diff --git a/analysis.ipynb b/analysis.ipynb index b155e662848e19c51a3370be165f88467529fc6b..bed725f5c8016088d052fd01bebb64745c89c6b9 100644 --- a/analysis.ipynb +++ b/analysis.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 5, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -12,19 +12,25 @@ "import os\n", "from parameters import *\n", "import re\n", - "import random #to shuffle the positions for the cummulant ratios" + "import random\n", + "import matplotlib.gridspec as gridspec\n", + "\n", + "plt.rc('axes', labelsize=15)\n", + "plt.rc('xtick', labelsize=12)\n", + "plt.rc('ytick', labelsize=12)\n", + "plt.rc('legend', fontsize =12)" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "T = np.linspace(t_min, t_max, nt)\n", "\n", "owd=os.getcwd() \n", - "path=os.chdir('data') \n", + "path=os.chdir('data/20k/') \n", "datalist=[]\n", "listOfEntries= os.scandir(path)\n", "\n", @@ -33,31 +39,33 @@ " datalist.append(entry.name)\n", " \n", "os.chdir(owd)\n", - "datalist.sort()\n", + "datalist.sort(key=lambda f: int(re.sub('\\D', '', f)))\n", "\n", "seed = [re.search('data_ising_(.*).csv', s) for s in datalist]" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "scaling = []\n", "\n", "for file in datalist:\n", - " scaling.append(np.loadtxt('data/' + file, delimiter = ',' , unpack = True))" + " scaling.append(np.loadtxt('data/20k/' + file, delimiter = ',' , unpack = True))" ] }, { "cell_type": "code", - "execution_count": 26, - "metadata": {}, + "execution_count": 83, + "metadata": { + "scrolled": false + }, "outputs": [ { "data": { - "image/png": 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xI4GNBIhCdA3Sp/dOgkMhRLfknhAmNjSAudH7GfvbP/A/XkL2t6FobI5upDU7m/B/ZfO0AYKbMdLX0hNEK3XwztUKX16gIcRmR1HApNHQy2oj+dsyen9rwF7mfNead1cMBi5Y/BQHpWMrWlGwPhhzVe0nIiUWx5P0xo4c6hQdVtX3yGFDwaG7i6bew7dAn5gXyUvToC/VNniOrymnakUFeUuWSnAohOjSJDgUQnQbzoAwq6icS4wfYIj6juBeCgFWO0dKynkzzsBjG8OIqjP61tZTQN0zfbqPDjprtP3NmYL/4GrY8hSYMh0jgHNehATHCGDd0U+ZEifaQoh/iMfIobnSESw2ZeTQOUrorrEjh3VdNPUemHoPASPSOPFoMlpLTTZCiwLl1Q9+GvMgx5qdTcaERPn3JITosiQ4FEJ0WenbF7Ps2DpyNdDTBjGlRgyRRQT3UjgMoDjyeZ7Ua8k5EcBjX6lNngbqK5DzlRSjoUyfhUYtGbdcwntnnSC3NJdeQb2YO3wul/Sb7PliCdNcwWBdxilTpPMq2lyIX4jHyKHZYnbtawxfwaFzNFGnNK/r4vz34P7Q5IdLI3mj74+88pK90aP8MsVUCNGVSXAohOjwmjIK9sqaB9lg2kyerrqrp3X8N1cH554o5ImvVCLM1UlZqovEjzlk455NKoYmlARUgVNur1GzwxHm/ePvNiK8BJqnQuCvi/rwqOkyev/7K6+faQzwx8Y3RYgOI9gvmLyyvFrbmjNyWF9CmqaOHLqr+9BkADAN+P71ePxKfJ7mQaaYCiG6KgkOhRAdWt0ModbsbDL/8gipXz1M+gUagu2OAupmjUKwTWXYEZUnvm44AIwywz0bVcDG9O1NCwzBEeTNmaNDZ7djtNkxaxSirCqxhRexo+D3rL3wB2bv/gBNVaXrHMVg4MLFT/G5s0M5+8z/foToSLyNHDqnmYb4N37ksN5spVr9GbbSU99ZN5L5j4/RWGvGD52zAnxNObXm5LR4O4QQor21Vo1k0QSKorBgwQLX7y+99BIpKSln9JplZWVMnjyZQYMGMXjwYJKTk137KisrueWWW+jfvz+XXHIJx48fP6P3EqI15S1Z6goMnTRVNq75WkVVFMxaDSatBlVRGHJUZfZnKlFmx8XNGQCOOeQ9ADRYYfp21esIHzhGB80GsNTJYVGpg/evUIi22InPH8lDwz7n4B9/ZMtdh3h34b/4NXUyf/tnMnHPPI0uNhYUBV1sLDFPPyUjDaJLC/HzsuawqunTSusdOWzmtNL6GOc8Q9x9N6HrAaByOgT+MUXhrnk6TvlotiUsoMXbIYTo3LpCn16Cww7A39+ftWvXcurUqRZ93YceeoiffvqJ/fv3s3PnTjZt2gTAypUrCQsL4+eff2b+/Pk8/PDDLfq+QjTH9udnsvPieA4NimfnxfH846HRJL45mKrsbK/HOwO6MYdsLF9u5YPnrNyf5j0A/PMnvtcS1rfG8FQIPHq/hj3XxHMqKAw7kB8Yxj8v+gOfaV+k4tSrTLvyWZ+psI1TpjBg6xbijxxmwNYtEhiKLi/EP4RKWyWVtpoRc9fIYUsFh2cwrbQ+xjnPMGDvEeJ/+oljN1vZF+8YL3xvnEJFnbes1MH7l7ZxoVIhRIfXFfr0Mq20qepmB0x83GdCiMbS6XQkJSWxZMkSnnnmmRZpZmBgIOPHjwfAz8+P4cOHk5mZCcCGDRtcTzFuvvlm7r//flRVRVFaOum+EPVzJozpd8Rea8pnuBlGfVbE9xqFghDHCGBdBSGOwPCejW4Boep5HNSfhdCZOEatc5zdX8+Fi59hi5eAbmyDn0yI7ilY71hXWFxVjH+AP+AYOdQpOgJ0jRtp02v09U8r1bT8tNK6bi/LJ/xUAMvCQtl5vhawM3274yGTAmwcCekXaHguJbTF+gJCiDYmfXqvJDhsioOrIe3PYKl+Wmg64fgdzvjLNGfOHBISEli0aJHPY7Zt28b8+fM9tgcGBrJr1y6f5xUVFZGWlsbcuXMByMrKok+fPoDjS2w0GikoKCAyMvKMPoMQDfn2kzfo892LRKv5fNQjnBcjA6nQanjsK+8jfvenqWh8BHyBFY4RwZZ6pKEAaLVgt0vpByGaybmu0FxpJjIg0vVzsF9wozsrDQWHrTVy6K4ioBeTS3OYXFrGVXGx7BysY+dg0FtV3lxmI7hCoZfVBqhgOoF1wwOODpUEiEJ0DtKn90mCQ3ebkiH3B9/7M78Ft6kygONLteF+2LfK+zm9hsA1qQ2+dUhICDNmzOCVV14hIMD709Xx48dz4MCBBl/LndVq5bbbbuPPf/4z/fr1A0BVPXvbMmooWot7OYkQmx3lLD9Mmj4owOjDdqZvt/qc2ql1+6racQRwxQYIroCgqlZorN1O/JHDrfDCQnQPzoyk7klpiquKG52MBhxrCp1lK9w1t85hcwRe85Qj4LNVMLewiJTIcCo0Giw6hX39FS4+qtJvWBEApuMB5B0Mxvrvx9HFviEPloToCKRP32wSHDZF3S9RQ9ubaN68eQwfPpxZs2Z53d+cpwxJSUkMGDCAefPmubbFxcVx4sQJ4uLisFqtmEwmwsPDW+QziO7JWVw+u6icpMJ/cPn+Xwgzw+kQ+PlceOwX6mQPVbi07pTQBmiA/Or+ZUhFvYc6RgBtNq+7dLGxgCPrqce+mJjGNUYI4ZVzXaF7cGiuMjd6vSH4XnPYlsEhCdMcHaQtT3GtKZNSylgRFkCeTsP+8+Cyw/BWaSiflodx714Vv+rmSg1EIToJ6dP71G7B4enTp7nllls4fvw4ffv2ZfXq1YSFhXkc17dvX4KDg9Fqteh0Ovbu3duk85ukoacBSy5wDDvXZewDs9LP7L2B8PBwpk2bxsqVK7nzzjs99jf1KcNjjz2GyWTizTffrLV96tSprFq1itGjR/PRRx8xYcIEGTkUDXIPAGf22MMi/YcEludSFtCLPUofDJHZTCpQuXpnTcAXaYYr99es5TvT8hER5vrXD4KjXETM008B1CqB4dwXPX9eg/uEEM3ja+SwsTUOwRH8OQNBd205rRRwTC1LmMaG/Vn85aPvsRQ4ntCPMM6nSqPlnnVgsHhObVcrKshOfoTsRQ/LFHUh2ov06Zut3bKVpqamkpiYSEZGBomJiaSm+v6fuG3bNg4cOOAKDJt6fotJfBz0dYaH9QGO7S1kwYIFLZLhKDMzk2eeeYbDhw8zfPhwhg4d6vpCzZ49m4KCAvr378/f/va3tvm7E53a+v1ZrP7iUQyRDxA86GG+jFnDpCgNCX3juCpSw2dROeTpNUz3snaw7iWqoeyhKmDzcV3zi41FXz3y5417uQjjlCnEPP2U11IS9e0TQjSfc4TQvZxFS40cOqeatkYpi/q8uPkoFlvN1K0D+YFoVQiw1POwymYDVXWNJJrS0tqkrUKIRpI+vU/tNnK4YcMGtm/fDsDMmTMZN24czz//fJud3yzOBaotnNmopKTE9XPPnj0pKys7o9cDxzCzt3nIAAaDgTVr1pzxe4guzi2LV1VQGBlRgVRoHM+TTLqawn8mndZVR7C+shDu6numlRcQyicjr/NaQL6+UT9vwZ0zEPSmvn1CiOZxTSutrD2ttKkjh+2dkMZddlHtkhW/31FZaz10Q9SKCvKWLJXrjRAdifTpfWq34PDkyZPEVK/viYmJIS8vz+txiqJw1VVXoSgK99xzD0lJSU06v8VVTzMRoks7uJr0LxeyLCSQ3LA4FMDuY5qCRzmJM2D382fYU48ybsoUTGmDyVuyFGtOjtepWfXtE0K0D71WT4AuwDVyqKpqs0YO65tWqte2fikLd7GhAWS5BYgRjXwI5s6ak9OCLRJCtAjp03vVqsHhxIkTyc3N9djelLofO3fuJDY2lry8PK688koGDRrE2LGNrzK2YsUKVqxYAUB+fn6jzxOiO3BfRxgbGsAt537Kp8Wfk6MBwoOhOiBUwTU6GGGGEgOgQI9yUBXqfYpet36gV4riEeTJqJ8QnVOwPti15rDcWo7Vbm3ZkcM2nla6cNJAHln7A+UWR5KrU0GBRJd6jgaogN3H9VCSXQkhOotWvcJ++eWXPvf17NmTnJwcYmJiyMnJITo62utxsdXri6Kjo7nhhhvYs2cPY8eObfT5SUlJrtHGkSNHnuEnEqLrqFlHuJfgXgrYVP5VomDROkK5usFggAX01QlAa2UL9REYqjiylZ7qF0tERjkRpYVeg0RdbCwDtm5pyY8mhGhHIf4hrpFD53+bXMqinuBQr2nbkcPrh/UGcD1I2zD898za/W90VTVtrNDBG9c6rnB1Z1JIsishRGfSbtNKndl1kpOTWbVqFdddd53HMaWlpdjtdoKDgyktLeXzzz/n8ccfb/T5QghP25+fif7jPQwww73VpSXyBmsw65RaAaFCzYhfg6UjvNDHxnKZW9BnSkuTDKFCdAPBfjUjh87/NmVaqV6jR0XFZreh1dSsb26vNYfgCBCdQSJMdk17t2Rnc8pVosfZVht/2KYSXgyKn58kuxJCdCrtFhwmJye7UryeddZZrsWU2dnZ3HXXXWzcuJGTJ09yww03AI7Cj9OnT+fqq6+u93whRG2vrHmQDabN5OsUJv5gY8Zm8K9+qu1eWgI8n3g3l7egz9k5krWCQnRtIX4h5JU58gA4Rw6bOq0UHNlJtdQEhxa7Ba2i7RCll5xT29OXX0BKoOpK1gWwJ17DZVFVbNpxNbcd/ZKvg85GrnJCiM6i3YLDiIgItmzxnEoWGxvLxo0bAejXrx/ff/99k84Xojuqb+3gmEN2nvjKMRrobX2gwQrTt6uun5tNqwW7vd6gT9YKCtH1BfsF83PRz0DNyKHRz9jo853TRq12K/5af9d2q93aLqOG9Zl8+ePgTN6l06IBjHYbuwtv5EDcedx+9Au2r/gAW1iE28ijEEJ0XO1W51DUUBSFBQsWuH5/6aWXSElJOePXvfrqq7nwwgsZPHgw9957LzabY3SosrKSW265hf79+3PJJZdw/PjxM34v0X7W789ix7q/82HZ3fziP50HNLN5t2QzOVqFMYft3LNJJcrs+MfuK3FMpJlGl6HwRjEYiE19jvgjhxmwdYsEgEJ0YyF+IR7TSps1clhn3aHFbulwwSEJ05g88UU+L9Zy8HgmL+Sd4pROx9Zzt1F40RJ+jdIyJusbXtx8tL1bKoRoA12hTy/BYQfg7+/P2rVrW6RQprvVq1fz/fff8+OPP5Kfn++aerty5UrCwsL4+eefmT9/Pg8//HCLvq9oWwfSV3Bpj3e48yw/hp7Th+eig1xTnKZvb9w0Uff1hb7YtVq0oaGgKCihoa6fpYC8EMJdsF8wJVUl2FV7TUKaJpayADzKWXTEkUPAkQp//o+QUsRX9vNRVBWNrgxFgaxIG/H5p/jnv+aQMSERU1pae7dWCNGKukKfvgNeZTu29GPpLPtuGbmlufQK6sXc4XOZ3G/yGb2mTqcjKSmJJUuWNKnMR0NCQhw3Y6vVSlVVlWudxoYNG1xPMW6++Wbuv/9+VFXtEOs4hG91p45O6PkRu2xfkRen8DHGWmUnnJpTj8udswyFLjZW1gcKIRolxC8EFZUSSwnmSsdFqIdfj0af72vk0Kpa27yMRVNtjSpGVWoyPl+U4diuANbsbHIWO5LqybVUiPYnfXrvOvZVtoNJP5ZOyq4UKmyObIs5pTmk7EoBOOMv05w5c0hISGDRokU+j9m2bRvz58/32B4YGMiuXbu8njNp0iT27NnDNddcw8033wxAVlYWffr0ARxfYqPRSEFBAZGRkWf0GUTrWb8/i0c/X4USsYmgXkWU2vSkU4VF7xghdM8yWuCWOa8gxJF0pi6bAhq1ntFCL3UHhRCiMZxlK8yVZsxVZoL0QU0a8fMZHNqt6LVtW8aiqUq15TivrNO3q67kX05qRQXZyY+QvehhucYK0Y6kT++bBIdunt/zPD+d/snn/oP5B6myV9XaVmGr4PGdj/PR/z7yes6g8EE8fHHDQ7whISHMmDGDV155hYCAAK/HjB8/ngMHDjT4Wu42b95MRUUFt99+O1u3buXKK69EVT0XnsmoYceUvn0xy46tI0cD2p64RgdtOgs2ap5Ou2cZjTLDfWkqs4HEwaQAACAASURBVL6wElzuWYTeqtPw9ug/MHXvBnqWF3m8p9QdFEKcCef6wuKqYsxV5iZNKYX6g8OOPnLYy2ojR+9oo8+ZG9VrhWQkUYjWI3365pM1h01Q90vU0PammjdvHitXrqS0tNTr/m3btjF06FCPP5deemm9r2swGJg6dSobNmwAIC4ujhMnTgCO4WmTyUR4eHiLfAZxhg6uhiUXQEoo6csGkPLrWnK0CiiO5DLLl1v54Dkry5dbGXPI0cHwtq7QT4WQ8pq1hGr1H11sLGc9l8rf/pnMsKceRTEYap0ndQeFEGfKGQyaq8wUVxU3KRkNNBAcdsQ1h27mVmox2O2AYxZHQ9SKCrIXLpL1iEK0MenT+9axr7JtrKGnAVd9dBU5pTke22OCYnj76rfP+P3Dw8NdtRvvvPNOj/1NecpQUlJCcXExMTExWK1WNm7cyOWXXw7A1KlTWbVqFaNHj+ajjz5iwoQJMnLYERxczSdfPMRrxiByw+JQgNGH7UzfbvUoSl93dLAhznWD7iOCUndQCNEanMFhc0cO9Ypj6minSUjjxlna4iVjIO+NU7h3o+fUUm9kFFGIliV9+uaTkcMmmDt8LgZt7ZEWg9bA3OFzW+w9FixY0CIZjkpLS5k6dSoJCQlceOGFREdHc++99wIwe/ZsCgoK6N+/P3/7299ITU094/cTzfftJ2+Qm9KfTz+by9PhweTodaiKwujDdu7ZWFOGou4/dffRwcaw5nheBI1TpjBg6xYpQSGEaDHuI4fmKnOLjhw6ayB2WNWlLbbkl/HDIPjPeDvFAQHYAVsDHTa1ooK8JUvbpp1CdHPSp/etYz+C62CcC1RbOrNRSUmJ6+eePXtSVlZ2Rq/nfJ1vv/3W6z6DweBKgSva17efvEHmT3/lL3E9yNFFuNYUQuPLUDSWLiam5V5MCNGuPvvsM+bOnYvNZuOuu+4iOTm51n6TycQdd9zBb7/9htVq5aGHHmLWrFlt0jb3NYfFVcXNX3OodoI6h94kTEMTfi7DP5nGWwlRPB+0GIBxJ/Yx98BHGGwWn6d6e4gnhGh50qf3rRNcZTuWyf0mn/EXR3RvpuV/Ie/ttVhLVPyDVLaN70FOT89/is0tQ6GEhkJpKaqlpgMiawmF6DpsNhtz5szhiy++IC4ujosuuoipU6dy/vnnu45Zvnw5559/PmlpaeTn5zNw4EBuv/12/Pz8Wr19QfogNIoGU6UJc6XZlb20sTrzmkOXXkO4sMLK9qBSFJ0Z1RrC9j4jAPjj4U1ek4GBPMQToi1Jn947mVYqRBtYvz+LMalbefWOO8j8+8dYSwAU9KUaZn2GK7mMu8YkM6hLFxvLoP/+h5hnn0EXGytF6oXogvbs2UP//v3p168ffn5+3Hrrra7kBE6KolBcXIyqqpSUlBAeHo5O1zaBlaIoBPsFU1hZSJm1rNnTSuuuOew0I4cAOj8iKqMA0AYcd23e3mcEf7nlGWJffEESggkhOqROcpUVovNavz+L1V88iiFyLxf+z47GVnvdicHqmEK6c3Dt89aNVrh7s1prTaGzLEVDo4PGKVMkGBSii3KvawWObHW7d++udcz999/P1KlTiY2Npbi4mA8//BCNpu2eB4f4hZBdku36uSl8jhyqVvwV/5ZpYBuI7z2KANs2rIHHsBYnABCg17Jw0kCMw3oD1QnBsh1/T+Gz75TrthCi3cnIoRCtwa0kRdWXl5ERtZc8vcbnVNFIM7VLVKgQWBHoyDIaFeUaAez94gvE/3RERgeF6MYaU9dq8+bNDB06lOzsbA4cOMD999+P2ex5AVqxYgUjR45k5MiR5Ofnt1gbg/2CySrJApoeHDqTznTqaaXAoBETGVpZSXBwBgD+Og3P3TiE66sDQ2dCsPP27kUJDMSam9uezRVCCEBGDoVoeQdXk/7lQpaFBLpKUtirO24FIY4yFHU5y1REmeHejSq3DriZuF93oRs5iL7/7/95fRsZHRSie3KvawWQmZlJbGxsrWPefvttkpOTURSF/v37c8455/DTTz9x8cUX1zouKSmJpKQkAEaOHNlibQzxC+F/hf9z/dwUnTpbqbu4ixhRUcl/wwq4cWQYX/5YzNQLYz0O0/YIwjj5WkyfptPzkUfQ9ujRDo0VQggHGTkUooWkb1/MVW9dwJDvniLZrSSF3e2J/prLFDyf+dfmb4WeL3+A5bff8B9wXus2WgjR6Vx00UVkZGTw66+/UlVVxQcffMDUqVNrHXPWWWexZYujrunJkyc5evQo/fr1a7M2BvsFu4K7bpmQBsDYmyq/YFTgi9J7sPX+K2/u/9jroaE334xaXs7PiRM5En8+GRMSMaWltW17hRACCQ47BEVRWLBggev3l156iZSUlDN+3XHjxjFw4ECGDh3K0KFDycvLO+PXFN6lb19Myq/ryNEqjnIUdaZ4jTlkY/lyK/dtdKwhLPUHOzQYKJrWrZMOghCiFp1Ox2uvvcakSZOIj49n2rRpDB48mNdff53XX38dgMWLF7Nr1y6GDBlCYmIizz//PJGRkW3WRvfRwmB90xLS6JXqaaVq5w4O04+l805QTXs1fkX841Aq6cfSPY6t/L/fQFGwm0ygqlizs8lZ/Lhc/4XoZLpCn77zXGW7MH9/f9auXcsjjzzS4jfvf//73y06VUh4t/SXdVTovBc4HnPIxj0ba9cs1Nrg1SkK079SiDLbfb6usyiyTB8VQri79tprufbaa2ttcxZFBoiNjeXzzz9v62a5uAeH3XXkcNl3y6io8wjQqlay7LtlHunz85cuhTprSeX6L0Tn0xX69DJy2ESmtDQyJiS26LQPnU5HUlISS5YsaYEWirbknEqaq/V9jLdi9gYrLNgXw4WLUz3SmdclRZGFEJ2Ne0DY3FIWnX3NYW6p9wQz3rb7us7L9V+I1iN9eu86zyO4DsCUlkbO4sdRKyoAXNM+gDN+sjdnzhwSEhJYtGiRz2O2bdvG/PnzPbYHBgaya9cur+fMmjULrVbLTTfdxGOPPeaR0U40zStrHmSDaTP5OoVgm0q5VsGirf/v1FeGUmtOjut7457OvC4piiyE6GycU0n1Gj0Gbf0PwOrqEnUOgV76EHIsJo/tUTrPYFkXE+P1HiDXfyFah/Tpfes8V9k2kPvss1Qe+cnn/vLvv0etqqq1Ta2oIOcvj1G0eo3Xc/zjB9Hr0UcbfO+QkBBmzJjBK6+8QkBAgNdjxo8fz4EDBxp8Lad///vf9O7dm+LiYm666SbeffddZsyY0ejzRW2vrHmQd0s2U6F3DLibdQpjDtmYvl0lwuzIRPreOIWdg6uHEVVHVcJTwRqiiz2njjpv+s6so3UvVCBFkYUQnZNz5DDYL7jJHZiuMq10bmERKYEqFW71JQ12O386ddrj2Oj58+T6L0QLkj5987XbtNLTp09z5ZVXMmDAAK688koKCws9jjl69Khr4eXQoUMJCQlh6dKlAKSkpNC7d2/Xvo0bN7Z6m+t+iRra3lTz5s1j5cqVlJaWet2/bdu2Wn8fzj+XXnqp1+N793bUUgoODmb69Ons2bOnRdrZ3azfn8WY1K1sMG2udZN3riWMMjv+IUWZ4Z6NKmN+tBFtsXN+zjCKf0plw9A/oNYpPu3tpm+cMoWYp5+S2oVCiE7POZW0qWUswPfIoVW1olM6T3A4OT+TlFOnCbXZAIiyWkk5dZobCz2nijqv/9qICAC04eFy/ReiFUmf3rd2u8qmpqaSmJhIcnIyqamppKam8vzzz9c6ZuDAga6o2maz0bt3b2644QbX/vnz5/PQQw+1WJsaehqQMSHR+7SP2FjOfvedM37/8PBwpk2bxsqVK7nzzjs99jflKYPVaqWoqIjIyEgsFguffvopEydOPOM2djfr92fx6OerUCI2oamTcMbXWsI7vlJ5OOI1brt6IB8O6429dBxHR72HYjCglpeji4khev48rzd9qV0ohOgKnEFhU5PRgO+Rw842rRRjHJNNJ+hht3N/r2iWnTzFkKoqstRILktOJzY0gIWTBnL9MEenzzhlCsFXXcX/LhlFyO8my71AiDMgffrma7eRww0bNjBz5kwAZs6cyfr16+s9fsuWLZx77rmcffbZbdE8r6Lnz/NIHtLS0z4WLFjAqVOnzvh1KisrmTRpEgkJCQwdOpTevXtz9913t0ALu5dnvvo3+ujVaPyKPMpT+FpLGG6GnckTXDf84q3bwGLhrDdeJ/7IYQZs3SI3fSFEl7bv5D4ADuYf5KqPrvJavsEX5+ige3Coqmqnm1ZK4uOgDyDE7lhWYNZqqFR1PG+ZhgpkFZXzyNofWL8/y3WKxt+fwOHDKfvPf9qp0UJ0D9Kn963drrInT54kpnrNVUxMTIP1Oj744ANuu+22Wttee+013nnnHUaOHMnLL79MWFhYq7UXqJ08JCen3hGgpigpKXH93LNnT8rKys7o9QCCgoLYt2/fGb9Ot3RwNWx5CkyZGONiOanxnoq0IMQxldSbjAmJru+GOT0dXa9eBIwY0YqNFkKIjiH9WDrLDyx3/Z5TmkPKrhQAjxIO3iiKgk7R1QoObapjamZnylZKwjQAjNueAqBQo6VU1fKw7kOWKn8nW43kBes0Xtzs53qYCBB06WjyXnoZS14e+uhowJE8o6X7HkJ0Z9Kn961Vg8OJEyeSm+uZsvmZZ55p0utUVVXxySef8Nxzz7m23XfffSxevBhFUVi8eDELFizgrbfe8jh3xYoVrFixAoD8/PwmfgJPMu2vizu4mvQvF7IsJJDcsDjfRepVlfTLYOZGqJtqQaEm65WttJSSHTsInzkDRSOVY4QQXd+y75ZRaausta3CVuG1vp8veq2+VnDo/LlTjRwCJEwjZMAEWD2eLzif32m+BRxrkOKUU6Tq3+QRM8AE1ymBo0cDULZ7t9dkZS2ZVVGI7kz69N616lX2yy+/9LmvZ8+e5OTkEBMTQ05ODtHVT8e82bRpE8OHD6dnz561zne6++67+d3vfuf13KSkJJKSkgCkGLzwaf3+LF7cfJR7NI/xalSPWolnvImx2nh67mf8svFqNEYjdpNnunK1ooKTKU8CoAluWp0vIYTorJpS388XnaLDqnaB4JCa9Zdn6TI99gUqVTzitwaoefhtiI9HazRSuus/GKdMIW/J0lpZTMFxf8lbslQ6tkKIFtduQxlTp05l1apVAKxatYrrrrvO57Hvv/++x5TSHLfCsOvWreOCCy5onYaKLm/9/ix2rPs7H5bdzf8L1zYYGBrsduZWainZsQOAc1Z/6LEesa6C199okeKqQgjR0fUK6tWk7d7oNLquMXII+Gn9CNAFYNeWe93fk9prkhSNhsDRoyn9z38cay1zPLObAj63CyHEmWi34DA5OZkvvviCAQMG8MUXX5CcnAxAdnY21157reu4srIyvvjiC2688cZa5y9atIghQ4aQkJDAtm3bWLJkSbPboqo+Jw92W93p7+RA+gou7fEOd57lR47O+/pCVBVFVYmxWEkpLGHy5Y9TumMn+j598Dv77AYLFTuf8gohRFc3d/hcj8L3Bq2BucPnNvo1PILD6lHETrXm0E2wXzDFBu8zSBRjnOe2wECsubn8dP5gn6/Z0H1HiO6oO/VfG6M5fx/t9gguIiKCLVu2eGyPjY2tVbMwMDCQgoICj+PefffdFmmHwWCgoKCAiIiIJhfq7apUVaWgoABDnSxOXVU/v/d5Liqk3hHDXjaVL05kgTEOJr6IOuh6Snc/T+j1jhFvbwWM65KnvEKI7sC5rnDZd8vILc2lV1Av5g6f2+j1huAIDt3rHFpsFtf2zijELwRTdBjknwJLzQiiRWNAn/h4rWNNaWkUp1dnd/XRsWvprIpCdAXSp6+tuf35znmVbUFxcXFkZma2SLKarsRgMBAX5/k0s6tI376YZcfWkasBJdoPez0Xkct/ULltewBHSmPRxfQkun8AurL9qGVlBF12GVAn65WXujkgT3mFEN3H5H6TmxQM1tWVppWCIzg0KxqY8gqsvw/sVnKVKFIrp7HhvSBiN2511TzMW7IUtbLS80U0GrDbUfz9iXn6KVlvKEQd0qf31Jz+fOe8yrYgvV7POeec097NEG0offtiUn5dR4XWERDWl5H00oMB3L25HIPNkV3OmSUucPQo0OkIvPgS1+HOrFd1M8uBPOUVQoimqBscWtTqkUOlc3ZbjP5GskqyHOUtvl1JfrnK2Jx5VNkcdyBnzUOAgb5mmagqkXPmcOrvfydg2LC2aroQnYb06VuG5NYX3Ub69sVc9dYFJB9fR4Wm4ekG/tZAbtumw2Cz1dquVlRQ+s0OAocNQ9sjyOM845QpxDz9FLrYWFAUdLGx8pRXCCGaoO600q4wcmiqrM5qHRSJuSDHFRg6lVtsvLj5qM9ZJrqYGEJ/fzMoCkWr17R2k4UQ3ZQEh6JbcI4W5miVBjOLAmjsWoryphJVXuT9AKuVip9+8pmB1DhlCgO2biH+yGEGbN0igaEQQjSBTuli00r9QzBXmR2/BEYQYvcsfwSQXVRO9Px5KHXWCDlnn+h79cJ/4EAK3nyTI/HnkzEhUTJhCyFalASHoltY+kvDo4UaVUVBwaiPxs80HZt5GGV+gT6PtxcXk7P4cbkxCyFEC9Nr9F6Dw86ardToZ6TcWu4YDQ2KJEwpRsHucVxsaEC9s09MaWlU/fIL2O2gqq6lDnIfEkK0lM75CE6IJjrpo0KFk8FuZ0jhxbz14NuY0tLIe3Mp1px/OTLFKYrPjHFSiFgIIVqeTqNzla+ArjFyCGCuNBMRGIkOOz31leRaAlzHaDUKCycNBGrWsNeVt2QpalVVrW1yHxJCtCQZORRdVvqxdK766CoSViXUm3Qm2mJnQP5Ipo7/qyuZjDU7uyYg1GjQhob6fB8pUSGEEC2rK2YrBTBVmSAoEoC/XtmL3qEBKECQnxabXeWZjUc4JzmdMalbWb8/y+N1fN1v5D4khGgpnfMqK0QD0o+lk7JjMRXVGe5co39u6w0Ndjvn5A4nS5nFtOoU4hkLZnjWKrTZUAID0QUGei1TISUqhBDNVVlZyccff8zx48exWmuCoccff7yes7o+nUZHubWmHmBnn1bqDA7NlWZXcDjxbA0Tx04A4L09/8eja38kv9hRwsI9e+n1w3q7XkcXEyP3ISFEq5KRQ9ElLfvvczWBoZOiONYVuo0WTr86lZ3JE1w33/qeytaXJEAIIZrjuuuuY8OGDeh0OoKCglx/ujuPNYdq5x45NPobARxJaQIdwSGlp1z7l2/9xeMcZ/ZSd3IfEkK0ts55lRXCB2dx+xwNXrOSqkDxT88THBrgGi10V99T2VqF7nNy0MXEED1/nqzzEEI0W2ZmJp999ll7N6PDqVvKwmKzuLZ3Rq5