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@dominiquesydow
Created November 11, 2021 12:58
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Seaborn heatplot behaviour with `matplotlib widget`
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{
"cells": [
{
"cell_type": "markdown",
"id": "20e865d2-5757-4b8c-b2db-c869fa103312",
"metadata": {},
"source": [
"## Seaborn + `%matplotlib inline`"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "a21ab63d-887d-4e1f-a308-578d75de94a1",
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "5bb4a328-b6c2-49d2-a574-9a75cf6fc6f5",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np; np.random.seed(0)\n",
"import seaborn as sns; sns.set_theme()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "7dcadd24-bc27-4c27-be3e-2c1a6532000b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# packages in environment at /home/dominique/.local/miniconda/envs/test:\n",
"#\n",
"# Name Version Build Channel\n",
"seaborn 0.11.2 hd8ed1ab_0 conda-forge\n",
"seaborn-base 0.11.2 pyhd8ed1ab_0 conda-forge\n"
]
}
],
"source": [
"!conda list seaborn"
]
},
{
"cell_type": "markdown",
"id": "3745cf70-b74b-4d07-9f8e-90e6eecf060f",
"metadata": {},
"source": [
"## Data"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "951f8493-a169-450d-8a8f-726ddbce4d2d",
"metadata": {},
"outputs": [],
"source": [
"uniform_data = np.random.rand(10, 12)\n",
"tips = sns.load_dataset(\"tips\")"
]
},
{
"cell_type": "markdown",
"id": "a01d4819-4907-4368-ba97-519dc55f0ccf",
"metadata": {},
"source": [
"## Plots"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "cdec02a4-c94e-4a4b-b930-2a28e580601a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(uniform_data)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "a5578b37-6536-4150-84f5-01694f27c7c8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f27ac202a00>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 781.975x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.relplot(\n",
" data=tips,\n",
" x=\"total_bill\", y=\"tip\", col=\"time\",\n",
" hue=\"smoker\", style=\"smoker\", size=\"size\",\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "cbcb3f67-6656-48dc-8c73-25c0818f78a3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f27f8daf460>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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L0nN34LW2TPbQhkGjvBxBtksCgClKggAhxLTkegEdmSJ+IKUlhBAzi9fyEBgWyo6hlELZMTCs6PVpQBFCIUWQyyDlf6YuSQcSQkwrSkGu6JPJu/LdIoSYkcJMGzjJ/i9aTvT6FKdCj7CQRnveZA9FnIc8CRBCTBsaSOc9MjkJAIQQM5dR0wj+WZtofTd6fYpSCgyvQJjtlABgmpAgQAgxLYRak8qVyBU8ZP4vhJjJ7OabIfTRXgmtNdorQehHr09JGl1I4efT6DCc7MGICkk6kBBiygvCkK6si+fLl4sQYuaLqgB9fFpUB1LaR+dThLL6P+1IECCEmNJcLyCVcwlCWf8XQswedlPzlJz099XT/VcHskAzHUkQIISYojS5UkBWNgALIcQU07/7r5ieJAgQQkw5Gk0651Eo+ZM9FCGEEH1I99+ZQ4IAIcSUEoQhqZyH60lzGSGEmEqi7r8pSf+ZISQIEEJMGa4XksqVJP9fCCGmGOVmCCT9Z0aRIEAIMQVI/r8QQkxFUfpPmsAtTfZQxBiTIEAIMakk/18IIaamKP0njQ4kPXMmkiBACDFpXC+gM+NK/r8QQkwpGuXmCAo5Sf+ZwSQIEEJMCtcLOZMqSAAghBBTiCJA5yX9ZzYwJnsAQojZRpMv+XRmi8j+XyGEmDpUUCLMdBBKADAryJMAIcSESuc98kXJ/xdCiKlDo7w8YT6LlvSfWUOCACHEhAjDkC6p/y+EEFOKIkAXMgSl4mQPRUwwCQKEEOPO9UPS2RJ+hfk/hqGwVIAbSMaiEEKMFxW6UfUff2KfzupSjqDzbezkHDBkKjpZ5HdeCDGONPlSQGYY9f8tAww3gzIMMBLjOzwhhJiVJif9R2uNf+RV3NfuBzePLmRwttw6YecX/UkQIIQYN8PN/7cNDcUUXqmEnawZx5EJIcTspAjRxTRBcWLTf8LsGUqv3EN4an/0gh3HWrpxQscg+pMgQAgx5oab/68AS/noXIpggh9LCyHEbKFCD11IE3rehJ1ThwHevmfxdj4GQXRec+lFxLZux5y/UtoQTCIJAoQQY2q4+f9Kga1dgmyKMAzHeXRCCDH7KAW4ecJ8ZkLTf4KOt3Ffvouw60Q0jqpanEtuw1qyEWXKnq/JJkGAEGKMDD//HzR2kMeXsnRCCDEuFGG0+j+B6T/aK+G++XP8A893dxxWWKvfhXPRe1F2fMLGIYYmQYAQs4TX2oLX8hBhpg2jphG7+WbspuYxO34671Eo+lQ6lbcMMIopvFxmzMYghBCil9IeOj+x6T/+8T24O+5B57uiMdQtJLbtdsy5TQB4J/bi730KAg+zphFz/bVj+l0kKidBgBCzgNfaQum5O6JSbE6SMNcV/ZqPj/rmG4aarpw7rPr/tgqhmMbHHNW5hRBCnEspUG6BoJBBT1CaZVjI4L52H8HbLdELpoV94fXY665GGdG93juxF3fHPaAsjOp6wnwKf4y+i8TwSRAgxCzgtTwEhoWyY9ELdgztRa+P5sY7kvx/Cx+d794AHJcSoEIIMbY0upCOmn9NQJql1iH+4ZdxX38QvCjlyJi/mtjWD2DUzOv3Xn/vU6AslO2glELZDpSsUX8XiZGRIECIWSDMtIGT7P+i5USvj4BSkCv5ZHKV5/8bSmHpIkEuLRuAhRBiHCgdLbJMVPpPmD5N6ZW7CdsORy84CZyL34d1wVaUUue+P9cJdlX/F0fxXSRGR4IAIWYBo6aRMNcFPU8CAHwXo6ZxRMdL5dxh5f+bCkw/h1+QDcBCCDHWJjr9Rwc+3p4n8Xb/AsIoFdRs2kxs8y2oePWgnzOSDYT5DNhO74uj+C4SoyNBgBCzgN18M6Xn7kB7gOWA70LoYzffPKzjBKEmnXMpDSP/3zI0RimDVywMc9RCCCHOT6OLGYJiYULSf4K2tyi9chc6fRoAlWzA2fpBrIVrz/tZa9010aZhD3QsAd7IvovE2JAgQIhZIMq1/PioqgMNN/8fujcA59N4XmkEoxZCTLSWg+08/FIr7aki8+ri3HRpE82r5p3/g9P0vNPdRKb/aLeI+8ZD+Adf6j65gb32SuyNN6AsZ+gPd7MXrYNLPhDtDfCK0XfRJbfJfoBJIkGAELOE3dQ8ohttT/5/NucRVrjKpBRYursDcCAdgIWYDloOtnPno/swTYNE3KIr53Lno/sAxnVCPlnnne4Mv0hQSKOD8U3/0VoTHNuJu+Nn6GJU0tloWIKz7XbMhiXDPp69aB32onUo08ConS8dgyeRBAFCiEFpDen88PL/DaWwwgJBPiMbgIWYRh5+qRXTNIjZUTnHmG1S6n59PCfjk3Xe6UrrEEpp/AlI/wnzKdwdPyM4vit6wbRxNr0Ha83l5bKfYvqSIEAIMaBQa1LZ4eX/m0p3bwDOyQZgIaaZ9lSRRLz/tMCxDNpT49tpdrLOOx2p0MdPnyEs5Mf1PDoM8Q++iPvGI+BH6ZzmwnU4W2/DSM4Z13OLiSNBgBDiHH6g6coW8YPKJ/KWoTGKabySfHELMR3Nq4vTlXPLK/IQ7QWaVxefkeedbsrpP1bV+d88CmHXSUqv3EV4pjV6IVZNbMutmMuaByz7KaYvY7IHIISYWlwvoCMzvADANkJUvksCACGmsZsubSIIQkpegNaakhcQBCE3Xdo0I887fWiUm8HPpcY1/1/7Hu4bj1B49L+XAwBrxTYSN/1HrKaLJQCYgeRJgBACGFkDsGgDsEeYTREGlacNCSGmnp78+4mu0jNZ550OlA6iDuueO67nCU4fpPTyXejsmei8NfOIbf0g5vxV43rekQjCkHzRpzpho5DAZDQkCBBCoIFM3iNf8CrfAGworCCPn8+gh1E2VAgxdTWvmjcpk+/JOu9UZgQlgvw4r/6XcrivP4j/1ivRC8rAXn8t9oXvRpn2uJ13JIJQky/5FIo+KKhOTK3xTUcSBAgxy2k06ZxHoVR5KU/TANPN4BfzsgFYCCHGlEa5WfxCftyq/2itCVpfp/TafVDKAWDMbSK27XaMuoXjcs6RCkJNZ7rImXSRsHvByZDUpDEhQYAQs1gQalI5F3dYHYBDVDEj+f9CCDHGlA7QhRSBO37pP2G2A3fHPQQno14MWDGc5puwVl2KUlNnq2ioo5X/fNGn3jDKAYAYOxIECDFLDbcCkAIsFXWn9D1pACaEEGNJBSXCcUz/0WGAv+853J2PQhB1GDaXbMTZsh0jUTcu5xyJvpN/mfiPLwkChJiFXC8klSsRVHiDNZTC0kWCbFoagAkhxBhTboZgHNN/go6juC/fRdh1PDpfVS3Olu1YSzeNy/lGQib/E0+CACFmkZFUADIV3Q3AspL/L4QQYyhK/0kTuKVxOb72Xdw3f46//7nuAENhrboU56KbUM7U6MMQak2h5JOTyf+EkyBAiFkknffIF72KAwDL0BilDF6xML4DE0KIWSZK/0mjx6m8sn9iL+4rd6PzXdH5ahcQ23Y75rzl43K+4Qo1FEo+2bwnk/9JMiWCgFKpxH/9r/+VF154gVgsxubNm/nzP//zyR6WEDNKKucOqwKQbYSQT+N547NCJYQQE81rbcFreYgw04ZR04jdfDN2U/MEj0KjvDxBPjsu6T+6mKX02n0Era9HLxgW9oXvxl53Dcqc/GmfRuPiUAxjuFm34rLUYuxN/t8G4K/+6q+IxWI88sgjKKVob2+f7CEJMWOEWpPKupQqrAA06Q3AtMY8vQdlACuuhilUrUIIMX15rS2UnrsDDAucJGGuK/o1H5+wQEARootpguLYV1fTWuMffhm35UFwo6e3RuNKYts+iFHTOObnG64QjYdDkRieNgklvXTSTXoQkMvluOeee3jqqafKLannzZOGIUKMBT/srgDkV7gBeJIbgKlCF87O+zHPHATAbdyArlkw4eMQQsw8XstDYFgoOxa9YMfQXvT6RAQBSkfV1ULPG/Njh5k2Sq/cTXj6UPSCU4XT/D6sFdvKc6vJEgIe9lmTfwkApgKlJ3mn3549e/jc5z7HjTfeyEsvvUQymeQP/uAP2LZt22QOS4hpL1/0SGVLVDqXV1qjSmn8Scj/12FIeOB5wjce7i1dt+qdmNf9XsV1q+fUxqiKSQdJIWaS3MEdpF74GX7Xaaz6+dRddhvJVZeM6Fit/+P3UPHqfpNirTW6mKXpcz8YqyEPKCjlo/KfY7y4ogOfzGuPk97xMARRumfV6q3UX347ZqJ2TM81XEGoKYUWReUQKntMp/1KwYKGBKYpT4pHY9KfBPi+z9tvv82FF17IH//xH/P666/zmc98hkcffZTq6uqKjnHmTHZGbyppbKyhrS0z2cOYUHLNI6cU5Es+6WFUALJVCKU0fmli8//r6hKkj72F8+Z9mKmjAISxGrwL34+xYhtuZ2UBiQLwAxxr6n8hjOXf7cbGmhF9Tu6ZM89MvOZ+6TtWFUHXGU4/8CNiV/Sm7wznunVyLkGuq/dJAKC9EkZy7jj+3kXdf8ey/GfDnCSdHTmC9iOUXr4LnT4FgErU42z9IMaidaSLQDE3JucbLg14yqagY3haEWoXGF3zszlzknR09F6PYSgsHaIY/lOOkd43Z6JJDwIWL16MZVnccsstAFx88cU0NDRw+PBhLrrookkenZjppsYmsbGkyRR8coXKKgBF+f8+OpciCCa4AVgYEOx8lPiuJ1A66j3gL70Ed+2NYMeZ+tN5IcR4Guv0Hbv5ZkrP3YH2AMsB34XQx26+eWwH3k0RoPNjX/4zdAuUXrkH/+BLgAalsNZcgbPxxn4BzkTrl/MfStrPdDDpQcCcOXO49NJLee6557jyyis5fPgwZ86cYfnyqVHCSsxcU2GT2FhL5byKKwAZSmGFBYJ8ZsIbgBldR3F23keYPY0CwqoG3E3bCedcMKHjEEJMXWGmDZxk/xctJ3p9BKL7+scnZOFHaS8q/znG