+FPX3kT2brJf/LNn+U7v/MvsA2sra4yHHW4/3CT5pnzCAOb3RPiOObsyhliK2fv4X3mz9/EXbrKN37xWXonh6hRSv9kh6Wbf4tfXfpZlHRxA597jx4SztVJ+6Wo6eHhIfPz8/T7faSlSsZ2EOO6FlHsEEeLE72SxcUF4vk5/rugMaGUVFagqnEBmFGXn/mpb5Jpg5QCW1oYJJblTBDwWutJkbiKx2bxf5Ul0VpjyYL+YIRtG4RwMZSZSg1YY3SIBrQxY6SIRabSScZZCpcyEhkvIKxSosCysYRVooOFhZQVgl+htYXREoWNZVsIphuDqQRRLRszxlrqQo0RIh9vfKoXGWKqBDvbbQPKGkmuymxTtXNVN7dS3S2KgsC1yYxiq604Uw/Z2D3Gc3xcF1zLZpDmpEqStEdYlsCShtZik3zUxZM+toQ3H+wjXIktCuq1mJPjIy5fusgb721wPDIgJWtLi8zFHlZ6go1guzOkVY/Qoz4Pdw45UiH/0de/yfe++zvkeUo2TBkMBYPhkLi5wNzCKtuPHrK6MI/q92m5GcKAffYmN772S3j1BRrxHOL8NXY3PuSzv/TL9JXkC64Zu1D2FIv3lGttjCFHIwpNFR2UkLVppxRll3GTyEvXzhECaTSmGKe8dRkXqdEx0qRIGU8QOLOJjmpUyZCnQbez97LZbPL43u3y3kmJLUrxWjnDA6tqpNXfWZJ+xLUrj6sxKBC6LCcIjdblgq3czDJu9JHCQkobI6ebeHkMAVIix9fOCI2elI/+hqLwjTEILLQqK/yuZ09cDst1MLlBiDIDqFXJeg0DB4EgHPv9eVGAHZCLglHWJzMW6aDc+QZWTrsPTrCApVLOhYI4ctg97lGLI+Yjn3tPthgkkjOexnclKoeVpRZ/8tqbzM1fot8+pDVXw2QpDdHnztsP6SZtGq0G/fYeqhA86lh8/Rt/m3df+efIzEcayEUOStCII/q5S5irsnWtmxG1agwGPbzmFS5/7qeozS2A4+HFPtJyuPSZlxkoies4gCDLNNgGbFCUevpqAhEax05IcErrAGPXSIQTD8CuHquuuxjzngUIKUt2g4FIayyvicoKLNuZLGLHcSbeRhX3SFn2bK7cMlWUyYkgCOh2u1jWIf1hByld3DFT2pipUNJsl1WVZqRFuRFqXbl91SIbW1mjKNQIYxy0dkrrSCmQKwmwpQNCgiUxFghzOsYHygVK2U+7cl0BPkFf9k8/MzrP81MNuasg2/FC4noLP6xTa8zTbC0R15v4YUwQ1ZC2ix/GxLUmBptcW2iviS4UhS719LKRiydt6r7mzJxLd5jQTmBxeZUzczVev7vNo6MhSZKwvLyMNhLHGfBw84QoXGJz/xjLcnBcm5eeP4ct9jnp75AO+nR3t/GCJoemyQsvfYXe9gOai5e5cP0SQ9Mvmxg4Lhs9xYsvfpH25gc0Gg5HxweEcYOeDrj8hZ9kfnUFzw+R0p6gEeCjxdxZizGrbVElAKrGd9XPrGz1bLq9el31mZV1qjyDsNWgEKX1rBJOjuNMLFR1PlXKfBZpUaXD0zRlYaHOzubGxMrAFKlRxX+V9SmKgjAM8TxvBhv5F0u1CSEoVDHxgLIsI0kS0nREnqcYrdBFji4Kyoxk+ZNlCVJOkywV+6O6lrML7q86PtWWTIpSWrmCVqXZaDIZwigmS8vmDZoxoFNILG8czCqF0oZMCxw3QIiQdnJA6NgkVjlZmy1DGDQY9RMEEY4w+CInGfYZWhFB3EC5BRdbDfZ2d0g1pJlhYxSgtEG7IZbSOJah5Uu6B21GmeTiyiJvvHeHxwcDPvfTfxeTJcxFEUfdIa+88efU4iZp0iXJDZbn8uTeu6XSVgHnzt8gVw6f+fLXCJsLWEGAEJLADcoMnedhYDKpSxfIntSSSus1nXyzyYHKXZssnhl3a7YWNEsPqT6jgh6lRU6SpjhOMNHFqEorVTwGpxulV+c6bR+r2Xxyn+PjA8KwduocLcsiH79+kgVMU0ajEUoXE/R89T1LMaVpvKR12YDkaXoLDEG4peCPMaAEhbQn36tc0AWM23UVY+tcXa8fC0D4r2MYYxglg3ISFSmuE2LIUIUkUwm5ZnIToTTxpvLXlcKWEokBCXmSENYaNII+F+qNUqsxN/iBTxB4HOztsbq8xM72MbmT0+kdkeiC9aVFjjrH6HyIH6+weXzMfreH7XgIk7O8OMdLz60zOtjl6OCQ9XNneLizDbbL8so1zi42+dErf0L07Gfon+wRei6j5ISTkxN6qeDll7/Gg7vvcX6pQU6B57icu/F5GksX8cIaVuno4bsSaTtolWMjCMa7eppnkFvYxqDSDDcMMHmBbZVYQkuO8XhZgTYG25Gko2FJ0WdMVhzzvxjTR1AK27IoxotHKoNSGp0VbD7Zw/ccDPIUEqcqGleuVxWTqUKDEaRJhpCQjbON/U6XwHZQykzJuNIpjykMuihxiijNfKPOSftovOAKGCtIS8sCqSYpeGMEUtilq6sFRihsy0cKgevYCAS5KhXNTHE6W63zsUU0Y20Q20EXVSz3Y+KT/XWNWWIdRlPkhpPjATopITz5OKMFYEtIk3RaWDTl8waNViMGQ4FrpVD0EMLC9yy2t7e5euM