ppZUmiOrv2FhWExxmF5V7O81je637UPW9KnzWH+U+JIRoMZ3zKiuEF3WL23vTy2rjYOpkn/sj77uP3MWLa21zfyrrK0mAEEI0x6WXXsoPP/zAkCFD2rspHUrdNYeW6pkgOqVzdltcCWmqzBAY4dhYWuDaHxsaQJaXADE2NMBjm/M+ZC8rI+Oyy7Hm5bVOo4UQ3ZJMKxVdxrJj9ZerMNjtzK2sP22pNcfxJFYbGSkF7IUQrW7Hjh2MGDGCgQMHkpCQwJAhQ0hISGjvZrW7rpqQxlxlBp0/+IfUGjlcOGkgAfra96cAvdaVvdQbTWAgwddcTfGmz7CXlbVOw4UQ3U7nvMoK4XRwNWx5CkyZ5PaN836MqhJjtfFncxmTJ77o9RBTWhp5L72M9eRJFIOBng8vkoBQCNHqNm3a1N5N6JB0StcqZaHT6AjSBzkS0oBj9NBtzaFzicPiDT9SXGElxmjg4asHeSx9qCv0hhswfbyWnyckYjOZZLmDEOKMdc6rrBAAB1eT/uVCloUEkhsW57NcRYzVxtsnqsge8SgkTPPY7yxf4cxSqlZUkLPYkSlQbrBCiNZ09tln8/333/PNN98AcPnll3PhhRe2c6van6+Rw86arRQco4fmqurgMCiy1sghOAJEg17Dvf/vO16/YwQX9vFdQsmpKjsHFAVbUREA1uxsuX8JIc6ITCsVnVb6N0+REtaDHL0OVVG8Fqs32O2E5o9kTOUrzPj2bFfdKFNaGhkTEjkSfz7ZDyd7lK9wFhUWQoiWdvDgQdfPy5Yt4/bbbycvL4+8vDzuuOMOXn311XZsXcdQNyFNZx85hOrg0DlyGBRVa+TQaUDPYAAy8koa9Zr5S5d63Pfk/iWEOBOd9yorur1l/jYq6nYUqstVqECUVSUifzh7TLcCNWnBx2d+V2uksO6N1UmKCgshWkNubi7vvPMOL730EitXrmT37t2u8hUPP/wwo0eP5oEHHmjnVrYvj1IWXSA4NPoba0YOAyMg6zuPY84OD8RPqyHjZHGjXrO+8ktCCNEcnfcqK7qt9GPpLPtuGTk678llVMD80/OYgbqVo7KLyslbstSz0L0XUlRYCNEarrrqKvR6x/RIVVXRamuuZVqtFtXHA6vupKtOK/3V9Kvjl6BIKCtwPJx0K7uk02roFxXE/xoZHPoqv4SqkjEhUdYfCiGaTIJD0amkH0snZVcKFbYKr3UMAQy2QMzAuBP7+OPhTUSVF5EfEMq/zr+GjCGXNeqJqhQVFkK0pvHjxwMwa9YsLrnkEm644QYA1q9fz+zZs9uzaR2CR3Codv6RwxB/tzWHgZFgt0CFCQJqry0c0DOY7/6vsFGvGT1/Xu2ZMG5k/aEQojk671VWdEvLvlvmCAx98EPHE+OfwFBWQHjaRxiqCyf3LC9i7oGPOD2qr+8nrVot2O2S7U0I0WYefPBBxo0bx44dO1BVlbfffpthw4a1d7PanU6jw6baUFUVRVGwVF/LO3NwaPQz1k5IA47RwzrB4XnRPUj7PpvSSitB/vV/Xud9Km/JUq/3Nef6Q7mfCSEaq/NeZUW3lFPqY9RPBbsllPLT12AxDeW8dTOw2iy1DjHYLJy1bpXjSeujf0G11OxXDAapZyiEaDNms5mQkBBOnz5N37596du3r2vf6dOnCQ8Pb7/GdQDOYvdWuxW9Vo/FbkGjaNAonTePXoh/CJW2SiqsFRgCq4PD0lMQcW6t45xJaX7OK2lUxlLjlCkYp0zhSPz5XtfQy/pDIURTtNtVds2aNQwePBiNRsPevXt9HvfZZ58xcOBA+vfvT2pqqmv76dOnufLKKxkwYABXXnklhYWNm4IhOjejzftanGirndJfkikrvJAXNx+td5G+ccoUAkaOdExLlUL3Qoh2MH36dABGjBjByJEjXX+cvzfE173R3fbt2xk6dCiDBw/miiuuaNH2tza91rG20Jmx1KpaXQFjZxXiFwLgGD10jhyW5nscN6BnD4BGrzt08rVOXtbPCyGaot2CwwsuuIC1a9cyduxYn8fYbDbmzJnDpk2bOHz4MO+//z6HDx8GIDU1lcTERDIyMkhMTPR5cxSdX/qxdK766CoSViVg0oDipVzFvNM1Dweyi8obvEnaCgsJGj2K+COHGbB1iwSGQog29emnnwLw66+/cuzYMdcf5+/1qe/e6FRUVMSf/vQnPvnkEw4dOsSaNWta7bO0BtfIYfVaQ6vd2qmnlIJbcFjpFhyWeZazcGYs/bmR5SycoufPQzEYam1T/P1l/bwQoknaLTiMj49n4MCB9R6zZ88e+vfvT79+/fDz8+PWW29lw4YNAGzYsIGZM2cCMHPmTNavX9/qbRZtz5mAJqc0BxXVVaoi1GZDUVViLFZSTp1mWEmA65zY0ADHzVBfO6udM8mMrbiYyqNHCRg+oq0/jhBC1LJu3TpMJpPr96KiogbvZ/XdG53ee+89brzxRs466ywAoqOjW77xrcgZCDqT0nSJ4NDfbeTQfVppHU3NWOpknDKFmKefQhcb60rYFnjZZfLwUwjRJB168n5WVhZ9+vRx/R4XF0dWlqOI+cmTJ4mpHgWKiYkhLy+vXdooWpe3BDQ2jYYAu8rB4yf4PDOb8SVWXrBOAyBAr2XhpIEYp0zBr18/R5IZAL3eNXW0/MABUFUCRwxv648jhBC1PPnkkxiNRtfvoaGhPPnkk/WeU9+90el///sfhYWFjBs3jhEjRvDOO++0bMNbmbfgsDOXsQBHQhoAU6UJ9Abw6+FISOPFeT2D+d/Jpo0cgiNAHLB1C/FHDtNjwgQq9u/HXlnZ4HmmtDQyJiRyJP58MiYkYkpLa/J7CyG6hiY9hissLCQjI4MKt5TJ9U0LnThxIrm5uR7bn3nmGa677roG389brSfFR/kCX1asWMGKFSsAyM/3nNsvOrZcHwlocnVa7KpCrhLBq8p00uyj6B0awMJJA7l+WG9sJaVYjh0j/I470IaFkb90KYGXXAJA2b59oNUSkJDQlh9FCCE82O12j21Wq9XLkTUac2+0Wq3s27ePLVu2UF5ezujRoxk1ahTnnXdereM66j3SGQh2qZFD9zWHAIERXkcOAQZE9+CTRmYs9SX8D3fw29atZFwxDrvJhGI0ogFsJlOtrNymtLRa5TCkBIYQ3Vujrzhvvvkmy5YtIzMzk6FDh/Lf//6X0aNHs3XrVp/nfPnll2fUuLi4OE6cOOH6PTMzk9jYWAB69uxJTk4OMTEx5OTk+Jwyk5SURFJSEkCjFvmLjiF9+2KWHVuHqsFrPcNedtA8WUQs8Fz1H3elO3agWiz0SJyA1hhK/tKllGzfTti0aZR/tx9DfDyaoKA2+CRCCOHbyJEjefDBB5kzZw6KovDqq68yYkT9U97ruze6HxMZGUlQUBBBQUGMHTuW77//3iM47Kj3yC4/rRQc6w69rDmEpmcs9caSfwoUBXtREQBqURG26n3uAWDekqUedRKlBIYQ3Vejp5UuW7aMb7/9lrPPPptt27axf/9+oqKiWrNtXHTRRWRkZPDrr79SVVXFBx98wNSpUwGYOnUqq1atAmDVqlWNbo/12gAAIABJREFUGokUnUP69sWk/LqOHK3iNTA02O3MLThd72sUb92C1mgkcPhw/M8bgL53b0q2bkOtqqL84EGZUiqE6BBeffVV/Pz8uOWWW/j973+PwWBg+fLl9Z5T373R6brrruObb77BarVSVlbG7t27iY+Pb82P0qKcgaArW2kXmFYa7BeMguKYVgqOdYc+Rg7Pa2bGUnf5S5d6LW3h5AwA68vuLYTofhr9GM5gMGCozoJVWVnJoEGDOHr0aLPfeN26dTzwwAPk5+czefJkhg4dyubNm8nOzuauu+5i48aN6HQ6XnvtNSZNmoTNZuPOO+9k8ODBACQnJzNt2jRWrlzJWWed1ekysQnflh1bR4XWy/RhVSXGamNuYRHj7UbP/c7DrFZKvvqa4HFXoOgcX/EeEyZQtHo1Zd/tR62okGQ0QogOISgoqMnZtn3dG19//XUA7r33XuLj47n66qtJSEhAo9Fw1113ccEFF7TGR2gVHiOHaucfOdQoGnr49XAbOYyC3B+8HnvgN0cG7oUfHWTplxmuJRNN0ZjgzpqTgy4mBmt2tsc+KYEhRPfU6CttXFwcRUVFXH/99Vx55ZWEhYV5TGNpihtuuIEbbrjBY3tsbCwbN250/X7ttddy7bXXehwXERHBli1bmv3+ouPK9TGerQCfZ2ZTpvrxgv4WUnycX7bvO+wmEz0mJLq2BU8YT+G775L/2qsABA4f1qJtFkKI5sjPz+eFF17g0KFDtdbz17dkA7zfG++9995avy9cuJCFCxe2XGPbkKuURXVwaLFZOn1wCI51hzXBYYRjWqmq1pols35/Fn9Zf8j1e1ZROY+sdQSRTQkQfQV9dY+Jnj+P7EceBbe1rs7s3kKI7qfeaaVlZWWun9etW0doaCgpKSk8/fTTzJ49W8pHiFbRyzM/g2O71UamPZJky12sKrkY8MywlvPkk2T+6U8AnHzuOVfGtcARI8Dfn/K9+wD49ZZbJRubEKLd3X777QwaNIhff/2VJ554gr59+3LRRRe1d7PaXd1ppRbV4goYOzOjv7H2tFJbFVTWnjr64uajlFtstbaVW2y8uLlps7W81T105wwAjVOmoI2KQvHzc2z393dl9xZCdD/1XmnfeustysvLWbhwIadP16zxGjJkCAAlJSWEh4e3bgtFt3OJXxTrbbXXYRjsdkLzR3JZ1a0A9A4N8Jphrej9D1znWHNzXQvuAbBYavZJNjYhRAdQUFDA7NmzWbZsGVdccYXrT3fXFRPSQN2Rw+pah2WnwBDiOia7qNzrub62++K8tznXFbqylRYVgUZDr5QUjFOmYDl5EltODtEPLaDq/37DvHkzIZMnN/mzCSG6hnqvtPfffz+vv/46b7/9Nk899ZTHfkVROHbsWKs1TnQ/FRVmdlXl00dVqFTt5OsUoqwqEfnD2WNyBIbOWoZ5C2Z4ZFiry7ngHoA6KeMlG5sQor3p9Y4kKzExMaSnpxMbG0tmZmY7t6r9uYJDtesFh7ml1SW+AquDw9ICCO/nOiY2NIAsL4FgbGhAk9/POGWKxz3O/MUXZD3wZ3RRjvcv+fprAILGjkX74yGK1qyh6tgx/Pv3b/L7CSE6vwavtPfeey+qqjJr1qy2aI/oppylK3I0gFZh5Olotp18EAAz4HwE4V7L8EgjM6nVtyhfsrEJIdrTY489hslk4uWXX+aBBx7AbDazZMmS9m5Wu/NW5zBA1/TgqKMx+htrrzkEj3IWCycN5JG1P9SaWqrXKiycNLBF2tBj7Fg0gYGYN22ix5gxlH79NbqYGPwHDEDROf7eyw8ckOBQiG6qUY/hFEXhu+++89huNBo5++yz0ek6/9M80X6cpSvcM5T+GJrLxRUfuEYLVRyB4c7kCa5jGrPY3nkcINnYhBAdzoUXXojRaMRoNLJt2zYAcnNz27lV7c9bcNjZS1lA9bTSSjOqqqK4Rg7zax3jTDrz4uajZBeV46fToNcqTBrcq0XaoPH3p0diIsVffIn90Ucp3fUfQn73OxRFwe+cvmiNRsoOHCD05ptb5P2EEJ1Lo+sc/ulPf2LUqFEkJSVx9913M2rUKG699VbOO+88Pv/889Zso+jilh1bR4WmdumKCo2GgqjaDyTqrreInj8PNPV/hZ0L7r0tzJdsbEL8f/buPD6q+mr8+OfOTPY9hEAWBCKIgYCAQX0UEUGhGsGtVmn71NZaXFobeCyItWqktYLYQtT2Z3nqQn2qiJalMQiyCVVwiYBoQaQCClkgLEkg6yz398dlJrNnJpnJJDPn/XqhmbvNdyLemTPf8z1HhNrgwYOZMWOGQwE4dxW6I03YrjmMScakmmg2NbevOXTT6/CmMTl8MG8ShxYU8X93X8rZVjOX/n4jg+eVc8WCzazeVdm1cVx3HZb6emr/9CcsjY0kXjUB0CYD4kaPpnnX7i5dXwjRe/kcHA4aNIhdu3ZRUVHBp59+yu7duykoKGDjxo3MnTs3mGMUYc5T64pag2PA6LzeImbIELBY0CUlgaJgyM4mdcYdGLKzbY+tFddSpk0j67fz3e4TQohQGTlyJFdeeSVXXnklX3/9NQCql8blkSJcg8OUaK1Hb0NbA0QnQFQ8NJ30ek7l6WZ0CjS0mFBpb23RlQAxYfwVEBPDqRdfAqBm/m9tFbzjxoym7euvMdfXd/r6Qojey+c77ZdffmlrQA8wfPhwdu3aRV5enpezhOhYfwtU61239zWpnFuZYStCY+/kSy+ji49nyKaN6JOTXS/gxN3CfCGECCVFUbj//vu56KKLmDZtGgsXLkRRlI5PDHPOrSxMangEh8kx2ntVfWs9/RP6a0Vp3Mwc2lu0fj8Wp+8LrK0t/Ol7aO/M+vUOfQ3tq3vHjR6tPceePSReeWWnri+E6L18njm84IILuO+++9i6dStbt27l/vvv54ILLqC1tdVWbU0Iv+xZAYsLeODkSRSnb8pjLRYG1F+CgrbW8KlbRtreBOvLyjgw4SoayspAUTi7dWsIBi+EEF1nnSW84oor2LRpE4sWLeLLL78M8ahCz93MYTisOdx7Yi8A3y37LlNeG0+55TTsWQ6LC7T3RDcC1drC3vHFS8Ds2EvRWsE7buRI0Olo3rWr09cXQvRePn8Nt2zZMv785z+zZMkSVFVl/PjxPPPMM0RFRdkW0Qvhsz0roOyXYGwmOj4OVVFIM5up0+noa1bJb76c5x/8X5fTnHsbWhobpV+hEKLXWrt2re3nrKwsNm/ezPbt20M4op7B2vDe2srCaDb2+pnD8oPl/G3f32yPq431lKSngMVMUf0R7T0RYNT3HM4LZGsLK0+Vuk3V1egSEtD378/JF1/kxP97AUNWFpmzZ8l7rBARwqc7rdlsZtq0aWzcuJEHH3zQZX9iYmLABybC3Kb5YGxGBV5KTWag0ciao9WYE3K44OQifnbLSLenHV+8xKW3ofQrFEL0Nv/3f//HD3/4Q15//XW3+ydMmNDNI+pZbGmlZru0UqV3B4elO0tpM7c5bGvR6ShNS6WosQmMzdp7o1Nw6K61hbulFv7wVO3bkJVFfVkZ5mPHbDOLpqoq+RJWiAjiU1qpXq8nPj6eelmcLAKl/ijlCfFcPSCHvTEx1Ol0rEuIJ6qxihiDjutHuW8x4e3bTiGE6C0aGxsBOHPmjMufs2fPhnh0oeecVmq09P6Zw5pG9y1Kagx2i+7rj7rsv2lMDk/dMpK0eC2tNjMpxmGpRWd4q+DtKeW0as5cDkyabCtcI4QITz7faWNjYxk5ciTXXnstCQkJtu3PPvtsUAYmwlt531xK4lVazrWiqNfrKclI56RqRHdGYfO+427f+PQZGZhra122S79CIURvcs899wBwzTXXcMUVVzjs++CDD0IxpB7F1udQDZ9qpf0T+lPd6PpFZn+TXSCWkuv23JvG5DAqN4VJf9jKr6YM61JgCO0zgMcXL8FUXe2QOlo19yGP58ksohDhz+c7bVFREUVFRcEci4ggpWmptBgdZ6JbdDqeTU+l+ZSZh1d+DuDwBqiqKrqkJJfgUPoVCiF6qwceeICdO3d2uC3ShGNBmuKxxZRsL6HF3L40ItZiofh0nfbAEAuTH/N4/qA+CSTGGPiiqp7vMaDL4/FUwdtTyqmVLOUQIrz5HBzeeeedNDc38+233zJsWOfz3IUAqDE2uN3eYtAW3duX6a4vK9O+3Tz3ZhVbWIipqsrl204hhOgtduzYwfbt26mtreWPf/yjbXtDQwNmp5S+SBSOfQ6L8rQv2Bd/uphjTcdI0sXwyNkWihrPFZsZeIXLekN7Op3C8OxkPq8M7hKfzNmzHAq/uSNLOYQIXz63sigrK2P06NF85zvfAWD37t1Mnz49aAMT4S09OsntdtWYavu5qq7ZVp3U/lvM1i++IHP2LPL37WXo5k0SGAohep22tjbOnj2LyWRyWG+YnJzMW2+9FerhhZxO0aFTdJgsJswWMypqrw8OQQsQN962kfz0fIZkDKfo519ASR0UfBeOfgKt3tebjsxJYV91AyazJWhjTJk2jazfzseQne3xGFnKIUT48vlOW1JSwscff8zEiRMBGD16NIcOHQrWuESYS1V1nFRVsGv2rFqiaK2danucnRrH8cVPSnVSIUTYueqqq7jqqqv48Y9/zMCBA2lsbHRYzy+0dhYmi8m27jAcgkOr8TnjefGLF6lvrSclJgUuvQe+eAsWj4CWem3t4eTHXGYSR+ak0GK08J/as1zYPzlo47OmnDq3jwLAYJClHEKEMZ9nDg0GAykpKQ7bFLsP9kJ0pPxgOVPemsLIZSP52ljHaLNCVkIWoGBpS6Wl+hZMDWOA9jLdUp1UCBHOqqqqGD58OPn5+QB89tln3H///SEeVc8QpY/CaDHaUkt7+5pDe1fmXolFtfBh9YfahtOHtS9LW+oAFax9D/escDivIEcLCL+odL80I9AcZhEVRatwarFw/Jk/sC9/uFQvFSIM+RwcFhQU8Nprr2E2mzlw4AAPPPAAl19+eTDHJsJI+cFySraXOFRq+9Kgo3hsMTelvEbLwXlk8F8oQE5qnK1Mt6fUFUlpEUKEg1mzZrF+/Xr69OkDwEUXXcS2bdtCPKqewaA7N3NoCb+Zw5EZI0mKTuL9yve1DZvmg6o6HmTte2hncEYi8dF6vgjyukN7KdOmMXTzJvL37aVvcTFYLJiOHQNVtVUvtQaI9WVlHJg0WQJHIXoxn4PD5557jn//+9/ExMQwY8YMkpOTWbJkSTDHJsJI6c5ShwptAC1YeHjLQl798BtiovTMu+5CDi0o4oN5k2xVSjNnz3JIPQWpTiqECC8DBjhWntTr9R6OjCwGxYBJNWG0GG2Pw4VBZ+Dy7Mv5oPIDVFV1298QcNmu1ymM6IaiNJ6cevVVl23WpR4ONQLcBI5CiN7B5+AwPj6eJ598kk8++YSKigqefPJJYp0aqPrjzTffZMSIEeh0OioqKtwec+TIEa6++mry8/MZMWIEpaWltn0lJSXk5OQwevRoRo8ezdq1azs9FhF8npr/WvSnAWhq09pXrN5V6bA/ZtgwUFV0ycmgKBiys8n67XxZbyiECAsDBgxg+/btKIpCW1sbzzzzjC3FNNKF88whQGJUIrXNtVz0t4uYcl4u5Qnxrge56XtYkJPC3qoGzBbV9fgg87bU4/jiJR5rBAgheg+f77RfffUVzzzzDIcPH8ZkMtm2b968uVNPXFBQwMqVK22NgN0OzmDgD3/4A2PHjuXMmTNcfPHFXHvttQwfPhyA2bNn86tf/apTzy+6l6fmv/bVSe3bV1jVLX8DJTqa89evw5CW1i1jFUKI7vLCCy9QXFxMZWUlubm5TJkyhT/96U+hHlaPYA0ObTOHYRQclh8s5+2DbwOgolKtVyjJ0FKLixqbtIOi4tz2PSzITqHZeJiDtWcZ2s995e9g8dgD8dxMoTtSI0CI3sXnO+1tt93Gvffey9133x2QlBdfvhnNysoi69zasqSkJPLz86msrLQFh6L3KB5bzCPvP4JZbe/f5VydFLT2FVaWxkbq16wh6TtTJTAUQoSljIwM/v73v4d6GD1SlM6xIE04BYelO0tpNbc6bGvRKZSmp2rBYcoAt9VKAY6f0Wbnrl28jZzUOOZMHebwpWow+dID0Zm1RoCtZ7H0KBaiR/P5TmswGLjvvvuCORavDh8+zK5du7j00ktt255//nn+9re/UVhYyB/+8AfSJIDosSadNwkDClGqSiuQabKQXjuaj89VJ7XKTo0DtDeRmt89iaWxkcbtO6gvK5M3ESFE2KmtreV///d/XbJyXnrppRCOqmdwTisNp2qlnpZa1OgNMOhK+PHbbvev3lXJs5sO2B5X1jXz8MrPAbolQLS+Dx9fvMTjTKE9a40A55YY1vWI9tcUQvQMPq85nDZtGn/+85+prq7m1KlTtj/eXHPNNRQUFLj8WbNmjV+DPHv2LLfeeitLliwhOVkr43zffffx9ddfs3v3brKysnjwwQfdnrt06VIKCwspLCyktrbWr+cVgbP+X7+jVTXx55rj7Dl8hI1HK3mlZR3Tde/bjrG2r7C+iVjqtQX35hMnZFG7ECIs3XjjjdTX13PNNddQVFRk+yPCe81h/4T+7rcrUdDk+bPVovX7aTZaHLZZl2R0F2v1Uudicc70GRm2GgGyHlGI3sPnO+2yZcsAWLRokW2boigcPHjQ4zkbN27swtA0RqORW2+9lR/84Afccssttu39+vWz/fyzn/2MG264we35M2fOZObMmQAUFhZ2eTyic948uIY8i4nClvY0mniljXnRKyhrGU+2XWrMgQd/JI3vhRARoampiYULF4Z6GD2SQQnf4LB4bDEl20scqnjH6mMpjh4EtXs8nme/9MJeZV0zg+eVO7yXBpun9YeGfv0wHTtG+o9+ZHvP9ljIpqqKA5MmS4qpED2IzzOHhw4dcvnjLTAMBFVV+elPf0p+fj7/8z//47Cv2u5Gs2rVKgoKCoI6FtE55QfLuXrF1ewxKJzQ61jrVI0ti5Mu7Suk8b0QIlLccMMNUm3bA9vMoRp+wWFRXhEll5eQGZ8JQHJ0MiWXl1CUNhyaTrr2PDzHuvTCHZX2NFPnyt/BkDl7FopT1XolNpbMXz1I9JDzaar4xLbdW29iaXkhRM/SYXD49NNP235+8803Hfb9+te/7vQTr1q1itzcXHbs2EFRURFTp2qFSaqqqrj++usB+OCDD3j11VfZvHmzS8uKuXPnMnLkSEaNGsWWLVtYvHhxp8cigsPa+P5E8wkAGvR6SjLSHcp1K27KdBvsZoUdtkvjeyFEmCktLeWGG24gLi6O5ORkkpKSbMsnIp1BZ3AoSBNOaw5BCxA3fncjCVEJFOUVUZRXBPHpYDFC21m358yZOoy4KO9FAbsrzTRl2jSyfjsfQ3a2S6up+MJCmj/diWrWitBl3DPT67UkxVSInqPDr+GWL1/O3LlzAXjqqae47bbbbPvWrVvH73//+0498c0338zNN9/ssj07O9sWAI4fP15rDuvGq24asYqexW3je52O0jStGptRF0uUmzLd8VdcTsM/Vjpsk8b3QohwdObMmVAPoccy6Aw0mZowmsOvlYWVoigMTB7I4frD2oZ4rZ0FTSchxrVNhTXDZtH6/VTVNeOp06Gn9NNAS5k2zW06aHzhOOqWv0HLl18SN2IEyrkq9/qMDMwnTri9lmQHCdEzdHintQ/OnAM1T4GbEAA1bvoaAtQY9By1ZGBO/C5ts/6CqbrEoax121cH0PfLRNHrMVXXSMlrIUTY2rlzp8u2lJQUBg4ciMEQfsGQP6J0UY5ppUp4/j4GJQ9i1/Fd2gP74DBtkNvjbxqTYwsSr1iwmUo3gaC39NPuEF94MQDNFRXEjRhBfdnbRA8cSN66d/jP5Gvcr1WU7CAheoQO77SKXTUqxakylfNjIez1N2uNfZ1lmlVKj83kp/9c7lLWuq2yipbPP6ffr39N+o/+u7uHLIQQ3er+++9n586djBw5EoDPP/+ciy66iJMnT/LCCy8wZcqUEI8wdKxrDo2W8J05BBiUMoi1h9bSbGomLi5d29h02qdz50wdxsMrP6fZ2N5D2Fr5O5Si+vcnasAAmioqSPrOd2j6+GMyfv5zFEVx2ytRsoOE6Dk6XHP42Wef2dZB7Nmzh+TkZNvjzz//vDvGKHqpe06dcllUH2uxUHzyNDd8ssZtRdITS7Q1B0p0dLeNUwghQmXQoEHs2rWLTz/9lE8//ZTdu3dTUFDAxo0bbUs6IlU4t7KwNzh5MADfNnzrOHPog5vG5PDULSPJStEKwyTGGHjqlpHdUq20I/HjxtH0SQUNb78NqkrKDVqLFoe1igBRUba1ikKI0OswODSbzTQ0NHDmzBlMJhMNDQ22x0ajsTvGKHqp+Lh0UBT6mMwoqkqW0UTJiVOMORtHRgffih5bsEAqlwkhwt6XX37JiBEjbI+HDx/Orl27yMvL83reunXrGDZsGEOGDGHBggUej/vkk0/Q6/W89dZbARtzd4mU4HBQyiAADjcc1grSgM/BIWgB4o6HJzNxWF/SEqK4cXR24AfZGXo95ro6ji96BqKiaLabULD2Suw7qxiMRuIvvTSEAxVC2PO5lYUQ/tqQm0+GycymI5XsOXyEd49WcfVZE0+bvkdtXKrXc6VymRAiEgwbNoz77ruPrVu3snXrVu6//34uuOACWltbiYpyX53TbDbz85//nHfeeYe9e/fy+uuvs3fvXrfHPfTQQ7Zq4L2Nbc1hmFYrtTov6TwArShNbCooOmg+5fd1rivoz5FTzfy7qiHAI/RffVkZDf/8Z/sGo9Ftu4rEqycBcPa997pxdEIIbyQ4FEHRZGziX2cOcU1TE/qYJCyqwlFLBvOMd/NPy3heGX4dlg6uIZXLhBDh7pVXXmHIkCEsWbKExYsXk5eXxyuvvEJUVBRbtmxxe87HH3/MkCFDyMvLIzo6mjvuuIM1a9a4HPfcc89x6623kpmZGeyXERTOrSzCdeYwPiqe/gn9tZlDnQ7i0vyaObS6dnh/dAqs+6Im8IP00/HFS1BbWx22ufvSN+aCoUTl5HB2s/u/60KI7heed1oRcv+q/Bct5lamNDbBzS9z5eo4h4pqX6Wdhw5ojI4noa3J7TWkcpkQItzFxcXx4IMP8uCDD7rsS0xMdHtOZWUlAwYMsD3Ozc3lo48+cjlm1apVbN68mU8++cT5Er2CQYmMtFLQKpY6tLPoRHCYnhDNpYP78M4X1fwqxAVpPH2567xdURQSJ02ibsUKLE1N6OLj3Z4nhOg+MnMogmLDNxtI18cxtqUVcsdx1/hBDvsvqdkHwLFFfyF70dMosbEO+6VymRAiEhw4cIDvfve7DB8+nLy8PNsfb9y1kXKuHj5r1iwWLlyIXu+9YfrSpUspLCyksLCQ2tpa/19AENnWHKrhnVYKaL0OGw5r/23j0qHJ/7RSgOzUWL6ubWTwvHKuWLCZ1bsqAzxS33j6ctfd9qRJV6O2ttK4Y0ewhyWE8EH4fg0nQqL8YDlLPl1CTVMN8ehY1/c8ihIz+c/xGvQK9E2K4VhDKxNOfElr7iCKphbazj2+eAmm6mrpayiEiBg/+clPeOKJJ5g9ezZbtmzh5Zdf7rCHcG5uLkeOHLE9Pnr0KNnZjkVIKioquOOOOwA4ceIEa9euxWAwcNNNNzkcN3PmTGbOnAlAYWEhPYlBZ8CkRsbM4eCUwZw1nuVky0ky4vvA6cN+X2P1rkrK92gzcypQWdfMnDc/44myf1PXZCQ7NY45U4d1SyVTf9pVxBcWQkwMlb+ag9rS4vIZoL6szPb5QElJQQeY6+vls4IQQRK+d1rR7coPllOyvYQWs/Zm0ISFxxMUHl28gFPHRpIQrWfedflMOz+Jry6fR5+f/Nh2bsq0aXKDF0JEnObmZiZPnoyqqgwcOJCSkhKuvPJKnnjiCY/njBs3jgMHDnDo0CFycnJYvnw5r732msMxhw4dsv384x//mBtuuMElMOzprGsOw73PIWhppaAVpcmIT4fKT/2+xqL1+2kxOa7mN1pUTjdpv7/KumYeXqlVDA12gGh9P/flS9+GdevAaES1aGO39j22sg8y1bo6rB0d7Y+Tzw9CBE743mlFtyvdWWoLDK1aFRVLYjkcG0ljm5mHV35OUtYJsk0mEq++OkQjFUKIniE2NhaLxcLQoUN5/vnnycnJ4fjx417PMRgMPP/880ydOhWz2cxdd93FiBEjeOGFFwC49957u2PoQWdNK7UFh0r4fmSxb2dRGJ+uVStVVXBKF/amym5dvyfNRjOL1u/vltlDX7/0Pb54CVgcg1r74jXOPZHdHSfBoRCBE753WtHtahrdV0hToupsPzcbzXzz9rsMSE0l7qKLumtoQgjRIy1ZsoSmpiaeffZZHn30UTZv3syyZcs6PO/666/n+uuvd9jmKSh85ZVXAjHUbmedKWwzt6GgoNd5Xz/Zm2UlZBGjj9GK0sT3AXMbtJ2FmCSfr5Gd6lj4zRNrELl6VyWL1u+nqq65W1NOnflavMbf84UQnSPBoQiY/gn9qW50vUmrRq2n4cQjn/Ljve+Q2VyHJS6OhrVr5ds+IUREGzduHKBVJn355ZdDPJqexVqApsXUEtYppQA6Rcd5yedp7SzSL9M2Np30KzicM3UYD6/8nGaj2etx2alxrN5V6XBsd6acOjNkZWGqqnLd0cHaW/vzhRCBE953W9GtiscW89gHj9FmabNtUy1RtNZOZeKRTyne/RaxZi09SG1ulrUCQoiINX36dK/7/2nfQDxCWYPDZlNz2AeHoK07/Or0V5Bzbka46RSkDfL5fGtQZ50NTImLorHNhNHcHmTFRemZM3UYi9bvdwkiuzPl1J674jW+UqKjpbK5EAEW/ndb0W2K8orY8u0W1n+zHkVVSVNjqKy+GVPDGH6893e2wNBK1goIISLVjh07GDBgADMtnt5OAAAgAElEQVRmzODSSy/tsEJpJLIGhC3mlrBuY2FlMpv4puEbRn30EP1zsyn+5l2Kcsb6dY2bxuQ4BHerd1WycN2XVNe3kBij53c3jeSmMTnMfmO32/N9WbcYaA7Fa9zNIALo9WCxOFQrRa+H6GiO/3ExVXMfkuqlQgSIBIcioNrqDjHQZOHtI0epU5JZrGtjY2osfZvr3B4vawWEEJGopqaGDRs28Prrr/Paa69RVFTEjBkzGDFiRKiH1mNYC9BEQlpp+cFy3q96H9DaUFRHGSj5zwroP5KivKJOX9caLP73ix9RebrZFjh6Wp+YnRrX6efqCmvxmn35w92nk1os5O/b67CpZuHTnH75ZUxnzwJa9dKqOXOpmjMXJTXVoeVF4lUTOLt1m7TDEMIHulAPQISRPSv496l9FLRobzipagOPqn/hg+tPEu3Ug8tK1goIISKRXq/nO9/5DsuWLePDDz9kyJAhTJw4keeeey7UQ+sxbDOHERAclu4stVVltWpRjZTuLA3I9a/J78fBE40crNUCqRmXDnA5xppyGkqePhO4235m/TqP11Hr6jDX1YGqYqqqou715dqspKq67Kt+9DHqy8oC9hqE6O0kOBQBc2zzfI