+f/+sZ2cfPVewnwKAKN+Mc622zHnLB3T8wxHiMbFpkRccv5H4Hvf+x5HjhzhO9/5zoSfe9KDAIA/+7M/4ytf+Qrf+ta3sCyLb3/729TWTm4um5j5JnuT2FgabgWgSWsA5rvYB36BdeTF6CGuUnjL34W3+t1gSj6/EKKXUdNImOuCvqvbvjuqSjd2U/O4398Nr0BQyKDHcHElzKdwX72X4NjO6AXTxt54A/baK1GGOWbnGY4AjSeT/2ltSgQBy5Yt44477pjsYYhZZqxXmSbLcCsAWYbGKKbxSmNfom4oxplDODvvwyh0ARBWL8B+10fJm3MmdBxCiOlhotN3Ri/K//fHMP9f6xD/4C9x33gIunu2xJaux2jejlE9OfdOWfmfmnzfx7KGN62fEkGAEJNhPFaZJprrh6SyJYIKNnkqwFIBOp/CG4cSdYPyCjh7f4517DUAtDLxVl2Nv+IKYg01kMpP3FiEENPGRKbvjJbSAbqQInBHtwG2rzB1itLLdxGeORK9EEsS23wr8zZfTlfnxN83Z+vk/0c/+hF33HEH2WyW+fPn8/Wvf52XX36Z/fv34zgOjz/+OEuXLuW///f/zs9//nP+6Z/+Ccdx+Iu/+AuuvPJKAE6dOsXXvvY1duzYQV1dHb/7u7/LRz/60XPO5Xkef/zHf4znefz1X/81nZ2d/Jf/8l/41a9+RSKR4BOf+AT//t//eyBKI+oZwxNPPMGXv/xlPvKRjwzr2iQIELPW9Ftl6q/gVl4BSCmwtUuQS09oAzDz5C6c3Q+h3CwAQf0y3I23oqunT6AlxGzTcrCdh19qpT1VZF5dnJsubaJ51eT075mI9J3RUqFLmEuhx+jeqgMPb/cv8PY8BWF0TOuCS3Aufj8qlpzwuv+zdfIPcOjQIe68805++tOfsmDBAo4ePUoYhrz88sv84he/4Pvf/z5/+Zd/yVe+8hV++7d/m4985CM8/fTT3H333Xz1q1/liSeeAOCP/uiPWL16Nc888wyHDh3ik5/8JMuWLeOyyy4rn6tYLPIf/sN/YM6cOfzVX/0VSil+7/d+j+uuu46//uu/5tSpU3ziE59gxYoVXHXVVQA8/vjjfPe73+Xb3/427ggCUCnAIWYtu6mZ2BUfx0jWg5vDSNb3Kz03dWmyRa/iAMBQRA3Asl0TFwCUMjiv/pjY6z9BuVm06eCuv5nSOz8pAYAQU1jLwXbufHQfXTmXRNyiK+dy56P7aDnYPtlDm3KUivL/w0znmAUAwelDFH7+XbxdT0AYoKrnEr/md4i986OoWPL8BxhDIZoiFhlqyOokpdCYdV1+TdPEdV0OHjyI53ksXbqUpqYmALZt28ZVV12FZVncdNNNdHZ28ulPfxrbtnnf+97HsWPHSKfTnDhxgldeeYUvfOELxGIxNmzYwEc+8hF+9rOflc+TzWb5nd/5HZqamvjmN7+JaZq88cYbdHR08LnPfQ7HcVi2bBkf/ehHefDBB8uf27x5MzfccAOGYRCPx4d9fcN+EqC1prOzk4aGhknvQifEaE2HVaazpfMe+WJlFYAsA4xSGm+iGoBpjXnsNZy9P0f50Z6DYN5q3AtvQVfVTcwYhBAj9vBLrZimQcyONpvGbJNS9+uT9TRgKLmDO8g/fdckpAtpdDFDUCyMSf6/LuVxWx7EP/xy9IIysNdfg73hOpQ1sUUTQjSutimp2bfyf7bly5fzla98he9973scOHCAK6+8ki996UsAzJ07t/y+eDxOQ0MDpmmWfw2Qz+c5ffo0dXV1/XpfLV68mDfffLP869dffx3f9/nrv/7r8tz62LFjnD59ul/z3CAI+v164cKFo7q+ioOAdDrNn//5n/Pwww/jeR62bXPTTTfxJ3/yJ9TX149qEEKI8wu1Jp11KVZYAchWIRTTeBPUAEzlO3F23Y95Jmpbr+0q3PU3ESy6KFoyE0JMee2pIol4/6mBYxm0pya2kEAlvNYWzrx4J6E2JrTMs9LR3qrQG33+v9aa4O0WSq/eB6UobdKYs4zYtg9h1I9ugjfssaAp9Uz+MbsbCs7OyX9ft956K7feeivZbJavfvWrfOc73yk/DajE/PnzSaVSZLPZciBw4sQJFixYUH7PFVdcwbp16/jEJz7BHXfcwbx581i0aBFLly7l5z//+aDHHu1ifMXpQF/+8pcplUrcc889vPrqq9xzzz24rstXvvKVUQ1ACHF+QRjSmSlVFAAoBbby0fnOiekArEOst14g/vwPygGAv3AThSs+S7C4WQIAIaaReXVxXL9/aUvXD5lXN/xUg/HmtTwEZlTmWSkVlXs2rOj1caKCEmG2Y0wCgDDXSenZf6L04r9GAYDl4GzZTvy635vQAECjKWqLNDVkmZ1pP4M5dOgQL7zwAq7r4jgOsVisvNpfqUWLFrFlyxb+5m/+hlKpxJ49e/jpT3/Krbfe2u99v/u7v8stt9zCJz7xCTo6Omhubqa6upof/ehHFItFgiBg3759tLS0jNn1Vfwk4KWXXuLZZ58tP+JYtWoVf/mXf1nenCCEGB/DqQA00Q3AVOY0zs57MVPHAAhjNXgXvp9g/rpxP7cQYuzddGkTdz66jxLREwDXDwmCkJsurXzlc6KEmTasRC0Efe5141bmWaO8PEE+O+r0Hx0G+Pufx33z5xBEldrMxRtwLrkNI1E/BmOtTL8Nv7LyPyDXdfnrv/5rDh48iG3bbNmyhW984xv8+Mc/HtZx/uZv/oavfe1rXHXVVdTW1vL7v//7XHHFFee877Of/Syu6/LJT36Sf/7nf+YHP/gB3/rWt7j++utxXZcVK1bw+c9/foyuDpSusFPQRz7yEf7yL/+SVatWlV87ePAgX/rSl/jJT34yZgMaiTNnst1/eWemxsYa2toykz2MCSXXHCl6AemsW9GqjGloTC+PX8iNfwOw0Mc+9AzWoWdROvoC9pZuxVt7A9iVrxjW1SVIDVIi1E7W4BqJio6jgIbaOI419WsdjOXf7cbGmhF9Tu6ZM89YXvNUqg40lPz930KV0oSqN2deeyWMZD2JW/54zM6jCNCFDOEY9FYJOo/hvnwXYWe0cKLiNTiXbMdcsqni1I6GOUk6O3IjHwMaT9uUVAxPW9Ni1X/OnCQdfa7ZMBSN9XEUw3/SPNL75kxU8ZOAyy67jE996lPcdtttLFy4kJMnT3Lvvfdy22238dOf/rT8vg9/+MPjMlAhZhdNruiTLXgVLTpZRohRzExIAzCj6yjOm/di5KLVtjAxB3fjrYRzLhj3cwshxl/zqnlTctJ/Nrv5ZvwX70TrcNzKPKugRJhPj7r6j/ZdvJ2P4e17FroXTqxVl+JcdBPKqRqLoZ5XgMYLDUoqgadsWfkXlQcBr776Kk1NTbz66qvl15YtW8aOHTvYsWMHEG1QkCBAiNHRQKbCCkBKgYWPzqXw/MoqBo2Y72LvfwKr9SUUoJXCv+ByvFXXgDmx1SvOlsq5VMUtHMuZ1HEIISaO3dRMXX0V7eNUHUi5WYJCbtTpP/7Jfbiv3IPOdUTHrZ1PbOvtmI0XjMEozy/QGk/3TP4torm/TP7FMIKAO+64YzzHIYSguwJQzqXonn/VyVB05/9nxz3/32g/iLPrfoxCVzTOmgWUNm5H1y0e1/MORWvN4RNpnn79OPveTrFiUS3/+be2nf+DQogZI7nqEvK1a8b0mFH33zSBO7rCCrqYpfT6AwRHuhdPDRN7w7ux11+LMse/V2uoNW6oKBlV+MohkHm/OMuQfwu11uUctaEmGYYx9fNwhZjqXC+gK1M6pzLHQCylMdwMXqkwvk9z3QLO3kewjr8OgDZMvFXX4F9wORjDq5AwVkKt2f1WJ0+/fpy3T2fLrzfUxCZlPEKImSNK/0mhg5EvrGit8Y/swH3tAXCjPU/GvAuIbbsdo3b+WA11UEH35N814vimQxBKhTYxsCGDgK1bt5ZTfS688MJzNq30BAm7d+8evxEKMQt4QciZVKGiAMA2Ashn8LxxLP+pNeapXTi7H0K50WasoKEJd+Ot6OTk5Ar7QcjrB9p5+vXjtHX17n1oWlDNtZuX8K5NE1tTWwgxk+ju9J/8qFJlwkw7pVfuITx9IHrBjuM0vw9r5TaUGt8F00Br3EDhmnF8MxYVTZLVfzGEIYOABx54oPzfX/jCF7j55v6bbbTWQzYxEEKcX8kLSOVc6uuHroSjFNjaJcimCceoRf2A5ylmsHc/iHV6DwDadPDW3Yi/dOuk1PwveQG/2n2aZ984QTrXW5t73bJ6rtmymAsW1qKIyqMKIcRwqdCP0n9GUftfhwHe3mfwdj0GQbQ/y1zWjLP5Voyq8a1GE2pNqWfl35LJv6jckEHAokWLyv/9/e9/n9/5nd855z0//OEP+dSnPjX2IxNihlMKckWfTN4978KTqcAM8vj57PiV/9Qa89irOHt/jvKjpwxB4xrcDe9HV9WNzzmHkC34PLXrbV7cdZJCKQp6DBVVLrnq4kUsmpuc8DEJIWYWwy8SFNIVpf94J/bi732KMNeJkWzAWncN9qJ1BGdaKb18Fzp1EgCVqMO55ANYizeM69g10eS/pGTlX4zMeXemvPDCCwAEQcCLL77YbwJy9OhRkkn5IhZiuMoVgAreee/ZlqExShm8YmHMzm+27cc8/DxGoYuwqp5g0UVYJ9/A7HgrGp+dwF1/E8GiTRO++t+Z9XhmT5qXD2Xwuney2abB1vWNXNW8iIaaqde5VIyN6VKfXgxu2vwZag1uBr9YqCj9xzuxF3fHPaAssKsI8xncV+7Gr19EeHwP0V1dYa25HGfTe6LuxeM19FDjaigRxzVk8i9G7rxBwJ/8yZ8AUde0r3zlK+XXlVI0Njbyp3/6p+M3OiFmII0mlXMpls6f0mMbATqfwvO8MTu/2bYfe/dDaMNAWzGM3GnMXfeVW674iy7CXf9ecCY2wD/Z5fLUri5aWnP09LGKOyaXbVrIZRsXUl01uWVIxfhqOdjOnY/uwzQNEnGLrpzLnY/uA5iak0hxjon6M/RaW/BaHiLMtOHNWQgb3jOssqBK++h8inAY91V/71OgLJQdlSHWOoBCmjDfBYBRvwhn6+2Yc5cN61qGQwM+irTvkFGWTP5noC9/+cvMmTOH//Sf/lP5tU984hO85z3v4Td+4zfG/HznDQKeeOIJAL74xS/y7W9/e8wHIMRsEoaarpyL6w0dAIxn/r95+Hm0YQAKI9+BCqMvQq1MSls+Sti4dkzPdz5vtRV5clcXe4/3PumorTK5pnk+l2xYSsyZnCpEYmI9/FIrpmkQs6M/75htUup+XYKA6WEi/gy91hZKz90BhgVOEj/bSfDcHcDHzxsIKAXKLRAUMuhhllUOc51gV6HDAPJd4PUWJ7Avugl73VWocauYpvFCRUk5uMRQVhVBOPKOwWJsvLz7FHc9eYBTHXkWzElw+7Wr2bZhwaiO+Sd/8ids376d97znPVx88cX827/9G0opfv3Xf32MRt1fxYVqJQAQYnT8QNOVLeKfp1jzeOf/G/lO0D7KzZVX/0O7CgxnwgKAUGv2Hi/w7BMnOXSqd/LfWGNz9YV1bF5eTVVtLe4klSEVE689VSQR7/+V5FgG7anx74ItxsZE/Bl6LQ9FE/FiBgKfwLLQdgKv5aEhgwBFiC5kCErFEVX/UYl6dLoN3D7Nw0wbVbcQZ8O1I7ya850UvFDjEsM1YvihkoX/KeLl3af4u7tasCxFTZVFZ7rA393VArc3jyoQqK6u5s///M/58pe/zP/8n/+TH/zgB/zLv/wLf/AHf8Dx48cplUq8//3v5zOf+QxhGPKNb3yDF198EcdxSCQS/Nu//duwzjf+3SqEEFEPgJzb3aZ9cOOR/9+X0dmK8vK9q/+GSRivBwXaGd8KFgBBqHn9SJandqU4ne59FL90boxrN9SxYWlCqvzMUvPq4nTl3PIqMoDrh8yrkz0g08VE/BkGncegmAPDAGWggwC8FEE4eMd0pT10Pj2s9J++wvRpKOWh1N2XRBlRuqRpYm+8YUTHHJICP9S4oY1rxPG0gR7ffpBimO568gCWpYg70TQ67lgU8bnryQOjfhpwxRVX8I53vIMPf/jDfPnLX+ZP//RP+X//3/+Xd7zjHbiuyyc+8QkuuugiGhoaeOGFF3jooYcwDINUKjXsc0kQIMQI9c1LHaxdvVKQK/lkcuevAGRoH/Kdw87/P3w8zct7TpPOudQmHbatn8+KxbX93+SXsPc/jtX6KxRRGqm2q9Cx2uipQBjir7h8WOcdDtcP+dXBDM/uSdGV701vunBZNVesqWbF/Hi5D0nPpmUnZqNCE3/NddEG5UHsbe3k+TdOoAwDQzF1NyKKId10aRN3PrqPEtHqseuHBEHITZc2TfbQpp1K7k2VvKdSPZuBj7XnKJYCqhM2NQl7fP4MAx8U5YIFCgOtwnJZTui9Nl3MYM1Zglp6Edb81cM+lQ58vN2/wNvzJITd9614NRgmyq5Co3F33IPfp1LQaIVoSqEVVfzBOu/C0XRjnngTa99jGLkzhMm5+GtvGPL+PlWd6shTU9V/Ch2zTU535Mfk+L/927/NQw89xPve9z6+9rWv0dHRUf5ZLpfj4MGDfPCDHyQIAv7kT/6ESy+9lHe/+93DPo8EAUKMwNl5qWGuK/r1WXmp6QoqAPXm/+cIRhAAPLHjKIapcByTbMnjiR1HuY6l5UDAaDuAs+t+jGK0ShDWLsJffDHGqT3l6kD+issJGtcM97fhvHKlgBf2pXlhX5q8Gy1lKQUXLUtyzYV1bLiggVSq96Zptu3H3vMIRqIG7AQqdQrntR/jwoBfFHtbO7n3ucM4tsmCOQlOdxZkM+k01fPnNS0qy0xhldybKr1/VaLvZuCGmhhpwyVb8AiCkMXzkmP/Z9iTIqhDQKF77q7dr0fX9v/DSNZjJOtxTx+BE/vQl3xgWJP0oO1wVPYz0waASs4htu2DmAvWDFwpaMc9MMxz9BUCLhYlYnjlyf/MCwCc136MNky0k0AVU0Pe36eyBXMSdKYL5ScBEPW0mT9n6H4/lTIMA6UUYRiilOKnP/0ptn1ucYwHHniAl156iRdeeIHvfOc73H333TQ2NlZ8HgkChBgBr+UhMKzeMnB2DO3RLy81lXMplAZ/RA1n5f/XVg17HC/vOY1hKmwz+gK0TROPgJf3nGbFPAtn7yNYx1sA0IaFt/pa/OWXRY/Sl1867PNVqivn8+zeFL880Fvm0zIUW1dWc9X6OubWDFDpR4FzqgWzYT5hoPFyXWA6aK2x9j024JfEM68fxzQNHMtEoWQz6TTXvGqe/LmNUiX3pkreU6mzNwPXVceIxyzqkw5f/I1Lxuy6ephzlhJ0nQSvAIGHsmy0VY1ZH3UM9978OWbdPHQYEGQ7UaaJDi38vU9VNEHXbgG35SH8Q7+MXlAG9tqrsDdej7KiykBnVwrCdtAeFZ+jr/LkX8XwQotQz7zJfw9r32NowwSr+++dFUP7pUHv71PZ7deu5u/uaqGIH33veAG+r7n92uE/cRpKdXU1W7du5Uc/+hGf/exnAThx4gSWZWGaJqZpcvXVV3PFFVfw5JNP8vbbb0sQIMR4CzNt55bQtBzCTBuh1qSyLqXzVAAai/z/dM7FOat6jmUoFhQOUPXc3Sg3WmUPGpbjbrwVnZw74nNV4lTK5endKV57K9tb5tM2eNeaGi5fW0dN1QAbfRVYVgwVT6Dyac55FmI6GLkzA56vM1MiHpPNpEL0GOreNJz3VGqiN3TbzTcTPncH2A1gOZj4BK6L3XxzVP0n9KLOv36f7r+WHVX3GYLWmuDoG7iv3ocuZgAw5izF2XY7Zv3ifu/tqRTUTwXn6HcMwMOiqGJ42iIMZu7kv4eRO4N2zlopH+L+PhDPDzl0PMXxM3mu3bKYRXMmp1fVtg0L4PZm7nryAKc78swfo+pAA/nOd77DN7/5TW699VYAkskkf/EXf0GxWOQ//+f/jO/7BEHA1VdfzebNm4d1bAkChBgBo6aRMNcFfRvC+C6qeh4dmSK+P/TNfKzq/9cmHbIlr/wkIKnzXK5/xQrrOLigTQdv3Y34S7eOa9OvI+1FntqVYvex3tSemrjJletreefqWuK2cc5nlFKYto1d3UCgHAINyoqjiqnelSKAwCUcJHhpqImRLnhYZu/xZTOpmM0GuzcZNY3Dek+lJnpDd/Sk4uPl/QzWnIVYG96D07QJXUgRhiG6kO1dpQfwPYxkw6DHDPNduK/cQ3BiT/SC5eBsei/W6stQxrn3LiPZQJjPwDDOUT4X4CmLknZwsWfF5L9HmJw7rPt7j0zeZffbKV7edZIDx1J4fpRams65/D/bN47nkIe0bcOCcZn0AyxdupSXXnoJgMbGRv7mb/5mwPfdddddozqPBAFCjIDdfDOl5+5Ae4DlgO+iQ4/i6uuHDADGuv7/tvXzeWLHUTx8LjIO8y79Go6KUpCCxrW4F74fHa89z1FGRmvN3hMFntrVxVttpfLrc6strt5Qx5YV1djmIJN/y0HFE+hkPW4pX/4O9NfeEOWM+iUwHQhcVBjgrR24AsdVFy/m3ucO4/oBGk3JC2QzqZjVBro3EfrYzTcP6z2VmowN3XZTczltqbGxhvbTHehcJ6HnYa25EnfHPd3XZoPvgfax1l1zznF0GOIfeAH3zUfKTw7MRetxLvkARrJ+0PNb666p+BzlcylwMXF1jJK2Z2TO//lUen/XWnOyI8/uI53sOdLJ0bb+PRGUgqYFNdz4jqUTOfwZSYIAIUbg7NUonZxLcfX1BAsGX5UwxqH+/4rFtdxUSlKz/0EW6tNRaTmzimDj+wgWbhyX1f8g1LzRmuOpXV2cTPU+yVgyx+HaC+u5cEkCwzj3vEopTMdBxZL42N3pQv3fFyzahAv9qkd4Q1SPWNfUwHbg+TdOUCwF1Ccd2UwqZrWz700DVf6p5D2VmswN3UpBUMwSZjrLzb/sRevgkg/g732KMNeJMUjlnqDrOO7LdxF2HI2OFa/G2bIdc+lF5Uplg6n0HBB1iPcwKYVxSljd973ZNfnvMdT93fNDDp9Ilyf+qZzb77Nxx2T1kjrWL29gXVM9NQmHxnp54jtaSo9HN6IJduZMdsaV0eqrsbGGtrbMZA9jQk2Xa9Zo0jnvvBuALaUx3KHz/+vqEv0q5ZxXGGIdeQH7wJOo7hrZ/uJm3HXvhbPzLseA64e8cijLM3tSdOZ6r3fVgjjXXljPqgXxAb88o8l/DJwEgbLp+091zpwkHR2j73ypgIbaOI517pOHqWYs/243No6st4PcM2eeWXfNWoOboa5K0TmMe4j2Xbxdj+PtfYae4vvWynfiNN+EGsP7pkZTCg08FcMlSnccC3tbO3lh12naOnI01MS46uLFrGs6fxrSVJQteOxt7WT3kU4OHE3h+v2bITTUxFi/vIH1TfVs3biIdKr3+9MwFI31cRTDX+ga6X1zJpInAUKMUKhDurIe7nk2ANsqhEIazysN+b7hUOmTxHbei5E+EY0lXod74fsJx6HMZ8GNynw+vy9NrtRd5hPYuCzBtRfWs2RObMDP9az84yQJDCeadM7ceacQs9ZY9hyohAp9dCFN6LlQVfnG0ODUfkov343ORTXXVU1jVPazceWYjS3UGjdUUZMvwyEIx+5pbN+SyPGYRbrgce9zh9kO0yIQ0FpzqrPAniPRxP/o6Wy/rwQFLFtQzfqmBtYvb2BBQ1V5YckaILVUjJ4EAUKMgOuHpLIlgiFWU5UCS/voXIogGPpJQcUCH/vgU1hvPYfSUYVsv+kdeGuu77/Zagyk8j7P7U3x0oEMbvc+B9OAS1bUcPWGOuYNVOaTsyb/PSv/M3jVWYjZbCx7DlTC8IsEhTQ6qLyFri7lcF97AP/Iju6DmNjrr8Xe8G6UOfppkHdiL97eZ1B+EeoXUVp2GW7j+jFf9OgpiRyzTfxA41gmbvfrUzUI8IMozWfPkS72tHbSmem/GObYBmuW1LN+eT3rmhqorhr4e0WMDwkChBgWTb4UkMkP3QHYMBRWkCfIZwnDsen3bnQewdl5X7mcWpich7txO2HDsjE5fo+2dFTm89W3svR8z8YsxaVrarliXS21VQPfNsobfqv65PzL3F+IGW0sew4MTaPcLH4hz3nbr/d8QmuC1tcovXY/lKKUIWPecmJbb8eoG5uqLu7xPQS7H0fFqwmVSdB+FPPUv2Bu/uiY174fqCSybRrnTKwnW7bgse/tLnYf6WT/0S5cr/93YH21U17tX7m4Vlb5J5EEAUIMQzrvUSj6Q85tLQMMN4NfzI/NBmC/hL3vMey3XwZAKwN/xZV4q66KVt/GyNtnSjy1q4tdR/Pl66uOGVyxro5L19RQ5QxQ45/+1X56Sn0KIWaHsew5MBilo/SfwHXP/+aecWXPRGU/T+2PXrBjOM3vw1r5DpQa/aTT1yFuoFDHdhIaDkGhEO0xMG20DselAVZPSWS7z94nLwhpqBnbp8DDpbXmdGeBPd35/W+fOjfNZ+n8ajYsPzfNR5zruuuuI5FIcO+992J0l6i97rrr+OEPf8jatWvH9FwSBAhRgSDUpHPnbwBmGyHkxy7/32jbj7PrfoxiOhpH7SLcTbeha8ZmFUtrzf6TBZ7aleLQ6d7mPnOqLa5eX8clK6r7feH0NeDkXwIAIWaVsew5MBAVlAjzqYrTf3QY4O17Fm/nYxBE1cvMpRfhbLkVo2qU5ZIV+IHGDcEzqvCtGM7pt9B2vH8ltmE2wKpUT0nkkhdgKIUXROVYr7p48fk/PMb8IOStExl2t0bVfM5J87EMVi+tY31TbzUfUbl8Ps/PfvYzPvjBD47reSQIEOI8XD8knSvhD7HErRTYeATZ1JjU/8fN4ex5BOvEGwBow8Jb8278pnfBAM1rhisMNW++neOp3SmOd/auri2qd7j2wjo2LktiDlDmE+jX4Vcm/0LMbmPZc6A/jXJzBIVcxek/QcfbUdnPrqhggqqqxbnkNqwlo2wopaIV95KvCaw4gVWFHwIhhImGETXAGomeksiTVR0oX/TY29rF7tZO9r+dOmdRrC7plKv5rFxcN+gC0kyRO7iD1As/w+86jVU/n7rLbiO56pIxOfbnPvc5vve97/H+978fx+kNoI4cOcJXv/pVOjo6sCyLP/zDP+Tqq68e8XkkCBBiEEpBvuSTyXmEQ3wJlev/F7Lo0W6A1RrzxJs4ex5GeVG50KDhAtyNt6KTc0Z3bKIvsh2Hszy9O0VHtnez8sr5ca65sI41C4d4TKvAtGyMeLVM/oUQwNj2HOihCND5NIFb2RNV7ZVw3/w5/oHnuwMGhbX6MpyL3oPffoTCkz86bz3/QQaC64dRAzSrisCO42sVtf3tNtwGh6O1rqmByzYvHZPSyuejtaatqxhV82ntpPVU5px4bGljsnvi38CiuYlZk+aTO7iDMw//PZgWKl6Nn+2Mfn3T74xJILBp0yY2bdrEv/7rv/Jbv/Vb5de/8IUv8NGPfpSPfOQjHDhwgN/8zd/koYceYs6ckc0PJAgQYgAayOQ98kVvyEUoy9AYpaHr/1d8znwXsVd/itkW5bBqK4a79kaCpZeMuulX0Q158UCa5/amyRaj1RsFXLg0wdUb6miaN3jTlX5pP4aDGyKTfyFEWd8OvqOlQpcwl0JX+ES1cORNCk/9H3S+K/p83UJi227HnNuEd2Iv7o57QFlgVxHmM9GvL/nAeQIBjetrSl5IYMcJY3ECbQz4XTDcBodTXRBGaT49E/+OdP9AzLYMVi+pY8Py2Z3mk3rhZ2BaGHb03ansOCFFUi/8bMyeBnz+85/n3//7f8+HP/xhIArKdu/ezYc+9CEAVq9ezYYNG3jttde47rrrRnQOCQKEOEuoo/z/onu+/P+gO/+/8s1qA9Ia6+gr+Psew/SjG64/fx3ehveh46PLYU0XfJ7bm+al/WlKfcp8bl5ezdUX1jG/dvAbeN8OvwF2tPI/NoWOhBDiLBrl5Qkr7KgeFjK4r91H7u2W6AXDwr7weuz1V6OMqIiBv/cpUBbK7r7P2Q7ai14fLAhw/YCCp6PNzfEEPkZPT7FBBYs2TdtJP0C+6Per5nP2d19t0mF9Uz0bljfMijSfSvhdp1Hx6n6vKSuG33V6zM6xcuVKrrnmGv73//7fAIP+uxjN0xcJAoToww80Xbkivn+e/H/tEmTTo87/V7kzODvvxexsBUA7SdwNNxMsuHBUq//tGY9ndqd45XCmXObTsRTvXFXDlevrqEsM/k+/X4ffniZfQggxThQhupgmKBbP+16tQ/zDL+O+/iB40fuN+auIbf0gRs28fu8Nc51gV/U/gGVHr/c9JtHkv+iGaDuG7pn8z+BbX1tXoTfN52TmnFYuSxqT5TKei2dRmk+lrPr5+NlOlN37FF37Jaz6+WN6nt///d/n9ttvJwgCDMNgw4YN3H333XzoQx/i4MGD7Nmzh4svvnjEx5cgQIhuRS8gnXOHnPSaPfn/Fa5WDSoMsN56HvvgU6iwOz3ngq3kV1wPTtV5Pjy4Yx0lntqV4s2jufIXWDJmcPnaWt61ppZEbOAynwDKUFhOHO0koiZfoZYmX0KIcaW0h86nCT3vvO8N06cpvXI3Ydvh6AUnQcPlH6TUuGnASaqRbCDMZ8Du88TT9zCSvRtpi55PyQvRZgxdlZyxk/8gDDlyMsOeI9HG3jOp/gGXbRqsWlLHhu6mXbXJ2ZnmU6m6y27jzMN/T0gRZcWiPSGBT91lt43peRYuXMhtt93GP/7jPwLwne98h69+9av80z/9E5Zl8e1vf3vE+wEAlB6TQuaT68yZ7IxerWxsrKGtLTPZw5hQE33N2aJHrlBB/n8xjVc6/2rVUFT6BLE378XInAQgjNfhbryFmlXNpFL5YR9Pa83BU0We2t3FgZO9Y6tPRmU+t66sxhni8a1hGJhODO0kCbCG3AQ91ubMSY5qg5tSYCqF45gk4/bgFY2mkLH8u93YWDOiz8k9c+aZ7Gv2WluGvTnY8AoEhQz6PA0VdeDj7XkSb/cvoHvRxGzaTGzzLcxZvIDOQe4h/fYEWDb4Hmgf+5LbCOatpuSFYMbQTgIfc9pM/iu9bxZKvWk++94+N82nJmGXV/tXLanFsQZfJJpsZ1+zYSga6+Mohn/PH+l982zjWR1oosiTADGraTSpnEuxdP78f51P4VWwWjWowMM++BTWW8+jtEYDftOleGuui0rrDVMYanYdy/Pkri6OdfTuS1hYZ3P1hnqalw9R5pPuyX+8Cm1V4Zcn/1P/W1ApME1F3LFwLBPbMkbwNSDExGo52M7DL7XSnioyry7OTZc20bxq3vk/OIZGMlE/n5aD7ex89mkuL/4CDItkMkE810XpuTuAjw9yfA2lDH6xcN7yn0H7W5RevgudjnKtVbIBZ+sHsRaev2mSvWgdXPIB/L1PlasDhauuJF+7EkIbnUjg6+kz+a9Ee6oQrfYf6eTIyfQ5D3MXz0uW8/sXz0tKms8oJFddMu0m/WeTIEDMWkEYksq6uP7gq1Bjlf9vdBzB2XkvRr4DgDA5D3fTdsL6ZcM+lh9oXn0ry1O7uziT6S3zeUFjjGs21LNu8dDdGA3TwIwlCK0qvPKj76n9LWgohWUZxByTmGVIm3kxrbQcbOfOR/dhmgaJuEVXzuXOR/cBTFgg4LW2RBNzwwInSXjeifr59VzXvzNeJlQmnrYoZkrMrY0TN8BreeicYysdoAspwvN0/9VuEfeNh/APvtT9QQN77ZXYG29ADWPRxF60DmvRWopuENW1t/o89ZwBT8OCUNN6qruaz5FO2s9K87FMxaoldeUV/zpJ8xF9SBAgZiXXD0llSwRDfAkYY5H/75ew9z2K/fYrAGhl4K+8Em/lVWBYmG37MQ8/j1Howqudg7n0XQSNawY8VNEL+eWBNM/uTZMp9AYkG5YkuGZDHcsbBy/zCWCYJmY8QWjF8QYpdzeVGIbC6Z74O90T/6k+ZiEG8vBLrZimQcyO0i1itkmp+/UJCwJaHgLDQvV09rVjaG/giXqleq6rQWcoEOuuZaBI5VziDVWEmbZ+74+6/6bPW/7TP/om7o6foYtRepPRsARn2+2YDUuGNT6Njib/bgCWg07UEmBPm6eeg8kXPVoOtrPnSBd73+6kcNaT7Joqm3Xdq/2rltTh2FM3zUdMLgkCxJTR93H5osZqrt+yeFy+IIteQDrrDpn7Phb1/43T+3B23Y9Rir7IgtrFuJu2o2sWAGC27cfe/RDaMKK28/kM9u6Hovf2CQQyhYDn96V4cX+Gohc9tTAUXLy8mmsurGNB3dArO6ZpYZQn/+q85e4mU8/EvypuYZsGpqHKE38JAMR01Z4qkoj3/7p1LOOcVdvxFGbawEn2f9FyzpmoD0fPdaX8WhI6h4+NUuAHIfguRk1j9zsrK/8Z5lO4r/6M4Niu6AXTxtn0Hqw1l5fLflYi1JqiF+C6AdpyIFnbW+xgmk7+z6SL5dX+t05mznmKsWhugvXLG9jQ1MDixiSGpPmICkgQIKaEsx+Xd6YL4/C4XJMr+mTPswF41PX/SzmcPQ9jnXwzOqth4a25Dn/5paB601jMw8+jDSPqMgnRSpUOMQ8/T9C4ho6sx9O7U7