6/W6bO5v7pCZiNVDsn2R84foaJ0cnNKKIJPV4sN/jaCSxbAepMyzLIxIJLQp2Drfw/FK5+NHWHlY8x2CwzSvf+Re0RwPavWPahwecv3iBQTcnJebM2SUe3b2NZwniuI7jWLx+5yH/9H/7DlatQX+Y4QuXWhRMXBc/ChkNUzyvREMYAY7tT2Mj28YeT/AkSU5Zu0pPYyImk2YsLy9zfHxMoaFWq5EU2STGwpSuYjcbTY7fcCJU4JONkkkdrDrO04tO63KBVfcwLXJ8W9I73mU06iEBaemJbLZlWWAMxYzojSoKer3eqVppNSZCShMLLtBGY4nK5ZwqTlvW2JLraUeX6ppJOVUTtiwXpXPIs3GcmZ7Krn6c8alfZDDVXpS2jcwtesfdSVAsscjS080BtMmmC02VF9ORDnv9jPBci/VWjc2NB7gLS/i1OV5/4z67vYLItWi0JMIkfO7KOlsHR3jKp5P0+XDLkBCTmqSkWgib5bk618949JMjhE5pn/R5s5tz0FcEUQdvrsHDfh/Tz5AnO6xfWKM7HPFkY4eLFy+RjtqsRwH15TnubB5Rr83zf7+5iXDnGCQK22+hteZoWJS9oMOQfpoifAc1BrsCJErh+jUc2y6LvMYmTVPqjaUpxZ8Cx7JQRk9c8HB+kb3hEB2ECMumKwSpkIRRyFG/z/LSWY6OjhDSw7FL9H4qfdS4BVS1qKqFq7UmiiI6nc7ErS/yaVxjVGmpH+0/wnpKvg1AjQal5RQ2QgqM1rieXRIzRWlRhLAmJF7LLhv/lQkyicGa5AArFL4QAiHVJKFiGSjGZExpld/ByGm20hRjmosuKPIy+6rzISr7G+ouwrR4WO5COaNRhiVdbL/MRqmikoUb48wQWHYZtBbKIIUsmwfoBK0NT7aGOEawtHqGV169j0ZQb0U4dobrexSjHOFZHHYO0KOc3B2yu+mRY5GrsvDteWVG07cyQgsOD/tElk2uCvra4sWv/gwf3P4BXrzGC9fP8s5rf4iQPht7HYb9ERcvXOb6lct027vU58/h1Rr8vW9+idr6RX7+vzDEflw2tnN9/DAky7KSjh+FBEGAtCJc151Q9DudDkIWZT1MSsKwfF2/3+fo6IjFxUWWl86VCk9WSXpdWFjAGEMYWngujLIyRLPH4Y1SJSvdcSxUkU+SCL/4pZ8CN0LnYlJQruI927YZDAYEQUCWZZNNoEoiuK7N9s4GQlgTizQbN1WLdrb0kKb5GBA+jRERp6UooFQfLpONUw2YamitkePupZpSR6QkkTrlZkwV04MTlDF9RQ5VSoGQmE9Qkv7UL7LZLJoxBqMlgd8kp+RGWarMrSqlcCacI4OwNMJSqDzFti1M7uFGOUlhePfJERdbgkYNkpFL96RPvWkzTEbU4jJW6fZtwGLnSHCiQBuJFgZ/3JvYcRyunwkZDI/KmpPtMFI582fO8M4773Lzwjk29zqYD3+AZVkcnHRACy6dO8ezFy9ysLXB0qVrnL9xEzdYRkQtZC5Ysm0sbWGlKTZlAscBVuIYpI2tBUL2sQqLWigwJmd5KSqLsgsL5SSVYwBsLUasrY6v5Ii5WGCEgdBDmD6i0NAt82vuuFhLxdkTAq2ApEx1S60xWUbTsznEoVDpBIvoOM5Y+Veewg5WCYUq4SJkwXB0QlGoySZZoS9OESuZEiltp0piTMG9amY+VHPjW9/+Fr/7W/8ahTVN8Iwxj5WcXLkZWOUCcxyMKPlvjpzW4gQCIcByKoqVQpkpl/HjjE/9IjuVHTOGQmdYno/KSxXZPC13PtsqoTueO+NOWAYjbbTJQRi0kvi2QYk6ic4JowTLUZiBIBsWnFmo4bsGnY1wfYvd/ZzEaaLTIVpKpKgAq4LlukU66NLvDQhtycGwMy6uPmJ9bY3X3/wRjmvRsSz6w4yVpXlefvllPnzjB8Shz8pPfI3m2hWcxhK15hxC2uUmbNkYqZGehxaU1H3LIjca25YoCcKUiAUxniQCgSUpK8xQJjBmMoTl5BoXeMcbstYGIadxxvS5KR5QjxeeLhTKaHKj6UuB53hIPdVArBIelfCoUqVEn+/7CJ2TJjnNZp0HH/4ItMT1Qwqtnpr8M4gQabDGTSUqC2bZgvIEZwvfZTxWGM3nPnuT3/ut/4tinHGcbTBRLsyyb4LlOuV5jVEt5bWYdimtrJct5DhR5IIS2Pbf0GI0TJVflVJoBVrZFCr9CNTqL0o553mOLKENQEUtz8gVDDOH5cUFkr1dXOGR6BRVJAxUzvJ8i8e7XTLhkxYpYeTQL6GBxFEdW6QsNQJSdYg2klTbFMIgvRphLaMzOET4Id3hiFs3P8vh1mOeu/UMOu9y9tJlnKVznH32RYwb4QZlgVnaHpZTwpOksJGWjfSccmKM0+OlpmQ5ESd1m6fgSsCpazL7+KwLNVtrqsbTaWo5s8FVzzWjGoeDbAbVPk3fV5ZrAm1TCmOB41rsbD4oWQLj56vzmcUnVuc3S2mSY/XnWWmBal5U1i/NM4ajHn5gyEbTul/1GZPan7RBiI8gVWY/d3Jtx40jZ2POjzs+9cXoWTiV67poZVHtYNVEqXbRp/tQPU2TmWg5CIteojk5LghDj1rNZmHeReIwSmH/8BjPjzAuFEailVO2bhWCTq8LRQZFQpJkjFJFkioGw5wk0YxSg5AORzuHrC0scrh7n6/85EvkieHcuZf4wk/+bdZuvUyqNVEUIC0HLwgpleXLH43ASItcTWs9WZadmpzV40qpiUT1LDeq2oAqisgsL6q6FtXf1U81MWcn3WxCScoynrPG7OG/qH5UZSarCZrliiAMGfQ7k/th2za+70++y9OTfBY29fTknpWhqM67SMumI1evrU5e9zRRdHbhzW5C1QZVndvs96+QKtX7P+741FuyJEkmQFUhLJQaTlyYWW2GsqGBxXA4xBoLqOR5jqS84L7rUqQagcF2Ja7jc6xHzMmIOOxRFGW2KTkpuUT5YFBq4VsxhUrACnEcF2PZSMdhu5sTKAspY04SRSPw8HybbNDFsQIuXH6GpdUzXLv2DM9cWSMtLNavXKYofGzXIjUGpQRSgEkyAttGpRlOYOM6NoXOcYWPtAXKKJACW5ay5Fg2Sk91/2177PZV9F1jJrJmxhiEhLKn1xRCJKQoa9Ezk6fQUwEZYwy2rsRCDa60ybKkbAooHUyRzhzfnliMJEkmZE5jDJHnc7i3SZIMS4A1DtpITK5wXX9yvDLxMF48qoR/ObY36aYi5JSnNqmLGoM0mmdu3WDYG3H1/EV++NYe2pT3uSgsLMspa2bSYNBQjPtIZzmOO8VXTjcYq4yxhUJhkI495rF9fHv0qV9kla65lJIsMQhRUSjyU0GtEAJpFIHrMEyzyQ41y84t8pxGPcIIkAj6gwSTSXoEeHqEH5R1H63LG2vrApeCkRXgW2N9CAOpEhjjEDXOkGQZx90TLMdjKCJGWYf7ByMiV/Jg711eu/0Bzzx7g+/+6Sto1yfL7DLWEhpVgD3eNR3HwZKSUZ7jBxG251IUGtey8S0H27IQshSYcYNwslgmOMHx+orjeOKW5XlOlmVlTW08R4QQpfCP5+F70USwJsuySUxV7eS9dFRmKXsdRqMRo9GIuaUzSFlgxudSbWZV3W4i3SdKS2erhJOj3WncJSrE/tSlnzSGGC94z3MnYj+zHLAqbCjvf9kdJstSvvq1l3Bdyfr6+mTeVK81RoDJ8NAUKkNIG6PHMK9xF1TL8SeWXkpxymMoz8c7pWj1Vx2f+kVWUhdKJvPJUYci+6jMV0WxyPK8fIcjMUpjYTDaoAtVFjxti85gNNXfyzOk73HYG9GMA4r9Lq2Wy3ItZnu7jdIQxgohYzKVYdkWFgKDJC9y9trlJMykRzeH9x/uEddq7BweU687FFnGxbPL/PDtD7GbS3SGBbkob7DvOpDnFHocezg+iSpwoxpKCIwW+GFEfziksG10kRG4PrkQZHpKs5copCnlyaWUJMM+xrJJkxGxH+AEQYnVFONibJGBH5BLiRGQCUjSBCltpB+QULliCuk69EZDsgKE66HzFMu1MKOCAj0BBQshGAwGOHYJW5JSYmyBY9vsbN4nVxnSkpSo3OkGWb13Aucas5GNAD8Mphw0UVotbcpEuhmn+1MtyIucIJLoPEXEIaDBOAjhYKiym4ZcZWWIoTVaCLSSWHZZqxMmoxhbyWzMTLAse7K4C2XKxfoxx6d6kc3GBVJKshQcx0ON0/azSrGVyzFrwYw+rd0AnIpNikIz6nQQwqI3ytAarE5Gp5MRBjEFmiwT5PYIP4im1kOAFmCwGAxTXLtM+2dacTDQLJ69zJde/DKXr1zkxZ94CRHWiGp1bFlakSiKsMfndXB8gm3bdLtdhCixmk+ePMGMUekbm6UVaLfbpL0ecRxjXIuNjQ2UUgzygvW1NfYOjlhdXeX4+BiKcZuhJCWOY05OTkiLEvfpuOHE8iyvzGOModFosLa2hu/7BEFAs9lEa83CwgJJknDv3gPufPAuj+/f58HthxjbxjKK0Wg0cQvDMCTPpokPneX8v+2dW6wlWVnHf99aq2rvffa59GWGsYHh0shoJpHohJuRAFHCwGhAXxATI0FeTDTKg8YxvBB9QRJ9MPqiEQVjIBqV8KBxkEh4AhlwYAZIOxeBmeGcHqa7p89t711Va30+rLWqau++TR84p4+T/e9UTvXae1etWrUu3/p/NzXaPlf7ThLjV1VVGxE673va/WMvFmOWYvI7j+EAcr/wIEpVTXHqcaYbCMYYrCna8+DBOkfAJ+8FWlY0nzvnUAFPwKfwedZavHbGzwfBsR5kfTeEKBI6QDAWNEhLwy4GaYkWAB1r5X23Cc4D1nuPGhv3CKFhv2oQKblcV0zEweVdClNy29oGQWcYswYkryUNiDWopNQ/Aqura2xvx/v8/L1v421vvZcfeckZVjbGFCFAMmNdGxUUNqoBnHOceOntse53nEAlkjs/cdfLaOr5oC/GGHDJfAxtTaS8ARvAFGVLdjiXVi3tkRmaMktK6IyJfTdRBW3ajtmybiZ2+tf86Evxb3kdUlW8412/SpUyqwyHQ2azWWtB4mzPhwzH9576zhy7h3ZsYt4GZCYxv5to8dEL+N0Tibt3m96jJdpiVlO8EerJZO53LoUFj94AwzRgqlbPZm0yl5KorFY8Qlztc/9qRFAxhBfqIENitkxnAy4McbYhBI+G2IHQTvZuTXO8h8bH5AdA7eu4aU2znAYIiYEry4LZLFp1IwavNVMEUY9qJAIaa6ERXDGiqmMIsXaF9QFXOFDHXhMwo1X8ZILVkt3JPl4VIwVaJoKAqOTVJPZUqkjoaOSA0gQTTYKtIYggJhoGx+ZIohhEXy4A1RitN4TWF0pN0p8lXU8Mgdi1Vw7VJrZH6VN2pmgk5zEfA4uGWU0dwPmamVjKUGOSV0Bu/76bS9M0WKNcurjFYDDqVgEznyklhBDD0KXywkSL+3nJLCBCO1HOsXxVxc+85WcZSoFvPNgVNk6M2b68jw816oXSrOCKQbsyOjPuiajJXlEEJFvi59WtY2DFKJP9gzuUHW8Kv12JIk3dNxDNDdV3pwDmZv/8WZ5dM63bip9V1YqP3S11blWcTCaoKhcvXozXxoAKGuJMGG18LI3XmOWkGLI3a5hOp21drXMYa3FFEVO5FkV7lGVJWZY457rkdQuUdn7eeRZMWjVG/zd90SyvIH0frf418nUXxfK8582fFUXRmmvlLJdVVbWmU31fq7ziPLv5JM7Mz/55hYT5rCl91UPfwic/R8biyu418Kofv5NaA1UQZt7znl9+F4jS+CoGVUoiYUuOpecrioKyHDEYrGCKIcPxOqYYUgzXcINV3HCEG46wgxiGfDAYHKQHx2c48C+PAEqUu42xXHh2G7FpRTJdjIhFfUfTNASJuaaDzO/BckM3wVMnw2ERRUxANTvw9RHY39+NMy2B0WCFaBERqeEmMVxIXAmNjbmQ19fXmUwr9qcVAcFah7OCMbY9xERxx1ohbjMUZwcYKRJBYBBjY9izHKQzGEITjVdR3x5GFJP+qVdENO5X0iEku76ghIZ4DR+fKR8GkzyFozVI/huCotWMy7vbhO1dBtTU2nVUkTjhCIbGVMxmM+rpDpe2n0WsQ7AxIA/R5T+On/lwb5mhbIJHbOdC04qHIkRDYCHbPcb3XFBNJuzu7zGtZlSNcnmyz72/8FbExAwtdTVlNtmnmu0R/IymqfG+wdqok/SBLvhpzp1mLcaWDIZjBsMxo9EGw+H6gfvxDQeZiHxMRJ4RkUd6ZadE5LMi8mj6ezKVi4j8mcQcZF8XkXt6v3lf+v6jIvK+q93rarDW0tQBDW5uxuvrN7Kytr8SLM7w/VUsz+79wXfNBmpXwIZnL5xv75kj2/aVmXlmbpoGhzLZ2UZ8CrJpLM4aCmfjPGFLxBQxP7RY1BbgA0aJdLwJBBoQh5gCxIERjLOoce3RqNCoEIwnGA9O8WqI3GrvkBRTxhgkkwfiep/7pBtqCOKp/Axf14gqoSgYr6wyVaVR2+6F+4ph5xyihvW1VWbTnVaCyO2f23swGLTt3TenysrpbEOY2zSX9SWY3P7aTNjb20O151qDY319HTHdypWNE+q6pqmmNNWU6f4u1WyX2XQH0YBvKkJdtSqMohgQAhjjEFdgii53+c3i+ezJ/hb4c+ATvbL7gc+p6kdE5P70/98H3gm8Oh1vIOYle4OInCIGQX0tcYH6ioh8RlUvXe/GsWEj02REqPxkTtSBniFpz0s39JSqedbLwVGytcOiOHYthBCYTCaMxqsg1VyHybNtDvIZ66M88MADfPqTW2AMt9/xIpgpldhErkTxd1waxuMxxtlWJNubTNjZ2QFgfWWNEydOIBo4e/Ysly/HJO5lWbJx+iR33XUXxhg2NzcJIXDHi87EvGPnzmFdzGqyMhxx9uxZnnzySU6cXOPChQu8+MydDAYDtra2OH36NA8++CBN03Dx4nPs7Ozgk/XMcDhk8+IlmqbhVWdfzNiNefSRB6ncqXaialUnsxQk1Ae+++0n2Lu8hdgi+aR1or110Wo/tmFHXPXfZ27XPPmFpHTP78x7n7fXvPanX5dIlxpjEzPZxFxzZ87czuZTkbnNcUnjO/L4htZzQ0TQakYQgy3K3rPFeCPOFUCYU9rfLG44yFT1CyLyioXidwNvTecfBz5PHGTvBj6hcar6ooicEJEz6bufVdWLACLyWWIGmE/e6P6lFFH0o4vll82JRKL7i/jQWnaE0LTJDoL3qG8wzAdLaTe+Jqdb1TkX9gxDtJKYNRNGrFLPGp5rznPyxItxziaFqhBCDFgTZ82KR584l0Tagufq77M2iPoqcdEp0bmSmTXs7Oxh3DBR17sUUrXP99xsn90LFVNVHrv4bOosWRGvrH31m3GVz3vM0JlJZXs/W0Rl/v7+PjYxqisrJ1rGLwhUVRVZwv2Y9cUO4iRUXbqETuIg+spDj1AOHMPyBEYVrCV4bZNAGKsE9TH0g99HzQANGgPxGGLo8N6+L8KiGlUy8X12sUv6il+RLi9d/jyKkfCKV7wsel1YT0jadiuGaRO48yUvYmvzcowZaU0b8z5oLz+ZjSu6V8UaMETR2tcB62rKwtI0Xbi5g+Kg7OIdqrqZzreAO9J5m4MsIecnu1b5FZBe6qTBcEDdzNjZjlkPs4zep/ahm/2yb5MGbWfIln3Ubk8GeUPdhZK+Sj1aq/sue6MizqbgMLP2e/lv3ju40TqNh8F4yHh1zE4dc2utnzrDoCxxKSTA959+mlODQXSPt5b9JtLyTV1jyhKsZVhLy9gNhlGEmvkZU1+15mOR0BjgRJhOp5SDURSRqCODuTLCWUchAkWBr2vq4BmVA5xRLu9ts7GxhvOW7