7r9YxsbbVtM1haYNN8bU2A3rHSnKeGuEIIEQlaW1tZuXIlP/zhD/nTn/7EL3/5S2655ZZQD6vHsAaEzabmsE8r9VTt29N2f026MBOATfu0NimHapuI0ivEGrSPgTmpcTx1y8iQVCu1lzl7FkpsrMM2T58VTNWB+d3Yt81wVl9WxoFJk9mXP5wDkyZLECkiQnh/FSe61RdtJ4EMRrS2OWxX64+SXFRE9W9/B62tqG1tksohhIhod955J1988QXXXXcdjz/+OAUFBaEeUo9jHxyG+8yhp2rf/RP6B+T6A9LjGdYviU1fHuPGMdmUfVbF9y85j9y0eJ5cu4+3HxhPWkJ0QJ6rKxzWH1ZXe/2s4LHKaSe4W+JSX1bmUCjHOstoP04hwlF4321Ft/owJgWDqnJhm2NqzDEySN65E7WhgexFi0iZdkOIRiiEED3Dq6++SkJCAl999RXPPvusbbuqqiiKQkNDQwhH1zM4BIdKeH9cKR5bTMn2ElrM7RU7Y1EoHlscsOcYkB7Hxn3HueTJTQDkpsUzrL/WKmP/sTNcltcnYM/VFdb1hx3pSpVTZ9a01fqyMltgik4HZseKrlJIT0SCkKWVvvnmm4wYMQKdTkdFRYXH4wYNGsTIkSMZPXo0hYWFtu2nTp3i2muvZejQoVx77bWcPn26O4YtvNgY1Y8hbUZi7RaTN6nRPNV2Gw1r30GJjSVp0tUhHKEQQvQMFouFM2fOcObMGRoaGmx/rI+FY7XScJ85LMorouTyEhIMCQBkqTpK1PQuFaOxt3pXJf86cMJh2x83fMWhE9oaxP01ZwLyPN0pZdo0sn47H4O1poGidO5COh2Zs2fZZgqtaxOdA0MrU1WVpJiKsBay4LCgoICVK1cyYcKEDo/dsmULu3fvdggiFyxYwOTJkzlw4ACTJ09mwYIFwRyu6IBFtdAQV8/I1laOqalYVIWjlgzmGe9mZ+IkGtavJ3HiRHQJCaEeqhBCiF7Aus4wEgrSgBYgzhk3B4AXo4dS1NTWwRm+W7R+P60mi8O2ZqOZpdsOkhIXxf5jvS84BC1AHLp5E/lf7iP76YVaoKgoKKmp6FNTQVEwZGeTOuMOt/t0yclgsXBswQKq5sz1eRbSVFVF1cO/5qvL/kvWI4qwE7K7bX5+fpfOX7NmDe+99x6grd2YOHEiCxcuDMDIhN/2rOCbLU/QlqpjWKuZJ40/5J+W8QBMqdrFn798DHNDHU0ffUR9WZmkYwghhOhQJLWysDo/9XwADkZHMaDpZMCu66l/YVVdC+MGp/fKmUNnvqaj2ju9ahU1v34E88lT/j+hyaRVPcWxjYYhO1tqKohercffbRVFYcqUKSiKwj333MPMmTMBOHbsGFnncsSzsrI4fvx4KIcZufasgLJf8kW0AmQwprWZ6dF/RWkDfW0KP939Fro2rXqp+fRpWcwthBDCJ/ZppeFerdQqLzUPgP/oVK5qPqWlN3Y2XdKOt76Gw/olsXpXpW29ayQ58dzz7vsq2tPrPaaYumOdVTz25O8x19dLX0XR6wQ1rfSaa66hoKDA5c+aNWt8vsYHH3zAzp07eeedd/jTn/7Etm3b/BrD0qVLKSwspLCwkNraWn9fgujIpvmURyv8LiMdVJVf9OvL5gQDpX3LuO/rDbbA0MpbyWghhBDCyn62MFJmDpOjk8mMz+QgbWBug7azAbnunKnDiItybCdl7Ws4rH8SZ1pNVNV3vbBLb+OuSqk9JTaW7AVPta9r9PnCJlsvRX/6KkrrDNETBPVuu3Hjxi5fI/vc/5CZmZncfPPNfPzxx0yYMIF+/fpRXV1NVlYW1dXVZGZmuj1/5syZttlG+4I2IjDKTacoyUinRad9z1AdZaAkIx1OnCKv2uL2nI5uxkIIIYT9bGGkBIcA56ecz3/qDmkPmk5CTFKXr2ntX7ho/X6q6prJTo1jztRh3DQmh08OaymVX9WcISc1rsvP1Zt4a4fhnB4aqMqo9hVP7aujKikp0NiIatQqvntrnWF/nvNspLd9QviiR99tGxsbsVgsJCUl0djYyLvvvstjj2n/o0yfPp1ly5Yxb948li1bxo033hji0UamJenptOja01Cu+LeZ77+nktGQAh6yU6wlo4UQQghPInHmELR1h/84VoEF0DWdgrRBAbnuTWNy3Da5v6CfFnx+WXOGqy90/0V7uHLXDkOJjSXrt/MdAirn/ovOgZy/TNXVLn0U1XPrF+25a53hrf8iIL0ZRZeFrFrpqlWryM3NZceOHRQVFTF16lQAqqqquP766wFtXeH48eO56KKLuOSSSygqKuI73/kOAPPmzWPDhg0MHTqUDRs2MG/evFC9lIhWo3cMDO9Zq9K34Vxc6CaPX4mNJXP2rO4boBBCiF7JPiCMlDWHAENSh9BsMVJl0ENTJwql+CklLoqslFi+6qUVS7vCoR3GucqmzoGh/bFDN28if99eLvxwB1m/f7LzbTQUxefqqM7ZVscXL3E5zxpEetsnhK9C9lXczTffzM033+yyPTs7m7Vr1wKQl5fHZ5995vb8Pn36sGnTpqCOUXRMMSajRms9ub7/nkqsyc1Bej1YLJLeIIQQwmcOM4dKZM0cAnwdFUVuACuWejOsfxJf2lUsXb2r0m0KajjqTJVT5/O8pYe6ZXG/7MYtVeXApMm2z0+eluZ4W7JjqqpiX/5w+RwmfBI5d1sRFP91ZhDb0z8DRaGPp77NFgv5+/Z267iEEEL0bpGaVmqrWBodpVUsBa0y+Kb5UH8UUnJh8mMw6nsBe85h/ZLY/p+TmMwW3t5TzcMrP6fZqFXorKxr5uGVnwOEbYDYVc4BpnOwaK1Wik7nV+VTK/sKqJ6qqxqysrSiN56CRLuCONYxy/pE4U7k3G1FUBTF16DstTDjPY9LDGWNoRBCCL9FakGa5OhkMuP6cjC6UStIc65lFMZzrSjqj2iPIWAB4gX9kmgzWzh8spFF6/fbAkOrZqOZRev3S3DoI0+zkfvyh3s/0WBAn5ho65/owK6vojuWxkYs9fUdjk1taaFqzlyqn/y91wI4EjhGrpCtORRhoK2RY3u/5d61KpkNqtvgUNYYCiGE6IxInTkEOD91CP+JidWCw03z2wNDK2Oztj1Aquq161/zx21u+yECVHnYLnzn7ctyQ3Y22U/9ngs+3OHXGkYlSSso5EtgaE+tq3NJfbUGjl9e9l9U//oRrZKrDy04RHiR4FB0mvE/G7nwQwMx7tYZgteF3UIIIYQ39usMIy44NFk4pFewVLykzRS6U39U+/eeFbC4AEpStX/vWeHXc63eVcmftvynw+Oyz7W5WL2rkisWbGbwvHKuWLCZ1bsq/Xq+SJY5exZKbKzDNiU2luxFTzN08ybb5yWfM64UBX2S+1Ynhuxs//sznuMtcJT+i+FPgkPRaRt2/R/pntYZKorDjU4IIYTwR6RWK2XPCs7/aiPNOp1WsdSTlNz2lNP6I4DannLqR4C4aP1+WowdF0iprGtm9BPvMuetz6isa0alfT2iBIi+8bU6qrsg0h1DVpbXAjW+XscfzrOI9WVlHJg0mX35wzsMHP05VoSOBIfCf3tWwOIR/Ov0p5xKdn+IrDMUQgjRFRGbVrppPkOaGwGtYqlbUXFaUZoApJz6ky5a12zEaHYsiGJdjyh8Y98Sw9OX6M5BpJKaiuL0d8G6bMfT5y1DVpbjdQJIbWmhat7D7Lswn6q5D/mUfmrtz2h/bNWcuey7MN+vQDFQAaYEqp5F0N1WBMSeFfxzw694LjWBGn08zePNzFyrotitOJR1hkIIIboqYoPD+qP8JzEegF/060uWyUzx6TqKGpu0/YYYmPasVoxm5UyP1/BVdmqc23WGOefSSD2tQbQn6xEDz1sFVOcCMfaN78Hxc5j1OtbgzKEPorcCOB2xVl11qp5qDRyr5j7kc6VW52I4nji/Bvsqrub6eq+Fc7y1G/H1+SOFzBwKv6zc8ji/TU+ixmDQmrim6VFQMMXSYQNZIYQQwld6pT2lMpKCw/K+uSzsk6Y9UBSqowyUZKRT3ncATPoNmFqh/yhtf3y6+4uk5Pr8fHOmDiMuyjF9NS5Kz5ypw3wO+qzrEUXweJpx9DVV1d1x1gI42Yuedk0/NRjQp6Z2brBmM6gqal2dFniqaoctPNSWFo4vXgK4zupVP/EEByZNpmrOXMfgFtqruHqZuXSetfS0ptL6/L4K19nHyLnbioB4IQFadO3fKYw+aMGkg1//DMp+Lr0MhRBCBIaiKBh0BkwWU0StOSxNS6XF6Fh5skWnozQthaKLfwJbF8HHS2Hqk+dmbRTAbvbGmnLqI2t7CndN7xet39/hzKE1kHS2elel22uKwPPUOsPX46zb3M1Mup1xDBJTdbXb2cG615f7fA1rkGf/Oo8vXuLT+D32iHTD3TjDZfZRgkPhlxqnxfEXHVL5Kge+SfCyaF4IIYTohChdFCaLyaFyabirMbqv9FZjbICEDMi5GCpegooXtR0XXAc1n0FDFcSkQNEzfvc/vGlMjtvAbc7UYTy88nOHvodROoW4aD0NLSZS4qJ4YvoIl3NX76p0OM9auMb6XKLn8TVw9JYe2mU6HVVz5nb5MqaqKg5MmkziVRM4u3WbNmPoC1XlwKTJDqmpzum83q7pKaXW4bwO+kZ6fL5u7DcZOXdbERAJ5ljOGloBSG5UyauB1yfoiDXHh3hkQgghwo01nTSS0kr7J/SnutF1BqN/Qn+tIFzVpzjMFB56T1uD+OGfQR/td2DojbdZxQlPb2FoZqJDsGedLXQ322gtXCPBYe9jHzh6nUnU6zsOHK3HKIrLesVABp3+zjjan2edAQT8n8U89xrUujqsr8b5POdZRltAWFXl8Htxd17VnLlUzZmLITs7aIFi5NxtRdfsWQGb5nOXWsez59ZCjDys/eX9fJCeosEPhHJ0QgghwpA1nTSSgsPiscWUbC+hxdz+4TtWH0vx2GJY85C25tCetTrpRTPgX89A0ynPaxE7wdOs4oQLMli5s5I2k4Vog85lttCdyrpmBs8rlzTTXqwrKahKbKxtPaT9DBmKApaO26m4XC811aGwjF+8FOOxzgAGbYaU9r6R1U/+3vE1OAfMHgQzjVUK0oiO2fVR2hcbQ4zFQqbJzOiDKg1xCmMueZDHJ/13qEcphBAizFjTSSMpOCzKK6Lk8hKyErQWBTpFx+P/9ThFeUWeq5DWH4Wh14JqgYNbumWcE4b2panNTMU3pwBtdtFbYGgl/RF7P1+L4yipqVpRGzeFcuyv4WtAZKXExpK96Gku/HAHWb9/0u9WHfbFeFAU9wcFMTC05644js/ndqKIji8i524rOm/TfMqjFf7QP5tag4HJn5u4a4uZqEY9Smwsxc2B+4ZSCCGEsIrEtFLQAsSivCJWHVjFY9sfY2jaUG1HSu65hvdOUnK1tYhxaXBgIxTcGvQx/tf5fTDoFLZ9dYLLz8/wu51Fs9HMrDd2s2j9fplFDCO+FsexZ8jK8rgu0JCd7XXdnfX5Dkya7NPaQkN2NkM3b/Lpuf3iS0ptEPhTRMdXMnMo3LIvz7vn/4ysP5ZKrcHAFf82c+c6iGrUCtCoLS0eG54KIYQQXWENCiOpWqm9K3KuAOBflf/SNkx+TKtGas9anVSnh/MnwX82dipFz19JsVGMHZjGtq9qAchIjOnUdWQWUWTOnuXSSsM6Ozh08yayHn/c7UxlR9dw5q4Pty/ndXTN7EVPk73gqS5dp7MMWVkBv6YEh8KFcz+YqEYdP1kHV/zbzPffU4k1OR4frGltIYQQ7q1bt45hw4YxZMgQFixY4LL/73//O6NGjWLUqFFcfvnlfPbZZyEYZddF6syhVWZ8Jvnp+bxf+b62YdT3tOIzKQMARfv3tGfbi9DEJEPjcZifDosLtGUhQdQ3MZq91Q0MnlfOibOtLvvjovQsuX00OR30QbQWqxGRyddejf5eI3XGHX73f0Tvufq+t2t2lFJrO88PLuc5pcC6C3YDITLvtsIrd/1gYk3w/fdU+rivsB2UaW0hhBCuzGYzP//5z9mwYQO5ubmMGzeO6dOnM3z4cNsxgwcPZuvWraSlpfHOO+8wc+ZMPvrooxCOunMiPTgEGJ8znpe+eImGtgaSo5O1QNBdRdI9K+Cz1889ULX007Jfag8DWMHUavWuSjbuO259NgD0CiTHRVHXZHQpOtNRsRp/01JFeOlMOmqgrtFRNVb7QjpdfX63RXusxXHOtb3wtc2FVCsV3cZToJfhITCE4ExrCyGEcPXxxx8zZMgQ8vLyALjjjjtYs2aNQ3B4+eWX236+7LLLOHrUQyGTHi7S00oBrsy9kv/9/H/5sOpDpgya4vnATfPB5FQl0lrJNAjB4aL1+2k1OaavmlWIjzaw6zHHcdq3xHDX5gIg+9zsorUdhnPrDCG6g7dqrKG+fiACaF9IcChcGPumEHXctbSvh3pOQZvWFkII4aqyspIBAwbYHufm5nqdFXzxxRe57rrrumNoAWebOVQi9+PKyIyRxOhj+M0Hv+FXW39F/4T+FI8t1qqX2vNWyTQIPM30edpubYnhqeVFU5uJQfPKUWifibSuR7Se78w+kEyJi0JRoK7J6PCzBJjCX8EOwroryOusyL3bCo9euQLuLINoU8fHBrMJpxBCCFeqm7Lviody7Fu2bOHFF1/k/fffd7t/6dKlLF26FIDa2trADTJAIrGVhbP1h9djtBixqNosXXVjNSXbSwAcA0RPlUwVHZSkavsnPxawWcTs1Di3s4DZHawvtJ9FrKprJjZKR7PRwukmrZy/899u63pEa2BpHww2tpkwmrUz6prb2wHY/9xRgCmEcBSygjRvvvkmI0aMQKfTUVFR4faY/fv3M3r0aNuf5ORklizRCp+UlJSQk5Nj27d27druHH5YWr2rkisWbObdYWd5P1/bpuJ6o7ZRFI9Vo4QQQgRHbm4uR460BwFHjx4l202hgz179nD33XezZs0a+vTp4/ZaM2fOpKKigoqKCvr27Ru0MXeWNZ00koPD0p2ltsDQqsXcQunOUscD3VUyBVDNOKxBDFCRmjlThxEX5Vi8Iy5Kz5ypwzo896YxOXwwbxKHFhSRnhDd4fFVdc22GcfKumZUtADQGhh2RAreCOG7kAWHBQUFrFy5kgkTJng8ZtiwYezevZvdu3fz6aefEh8fz80332zbP3v2bNv+66+/vjuGHbbsb7qxpjhiTQonk+D2eXpOJLs/R9YZCiFE9xs3bhwHDhzg0KFDtLW1sXz5cqZPn+5wzLfffsstt9zCq6++ygUXXBCikXadQS8zhzWNNb5td65kqrj5iGddgxgAN43J4albRpKTGocC5KTG8dQtI/2enauqa+nwGJ2iMOuN3V4L2nT8PFLwRghfhOxum5+f79fxmzZt4vzzz2fgwIFBGlFkW7R+v+2m+9PTdQz/Rs+ewQooCq9NVLh3rUqMXZqprDMUQojQMBgMPP/880ydOhWz2cxdd93FiBEjeOGFFwC49957mT9/PidPnuT++++3neMpS6cni1Jk5rB/Qn+qG10LxfVP6O96sH0l05JU9xcM4BpE6zrCrvCUnmrP7CaVujPPA1LwRoiO9Jq77fLly5kxY4bDtueff56//e1vFBYW8oc//IG0tLQQja73q6pr5pKU5Zzsu5M1dVFMbLLw9QAVRVU5eIFKXX0jOZ/EYGqOCmr5XCGEEB27/vrrXTJm7r33XtvPf/3rX/nrX//a3cMKOKlWCsVjiynZXkKLuX2GLVYfS/HYYu8nelqDmJKr/XvPCm0Wsf5owNcj+mPO1GEuBWqsRWl0Cli6HhcCcLbV6LbgzZw3P+OJsn9L8RohzglqWuk111xDQUGBy581a9b4dZ22tjb++c9/ctttt9m23XfffXz99dfs3r2brKwsHnzwQbfnLl26lMLCQgoLC3vkYvvyg+VMeWsKo5aNYspbUyg/WB6ScYzv8yaH+u/keJSOEd9q274YqPBU7UnePVrFxKx6hv53DPn79so6QyGEEN1C+hxqRWdKLi8hK6F9KcfMUTNdq5U687QGsf4ILBwMa35+LngM/HpEf7hLT118+2gOLyiiownDKJ1CWnwUCpAaF+X256QYbV1kfbOW/uR8SaNF5XSTERUtWJz9xm4GzSvnigWbWb2rMrAvVoheIKh3240bNwbkOu+88w5jx46lX79+tm32P//sZz/jhhtucHvuzJkzmTlzJgCFhYUBGU+glB8sd/g20GMFsiD55J9/YcDORWSqtRwbkE3LuTffEd+qnEiGI2k6Sk2pFDU2aW8wkx8L+piEEEIIKwkONUV5RRTlFVHfWs/kFZP5y56/8Nyu5zy3tYD2WcBN811nEJtPuR4fxJ6IHfGUnuot5TTHx1m+KxZs5kyr7+sNO9NGw3nG0dfUVUlxFT1Rr7jbvv766y4ppdXV1WSdK4iyatUqCgoKQjG0LindWeqQJgLtFciCHRx+8s+/UPDpb4hT2kCBGsO5imOqyohvVHadr603rDHotcXtIUo3EUIIEbkkrdTR+5XvY1bNmCzaLFiHXypb1yAuLnCfYuosSD0RO8tdymlclN6vwjddKUTTbDTz4IrPmP3Gbpc+ivZtNOwDScBhzM5BpjUgrKxr9qunoxDdJWTVSletWkVubi47duygqKiIqVOnAlBVVeWwjqKpqYkNGzZwyy23OJw/d+5cRo4cyahRo9iyZQuLFy/u1vEHgs8VyIJgwM5FWmB4TopFK5M94AQkN8O/B2o9s/pbgNlfSGAohBCi28nMoaPSnaWYVMcmxG7bWjjzNeizrkfsIQJREbWjvosdMauqrXWGNf3UXRuNZqOZWW/s5sEVn7lUVbXuG/3Eu8x56zPbbKinno5ChFLI7rY333yzQ1sKq+zsbIeehfHx8Zw8edLluFdffTWo4+sOflUgC7BMtZbyxHhK01KpMehRgfFfmPnJBu1WdftWC4qiMvWGW4M+FiGEEMIdg2Jw+Hek6/SXyp6K09gzxLYvH7EvVhN3rthf8+mQFK7pakVUbwVvUp1mAAPBW2XVumZjh+f7MtMZiJRWITyRu20IFY8t5tEPHsVoab9Z+FSBrAvqy8o4vngJxqoskpMV8iYqVI9QuOLfZu55p71dRZ+zcM+7OnKvuiRoYxFCCCE8KT9YTtnXZQDcVnYbsy6e1S3r8XuyTn+pPPkxreCM0S7w0EVBTJIW9KGCaoGVM+Gdh6DtLJjPZRfZr0+0Fq6BXpNRZA2MOgqmnNM8Q0WnwOB55T6P077i6ukmo1/VWIMRSEpw2vspqhqA5jG9RGFhYY/r83Tfhvt4v+p9ALISsjwvLA+A+rIyqh95BLWtPRhtMcBfrlf4/nsqfRtczzFkZzN086agjEcIIYKpJ97ze7Ke9PtyLtgG2penJZeXRHSA6O73Eq2LZv4V8zv+vXhqXbFnBay+Dywm7+fbSxmgLTkJM/aBjU5RAtJfsSuCMcNpXbMJ+Lye058CO55maX0tIBQsErQ68na/l+AwxH6x6RdsPboVgDU3rSEvJS9oz3Vg/GWYTtS7bLf+BVDcnaQo5O/bG7QxCSFEsPTEe35P1pN+X1PemuJ2hiwrIYt3v/tuCEbUc5QfLKd0Zyk1jTUoKAxJHcI/bvyHyz6vlUzt+VqsxoECJXU9pldiMLgLdOxF6RQSYw2cbnKfKqr3Mbi0Bk96BQKY3dohb+PLSY3j6gv7suXLWrczqtbXbi3OYy3U01FAbX+eP7OYXQ3s3P239LewUbiR4PCcnvTGZ3XDqhswWUxUnq1kycQlTB44OWjPtffCfPcBoBcycyiE6K164j2/J+tJv69Ry0ahuknwU1DYc+eeEIyoZ/rr53+ldGcpGXEZnGg+4bLfp9nWklT8Tqa0VjF3TlWNioNpz4ZVgGgNSuyDIPsAxVvgAa6zc54CpMHzykOe0trdvM2M+rKvo9lI+1Rcd3JS4/hg3iSP53n7797bebvfy5rDEDKajRw9c5Q7LryDv+/7OwfrDzKZ4AWHp5Mh3U3qqCdKbCyZs2cFbTxCCCGEO6Es2NabpMVoxWLcBYbgY3ssX4rV2NNFaYHhpvmOgSFoj1fdq61dDIOZRF+K4XS0prGjfVbeejqGK2u4565Qjy/7nNdUems34k5lXbPL+k7nYN/++f1Zw+ktqPRnJjQU6bAycxhCh+oPMX31dJ4c/yTP7nyWcf3H8dSVTwX0OZ59839YU7+eWoPC1E/M/GSTh/RRe4qCISuLzNmzSJk2LaDjEUKI7tLT7vk9XU/6fcmaQ994Sr+152m2tT0FtZr+JjPFp05T1Nik7bQvVmNfrdQQC6Y2SOoHZ+7oc8IAACAASURBVKo6HqD9TGIYp6AGQkdprM46O+sm3Otseq+3WWJ79mnIzmm69imuzgFmZ2dNOyIzhz3U4frDAAxKHsT5qedzsP5gQK7bXpG0ijHJsHeiwvEROvqeUVBROZUI6WfdB4mSRiqEECLUrAGg3+vnIowvfZEVRWHUslEOv0Pn4LvaoKekbx9AociQ7jlw2/4cvPsb3wJD0GYSN83XfrZPQa0/os0urvxZe4pqhAeK9jOQHa3z68x6PU+zkr6ujfSH9Zo9ofqrr6zj9DeOtvaw7Oj3aLSotvWp7vpbPrjiM2a9sdvhd9bRrOnDKz8HCPhMogSHIfRNwzcADEweSF5KHv848A8sqgWdouv0NevLyjj6yKPo2lpRgIwGuGetSnSbmcm7VT4YrvDcjXqtdcValVi74mSSRiqEEKKnKMorkmCwA57Sb+1ZVAsA1Y3VlGwvAbSg235WFqBFUSgdXECRt4I/H/3F/0HWH9FSTVXnGRW1fX8va48RLPZprP6kE3pLf7Xu83dtpDNfZyP9mQULJ10NsK3n+3OVZqOZRev3S3AYTg43HCY9Np2UmBQGpwym2dRMTWMN2YnZnb7mNwufIaqt1WFbrAnuXad9g3M0A1BV3h+uRzHH8dMdCgmnz0gaqRBCCNHLFI8tdkm/tdIpOltgaGVdg+hpxrHDmcj6o573KXo3AeA5nrZb2a9VtE9jjeD0U1/WO/p7PfB9baS1WmlH1UO9ra1zfg3eekp6S7v0ts8f1sDV20xqb1MVhNchwWEIHW44zMDkgQC2FhYH6w92KTg0nDjudrs1hfTm7SqtiWYW/nFfp59DCCGEEKHnLf121LJRbs+paawhLTaNUy2nXPZ1WPDHU/EaT9VL/WENIJvtxlV/BFbfD+885Lr+0TlwtF/TKAGmW77MMHb1Or6e19nWFf7MRnpLxe1oplSvKFhU1e8iN90tOzUu4NeU4LCTOtVLyMnh+sNMyJ0AQF7queCw7iDjc8b7dZ0Vv7md7Hf3kHauEqm3gjOxJrj9g1i/ri+EEEKInslT+q2nlFMV1W1gGKuPpXhssct2h887/VKZENXMtthoagx6rZBNQxNF9sHXpvmd6JvohcXYHjB6DBxPgf2ckvNxkrba43Q2UPU0G+lP24mO1nd664HoyxpOX4LK9gI4vvWG9FTIZs7UYR7P7SwJDjvBZSG3XR6/rwHimbYznGw5aZs5TI9NJzUm1e+iNCt+czsXrN5DjN3aQRXvAWJcQ6uXvUIIIYTo7bylnALoFT1J0UnUtdYB2trEh//1MKU7S5mQO4FtR7e5BJfVxnreSIpvfxxloCSjDyQmUARa8DXqe7C4wH2AaEs9DVCpEvvA0dv1wqzFhmgX7FlMT+d5W8PpLah0fg531/FUkbS72lpIcNgJbhdy+9JLyI61GM2glEG2bXkpeT4Hh+XvPUrpwVX85l2zQ2AI2l8qswI61UNF0qwsn55DCCGEEL2TfcqpuxlEs2omzhDHvEvm8cj7j9BmaQO0L7zf2P+Gz8/TohpdP/+4SzH11NZC0XW8JjEQrM/hXCl16BQ48K77dFT7fd6CSmnT0at1JsD0ZQ2nL8/hz3UCvQ7VEwkOO6HTC7ntHG44DGhtLKzyUvPY8M0GVFVFUTzP/ZW/9yjr3/4Hv9mmkuGhqb2iwrPTFalIKoQQQkQoa8rpqGWjUN3MrNU01lC6sxRzF4Oz6sZqprw1xTbjWNNYQ//BQyg+XUdRrRYwlY+5mdKv/krNrt+RHJ2MkpVGfbqO/lHJFNccoahBm8EsT4inNC21PW31dF17/8WAsauUWvFi+2bndFT7fR6DyiM4zIR2JY1V1k32KoEK1ror6POVBIed4CmPv8OF3HYO1x9Gp+gYkDTAti0vJY/61npOtZyiT1wfh+Pt1xVmxMLdRojyci8/mQzbh+tIs1iYsT2OqNPNUpFUCCGEiEDePrf488W2N84zjtXGeuYlKsxLHEBKdApNR8oxWrS+bfVt9Q7HlWT0gZgkaDpFSUY6LTrtC/LqKAO/yUhnQZ806nW6IAaLvvIQVDoH3t6qr3qaqYxLg7azYG47t62ThXmceZvVlGBUuCHBYScUjy3m0Q8etd3kwPNCbk++afiG7IRsovXRtm32FUvtg0PndYXJ7pcP2LQaoGbKKPb82Pe0ECGEEEKEJ3frD62fWzylnQaSfTDoTotq5NdJeiyJfVz2mXQ66s79XB1lYF7fPszr24css8qEpma2xcXYzTLWU9TYCHHp2gnNp0HRUR4f0w2zkU48VV/1NFPZ7FokyIFPhXlOew847Wc/49K9B6P2s5/OAaa3VNzOBqqdOS4UevLYAkRR1S52bexFCgsLqaioCMi1Zrw9g70n92JB6yH0i9G/4J6L7vH5/NvKbiMjLoP/d83/s22rPlvNlH9M4dHLHuV7w75nmy1Mb/BeYMZKBU4lQ9WUUXzvdxIYCiEiWyDv+ZFAfl/hzVOVdecie95kJWR5LFbTk6REp6AoCvWt9STrYmkyN2G0W64Ta7FQcuKUS4DYPSmtvUhnCgjporRZ4I4CVe0JtOt6S9N1vqY/s5+dXU/qKQDcs8JNuxZ3r6EbxtJF3u73Ehx2QpOxiaveuIobh9zIA2MeYOKKifzgwh/wq3G/8ul8i2rhstcu49aht3LvseEcX7wEU3U1zckxLJ3QygcjdFz7uZkfrcel2Iw39YnRXFbxWSdflRBChBcJdvwjv6/I5Rw4Oqwd9NCua8pbU3p0gNghVSXLZGZCUxPb4uOpNui17R6CSOfA0XqeBJKhcC4gc579DNo1z+2zBcvB5sNYrL1FOxkoervfS1ppJ2yr3EaLuYWpg6aSEpPC+JzxvHPoHWZfPBu9Tu/13PL3HuWPB1fRrFc4tmIZR9aB3qTF53H1LTxQBr8sM2NRQO9H2N6m19F454NdeVlCCCGEiECeeiV601GrjB5PUaiOMvBGSrLHQ1p0On59Lo3Veg5o6a1vJCc5PG5PdzUzobE9cEw2W1AUbGsmvQWV9gGoP+dFHjf9LIN6zXP7uiUw9HEsQezfKcFhJ7x7+F36xPZhbOZYAIoGF/HekffYeXwn4/qPczneuZjM7xVIbAbVTQCoO/fvjgJDowLGaAOxrSZOJaTR9uN7mfzAjwLw6oQQQgghvLNvleE84+huRtGgGEiMTtRSPaOTbWmfiqJgUS1unyMlOoUmU5NDjYfuZvFUPd55uzVQNDgGjvWG9kkDb0FlitlCk15nS3/19bwsp8Cxs8FoZ/dJEBtCxmYt5TTAwWHI0krnzJlDWVkZ0dHRnH/++bz88sukpqa6HLdu3TqKi4sxm83cfffdzJs3D4BTp05x++23c/jwYQYNGsSKFStIS0vz+pyBSJmxppT+994+TF13GEsTKPHwzjCFwq8hvQHOxmr//yY0az/HdVBZ1B+yrlAIIXwjaZL+kd+XCCRPaxzdHeeuWE7J5SW2NZHdUTSnV1NV12DV075zH/udg1GHfRYLTToP+9yd58Pz+RPEhnqft4C2s4Gxt/M6+3zaec1QUuf2XG965JrDd999l0mTJmEwGHjooYcAWLhwocMxZrOZCy64gA0bNpCbm8u4ceN4/fXXGT58OHPnziU9PZ158+axYMECTp8+7XK+s66+8a34ze1k2RWIsf/fQsW3ojFd0WqAr26SoFAIIXwhwY5/5PclQsWfQNLXmUp71lnLulb/P0SLAPIniA3hPoPFQqKqUq/TOQRkyZ0MjDsKqDv7fLEWCyVNCkU//8L9eLzokWsOp0yZYvv5sssu46233nI55uOPP2bIkCHk5WktHu644w7WrFnD8OHDWbNmDe+99x4Ad955JxMnTuwwOOwK53YSzoIVGJoVraH9aZktFEIIIUQY8nXNo7fj7ANH+7TVzlZm1Sk6j+muopM8BVU9bJ99+xT79F77n326ppsU4UA+X4tOR2laCv6tFu5Yj1hz+NJLL3H77be7bK+srGTAgPYm8bm5uXz00UcAHDt2jKysLACysrI4fvx4UMeY/a7nwLCrVEVFUa2zj+1/scxROgb8foE0rRdCCCGE8MKXANPbOkl/Wnz0lpYeIvzVGBsCfs2gBofXXHMNNTU1LtuffPJJbrzxRtvPBoOBH/zgBy7Huct4Vbx9C+DG0qVLWbp0KQC1tbV+nWsvLfC/ewBMeoWkcSbOG1jLkW/6cvbLNHT1ZzFkZZE9e5YEhkIIIYQQAeLPLCXQpXRXd7OYnSna408KrYgs/RP6B/yaQQ0ON27c6HX/smXLePvtt9m0aZPboC83N5cjR47YHh89epTs7GwA+vXrR3V1NVlZWVRXV5OZmen2OWbOnMnMmTMBLb+2s04nQx8vAaK3NYdGBVpitQI1jbGgVx2rjI48V2V0YKdHJ4QQQgghAikQ6a7e+LrWsqPzuhqMuluL6cs+CWJDK1YfS/HY4oBfN2RppevWrWPhwoVs3bqV+Ph4t8eMGzeOAwcOcOjQIXJycli+fDmvvfYaANOnT2fZsmXMmzePZcuW2WYig6VqyigSndYcquf+qY+HQ+cnk/jNGdKcqpXKWkEhhBBCCOGss0FlMILRzu7z5/l8CWJDvS85Otlr+5TOBsaezuvK8/n638FfIatWOmTIEFpbW+nTR2ssetlll/HCCy9QVVXF3Xffzdq1awFYu3Yts2bNwmw2c9ddd/HII48AcPLkSb73ve/x7bffct555/Hmm2+Snp7u9TkDUa3U2q9Qgj4hhOjZwrn6pqc2T1aqqlJcXMzatWuJj4/nlVdeYezYsV6vGc6/LyGE8JUvxY38uUZH5wXi+