xyOIsfRAO2TcU7VtVw1fo66pND//M1re7JvzG1J/+GUtiWQTxmErNNmfiLGWdeXZyunFt+EgDR08h5dUM/vRtLRk0jYa4Lep4EwFkT9eHrua5fGVu4PngatIeHRdwIIFTYzTdXVP5ThyH+wZdw33gYunulmAvX4Wy9DWMYndIDHXan/YRRylCilsDonvxPs5tJGGpaT/ek+XTR1tV/QcoyFSsX17F+eT3rmxqor44NciQhBidBgJgSzn5cHrdN/ECP2ePy3g7A/qDvGXX+v9aYJ97A2fMwyotu2MGcFbgbb0UnGs55u1Hoip4A9HvR5kQ65NHnT9PS2lvms8qJynxetraW5BBlPgFM28aIJQjM+JTt7qsUWKZBTZWNGcb6pfpMs+9qIc7rpkubuPPRfZSIngC4fkgQhNx0adOEjcFuvpnSc3egPaJCBL4LoY/dfPOIj9lzXftYijauYlv4KnU6Q7xhPrF3fQBn6Xp0rnPI8p9h10lKr9xFeCbqlUKsmtiWWzGXNVe8adUPNUU3KvVp2DYqUdvb42Qa5f0XXZ/9R1PsOdLJ3tYu8qX+31fJKpv1TfW8Y+MiFtTF+gWVQoyEBAFiShjPx+WVVAAabf1/VUjh7Lofs/1AdE4rhrvuvQRLNg/a9Cusqke5GTAdtIYDhXoe7VjGnuJ8ICqFVpcwuWp9He9YVTNkmU8UmJaNEU8SGLFo8j/FVv57qvpUORYxO6rqU1sdo1RwZeIvZrSehYxKqgONpoJP35TKLYmTXJ/YScJPlY8Tu+LjY1odqO917U4toa1uFTdd2sTFq+eh3AJBpnPQ8p/a9/B2P4G35yl6HlNaK7bhNL8PFUtUdH43COlMF+nKFjEsGzNZR6Cc7u7m0+Om0pEusvtIJ3taO3nrROacfWoL5yRY31TP+uUNLJ1fjaHUqEsrC9FDggAxJYzX4/IgjAIA1xs8ALCMEKOYGVn9f62x3v4V9r7HUUGUPuTPX4+34X3o+NC1iIMVl2Pueog38w08nllNq1tf/tn8WptrLqzj4uXVQ9e+L0/+qwkMGzdUU2ryH634R+U8Y7aJZSroLugpE38xmzSvmnfep5qjqeDz8u5T5ZTKDfYxrig9TbZoYNRUl0t2xq74OIlb/ngMr2qg69Ld6T+Dl/8MTh2g9Mrd6OwZAFT1PGLbPog5f9V5z6fRlLyAQsknCDT1jo2VrJvSTz77CkPN26ez5Yn/6c7+aT6moVi5uJb1yxtY39RAQ42k+YjxM6WCgP/xP/4H3/ve97jvvvtYu/b8NYDF5Kq07nXfla28Vcfj+Y28ml/Y7zNnPy4vuj75godlKL74g+dHVFfbDzVd2SK+P/C3glJg4XfX/x88TWgwKttO7LUfY+SijXVaGfgXXI639vrzjy3QvJJZyNNdt3A63zvJX16nubp5AeuXJIbc2KWUwrQcVDxBoBxczZSZ/Jcn/jG7u5xn78RfiPFw9r3o196znuXzKltNHqtzDuf+NNhnR1PB564nD5RTKt/pvUaAia9sUnmPqjmJio4z2l4GwbGdeG8+itfeipGsx1p3TVSrv5su5XBffxD/rahaWqAVu+1N1G18D+vnD703Idrs61MqBfihxjANrGQ1qmYubkdhytz/BlJyA/Yf7WJPayd7WrvOSUutNkpsqE6xfm0TKzddRMyRNB8xMaZMELBz505ee+01Fi9ePNlDERWotO5135Wtoo6R7WjnCvULivbV7M8tO+czPV9AyYQNSuGHekR1tc9XAtRQCissEOQzhOfpVnmOMMA6/Bz2wadQ3Y+xQ6sK7cQxT+4kbGgatMxnyQv51cEMz+5NkcoH9EyO1y2u4v3vWMC8KobMgz178h9MkWIXPTn+8ZhFzDawDJn4i4kx0L3o7+5q4WPXrx638pujqfs/1GdXjqKCz6mOPHE7Shms0+lyyU4/CCs6zmiuSSnwW1sovPhvaM8DO06Yz0Tdei/5ANbCtQStr1N67T4oRWksJ5nL89altPm1BC+8DYbF+mVn7Z1S4IchJTeg6AaEoUYZCrsqibYTUZ8TpmbPkM5MiT3dq/2HjqfPTfOpMdjEPi5MttNUVcAIXdSpl3EXWQSLNk3SqMVsMyWCANd1+cY3vsF3vvMdfuu3fmuyhyMqUGnd674rW6lMnkA5KDzeqV+j1b6g32f6Plb+25+2UHKDEdXVPl8JUFOB6efwC8PP/1ep48R23ouROQVEq/9hVT1Y0cqdDtxydZ++ssWAF/aleWF/moLbW+bzoqYk12yoZ1GDQ11dglQqP/B5eyb/VUkC7Ckx+e9p4BV3TBzbwJY6/mISDHQvCsJwXGvwj6bu/1Cf/VztyCv4LJiToK0zT8w2SamoZKen7XJjPV3MgFck+69fGHA/wEivSRGiCxmKr96H9jyU3V3tzHaipw+7HiPY/xzBySig8LB5kWb2W+tAKWwD8OCZ14/3BgEKvCCkUPJxvQCto3ugFYtDLImHNeXuNaHWHD2d7Z74d3Gyo/+93DQUKxb1pPnUs+jVH6KKqe7vDgVGDO2XsPY9JkGAmDBTIgj47ne/y/bt21m2bPjdUwHmzq0e4xFNPY2NQ+eXT7SOrEtNldVv1doyFZ1Zt99YW3NnsOLVKKUIQo2hIMCmjgx2d6rI2Z+BaFWrkuP3pbUmnXVx8ahvGPivtiJEFdL4pQDsqoqvV/su4c7HCPc93Z3nqsByUMkGzL71q40YuCmq6qJUhDMZl8dfP8Nzezrx/N4yn5evb+CGi+cyt7Z/jf+6unNTGEzbRsWrCU2HyV5dV0Qr/lUxk5hjjUkTmqn2d3siTPY1z6R75oD3Ij30vWJcznme+1Mln513y+2cefjvQXsoK5oUokLmXn07yfMc9/ZrV/N3d7UQhCE7rEu41nsSgPqaGlQpA4UURqIOM1GLLqXxX7yTuvoqkqsuGfE1hV6JIJdCGwb57BmsWKL8ea01YegSnmmjZ0dW/IJm/r+3LoBYDXbf8xgm6bxHw5wkruuTK/mgFfEqk3gVmLaFitegrdiAk/85c5LnvjgBiq7P7sMdvHGgnTcOtpPJ96+CVF1ls2nVXC5aPY8LV8ylKtb7vVR6oQOcZL/fb23EodhBsoLrmaxrnkx9r1kpmNuQwJTu8aMy6UHAq6++yhtvvMEXvvCFER/jzJnsjGj/PZjGxhra2jKTPYx+5lQ752zkLXkBDdVOv7Hq5FyCXBfKjmEaUSBg45FSNXh+OOBnoP+q1lDH7yudd4csARrV/8/ge6VhXatx5jDOzvswCp0AhNWNuBu3Y+17vLu6T5+JeeCinToOHeniqd1dtBzJlYtUxG2Dy9bWcvnaWqrjJmifVKp3vH2fBPRb+XdtgpIPDH/fwlhQCmzLJO6YxCwDQ2mK+YBifoR9FPqYin+3x9tYXvNIJ7kz6Z450L0oCMMh7xXjcc7z3Z8q+Wy+dg3Wu34Tr+Uhgj4VfPK1a8if57jbNiwgdf1qHn6plTdSi7AS7+b6xE5sP0VQKkC8FuK1BEEIykbrkPan7yJfu2bY16QU4OYJC9ly9R+dqCfIZ1C2g/ZdyHdBEE2KVVUtzpbtmEs3YZ3eSSbvYXefRxE9FV3SmOTI2524QVCe6JumhVGVJCA+6D1woivldGV703wOHjs3zWd+QxXrmxrYsLyBZfOrMboLOxRyJQq53u+eWHxOnycB3fwSOj6H3HmuZzZWBzr7mg1DYekQNYKFsclehJlKJj0I+NWvfsWhQ4e4/vpoM+XJkyf57d/+bb75zW9y5ZVXTvLoxGAqrXvdtzZ1XcImncliqpBfqs2UvGDQWtm3X7ua7//0tYrqaodak8q6lAapADTi+v9eEWffo1hHdwBR6o+38mr8lVeCYRKsuDzq+IsLhg2hx+FCPY8VLmP3Q8fKh6mtMrlyXR3vXF1DzB561WLAtJ9JUE71iZnETAPLkjr+Ymoa6F6EZlxr8I+m7v/5Pms3NY+4bOe5lXpuByD7r184716DSq8pSv9JE57V/Mtadw3uK3ejs1nweiveGIvWE7/0YygnqvR21cWLue+5wyhfUZOwMAyDQtFj9aI6Sn50fzZMEzOeJDTjuHpyK56FWnOsLcvuI13sOdJ5TpqPoRQrFtewvqmB9csbmFtbWUU7f+0NOK/9OHraYzoQuKgwwFt7w3hchhADmvQg4NOf/jSf/vSny7++7rrr+OEPfyjVgaa4SuteR19mUW3qeKaNcM48Hs9vZHd+IfPqnEGrT2zbsIDfvHHtkMdXCkpuSDpfKnfUPZupwAjyUf7/MFY+zdN7sHc9iFGKVsCCuqW4m25FV88vv6cn718dep49XTEez6/nrWJd+eeNNTZXb6hj8wXV3RVyBqeUwrRtrJr4pE3+DUPhWAYxx8SxDGngJaaFge5F410daDh1/8fysyNVSbfgSsalQi8KAAZo/qUAAr83ADBtrE03Elt3db/3rV/WgHWV4pV9bZzuKGCbIe9Yv4Dli2owDAMzniC0q/DCydtj5HoBB46lyvn92UL/662KmaxbFk361y6rI+4MfyoVLNqEC1j7HsPInSFMzsVbe4PsBxATSumRdEYaRyMJAmbSo+2BSMrEuTSaTN6jUPIH/aKwDI1RyuAVCwO/YSClLM6eh7FO7ozOY9p4a67Db3onqP6r+EGoef1Ilqd3pziV6v2SWDo3xrUb6tiwdOgynz1MO6rzXz2nno6OgTcGjxdDRRP/eNzCsQxMQ03oF6/83R79sUZC7plT3/6XnsF/8xGSfoqcVYe16b2sufSqQd8/1DX36z/Qp1tw7Irz9x+IaJRXIMxn+hVT8E7sxdv9BLrzeDn1B8PCvvA67HVXo8w+k2PV3dm35FPygn5//5ShsJw42kniYw7rHjRWqTGpbIndrZ3sOdLFoeOpcxaWGuvj5dX+pgU1Q/dvGWeSDhQtWjXWxyUdaJQm/UnA2Z544onJHoKY4lwvJF0oVVD/P403RLv6frTGPP46zp5HUH70mDuYuxL3wlvQif5l61y/u8znnhRd+d70ojULq7hmQx0rF8Qrandv2hZGLElgxqImXxO06ddQCrs71cexogZesuIvxPgaTifg/S89g/Paj7GUSUnFiAdZjNd+zH4YMhAYTN8nssPtFqwI0MUMwVnpP+7xPXi//DG4BcqlygwLe8t2nFXv7PdeX4cUiwFFt/+ijTIUlh1Dx5L42INWdBsPodYcb89Fq/1HOjl+5uw0H1i+sJYNy6P8/rmjbFwpxFQ05YIAIQanyZUCsnl30MmqYSisYHj1/1WhC2fn/ZhnDkZnseK4699LsPji7h1wkVwp4MX9aZ7fmybfXeZTKbhoWZJrNtSxeE5lnR2jzW4JQrMq6nA5Afmu/Sf+kuojxEQabidg/81HsFTU7AvAx8bqfp0RBAEwsr0GKnQJcyn0WXupwkwb3kv/Bl53YKAUVNWBsgjefg1WvbNc5rPkBpTcoN8Ev3flP4Gv7O6nAuN/I3L9gIPH0uWNvWdX86mKmaxdVs/6pgbWLqvvV81nb2snz7x+nM5MiYaaGFddvJh1TQ1nn0KIaUWCADFtpPPekNV/LAMMN4NfzFdW/1+HWK2/wt7/OKr7Uba/4ELcDTdDrLeEYlfO59m9KX55IIPX/YjYMhSXrKzm6vV1zK2xKxq/YRrRZjerCi9U6HGe/Pc08KqKW92de2XiL8RkGG4n4KSfoqT6Lyr4WCT91EQMlyj9J0+Y799LRQc+3t6n8XY9AWH3vdiugkQdyjCjsqC5Tlw/qvHv9an0A917n5wY9F35H+ebUSrnsrc1Wu0/eCyNF/S/8c6ri3fX7m9g+cKB03z2tnZy73OHMbsbIqYLHvc+d5jtIIGAmNYkCBBTnh9q0jkXd7DqP4ClovKfXoXlP1W2DWfnvZhdRwHQTjXuhe8jWLCh/J7TKZend6d49a1sucxnzFa8a3UtV6yrpaaqsn8+hmlgxro3u2ljXCf/SoFpKqoci5htYktVHyEmXTjMTsA5q454kMWnd4HBwidn1Q34/rGkdHf6T6l/+k/QfoTSK3ehU6f6vNkEJ4Hq6ZXie4SxetL50jn3G8uOoaqS+MoZ15V/3Z3ms7t7U+/x9v6581GaTw3rlzewoamBefXn7xfzzOvHMU0Dx4qu07FM3O7XJQgQ05kEAWLKUgoKbkA65w66idEwFFZYJMilCYMKZtdhgHX4WeyDz6B0FFT4S7bgrrux3DzsSHuRp3el2HWsN0e0Jm5y5fpa3rm6lvh5ynz2jq270oVVFbW3H8fJv2UoYrFo4u9YveOTib8Qk6+S6jx9WZvei/Haj6MUICwsfAwdYG1677iOUwUlwny6X/qP9ooUX/w3whN7et9oOuAkoJCGXCda16GVgQ5DvAsu673vKDAtGyOeJDAcglCNy03J80MOHk+V8/vTZ6X5xJ3uNJ/lDaxdWk8iPrypT2emRDzW/zO2adCZGV7PGSGmGgkCxJQUhJpUzj1P9Z/hpf8YXcdwdt6LkT0NQFjVgLvxVsK5K9Bas+94nqd2pTjc1rsCNrfa4uoNdWxZUY1dYWfCKN+1Cu0ko8n/OE3EDUMRs02qHHNMOvcKIcZH334pfavz2M03D/j+NZdexX4YVnWg0dEoN0tQyPebpPvHdlL61f8Ft++mWQVhAIYBiTp0MQOFNEH9MoIVl5dLJ0dVz6LJvxuOfa3/dN5lb2sXB4+n2X2445w0n7m1cdYvjyb+FyyswTRG3lm2oSZGe7pI0Y1625imQdwxmVdhTwAhpioJAsSYGk4FjMGEOuRMV6Gi7r8Vpf/4LvaBX2AdeQmFRqPwL3gX3up3EyiLN97K8tTuFCe7ejvgLm5wuObCOjYtTZY7Pp7PgPmuY+zskp6VlCAVQkyugarzGIvW47U8RPHJ/xVNqk0Ls2EJdvPN7PYW8/DBJO3u+8r1+jf0qdc/0H2Wxiv6nbPlYDs7n32ajYWXmWtmiSUSVMVstFfod28Oju3E2/kYXvsRjEQ91rprMOsX4e74GcGxnb0HrKqFQhYME61DKGYIk/MgGUN5Rdx3/hYwQNWzMZr8a605cSbPnu78/qNt/dN8lIKmBTVsWB6V8Wysq6xKWyVWLq7l8MlMubux74dk/JB3rp9/3s/OJJOxObrnj1CpaOFLEcWfownqRC8JAmaRloPt49qgZrgVMAbiegGpnEtd/cAr28Pt/mucOYyz8z6MQicAYfV83E3bKSUX8fKhLM/sTtGZ6w02Vi2Ic+2F9ayqsMxnNCiwrBh0r3qNdb6rUmBZBlWxczf4CiGmh77VeXrulTrwe1fZvRJB6hTFJ/+JF