csTimKEWMfwzmFMuLh3O5OiIDQVRZIkPCHeqywTMwnnt77LbLID9OJ50L2zRWv7RXF9PB6zt7fXsZzahYXLbdy3dFFq6rrC+Gj43eZJKy0nT56c6ychW/2n1dfaGKI96vloyZ269og0hKqmTj50/TofBD8wha+qKvKD5Ly44npd6qSNdTUIe9vSlFmSAAAHlklEQVRTRMvorhJ8K0aEEKKLh4W66eKai3XgPR6PqMa9DEXaywWMSdkYfXTGM0bQEGn7jOFwiJ9NQcBKsnuTEhMMly48y8bJU9FNvsf0KWAKuPs1b+T3fvs3OHVylUFpKEzBaH2V07ef6u0HO71d/ttnNvst2j2XuaKsryOE+SA4/f1o/ze5w19tL9rXJ+YJyvvAVBs+/dGP8jef/29mdY3p6bxCsqvcvnyBoACeEGSubouM6eIeK++rRYSmqlMogtwpwGtn8Q+GxnqqataG/g4ClW9wxuBDYOPEqaiqIVCUAYyNKXBdgbjoT4ZYRArKYkAIMby7Np6qmTKb7kZ1AppMwY5eT3ZeRM6o6mYSB59J5TkHWUbOT/Y0nXiZyz//vCpoVxBJkYrE4H2M6ipJcStpRnXJRCbOgCnCEAra6VfaF5rNeIzBWBOjCS/AWjsnQFZVDH9mndB4z8pKyazuOkYmXhRla2sLiDZvhQOjXeDV/qzcR59NAyB0WWwg+3tdGQKtv4dZvFb//4tU/WId+mWLg88YQ6mWh899K4lujlBHcX06neIKy1NPPz2nHunoctdS7n0pov/dTHaE0AUxnV+FAo1vGAwGaeDHRBM5LJ2qouk6xg4IqtQ+EJvaEIJic5g7F9PvWmMRMYiA1Yam3meyv8t0Fg3QhYL1jdNzHMCFC/tX9JPng4Ougf1cY+9jPgfZryWW8Y3A5SRW/jvwdhE5mZjIt6ey60OV2TQwnWRrBMdouMJwMGI4XEkRlgyDckThBmgQnO2Uqv2BtdgRF/VpV956MYZ63Ld5XyMS2Dq/2fpPGWNa1iwTLfk866Ymk0mrV1qcxRd1X7me/ZWg/3m7cvYGZZ9p7Xf0fJ/5Z5lfUfokziIjm88LDI9/78l25ci6seFwyNqoZHf3Ysze2dP59Wn6fltni5NsGNwXG7Po3q9TNlzu55oej8ftJBQHTUHhBswapW5gbzZrTbHKYgXnSopikAZWnKwlxJj3u9sX2Nu+RDXdo3AjxisnWVndYGV1g8FoFVeOsMXwht31WrjhSiYinySuQreJyFNElvAjwD+IyAeA7wDvSV//V+A+4DFgH3h/arCLIvJHwJfT9/4wkyDXvzlsbV5gdXWV0XCdqpl1HUtSHmkrLT07yvSwFAwGaUaWOlG43SqidLNnv2NeD0q0jfNBQEMMB3fbHTxz6fv4umk7TWgatIbd/QoTFFeM0FDhmsD+7oTV8TqNjfmu+wMutTWQ9iDhyn2nUYksqdAO4L5omK+xWDb3HAvPufjbueaXzqJD8Uxm+8xMEyM62+QB4QyPP34Op4JKFMkiG5xDbUdSKC7EcfLIit2+02fTNNGo20RdaF1HFyYxgtiYO7ooSlSlZW29SR7eEk2hQghgCzQolRpcKTHAjkSDABXBiRB8vHbjJ8z242AcrqwxMg5TDNu9tRJdbMyCqHuzONapk0RkBzh3q+txHdzGDRLL32Ic5/od57rB1ev3clW9/WYvdLxtF+GcHiAf1FFBRB5c1u9gOM51gx9u/Y61WdUSS7wQsBxkSyxxyDjug+wvb3UFboBl/Q6O41w3+CHW71gTH0ss8ULAcV/Jllji/z2O7SATkXeIyDmJbjP334L73yki/yki3xSRb4jI76TyD4vI0yLyUDru6/3mD1J9z4nIvUdQx2+LyMOpHg+mspt2Qzqkuv1Yr40eEpFtEfngrWw/uVVuW32bueNyEANWPw6cBUrga8DdR1yHM8A96XwN+B/gbuDDwO9e5ft3p3oOgFem+ttDruO3gdsWyj4K3J/O7wf+OJ3fB/wbIMAbgS8d8fvcAl5+K9sPeDNwD/DIQdsLOAU8kf6eTOcnr3ff47qSvR54TFWfUNUK+BTRjebIoKqbqvrVdL4DfItreA4kvBv4lKrOVPV/iVYvrz/8ml61Hh9P5x8HfrFX/gmN+CKQ3ZCOAj8HPK6q37nOdw69/VT1C8CipdHNtte9JLctjf6Q2W3rmjiug+x5u8YcBST60/0U8KVU9FtJhPhYFi+4NXVW4AER+YpEFyG4eTeko8B7mfcdPC7tB4fotpVxXAfZsYGIrAL/BHxQVbeJ3t6vAn4S2AT+5BZW702qeg/RI/03ReTN/Q81yje3lD4WkRJ4F/CPqeg4td8cDqu9jusgu5bLzJFCRAriAPt7Vf1nAFU9r6peo7XrX9GJNEdeZ1V9Ov19BviXVJfzWQyU5+eGdNh4J/BVVT2f6nps2i/hZtvrput5XAfZl4FXi8gr00z4XqIbzZFBotn1XwPfUtU/7ZX39zG/BGSm6jPAe0VkICKvJMY5+a9DrN9YRNbyOdF96BFu3g3psPEr9ETF49J+PRy+29ZRMUwHYILuIzJ6jwMfugX3fxNRdPg68FA67gP+Dng4lX8GONP7zYdSfc8B7zzk+p0lsnFfA76R2wg4DXwOeBT4D+BUKhfgL1L9HgZeewRtOAYuABu9slvWfsTBvgnUxL3UBw7SXsCvE4mZx4D33+i+S4uPJZY4ZBxXcXGJJV4wWA6yJZY4ZCwH2RJLHDKWg2yJJQ4Zy0G2xBKHjOUgW2KJQ8ZykC2xxCFjOciWWOKQ8X+S4cFmmWVrUwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 504x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"imgpath = inf._download_image('https://i.pinimg.com/originals/9c/96/87/9c968732595e965619ef7b0b7e4807e0.jpg')\n",