fzVI1tZhIK88QkhROQI13u+tzZPVmvXruW5555j7dq1fPTRRxQXF9sKunkSrr8vIYQQjrzd73XdPBYhhBBCdIF9m6fo6Ghbmyd7a9as4Uc/+hGKonDZZZdRV1dHdbWsARJCCOGdBIdCCCFEL+KuzVNlZaXfxwghhBDOekSfQyGEEEL4xpc2T762ggpUuychhBDhQWYOhRBCiF7EW5snf44Brd1TRUUFFRUV9O3bN3iDFkII0StIcCiEEEL0IvZtntra2li+fDnTp093OGb69On87W9/Q1VVPvzwQ1JSUsjKygrRiIUQQvQWEZVWevjwYQoLC7t8ndra2rD/hjUSXiPI6wwnkfAaQV6nPw4fPhyYwfQwBoOB559/nqlTp9raPI0YMYIXXngBgHvvvZfrr7+etWvXMmTIEOLj43n55Zc7vG4g3iPl72d4iYTXGQmvEeR1hpNgvz9GVCuLQImEct+R8BpBXmc4iYTXCPI6Rc8WKf/d5HWGj0h4jSCvM5wE+zVKWqkQQgghhBBCCAkOhRBCCCGEEEKAvqSkpCTUg+iNLr744lAPIegi4TWCvM5wEgmvEeR1ip4tUv67yesMH5HwGkFeZzgJ5muUNYdCCCGEEEIIISStVAghhBBCCCGEBId+ueuuu8jMzKSgoCDUQwmaI0eOcPXVV5Ofn8+IESMoLS0N9ZCCoqWlhUsuuYSLLrqIESNG8Pjjj4d6SEFjNpsZM2YMN9xwQ6iHEjSDBg1i5MiRjB49OiDtanqquro6vvvd73LhhReSn5/Pjh07Qj2kgNq/fz+jR4+2/UlOTmbJkiWhHpbwgbw/hg95fwwv8v4YPrrrPVLSSv2wbds2EhMT+dGPfsQXX3wR6uEERXV1NdXV1YwdO5YzZ85w8cUXs3r1aoYPHx7qoQWUqqo0NjaSmJiI0Whk/PjxlJaWctlll4V6aAH3xz/+kYqKChoaGnj77bdDPZygGDRoEBUVFWRkZIR6KEF15513cuWVV3L33XfT1tZGU1MTqampoR5WUJjNZnJycvjoo48YOHBgqIcjOiDvj+FD3h/Di7w/hqdgvkfKzKEfJkyYQHp6eqiHEVRZWVmMHTsWgKSkJPLz86msrAzxqAJPURQSExMBMBqNGI1GFEUJ8agC7+jRo5SXl3P33XeHeiiiixoaGti2bRs//elPAYiOjg7rN75NmzZx/vnnS2DYS8j7Y/iQ90fR20Ta+yME9z1SgkPh0eHDh9m1axeXXnppqIcSFGazmdGjR5OZmcm1114blq9z1qxZPP300+h04f2/uqIoTJkyhYsvvpilS5eGejhBcfDgQfr27ctPfvITxowZw913301jY2OohxU0y5cvZ8aMGaEehhBuyftj7yfvj+Ej0t4fIbjvkeH9f4TotLNnz3Lrrf+fvTsPj6o+////OpnJQljDkhgIFREKFAgIAapSIYRN1iIIVakpYgN8/CggFnAt9dtqXCqCxQUaNVV+tohRVheEoC3oh12KFgQllWAEBMOShcxyfn/EGbJMwpKZMxnyfFwXVzJncubcoVe9ud/L/R6rZ599Vo0aNQp2OAFhs9m0a9cu5ebmasuWLZfdUqjVq1crNja2TrR03rRpk3bs2KF3331XixYt0scffxzskPzO6XRqx44dmjZtmnbu3Kn69esrPT092GEFRElJiVauXKmbb7452KEAlZAfQx/58fJSl/KjFPgcSXGIShwOh8aOHavbbrtNN910U7DDCbgmTZqof//+eu+994Idil9t2rRJK1euVJs2bfSrX/1KGzZs0MSJE4MdVkC0bNlSkhQbG6sxY8Zoy5YtQY7I/xISEpSQkOAdwR83bpx27NgR5KgC491331WPHj0UFxcX7FCAcsiPlwfy4+WlLuVHKfA5kuIQ5ZimqcmTJ6tTp0669957gx1OwBw7dkz5+fmSpKKiIn344Yfq2LFjkKPyr8cff1y5ubnKycnR3//+dw0YMECvv/56sMPyu4KCAp0+fdr7/QcffHBZdky84oor1Lp1a+3bt09S6X6Dy60Rhscbb7zBklLUOuTHywf58fJSl/KjFPgcSXF4EW655RZde+212rdvnxISEpSRkRHskPxu06ZNeu2117RhwwZvq9y1a9cGOyy/y8vLU3JyshITE9WrVy8NGjTosm5lfTk7cuSI+vbtq27duql3794aPny4hg4dGuywAuK5557TbbfdpsTERO3atUsPPPBAsEPyu8LCQq1bt65OzMpcTsiPlw/y4+WD/Hj5sSJHcpQFAAAAAICZQwAAAAAAxSEAAAAAQBSHAAAAAABRHAIAAAAARHEIAAAAAJBkD3YAQF1w/PhxpaSkSJK+++472Ww2tWjRQpK0ZcsWRUREBDO8cjZu3KiIiAhdd911wQ4FAFAHkCOB2oPiELBAs2bNtGvXLknSvHnz1KBBA913331Bi8fpdMpu9/1//40bN6pBgwYXlfhcLpdsNpu/wgMA1CHkSKD2YFkpECTbt29Xv3791LNnTw0ZMkR5eXmSpP79+2vmzJm64YYb1KlTJ23dulU33XST2rdvr4ceekiSlJOTo44dOyo1NVWJiYkaN26cCgsLz/u5DzzwgPr166cFCxZo1apV6tOnj6655hoNHDhQR44cUU5Ojl588UXNnz9f3bt31z//+U/95je/0fLly71xN2jQQFJpgkxOTtatt96qrl27yuVy6Xe/+5169eqlxMREvfTSS1b+dQIALiPkSCA4KA6BIDBNU3fffbeWL1+u7du364477tCDDz7ofT8iIkIff/yxpk6dqtGjR2vRokXas2ePXn31VR0/flyStG/fPqWlpWn37t1q1KiRnn/+eTkcjmo/Nz8/Xx999JFmzZqlvn376tNPP9XOnTv1q1/9Sk8++aTatGmjqVOnaubMmdq1a5d+8YtfVPt7bNmyRX/605/0xRdfKCMjQ40bN9bWrVu1detWLVmyRAcPHgzMXyAA4LJFjgSCh2WlQBCcPXtWe/bs0aBBgySVLjmJj4/3vj9q1ChJUteuXdW5c2fve23bttWhQ4fUpEkTtW7dWtdff70kaeLEiVq4cKGGDh1a7edOmDDB+31ubq4mTJigvLw8lZSU6Kqrrrro36N3797e+z744APt3r3bO4J68uRJ7d+//5I+FwBQd5EjgeChOASCwDRNde7cWZ988onP9yMjIyVJYWFh3u89r51OpyTJMIxy9xiGcd7PrV+/vvf7u+++W/fee69GjRqljRs3at68eT7vsdvtcrvd3rhLSkp8fp5pmnruuec0ZMiQqn5tAADOixwJBA/LSoEgiIyM1LFjx7wJyuFw6PPPP7+oz/jmm2+897/xxhvq27evOnTocMGfe/LkSbVq1UqSlJmZ6b3esGFDnT592vu6TZs22r59uyRpxYoVcjgcPj9vyJAheuGFF7zvf/nllyooKLio3wkAAHIkEDwUh0AQhIWFafny5ZozZ466deum7t27a/PmzRf1GZ06dVJmZqYSExN14sQJTZs2TRERERf8ufPmzdPNN9+sX/ziF2revLn3+siRI/X22297N9v/9re/1UcffaTevXvr//7v/8qNhJZ155136mc/+5l69OihLl26aMqUKd4RXAAALhQ5EggewzRNM9hBALg4OTk5GjFihPbs2RPsUAAAqFXIkcClY+YQAAAAAMDMIQAAAACAmUMAAAAAgCgOAQAAAACiOAQAAAAAiOIQAAAAACCKQwAAAACAKA4BAAAAAKI4BAAAAACI4hAAAAAAIIpDAAAAAIAoDgEAAAAAojgEAAAAAIjiEAAAAAAgikMAAAAAgCgOAQAAAACiOAQAAAAAiOIQAAAAACCKQwAAAACAKA4BAAAAAKI4BAAAAACI4hAAAAAAIIpDAAAAAIAoDgEAAAAAojgEAAAAAIjiEAAAAAAgikMAAAAAgCgOAQAAAACiOAQAAAAAiOIQAAAAACCKQwAAAACAKA4BAAAAAKI4BAAAAACI4hAAAAAAIIpDAAAAAIAoDgEAAAAAojgEAAAAAIjiEAAAAAAgikMAAAAAgCgOAQAAAACiOAQAAAAAiOIQAAAAACCKQwAAAACAKA4BAAAAAKI4BAAAAACI4hAAAAAAIIpDAAAAAIAoDgEAAAAAojgEAAAAAIjiEAAAAAAgikMAAAAAgCgOAQAAAACiOAQAAAAAiOIQAAAAACCKQwAAAACAKA4BAAAAAKI4BAAAAACI4hAAAAAAIIpDAAAAAIAoDgEAAAAAojgEAAAAAIjiEAAAAAAgikMAAAAAgCgOAQAAAACiOAQAAAAAiOIQAAAAACCKQwAAAACAKA4BAAAAAKI4BAAAAACI4hAAAAAAIIpDAAAAAIAoDgEAAAAAojgEAAAAAIjiEAAAAAAgikMAAAAAgCgOAQAAAACiOAQAAAAAiOIQAAAAACDJHuwArNS8eXO1adMm2GEAACyQk5Oj77//PthhhAxyJADUDdXlxzpVHLZp00bbtm0LdhgAAAskJSUFO4SQQo4EgLqhuvzIslIAAAAAAMUhAAAAAIDiEAAAAACgENlzmJ+frzvvvFN79uyRYRh6+eWX1aFDB02YMEE5OTlq06aNli1bppiYmGCHCgAB43A4lJubq+Li4mCHUqtERUUpISFB4eHhwQ4FABAk5MjKLiU/hkRxOH36dA0dOlTLly9XSUmJCgsL9dhjjyklJUVz585Venq60tPT9cQTTwQ7VAAImNzcXDVs2FBt2rSRYRjBDqdWME1Tx48fV25urq666qpghwMACBJyZHmXmh9r/bLSU6dO6eOPP9bkyZMlSREREWrSpIlWrFih1NRUSVJqaqreeecdS+Na8/UaDV4+WImZiRq8fLDWfL3G0ucDqHuKi4vVrFkzkl4ZhmGoWbNmjBT7kJ+fr3Hjxqljx47q1KmTPvnkE8ueTY4EYDVyZHmXmh9r/czh119/rRYtWmjSpEn67LPP1LNnTy1YsEBHjhxRfHy8JCk+Pl5Hjx61LKY1X6/RvM3zVOwq/cvOK8jTvM3zJEnD2w63LA4AdQ9JrzL+TnzzterGCuRIAMFCPijvUv4+av3ModPp1I4dOzRt2jTt3LlT9evXV3p6+gXfv3jxYiUlJSkpKUnHjh3zS0wLdizwJj2PYlexFuxY4JfPB4DayjAMzZo1y/v66aef1rx582r8uQ8++KBat26tBg0alLt+9uxZTZgwQe3atVOfPn2Uk5NT42fVBVWturECORJAXXU55MhaXxwmJCQoISFBffr0kSSNGzdOO3bsUFxcnPLy8iRJeXl5io2N9Xl/Wlqatm3bpm3btqlFixZ+iem7gu8u6joAXC4iIyOVlZWl77//3q+fO3LkSG3ZsqXS9YyMDMXExOjAgQOaOXOm5syZ49fnXq7Krrq55pprdOedd6qgoMCSZ5MjAdRVl0OOrPXF4RVXXKHWrVtr3759kqT169frZz/7mUaNGqXMzExJUmZmpkaPHm1dTPWvuKjrABAM7+w8rOvTN+iquWt0ffoGvbPzcI0/0263Ky0tTfPnz/dDhOf8/Oc/924VKKvs/vJx48Zp/fr1Mk3Tr8++HF3oqptArK4hRwIIBeRI32p9cShJzz33nG677TYlJiZq165deuCBBzR37lytW7dO7du317p16zR37lzL4pneY7qibFHlrkXZojS9x3TLYgCA6ryz87Duz/q3DucXyZR0OL9I92f92y/J76677tLSpUt18uTJKn8mOztb3bt3r/Tnuuuuu6hnHT58WK1bt5ZUmnQbN26s48eP1yj+uqCqVTcVBWJ1DTkSQG1HjqxarW9II0ndu3fXtm3bKl1fv359EKI5t6H+0U8eVaGzUFdEX6EZPWew0R6AZf6w6nN98e2pKt/f+U2+SlzucteKHC7NXr5bb2z5xuc9P2vZSL8f2fm8z27UqJFuv/12LVy4UPXq1fP5M8nJydq1a9d5P+t8fI2A0nDg/MquuunQoYN31Y0VhrcdLofboYc3PSxJiq8fr+k9ppMjAViGHHnpQqI4rI2Gtx2uHUd2aNmXy/TW6LfUKKJRsEMCAK+KSe981y/WjBkz1KNHD02aNMnn+9nZ2Zo5c2al69HR0dq8efMFPychIUGHDh1SQkKCnE6nTp48qaZNL1DgbQAAIABJREFUm15y3HWJZ9VNSUmJ2rZtq1deecWyZw++crAe3vSwxrYfq3nXzbPsuQBwIciRVaM4rAGn6Sz96nYGORIAdc35Ri+vT9+gw/lFla63alJP/5hybY2f37RpU40fP14ZGRm64447Kr3vr1FRz/7ya6+9VsuXL9eAAQOYObxAVa26sYLD7Sj3FQCsRI68dCGx57C28hSFLrcryJEAQHm/G9JB9cJt5a7VC7fpd0M6+O0Zs2bN8ltHttmzZyshIUGFhYVKSEjwtv6ePHmyjh8/rnbt2umZZ565qKOMEDwu01XuKwDUJuTIqjFzWAOe4pCZQwC1zS+vaSVJeur9ffo2v0gtm9TT74Z08F6/VGfOnPF+HxcX57eD1Z988kk9+eSTla5HRUXpzTff9MszYB3yI4DajBxZNYrDGvCMiHqWlwJAbfLLa1rVONEBl8KzooaVNQBqK3KkbywrrQFGRgEAqIz8CAChieKwBhgZBQCgMs+KGodJQxoACCUUhzXgSXosKwUA4BwatgFAaKI4rAFmDgEAqMy7J59lpQAQUigOa8CT9DjHCQCAc7wzhxxlAQAhheKwBjjHCUBdYxiGZs2a5X399NNPe89bulSFhYUaPny4OnbsqM6dO2vu3Lne986ePasJEyaoXbt26tOnj3Jycmr0LFiDhjQA6qLLIUdSHNYAyQ9AXRMZGamsrCy/Hezrcd9992nv3r3auXOnNm3apHfffVeSlJGRoZiYGB04cEAzZ87UnDlz/PpcBAb5EUBddDnkSIrDGmDDPYBabfcyaX4XaV6T0q+7l9X4I+12u9LS0jR//nw/BFgqOjpaycnJkqSIiAj16NFDubm5kqQVK1YoNTVVkjRu3DitX79epmn67dkIDM4BBlDrkSN9stcs3LrNk/RIfgBqnd3LpFX3SI6i0tcnD5W+lqTE8TX66LvuukuJiYmaPXt2lT+TnZ2tmTNnVroeHR2tzZs3V3lffn6+Vq1apenTp0uSDh8+rNatW0sqTbqNGzfW8ePH1bx58xr9DggsBk8B1GrkyCpRHNaAJ+mxbAaA5d6dK33376rfz90quc6Wv+Yoklb8r7Q90/c9V3SVbkw/76MbNWqk22+/XQsXLlS9evV8/kxycrJ27dp13s8qy+l06pZbbtE999yjtm3bSpLPEVDDMC7qc2E9upUCCCpy5CWjOKwB9lQAqLUqJr3zXb9IM2bMUI8ePTRp0iSf71/KqGhaWprat2+vGTNmeK8lJCTo0KFDSkhIkNPp1MmTJ9W0aVO//A4IHE8Xbxq2AaiVyJFVojisAbqVAgia841ezu9SukymosatpUlravz4pk2bavz48crIyNAdd9xR6f2LHRV96KGHdPLkSf31r38td33UqFHKzMzUtddeq+XLl2vAgAHMHIYAjnoCEFTkyEtGQ5oa8CQ9Zg4B1Dopj0jhFZazhNcrve4ns2bN8ktHttzcXP3pT3/SF198oR49eqh79+7eBDh58mQdP35c7dq10zPPPKP09PMv6UHwse0CQK1GjqwSM4c1wLJSALWWZ0P9+kelk7lS44TSpFfDjfZnzpzxfh8XF6fCwsIafZ5Uuiymqu5qUVFRevPNN2v8DFjL06iNlTUAaiVyZJUoDmuAVt0AarXE8TVOdMClYOYQQK1HjvSJZaU1wMwhAACVeRvScJQFAIQUisMa8CQ9kh8AAOdwlAUAhCaKwxpg5hAAgMq8+dF0VrlXBgBQ+1AcXiLTNL17DdlzCADAOWVX1NCUBgBCR8g0pGnTpo0aNmwom80mu92ubdu26cSJE5owYYJycnLUpk0bLVu2TDExMZbEUzbZMXMIAMA5ZQdNXaZL9tD55wYA1GkhNXOYnZ2tXbt2adu2bZKk9PR0paSkaP/+/UpJSbH0/KuyxSGjogDqCsMwNGvWLO/rp59+WvPmzavx5w4dOlTdunVT586dNXXqVLlcpf9dPXv2rCZMmKB27dqpT58+ysnJqfGzEHhlB00ZQAVQV1wOOTKkisOKVqxYodTUVElSamqq3nnnHcueTeIDUBdFRkYqKyvLLwf7lrVs2TJ99tln2rNnj44dO+Y9tykjI0MxMTE6cOCAZs6cqTlz5vj1uZezNm3aqGvXrurevbuSkpIsfTY5EkBddDnkyJApDg3D0ODBg9WzZ08tXrxYknTkyBHFx8dLkuLj43X06FHL4imb7OhWCqA2WvP1Gg1ePliJmYkavHyw1ny9psafabfblZaWpvnz5/shwnMaNWokSXI6nSopKZFhGJLKDwKOGzdO69evp8HJRai44sYqbL0AUNuRI30LmU0AmzZtUsuWLXX06FENGjRIHTt2vKD7Fi9e7C0mjx075rd4yiY7z3lOAFBbrPl6jeZtnqdiV7EkKa8gT/M2z5MkDW87vEaffddddykxMVGzZ8+u8meys7M1c+bMStejo6O1efNmn/cMGTJEW7Zs0Y033qhx48ZJkg4fPqzWrVtLKk26jRs31vHjx9W8efMa/Q4ILGYOAdRm5MiqhUxx2LJlS0lSbGysxowZoy1btiguLk55eXmKj49XXl6eYmNjK92XlpamtLQ0SfLrshr2HAIIpie2PKG9J/ZW+f7uY7tV4i4pd63YVaxHNj2i5V8u93lPx6YdNaf3+ZekNGrUSLfffrsWLlyoevXq+fyZ5ORk7dq167yfVdb777+v4uJi3XbbbdqwYYMGDRrkcwTUM2KK6nlW3BiGoSlTpnhzoRXKra4hRwKwGDny0lleHK5Zs0aff/65iouLvdceeeSRau8pKCiQ2+1Ww4YNVVBQoA8++ECPPPKIRo0apczMTM2dO1eZmZkaPXp0oMP3YlQUQG1WMemd7/rFmjFjhnr06KFJkyb5fP9SRkUlKSoqSqNGjdKKFSs0aNAgJSQk6NChQ0pISJDT6dTJkyfVtGlTv/wOlztfK25uuOGGcj9jxeoaciSA2oYcWTVLi8OpU6eqsLBQ2dnZuvPOO7V8+XL17t37vPcdOXJEY8aMkVS61vbWW2/V0KFD1atXL40fP14ZGRn6yU9+4t2caQXOcAIQTOcbvRy8fLDyCvIqXY+vH69Xhr5S4+c3bdrU+9/fO+64o9L7FzMqeubMGZ0+fVrx8fFyOp1au3atfvGLX0iSdxDw2muv1fLlyzVgwABmDi+QrxU3FYtDK1bXcBYwAKuRIy+dpQ1pNm/erL/97W+KiYnR73//e33yySc6dOjQee9r27atPvvsM3322Wf6/PPP9eCDD0qSmjVrpvXr12v//v1av369paPJDvPcPkNGRQHUNtN7TFeULarctShblKb3mO63Z8yaNcsvHdkKCgo0atQoJSYmqlu3boqNjdXUqVMlSZMnT9bx48fVrl07PfPMM5YeWRTKCgoKdPr0ae/3H3zwgbp06WLZ85k5BFCbkSOrZunMoWfdbXR0tL799ls1a9ZMBw8etDIEvyk7c0jiA1DbeDbUL9ixQN8VfKcr6l+h6T2m13ij/ZkzZ7zfx8XFqbCwsEaf5/mcrVu3+nwvKirK0lUhl4uqVtxYpdy+fDp6A6hlyJFVs7Q4HDFihPLz8/W73/1OPXr0kGEYuvPOO60MwW8YFQVQ2w1vO7zGiQ6hybPiJljKdvEmRwKojciRvllaHD788MOSpLFjx2rEiBEqLi5W48aNrQzBb+hWCgCAb3QrBYDQZOmew0WLFik/P1+SFBkZKbfbreeff97KEPyGmUMAAHwru5SUs4ABIHRYWhwuWbJETZo08b6OiYnRkiVLrAzBb8otmaETGwAAXmXzIgOoABA6LC0O3W53ucMaXS6XSkr8c56I1cq16SbxAQDgxXFPABCaLN1zOGTIEI0fP15Tp06VYRh68cUXLe2e5k+egjA8LJziEACAMpxupyJtkTrrOkuOBIAQYunM4RNPPKEBAwbohRde0KJFi5SSkqInn3zSyhD8xjMqGmWLok03gDrDMAzNmjXL+/rpp5/WvHnzavy5/fv3V4cOHdS9e3d1795dR48erfFnInicZmlxKHGUBYC643LIkZbOHIaFhWnatGmaNm2alY8NCM9IaKQ9klFRAHVGZGSksrKydP/996t58+Z+/eylS5cqKSnJr5+J4HC6nYqyRemUTslh0pAGQN1wOeRIS2YOx48fL0nq2rWrEhMTK/0JRZ7N9pG2SPZTAKiVTq5apf0DUvSfTj/T/gEpOrlqVY0/0263Ky0tTfPnz/dDhLhcudwuRdqZOQRQe5EjfbNk5nDBggWSpNWrV1vxOEt4Zgvr2evRphtArXNy1SrlPfyIzOJiSZLz22+V9/AjkqTGI0fW6LPvuusuJSYmavbs2VX+THZ2tmbOnFnpenR0tDZv3uzznkmTJslms2ns2LF66KGHZBhGjeJE8JRdVsrqGgC1DTmyapYUh/Hx8ZKk559/Xk888US59+bMmVPpWijwzBZG2iJV6CwMcjQA6prvHntMZ/+zt8r3iz77TGaFbtBmcbHyHnxI+cve9HlPZKeOuuKBB8777EaNGun222/XwoULVa9ePZ8/k5ycrF27dp33szyWLl2qVq1a6fTp0xo7dqxee+013X777Rd8P2oXz7JSiW6lAKxHjrx0ljakWbduXaVr7777rpUh+I13z6GNPYcAap+KSe981y/WjBkzlJGRoYKCAp/vZ2dnezfOl/1z3XXX+fz5Vq1aSZIaNmyoW2+9VVu2bPFLnAgOp9vpXVZKjgRQ25Ajq2bJzOELL7yg559/Xl9//XW5PYanT5+u8i+htvMkuyg73UoBWO98o5f7B6TI+e23la7bW7bUla/9rcbPb9q0qcaPH6+MjAzdcccdld6/mFFRp9Op/Px8NW/eXA6HQ6tXr9bAgQNrHCOCx2W6vDOHbL0AYDVy5KWzZObw1ltv1apVqzRq1CitWrXK+2f79u1aunSpFSH4HTOHAGqz2JkzZERFlbtmREUpduYMvz1j1qxZ+v7772v8OWfPntWQIUOUmJio7t27q1WrVvrtb3/rhwgRLJ5zDiUa0gCofciRVbNk5rBx48Zq3Lix3njjDf3rX//S/v37NWnSJH3//fc6ePCgrrrqKivC8CvPHoooW5S3cykA1BaeDfVH5z8rZ16e7PHxip05o8Yb7c+cOeP9Pi4uToWFNd9zXb9+fW3fvr3Gn4Pao2y3UnIkgNqGHFm1gBeHn3/+uTp37ixJ+sMf/qBt27Zp3759mjRpkkpKSjRx4kRt2rQp0GH4HeccAqjtGo8cWeNEB1wKp1mmIQ0zhwBqIXKkbwFfVvrf//5Xc+fOlSS9/fbbWrlyperXry9JatmypU6fPh3oEAKibLdSOrEBAHBO2WWlDKACQOgI+MzhsGHDZLPZJEkREREyDMN7LkdVHXxCgWeDfZQtisQHAEAZTrdT4bZwhRlhLCsFgBBiSUOaIUOGSJLGjx+vKVOmKD8/X0uWLNHAgQNDtumAy+2SIUMRtgiWzACwjGmawQ6h1uHvpPZxmS7ZDbvshp0BVACWIR+Udyl/H5Y0pPG47777tG7dOjVq1Ej79u3To48+qkGDBlkZgt843U7ZwmyyhdnkNJ0yTdM7IwoAgRAVFaXjx4+rWbNm/PfmR6Zp6vjx44qq0HUOweV0O2UPs8sWZmMAFYAlyJHlXWp+tLQ4lKRBgwaFbEFYlst0KTwsXHbD7n3t+R4AAiEhIUG5ubk6duxYsEOpVaKiopSQkBDsMPAj0zRLc2KYXfYwO8tKAViCHFnZpeRHS6uZrKwszZkzR0ePHpVpmt7ZtlOnTlkZhl843U7ZjNKZQ89rexjFIYDACQ8PD8mjf1C3eIpBm2FjWSkAy5Aj/cPSamb27NlatWqVOnXqZOVjA8LhdsgeZld4WLgk0bEUAACd607qnTmkOASAkGFJQxqPuLi4Sy4MXS6XrrnmGo0YMUKSdOLECQ0aNEjt27fXoEGD9MMPP/gz1PPHY7pKZw6NczOHAAD4m8Ph0MKFCzVu3DiNGzdOzz33nBwOR7DDqpJnjyHFIQCEHkuLw6SkJE2YMEFvvPGGsrKyvH8uxIIFC8oVlunp6UpJSdH+/fuVkpKi9PT0QIXtk2cZqWcpqedoCwAA/GnatGnavn27/ud//kf/8z//ox07dmjatGnBDqtKZWcObYaNlTUAEEIsXVZ66tQpRUdH64MPPvBeMwxDN910U7X35ebmas2aNXrwwQf1zDPPSJJWrFihjRs3SpJSU1PVv39/PfHEEwGLvSKX2+XtxOZ5DQCAv23dulWfffaZ9/WAAQPUrVu3C7rX5XIpKSlJrVq10urVqwMVYjnl9hwycwgAIcXS4vCVV165pPtmzJihJ598UqdPn/ZeO3LkiOLj4yVJ8fHxOnr0qF9ivFDemcMfO5TSjQ0AEAg2m01fffWVrr76aknS119/LZvNdkH3elbdWNn4reKeQ2YOASB0WFoc3nPPPZWuNW7cWElJSRo9erTPe1avXq3Y2Fj17NnTO1N4MRYvXqzFixdLkl9b2zpNp3dUVGLmEAAQGE899ZSSk5PVtm1bmaap//73vxc02Opr1Y0VPMWgJ0ey7QIAQoelxWFxcbH27t2rm2++WZL01ltvqXPnzsrIyFB2draeffbZSvds2rRJK1eu1Nq1a1VcXKxTp05p4sSJiouLU15enuLj45WXl6fY2Fifz0xLS1NaWpqk0j2P/lJxzyHLZgAAgeDZX79v3z6ZpqmOHTsqMjLyvPf5WnVjhUp7Dhk8BYCQYWlDmgMHDmjDhg26++67dffdd+vDDz/Uf/7zH7399tvl9iGW9fjjjys3N1c5OTn6+9//rgEDBuj111/XqFGjlJmZKUnKzMyscuYxUDwH/Hq7lbKsFAAQAIsWLVJRUZESExPVrVs3FRYW6vnnn6/2nrKrbqqzePFiJSUlKSkpyW+ra+hWCgChy9Li8PDhwyooKPC+Ligo0LfffiubzXZBo6BlzZ07V+vWrVP79u21bt06zZ0719/hVsvpdspuMHMIAAisJUuWqEmTJt7XMTExWrJkSbX3eFbdtGnTRr/61a+0YcMGTZw4sdLPpaWladu2bdq2bZtatGjhl3g9y0jpVgoAocfSZaWzZ89W9+7d1b9/f5mmqY8//lgPPPCACgoKNHDgwPPe379/f/Xv31+S1KxZM61fvz7AEVfN062UPYcAgEByu90yTVOGYUgq7UBaUlJS7T2PP/64Hn/8cUnSxo0b9fTTT+v1118PeKxS+T2H4WHh7DkEgBBiaXE4efJkDRs2TFu2bJFpmnrsscfUsmVLSaUb7kOJw+2QLcxGt1IAQEANGTJE48eP19SpU2UYhl588UUNHTo02GFVqdyewzCbipxFQY4IAHChLC0OJSkqKkrx8fEqLi7WgQMHdODAAd1www1Wh1FjLtOlSCOSZaUAgIB64okn9NJLL+mFF16QaZoaPHiw7rzzzgu+v+yqGyt4Zg49Wy8YPAWA0GFpcfjXv/5VCxYsUG5urrp3765PP/1U1157rTZs2GBlGH7hdDtlC7PJFmbzvgYAwN/CwsI0bdo0TZs2LdihXJBy5xwaNKQBgFBiaUOaBQsWaOvWrbryyiuVnZ2tnTt3+m0DvNU83Uq9ew7ZcA8A8KPx48dLkrp27arExMRKf2orTzHoGUBlTz4AhA5LZw6joqIUFRUlSTp79qw6duyoffv2WRmC33i7lRosKwUA+J/n7N/Vq1cHOZKLU27mkGWlABBSLC0OExISlJ+fr1/+8pcaNGiQYmJivA1pQo3T7aRbKQAgYEaMGKEdO3booYce0muvvRbscC4Yy0oBIHRZWhy+/fbbkqR58+YpOTlZJ0+erNUd16rj3XNolO45dJi06gYA+E9JSYkyMzO1efNmZWVlVXr/pptuCkJU51epIQ3FIQCEDMu7lf7www86dOiQGjZsqIYNG2rPnj3q0aOH1WHUmMt0eROfxMwhAMC/XnzxRS1dulT5+flatWpVufcMw6i1xWHFoyzYkw8AocPS4vDhhx/Wq6++qrZt2yosrLQXjmEYIdut1JP4PK8BAPCHffv2qW/fvurbt6+SkpI0efLkYId0wTx7DG2GjWWlABBiLC0Oly1bpq+++koRERFWPjYgPMVheFi4JLqVAgD8Z+/evXrwwQf1yiuvKCYmJqSWlVZqSENxCAAhw9LisEuXLsrPz1dsbKyVjw0Ip+mUzTi355DkBwDwl9GjR+uqq67Se++9p7Vr11Z6vzYvK/Vss/AUhwyeAkDosLQ4vP/++3XNNdeoS5cuioyM9F5fuXKllWH4RcVupRSHAAB/8pxnePPNNwc7lItScebQ4aZhGwCECkuLw9TUVM2ZM0ddu3b17jkMVS63y3vAr0RxCAAIjAceeECzZ89WkyZNJJU2dvvzn/+sP/7xj0GOzLeyew5tho2GbQAQQiwtDps3b6577rnHykcGjNN0lnYrNeze1wAA+Nu7776rxx57zPs6JiZGa9eurb3FYYWZQ1Omd0AVAFC7WVoc9uzZU/fff79GjRpVbllpqB1l4TbdcpvucstKGRkFAASCy+XS2bNnvXmzqKhIZ8+eDXJUVfPsMbQZtnM50nTJJopDAKjtLC0Od+7cKUn69NNPvddC8SiLipvtJZaVAgACY+LEiUpJSdGkSZNkGIZefvllpaamBjusKnnyYXhY+LnVNW6nImyh36kcAC53lhaH2dnZVj4uYDxLSO1hdoUZYTJksKwUABAQs2fPVmJioj788EOZpqmHH35YQ4YMCXZYVfIMoJbbl0+OBICQYGlxeLnwjIp6jrHgHCcAQCB16tRJdrtdAwcOVGFhoU6fPq2GDRsGOyyfHG6HwowwhRlhrK4BgBAT2i1Dg6TsslLPV/YcAgACYcmSJRo3bpymTJkiSTp8+LB++ctfBjmqqrlMl3fw1POVHAkAoYHi8BJ4l5X+uJfCbthZMgMACIhFixZp06ZNatSokSSpffv2Onr0aJCjqprnHGCpdN+h5xoAoPazZFlpVlZWte/fdNNNVoThN2XbdEul+ypIfACAQIiMjFRExLlmLk6nU4ZhBDGi6rlMl3fwlLOAASC0WFIcrlq1SpJ09OhRbd68WQMGDJBU2qCmf//+IVscepIeew4BAIHSr18/PfbYYyoqKtK6dev0/PPPa+TIkcEOq0plZw45CxgAQoslxeErr7wiSRoxYoS++OILxcfHS5Ly8vJ01113WRGCX3nOcCq359BkPwUAwP/S09OVkZGhrl276qWXXtKwYcN05513BjusKpUrDmlIAwAhxdJupTk5Od7CUJLi4uL05ZdfWhmCX3iXlXqWzRgsKwUABEZYWJhSU1PVp08fGYahDh061OplpU6307uyxvOVAVQACA2WFof9+/fXkCFDdMstt8gwDP39739XcnJytfcUFxfrhhtu0NmzZ+V0OjVu3Dj94Q9/0IkTJzRhwgTl5OSoTZs2WrZsmWJiYiz5PSruOQwPC6cTGwAgINasWaOpU6fq6quvlmmaOnjwoF566SXdeOONwQ7NJ6fp9A6e0pAGAEKLpcXhX/7yF2VlZemf//ynJCktLU1jxoyp9p7IyEht2LBBDRo0kMPhUN++fXXjjTcqKytLKSkpmjt3rtLT05Wenq4nnnjCil/Du3eibKtu9lMAAAJh1qxZys7OVrt27SRJX331lYYPH15tcVjVwKoVXG7XuYZtBg1pACCUWFocSqWdSS+mAY1hGGrQoIEkyeFwyOFwyDAMrVixQhs3bpQkpaamqn///pYVh77OOSTxAQACITY21lsYSlLbtm0VGxtb7T1VDaz+/Oc/D3S47DkEgBBm6TmHn376qXr16qUGDRooIiJCNpvNe25TdVwul7p3767Y2FgNGjRIffr00ZEjR7z7F+Pj4y0986lit1KOsgAABErnzp01bNgwvfrqq8rMzNTIkSPVq1cvZWVlVXlUVFUDq1Zwms5yK2sk9hwCQKiwtDj83//9X73xxhtq3769ioqK9Ne//lV33333ee+z2WzatWuXcnNztWXLFu3Zs+eCn7l48WIlJSUpKSlJx44dq0n4Xp5C0LOXgm6lAIBAKS4uVlxcnD766CNt3LhRLVq00IkTJ7Rq1SqtXr26yvt8DaxagZlDAAhdli8rbdeunVwul2w2myZNmqTrrrvugu9t0qSJ+vfvr/fee09xcXHKy8tTfHy88vLyqlxik5aWprS0NElSUlKSX36HinsO7QbLSgEAgeE5DupieQZW8/PzNWbMGO3Zs0ddunQp9zOLFy/W4sWLJclvA6gut6vcOcASxSEAhApLZw6jo6NVUlKi7t27a/bs2Zo/f74KCgqqvefYsWPKz8+XJBUVFenDDz9Ux44dNWrUKGVmZkqSMjMzNXr06IDH71GxWyl7DgEAgTJ79mydOnVKDodDKSkpat68uV5//fULvr/swGpFaWlp2rZtm7Zt26YWLVr4Jd6y3Uq9xSFN2wAgJFhaHL722mtyuVz6y1/+ovr16+vQoUN66623qr0nLy9PycnJSkxMVK9evTRo0CCNGDFCc+fO1bp169S+fXutW7dOc+fOtei3ONeQxrvnkG6lAIAA+eCDD9SoUSOtXr1aCQkJ+vLLL/XUU09Ve09VA6tWKNut1FMkMoAKAKHB0mWlV155pSSpXr16+v3vf39B9yQmJmrnzp2Vrjdr1kzr16/3a3wXylMIlh0Z5ZxDAEAgOBwOSdLatWt1yy23qGnTpue9Jy8vT6mpqXK5XHK73Ro/frxGjBgR6FAllRaCUfYoSecGUcmRABAaLCkOu3btWm2XtN27d1sRht9UPMqCbqUAgEAZOXKkOnbsqHr16un555/XsWPHFBUVVe09VQ2sWqFst1KWlQJAaLGkOPR0U1u0aJEk6de//rUkaenSpYqOjrYiBL9yuEtHcT1JLzwsnOIQABAQ6enpmjNnjho1aiSbzabo6GitWLEi2GFVqVxt4RZWAAAgAElEQVS30h9X2DBzCAChwZI9h1deeaWuvPJKbdq0SU8++aS6du2qrl27Kj09Xe+//74VIfiV59gK78yhYeMoCwBAQBQWFmrRokWaNm2aJOnbb7/Vtm3bghxV1crtOfzxq2dQFQBQu1nakKagoED/+te/vK83b9583m6ltZFnlrDsshkSHwAgECZNmqSIiAht3rxZkpSQkKCHHnooyFFVrWy3Uu+eQwZQASAkWNqQJiMjQ3fccYdOnjwpqbS99ssvv2xlCH5Rac8hM4cAgAD56quv9I9//ENvvPGGpNKmbqZpBjmqqjndTs45BIAQZWlx2LNnT3322Wc6deqUTNNU48aNrXy83/jqVkriAwAEQkREhIqKiryN3b766itFRkYGOaqq+dpzSI4EgNBgSXH4+uuva+LEiXrmmWd8vn/vvfdaEYbfeJJc2T0VbLYHAATCH/7wBw0dOlSHDh3Sbbfdpk2bNunVV18NdlhVcpmV9xyyugYAQoMlxaFnX+Hp06eteFzAefccllk2w6goACAQBg0apB49eujTTz+VaZpasGCBmjdvHuywquR0nzvKwvOVffkAEBosKQ6nTJkiSRd88H1t56tbKWc4AQACpVmzZho+fHiww7ggLrdL4WHhkkoHUQ0ZrK4BgBBhSXF4zz33VPv+woULrQjDb7zLStlzCABAOU7z3MyhRI4EgFBiSXHYs2dPKx5jGc+SGU9zALqVAgBQyuF2eFfWSD/uyydHAkBIsKQ4TE1NteIxlqk4KhoeFi636ZbbdCvMsPToSADAZcztdisxMVF79uwJdigXzOV2effkS6WrbJg5BIDQYElxOGPGDD377LMaOXKkd7atrJUrV1oRht+43K5Ko6Ke62E2ikMAgH+EhYWpW7du+uabb/STn/wk2OGcl8vtkimzXI60hdkoDgEgRFhSHP7617+WJN13331WPC7gyh7wK53rWupwOxRuCw9WWACAy1BeXp46d+6s3r17q379+t7rtXFg1duwzSg/gErTNgAIDZbuOezXr59KSkq0d+9eGYahDh06KCIiwooQ/MplnuvEJp1LguypAAD4Wyh1+q54DrD04758upUCQEiwpDj0WLNmjaZOnaqrr75apmnq4MGDeumll3TjjTdaGUaNlT3DSTo3c8iyGQCAv/Xr109HjhzR1q1bJUm9e/dWbGxskKPyzTNDSLdSAAhNlm6QmzVrlrKzs7Vx40Z99NFHys7O1syZM60MwS8qdmLzzCIycwgA8Ldly5apd+/eevPNN7Vs2TL16dNHy5cvD3ZYPvmaOaQ4BIDQYenMYWxsrNq1a+d93bZt21o7+lkdl+kqP3NoMHMIAAiMP/3pT9q6das3Xx47dkwDBw7UuHHjghxZZZ7lo+WKQ4M9hwAQKiwpDrOysiRJnTt31rBhwzR+/HgZhqE333xTvXr1siIEv3K6nT67lVIcAgD8ze12lxtIbdasmdxudxAjqhozhwAQ2iwpDletWuX9Pi4uTh999JEkqUWLFvrhhx+sCMGvKh5lwZ5DAECgDB06VEOGDNEtt9wiSfrHP/6hYcOGBTkq33ztObSF2dh2AQAhwpLi8JVXXrHiMZZh5hAAYJWnnnpKb731ljZt2iTTNJWWlqYxY8YEOyyfmDkEgNBmSXH45JNPavbs2br77rtlGEal9xcuXGhFGH7jNJ3lz3DiKAsAQACNHTtWY8eODXYY5+XZc1j2LGC7YecoCwAIEZYUh506dZIkJSUlWfG4gHO6neUTHzOHAAA/a9iwoc8BVdM0ZRiGTp06FYSoqudZVhpulDkLOMwuh9sRrJAAABfBkuJw5MiRkqTo6GjdfPPN5d578803rQjBr1ymq9IBv5LoxgYA8JvTp08HO4SL5qtbqc2w6ax5NlghAQAugqXnHD7++OMXdK22c7orLCtl5hAAEGBHjx7VN9984/1TG3lmCCuuriE/AkBosGTm8N1339XatWt1+PBh3XPPPd7rp06dkt1efQiHDh3S7bffru+++05hYWFKS0vT9OnTdeLECU2YMEE5OTlq06aNli1bppiYmED/KpJ+7FZqr1wcsqcCAOBvK1eu1KxZs/Ttt98qNjZW//3vf9WpUyd9/vnnVd5TVe4MNM/e+4odvSkOASA0WDJz2LJlSyUlJSkqKko9e/b0/hk1apTef//9au+12+3685//rP/85z/69NNPtWjRIn3xxRdKT09XSkqK9u/fr5SUFKWnp1vxq0gqHRllzyEAwAoPP/ywPv30U/30pz/VwYMHtX79el1//fXV3lNV7gw0Tx4se5RFeFg4DdsAIERYMnPYrVs3devWTbfeeqtM09TevXtlGIY6dOigiIiIau+Nj49XfHy8pNLN+Z06ddLhw4e1YsUKbdy4UZKUmpqq/v3764knngj0ryLpxz2HBnsOAQCBFx4e7j343u12Kzk5WXPmzKn2nqpy589+9rOAxupZQRMedq4hjc1g5hAAQoUlxaHHunXrNGXKFF199dUyTVMHDx7USy+9pBtvvPGC7s/JydHOnTvVp08fHTlyxJv44uPjdfTo0UCGXg7dSgEAVmnSpInOnDmjG264QbfddptiY2PPuyWjrLK5M9A8g6RlZw7ZcwgAocPS4vDee+9Vdna22rVrJ0n66quvNHz48AsqDs+cOaOxY8fq2WefVaNGjS74mYsXL9bixYslSceOHbu0wCuoqlspy2YAAP62YsUK1atXT/Pnz9fSpUt18uRJPfLIIxd07/lyp79zpKchTdkcaQ+zs7IGAEKEpd1KY2NjvYWhJLVt21axsbHnvc/hcGjs2LG67bbbdNNNN0mS4uLilJeXJ0nKy8ur8nPS0tK0bds2bdu2TS1atPDDb1G5W6ln+QwjowAAfzlw4IA2bdqk+vXrKywsTHa7Xampqerevbvy8/PPe7+v3FmRv3OkZ1lp2dU1NsNGwzYACBGWFoedO3fWsGHD9OqrryozM1MjR45Ur169lJWVpaysLJ/3mKapyZMnq1OnTrr33nu910eNGqXMzExJUmZmpkaPHm3J7yD9WBxW6MTmuQ4AgD/MmDFDDRs2rHQ9OjpaM2bMqPbeqnJnoHnyYKWZQ/IjAIQES5eVFhcXKy4uTh999JEkqUWLFjpx4oRWrVolwzB8jmxu2rRJr732mrp27aru3btLkh577DHNnTtX48ePV0ZGhn7yk5/ozTfftOz3YM8hACDQcnJylJiYWOl6UlKScnJyqr23qtw5bNiwQITq5T3KwmBZqS9rvl6jBTsW6LuC73RF/Ss0vcd0DW87PNhhAYCXpcXhK6+8ctH39O3bV6Zp+nxv/fr1NQ3pklTVrZQ9hwAAfykuLq7yvaKiomrvrS53BpLPmUODmUOptDCct3meil2l/7vmFeRp7j/nau4/5yq+frymN++j4Tvflk7mSo0TpJRHpMTxQY4aQF1j6bLSL7/8UikpKerSpYskaffu3frjH/9oZQh+UXFZKTOHAAB/69Wrl5YsWVLpekZGhnr27BmEiM7PV7dSWxhHWUjSgh0LvIVhRXkFeZp38G2tcR6XZEonD0mr7pF2L7M2SAB1nqUzh7/97W/11FNPacqUKZKkxMRE3XrrrXrooYesDKPGKhaHnoY0zBwCAPzl2Wef1ZgxY7R06VJvMbht2zaVlJTo7bffDnJ0vlW155D8KH1X8F217xeHGVoQ00TDCwpLLziKpPWPMnsIwFKWFoeFhYXq3bt3+QAu4qym2sJpOsuPiho0pAEA+FdcXJw2b96s7Oxs7dmzR5I0fPhwDRgwIMiRVc3TlbTislK36ZbbdCvMsHTBUq1yRf0rlFeQV+3PfGe3lb9wMjeAEQFAZZZWZs2bN9dXX30lwzAkScuXL/ceZB8qTNNkWSkAwDLJyclKTk4OdhgXpKqZQ6m0cAyz1d3icHqP6XrwXw9WO4t6hbPCe40TAhwVAJRnaXG4aNEipaWlae/evWrVqpWuuuoqvf7661aGUGNu0y2pwhlOHGUBAIDPPYee4tDhdijcFh6UuGqD4W2Ha8nuJfrm9DdyuB2V3o9yuzX9hzLnV4bXK21KAwAWsrQ4bNu2rT788EMVFBTI7Xb7PL+ptvMkPs8+Q+lcy272VAAA6jJfM4d09C5lmqaOFx/XqKtHad5187Tm6zV6ZvszOlp4VI3s9fXAt/89t9+wcWu6lQIICkvXdzzwwAPKz89X/fr11bBhQ/3www8h14zGu5+izFEWhmHIZtCNDQBQt3kKQF8zh3U9Rx4pPKL8s/nq0LSDpNKZxA/Hfah69noaVf+q0sKw9c+lpldLM/dQGAIICkuLw3fffVdNmjTxvo6JidHatWutDKHGPEtByi4rlX485LeOJz4AQN3mdDtlN+ze3gJSmT2HdXzm8MsfvpQkdWza0XvNMAwlNExQbv5XUmxnqVUP6cyRYIUIANYWhy6XS2fPnvW+LioqKvc6FHiSW9klM1LpKKlnySkAAHWRy+2qlB+ZOSy198ReSdJPY35a7nrr6HgdcpyS2g+UGl4hlZyRzp4ORogAYO2ew4kTJyolJUWTJk2SYRh6+eWXlZqaamUINeZJbmWXzEjMHAIA4HA7Kq2s4binUntP7FXrhq1VP7x+ueutXW5tstvkbjdQYad/PAvx9BEpMvT6MgAIfZYWh7Nnz1ZiYqI+/PBDmaaphx9+WEOGDLEyhBrz7Dks25BG+vGQX3fdXjIDAKjbXCYzh1XZd2JfuSWlHq1PHdXZsDAda3614kyz9OLpPKl5O4sjBACLl5UWFBRo8ODBevrpp5WWlqazZ8/K4ajczrk2884cVtxzaNhZVgoAqNOcbmellTUc9yQVOAr0zelv1CGmw7mLu5dJ87uo9df/kiQd+vf/JzX88exn9h0CCBJLi8MbbrhBxcXFOnz4sAYOHKhXXnlFv/nNb6wMocY8BWDZbqVSafKry4kPAABfM4fhRrj3vbqqUjOa3cukVfdIJw+ptaP03w6H/m+R9M3m0vdP5wUjTACwtjg0TVPR0dHKysrS3XffrbfffltffPGFlSHUWJUzh+w5BADUcZ5upWWxrLR0Sakk7zEWWv+o5CiSJMU7nbKbpg6FuaWPn5bCoyXP3kMAsJjlxeEnn3yipUuXavjw4ZIkpzO0kkV13Urr8qgoAAAOt6NyfvQsK63DWy/2ntirJpFNFBcdV3rhZK73PbtKC8RDdnvp9QZxFIcAgsbS4vDZZ5/V448/rjFjxqhz5876+uuvlZycbGUINeYZ+fQ1MlqXR0UBAHC5XT5X1kjMHHaI6XDu/MfGCeXeb+1w6lC4vfR6w3j2HAIIGkuLw379+mnlypWaM2eOJKlt27ZauHChlSHUmLc49NGNjW6lAIC6zOl2+lxZI6nO5kin26n9+fvPLSmVpJRHpDJdz1s7nToUHl56vWEcew4BBI2lR1kkJyefGzUrY8OGDVaGUSPVdSt1mKHVeRUAAH9yma5KK2s8Rz/VxZnDNV+v0Z+3/VlnXWe18quVKjx9hT7Y0krf5tfX5qjGig07KZvbqdb2BjoVZuhkhyFq/O1OOfZ9oP7pG/RtfpFaNqmn3w3poF9e0yrYvw6AOsDS4vDpp5/2fl9cXKy33npLdrulIdSYd8+hj26ldXVUFAAAqfqZw7q253DN12s0b/M8FbuKJUn5Z/P15n/nq9h9k9oYVyhe3+vRs7/Wy64bFVu8X4rO0KHTh3ToVD11cRYo/8wJmaqnw/lFuj/r35JEgQgg4CytzHr27Fnu9fXXX69+/fpZGUKNVbestC6OigIA4OE0K59zWFf3HC7YscBbGHoYYQ5FtnhfIwp+KrdpaI2rjyTp+/yGqt9Uyvr3ZzL3O9VFUqyRr4NmPUlSkcOlp97fR3EIIOAsLQ5PnDjh/d7tdmv79u367rvQ6shVZXFo2FXiLglGSAAA1Ao+Zw493UrrSnG4e5m0/lF9FyPJx1YaIzxfI22faKvZQUfUVJLkLin9unT7TvUsaCFFSLHK10HFe+87nF+kq+auYZkpgICyfObQMAyZpim73a6rrrpKGRkZVoZQY55lMb5GRgudhcEICQCAWsHldinSHlnumqdYvGyPe/qxGNTJXKlejFRyRnKV6IqGLZUXXvmfWXFOt34adlg/mPU1KuxfWunuK5kRcjsaygj/XkfMn5b+nPGDZJa/15RYZgogoCwtDg8ePGjl4wKiqplDW5it7oyKAgDgg9PtVP2w+uWuefboX5Y5cvcyadU93gPtVXRuhdRv80/q0eZNy80eRrnduveH0p+JMQqUHv5XySGtdPeV29FMRvgJHTObSJJaGD9U+ViWmQIIFEuOsti6dWu55aN/+9vfNHr0aN1zzz3llpqGAk/TGV/dSuvaZnsAAMpymS6FG+Hlrl3Wew7XP3quMKzAM2vYwumUYZqKdbg17/sTGl5wbpVRtFGi2fZlkiSzpKnCIo7rlKJVZEYozsiv9tHf5vt+LgDUhCXF4ZQpUxQRESFJ+vjjjzV37lzdfvvtaty4sdLS0s57/x133KHY2Fh16dLFe+3EiRMaNGiQ2rdvr0GDBumHH6oeYfMnTwHoK/nRrRQAUFv4yp2B5nA7Kg+eeorDy3EA9WRupUtr6kdrYOuWWtK4kaJMU7NO5Ouzg4f04aHccoWhR0vjuGyGIYWVKCz8lBp0vF+/P91cPd79TGvfuU+vrfuT+h/aXvm+JvUC8isBqNssKQ5dLpeaNi3dbP2Pf/xDaWlpGjt2rP7f//t/OnDgwHnv/81vfqP33nuv3LX09HSlpKRo//79SklJUXp6ekBir6iqmUOWlQIAahNfuTPQXKaryqMsQnkA9Z2dh3V9+gZdNXeNrk/foHd2Hi59o3FCuZ9bUz9a85o31RG7XTIMFYeFaV7zplrbINpXbxpJUliTBN0+6LjsDf4jSer7hUu3fCDVL3DLkNS84AdN37W8UoF4OL+ofCwA4AeWFYdOZ2nhtH79eg0YMMD7nud6dW644QZvcemxYsUKpaamSpJSU1P1zjvv+DHiqjncpQfdV0x+4WHhl+9mewBAyPGVOwPN6b78jrJ4Z+dh3Z/1bx3OLyrXEOadnYellEckW4T3ZxfENFFxWPl/WhWHhWlBTBPfHx5eT0p5RJtOvCYjrPTfELduNBVV4a8qyuXQ5L2VC/1ysQCAH1hSHN5yyy3q16+fRo8erXr16ukXv/iFJOnAgQNq3LjxJX3mkSNHFB9f2uI5Pj5eR48e9Vu81fEUgL5GRj2FIwAAdZHLXXnmMNS7lT71/j4VOcrH7mkIo8Tx0k+ulWRIMvSd3ebzM8peL21AakiNW0sjF0qJ4/VdwXe6/nOXFi1yqvkp33E0K/xBrXwsJfXGAgB+YEm30gcffFApKSnKy8vT4MGDZfy4tsLtduu5554L6LMXL16sxYsXS5KOHTtW48/zjHz6GhkN1VFRAPj/27v3+KjKO/HjnzMzuYdJyI0kBI1YLiEQINxEuSkK1gje8IJa7SJFXNtG3ULBa2rr2rW7SnTVauuu/OoKpawXMKBQWMACyr2IAlIxGsgEQsIkYZIhczm/PyYzmWQuyUAmk5l8369XXpBzZs48Z5LM93zP83yfR/ROwYiRvpLDcL2B6m3iF51+P8bUTyhY/giZdigeOI6i+zaStHIyxvOtE8lc9aWNu7eopNXDsfgMMgoaiMpLJv6XR9ocr+hYH+5YV+vRY+jurF5LpbGJaRV7+fFX60lvMlIdl8zn/fKYcOowh5fXocvKIuPRR0iaNavLzl8I0bt021IWV1xxhce2wYMHX/Dx+vXrh8FgICsrC4PBQEZGhtfHLViwwDXpzdixYy/49ZycNRNRmrYT0mgVbdjeFRVCCNE7dXWMtKpW19IVTuFec5idHMdJtwRRp99PbNZ7KBoLKmDQwBK1iiXLRwCgoKCictWXNh5c1zpE1Nqow7A7maxxt3m8xtxtdqL8JIZ2QNdso+yDX6DSOuyrX5ORWeU7cZYzWisrMTz1NIAkiEKIC9Itw0qDYfbs2SxfvhyA5cuXc9NNN3XL6zpnW/M2G5v0HAohhOjNrHar54RtLclhuM5WumjmEKK1rZdLMemfoGh894JqFA3JMcleawdVm0Llax9yOG8Yx66ZTt3atQBEVdd5PZYKmLWOizV9k2PwavsLt/bz3KhmM6dfWtapcxNCiPbCIjmcO3cuEydO5OjRo+Tk5PDWW2+xZMkSNm7cyKBBg9i4cSNLlizplrY4E8D2d0ZlKQshhBA9ibfYGWzehpUqiuJYCzhMb6DePLo/UwenAS2VhVH+1x+0qTbqTAqpPmoHsdlAVbFWVlK5aDGHh+b5PNYZPTQkBN5mq8EAQN3atRy7ZrpHMiqEEL5027DSi7FixQqv2zdt2tTNLWlNDjVK27xaeg69KzteRum+UqpMVWQmZFJcWEzRwKJQN0sIISKer9gZTDbV5nHzFML/Bmpdk5WRA5L58OGrGPf/fseYQ6e5e4tKaj3U6OHdaQrb81t7TO3as1THJdOvyX8i6aKqHpuadbBimsJP13ju6/hwKkeumAgmE6rF0cvpTEYrFy1Gl50ttYlCCK/CouewJ3Gu4aS0W7BIq2ixqlZULx/wvVXZ8TJKdpRgMBlQUTGYDJTsKKHseFmomyaEECIIvPUcgiM5DNcJacwWGwcqjIzP7QvAfMMPeHCdSnq94yIqvR4eXOeoMXRSLcksz7see6AvptWCoqDLziJ3wjlev/ZWavT+n+LtqkMBVKPRlRi256xNlJ5EIUR7khwGyGr3LLaH8J+qOxhK95VitpnbbDPbzJTuKw1Ri4QQQgSLqqrYVJtHzSE46vTDLj4eXAUvDSfmuVQ2a3/KbM12AEa8t8tzHUKrY31CANUexfnqmWhwXGQZoxMcSaLW+zIXbdjt5B3+ikHLFpJ0qQl2vML6SWBud9lhx5EUnu6joWzwIE7FJXtNEv2R2kQhhDdhMay0J/F3VxRaehblbQWgylQV0HYhhBDhyznhjNcbqOFWc3hwFaz9OViaUIC/92mktPIlDMtfZmWd9/NIq4f//E87u7JyGF9RRnqTEYui5Y3hszlWMIl1+SYMTz2NajZ7fT6ALiur9bVbhuFOyjLy39cnM2cbXoexauzf06+6kX7/pcFzehr/rJWVHM4bJktgCCFcJIsJkLeZ2KA1GFrtVmK0Md3drB7DvcZQ9XEfMzMhs5tbJYQQIticNYUR0XO46VmwOJavKEuIpyQtBbPGMdiqRu8YStqeAmQ02ClqOOZK0aJUG8V/X03txFySZt0HwOmXlmGtrARFaVNrqMTGkvHoI7Bpqeu1AYpMjdAPfvNgMoaWYafu7Bob76RomRhvxdp4AZd1LZPjyBIYQgiQYaUB81Vs7wyGYXVntIu1rzH0JlYbS3FhcTe3TAghRLA541/7dYCd28IqPtadcP23tG+yKzEE+GCi4ncIZ/u+u1ibhUvedyy9lTRrFoM2byLvyGGyX/g3dNnZLTWG2WT9+llHYub22k5FpkY2VBg85jtwqtJpyShoQNG2rXJsVjTURcdjhw7rH1WzmcpFi2VWUyF6Oek5DJDPnkNNa89hb+WtxhAcM7vaVTsJugSemviUzFYqhBARyNkz6FzX0J1W0YZXfOyTCQ2O5SCqdO3WNbY5lrmvTYSUcyqdGcrpXFrCXdKsWd576ZJyoK7C6/ZMm4pB6/l6mVYbSblN7I+JJmp/Asn1cFYP/zfyUt5KfRiAaRV7+fFX68loMvptsbWyksqlj3PquX/FVlcnQ06F6GWk5zBAVrvV611RZzAMq2EzXcxXLaGqqkzNmUofRcsNH/4SSpLhpeGOugohhBARwTkbqa+6/LBKDlMGunoHM61t4/qUQ3aOZ8KvFoIuvnMxX5eV1fnXnv40RMW13RYVB9Ofprimllh72z7AaLud4rNGyhLiWXRFHxY+rOOupToeeljHmiu/Y3zSSgC2DBjDj2c+yQ03/zvV8X39t8FqxWY0eqzHKL2KQkQ+SQ4DZFWtXu+KOhPGsAp+XcxXLWFmQibXaZKostRzqOkUoDruiq79uSSIQggRIZw1h96SQ62m5/cc1r36BMfG5nF46FCOvXKMDwz9mZ6Tg8Gt57D/GZXLq2DnMIXis0avQznbc9USdlbBHTDrZUgaACiOf2e9DAV3UKRLoeRMLVkWK4qqoqgql1qsFJkaPYa/Apg1GmrS93m8xH/lXY9Z63mjuyOyBIYQkU+SwwD5mq3UOdQ0nBf5vVjFhcVEa6PbbHPWGE77+4foVJWNCfGtOy1NjqJ/IYQQYc85W6m3G6g6RdejR9bUvfoEhtf+F+s5AAVro47LtqsM+lptnQBGVZlyyI5NgUmZDRTZY0nKNZM1VYsuLclVO5g89y7vtYSBKLgDHj0EJUbHvwV3OLZPf5qiZpUNJyo5WF7Bo2eNHIuJZtolbZNYd9U6heMxd/O36J8zW/M3wNGLWDpqzgUvgVG5ZCmH84ZJT6IQEUhqDgNks3tfw8k5SY1FDc9FfrtC0cAidhl28d4/3kNBITMhk+LCYkeNofEeJsSksTEhjkfPutU7eCm8F0IIEX789Rz29GGlp//7PVRb20q8mJa1C7fnw1Vf2rh7i0paPWi0MDH1Pnj4OQCSWr66hTNJ3PQs1J0gOToZgBqt73v9CjDqsgFkWm0srH0HjLDGPgn9pU384PLTJHxvomp3MtgCWAbD5vhZt5/ltG7tWsdsrAaD1CoKEaYkOQyQVbX6na20N/ccAkRpo0iISmDH3B1oFLdglZRDP+s5tsfHMTLXEaSKzxop0qWGrrFCCCG6jDP585kcqj03ObScU1G8TNOSWu9IDB9cp7oWvldtYPjDOrjkitAkPgV3uJLE11fPAJPnZDfu7C09n4YoHc9kJEHGWtKsm+jbeIZ58TFUDYzj2lQbt3wKKfXQGKcQb9GgsXbuesY5y6nhuX8Fk3hvE7MAABx3SURBVAnV4rhJLstjCBGeZFhpgGx2m8/AB7275hDgSO0RhvQd0jYxBMoKiihLTABAVRQMUTpK0lIpG31LKJophBCiizmTv3DqOSw7XsaM1TM4o/fea6Yq8PM1rYmha7vZzOmXlnVDC/3zNREcqopG9TJgVFFAUTgf1cR7+ngMUTpURWFjgY5/bpnIZt4jWl6/QcGSkdz6nE5QjUZXYuja1kPeJyFE50lyGCBfNYfOCWl6ck1FsNnsNr4++zV5qXke+0qrtnLeo1Be4fHv11CwvIAZq2dQdrysu5oqhBCiizmTP19LWfSEkTV1a9dy7JrpHM4bxsEpE1n/+yUYTAbenaZgb5cDqYBW9b1QhbflKbqbr4ngshKzO64l9JP0bc2Hx+6rY8idlSRNaESXYAf8vBl+WCsrPWoT3X8OUrcoRM8iw0oDZFV9TEjTEgx74p3R7vJ9w/c0WZsY0ndI68aDq+CvJVSlaLwGIrvqmOXNYDJQsqMEQNZBFEKIMNRTaw4/2H+S331ylMFf/I1HDvyZaJsj7kSdNvLAOrCiUJmiQaPaOBcD8ecdPYbaDrKrgJanCJLiwmJKdpS0WWPYORFc6WfPY7DUXfCxT+k0jlrFATaK840UmRqpK4/jxO5kNIHUJ9Ju7USj0XE90NKzKcNPhehZpOcwQFa796UsZFipY0gp0NpzeHCVY7mK+pMe60R5Y7aZWfLpEulFFEKIMOQaVuqlLj9Us5V+sP8kS9/7gpPGJhYc+V9XYugU2zLpzKxddhqj4eF/1nLXUh1KB4lhwMtTBEnRwCJKriwhKyELBYWshCxKriyhaGARxVcsJVYJfLkKF0VxlYEsSU9lRO4Aiian8PoNGqr1BDzLqWvtRHAlhk4yA6oQPYf0HAbIV82hq+cwwIL7suNllO4rpcpU1XZ2zzB0pPYIOo2Oy5Mud2zY9KxjuQqg+KyRkrQUjzWYvJFeRCGECD8dTUhjsXf/bN6/++QoD337DjO+2oO90XtvV1o9pH2l0hQNhd/Y2T5Mw5k+GjIavK9fqMvO7lGzcBYNLPIaK53bSveVYjhX6djoPoJHVTtdT+h8XJ1Oy9bhsHW450Q9ABYFmmKhT9MFjECVGVCF6BGk5zBAvmYrvZCew7LjZZTsKMFgMqCiupKicO01O1J7hEHJg4hyLqzrtkxFkamxzcK9Hf3imW1mSveVBq+xQgghupSr5tDLck9ajbbbRta8/JfHmP7HfAreHs6k0w9z9YE9qI3e5iJ1UFq+4pth4TqV53da+HDUj7BHx7R9XGws2b97gUGbN4VNclI0sIgNczbwReHT/La2wRWDsyxW7jzXRFaUYxEOvdVGss2GoqoevXq+bM/X8sYNCtV6sAPVenhtlsL8R3Sc0V9cu50zoB65YiKGx5/AWlkJquoYnrpoMYeH5kkPoxBBIj2HAfI1IY1zWyAF96X7StvUCUBrUhRuPWaqqnKk9ghTcqa0bkzKgboK17dFpkaKTI2QNICyUTdRUv6+357Eqg6m5xZCCNFzdNRz2B3DSl/+y2P86dwnmKMcsaXob6Czdr4PK8YKl/09iRc/W0Ld2vzI6bEquIMioKhlfUSScmD6864lMXaveYMB+35HhnqGGQOyORXlmeB7sz1fy/Z8z+3vTlM8ehUvhOochuqF9DAKERySHAbIard6vSt6IT2Hvqag9jk1dQ9W3VRNrbmWoSlDWzdOfBg+XtL2gVFxMP1pii6bAnveojT7UgyWc16HtmTaAq5oEEIIESLO5M/rWsBK4D2HgZRdrHryTrI3HGR6PUyIBRQ7iX6GNjqji7f9mrpzgCPhiKjkwm19xPbGzX4QZj8IwKPHy3j60ydp5sIzu+35WsDG3VtUUuvhXCzEWSDK7f6AHcf7b+/E5D++OGsVKxctRqX152mtrOTkosVULlqMLjubxKlTOLd1G1aDASUpCQ1gq6uTJFIILyQ5DJBN7bqaw8yETAxeesd8TU3dk7kmo0lxW8aiqeWOX58saKhquVP5tCs4FWn6UnT8OGWxWo96xChVpbim1vHNwVWO+kXX3c6nfQY4IYQQoeGv5zBKExXQyBpn2YVzdE37WvT/+u0v+cF7H5Fab+dcLAx1Szz0Zh8HdXNG76irSa333NcTZiENpTa1il6uUXR2O4mqilHjfRZyp/a9ild92Zos1ugdvYvb87VeaxcD0lKr2L4l7oni2RUrXd+rRiM2t33+eh/dk0pJJEVvIclhgLpyttKFBQt5ZuczbbY5p6AON4drDgMwuO9gxwa7HQ78Dwy8Gu77wPMJB1eB6RTYrRSZHJtK+yZTpdOiU1XswIspSSx9eziZVhvFViNFqI5hqmt/7niCJIhCCNFjOG+O+oqRgdw8Ld1XypiDpnbJhInH7Y+z9veL2iQTnUkG3Zl1sH56AkuufAbDU0+jmlsP0FNmIQ0190lu2vTgRukprqqgqN5IWUK8x41dnd1Oggp1GsUjcfQ1BNW9lzGt/oKWUuyQv2OqZjMVixdzYtFiV/0peCaVzt7Ik4sWc0av4ezIUQz7psprb6T0VIpwJslhgGx2m2vBe3fOYTSB1FTE6BzF7qmxqdSYa4jSRLmmoA4nZVue4o/l7wNw6ztXUDzwFooGXO1I5K4t8f6kTc+CWyLtqkcE3tb34T9Skjmtc7ynzmm0l6SnkmW1MaWxkW27n6Fq37Nk2nG83rRfB/MUhRBCdMBfz6GvYaXte2q+v+V+njblMKLmBA+ub00A0+vhwXUqYOHuLYH3MqktXzV6WD0tipk/+RVJLbFW6tT885gNtWU0T1HdCSxaM/+pj+G0TkO6VeVK7VQ2n56D2b6DhKzV2DRu10R+Zkd1Jo7eehGbFTDH4homHIzk0dewVl+9ken1dtI+3ecaeNu+N9JfT+X3ixdjfmox8WbHcFsUx7nV6DVU5F9C7lcVJNfZaIyDOBW0ZhVdokLNsBRsR2pJrofGWIjTRqNttHj83krtpbhYkhwGyKp2Xc/hum/X0S++HxvmbOCPX/yRV/a/QmFGYZe1NWjchnmW9U2nRB/tunNo0ELJt++h7vojN6Dw/q5/8GLZZiqNTSTFRaEoYGy08E3sCa8zlqoqvKvv4xlAWr43ROn4s9t+gxaWlL/PkrffJ6tdoli25SlKj79PlQZJIoUQIsicw0Z91eW3j491a9e26bmzVlaS8drzLIuBBLPnhXmsFX66VkVzAfVpZ5O0PPTPGo/axYirK+wObrWLN7d8uXNE2WsoOz66Tc3olNhstp3eg8EZ/L0kiu1rFd2Hn0LboanqRdQqdgV/Saq/fToVEls6q917vdPr7aTtLHc9N7Gp9WjWc6DfVdu6zwzQDHgmnO17P9sno4oCCU1wVg/lA5O55Hi9a3g2agyJ589Tm9CX2sLLSDv4d5LrbNQmafhgejwbh5wnMyGTG9Xh3PHlGjLUak4r6VQULnLUrYqIIMlhgHzNVuoMhp1NDo1mIztO7uBHw36ERtHww8t+yCv7X2F9+XrmDZ/XpW3urA/2n+R3nxyl0thEWuaXxGR8Qr2l2hFM0yZQtP99qKugLCGB0r5JVPXNaSkmb/sxaNZoeDklmRsbG/nh9//BVst8TjIJY1PrGleV9lRyNGc82nBSTaNK18Esab4SRy08+e17PH/8PceQFgCt5756jUKG1c5P689zc32No45x0Aw4tkHqGoUQ4gI541+UJqpN74UlNZ3vCvthGt3MVb/dzNNn/kLu5v/D3gjtL6PdL5y9uZBkQImNZfiTz3JQksBu5Wv9RWg7VFUfrcfU3IAVx7qSHsNP3ZbWcN/nrZfROckNtP3NUglOj2NX64qE098+92Q0tR5SDhhdx3XsOw9AmuksqZ+ede1Lq7Mz771zPACc0Vewb2AF/zgeRU19tiPh/HAZXy5exlk9nMyNpX+5mb71nsloKPc1xkKsqqI7D5p4+PZyPYnfNXh93omJGUzre5IMtZqPqzLR79fRt96OMUmLdtJ4Uvd/F9FDhhVV7eSCNj3Uxx9/THFxMTabjfnz57NkyRKfjx07dix79uy5qNeb8D8TuG3wbSwet7jN9lpzLVP/PJWl45dyd97dHR7nL1//hWd3PsuqG1eRl+qYxOWesns4bzvP6tmrL6qNnebWA9gYl8lvlAF8nlLJaZ3CVV/auXtr6527fQNh7HFcf0StwyBgzw9g7D9wzUjm3BcdbyUxy0ydIQFbo0JDVBwoCn2aGzHFxZGZXcN5QzTWRi1KlB1FUbA1a6jVwy4fx/T3ehe6z6iH2gEWUiqiSO6iDyV/j6vVw/tT4K/DtaRbVfLsGRzWnKZap9DHpqIoUK9RPPalW1VuSprJz29/0ePnV5ae46jZtNR3OKufEL1FV3zmh7NA4iNc/Pu16ugqfv3Zr1mfuJT6kudRLK1X7c4LDVMsxDWraO1de6luaRl6mNDkeI0YTRTRTdaIumCLZG2SRU0sirWROsUx6mekksk+m8EjRvaxqYw+rHLHNrdexqkK2/M1Htcwey6Hsd94xv+Oeh/DJansbv7el0jY5/550n4os7/nWRUwx+C1lzYYyW/ljALu+M2ffbTGP3+f92GdHNpsNgYPHszGjRvJyclh3LhxrFixgmHDhnl9/EUHvifvJHPDQVK93IH4x+V96PPdOdcHT2d+sDV6aLy0D5d9U4+9EZpiwKJRSAzBHZbalgRw9HHHh2cgfwz+Pzx97+1JHwTB2Ofvcc67m2f8BC1/Ac2oh5pLrKR+r3MltO7P29vyvJQedudO9sm+QPYFM/hFukDjI1zc+7XqyTvJ2nCQlG4e7qfi+D05P8bMNQ/9m4z4iHDuI5yyk+O4pt9qdti2Uq1zjAhacLaJOefOsjqxL2/2jXPVQmabkqlMMHJa1xKJW0Yc+et9bB+fu+66SPRGwbjOPK+Dr2++sBgZscnhzp07KSkp4ZNPPgHg+eefB2Dp0qVeH3+xgW/wBweJ8TFqtCclJcFOdETX6kk/Z9kn+3ravmAFv0gXaHyEC3+/OoqPF0sFFEV1ZJ3t6OKtDPpRjJQCCL/ck8pJqX+hsu9u14ic2V8mMmZ7vdeRPc6kslqncO0XNm79FNfj3G+od/bGrrf1Ht3JNZoIVI0eJu06HPDz/H3eh3XN4cmTJxkwYIDr+5ycHD7//POgvFb2Bv+Bz98fbCTsE8HTk37Osk/29bR9MVbH5y+/8fMk4aEnxcfOUIEGLxfO53VgvMrE6PPNGHYnodpapzJTo3Rk/OoFkCGjogM3j+7PzaP7t3znv+Ristv/nUllg7EJfd9dFN72Z+KbHOs2H0sezK9sR32WhJRN914ucu3+OCbvNnmMnPBW4tJmRFBLeU9KJxJOZ++nt78pd5KMhr++XtZqvVhhnRx66/RU2k1W8uabb/Lmm28CUF1dfcGvFYw3XwghRMfk8zdwnYmP0DUx8mJ/PmYdvHGDY0bKKV9YuWub4wLYqAfLOBvT0usdE4WNu4nT//uZTNEvuo1nUvkr1755LV8dcU8w+yTHkTd/CJNebTmm29wBJOXwTfIUEr7bRIZ6hncTM3i5bzKNuiY0tr6M7jOX1ceHBNz76b6vfTLqrzzFfa6JrhpSGy77/OlpSfNZfdcfM6yTw5ycHCoqKlzfnzhxguzs7DaPWbBgAQsWLAAcXagX6qzeMTygt+pJd5d60gfIhdYcCiE6LxjBL9J1Jj5C18RIX/HRpoBGdXz6uX/+ua9b55pEZJiGDIudIRN+yOR/f9Hr6yQBSQ9fUBOFCJm2CWY7bsuCAFzutuveli/vOt/76Ve7pclKE6Op0ipk2uEuZTA/+O4gGeoZDN8lce5gLPZGBU08lA+/hMSjlSTX2XpUnXpH+zozN4O/ntgaP8OJgzVkuKOaw8oZBR39lAMW1snhuHHjOHbsGN9++y39+/dn5cqVvPvuu0F5rcoZBST2sppDFRUFx4Q7hwf3J+V4lde1cM6MGEfaF7tJMZ3lXHQ88dE6dKYGdFlZJE6dwrmt27xO+RvKfeb4GJrt50lsUqnRa/h6cH8Gf33SdX7BnK20t92Bk32y72L2BSv4RbpQx8fzOjh1VTPXZdawsSqVxP3RJLf0Bh4rupx385td698VFxbze5ldWYju55acFuE75Wyf2g4JZpuCxH1GXOfnzmQfnztb3nqWqDdXkVxn46xeQ/1oK9dnnuK0ksbefnn86trjXocM++ql7YmzlfoT1hPSAKxbt45HHnkEm83GvHnzeOKJJ3w+titmK83ecDDg9VL8/WDPuc1Wao1WMWs0xJtDcRdFw9mRoxj2TZUM2Qky9/W/Aklom2O1NKtW1+9H+8Vr41SVqIv8fZR9sq8n7ZPZSi9OIPERLn7SNmd8DOZFixBCiIsXsbOVBqq3XygIIURvIp/5gZH3Swghegd/n/car1uFEEIIIYQQQvQqkhwKIYQQQgghhJDkUAghhBBCCCGEJIdCCCGEEEIIIZDkUAghhBBCCCEEvWy20rS0NHJzcy/6ONXV1aSnp198g3qw3nCOIOcZSXrDOYKcZyDKy8s5c+ZMF7Uo8nVFjJTfz8jSG86zN5wjyHlGkmDHx16VHHaV3jDdd284R5DzjCS94RxBzlP0bL3l5ybnGTl6wzmCnGckCfY5yrBSIYQQQgghhBCSHAohhBBCCCGEAG1JSUlJqBsRjsaMGRPqJgRdbzhHkPOMJL3hHEHOU/RsveXnJucZOXrDOYKcZyQJ5jlKzaEQQgghhBBCCBlWKoQQQgghhBBCksOAzJs3j4yMDIYPHx7qpgRNRUUFV199NXl5eeTn51NaWhrqJgWF2Wxm/PjxjBw5kvz8fJ555plQNylobDYbo0eP5sYbbwx1U4ImNzeXESNGMGrUKMaOHRvq5gSN0Whkzpw5DB06lLy8PHbu3BnqJnWpo0ePMmrUKNeXXq9n2bJloW6W6ASJj5FD4mNkkfgYOborRsqw0gBs27aNxMRE7rvvPg4dOhTq5gSFwWDAYDBQWFhIQ0MDY8aM4YMPPmDYsGGhblqXUlUVk8lEYmIiFouFSZMmUVpayhVXXBHqpnW5F198kT179lBfX89HH30U6uYERW5uLnv27CEtLS3UTQmq+++/n8mTJzN//nyam5tpbGwkOTk51M0KCpvNRv/+/fn888+59NJLQ90c0QGJj5FD4mNkkfgYmYIZI6XnMABTpkwhJSUl1M0IqqysLAoLCwHo06cPeXl5nDx5MsSt6nqKopCYmAiAxWLBYrGgKEqIW9X1Tpw4QVlZGfPnzw91U8RFqq+vZ9u2bTzwwAMAREdHR3Tg27RpE5dffrkkhmFC4mPkkPgowk1vi48Q3BgpyaHwqby8nP379zNhwoRQNyUobDYbo0aNIiMjg+uuuy4iz/ORRx7hhRdeQKOJ7D91RVGYMWMGY8aM4c033wx1c4Li+PHjpKen80//9E+MHj2a+fPnYzKZQt2soFm5ciVz584NdTOE8EriY/iT+Bg5elt8hODGyMj+ixAX7Ny5c9x2220sW7YMvV4f6uYEhVar5cCBA5w4cYJdu3ZF3FCojz76iIyMjF4xpfP27dvZt28f69ev59VXX2Xbtm2hblKXs1qt7Nu3j4ceeoj9+/eTkJDAb3/721A3Kyiam5tZs2YNt99+e6ibIoQHiY/hT+JjZOlN8RGCHyMlORQeLBYLt912G/fccw+33nprqJsTdMnJyUybNo2PP/441E3pUtu3b2fNmjXk5uZy1113sXnzZu69995QNysosrOzAcjIyOCWW25h165dIW5R18vJySEnJ8d1B3/OnDns27cvxK0KjvXr11NYWEi/fv1C3RQh2pD4GBkkPkaW3hQfIfgxUpJD0YaqqjzwwAPk5eXx2GOPhbo5QVNdXY3RaASgqamJv/71rwwdOjTErepazz//PCdOnKC8vJyVK1dyzTXX8M4774S6WV3OZDLR0NDg+v+GDRsicsbEzMxMBgwYwNGjRwFHvUGkTYThtGLFChlSKnociY+RQ+JjZOlN8RGCHyMlOQzA3LlzmThxIkePHiUnJ4e33nor1E3qctu3b+dPf/oTmzdvdk2Vu27dulA3q8sZDAauvvpqCgoKGDduHNddd11ET2UdyU6dOsWkSZMYOXIk48ePp6ioiOuvvz7UzQqKV155hXvuuYeCggIOHDjA448/HuomdbnGxkY2btzYK3plIonEx8gh8TFySHyMPN0RI2UpCyGEEEIIIYQQ0nMohBBCCCGEEEKSQyGEEEIIIYQQSHIohBBCCCGEEAJJDoUQQgghhBBCIMmhEEIIIYQQQghAF+oGCNEb1NTUMH36dACqqqrQarWkp6cDsGvXLqKjo0PZvDa2bNlCdHQ0V155ZaibIoQQoheQGClEzyHJoRDdIDU1lQMHDgBQUlJCYmIiv/jFL0LWHqvVik7n/c9/y5YtJCYmBhT4bDYbWq22q5onhBCiF5EYKUTPIcNKhQiRvXv3MnXqVMaMGcPMmTMxGAwATJs2jUcffZQpU6aQl5fH7t27ufXWWxk0aBBPPvkkAOXl5QwdOpT777+fgoIC5syZQ2NjY4fHffzxx5k6dSqlpaWsXbuWCRMmMHr0aK699lpOnTpFeXk5v//973nppZcYNWoUn376KT/+8Y9ZvXq1q92JiYmAI0BeffXV3H333YwYMQKbzcaiRYsYN24cBQUFvPHGG935dgohhIggEiOFCA1JDoUIAVVV+dnPfsbq1avZu3cv8+bN44knnnDtj46OZtu2bSxcuJCbbrqJV199lUOHDvH2229TU1MDwNGjR1mwYAEHDx5Er9fz2muvYbFY/B7XaDSydetW/uVf/oVJkybx2WefsX//fu666y5eeOEFcnNzWbhwIY8++igHDhxg8uTJfs9j165dPPfcc3z11Ve89dZbJCUlsXv3bnbv3s0f/vAHvv322+C8gUIIISKWxEghQkeGlQoRAufPn+fQoUNcd911gGPISVZWlmv/7NmzARgxYgT5+fmufQMHDqSiooLk5GQGDBjAVVddBcC9997Lyy+/zPXXX+/3uHfeeafr/ydOnODOO+/EYDDQ3NzMZZddFvB5jB8/3vW8DRs2cPDgQdcd1Lq6Oo4dO3ZBxxVCCNF7SYwUInQkORQiBFRVJT8/n507d3rdHxMTA4BGo3H93/m91WoFQFGUNs9RFKXD4yYkJLj+/7Of/YzHHnuM2bNns2XLFkpKSrw+R6fTYbfbXe1ubm72ejxVVXnllVeYOXOmr9MWQgghOiQxUojQkWGlQoRATEwM1dXVrgBlsVj48ssvAzrG999/73r+ihUrmDRpEkOGDOn0cevq6ujfvz8Ay5cvd23v06cPDQ0Nru9zc3PZu3cvAB9++CEWi8Xr8WbOnMnrr7/u2v/1119jMpkCOichhBBCYqQQoSPJoRAhoNFoWL16Nb/85S8ZOXIko0aNYseOHQEdIy8vj+XLl1NQUEBtbS0PPfQQ0dHRnT5uSUkJt99+O5MnTyYtLc21fdasWbz//vuuYvuf/OQnbN26lfHjx/P555+3uRPqbv78+QwbNozCwkKGDx/Ogw8+6LqDK4QQQnSWxEghQkdRVVUNdSOEEIEpLy/nxhtv5NChQ6FuihBCCNGjSIwU4sJJz6EQQgghhBBCCOk5FEIIIYQQQgghPYdCCCGEEEIIIZDkUAghhBBCCCEEkhwKIYQQQgghhECSQyGEEEIIIYQQSHIohBBCCCGEEAJJDoUQQgghhBBCAP8fhk1Ya6dsZvEAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "<Figure size 1080x720 with 4 Axes>" ] @@ -79,70 +87,146 @@ "for i in range(1,5):\n", " for j in range(len(datalist)):\n", " \n", - " axs[i].plot(scaling[0][0], scaling[j][i], 'o-', label = 'N = ' + str(seed[j].group(1)))\n", - " axs[i].set_xlabel('Temperature')\n", - " axs[i].set_ylabel(labels[i])\n", - " axs[i].legend()\n" + " axs[i-1].plot(scaling[0][0], scaling[j][i], 'o-', markersize = 4, label = 'L = ' + str(seed[j].group(1)))\n", + " axs[i-1].set_xlabel('Temperatura')\n", + " axs[i-1].set_ylabel(labels[i-1])\n", + " axs[i-1].legend()\n", + "\n", + "plt.savefig('figures/observables.pdf', format='pdf', dpi=1000,bbox_inches=\"tight\")" ] }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, + "execution_count": 21, + "metadata": { + "scrolled": false + }, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "['data_ising_10.csv',\n", - " 'data_ising_20.csv',\n", - " 'data_ising_30.csv',\n", - " 'data_ising_5.csv']" + "<Figure size 720x504 with 1 Axes>" ] }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ "# Cumulante de Binder\n", "\n", + "plt.figure (figsize = (10,7))\n", + "\n", "for i in range(len(datalist)): \n", - " plt.figure (figsize = (15,10))\n", - " plt.plot(T, scaling[i][5], 'o-', label = 'N = ' + str(seed[j].group(1)))\n", - " plt.legend()" + " \n", + " plt.plot(T, scaling[i][5], 'o-', markersize = 4, label = 'L = ' + str(seed[i].group(1)))\n", + " plt.xlabel('Temperatura')\n", + " plt.ylabel('Cumulante de Binder')\n", + " plt.legend()\n", + "\n", + "plt.savefig('figures/binder_cumulant.pdf', format='pdf', dpi=1000,bbox_inches=\"tight\")\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x504 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure (figsize = (10,7))\n", + "\n", + "for i in range(len(datalist)): \n", + " \n", + " plt.plot(T, scaling[i][5], 'o-', label = 'L = ' + str(seed[i].group(1)))\n", + " plt.xlim(2,2.5)\n", + " plt.ylim(0.6,0.7)\n", + " plt.xlabel('Temperatura')\n", + " plt.ylabel('Cumulante de Binder')\n", + " plt.legend()\n", + " \n", + "plt.savefig('figures/binder_cumulant_zoom.pdf', format='pdf', dpi=1000,bbox_inches=\"tight\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7fd95b1fcac0>" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x504 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Relación entre los cumulantes de Binder para el cálculo de la temperatura crÃtica\n", "\n", - "numeros = random.shuffle(list(range(0,len(datalist))))\n", + "numero = list(range(0,len(datalist)))\n", + "numeros = random.shuffle(numero)\n", + "\n", + "ratio_1 = scaling[numero[0]][5] / scaling[numero[1]][5] \n", + "ratio_2 = scaling[numero[2]][5] / scaling[numero[3]][5]\n", "\n", - "ratio_1 = scaling[numeros[0]][5] / scaling[numeros[1]][5] \n", - "ratio_2 = scaling[numeros[2]][5] / scaling[numeros[3]][5]\n", + "plt.figure (figsize = (10,7))\n", "\n", - "plt.plot(T, ratio_1, 'o-', label = 'U' + seed[numeros[0]].group(1) + '/U' + seed[numeros[1]].group(1))\n", - "plt.plot(T, ratio_2, 'o-', label = 'U' + seed[numeros[2]].group(1) + '/U' + seed[numeros[3]].group(1))\n", - "plt.legend" + "plt.plot(T, ratio_1, 'o-', label = 'U' + seed[numero[0]].group(1) + '/U' + seed[numero[1]].group(1))\n", + "plt.plot(T, ratio_2, 'o-', label = 'U' + seed[numero[2]].group(1) + '/U' + seed[numero[3]].group(1))\n", + "plt.xlabel('Temperatura')\n", + "plt.ylabel('$U_L/U_{L*}$')\n", + "plt.xlim(2,2.5)\n", + "plt.ylim(0,2)\n", + "plt.legend()\n", + "\n", + "plt.savefig('figures/binder_ratios.pdf', format='pdf', dpi=1000,bbox_inches=\"tight\")" ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "1" + "([30, 24, 22, 22], array([2.81818182, 2.45454545, 2.33333333, 2.33333333]))" ] }, - "execution_count": 32, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -154,26 +238,27 @@ "\n", "# Temperaturas de Curie\n", "\n", - "curie_temps = T[index_max_suscept]" + "curie_temps = T[index_max_suscept]\n", + "index_max_suscept, curie_temps" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ - "# Extrayemdo valores correspondientes a las temperaturas de curie\n", + "# Extrayendo valores correspondientes a las temperaturas de curie\n", "\n", - "c_energy = [scaling[i][1][index_max_suscept[i]] for i in len(datalist)]\n", - "c_magnet = [scaling[i][2][index_max_suscept[i]] for i in len(datalist)]\n", - "c_suscept = [scaling[i][3][index_max_suscept[i]] for i in len(datalist)]\n", - "c_sheat = [scaling[i][4][index_max_suscept[i]] for i in len(datalist)]" + "c_energy = [scaling[i][1][index_max_suscept[i]] for i in range(len(datalist))]\n", + "c_magnet = [scaling[i][2][index_max_suscept[i]] for i in range(len(datalist))]\n", + "c_suscept = [scaling[i][3][index_max_suscept[i]] for i in range(len(datalist))]\n", + "c_sheat = [scaling[i][4][index_max_suscept[i]] for i in range(len(datalist))]" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -188,50 +273,433 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ - "# Estimación del exponente crÃtico para magnetización \n", - "p0_m = [0.5,-2]\n", - "best_m, suss_m = leastsq(Errorlineal, p0_m, args=(np.log(Ns),np.log(c_magnet)))\n", + "# Estimación del exponente crÃtico para la magnetización \n", + "\n", + "p0_m = [-0.2,0.1]\n", + "best_m, suss_m = leastsq(Errorlineal, p0_m, args=(np.log(Ns)[:-1],np.log(c_magnet)[:-1]))\n", "\n", - "# Estimación del exponente crÃtico para susceptibilidad \n", - "p0_s = [0.5,-2]\n", + "# Estimación del exponente crÃtico para la susceptibilidad \n", + "p0_s = [2,-2]\n", "best_s, suss_s = leastsq(Errorlineal, p0_s, args=(np.log(Ns),np.log(c_suscept)))\n", "\n", "# Estimación del exponente crÃtico para el calor especÃfico\n", - "p0_c = [0.5,-2]\n", + "p0_c = [0.5,0.1]\n", "best_c, suss_c = leastsq(Errorlineal, p0_c, args=(np.log(Ns),np.log(c_sheat)))" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([-0.10324969, -0.38150023]),\n", + " array([ 1.79377169, -3.085677 ]),\n", + " array([ 