/LvpMu8gETcoivncuej+4Cooddg99lcfRXURqvwLQfbeeHRx7jZeI7AMPG0JpE9hZ9TGDXzCHNduL/8MWdaD6IOPU+xUEArmxqvE+el/xPV/O+p+29akJgDpoV2C1FDMDQEASrXjjZjhMnGctWzYAyrnnl+yKHjKXYf6WRvaxepnNvv5zHbZNOquaxcVMO6ZfUk4pUVaRiuQ8fTVFfZFL2AwA8xLYO4bXLoeJrrto7LKaec8docrVS0gGYosAwD0zQwTIVpKAwUygADmFufwNa6b8E++R4cAxIEzBItB9u589F9mKYx4BfLWBhuBYy+lIJc0SczVPlPBVaQxz+rYsXAgyni7P051rFXAdDKxFt1NZkl7+LFg3me2/s2uVJ3mU9g47IE12yoZ+ncysp89jBtCyNeQ6CcqMvvGDVg6rfB1zGxpbKPEDNGz72SYqZ7FmRE/7DdPBm/isuNFk7aq4Boolsi6uTbvGreoPfZ1As/w37vF6D7vTcbLQREZUYbdA6tDELAKKYx5q/E9wOsPY+SC00CZWMQQDEHqntxJZbE2fx+3AO/JCxm0MpEGU65khqACgIMM0A3bSaonjMmK/+Z7jSfPa2d7D+awvP7H3BOTaxczeeCRTXMb6wZ98ZZnZkS1VU2NQmn/JrWelbtCRjJ5ujeVfyeFXwVTfStaJJvKiNa1TdV+an2YN9vdvdeN/n+G1sSBMwSD7/UimkaxLpzx8/+YhmJsx9JB53HUGc11hqqAkZf6bxHvuANun5uGWCU0nilwnkX2c1Tu7F3P4hRygIQ1C+lY+X7eOqow0s7juN2NxkzDbhkRTVXra+nsXZ4K0jnrHqN0Y1JNvgKMfOVqwUFXp9O5AoCn2Jo0KD6d/51LIP2VLH/Z/uyHPyu0+VaQu2pIg1mhgJRoGASoFGEysRM1KIUdJxuo17nCagnQYEExd5VVtOB6/8DWR1DL7ewdz8EuBC60TjRYNqYNXPBTuCd2ou/5sZBr3eoNBKtNSc78uw5Ek38j57O9rudKgVN82vK+f3z66vGLM2nUg01MdIFrzwBhqgHQkPN8BaNprOzN0cbSpGIWRTcIJrQmwaWGf3/fqv45ZV+hRpiX7h8x00OCQJmifZU8ZyKCH2/WIZroEfSuAW0YaGqanvfOEQFjB49G4AHY6sQimm80nlWXUpZnN0PYp3aDYA2bTqXXcuDnavY8USeIIyuNWYp3rm6livX1VKbGN4/AcM0MOJJtFU1ZvmuhqGI2yb1NTGcCWiYI8RsNxZ7l0ajXC3ItLvr7fdMrC3iOqRT1/R7v+uHzOvuWDtYpSGrvjc/fV5dnM5sDdXk8bEJMLGcGFaiBu0VCHMpVOjiK5M5pDC77zsBBnniJGrnUwqcaEw9G30PP4+R6wArhlG3EJJ1BKUCYamAyg3ev2CgNJKfPXuIbesWkCl47G3tpCt7bprPmqV1rF/ewLqmepLjlOZTqasuXsy9zx3GJaoK5AUhQRBy1cWLJ3Vc4+Hs1XtlgKkMViyuI+96xG0LZSjQUHB9qmMWjfVVQ07we8hEf+qRIGCWmFcXpyvnlp8EQP8vluEa8JF0rBqKGbQVq6gCRhiGpHIepcHq/yuwtI/Opwj8wYMEtMY8/jrOnkdQfjTRz9Wu4F7vcl7aYaKJcm6rYwaXr6vjXWtqqHKGV00nqvWfJLTj+GNQ698wujf4xno3+CbjNvnMyIIyIURlxmLv0mj1VAvCroJiGnQQPU2M11BjwsP5ZkpegGMZuH404bzp0qZ+nz270lDdZbeR776+T9gPEOhOYsolT5xS9XxihkuQaceI14BbpFoVcYjuvRooEqeAhYXGX3F5v/EGjWsI5q+h6o27MPEJ/JAw0xV9MnAJk3MHvdaeNBLTMCiUfIpuQNENeOyVo/3e11ATY31TA+uX17NiUS1WhdXYJsK6pga2w4zoGKy6/49SCtMAyzAxTIVlqu6Nt1F+vmGocq4+wLVbFvOvj+0jrTwsU/X+vbxxLSAT/OlKgoBZ4qZLm7jz0X2UYMAvluEa6JG0qqpFhz5Gsv68K2wlL6r/HwyaQ6+xwwJBPksYDj7jVvlOnF33Y545BIBvxnmCd/HAW8vovt3RkLS4ZkMdl6yoLucVViqq9V9FaCVGXevfUArbMojHTBzLxDKV3DiFmGCj2bs0VvpWCwo6/N7qQHULiDffzGXeYlKDFHEYqNKQ3XwzyVWXkHrlOUrP3UHCsCjWzKFUzFGXjFPySrgBOMk5UMqC2xsApKihiE1cl8jpKoKVVzC/Z/W/bT/mWy9i40PdAry5q9GHnkUrI0oZClxUGOCtveGca9Rac6qzwPEzeYJQn5PbD9C0oJoNyxtY19TAgoaJT/MZjnVNDdNi0n9OHr6psA0DsztVx+ie/Bvd+fiVrt5vWjGXX7tuzbgWFxETT4KAWaLnH+pY/QMe7JG0OWcpiVv+eMjPZoseuYI3dP3/Yho/lxl8A7AOsY78EvvAE+WNarv1Sv5/7VvJ6qjp16L67jKfy5IDtoIfSlTrP95d698c8WRdKbAtk3jMPKeyjwQAQky84XbvHS99qwX16ElTWplp43O1jdhXDryIMtBnoX+Ak0hWYcxtxE+1UVWdIPaOj1Da8TPCdNTxV5sOJ+dfzqNti0jlfWqTDtvWz2fF4iid02zbT+zwMxiJagLfJjzzNsbpw/hNl2K078fInSFMzsVbewPBok0A+EHI4RPpcn7/2RtnlYpSfSxTMbcmxv9z26Yx+b2cTaJqOtH+McM0sAzVO8FHYZjR8pdSvSv5Y5WH37xqnkz6ZxgJAmaRsfwHfKzxcqpO/AQ3zKMNh/oqRczUA6b+lPNv020Eybm4q69HLxr45t+T/+9jDhoAqOxpnDfvxUwdAyCtE/yf7KW86S0DYOX8ONdcWMeahcNfWVJKYcXiaCcx4lr/SoFlKuIxm5htSGUfIaaQ4XbvrcRY7DEYizSlMNMGsRqMRC2EPn7mDFqH6M4TFB7+Wwii3Hu/cR3ehpupq6rjw3Sv+B9+DmN/F+HRevSaq3E696PtGF6hADoE00FrjdG+n9I1ny+fM1f02LuvjT1Homo+Z6d3JuMWfhASc0wSMQs/1ARByLWXLB3W789sUy6daYBtmFhW76bbxj7lMiUPX4yGBAFi2FoOtnPnqyarjSu53HidWp3mWK6Gqs03s2aAla2eL7bAqkLnu3Be+zEulFePoCf/30Pn0gSBD/HEuScOfexDz2IdegbVnZfzXHEN9xa2UtQOG5cmuHpDHU3zhr/PIWr05YBTjW/Yw671X574O1Z5pasnHUluwkJMHcPt3ns+Y7XHYCRpSn2Dj474HNIlB8c0CNvPUKU8HBWi8x2osDv336nG3XAzwYIN5bwRs20/9u6H0N0dgO1YDN56jiBzBh2r6c0vATAdVPYMpzrz7DnSyZ4jXbSezvS7xylg6fzqcn7/wjkJ9r3dNan59JPR5KoSSoFCdZeE7l7Vt7qr7ChVLp159neIlMsUY0WCADFsPeVGj9sr+CkrgCjHv/6gwxcv7f9er+UhtGESGnY0pbZiaL+Ete+xchAQ1f8v4Bcy6EH2CBhdR7He+BlWvh2AtqCGf8tdxuFwIZsvqObqDXXMr3MG/OyQFJiWjRGvHnat/3Kqj2Pi2NENvGfiL4SYmgbLqR/pfoChJu+7vcUVp2AON02pb/BRcjVm2E5jlYWXPUrBBw+wKZXvSN7SrVHuvt1/kcQ8/DzYMazqqCFYUMyji1mUXwIrBlYMXysOFerZma1nV3EBZ37S0u8YjmWwemkd65uiaj596+nD5ObTj1eTq0qds6Jv95bQNIxoA+5Q5TNloi/GkwQBYtgqLTeq0fip04T2Wav6poOROwNUUP/fd/F3PUbNiV+hgFArniheyOPeZrasauDD6+uoG2aZT+he+bccVDxBYNhRuc8KbrY9m3tjMZOYaWBZ0r1XiOlmsJz6kRhs8l7sODWsBo3DTVMqNxxTBrG4TeiXcFPtKEKS9C5HhPFa3OYPETacWwRCKYVtAtXzCUsFwkLUWwXTIUeCXZkF7CwuZG9hHkXd/z5bl3S6m3bVs3Jx3XmLLhxveZH4/sepDlNkjTqKa65ncfO7hvzMWBiqyVXPz8fiCUHPZN80FLZpYFoGdvdK/mAr+n3J94iYDBIEiGGrpNyo64dk8iWMxFxUMRWtKPUIXMLqRmwjgHwGzxu4/n/H4b3U7X+AWh01zjnmN3CPdwVNq1fyR2tqScSGV+YTetN+VCxJgN298j/0ZwxD4ZjRxP/sqj5y4xZidhts8n7KSwyrQWNPmlIxH9BV0KjQxTE0hQvex5qz3qsUhOl2VM1cVClLKZ1G+0UMND13RQ285G+k+aoPRMHCWUy7+wmoU4vuOoU2Y5z2EuzMzWVnbg5vlerRZz3ZXFpvsH71YtY3NbBobqLiPVfHW15k7t67CTAoqjjxMEty790chxEHAj0pPl15j/qEPegE/uwmVxDV+j/VWRjWE4K+VXcMRXfn26jqjtVdaccyDVnRF9OKBAFi2M5XbjRX9Mh2V/8x196A89qP0X6pXFLOMEzCC28kzHYSBv03kWmteetYF+Zj/4f1wR4APG3wVLAFtfoKfnNVXb9OusPR86XnK+e8GT+GoYhZZvfEP3p8KxN/IWa3ATcAD7LH4Cn3Ypx4/3tV3yemAx3rxMrtFF57iAaVIW3U8ri+mIOvmnx8/hkuXDEHz9d4fhD1EGi8gDDbju48EVVL6zNld7EoaZu9VZtpPisAMG0LI5YkMGMUfE1rzbvY+9ZudhYXcMbv/9TWtgxWL+lt2lWbGEHKJRDf/zgBBr6KPu8rB7RLfP/jMIIgoG+KTzJmDjmBH6zbr9YQj1lUOVa5dKYfBrxx6Axb1jaW03QMQ2EQVYwzFJiGUQ4IZLIvpjsJAsSwDVRu9OZLm9i4ci5d2RJFt3diHyzahAtY+x6LUoDmLCVceTlufC66TwAQas2uo3lO7HqVd4fPUWtEX5Rv6wW0rbiZS9c0DbvMZw/TsjDi0ZfeUGk/PZ17eyb+qs8qmNzYhZjdBtsAHLvi41hrr8R74xHwimDHsS96L+m9y3AHeWI62LFedi/jDWM7VY5FzDGxLYP5WvOLV4/R2JBAhxrDANPLU5q3Huv4z1DdAQBE96mCcihqm5xOsG19bxdh07QwqhJkPJvdB7rYfeRt9h/t6r5fryi/r84qsWFJknUbVlWU5lOJ6jBFUfXfi+Arm+pw8E7DQ+mb4qOU6pfic3YQcM2WJTz8y1Yc2yARs9BKobSmlPBJVNloDUGo0TpK9zzZUThvsCPfB2KmkCBAVKzvytXqmkb+8MqbsZsuRykouAEdqSL+AEvswaJNBIs2YRkhqpjBLxXLd9EDR1M8+no72WyeDyRe5janFQxwsTm5+BrmbryMuUb0JRSVsXseo9BFWFVPsOJygsazH5T3NrixtIuqX4TbdBlu1dwB0356Jv5xx8Kxp06HSiHE1NKTg6/DANKnIPBAmRSf/f+itBgrBmGA9orkX7mXpvwm9hQvBqKa7tUJG9syuOnSJryWf+h3rND3CLRia/AMefNyLvdfZ06pAwsXkyB6qvqzJGbtPAKnGnf+JsxTu1GldHmpQgN55WBrnzrlUhWvIsgc5p5nakl7Fmnfxg+hratwzpPQJfOSUX7/8gYWDyPNp1JZo454mC0/CYCoGlzWqGNO968HquADA+fs903xMQyFrRQxO3oq7dhmvyo7l21cyJzaGE+8cozTnQXqqx1ufMcyHn6plbauYr8greQF1CdH9rRjuFoOtp+zaRwq7+Uz0Oelhr8YLgkCREUGW7kK9b+jOG8DxZI/6L7acvnPbBo/8AEoeSEP7Wjj5cNZttkH+UDtKySMqIZ1e3w5C6//deb5vTm2fcvYaTuOcjPYux8C6BcImO0HiB95DlWVJAwc/DNHMU//C+bmj5arESkVbQ6rils4VvQYWAghhhJm2tBaQb6zuxuTEdXPz7ajnST4JUKt8UOFgebGqjd5O5jHbm8JfqhJ51y2X3EBzavmkf1l77FCrQk0KDQLjE5uCh8jCExiRh5DAVphVtei7DhB53E0Fs6xXajuVQ2tDELTwfRLJHDBtPDteg67c9m5v4s3CtXkfR/wy9dimaqc5rO+qYHacZ74FtdcT3Lv3aBdfGVjaQ+TkOKa64GBK/j89KlDoDXVCZvaagcvjJ6IJOIWK5fUUXADYk404S95AUXXp746xtza2Dkr9RsvmMvGC+aeM66h0lrHU8vB9nM2jf/jA7tBKRJx67wbyV/ePbxN50IMRoIAUZGByuCFnqbw6gMUrz53Nb6HaWhMv4BfyKJDTbYY8Py+FC/sy5AMUvw/1S+wzj4JQEE7PKu3cNxfxe8kGyCV7z3O4eejOtZm95eV6aBxMQ8/T9C4JtrwazvEOvYRKoOwkIueNpg2WofY+x5DLbuIKsfCOrWT4I1H8DNthKMsDyiEmB2MmkaCUwd7A4C+vDwYJkGoAE2AwiTkuvhOdntLsExFdZXN0bYcrh+ik3PRbYcACHT3fiMVzVxj+GgVRCv8VgwrWY/2i/hdUadfhUt0FtBOoruWv0E+nWKXt4g3w1Xs6ZhHIez/9W4YUWWz+qTD731wU78c+fG2uPldHIdBqwM9/8YJqmIW8ZiFaUR7sNLZEpZlMKc2ThhqglBTcH2ef+Mk129dyp2P7kMZimTcIlf0CYKQ9924vOJUnYHSWidqNb2nzHbfTeMd3XtFGmpi5dcG20h+15MHhrXpXIjBSBAgKtK/DF50Qw6VjcqeGfQzUfffDF6pSEfW45k9KV4+lCUIAq6J7+H91a/iqGhfwAGW87y6hIKK4ea9c45lFLrQZ9W3xrAxvTxWLA5OgkDZBKcOo52qcikHBRh2DFXooL42jtf6BqXn7xx1Yx8hxOxiN99M8Mh/6xMA6GihwbAg9AFV7nJuAD4mjVaOBXOizbaeH3CsPUdHuoi56npip/Z3f6anaZRGKzCJXrAS9WA7BLlOtB89Je2b+gOK0+YidqbnsbPQyOFiPSH9g5MFZor19nF2xraUc/uLJZ/Dx9MT3jxrycXvQm2+DENBbU9lHSMqn6kMgzl1cejOzw9DzZl0ET/Q/VKTtNYca8+xaeVcfv2GNTz8UiudWZeGamdEE/jmVfMmZdI8UJntYIAGlQOV3gY41ZEnbg++6VyISkkQICrSUwYvtBzCUEe3qsAlTJ77iNVQCkuXCHJpjrXneWp3ijdac4QaFpmd/GbdCywzo6ZfWV3Fs+odtKolAPhBwPqqNrwn/454