"image = Image.open(imgpath)\n",
"print(image.size)\n",
"\n",
"img_crop = image.crop(\n",
" (action_response.get('X'), # left \n",
" action_response.get('Y'), # upper\n",
" action_response.get('X') + action_response.get('W'), # right\n",
" action_response.get('Y') + action_response.get('H'))) # lower\n",
"\n",
"image = np.asarray(img_crop)\n",
"plt.figure(figsize = (7,3))\n",
"plt.imshow(image)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. Configure Apache OpenWhisk as the FaaS Provider "
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Installing wsk CLI ...\n",
"wsk\n",
"NOTICE.txt\n",
"README.md\n",
"LICENSE.txt\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" % Total % Received % Xferd Average Speed Time Time Time Current\n",
" Dload Upload Total Spent Left Speed\n",
"\r",
" 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0\r",
" 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0\r",
"100 626 0 626 0 0 1501 0 --:--:-- --:--:-- --:--:-- 1538\n",
"\r",
" 3 3845k 3 135k 0 0 115k 0 0:00:33 0:00:01 0:00:32 115k\r",
" 58 3845k 58 2260k 0 0 1050k 0 0:00:03 0:00:02 0:00:01 2172k\r",
"100 3845k 100 3845k 0 0 1344k 0 0:00:02 0:00:02 --:--:-- 2202k\n"
]
}
],
"source": [
"%%bash\n",
"which wsk && exit\n",
"echo \"Installing wsk CLI ...\"\n",
"curl -L https://github.com/apache/incubator-openwhisk-cli/releases/download/latest/OpenWhisk_CLI-latest-linux-amd64.tgz -o /tmp/wsk.tgz \n",
"tar xvfz /tmp/wsk.tgz -C /tmp/\n",
"mv /tmp/wsk /usr/local/bin"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Configure Apache OpenWhisk credentials\n",
"\n",
"Use `OPENWHISK_AUTH` and `OPENWHISK_APIHOST` environment variables."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"from pathlib import Path\n",
"import os\n",
"home = str(Path.home())\n",
"file = open(home + \"/.wskprops\",\"w\") \n",
"file.write('AUTH=' + os.environ.get('OPENWHISK_AUTH') + \"\\n\")\n",
"file.write('APIHOST=' + os.environ.get('OPENWHISK_APIHOST') + \"\\n\")\n",
"file.close()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. Deploy the function"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The function must ZIP the other dependent python scripts used to train the model. The action code must be placed in a file called `__main__.py`."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" adding: smart_body_crop.py (deflated 58%)\n",