uqOc+x9W1aPcTPlJgLIcTMdBx+sJ4vVRh18NYXIORjGFsuMY3XWbtVfCqG0E1Ii6cgohhN3UjNuwhDB1KkoDMi1UVR068CDXCTqMasEDSmuKOs6ZsJozuQJ+oLFNRf38aiDaJxXWLsLInsbQAYE2yakE1WRRThwzUYf2soSp00Cfyb+GM7qG50preNNdxumOun5jtAhYk+hiY+IMC/1j1Ks0eZVkv7ENANcPcGxjXJtnGd2NsSzDwDSjEppmdwdcw1DlAg99V+wNBe1n5edrzTnFIPqWou6ZwDc21tDWlhn1uCfSQGW2zQGaTZ5dervHgjkJ2jrzQ5bpFqISEgSI8wpCTbDhRsIX/wUdhuVSnyoMog6UfZiGxnBz7Gtt58mdXew7UYheJ+CDtW9ytfUGRncua8ecZn58aiWB6WAZGj8MWRoe5xqjBfKxfrn//qJmrBMtYIaYyTmAJixkKK26Ea01lqmIORbW5vcRvHgnBC5YDtorQehjN98MDL8rpxBCKBVVMLPe8SHc5+8Ew4xSEn0XjUHQ9A7MozswCHG1QT6MEaJ4rHBhtJoNOLZZ3uwK4G26Dee1H+P50FnQ2CokrG5EmRbFTIpkmKHvtPC4X8+duSs4GvRfeKmxPDZWd7LJOsJq8yRO3AHTwS0UKBRDng2b0UrjBVHOu2mZgzbPGk4QoOjTCdc0sW0Dy+xe3TeG1wF3oLLT8ZgFWkflUCc4Z3+8DXi9jglKVXS9t1+7mu//9LVJ2c8gZhYJAsSggjAkXwoolHzChvWYmz9aLvUZJufirb2hvNkWoon+rn0n+EVLG63tvQ3AttR28NHE8yTcDgDCxBzcjduJz1nOVcfTvLznNOmcS23S4XrnLUxssB0IwnLuv9H1NuHmD2KffAPddYLAShA2f4DEBZujahCmEX1ZrtiMZxrn1vLuXuUfbldOIcTsEU32o3ufH2j8IMT3Q/wgJNSga9diNH+k333Q774Pmsu2Ye17DJVqI12q4pHsBnZ7SzAUNNbHuenS5f0m2T3lk+19j9FoZ0lZc3kyt4DaIMUlur2c2JMNY9yT38av3JX0hASLqjWbFplcZB5kafEgOlZNfOstZDNFdPfY7Nq5HF3+LtqP1FDsk/Zz77OHB2ye1ZkZuGljz+9LuRuuFXVKt4zeCf9AhlNGc6D8/I9dt/qc12ZKBZzRXu+2DQv4zRvXzsjfGzGxlNbTv+LtmTPZKB1khhqLx50DNrkZIP1FqeixYqHkUywFhBX89QjCkDcPnOYXrx7ndMotv75yjsHH5rQwv2NHtJFNKfwLLsdbdQ2Y9oDHij/1XbQdx7RMgiAEFEasCtM0KV3zeUzTIhaLKkLYljHses39qhz1aewTu2Ly9wRMx8faoyXXPPpjjcRsvWf2pJeHWndvNgWNJgiifU5BEOL5IaHWE1YLPta+B+PgMxw6nsbzAtaoViwVPS39VWkld+e3UVRxVi2oYv2SBBuX1TB3Xj2BEY86nneryx6g+Mr95wQnZ/v7+3ae0zzL9QNqq2x+59aN5Qm/YxrR6n537r5lDN4NdzLJPWR2mAr3zZlIngTMAoOV9+y/GVbj+pp8waPkBxXd6EtewCt7TvNsy3G6cr2beTfETvH++n0sVadRHTkAwpqFlDZtR9cuGvKY5dx/TAwnjllVg/IKhIZFQ22CvtU8R/JlFF3vxysKiIQQ00tvJ1ddnuiHIfhh94p+qAnD7lV93dtgazDmiTcHXPUfC67nc2jnTnbvOkS+1MD2xCEWmlHzrPagmnvdy7EWruaDSxOsXlBFPGZixROEdgI3NPrtITVPvInf8hMUBtpJoIopnNd+jAvnjPeqixdz73OHcYG4bYKCZNzifZctp67awTajtJ6BJvxTLQAQQoyOBAGzwFCbYa2mZjwvIFf0cSuc/OeKHi+8eZIXd54kX4qq+xhKszl+jBtq9rOINgwvqlKglYG3+lr8Cy6P8mjPI1hxOc6BJ7ATtYTKROc6Cb0isSs+zliV87ebmmXSL8Q00zMpLU/u+/23Jgy6V/d1iIuiM1VEj2JF3zzxJs5rP0Yb5nkn1pXqSBfZ09rJ3iOdHDqRxtEut1a9xRU1+wEIteKQXoSRbOCjN78r6mGiwHJiEKvGw0IP0PTQ2vdYtMhjdD9htWJov4S177F+Y1UKNl4wh2SVzSt7T9OVdampsrl2yxIuvGBOv2PKhF+ImU+CgFlgsM2wQbqNjnQBz6/sbt+ZKfHsGyd4ec9pPD/6JrJMxbaV1VxXfIxG/xjKzaO6v6W0YRFUL8BfedV5j20ohWNbVK1/B8aixbD7cYptb2PUNOK88yMyaRdiFujJyQ/DkCCMJvlBEBIEGi8MCYOoMtn5JvdaM+p0J2vfY2jDjDoBw6AT66GEoebt01n2tHay+0gnpzsLPSNks32EDyV/Sa0RLZh4ysYyNKvCE1A6hdt+ABZuwKhKnpP6czYjdwaqqunXCth0MHJniNvRpl27uzGiZRo0NlSxbd38EfyuCCFmEgkCZoH+m2G7V9DcImHVnIoCgJMdeZ55/TivHzhT3iMQdwwuW1PD5WvrqCFH/JmDqDDqSKlR6HgN2qrCcHNDHtsyFPEqm6pkNVY8SagsqG6gcfNlsy7nUYjZoOeJXk89+EBr/EAT+CFeGE346U7XGek0Pmh9nVgF+fFDMXJnoicAbgFVSke9AJSJdvNDfq7kBuw/2hWt+Ld2kSv6/X6+OF7gN2p/yTL/CNDd9MuuwvJKgOpuaR6n6tivcGvmUUrMPbt8/DnC5FwMN4MybAwVVebBdzHq55McoIOurPILIUCCgFnBufhmCs/eQehqtGGju8t7+meV9zzbkZMZnnrtGHtau8qv1VZZXLGulktX1xCzFObRHTj7Hu0NAKwYYbwuSv0JXMKq+nOOq1RUUq6qyiaeSKKcBNqwGOAp97TWcrBdqjeIWeectJ3uiX4Y9tmA2ycvf6wnpMPJjx9KmJyLkTmNcrPdF2ZAGKC8IuaJN/sdqzNTYs+RTva0dnLoeLq78VOvhfUx1i+KcZmzmwXHn0F1N/8KahejSjmUlyufw0zWopNz8UsF2PUwXLN+wPEpBaZSOLaJuflm1C//FRXSp+BBgN1885j8/lZaWEIIMb1IEDBDea0teK8/RJBpI0zMxV/2Toy2/dHq1gDlPXtordn7dhdPvXacIyd7V+Ib62Jcvb6WzcuTWKZC5TpwXrsPs+Ot6HNWDK0stB2LviwDFxWG+CsuLx/DMBQx2yQet4lVJcCOJv8zcVGq5WA7dz66D9M0SMQtunIudz66D0ACATFt9abi6O6JflRdpzzZDzR+d5Ud3f2ziV51rjQ//nz8tTcQe+FHUUSjjO7/D6GTwNj7GIeN5d0T/y5OdvR/OmAaipWLa9m4LMm6+RYNQTvOzrsxTx0DQDtJ3A03Eyy4ELP9AM6Of8OIJzDiSUK3SJDpRNvxKM2nD0MpLMsg5pg4ltGnNPIWEnOraX/6rjGfqFdWWEIIMR1JEDADua2vU3r2jmhjrVUFhS6sIy/hbv7ogF+C5ok3UXsf5/W2GI/n1nLSTZR/tqwxyXWbGli3wI4eMYch6dd/wbwTz2OqaFPwPt1EuOZmVlRlMA8/j1HoIqyqx19xOeH8NViGQTxmEndszHhVtPKvZvZfvYdfasU0jXJHx5htUup+XYIAMV2VvIB0zq2oss5kGSo/HmBvayfPvH6czj6183vq95sn3sR+4x6MbNSpV4c+ASYqDMgTY59ewd78AnadmEd2385+503ELNY11bPhgjlsWJIgFuYJinnsg7/AeuuF8l4pf8kW3HU3gl0FgDJMrPoF6MDDz6Ug8FHkwIuBDql68D9DzTys5puIL78Yyxy4NHJy1SXka9eM9W+ndFmfheQp9uwxs2dis4hSEAQhuVJAsOMBUJVtaAvefoOXX/glv8g00xlUlV9f02hx3aUrWVkfEgbRZF+lT8Jrd7OwcBoUpMMqHi5ezAFvIbEd7dz0ziZWvPO3gGjVP+6YxGwL2zJQ8QTKroqeFkzMb8mkak8VScT7//NyLIP2VHGSRiTE2Jjq/QV68uPLTwIgSk1MzmVvayf3PncY0zSIxyzSBY97nzvMduBC+xjOy3eg3Dwo0CF0Bkl2ukt5zb+At7x5BPSvcLbAzrIxfoq1F21i2cZmHEOj3Cx+KY1uP0h85/0Yhc5oXIm5+Es2Y7QfJP78jwgTc1Dr3415Zg+e76PyndDTIzgMUG4OlahHVVVDMY1+8V8ITRNdwcR7LNN3pMv67CJPsWcXCQJmgJ7mXiU3au5VlY02tPXTZyUMIF/0eXHXSV54tYtcsBEAhaY52caNjcdZ1mBTqG0iDDQEPvahp7AOP19ezXrFXcFTpQtxiZ4QeH7A6wfbWd/UQCwWPao2lIHqs/I/tacOY2teXZyunFt+EgDRn9O8uvgkjkqImc9fewNWy08gjDqO070Hylt7A8+8fBzTNMqNshzLxAWeef04zbWPEXpFjvrz2Okt5c3SYo4HDf2ObRCyyjrFhdWdbKxNM88uQuBh5PL4eg1BNkdYzOLs/TnW8deBqEyyv/JKwppF2Ht/jjYMVLIeJxYj3PMYYfYMOtGArmrAKGWi/VVKg1YYifroxMNYfR/r9B3psj67yFPs2UWCgGkomnSHlLyAgusTBP3zbsPkXFQx1fskAMorYalsVObzV7tP4/ohYGMS8o7ak1zXcIyF9TbaLRKeehu9XmN0tuLsvLccQHTqGu7Lbea4ngtQTvVx7KjDb221AygMJ4aKV8+6yX+Pmy5t4s5H91EiegLg+iFBEHLTpU2TPTQhZrRg0Sasmjh+n+pAPXugOjM7iMf6f+2ZhuJUZ4Efpxazu3AxaV3V7+dVqsQG+zir7Daa7bfwsKifO4foPleFadcTZtvwsmnME29QtecRlBftEQjql+FuvBVd3Yjzy39GmxZmzVyU5eAXsmiviNIBpvZQVclo1R8Iz7wN1llfzxWuvo91+o7dfDOl5+5Ae/Trsm433zzsY4mpT55izy4SBEwzRS8gX/Txhmjs5a+9IWpy45fKK2GnS/H/f3v3HlxndR96/7vW8zz7qr2lLcmSLduyjQHbGIyNHUxjbBOHm4O5nJzk5BwSMu87vMlk0qadtrRJ20zaIW0nNDMlnYYpbZN2Ts/h0NOevi8BQiDcY27mjjHGlxiwjOWbblva9+ey3j8eaVuybCzZsiRr/z4zgLUvz37WtljP81vrt36LJ4Oreftf365Wrog6Fp9OdbAxvoeGdBwrEscv9BOU+jGxFM77j2F3vIYCjFJ4i9bxaMc8Ok0Jx7aoi9tYWlMouWRzFepnp9BOePOP5UzLfOHJMjRiInmVQkw+q/1yynUXjno8k4rSX3SxlKJU8SlVfMpumO64jeMBeovVzzLnY5bbH9PudHFUtfCv+lbm+j8jrQroSAwdjWMqJdzsYYxyiL7xAFb3PiAslOBefC3evNXVmqiWX8JqmIPvVQhyfSil0E4UPAcV+OBWCAIfCn1gfPDBVIqoyGBQMsbR94lO35Fd1muLzGLXFgkCzgOlskeu5FIqeXgnycc92db2lZX/BXvPU3T0+DxdvJwduUYgLONZF3dYd9ls1l7SSrInQWLPfgwGt/8YeGWUW0ZXiqi+DgCC9BzKy2/BpGdzZf0Ar7x3hELZI1/yKbtlLKVozNSx8TcuQSUz4c1/DQcAQ1YsbpabfiGmgcAYOrvypBIR9h/JjSrhqRQsarS4rPI2l1ofMssewAQQmIAiMV5hJRXP51VrFV9s3IUmwO/vxlQKqEoR7VdQJgwmvNZluEs3Y2Kp6vHtaBTdOB+/rxNl2ViWBsC4FXRmLs6KzVRe/XdM/5EwjSeahkoeM9CFidaBW4TAw1g2bsf2T7wBPxfpO7LLeu2QWezaIkHANKQUeL6h7PkUSy4VFLmCe9LXnmxre+etf2PH3M/zbP91fDhsw63GdJT1K9q44uJZOLbGUmC1LqZcWYfa+zy6lAPjVzf4MtrGvfAavAW/gW1bRKM2Ky+cRV0swvaXX2aZvZOmek0pPgu1eB2LFrbW9Oi/EGL6qHg++w72V+v3D5zQhyogGbNZdfEsrlk1l3jUxjoUx3n3CORyKA2VaCtPuWvYW25j4aw4q5eswvMaCX69FV3oC2/+/bDmfxBN4V7yOfyW43X9tdZYiSR2rA7ronXwygNgAswJaTVO+wrc7b9ApVuraTxBOQa5bihlwxndumaM7502v1/Sd8TZkFns2iJBwDShVLiDZsULKJU8Kl5Q3Z33kwzf2t43iu3F+TzdO4/Oj0tAmMPX1pRgw8q5XLqoEa0VCrBVAOUB3EoJGhZgzb8C6/3Hj+eyZhbgXnozdrqF+qiFY1nVnT4X2UeY37QPHW8hMIZ0vgf2/L+4s5IyWiSEmDL9+Qq7OnrZ1znA+x914/kj+9Dm+hhLF2RY2p5hwewUllYjnvfnXDqqgtrnNGzxivilHIEf4HnzcNKtqN79KMJdjb32T+Fe9NkR67Ai0SixdAbdtRf/5XDPFpwYCoWp5Eel1ZyYxqOjCYJiFnzQmbbq46fL73faV+Afuxr33SfALYETw7nsBumbxZjJLHbtkCBginmBoVzxcN2Aih+Mu/yezndTtut4LTuHZ/vm0+MdX9QWi1isXzGHa1bNRQ3ewWutsIMSfn6AwPdRpX4iO3+OdSwsAWbsKN6S67Av+BTpqINj6RGpPUprOLQT5SQIKkUIApQdwRgjdaOFEJPKGENndyEc7d/fy8Gu/IjntYL22SmWtWdYuiDDrIb4KY503O6OXl7Y3onr+bQ3OqxsjzO3KXyfPraHyM7H0KUsAEFdS1j28+geYi/eTxBvwFy8geTi1TjJFJU3H6Hy9qODlYrs8L/aIrruq6P6ypOm8fhe+L7hTpPf73Zsx9vzAipeD6lZ4FXw9ryAO2uR9M9CiBEkCJhiFdcfNU09VsWyxwuly/hVTyu5YOjCYVjqHGJV/GOe1Bt4ffdR2pqTLGnPYOsAXc7hlUuYIMD++A2c3U8en85uuRi96jZS6QzW0LD/YACgtEZFY6hIErdrP1jRamABTKu60bLFvRAzl+sF7OvMVnfr7c9XRjwfi1hcuriJC2anuXh+w6hKJ59kd0cvT795gOakwrFKdB3p5fGDAddflmFx34vYh8MNwoy2cBdvxNS14Ox6Iiz7GYkRsRX6wDZ0Ywt+T4D79qPhhgPaCv9b7MfE0ycdMDlpGo/WED1hke9p8vtlcy8hxFhJEHAe6s9XePHdQ7z6/lHKbrhYxyLg0uhBPh3dQ6vdz5NsIKLDGtivv3+Ey9oTBLkcru+h8t1E33sEq3c/ACaSwFp5M/H2legTpsdRCj148290WO5TJzLTtm60bHEvxMzTX6iwu6OPXft7+fXHWVw/GPF8YzrKssE0n4VzUsxqTtHTkz/F0U5Oa8XeD4/QEinh5SoUAoOlFEusD1m462fYhMGG37iIyiU3YZJNRF/772htQSyJk0hjMPgDPZh3fh4eNAjCG3kFg/+Ccv6kAyYnq8KjL7wKb88LGLc85vx+2dxLCDFWEgScR7r6ivxq+yHe2nOsWt0i4mjWzrf4DK+ge/eTVWmeZAMf6nZsS9NUZ2FV+vFyWYzvY3/0Es6+58KSdADzV5K84mbUiaNNgI5EULEURjsjiv1M54VnMgomxPnPGMOh7gK7OsI0n4+PjbyhVwoWtKbC/P4FGWbVx0bOTI6DUmDjo0o5eo4cCddNKUW96Wc9r9Gmj4bn5MSpLLmeYO7l2LZNPGrhlbPouiaseB2FgQF6ewfwfJ+67EHiUQvHssNyn0MBAAp875QDJierwuPOWjSumU3Z3EsIMVYSBJwH9h/q55Ff7eO9D3uqN+PJmM2nL53DVctbiUdtYDU/eeQ9+osuUdsiHbepj3gUBrJopSB7iNh7D6P7D4UHiNcTWfN5nDlLRn2esjRWLEXgxDCMvrBO57rRMgomxPnJ9QI+6Myya3DEP3tCmk/Usbhofj3LFmRYMr+BRMw5q88Lb/4DlFvAKxcwgSERtSmUS6zRe7iC97AIZxz2qYXMvfoLROrqiUYsIpYCFKrlAoJSnlxPD93ZAkopIsqnx9RhijAvGuB4eSAA1GBqkB7XgMl4y3NO50EaIcT0IkHANGWMYd/Bfp5/5yD7DvZXH8+koly9Yg5rlrTg2HrEe9Zf3sYTr3XQVKeI+gP09RTBc7m17QCxV15HGQMorAuvInrZjcdHywcprdGxOEQSBIQbhWzf11UtFbYqcZjPJt4j4WWn1Y3/cDIKJsT5Y2AozacjTPMJdzE/LpOKsnRBhmWDaT62pU9xpLFTCiwVoN0ifqlAEBz/zPXzXer3PUkTYZ/bb5K8qNewfO1aGpobsHRYKEFpjY4nsZZ9Bm/rfyef81DKwsHFJuAN6wpcP6DRfYH6eAoqhXCRr9Y4K7ec037zXA7SDL8enMvSkbKuS4jJMeVBQG9vL3/4h39IR0cHkUiEBQsWcPfdd9PY2DjVp3bWzqQjCwLDex/18PzbnXQOq3TRpAfYGHufhU6Oir8Jx549cpOwVAsrll3HnOVF9K6nibm9lImQsMvUHSsC4BvFsaCeV3fbHNj9HplUlOvai7T2vo3yymAMQbmArm/FWbGZ9902HnhyD5alWeYcZGPpaXTRxVUGM9BH+dgB6j779WnVOcsomBDTlzGGwz0Fdu0Pb/w/PpobkWqoFLS3pFi6oIGlCzK0NMRHpfmcbHPEE8t6Dtnd0cvWdzrpHSjTlI6xaXUbF7dG8Ut5XN8//kK3hLP3KS448EY4YA94aGKqzPX6Faw3tlF606JiJSjpOJal6SsZulrXcaDyGyypvEqjlaNfpXnTvoL91gKMNjxaCvhqw378no/Dz/Fd3Dcewn3zZ+jMXCJXfnFU/zmeG+3h15hSPInn+eCWxn3jfLrP3L6vi//z3D46u/Isj3Tylfh7ZHI5ep9KsbdrMxetXT+mzxnLZ411XdfQcQ73FKm4PpalmNuclJr2QoyDMmZqt3fq6+tj9+7drF27FoB77rmHbDbLX/7lX475GN3duXGX1jzXRnRkw25Go+tGdmSFskd/voLrBby99xi/eucQ3f2l6vN1usLNsddYYHXhKYuo9rFVQHHulczJvoOxbKxEBq0h6O8iKBcwToSgVMQJwuMYoBg49AVxHAIsFfC8v4pIxGJD5H3SDSlUfxfB4CZhxNIoy+aRym/wbqWNqGNxe/lBmunFoDCAUgplAvy6Vpq//IMJ//5mzUpxbNhGZ+Nxvo4inU2bz1fS5rM/1pk40z6z5Pr0DZTH9R7PD/ig8/imXX25k6T5zKtn6YIMS9obSH5Cms/wzRGxIuBXUIFPZeV/GREINDYmefntj3n4xQ+xLU1DMkJMVSj29+N6Lk2pGGuWtrCoLY2z5xnsj16q7vhrlEY5sbDGfnX7c4WxbHRdhsAr05s3eIFCG5/HzdVsL87mQnWAz0TfY5adp1+neclcTm/dhfzu1Tal538KxX5GbqWuIJ4mtvHOav+0fV9XdeBl+G6tX77u4lE3tsOvMSbwId8dHj7ZiLLsk15vTuZ0nzn0fDZX4SJ9gM/Ht+EZi8CyiSgfRwW03vD/jKmPHUv7Co/eQ5DvGzFTbdwyOtlAYsu3RxzH883x6lAKUnEHx9Yn/b5mEuk3z/5YIjTlMwENDQ3VAABg5cqVPPjgg1N4RhPjdAtUt+/r4olXO/AC6O4rUKz4FMvHR6YSURvH0XxV/5I6iriDf1VlY6OUR1PnVlRTG3ainqBcwC3mUYVelAlQXhHLhFPcgQlnAPqCME/eRYPxuMLeRzLdgDFJyl2dRJR/vIydWwQnw/Li6+yO3gZAE9nBAOD4AjejNFZ++uXayxb3QkytXNFld0cvu/b3sfdgHxV3ZJpPQ10kTPNZkGHRnPSY03yGb44YPhDFeGXsPU+Nmg3Y+k4nqaRDa9KiUujnWPcAvm/QliJXdtn25h4W/foNnOLhwXcoUCpMm/Qq4bTEYD+qY0mIJfHzWTzXJYnmmEljG7iKt7HqVnFdEN4c5wKHhMpzvdlKZfEc3O0vQaU47MwU1WCgUhxRtODxbR1YlibqhOmYUceiPPj4qCBg2DXGZA+D0qAMlAdQ9bPHXBDhdJ859HxgDJti7+Fh4WKjAvBsBxNUxlx4YSztG8u6rqHjDBTK1Q0wA2MoVnxiUfuk35cQYrQpDwKGC4KABx98kE2bNo3rfU1NdefojM5cR74bO1Y3YirbWHFMvpv9XQX+9elfU6y45ApetdKPVnDl8jlcf1U7P/73d0hGLTLlHAUigwcI/zFOgngigo4l8Qu9EPjhArbAO/5ZQIE4UYqMnE1XmEQDzTGboNJDoRSQoIKy7fA5NPgedixOk91FYAwxx4Ly6FHDcLdMdc6i6lqM1qXNtWGq23ymfWauWEE7oy8bxhg6u/K8++sutv+6iw8PZk8c82ZhW5oVF85ixYXNtM1KnlE1n3KpByIj32t0DEo9JBuP3zgqBYmIIaUrlPMlunqKBMagNRAEXGHvY7V+h0gx7DOVE8Wqa8TLHg3fHHigHVAGq64BUHjZY4NBgY2FjzHgKosMOa62toOy8XwLY8BYUdJxqOvbhpfvHqwQZGBEoQUDxkflu6u/Dz25Cqm4PaJ9tqXozVVG/c4Mv8ZUAg+lNMaE1Yds26peb073u3a6zxx6PmtbZHSOoomEKVNDkyRWdEQbzuazANzG2Xi5XrQdq74mcEvYjbNHfU9dfSXC+FGhAd8PSMbsk35fM81Mb9/J1GKbz7VpFQR8//vfJ5FI8JWvfGVc75uO6UAm2YR/0inNJv73L3fhG0M2F24SpoBo1KKlPsYtn14AQEPCob/o0mvqjs8EKE2kro5ERFEuHMXyD4N2UF4JVeo/fnmxI/R5cVw0jjk+da+dCHayHuUW6ewpE3UcEuQJsDDGDF6fwp0tvVIRp34W5W4fzzccC+pp0X0wmA40FJFkVeacTEvKdGdtkDaf/bHOxESkA3l+wIeH+qv5/b0npAlFHM1FcxtYuqCBJe0Z6uLH03x6ewtndN7RWCOqlD0+EwDglTGxRvI9ebRSWLjURwMS7gDdhTKOZeEHAUpBs8qyOfE2c4NeIKzZoxMNmEgCHxXOhg6uFVCOgxVvJCjlCcp5jmfOGnyssLqQ8emljllBP0WiWJbC0orWTBxjDOWew2FRglzf4KcNDwQUKAuTbKr+PjTWRejLV6oj5QBl1ydTFxn1OzPiGjOUEoQJ+2/Pr15vTve7drrPHHo+lXDo8epIqaHrUTj63hhTI9pwNp8FwLLr8V/8H/heMCKV1l52/ajvybYUfhDOUQfGYFmafMk76fc1k0i/efbHEqGzL7UwQe655x7279/Pj370I7SeNqd1xpwVmyHwMG4ZY0y42cvgAtWubImYo2lMR2lrTtDamCBTFx2xc/D6y9tYFOwnqcrMsvqZnXBpyNQRC4p4fUfpzVyG8jx0oRtd7EMNTltjRyGaJpmIYhuXCg5lHBJ1KaxkPUGuD1Po4+XgMl4yl6ONj44mwk1tAj8c3nHiEHhk1t7Kl6+7mIZkhKf8T1EwsXCzMBWE6wxMDG/FbVPx9QohpkCu4PLmnmP8ryf38Bf/8gb//NguXn7vcDUAaKiLcNUlrfxfm5fy3a+u4cvXX8zqJS0jAoCz4V18bbjHyWAhA7wyKvDxl16Po3zsShY/14NXKbPyomYC3+D6Po72WR/Zyf+dfI65VhgA7FYXcEzNCgdShkamoykwBiuZwYqn8XN9BKUc4Y27whiFIiBPnIjysJXPK6wkq9LYeBhjqE8OztwOViVzVmyGSHxYK4YFX5H4iKIFN65tx/cDyq4fBhGuj+8H3Li2fdR3MfwaQywdzlIEBqKpEdeb0zndZw49r7XiNWsljvJx8HAsRXNSE7XMmAsvjKV9TvsKouvuQCcboJJHJxtGrW0YOk48ahMEBj8wGCAesU75fQkhRpsWMwH33nsvO3bs4B/+4R+IRCJTfToT4pPKtDXXv0lfvkI6GSFTF+VIb5GK55NJHR/dusQ5yPLEqxSIUoi1k/ByJAY66DMpBhZ+lraEi+rKo4ZSgCIJnJU3o6IJ3O2/IDLQRYM2DERa2GNdyCz3IKl8J70mxTZ1NfutdprrYlQWzyF67CX83oODJewsrIbZ1XNdAYO5lVewd9t8+nc8QdLLkrfrsS+9YVxVIYQQ5ydjDD95dCev7DzC8FISCpjXUseS9gaWLcgwuzFxxpt2jYU/51IqUK0OZNKtBEuvRWfm4ed6RpT7XNSWZhPz+Pj97Vylt1FPDoAsKX7FGg74s/jiJQEceHqwmpgDdgS7ZQHGieF1HwxnBiIJALS2KFtJBgouVlCh4qTpbtvAQG8zW7OwxX6JdEITjVgjbsKd9hWw8U4qr/47QV9nOOCi1EmrAw3lsY+lOtCJ1xi7ed7x6kDJhjEXRDjdZw5/fl+2nZcTm4aVim4aV+GFsbbvdOu6hh/HGKrVgWY3JqQ6kBDjMOXVgfbu3cuWLVtYuHAhsViYAzhv3jzuu+++MR9jOqYDfZKhyga2rWnNxPn4WB7fD7hl3SKWtGcAiG79WxwVgG1DKY9XKYNfwVgxlLaw+jrCg0XriF5xK9a8S1FK4R7aTeXNh8CKYKWawQQEhT6iV/2382qxrEx31gZp89kf60yMt8/0/IBv/WgrZdfHsTUXzh3ctKu9gVRi8gdujtf6L+GX8iNu/gHq6xNkj3UR3fsk1sdvA2HVn7fNMp4auAAfm+Z0lBuuWsBi+yje7ucxbgmnuR3rovXY85aP+5wmoirZ2RyjFv9fgtpst7T57I8lQlM+E3DRRRexe/fuqT6NSTU0SvHEqx2UKgHpuMP6y9uqAUDk2C6ilSxBoR/fK6NjKdARlFtG57urGaX2wiuIXL4FFU1Uj+3tfh4dS2OlMgSVMqZSBDO2KhFCCHEytqX57ldXcyxboikdG7VR4WRRgKUN2iuNrvU/9BpjCN59jMSurdXqPio1i8MX3MzLb+VIpzSOrXG9gEde/JCb1y3ikut+E5Wox6gzvySebVWysdbHF0KIiTLlQUCtWrG4mRWLm6v7BABorYgc3Ym942G8/mPg++HUer4PrVS1jjWJDNE1/wl79sWjjqsUkEjjFwbCHH+ollc7X+vnCyGm3txZdTQ1xMe9T8BEUIClDNovERQKuL530tc5lX6ct/4Nv+/gsDdrTCnP+zs/wtItOIOLUh3HwjaaNz/MccmlSzHnMI1pLE5XVloIISaaBAHTgFJgE6DKOdjxC7xSDhWpQxWzgyNZBmXC5WS6bRnxtf91RNWhoYNYiTpUrB6/7/DI570KODEZZRJCnHfsoZv/0qlv/m0VEDv4OsHOp8B3Rz45uPfJpcEbfBi5qfpwPOZgoil2H/VgAgOA8ez4O9xY6uMLIcREkiBgimkCHK9QzWuN5bowTgxjKigVTm1DGADYl3+O2JINo46hbJsge5jCS/8Tr2s/VIqYaB0qnq6WV1OWjZFRJiHEecLWoP3iJ47825YiXjxK8PbPCHoPjnq+uurBGDKqn1zBJV0XJZGMUyDBkZ4K6cTEVC6CkTviJmI2ffkKDzy5B+C0gYBOzSLI98EJAzg6NWvCzk8IIYaTIGDKGJRbxOSzuIVS9dEglkbnjqC98uCrQEUS6PrWkwYAOhbD6+6ktPVfQFmoRAajbSgNYAIPq3EezorNlF/8F0omSnaggOcH2JamPuEQk1EmIcQ0ohQ4pkxQyOG6p775j1kBevczeHtfGNy5SmEvXou37xVgcCeTwbL8SoE2hopvCJw4PW6c3nx5sJzk4gk798e3dXCh/phP8w71bj9ZleYlfTmPb4udNggI++n/MVip6Hh9/LGW3xRCiPGSIGDSGbRXxi/nCVyXwDu+sM06uhsrfww1FABoBxVNYtkW1tJrRh5mMP3HOAkqb/19GAAMjiCpeBpjR9HJBhJbvg1A77Z6cj1d+CqC1uEGK/0DOYLGZqbffstCiFqllCIo5vBPEgDYliIetbGP7aPy1kN4+bDmv0q3El3zeQK3BINBQPjEsK25kvWkU7P4qNvFsceXqjNW6ewebrRewjOaIlESJs+NvMDPswFwxSe+95PKSgshxLkgQcAkUoGLKQ1Q7NiBt+s5gnwvxBuw5qzCOrYH+/AOAIy2MLE02hh0qpGGNddTqluIe2g33u7nwa+g6zKYQp6g1I8pZCGRGbEh/Ym5pE8XlrNOPYvCxTM2Dh6WCni6sJz/NrlfAzAx5fSEEDOfgmp6jeMVqLzx/1HueCd8Uls4l2zCWbIR7+i+sDyy0uE6ABPOABhtY9Vl6AmS5CoKx9Z85fqLeXxbB//zl3uIRfaBMbS5H7ExsoNWJ0+scfYZ9UkbIzvwfI2nHILAUAosbGO4infYvu/a088GnGWFoelI+nohpi8JAiaFgfIAfqmI27krvFAFAZTzkO8l0vVh9Qbeb1yEWnkbdc0tqMFH441JBt57k8pbP8NKNYGK4R14P5zrrmsCFOS6MUqhhnamPCGX9K3CbErOBq40b1NvwmnqV9VK3i/MnvQgQErhCSFORylwLIt41