" adding: common.py (deflated 68%)\n",
" adding: inference.py (deflated 73%)\n",
" adding: __main__.py (deflated 58%)\n"
]
}
],
"source": [
"%%bash\n",
"mkdir -p action_package\n",
"\n",
"cp smart_body_crop.py action_package/__main__.py\n",
"cp *.py action_package/\n",
"cd action_package && zip -9 -r ../action.zip ./"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"model_url = \"https://s3.amazonaws.com/rt-dev-public-models/openpose/2dw1oz9l9hi9avg/optimized_openpose.pb\""
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ok: updated action smart_body_crop\n"
]
}
],
"source": [
"%%bash -s \"$model_url\"\n",
"\n",
"wsk action update smart_body_crop action.zip --main action_handler \\\n",
" --param model_url \"$1\" \\\n",
" --param from_upper Eyes \\\n",
" --param to_lower Hips \\\n",
" --memory 3891 \\\n",
" --docker adobeapiplatform/openwhisk-python3aiaction:0.11.0"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"# !wsk action get smart_body_crop"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4. Invoke the function"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32mok:\u001b[0m invoked /\u001b[1m_\u001b[0m/\u001b[1msmart_body_crop\u001b[0m with id \u001b[1m6c1536170686492a9536170686692a59\u001b[0m\r\n"
]
}
],
"source": [
"!wsk action invoke smart_body_crop --param image \"https://i.pinimg.com/originals/9c/96/87/9c968732595e965619ef7b0b7e4807e0.jpg\" \\\n",
" --param from_upper Eyes --param to_lower Elbows\n",
"# !wsk action invoke smart_body_crop --param image \"https://i.pinimg.com/236x/17/1c/a6/171ca6b06111529aa6f10b1f4e418339--style-men-my-style.jpg\" \\\n",
"# --param from_upper Eyes --param to_lower Elbows"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Note on first run \n",
"On initial run the function has to:\n",
"* download the model\n",
"* initialize tensorflow \n",
"\n",
"These steps will take a few seconds."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32mok:\u001b[0m got activation \u001b[1m6c1536170686492a9536170686692a59\u001b[0m\r\n",
"{\r\n",
" \"namespace\": \"bladerunner-test\",\r\n",
" \"name\": \"smart_body_crop\",\r\n",
" \"version\": \"0.0.20\",\r\n",
" \"subject\": \"bladerunner-test\",\r\n",
" \"activationId\": \"6c1536170686492a9536170686692a59\",\r\n",
" \"start\": 1545333346300,\r\n",
" \"end\": 1545333353046,\r\n",
" \"duration\": 6746,\r\n",
" \"response\": {\r\n",
" \"status\": \"success\",\r\n",
" \"statusCode\": 0,\r\n",
" \"success\": true,\r\n",
" \"result\": {\r\n",
" \"H\": 1028.0217391304348,\r\n",
" \"W\": 1031.5294117647059,\r\n",
" \"X\": 550.9304812834225,\r\n",
" \"Y\": 467.2826086956522\r\n",
" }\r\n",
" },\r\n",
" \"logs\": [],\r\n",
" \"annotations\": [\r\n",
" {\r\n",
" \"key\": \"path\",\r\n",
" \"value\": \"bladerunner-test/smart_body_crop\"\r\n",
" },\r\n",
" {\r\n",
" \"key\": \"waitTime\",\r\n",
" \"value\": 2787\r\n",
" },\r\n",
" {\r\n",
" \"key\": \"kind\",\r\n",
" \"value\": \"blackbox\"\r\n",
" },\r\n",
" {\r\n",
" \"key\": \"limits\",\r\n",
" \"value\": {\r\n",
" \"concurrency\": 1,\r\n",
" \"logs\": 10,\r\n",
" \"memory\": 3891,\r\n",
" \"timeout\": 60000\r\n",
" }\r\n",
" },\r\n",
" {\r\n",
" \"key\": \"initTime\",\r\n",
" \"value\": 19\r\n",
" }\r\n",
" ],\r\n",
" \"publish\": false\r\n",
"}\r\n"
]
}
],
"source": [
"!wsk activation get 6c1536170686492a9536170686692a59"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Invoke the action again\n",
"\n",
"This time it should respond much faster as it has been pre-warmed."
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32mok:\u001b[0m invoked /\u001b[1m_\u001b[0m/\u001b[1msmart_body_crop\u001b[0m with id \u001b[1mfd729b5d47e6415ab29b5d47e6915aa9\u001b[0m\n",
"{\n",
" \"activationId\": \"fd729b5d47e6415ab29b5d47e6915aa9\",\n",
" \"annotations\": [\n",
" {\n",
" \"key\": \"limits\",\n",
" \"value\": {\n",
" \"concurrency\": 1,\n",
" \"logs\": 10,\n",
" \"memory\": 3891,\n",
" \"timeout\": 60000\n",
" }\n",
" },\n",
" {\n",
" \"key\": \"path\",\n",
" \"value\": \"bladerunner-test/smart_body_crop\"\n",
" },\n",
" {\n",
" \"key\": \"kind\",\n",
" \"value\": \"blackbox\"\n",
" },\n",
" {\n",
" \"key\": \"waitTime\",\n",
" \"value\": 6\n",
" }\n",
" ],\n",
" \"duration\": 2160,\n",
" \"end\": 1545333364902,\n",
" \"logs\": [],\n",
" \"name\": \"smart_body_crop\",\n",
" \"namespace\": \"bladerunner-test\",\n",
" \"publish\": false,\n",
" \"response\": {\n",
" \"result\": {\n",
" \"H\": 1028.0217391304348,\n",
" \"W\": 1031.5294117647059,\n",
" \"X\": 550.9304812834225,\n",
" \"Y\": 467.2826086956522\n",
" },\n",
" \"status\": \"success\",\n",
" \"success\": true\n",
" },\n",
" \"start\": 1545333362742,\n",
" \"subject\": \"bladerunner-test\",\n",
" \"version\": \"0.0.20\"\n",
"}\n",
"CPU times: user 100 ms, sys: 140 ms, total: 240 ms\n",
"Wall time: 3.42 s\n"
]
}
],
"source": [
"%%time\n",
"!wsk action invoke smart_body_crop --param image \"https://i.pinimg.com/originals/9c/96/87/9c968732595e965619ef7b0b7e4807e0.jpg\" \\\n",
" --param from_upper Eyes --param to_lower Elbows -b"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
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