MKxNN6Hr1Pc/hhUigDoWYuIrv48Oh32c97u50HZkMhAoRdDgI7EsRJpvGKeSDnH53mI16yVPPBkGFgoBYe68yy1D7I5+SqBb3HMs2ju6yY4gz6p1clzzLMwganuw+Bi0WjluG+MawNmEunrhZjeJAg4x9yO7Xi7n8fvO4RyYgTlfBgAFAcYWramBv/kLVhLZOUWElEbRo7r4//6Rez62RjA7/pgcBd7DaV+SDSEQUC+F5zYSXNJm+tj7M3Pp8NZWH2s7Po010/+Rj9SCk8IcSpKQdS2ONib55Udhyn1HOFa501agyPhC5wYkctvwl60pro7sXtoN0FXR9i32jY6nkLpCGjwB7oZ8KMUSJI0ea5TW/H1ejqdRRwZKKOU5jPR93ADjbEdFNBXgtaUPe4+KdY4m+a+bo4O+NW2xLTPgE5joXl8W0dtBQHS1wsxrU3Nji81YmgUxBT6wYkRFAYgewSK/UBY+hPADN7wO/ljJKIOJwYASiuUVgSeiykXBkvgqfAf30NHE5BsDI9XyaOTDUTXjRxpuXFtO74fUHZ9jDGUXX9wUVz7ZHwVIwQDx8KFb8NJKTwhappSEI/aZFJRjmaLPLJ1L/Ozb/Al64lqAJBvWkZi8+/jXPCpEQFA5c2HqK4AVhodjaOT9fi5LJ5vyJs4ltak0ylco/m0CtOJPD9AK2jUOSrGqp6H5wdn1Cc5KzYTtQxR7eHYipjlYyvDa3oVEVvTlS2d/iAziPT1QkxvMhNwDg2NguBEUG4Jowdv3I8XrgM1eOHRGoq9o46hIxHsVDMGG1PqCUdULAeCwUVzlj14GBvdemF1IfCJhkafzqR+9UQZyg01hSwU+jGJhjCAASmFJ0SN0koRi1phzr8VjkvtfOMdvqifp4ksADkS/Io19BUX8LVYasT7q2lA8RTKr2ANbpZo+nvQxkOnmpk3bFf1rI6QNv1AuBOy5xt6gjrSuojBwpjw8TPpk4YW95af/Dfq/Cz9Ks1rehX7rQVUXJ/m+thZfFPnHyl7KsT0JkHAOTS0+YsxBpPrhXzPyBcMBQAYcOLoZGbYcwornsBE6lC2g3PZDcfLx0VTg8cykMhg3PKYSskN7VI8FUbkhiYykOuGXDeBMSjLllJ4QtQYrcNKP4mohaXDm//ArVDe9r/Z2P80CghQ7NRLeFOvwMOmeJLdioN8L6CwHAdlWXjZrnCQRFvozFzMCXsMNMQVB/Mpyq5PKuHQ01/i2fJyvpB8lcC4VIxFQ8w64z7JaV+Be00bPx7cLyCiNZUpnHmdSlL2VIjpTYKAc0inZuH3d2H6D4M7ePFSGqIJqJTC/FXLAicOloW9ZGP4EkujE/UY6/joyYnl48jMQaEwbhGdbJr2FReG54YqwCgVrmEo9qFbL5z25y+EmBjHb/5tLD0y9dHd+Qzue2EA0EUDL1pX0a2bwudcn0wqOup4KprA8n0Cr4xfzDFUFkjVtxK58oujbkKjliG+cjMN+yJ0ZUvMaUqSNRfxC9cZrA5UINZwdn3qdJh5nQ6k7KkQ05sEAeeQs2Iz/lP3wWDdf5w4OFEiq/8TQc8BvD0vhMGBrmAvvhpnzhJ0JIKK12MGZwlGHO88Lh83NCsyREXi4SLmSv6UKUxCiJnD1op43CEesdBKnfQ11pylWHOW0Bufz7//ugGNjaMMrhfgBwHrL28b8Xplaey6ZrzDezFDa6UCH0yA6e2k9Mz9YblQpcGysTJzcVZs5qL2Ffzh2hM//aoJbe9UzrxOJ+fzdUuImU6CgHPIaV9B8Kn/jLvjlxhAx9PV0X7vozfCtJ5kI3gu3oF3iMxbDgtWVhcKzySSGypEbbJtRSIW3vyr0/Rt1qyFJG/5I+L9x9jS2sXWdzrpHSiTSUVZf3kbS+cfT5nUTgQVT+NlD2GidWGlNLcCBMf3ChgagImlUZYto9BCCDGMBAHnWPSy64ledi2mvwsTBAAUn/sHUDbKCasmqHgdOpqg8v5zxBesmsrTPWckN1SI2uLYimQ8QtS2OMXA/ydaOj8z4qa/Sil0LA6RFEYpdLKJIN+Hqp9NkD0crgfwfUCBtsJgwC2Ck5HSlEIIMYwEAVMgyPeGqUEQlrKLpvCL/ZhidorP7NyR3FAhaoNja+riDhHHmvA5TaU1VjyFicQxg0XWRgwwVMsnm7AIQfiu8HEpTSlOsH1fV82v2xC1TYKAKaCTGYLCAFa6CeVE8QtZTKU441NjJDdUiJlJAY5jkYzZRJ3R65kmgnYcVKKeQNkjqiwPH2Dwc12AQtkRzFCUgAnLKkv6oRhm+74uHhis4JSI2fTlKzxQg7s6i9omQcAUsJdcg7/3V5ggwM9lw7xVSY0RQpxnlIKIbZGMOUScoX1QJv5DdCwO0dQp10sNDTAMlSLWBPi5vuOn48TH1cfKCPHM9/i2DixLV4PWqGNRHnxc/q5FrZAgYLIpRWzxKtxUE5W3H4VKTlJjhBDnFaUgalsk4g4R+xzd/APKsrASaQJrdGnQkxmaFeD9X+J7LvjhfgFWw+wx97EyQlwburIlErGRt0C1uKuzqG0SBEwiZWmseJrAjmHPW449b/lUn5IQQoxLLGKRiDlEHV3Ny59oSilUJIqKpwlOUi75kzjtK5i1eh3Hjg2c0WdP1gjx0A7qskZqajTXx+jLV0akr1W8oOZ2dRa1TYKASaJse/CCJl+5EOL8MpQe43oBqYTDNavmjuuGeKzpNW7Hdvxdz4Jbwtgx7GWfmdQb4+37uth3sJ/AGGxbk044JGLOhI8Qj9hBPZIkyPeFP3OHBAKT5Ma17Tzw5B7KhDMAFS+oyV2dRW2TO9JJoVCJBgx6qk9ECCHGZXh6TMTWHO4tjis9ZqzpNdUbYysS7ieS68OfxBvjofNUg8WFfD+gZyDcZ8Cy9ISOEA/fQR0AJ4pxkRKmk0h2dRZCgoBJombkBmBCiJnvbNNjxvr+6o2x7YS1/Sf5xnjoPBtSUXr6S4BCYcjmKtTXRSZ0hPjEHdQBKWE6BWRXZ1HrZGhaCCHEKXVlS0TskZeK8aTHjPX9wcCxcCPB4SbxxnjoPONRm8Z0DNtSGGMwxvDl6y6e0JtFnZoVbpg4nJQwFUJMMgkChBBCnFJzfYyKF4x4bDwLKMf6/qm+MR5+nvGoTWtjglmZBIvn1k/4aLGzYjMEHsYth4GGK2WihRCTT4IAIYQQp3Tj2nZ8P6Ds+hhjKLv+uBZQjvX9U31jfLbtHA+nfQXRdXegkw1QyaOTDUTXyaJgIcTkkjUBQgghTulsF1CO9f3Dd/6dirKZk71QVHZQF0JMNQkChBBCfKKzXUA51vdP9Y2xLBQVQtQSSQcSQgghhBCixkgQIIQQQgghRI2RIEAIIYQQQogaI0GAEEIIIYQQNUaCACGEEEIIIWqMBAFCCCGEEELUmBlRIlRrNdWncM7VQhtPJG2uDdLm2vv8yVALbTxRLbYZarPd0mYxEZQxxkz1SQghhBBCCCEmj6QDCSGEEEIIUWMkCBBCCCGEEKLGSBAghBBCCCFEjZEgQAghhBBCiBojQYAQQgghhBA1RoIAIYQQQgghaowEAUIIIYQQQtQYCQKEEEIIIYSoMRIECCGEEEIIUWMkCJhG7rnnHjZt2sSSJUvYs2dP9fEPP/yQL33pS9xwww186Utf4qOPPpq6k5xgvb29fO1rX+OGG27g5ptv5rd+67fo6ekBZna7v/nNb3LLLbdw2223cfvtt/P+++8DM7vNAD/+8Y9H/H7P9PZu2rSJG2+8kVtvvZVbb72VrVu3AjO/3ZOp1vpN6TNrq8+E2uo3pc+cZEZMG6+99prp7Ow0n/nMZ8zu3burj99xxx3moYceMsYY89BDD5k77rhjqk5xwvX29ppXXnml+vMPfvAD80d/9EfGmJnd7v7+/uqfn3zySXPbbbcZY2Z2m3fs2GHuvPNOc80111R/v2dye40xo/5fHjLT2z2Zaq3flD6zdvpMY2qv35Q+c3LJTMA0smbNGubMmTPise7ubnbu3MmWLVsA2LJlCzt37qyO/JzvGhoaWLt2bfXnlStX0tnZOePbnUqlqn/O5XIopWZ0myuVCnfffTd/+qd/ilIKmPm/26dSq+0+V2qt35Q+szb6TJB+c0gttnmy2FN9AuKTHTp0iNbWVizLAsCyLFpaWjh06BCNjY1TfHYTKwgCHnzwQTZt2lQT7f6TP/kTXnzxRYwx/OQnP5nRbf6bv/kbbrnlFubPn199bCa3d7i77roLYwyrV6/m937v92qm3VOpVr5j6TNndptrtd+UPnPyyEyAmDa+//3vk0gk+MpXvjLVpzIp/uIv/oLnnnuO3/3d3+Wv/uqvpvp0zpm33nqLd999l9tvv32qT2XSPfDAAzz88MP8x3/8B8YY7r777qk+JTGDSJ85c9Vqvyl95uSSIGCamzNnDkeOHMH3fQB83+fo0aOjpr/Pd/fccw/79+/nRz/6EVrrmmk3wG233ca2bduYPXv2jGzza6+9xgcffMBnP/tZNm3axOHDh7nzzjvp6OiYke0dbqgtkUiE22+/nTfffLOmfrenSi18x9Jnztw+E2q335Q+c3JJEDDNNTU1sWzZMh599FEAHn30UZYtWzajpsDuvfdeduzYwX333UckEgFmdrvz+TyHDh2q/vzMM89QX18/Y9v89a9/nRdeeIFnnnmGZ555htmzZ/PTn/6Uz33uczOyvUMKhQIDAwMAGGN47LHHWLZs2Yz9e55OZvp3LH3mzO4zoTb7TekzJ58yxpipPgkR+vM//3N++ctf0tXVRSaToaGhgZ///Ofs27eP73znO/T395NOp7nnnnu44IILpvp0J8TevXvZsmULCxcuJBaLATBv3jzuu+++Gdvurq4uvvnNb1IsFtFaU19fz7e//W2WL18+Y9s83KZNm7j//vu5+OKLZ3R7Dxw4wLe+9S183ycIAhYvXsx3v/tdWlpaZnS7J1ut9ZvSZ9Zenwm10W9Knzn5JAgQQgghhBCixkg6kBBCCCGEEDVGggAhhBBCCCFqjAQBQgghhBBC1BgJAoQQQgghhKgxEgQIIYQQQghRYyQIEEIIIYQQosZIECDEGfrOd77Dvffe+4mv2bZtGxs2bDjl89/73ve47777TvraTZs28dJLL03MyQohxBSTPlOI6UWCADGjjeeiMBUXkLvvvpvf/M3fnNTPFEKIU5E+U4jaIUGAEEIIIYQQNUaCADFj/cEf/AGdnZ184xvfYNWqVfzjP/4jTz/9NDfddBNr1qzhjjvuYN++fad8LcBv//Zvs27dOlavXs2Xv/xl9u7de0bncv/997N27Vo2bdrEww8/XH18LNPjQggxGaTPFKK2SBAgZqwf/vCHtLW1cf/99/PWW29x7bXX8vu///v88R//MS+//DIbNmzgG9/4BpVKZdRrv/a1rwGwYcMGnnjiCV5++WUuueQS7rrrrnGfR1dXF729vWzdupUf/OAHfO973+ODDz6Y6OYKIcRZkT5TiNoiQYCoGY899hgbN25k3bp1OI7DnXfeSalU4q233jrle77whS9QV1dHJBLhW9/6Frt27WJgYGDcn/07v/M7RCIRrrzySjZu3MgvfvGLs2mKEEKcc9JnCjGz2VN9AkJMlqNHj9LW1lb9WWvNnDlzOHLkyElf7/s+9957L48//jg9PT1oHcbMvb29pFKpMX9uOp0mkUhUf25ra+Po0aNn2AohhJgc0mcKMbPJTICoGS0tLXR2dlZ/NsZw6NAhWltbT/r6Rx55hKeffpp//ud/5o033uCZZ56pvm88+vv7KRQK1Z8PHTpES0vLGbRACCEmj/SZQsxsEgSIGa25uZkDBw4AsHnzZp5//nlefvllXNfln/7pn4hEIqxatWrUawHy+TyRSIRMJkOxWOSv//qvz/g8/vZv/5ZKpcLrr7/Oc889x4033nh2DRNCiHNA+kwhaocEAWJG+/rXv87f/d3fsWbNGp599ll++MMf8v3vf5+rrrqKZ599lvvvv59IJDLqtT/96U+57bbbaGtrY/369dx0002sXLnyjM6hubmZdDrN+vXrueuuu/izP/szFi9ePIGtFEKIiSF9phC1Q5nxztMJIYQQQgghzmsyEyCEEEIIIUSNkepAQpyl+++/n7//+78f9fjq1av5yU9+MgVnJIQQ05f0mUJMD5IOJIQQQgghRI2RdCAhhBBCCCFqjAQBQgghhBBC1BgJAoQQQgghhKgxEgQIIYQQQghRYyQIEEIIIYQQosb8/33K3AUAP8VWAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 777.475x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lmplot(data=tips, x=\"total_bill\", y=\"tip\", col=\"time\", hue=\"smoker\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "6aac7703-ab10-4e5e-b119-d7956084d077",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f27f8b45c70>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 417.475x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.catplot(data=tips, kind=\"swarm\", x=\"day\", y=\"total_bill\", hue=\"smoker\")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "9d51cae0-2aba-42c7-8636-60c7001cac42",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(uniform_data)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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",
"version": "3.9.7"
},
"widgets": {
"application/vnd.jupyter.widget-state+json": {
"state": {},
"version_major": 2,
"version_minor": 0
}
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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