0.57088313, -1.12947571]))" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "best_m, best_s, best_c" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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/HkaMgL59YXblDceWJEkqi4VQkmqChg3h0kvhrrvg9dez0RTPPJN3KkmSVMtZCCWpJtl332w0RZs20K8fXHxx9gAaSWXyAXkrx183SWAhlKSaZ+ONYdKkbCTFn/8M++wDX36ZdyqpRmrSpAmffPKJ5aaCUkp88sknNGnSJO8oknLWIO8AkqRStGiRLR/929+yUti9ezaaYtNN804m1SidO3dm1qxZzJ07N+8oBadJkyZ07tw57xiScmYhlKSaKiJ70ExRUTbIvkcPuOEG2G+/vJNJNUbDhg1Ze+21844hSQXLJaOSVNNtt102mmLzzWH//eFPf4Jvv807lSRJqgUshJJUCDp2zJ46OnQo/P3v8KtfwQcf5J1KkiQVOAuhJBWKRo3g8svhjjuyK4ZbbAHPP593KkmSVMAshJJUaA44ACZOhNVXz64UXnaZoykkSdJKsRBKUiH6xS+yeYUDB8IJJ2QPmpk/P+9UkiSpwFgIJalQtWwJ994LF16Y/bdHD5g2Le9UkiSpgFgIJamQRWRzCp94AubNg623hnvuyTuVJEkqEBZCSaoNfvWr7EEzv/gF7LsvnHgiLFmSdypJklTDWQglqbbo3Bmeew7+8Ae49FLo1w8+/DDvVJIkqQazEEpSbdKoEYwYAbfdBpMmwZZbwj//mXcqSZJUQ1kIJak2OuggmDABVlsN+vaFK65wNIUkSfovFkJJqq1++UsoLobddoM//hEGD4YFC/JOJUmSahALoSTVZq1awX33wXnnwejR0LMnzJiRdypJklRDWAglqbarVw9OPRUeeww++giKirKSKEmS6jwLoSTVFf36wZQpsNFGsPfecMopjqaQJKmOsxBKKreIaBMR90XEwoiYGREH/si2h0TE0ohYsNyr73Kfd42IhyPis4j4MCJGRESDajmRuqxLF3jhBTjySLjwQth5Z/j447xTSZKknFgIJVXEVcBioAMwGLgmIjb9ke1fSik1X+717HKfXQ18DKwFdAO2B46umtj6gcaNYeRIuOkmeOmlbDTFhAl5p5IkSTmwEEoql4hoBgwChqWUFqSUxgMPAENW8pBrA3ellL5OKX0IPAr8WLlUZTvkkKwQNmoE220HV1/taApJkuoYC6Gk8toAWJpSWv4Rla/x4yVui4iYFxEzImLYCktCLwf2j4jVIqITsCtZKfwvEXFERBRHRPHcuXNX9Ty0vG7dsvsKd94Z/vAH+M1v4Kuv8k4lSZKqiYVQUnk1B75Y4b0vgBZlbP888AtgDbIriwcAJy33+XNkZfJLYBZQDIwt7UAppWtTSkUppaL27duv9AmoDK1bwwMPwPDhcPvt0KsXvPlm3qkkSVI1sBBKAiAino2IVMZrPLAAaLnCbi2B+aUdL6X0dkrpnZTSspTSG8BwYJ+S76oHPAaMAZoB7YDWwIVVc3b6SfXqwbBh8MgjMGtWNprigQfyTiVJkqqYhVASACmlvimlKOO1LTADaBAR6y+32+bA1PJ+BRAlP24D/AwYkVL6JqX0CXATsFslnY5WVv/+2RLS9daDPfeE00+HpUvzTiVJkqqIhVBSuaSUFpJd0RseEc0iojewJ3BbadtHxK4R0aHkxxsBw4D7S441D3gHOCoiGkREK+BgsnsSlbeuXWH8ePjd7+Dcc2HXXWHevLxTSZKkKmAhlFQRRwNNycZF3AkclVKaChARXUpmDXYp2XZH4PWIWAg8TFYmz1vuWHsDuwBzgTeBJcCfquUs9NOaNIHrrstezz+fjaaYNCnvVJIkqZJF8hHjkgpIUVFRKi4uzjtG3TJlCgwaBB98AFdcAUccARE/vZ+kghURU1JKRXnnkFT1vEIoSfpxW22VlcIddoDf/x4OOwwWLco7lSRJqgQWQknST2vbFh56CM44A26+GbbZBt5+O+9UkiRpFVkIJUnlU78+nHUWjBsH776bXTl8+OG8U0mSpFVgIZQkVcyAAdkS0q5dsx//9a+OppAkqUBZCCVJFbfOOvDii3DwwTB8eFYMP/kk71SSJKmCLISSpJXTtCncdBOMHAnPPPN/D5+RJEkFw0IoSVp5EXDkkdkg+2XLoHdvuOGGvFNJkqRyshBKklZd9+7w8svQpw/87nfZ6+uv804lSZJ+goVQklQ52rWDRx+F007LrhJuu232NFJJklRjWQglSZWnfn045xy4/354883svsJHH807lSRJKoOFUJJU+QYOhOJi6NQJdtsNzj47u8dQkiTVKBZCSVLVWG89mDABBg+GM87ISuJnn+WdSpIkLcdCKEmqOqutBrfeClddBY8/DkVF8OqreaeSJEklLISSpKoVAUcfDc8/D998A716wS235J1KkiRhIZQkVZeePbPRFL16wSGHwO9/nxVESZKUGwuhJKn6rLFGtnT05JPhH//I5ha+917eqSRJqrMshJKk6tWgAVxwAYwZA//+N2y5JTz5ZN6pJEmqkyyEkqR8/M//ZKMp1lwT+veH885zNIUkSdXMQihJys8GG8DEibDffnDaaVlJ/PzzvFNJklRnWAglSflq1gxuvx0uvxwefjgbTfH663mnkiSpTrAQSpLyFwFDh8Kzz8JXX2VPJB01Ku9UkiTVehZCSVLN0bt3Npqie3cYMgSOOQYWL847lSRJtZaFUJJUs6y5ZvbU0RNOgKuugu23h1mz8k4lSVKtZCGUJNU8DRvCJZfA3XfDv/6VjaZ45pm8U0mSVOtYCCWVW0S0iYj7ImJhRMyMiAN/Yvt1ImJcRMyPiHkRcdHKHkt11D77wKRJ0K4d9OsHF10EKeWdSpKkWsNCKKkirgIWAx2AwcA1EbFpaRtGRCPgCeBpYE2gM7D8U0LKfSzVcRtvnI2mGDQITj45+++XX+adSpKkWsFCKKlcIqIZMAgYllJakFIaDzwADCljl0OAOSmly1JKC1NKX6eUXl/JY6mua9ECRo+GSy+FBx7IHjozdWreqSRJKngWQknltQGwNKU0Y7n3XgPKuqrXE3g3Ih4pWS76bERstpLHkrLRFMcfD08/DV98AVtvDXfemXcqSZIKmoVQUnk1B75Y4b0vgBZlbN8Z2B+4AugIPATcX7KUtELHiogjIqI4Iornzp27kvFVa2y3XTaaYost4MAD4Y9/dDSFJEkryUIoCYCSK3ipjNd4YAHQcoXdWgLzyzjkImB8SumRlNJi4BKgLbBxRY+VUro2pVSUUipq3779Sp6hapWOHbOnjh53HFxxBfzqVzBnTt6pJEkqOBZCSQCklPqmlKKM17bADKBBRKy/3G6bA2XdyPU6UNbjICt6LOm/NWwIf/tbtmz01Vez0RTPPZd3KkmSCoqFUFK5pJQWAmOA4RHRLCJ6A3sCt5WxyyigZ0T0i4j6wHHAPGDaShxLKtv++2dPIV19ddhxx+zBM46mkCSpXCyEkiriaKAp8DFwJ3BUSmkqQER0iYgFEdEFIKU0HTgIGAl8Rlb4BpYsH/3RY0kVtummMHky7LknnHgi/PrXML+s1cySJOk7kfxXVEkFpKioKBUXF+cdQzVVSnDJJXDKKbDBBjBmTDbHUFKFRMSUlFJR3jkkVT2vEEqSao8IOOkkePJJ+PTTbDTF3XfnnUqSpBrLQihJqn122CEbTbHZZtny0RNOgG+/zTuVJEk1joVQklQ7deoEzz4LxxwDl10G/frBhx/mnUqSpBrFQihJqr0aNYIrr4RRo7KHzmy5JYwfn3cqSZJqDAuhJKn2Gzw4G03RrFm2nPTyyx1NIUkSFkJJUl2x2WZQXAwDBsBxx8GBB8KCBXmnkiQpVxZCSVLdsfrq2SiK886Du+6CHj1g+vS8U0mSlJsGeQeQtPIiYjNga2BNoAnwKTADeDGl9Fme2aQaq149OPXUbCTF/vtD9+5w882w9955J5MkqdpZCKUCExHrAEcBg4EOwDLgc+AboBWwGrAsIp4DrgdGp5SW5RRXqrl23DEbTbHPPjBoEPz5z3DuudDA/2mUJNUdLhmVCkhEXA9MBboBw4EtgCYppfYppc4ppebAGsAewBvARcC0iNg2r8xSjfazn8Hzz8NRR8FFF8HOO8NHH+WdSpKkauM/g0qF5Wtgo5TSzLI2SCnNAx4BHomI44F9gU7VlE8qPI0bw9VXZ/cT/v73sNVWcPfd0KtX3skkSapyXiGUCkhK6ZgfK4OlbL8spTQ6pTS6KnNJtcLBB8NLL2UFcfvtYcQIR1NIkmo9C6FUi0TE0RHRPu8cUsHq1i0bTbHzznDssTBkCCxcmHcqSZKqjIVQql2GppTmfveTiFgjIk7NM5BUcFq3hgcegLPPhjvuyJaO/uc/eaeSJKlKWAil2uUHU7ZTSh8D++SURSpc9erB6afDI4/A7NlQVAT33593KkmSKp2FUKpdXouII1Z4b7Vckki1Qf/+MGUKrL8+7LUX/OUvsHRp3qkkSao0FkKpdjkJOCQinoyI4RExBngl71BSQevaFcaPh8MPh/PPh112gblzf3I3SZIKgYVQqkVSSp8CvYG/kQ2qHwcckmcmqVZo0gSuvRZuuAFeeCEbTTFpUt6pJElaZRZCqYBExPERsVNEdChrm5R5KKV0bkrpxpTS4urMKNVqhx0GL74I9etDnz4wcqSjKSRJBc3B9FJhuQRIABExD3gDeL3k9QYwNaX0dX7xpDpgyy2z+woHD4ajjoIJE7LB9qv99+26Y1+ZzcWPTWfO54vo2KopJ/XfkL226JRDaEmSSucVQqmwfA58BdwJ3AB8DQwCbgQmAfMjYlpE3BURp+UXU6rl2rSBhx6Cv/4Vbr0VttkG3nrrB5uMfWU2p455g9mfLyIBsz9fxKlj3mDsK7PzySxJUikshFJhWRu4EtgT2A64KKX0c6AVsD0wFHgGWAs4Ia+QUp1Qrx6ceSaMGwfvvZeNphg37vuPL35sOou+/eETSRd9u5SLH5tezUElSSqbhVAqICmlL1JKfwHWAV4GHo+IR4H1U0rjU0rXpJSOTin1SSm1yTetVEfstlu2hHTttWGPPeCMM2DpUuZ8vqjUzct6X5KkPFgIpQKUUpqbUhoKbADMAV6KiDERsXHO0aS6ae214Z//hEMPhbPPhgED2Khh6c9z6tiqaTWHkySpbBZCqYCllN5LKR0GbAYsAV6PiNNzjiXVTU2bZmMprr0WnnmGe28YStHcH95X2LRhfU7qv2FOASVJ+m8WQqnARGbdiBgQESdGxA1kD5XZCagPbFqF390mIu6LiIURMTMiDvyJ7deJiHERMT8i5kXERSXvN46IG0qOMT8iXomIXasqt1RtIrIB9uPHs1rDeoy+7SR+/5+nCaBTq6acv/dmPmVUklSjOHZCKiAR8RrZMtFGwHxgGjAVuKfkv/9KKc2pwghXAYuBDkA34KGIeC2lNLWUrI2AJ0r22Q9YWpIdsr973id7EM57wG7AXRGxWUrp3SrML1WP7t1hyhTqH3ggp4y5jFMO+xz+OiK7iihJUg0SyYG6UsGIiGXAl8ADwDiy+YMzUkrLquG7mwGfAb9IKc0oee82YHZK6ZRStj8CGJJS6lPO478OnJVSuvfHtisqKkrFxcUVzi/lYunSbDTFuedm8wvvvRe6ds07lfSTImJKSqko7xySqp5LRqXCcjkwGdgZ+F+yq4ILImJKRNwcESdExM4RsVYVfPcGwNLvymCJ1yh7iWpP4N2IeKRkueizEbFZaRtGRIeS4//XlcaSz4+IiOKIKJ47d+4qnIJUzerXh3POgQceyOYUbrUVPPpo3qkkSfqehVAqICmlP6WUdkoprUm2bHNn4DT+r5gNBx4FZkVEZTen5sAXK7z3BdCijO07A/sDVwAdgYeA+0uWkn4vIhoCtwO3pJT+XdqBUkrXppSKUkpF7du3X4VTkHKyxx5QXAydO2djKoYPh2VVfmFfkqSfZCGUClTJ6ImnUkp/SykdllLqTlbaNiK7Z++qihyv5ApeKuM1HlgAtFxht5Zk9zKWZhEwPqX0SEppMXAJ0Bb4fjRGRNQDbiO7L/GYiuSVCs5668FLL8FBB2XLSPfYAz79NO9UkqQ6zkIo1SIpMyOldE9K6cwK7ts3pRRlvLYFZgANImL95XbbnDKWeZLd31jmTcoREcANZFc6B6WUvq1IXqkgrbYa3HILXH01PAYECFEAACAASURBVPEEFBXBK6/knUqSVIdZCKUCEhFDIqJ+BfdZLyLK9WCXH5NSWgiMAYZHRLOI6A3sSXaFrzSjgJ4R0a8k83HAPLInowJcQ3a1cI+U0qJVzScVjAg46ih4/nn49lvYZhu46aa8U0mS6igLoVRYTgDeioizI2LzsjaKiLYRMTgiHgReASrrITNHA02Bj4E7gaO+GzkREV0iYkFEdAFIKU0HDgJGkj2ddE9gYEppcUT8HDiSbHTFhyX7LYiIwZWUU6r5evaEKVOyQnjYYXDkkfDNN3mnkiTVMY6dkApMROwHHAtsQ3Zf3zSyK2/fAK2AtYEuZCVsFHBxSml2Pmkrn2MnVOssWQLDhsEFF2TzC++5B7p0yTuV6jjHTkh1h1cIpQKTUhpdck/f+sBJwKvAEqAZ8BFwC7ALsFZK6bjaVAalWqlBAzj/fLjvPpg+PZtX+MQTeaeSJNURDfIOIGnlpJTeAt7KO4ekSrLXXjB5MgwaBP37w9lnw6mnQj3/7VaSVHUshFKBi4gNyGb+NVnxs5TSw9WfSNJK22ADmDABjjgCTj8dJk6EW2+FVq3yTiZJqqUshFKBiohNgNHAJkCUskkCKvREUkk1QLNmMGpU9tCZ44/PRlPcey9sXuZzpCRJWmmuQ5EK1z+ARsDewIZkD5NZ/rVOftEkrZIIOPZYeO45WLQIevWC28qa8CJJ0srzCqFUuLYA9k8pjcs7iKQqss028PLLsN9+8JvfwEsvwd/+Bo0b551MklRLeIVQKlxvUcp9g5JqmQ4d4Mkn4cQT4ZprYPvtYdasvFNJkmoJC6FUuE4A/hIRLg2VarsGDeDii+Huu2Hq1Gw0xdNP551KklQLWAilwnU+0An4d0TMiIhJK77yDiipku2zTzaaol072GknuPBCSCnvVJKkAuY9hFLh+lfJS1JdstFGMGkS/Pa3cMop2WiKm26C1VfPO5kkqQBZCKUClVI6NO8MknLSvDn87/9mTx898UTo3h3GjIFf/CLvZJKkAuOSUUmSClEEHHccPPMMzJ8PPXrAnXfmnUqSVGC8QigVkIiYTDZwvlxSSltXYRxJNUGfPtloil//Gg48MBtNcckl0KhR3skkSQXAQigVlqlUoBBKqiPWWit76ujJJ2dzCqdMyZ5I2rFj3skkSTWchVAqICmlQ/LOIKmGatgQLrsMevaEww7LRlOMHp3NLZQkqQzeQyhJUm3y619nTyFt1Qp23BEuvdTRFJKkMlkIJUmqbTbZJCuFe+6ZPYX017/OHjwjSdIKLISSJNVGLVvCPffAxRdnIym23hqmTcs7lSSphrEQSpJUW0VkVwifego+/TSbV3jXXXmnkiTVIBZCSZJqu759s9EUv/wl7LcfHH88fPtt3qkkSTWAhVCSpLqgUyd49lk49thsNMWOO8IHH+SdSpKUMwuhJEl1RaNGcMUVcPvt2azCLbeE8ePzTiVJypGFUJKkuubAA2HCBGjeHHbYAf7+d0dTSFIdZSGUJKku2mwzKC6GAQPgT3+CAw6ABQvyTiVJqmYWQknlFhFtIuK+iFgYETMj4sCf2H6diBgXEfMjYl5EXFTKNutHxNcRMarqkksq1eqrZyMpzj8f7r4bevSA6dPzTiVJqkYWQkkVcRWwGOgADAauiYhNS9swIhoBTwBPA2sCnYHSSt9VwOQqSSvpp9WrB6ecAo8/Dh9/nI2muPfevFNJkqqJhVBSuUREM2AQMCyltCClNB54ABhSxi6HAHNSSpellBamlL5OKb2+wjH3Bz4HnqrC6JLKY8cds9EUm2wC++wDf/4zLFmSdypJUhWzEEoqrw2ApSmlGcu99xpQ6hVCoCfwbkQ8UrJc9NmI2Oy7DyOiJTAcOOGnvjgijoiI4ogonjt37iqcgqQf9bOfwXPPwdFHw8UXw047wUcf5Z1KklSFLISSyqs58MUK730BtChj+87A/sAVQEfgIeD+kqWkAGcDN6SU3v+pL04pXZtSKkopFbVv336lwksqp8aN4aqr4NZbYeLEbDTFSy/lnUqSVEUshJIAKLmCl8p4jQcWAC1X2K0lML+MQy4CxqeUHkkpLQYuAdoCG0dEN6Af8LcqOh1Jq2rIkKwINmkC228PI0Y4mkKSaiELoSQAUkp9U0pRxmtbYAbQICLWX263zYGpZRzydaCs//fYF+gKvBcRHwInAoMi4uVKORlJlWPzzbPRFP37w7HHZiVx4cK8U0mSKpGFUFK5pJQWAmOA4RHRLCJ6A3sCt5WxyyigZ0T0i4j6wHHAPGAacC2wLtCt5DWSbElp/6o9C0kV1ro13H8/nHMO3HEH9OwJ//lP3qkkSZXEQiipIo4GmgIfA3cCR6WUpgJERJeIWBARXQBSStOBg8jK3mdk5XFgSmlxSumrlNKH373IlqN+nVLyiTFSTVSvHpx2Gjz6KMyZA0VFWUmUJBW8SN4PIKmAFBUVpeLi4rxjSHXXzJnZWIri4mx+4dlnQ4MGeadSJYuIKSmlorxzSKp6XiGUJEnl9/OfwwsvwBFHwAUXwC67gONgJKlgWQglSVLFNGkC//gH3HgjjB+fjaaYODHvVJKklWAhlCRJK+fQQ+HFF7Mlo336wMiRjqaQpAJjIZQkSStvyy1hyhTo1w+OOgoOOQS++irvVJKkcrIQSpKkVdOmDYwbB2eeCbfdBr16wVtv5Z1KklQOFkJJkrTq6tWDv/4VHnoI3n8fttoqK4mSpBrNQihJkirPrrtmS0jXWQf22AOGDYOlS/NOJUkqg4VQkiRVrrXXhn/+Ew47DM45B3bbDT75JO9UkqRSWAglSVLla9oUbrgBrrsOnn02e/hMcXHeqSRJK7AQSpKkqvO732VXCwF694brr883jyTpByyEkiSpahUVZfcV9u0Lhx8Ov/0tLFqUdypJEhZCSZJUHdq1g4cfhtNPhxtvzK4WvvNO3qkkqc6zEEqSpOpRvz6cfTY8+CC8/XY2muKRR/JOJUl1moVQkiRVr913z5aQdukCAwbAWWfBsmV5p5KkOslCKEmSqt+668KLL8KQIXDmmVlJ/PTTvFNJUp1jIZQkSflYbTW4+Wa45hp48slsCekrr+SdSpLqFAuhJEnKTwT8/vfwwguwZAn06gU33ZR3KkmqMyyEkiQpfz16wMsvZ08fPewwOOII+PrrvFNJUq1nIZQkSTVD+/bw2GNwyilw3XXQpw/MnJl3Kkmq1SyEkiSp5mjQAM4/H8aOhRkzYMst4fHH804lSbWWhVCSJNU8e+4JxcXQsSPssgucc46jKSSpClgIJUlSzbT++jBhAhxwAAwblpXEzz/PO5Uk1SoWQkmSVHM1awajRsGVV8Kjj2ajKV57Le9UklRrWAglSVLNFgHHHAPPPZc9ebRnT7j11rxTSVKtYCGUVG4R0SYi7ouIhRExMyIO/Int14mIcRExPyLmRcRFK3y+f0RMKzneWxHRp2rPQFJB22abbDRFz55w8MFw9NHwzTd5p5KkgmYhlFQRVwGLgQ7AYOCaiNi0tA0johHwBPA0sCbQGRi13Oc7ARcChwItgO2At6syvKRaoEMHeOIJOOkkuOYa2G47eP/9vFNJUsGyEEoql4hoBgwChqWUFqSUxgMPAEPK2OUQYE5K6bKU0sKU0tcppdeX+/wsYHhKaUJKaVlKaXZKaXaVnoSk2qFBA7joIrjnHpg2LRtN8dRTeaeSpIJkIZRUXhsAS1NKM5Z77zWg1CuEQE/g3Yh4pGS56LMRsRlARNQHioD2EfFmRMyKiBER0bRKz0BS7TJoEEyeDGusATvvDBdcACnlnUqSCoqFUFJ5NQe+WOG9L8iWe5amM7A/cAXQEXgIuL9kKWkHoCGwD9AH6AZsAZxe2oEi4oiIKI6I4rlz567qeUiqTTbcECZOhH33hVNPhb33hi9W/KtKklQWC6EkAEqu4KUyXuOBBUDLFXZrCcwv45CLgPEppUdSSouBS4C2wMYlnwFcmVL6IKU0D7gM2K20A6WUrk0pFaWUitq3b7+KZyqp1mneHO68k9dPPJMlDzzIO2tvwpDjrmfsK65Cl6SfYiGUBEBKqW9KKcp4bQvMABpExPrL7bY5MLWMQ74OlLp2K6X0GTCrrM8lqaLGvjqH/Zr0YP8DzqPZ4kX84+pjGD/8CkuhJP0EC6GkckkpLQTGAMMjollE9Ab2BG4rY5dRQM+I6Fdyz+BxwDxgWsnnNwHHRsQaEdG65PNxVXoSkmqtix+bzqJvl1LceVMGHHI5b3RYj0vGXsS3fzgWFi/OO54k1VgWQkkVcTTQFPgYuBM4KqU0FSAiukTEgojoApBSmg4cBIwEPiMrjwNLlo8CnA1MJrvyOA14BTi3Gs9FUi0y5/NF3/94bvM2DN7/XK4v2pN9X7oP+vaF2V4plKTSRPJpXJIKSFFRUSouLs47hqQapvcFTzN7uVL4nSHvTeTsBy6DZs1g9OisHOonRcSUlFJR3jkkVT2vEEqSpIJ3Uv8Nadqw/g/ea9qwPluddCRMmgRt2kC/fnDJJY6mkKTlWAglSVLB22uLTpy/92Z0atWUADq1asr5e2/GXlt0gk02yUrh//wPnHRSNqLiyy/zjixJNYJLRiUVFJeMSlppKcFll8HJJ8N668GYMVlZ1H9xyahUd3iFUJIk1Q0RcMIJ8NRT8NlnsPXW2X2FklSHWQglSVLdsv328PLLsPnmsP/+8Kc/wbff5p1KknJhIZQkSXVPp07wzDMwdCj8/e/wq1/BBx/knUqSqp2FUJIk1U2NGsHll8Mdd2RXDLfcEl54Ie9UklStLISSJKluO+AAmDgRWrSAHXaAv/3N0RSS6gwLoSRJ0i9+AZMnwx57wPHHZ/cWLliQdypJqnIWQkmSJIDVV89GUVxwAdxzT/YU0n//O+9UklSlLISSJEnficjmFD7xBMybB927w7335p1KkqqMhVCSJGlFv/pV9qCZTTeFffaBk06CJUvyTiVJlc5CKEmSVJrOneG55+Doo+GSS6BfP/joo7xTSVKlshBKkiSVpXFjuOoquPVWmDQpG03x4ot5p5KkSmMhlCRJ+ilDhsCECdC0KWy/PVx5paMpJNUKFkJJkqTy+OUvobgYdt0Vhg6FwYNh4cK8U0nSKrEQSpIklVerVjB2LJx7Lvzv/0LPnjBjRt6pJGmlWQglSZIqol49+Mtf4LHH4IMPstEUY8fmnUqSVoqFUJIkaWXstFM2mmKDDeB//gdOOcXRFJIKjoVQkiRpZXXpAuPHw5FHwoUXQv/+8PHHeaeSpHKzEEqSJK2Kxo1h5Ei46aZsJMVWW8HEiXmnkqRysRBKkiRVhkMOyQphw4bQpw9cc42jKSTVeBZCSZKkyrLFFjBlSnZ/4dFHw8EHw1df5Z1KkspkIZQkSapMrVvDgw/CWWfBqFHQqxe89VbeqSSpVBZCSZKkylavHpxxBjz8MLz/fnZf4YMP5p1Kkv6LhVBSuUVEm4i4LyIWRsTMiDjwJ7ZfJyLGRcT8iJgXERct91nXiHg4Ij6LiA8jYkRENKj6s5CkarTLLtloinXXhYED4fTTYenSvFNJ0vcshJIq4ipgMdABGAxcExGblrZhRDQCngCeBtYEOgOjltvkauBjYC2gG7A9cHSVJZekvHTtCv/8J/z2t3DuubDrrjBvXt6pJAmwEEoqp4hoBgwChqWUFqSUxgMPAEPK2OUQYE5K6bKU0sKU0tcppdeX+3xt4K6S9z8EHgVKLZeSVPCaNIHrr4frroPnn8+WkE6enHcqSbIQSiq3DYClKaUZy733GmWXuJ7AuxHxSMly0WcjYrPlPr8c2D8iVouITsCuZKXwv0TEERFRHBHFc+fOrYRTkaSc/O532dXCCNh2W7j2WkdTSMqVhVBSeTUHvljhvS+AFmVs3xnYH7gC6Ag8BNxfspQU4DmyMvklMAsoBsaWdqCU0rUppaKUUlH79u1X6SQkKXdbbZWNpthhBzjyyGwp6aJFeaeSVEdZCCUBUHIFL5XxGg8sAFqusFtLYH4Zh1wEjE8pPZJSWgxcArQFNo6IesBjwBigGdAOaA1cWAWnJkk1T9u28NBD2ZNIb7oJeveGt9/OO5WkOshCKAmAlFLflFKU8doWmAE0iIj1l9ttc2BqGYd8HShrHVQb4GfAiJTSNymlT4CbgN0q6XQkqearXz+bVThuHLzzDhQVZWMqJKkaWQgllUtKaSHZFb3hEdEsInoDewK3lbHLKKBnRPSLiPrAccA8YFpKaR7wDnBURDSIiFbAwWT3JEpS3TJgQLaEtEsX2H13+OtfHU0hqdpYCCVVxNFAU7JxEXcCR6WUpgJERJeIWBARXQBSStOBg4CRwGdk5XFgyfJRgL2BXYC5wJvAEuBP1XguklRzrLMOvPQS/OY3MHx4Vgw//TTvVJLqgEg+2UpSASkqKkrFxcV5x5CkqpFS9uTRoUOhY0e4917YcstqjxERU1JKRdX+xZKqnVcIJUmSaoqI7MmjL7yQLRvdZhu48ca8U0mqxSyEkiRJNc3WW8PLL0OfPtlYisMPh6+/zjuVpFrIQihJklQTtWsHjz4Kf/kLXH99Nsh+5sy8U0mqZSyEkiRJNVX9+nDuuXD//fCf/2T3Ez72WN6pJNUiFkJJkqSabuDAbDRFp06w665w9tmwbFneqSTVAhZCSZKkQrDeejBhAgweDGeckZXEzz7LO5WkAmchlCRJKhSrrQa33gojRsDjj0NREbz6at6pJBUwC6EkSVIhiYA//AGefx6++QZ69YJbbsk7laQCZSGUJEkqRD17ZqMpevWCQw6Bo47KCqIkVYCFUJIkqVCtsUa2dPTkk2HkSNhuO3jvvbxTSSogFkJJkqRC1qABXHAB3HsvTJsGW20FTz6ZdypJBcJCKEmSVBvsvTdMngwdOkD//vDss3knklQAGuQdQJIkSZVkww2z0RQjRkCfPnmnkVQALISSJEm1SfPmcMopeaeQVCBcMipJkiRJdZSFUJIkSZLqKAuhJEmSJNVRFkJJkiRJqqMshJIkSZJUR1kIJUmSJKmOshBKkiRJUh1lIZQkSZKkOspCKEmSJEl1lIVQkiRJkuqoSCnlnUGSyi0i5gIzV2LXdsC8So5T1QoxMxRm7kLMDIWZuxAzQ2HmXpXMP08pta/MMJJqJguhpDohIopTSkV556iIQswMhZm7EDNDYeYuxMxQmLkLMbOk6ueSUUmSJEmqoyyEkiRJklRHWQgl1RXX5h1gJRRiZijM3IWYGQozdyFmhsLMXYiZJVUz7yGUJEmSpDrKK4SSJEmSVEdZCCVJkiSpjrIQSpIkSVIdZSGUVCtExDERURwR30TEzT+x7ToRMS4i5kfEvIi4qJpirpijXJkjc05EzI6ILyLi2YjYtBqjLp+lcUTcEBEzS379XomIXX9k+z9FxIcluW+MiMbVmXe5HOXOHREHR8SUiPgyImZFxEUR0aAmZ15hv6cjIuWRueT7K/p7JPc/jxX8/VFj/jyW5BkVER+U/H6dERG/+5Fta8SfR0k1i4VQUm0xBzgHuPHHNoqIRsATwNPAmkBnYFSVpytduTID+wKHAX2ANsBLwG1VG61MDYD3ge2B1YFhwF0R0XXFDSOiP3AKsCPQFVgHOKuacq6o3LmB1YDjgHZAD7L8J1ZLyh+qSGYAImJwyX55qsjvkZry57Eiv9Y16c8jwPlA15RSS2AgcE5EbLXiRjXsz6OkGsSnjEqqVSLiHKBzSumQMj4/AhiSUupTrcF+RDkynwxslVL6dcnPNwWmpJSaVF/KskXE68BZKaV7V3j/DuDdlNJfSn6+I3B7SmnNHGL+l7Jyl7Ld8cAOKaU9qifZj2YpM3NErA5MBn5DVlIappSWVHPEUv3I75Ea9+fxOz+Sucb+eYyIDYFngT+m9P/Zu/MwO8f7j+PvbyIkEiQiQoKilpYWIRRRlBJtNI19CSLW2tKgWn52WtRa1L7FLlQaaywVjSXIIoJYQpFUgiRIJBFZ798f90THmCyTzMwzM+f9uq5zZeY5zznnM3PlzH2+z72l+yvcV6ffj5KKYw+hpFKzNfBRRAwoG57274j4adGhFuE+YL2I2CAimgA9gCcKzgRARLQFNgBGVXL3xsDIct+PBNpGROvayLYwi8hd0faLeV6NWozMFwDXAZ/WWqjFsIjcdfL9uIjMde79GBHXRsTXwDvAJ8DjlZxWZ9+PkoplQSip1KwB7A9cBbQDHgMeKhu6Vld9AjwPvAvMIA9ZO7HQREDZh+G7gdtTSu9UckoLYEq57+d/vUJNZ1uYxchd/tyeQEfg0trItpAcC80cER2BTsDVtZ1tYRbjd13n3o+LkbnOvR9TSseS31c/B/oBMys5rU6+HyUVz4JQUqmZAbyQUhqQUppF/qDfGvhxsbEW6mxgS2BNoCl53s/AiFi+qEAR0Yg8b2oWcPwCTpsGrFju+/lfT63BaAu1mLnnn9sNuAj4VUppUi3EW1COhWYuu/9a8jDBOjFEFBb7d12n3o+LmbnOvR8BUkpzU0ovkIvsYyo5pc69HyXVDRaEkkrN60B9mzy9KdA3pfRxSmlOSqkP0ArYqIgwERHALUBbYK+U0uwFnDqKnH2+TYHPUkqf13DESlUhNxGxG3AT8JuU0hu1FLGyHIuTeUVyL2bfiPiUPI8Q4OOIKGRuXhV+13Xm/ViFzHXq/ViJZYAfVnK8Tr0fJdUdFoSSGoSIWCYimgKNgcYR0XQBy+7fBWwdEb+MiMbk1SQnAW/XYlygSpmHAvtERNuIaBQRBwNNgPdrM28515F7cH6TUpqxkPPuAA6PiI0iohVwBtCnFvItyGLljoidyEMG90opDamtcAuwOJmnkIdbblZ2+3XZ8S2AV2o8YeUW9/9InXk/sviZ68z7MSJWjYj9I6JFRDQuW0n0APKqrRXVtfejpLoipeTNmzdv9f4GnEPuaSh/OwdYizxUaq1y5+5J/vD2FXlFvo3rcmbysLRryHOXvgJeBXYrKPMPynJ+U5Zx/q37An7XJwGfleW+DViurucGngXmVDhvQF3OXOFxa5c9bpm6/rsuO7/w92MV/3/UpfdjG2AQMLksyxvAkWX31dn3ozdv3urWzW0nJEmSJKlEOWRUkiRJkkqUBaEkSZIklSgLQkmSJEkqURaEkiRJklSiLAglSZIkqURZEEqSJElSibIglCRJkqQSZUEoSZIkSSXKglCSpIWIiD4RMWwJHhcRMTIielQ4fkVEpIh4sJLHDIiIJ8q+viYiblny5JIkLZoFoSRJNWNfoBVwT4XjPwVmArtERJMK920CvFH29SVA94hYr0ZTSpJKmgWhJEk1oxdwZ0ppdoXjPwXuAFoA288/GBErA+0oKwhTSh8BLwDH1EZYSVJpsiCUJKkK5g8hjYhdIuL1iJgeES9ExMblzlkP2Bb4R4XHrgqsCjwDDAO6lLt7k7J/Xy937EFyL6HttSSpRtjASJJUdWuRh3T+BTiAXOTdHxFRdv/OwHRgZIXHzS/63gAe47sF4U+BucDb5Y4NBtqW3SdJUrVbpugAkiTVQysDnVJK7wGU9eD9E9gQeAfYAng7pTSvwuM2AWYBo4HHgXMiYr2U0vtl941OKc0sd/4ocpG4Fd8vLiVJWmr2EEqSVHUfzS8Gy7xV9u8aZf+uBkyq5HE/JReKc8hDRj/jf72EP+W7w0UpO29y2fNJklTtLAglSaq6yRW+n1X2b9Ny/87k+74t+lJKCXgC6FI21HRj/rfCaHkzyz2vJEnVyoJQkqTq9wXQsvyBsmGlG/Hdou8xYAdgU/Kqo5UVhC3Lnk+SpGpnQShJUvV7F1inwrH1gWZ8t+h7itwWn1j2/XeGjEZEG2B58pxDSZKqnQWhJEnV70VgrbKCbr75K4V+WxCmlKaUnXsgMBUYU+F5OgKJvNqoJEnVzoJQkqTq92/yMM/dyh37KfBlSmlchXMfI6/6/WbZvMLydgMGpZQ+r6mgkqTSFt9veyRJ0tKKiCuB9VJKXRZ5cuWPb0zuMTw1pXRXtYaTJKmMPYSSJNWMS4AdI2KDJXz8PsAM4L7qiyRJ0ndZEEqSVANSSh8DhwOrL+FTBHB42V6EkiTVCIeMSpIkSVKJsodQkiRJkkqUBaEkSZIklSgLQkmSJEkqURaEkiRJklSiLAglSZIkqURZEEqSJElSibIglCRJkqQSZUEoSZIkSSXKglCSJEmSSpQFoSRJkiSVKAtCSZIkSSpRFoSSJEmSVKIsCCVJkiSpRFkQSpIkSVKJsiCUJEmSpBJlQShJkiRJJcqCUJIkSZJKlAWhJEmSJJUoC0JJkiRJKlEWhJIkSZJUoiwIJUmSJKlEWRBKkiRJUomyIJQkSZKkEmVBKEmSJEklyoJQkiRJkkqUBaEkSZIklSgLQkmSJEkqURaEkiRJklSiLAglSZIkqURZEEqSJElSibIglCRJkqQSZUEoSZIkSSXKglCSJEmSSpQFoSRJkiSVKAtCSZIkSSpRFoSSJEmSVKIsCCVJkiSpRFkQSpIkSVKJsiCUJEmSpBJlQShJkiRJJcqCUJIkSZJKlAWhJEmSJJUoC0JJkiRJKlEWhJIkSZJUoiwIJUmSJKlEWRBKkiRJUomyIJQkSZKkEmVBKEmSJEklyoJQkiRJkkqUBaEkSZIklSgLQkmSJEkqURaEkiRJklSiLAglSZIkqURZEEqSJElSibIglCRJkqQSZUEoSZIkSSXKglCSJEmSSpQFoSRJkiSVKAtCSZIkSSpRFoSSJEmSVKIsCCVJkiSpRFkQSpIkSVKJsiCUJEmSpBJlQShJkiRJJcqCUJIkSZJKlAWhJEmSJJUoC0JJkiRJKlEWhJIkSZJUopYpOkBNW2WVVdLaa69ddAxJatCGDx8+KaXUpugcqn9spyWp5i2snW7wBeHaa6/NsGHDio4hSQ1aRIwpOoPqJ9tpSap5C2unHTIqSZIkSSXKglCSJEmSSpQFoSRJWqCIWDkiYnTz4AAAIABJREFU/hkR0yNiTEQcuJBz142IRyNiakRMioiLazOrJKnqLAglSdLCXAPMAtoC3YHrImLjiidFxLLA08BAYDVgDeCuWswpSVoCDX5RmYX56quvmDBhArNnzy46Sr3SvHlz1lhjDRo18nqCJDVkEdEc2Av4SUppGvBCRDwMHAycWuH0Q4HxKaXLyx17fWle33Z6ydhOS6qKki0Iv/rqKz777DPat29Ps2bNiIiiI9UL8+bNY9y4cUyaNIlVV1216DiSpJq1ATA3pTS63LGRwA6VnLs18FFEDAC2BN4ETkgpvVHxxIg4CjgKYK211qr0hW2nl4zttKSqKtlLRxMmTKB9+/Ysv/zyNjJV0KhRI9q2bcuUKVOKjiJJqnktgIp/8KcAK1Ry7hrA/sBVQDvgMeChsqGk35FSujGl1DGl1LFNm8q3r7SdXjK205KqqmQLwtmzZ9OsWbOiY9RLTZo0Yc6cOUXHkCTVvGnAihWOrQhMreTcGcALKaUBKaVZwKVAa+DHS/LCttNLznZaUlWUbEEIeMVxCfl7k6SSMRpYJiLWL3dsU2BUJee+DqTqfHHbmyXj701SVZR0QShJKvPqq0UnUB2UUpoO9APOi4jmEdEJ+C1wZyWn3wVsHRG/jIjGQG9gEvB2rQWWpIZqxIgae2oLwnrm7rvvZtdddy06hqSG4ptv4NhjYYst4Omni06juulYoBkwAbgXOCalNCoi1oqIaRGxFkBK6V3gIOB64Ety4di1bPhoybCdllStvvoKDj4YNt8cBg+ukZco2VVG66vu3bvTvXv3pX6eiOC9995jvfXWq4ZUkuqlDz6AffbJvYOnnAI77lh0ItVBKaUvgG6VHB9LXnSm/LF+5B7FkmU7LanaDB0KBxwAH34I550HP/tZjbyMBaEklaJ//hN69oQIeOgh6Nq16ESSJAlg3jy49FI4/XRo1w6eew46daqxl3PIaB110UUX8cMf/pAVVliBjTbaiH/+858A9OnTh+222w6Ajz76iIj4zkpiO+64IzfffDMA77//PjvssAMrrbQSq6yyCvvttx8A22+/PQCbbropLVq0oG/fvgA8+uijbLbZZrRs2ZJtt92W119fqv2EJdVFs2fDySfDnnvC+uvnOQkWg1KV2U5LqhGffAKdO8Of/gR77AGvvVajxSDYQ/g/vXvnX3hN2mwz+NvfFuvUH/7whzz//POsttpqPPDAAxx00EG8//77VXq5M888k1133ZVnn32WWbNmMWzYMACee+45IoKRI0d+OxTl1Vdf5bDDDuORRx6hY8eO3HXXXXTt2pV3332X5ZZbrmo/p6S6aexY2G8/ePllOOEEuOQS8P2t+sJ22nZaaugefxx69IDp0+Gmm+Dww/NInhpmD2Edtc8++9CuXTsaNWrEfvvtx/rrr8+QIUOq9BxNmjRhzJgxjB8/nqZNm357xbIyN910E0cffTQ/+9nPaNy4MT169GC55Zbj5ZdfXtofRVJdMGAAdOgAo0bB/ffDVVdZDEpLwXZaUrWZOTNf9OrSBdq3h+HD4YgjaqUYBHsI/2cxrwjWljvuuIPLL7+cjz76CIBp06YxadIkGjduvNjPcfHFF3PmmWey1VZb0apVK04++WQOO+ywSs8dM2YMt99+O1dfffW3x2bNmsX48eOX6ueQVLA5c+Dss+GCC2CTTeCBB2CDDYpOJVWd7bTttNQQvfNOXjjmtdegVy/461+hadNajWBBWAeNGTOGI488kmeeeYZtttmGxo0bs9lmm5HSd/f7bd68OQBff/01K664IgCffvrpt/evttpq3HTTTQC88MIL/PKXv2T77bevdMWyNddck9NPP53TTz+9pn4sSbXtk09yIzNoUL7SeNVV0KxZ0amkes92WtJSSwluvTUXgcsvD488ArvvXkgUh4zWQdOnTyciaNOmDQC33XYbb7755vfOa9OmDe3bt+euu+5i7ty53HrrrfznP//59v4HHniAjz/+GIBWrVoREd9euWzbti0ffPDBt+ceeeSRXH/99bzyyiuklJg+fTqPPfYYU6dOrckfVVJNGTgwz4caOhRuvz3PRbAYlKqF7bSkpTJ5Muy/f75Yu802MHJkYcUgWBDWSRtttBEnn3wy22yzDW3btuWNN96g0wJWF7rpppu45JJLaN26NaNGjWLbbbf99r6hQ4fys5/9jBYtWtC1a1euvPJK1llnHQDOOeccevToQcuWLbn//vvp2LEjN910E8cffzytWrVivfXWo0+fPrXx40qqTvPmwfnnwy67QOvWMGQIHHJI0amkBsV2WtISGzw4X7Dt1w8uugieeipvLVGgqDi8oaHp2LFjmr9qV3lvv/02P/7xjwtItHRuvfVW7rrrLgYOHFhojvr6+5MatIkT4aCDcuPSvTtcfz20aLHox1WDiBieUupYKy+mBsV2umbU19+f1GDNnQsXXgjnnANrrQX33ltjG81XZmHttHMI65lRo0Z9e/VQkr714ot5S4lJk+CGG+DII2ttdTJJ/2M7Lel7Pv44X7AdNAgOPBCuuw7K5hXXBRaE9Ui3bt147733eOCBB4qOIqmuSAkuuwxOPRXWXhteeilvLyGp1tlOS/qe/v3zfoIzZ+Y5/QcfXOcu2FoQ1iP9+/cvOoKkuuTLL/MGto88AnvtBbfcAiutVHQqqWTZTkv61owZ8Ic/wLXXwuabw333wfrrF52qUhaEklQfDR0K++4L48bBlVfCCScs0RXH/iPGccmT7zJ+8gzatWzGKZ03pFuH9jUQWJKkEvHmm3nbpzffhJNPznsBL7ts0akWyFVGJak+SQn+/nfo1CmvKPr883kPoyUsBk/r9wbjJs8gAeMmz+C0fm/Qf8S46s8tSVJDl1Je0G3LLWHCBHjiCbj00jpdDIIFoSTVH199lReOOeEE6NwZRoxYqhXKLnnyXWbMnvudYzNmz+WSJ99d2qSSJJWWL76APfeEY46BHXaA11/PbXU94JBRSaoPRo6EffaBDz6Av/41z0totHTX9MZPnlGl45Ik1aZ6M63huefydk+ffZYXeuvde6nb6NpUf5JKUilKKS8Ws/XWMH06PPss/PGP1dLQtGvZrErHJUmqLfViWsOcOXD22fCLX0CzZnml75NOqlfFIFgQ1huHHnooZ5xxRtExJNWm6dPh0EPhiCNgu+3yENGf/7zanv6UzhvSrEnj7xxr1qQxp3TesNpeQyoVttNS9arz0xrGjIEdd4TzzoNDDoFXX4Uttig61RKxIGxgdtxxR26++eaiY0haWm+/DVttBXfeCeeckyemr7pqtb5Etw7tuXDPn9K+ZTMCaN+yGRfu+dO6ORxHaiBsp6XFU6enNTzwAGy6aZ4nePfdcNtt0KJF0amWmHMIJamuuftuOOooaN4cnnoKfvnLGnupbh3aWwBKkuqcdi2bMa6S4q/QaQ3Tp8OJJ8JNN+VF3e65B9Zdt7g81cQewiXQf8Q4Ol00kHVOfYxOFw2skbHMI0aMYPPNN2eFFVZgv/3245tvvgHgyy+/ZPfdd6dNmza0atWK3XffnY8//hiA008/neeff57jjz+eFi1acPzxxwMwePBgttxyS1ZaaSW23HJLBg8e/O3r9OnTh3XXXZcVVliBddZZh7vvvrvafxZJi+mbb+Doo+Ggg/Kwk9deq9FiUGqobKel+q/OTWsYORI6doSbb4bTTsvbPjWAYhAsCKusNia4zpo1i27dunHwwQfzxRdfsM8++/Dggw8CMG/ePHr27MmYMWMYO3YszZo1+7ZB+ctf/sLPf/5z/v73vzNt2jT+/ve/88UXX9ClSxd69erF559/zkknnUSXLl34/PPPmT59Or169WLAgAFMnTqVwYMHs9lmm1XbzyGpCt5/H7bZBm68EU49FQYOhHbtik4l1Tu201LDUGemNaQEV1+dp3FMmQL/+lfeaL5Jk9rNUYMsCKuoNia4vvzyy8yePZvevXvTpEkT9t57b7bccksAWrduzV577cXyyy/PCiuswOmnn86gQYMW+FyPPfYY66+/PgcffDDLLLMMBxxwAD/60Y945JFHAGjUqBFvvvkmM2bMYPXVV2fjjTeutp9D0mJ68MHcIzhmDDz6KFx4ISzjiH5pSdhOSw1Htw7tefHUnfjwoi68eOpOtV8MTpwIXbtCr16w6655zuBOO9VuhlpQaEEYEctFxC0RMSYipkbEiIj41ULOPzEiPo2IKRFxa0QsV5t5oXYmuI4fP5727dsTEd8e+8EPfgDA119/zdFHH80PfvADVlxxRbbffnsmT57M3LlzF/hc8x9b/rnGjRtH8+bN6du3L9dffz2rr746Xbp04Z133qm2n0PSIsyalfcq2ntv+PGP8yqiXboUnUqq12ynJVWLZ57JC8c8/XTuIXz4YVhllaJT1YiiewiXAf4L7ACsBJwJ3B8Ra1c8MSI6A6cCOwNrA+sC59ZSzm/Vxr5dq6++OuPGjSOl9O2xsWPHAnDZZZfx7rvv8sorr/DVV1/x3HPPAXx7bvnGCaBdu3aMGTPmO8fGjh1L+/b5Ckvnzp15+umn+eSTT/jRj37EkUceWW0/h6SFGDMmbyFx5ZW5KHzuOajwoVBS1dlOS1oqs2fnOYK77AIrrQSvvALHHw8V3rsNSaEFYUppekrpnJTSRymleSmlR4EPgco28egB3JJSGpVS+hI4Hzi0FuMCtTPBdZtttmGZZZbhqquuYs6cOfTr148hQ4YAMHXqVJo1a0bLli354osvOPfc79bEbdu25YMPPvj2+1//+teMHj2ae+65hzlz5tC3b1/eeustdt99dz777DMefvhhpk+fznLLLUeLFi1o3Pi7P5ukGvDoo9ChA7zzDvzjH3DFFbDsskWnkhoE22lJS+yDD/K+vxddBEceCcOH517CBq7oHsLviIi2wAbAqEru3hgYWe77kUDbiGhdyfMcFRHDImLYxIkTqzVjbUxwXXbZZenXrx99+vShVatW9O3blz333BOA3r17M2PGDFZZZRW23nprdtttt+889ve//z3/+Mc/aNWqFb169aJ169Y8+uijXHbZZbRu3ZqLL76YRx99lFVWWYV58+Zx2WWX0a5dO1ZeeWUGDRrEtddeW20/h6QK5szJC8b85je5N3D4cNhrr6JTSQ2K7bSkJXLPPbDZZjB6dN5n8IYbYPnli05VK6L8cIciRUQTYADwn5TS0ZXc/x/guJTSE+XOnwWsk1L6aEHP27FjxzRs2LDvHX/77bf58Y9/XE3pS4+/P6mKxo2DAw7Iy1QffTT87W/QtGnRqapNRAxPKXUsOofqH9vpmuHvT1pMU6fCCSfA7bdDp055L+AGOIVjYe10nVjGLiIaAXeSC7zjF3DaNGDFct/P/3pqDUaTpKX39NPQvTt8/TXcdVf+WpIkFWv4cNh//zxU9Kyz4MwzS3KV78J/4sizq28B2gK/TinNXsCpo4BNgfvLvt8U+Cyl9HnNp5TUEPUfMY5LnnyX8ZNn0K5lM07pvGH1Lmk9dy6cfz6cdx5stFEeguIVe0mSijVvXp6/f9pp0LYtPPssbL990akqVeOfVagDBSFwHfBj4JcppYWtCX0H0Cci7gY+Ac4A+tR8PEkN0fzNq+fvVzZ/82qgev7QTpiQewL/9S845BC49lpo3nzpn1eSJC25Tz+FHj3gqadgjz3g5pth5ZWLTlWpGv+sUqbofQh/ABwNbAZ8GhHTym7dI2Ktsq/XAiibO3gx8Cwwpux2dlHZJdVvNbp59XPP5YnpL7yQG5o+fSwGJUkq2hNP5FVDn3sOrr8eHnywzhaDUMOfVcoptIcwpTQGWNimHi0qnH85cHl1vf68efNo1KhOLbRaL9SVhYikpVEjm1fPmweXXAKnnw7rrgsDBpTEctVSTbGdXjK201IFM2fC//0fXH45/OQnMHAgbLxx0akWqUY+q1SiZP/KNm/enHHjxjFr1iz/cFZBSonPP/+cpg1odUSVpmrfvPrzz6Fr17ytxJ57wrBhFoPSUrCdXjK201IFo0fDttvmYvC442DIkHpRDEINfFZZgLowh7AQa6yxBpMmTWLMmDHMmTOn6Dj1StOmTVljjTWKjiEtlVM6b/idcfmwFJtXv/IK7LsvfPIJ/P3vcOyxEAsb/CBpUWynl5zttASklLeSOP54WG456N8ffvvbolNVSbV+VlmIki0IGzVqxKqrrsqqq65adBRJBZg/GXupVu5KCa66Ck45Bdq3hxdfhC23rKHEUmmxnZa0xKZMgWOOgXvvhR13hDvvhHp4kaRaPqsshpItCCWpW4f2S/5HdcoUOPzwPCG9a9e8cEyrVtWaT5IkVdHLL8OBB8LYsfDnP+epHI0bF51qiS3VZ5XFVLJzCCVpiY0YAVtskYefXHpp/tdiUJKk4sydCxdeCNttlxd5e/75vMhbPS4Ga4s9hJK0uFKCm26CXr1glVVg0CDo1KnoVJIklbbx4+Hgg/Pqofvtl7eUaNmy6FT1hj2EkrQ4pk3Ljc3RR8MOO+ReQotBSZKK9cgjsMkmeajoLbfkeYMWg1ViQShJizJqVF4s5t574fzz8/6CbdoUnUqSpNL1zTd5xE7XrrDmmvDqq3DYYa7yvQQcMipJC3PHHXmlshVWgKefhp12KjqRJEml7a234IAD4PXXoXdvuOiivLWElog9hJJUmRkz4IgjoEeP3Ds4YoTFoCRJRZo/l79jxzxv8NFH4YorLAaXkgWhJFU0ejRsvXWei3D66fCvf8HqqxedSpKk0vXll7DPPnDUUXkO/+uvQ5cuRadqEBwyKknl3X9/7hlcdll4/HH41a+KTiRJUml74YW8t+Ann8Bf/wp/+AM0sl+ruviblCSAmTPhhBPyctU/+UkeImoxKElScebMgXPPzat7L7ssvPgi/PGPFoPVzB5CSfrwQ9h3Xxg2DE46KU9Ob9Kk6FSSJJWusWPhoIPyBvPdu8O118KKKxadqkGyIJRU2h5+OC8ckxL06wd77FF0IkmSStuDD+bpG3Pm5NW+Dz646EQNmv2tkkrT7Nlwyinw29/Cuuvm/YssBqXviYiVI+KfETE9IsZExIGL8ZiBEZEiwgvPkhbf11/D734He+8N662Xp29YDNY4/1BLKj0ff5znCg4eDMceC5ddBk2bFp1KqquuAWYBbYHNgMciYmRKaVRlJ0dEd/x8IamqXn897y341lt5nuD55+d5g6px9hBKKi1PPQUdOuSG59574ZprLAalBYiI5sBewJkppWkppReAh4FKL9lHxErA2cAfay+lpHotpdwWb7UVfP45PPlkXknUYrDWWBBKKg1z58JZZ8Fuu8Fqq+UFZPbfv+hUUl23ATA3pTS63LGRwMYLOP8C4Drg04U9aUQcFRHDImLYxIkTqyeppPpn0iTo1g2OPx522ilfrN1116JTlRwLQkkN36efwi675OEnhx4Kr7wCG25YdCqpPmgBTKlwbAqwQsUTI6Ij0Am4elFPmlK6MaXUMaXUsU2bNtUSVFI98+yzsOmmMGAAXHEFPPoorLpq0alKkgWhpIbt3//OQ0RffhluvTXfll++6FRSfTENqLjO+4rA1PIHIqIRcC3w+5TSnFrKJqk+mj0bTj8ddt4ZWrTIF2l793ZvwQL5m5fUMM2bBxdckBuclVbKDU7PnkWnkuqb0cAyEbF+uWObAhUXlFkR6Aj0jYhPgaFlxz+OiJ/XfExJ9cKHH8L22+f2uWdPGD48X7RVoVwFTFLD8/nneZnqAQPyPMEbb4QVvjfCTdIipJSmR0Q/4LyIOIK8yuhvgW0rnDoFaFfu+zWBIcAWgJMEJcF998HRR//v6/32KzaPvmUPoaSG5aWX8tXGZ56Ba6+Fe+6xGJSWzrFAM2ACcC9wTEppVESsFRHTImKtlH06/8b/isDPUkqzigouqQ6YNg0OOyxvKbHRRvDaaxaDdYw9hJIahpTgb3/LexetuWbeY3CLLYpOJdV7KaUvgG6VHB9LXnSmssd8BETNJpNU5736ai4E33svzxs8+2xo0qToVKrAHkJJ9d/kybDnnnDSSbD77rkBshiUJKkY8+bllUO33jr3ED7zDPz5zxaDdZQ9hJLqt+HDYZ994L//hcsvzyuVhR0TkiQVYsKEvMXTgAHQtSvccgusskrRqbQQ9hBKqp9Sguuug223zUtYP/ccnHiixaAkSUV56inYZBMYOBCuuQb697cYrAcsCCXVP1OnQvfucOyxeVuJESNgm22KTiVJUmmaNSvP4e/cGVq3hqFDcxvtRdp6wSGjkuqXN96AvfeG99/P+xj96U9uZitJUlHeew8OPBCGDYPf/Q4uuwyWX77oVKoCC0JJ9UefPvmK40or5QnqO+5YdCJJkkrXnXfmdrlJE3jwwbzAm+odL6tLqvu+/jrvYdSzZx4a+tprFoOSJBXlq6/g4IPhkEPy3r8jR1oM1mMWhJLqtnffhZ/9LPcOnnlmnrDetm3RqSRJKk1Dh8Lmm8M998C558Kzz+b9f1VvOWRUUt11331w5JHQtGlevrpz56ITSZJUmubNg0svzRvMt2sHgwbBdtsVnUrVwB5CSXXPN9/kOQkHHACbbppXEbUYlCSpGJ98ktvhP/0JunXLUzcsBhsMC0JJdcsHH0CnTnmPwVNOyUNR1lij6FSSJJWmxx/Pewu++CLcdBPcfz+0alV0KlUjC0JJdUf//nlewgcfwEMPwcUX55XLJElS7Zo5E3r3hi5d8hDR4cPhiCPcW7ABsiCUVLzZs+Hkk2GPPWD99eHVV6Fr16JTSZJUmt55B7beGq68Enr1gldegR//uOhUqiGFF4QRcXxEDIuImRHRZyHnHRoRcyNiWrnbjrWXVFKN+O9/YYcd4PLL4YQT4IUXYJ11ik4lSVLpSQluuQW22CK3zw8/nIvCpk2LTqYaVBdWGR0P/BnoDDRbxLkvpZScwSo1FAMG5H2MZs2Cvn1h332LTiRJUmmaPBmOPjrPEfzFL/Km8+3bF51KtaDwHsKUUr+UUn/g86KzSKolc+bkZat//evc2AwbZjEoSVJRBg+GzTaDBx+ECy6Ap5+2GCwhhReEVdQhIiZFxOiIODMiKu3hjIijyoahDps4cWJtZ5S0MJ98ArvskhucI46Al1+GDTYoOpUkSaVn7lz4859h++2hUaM8beO006Bx46KTqRbVhSGji+s54CfAGGBjoC8wB7iw4okppRuBGwE6duyYajGjpIV59tm8t+DUqXD77XDIIUUnkiSpNH38MRx0UN5g/oAD8nZPK61UdCoVoN70EKaUPkgpfZhSmpdSegM4D9i76FySFsO8efkK5C9/CSuvDEOGWAxKklSU/v1h003zlI0+feDuuy0GS1i9KQgrkQA3QpHquokT81zBM8/MVyCHDIGNNy46lSRJpWfGDDjuuLzN09pr522eevRwb8ESV3hBGBHLRERToDHQOCKaVjY3MCJ+FRFty77+EXAm8FDtppVUJS++CB06wL//DTfckFcsa9Gi6FSSJJWeN9+ErbaCa6/Ne/8OHuwcfgF1oCAEzgBmAKcCB5V9fUZErFW21+BaZeftDLweEdOBx4F+wAVFBJa0CCnBpZfm/QWbNoWXXoKjjvIKpCRJtS0luP562HJLmDAhb/l06aWw3HJFJ1MdUfiiMimlc4BzFnB3i3Ln/QH4Qy1EkrQ0vvwSDj00b2a71155g1vnJUiSVPu++AIOPzzPGezcOS/o1rZt0alUx9SFHkJJDcXQobD55vnq45VXwgMPWAxKklSEQYPywjGPPZZ7BB9/3GJQlbIglLT0UoJrroHttssrij7/PPTq5RBRSZJq25w5cNZZsNNO/5u2cfLJeZ9BqRKFDxmVVM999RUceSTcfz906ZKHo7RuXXQqSZJKz5gxcOCBecGYHj3g6qthhRWKTqU6zoJQ0pIbORL22Qc++AAuughOOcUrkJIkFeGBB/IF2nnz8r6CBx5YdCLVE35yk1R1KeXFYrbeGqZNg4ED4U9/shiUJKm2TZ+eC8F994UNN4TXXrMYVJX46U1S1UyfnlcRPeKIPGfwtddg++2LTiVJUukZORI6dswXaU89FV54AdZdt+hUqmccMipp8b39dh4i+tZbcM45cMYZ0Lhx0akkSaoV/UeM45In32X85Bm0a9mMUzpvSLcO7Ws/SEp5fuApp+R5+08/DTvvXPs51CBYEEpaPPfckzeXX355ePJJ2GWXohNJklRr+o8Yx2n93mDG7LkAjJs8g9P6vQFQu0XhxInQs2feTqJLF7jtNmjTpvZeXw2OQ0YlLdw338Dvfgfdu0OHDjBihMWgJKnkXPLku98Wg/PNmD2XS558t/ZCPPNM3lvw6afhqqvgkUcsBrXULAglLdj778M228ANN+RFY559FtoXMDRGkqSCjZ88o0rHq9Xs2XmO4C67wEorwZAhcMIJ7verauGQUUmVe/BBOOywPEfwkUdg992LTiRJUmHatWzGuEqKv3Ytm9XsC//nP3nV0CFD8mqiV1wBzZvX7GuqpNhDKOm7Zs2C3r1h773hRz/KQ0QtBiVJJe6UzhvSrMl3F1Jr1qQxp3TesOZe9O6783SN0aPzPoM33mgxqGpnD6Gk/xk7Nu9j9Mor8Pvfw8UXw7LLFp1KkqTCzV84plZWGZ06FY4/Hu64Azp1yoXhD35Q/a8jYUEoab7HHoNDDsnzFB54IPcQSpKkb3Xr0L7mVxQdNgwOOAA++ADOOgvOPBOW8SO7ao5DRqVSN2cOnHZaHha61lrw6qsWg5Ik1bZ58+DSS2HbbfMK388+C+eeazGoGuf/MKmUjR8P++8Pzz+f9xj829+gWQ1PjpckSd/16afQowc89RTssQfcfDOsvHLRqVQiLAilUvWvf+VVy6ZPhzvvhIMOKjqRJEmlZ8AAOPRQ+OoruP76fIHW7SRUixwyKpWauXPzEJRdd82b2Q4dajEoSVJtmzkTTj4Zfv1rWHWB1fkKAAAgAElEQVTVPHfw6KMtBlXr7CGUSsmECbn4e/ppOPhguO46l6+WJKm2jR6dp2yMGAHHHQeXXOKUDRXGglAqFc8/nxufL76Am26Cww/3KqQkSbUpJbj99rylxHLLQf/+8NvfFp1KJc4ho1JDN29e3k/wF7/IvYEvvwxHHGExKElSbZoyBbp3h549YcstYeRIi0HVCRaEUkP2xRe5sfnTn2DPPfP8hE03LTqVJEml5eWXoUMHuP9++POf88Jua6xRdCoJcMio1HANGQL77AOffAJXX53nKNgrKNVbEfFTYCtgNaAp8AUwGhicUvqyyGySFmDu3DxK58wzcwH4/POwzTZFp5K+o8oFoQ2SVMellAvAP/wB2rWDF1/MQ1Mk1TsRsS5wDNAdaAvMAyYDM4GWwPLAvIgYBNwM9E0pzSsorqTyxo/PC7gNHAj77Ze3lGjZsuhU0vcs1pDRiFg3Ii6JiPHAa8D1QG+gJ3A+8AgwMSKeiYgDIsKhqFIRpkzJvYK//z3sthu8+qrFoFRPRcTNwChgM+A8oAPQNKXUJqW0RkqpBbAq8BvgDeBi4O2I2K6ac6wcEf+MiOkRMSYiDlzAeT0iYnhEfBURH0fExRHhSCSVpkcegU02yUNFb7kF7r3XYlB11iILt7rSIElahNdeg44d84pll1wCDz0EK69cdCpJS+4b4EcppV1SStenlF5PKc0tf0JKaVJKaUBKqTfwA+AsoH0157gGmEXuoewOXBcRG1dy3vLki8WrAD8Ddgb+UM1ZpLrtm2+gVy/o2hXWXDNfmD3sMKdsqE5bnCt38xukMQs6IaU0CRgADIiIk4B9qP4GSVJlUoKbb4YTToBVVoFBg6BTp6JTSVpKKaXjq3j+PKBvdWaIiObAXsBPUkrTgBci4mHgYODUCq9/Xblvx0XE3cAvqjOPVKe99RYccAC8/jr07g0XXZS3lpDquEX2EKaUjl9YMVjJ+fNSSn1TStXaKEmqxLRpcMghcNRRsMMOeYNbi0GpJETEsRHRpoZfZgNgbkppdLljI4HKeggr2p48wkhq2FLK+/t27JgXcnvsMbjiCotB1RtLPdevlhokqST0HzGOThcNZJ1TH6PTRQPpP2Lcgk9+6y3Yaiu4+2447zx4/HFo41tRKiG9UkoT538TEatGxGnV/BotgCkVjk0BVljYgyKiJ9ARuHQB9x8VEcMiYtjEiRMrO0WqH778Ms/dP+qofEF25Ej49a+LTiVVSXUs/lIbDZLU4PUfMY7T+r3BuMkzSMC4yTM4rd8blReFd96ZF4v5/HN4+um8nHXjxrWeWVKhppX/JqU0Adi7Bl5jxQrHVgSmLugBEdENuAj4VdmUku9JKd2YUuqYUurYxgtZqq9eeCHv7fvQQ/DXv8KTT8LqqxedSqqy6igIa6NBkhq8S558lxmzv7NeBDNmz+WSJ98td2AGHHlkHia65ZZ5IZmdd67lpJLqiJERcVSFY8tX82uMBpaJiPXLHduUBQwFjYjdgJuA36SU3qjmLFLdMGcOnHtunqqx7LJ5e6c//hEauci+6qfq+J9bGw2S1OCNnzxj4cffey9vZnvzzfB//wf/+pdXIqXSdgpwaET8KyLOi4h+wIjqfIGU0nSgH3BeRDSPiE7Ab4E7K54bETsBdwN7pZSGVGcOqc4YOxZ22gnOOQcOPDCvIrrVVkWnkpZKdewPdArwaETsCwwGfkI1N0hSKWjXshnjKikK27VsBg88AIcfDk2a5Mnqzk+QSl5K6YuyAu3X5K2hHgXuqoGXOha4FZgAfA4ck1IaFRFrAW8BG6WUxgJnAisBj8f/lth/PqX0qxrIJNW+Bx+EI47IPYR33JE3nZcagCoVhBHRKqX0ZfljtdggSQ3aKZ035LR+b3xn2OiKMZc7Rt4Fp90GW28NffvCWmsVmFJSbYmIJuTeuKELWu07pZSAx8puNSKl9AXQrZLjY8mLzsz/3i0m1DB9/TWcdBLccENeSfTee2G99YpOJVWbqg4ZfSMidql4MGWPpZT+klK6NaU0q5rySSWjW4f2XLjnT2nfshkBbJGmMOiRs/jhfbfBiSfm/QUtBqVSchx5aGbrooNIJev11/Oc/RtuyPMEX3zRYlANTlULwsfJm89fGREL3FwlIlpFxNZLF00qPd06tOfFU3fiw07zePDG42j18UfQrx9cfnmeuC6plBwEXJ9SenVBJ0REp4h4PiI61mIuqeFLCa65Js8P/PzzvILoX/9qW6wGqUoFYUrpKGBPYH9gRER0WMCpvwYGLWU2qfTMng1/+hN07QrrrAPDh8MeexSdSlIxNgIGLOyElNKL5C0gDquVRFIpmDQJunWD44/PC8i8/jrsumvRqaQaU+VVRlNKD5MXjnkfeDkiTouI1SJi54g4MSJuB24EXqvmrFLDNm5cbnguvhh+9zsYPBh++MOiU0kqzuJOv3gA2L4mg0gl49ln896CAwbAFVfAo4/CqqsWnUqqUVUuCCNiY6AzeW+ib4C/AOOAp4De5LkOVwD7LObzHR8RwyJiZkT0WcS5J0bEpxExJSJuXdiwValeeeop2GwzGDEC7r4brrsOmjYtOpWkYr0LbLsY5/0HcIKxtDRmz4bTT897+7ZoAa+8Ar17u7egSkKV/pdHxLXA68AN5KuR95OLwOHAdODMlNLuKaUzylYfWxzjgT+Tl7Re2Gt3Bk4FdgbWBtYFzq1KfqnOmTsXzj4bdtsN2raFYcPyvkaSBPcBvSpsCl+ZNrURRmqwPvwQtt8eLrgAevbM0zU6LGhWlNTwVPWyx0HA34EVU0pbpZSOTCldBWwDXAncEhF9I6Ll4j5hSqlfSqk/eW+jhekB3JJSGlW29cX5wKFVzC/VHZ99lucknHce9OgBQ4bAj35UdCpJdcfVwIfAvyNi94WcdzDu/ystmfvuyyN03norf33LLbmHUCohVS0IbwauTSnNLX8wpTQ3pXQmsAOwBfBmROxcTRnn2xgYWe77kUDbiHA5btU/gwblBmjwYLj1VrjtNlh++aJTSapDUkpzyKNiRgMPRcSbEXFqRPwmIraKiG4R8RDwG+DSQsNK9c20aXDYYXDAAbDRRvDaa7DffkWnkgpR1VVGT0opvbuQ+weTN6d/GnhyKbNV1AKYUu77+V+vUPHEiDiqbF7isIkTJ1ZzDGkpzJsHF16YF49ZccU8R6Fnz6JTSaqjUkqTyzZ8PxyYC1wA9AdeAvqRL8Qem1J6pLiUUj3z6quwxRbQp0+eN/jcc3llb6lELVPdT5hSmgb0LLtqWZ2mASuW+37+11MryXAjeaVTOnbsmKo5h7RkPv8cDjkEHn8c9t8fbrwRVvje9QxJ+p6UUh+gT0SsBfwUWAmYALyUUppeZDap3pg3D668Mm/v1KYNPPMM/OIXRaeSCrfIgjAiDgbuqThMdBGPWY9FzwmsqlHApuSFbCj7+rOUUnW/jlT9Xn4Z9t03zxu89tq8rURE0akk1TNlC7Yt7qJtkuabMAEOPTRvJ9G1a54ruMoqRaeS6oTFGTJ6MvCfiDg/IjZd0EkR0ToiukfEI+TJ7asvToCIWCYimgKNgcYR0TQiKitU7wAOj4iNIqIVcAbQZ3FeQypMSvC3v8HPfw7LLJPnDB5zjMWgpEWKiIMjonEVH7NeRPy8pjJJ9dJTT8Emm8DAgXDNNdC/v8WgVM4iC8KU0mbAn4BfACMi4quIeCUiHouIfhExMCI+JA9duZK8H9KPUkr3L+RpyzsDmEHeUuKgsq/PiIi1ImJa2fAYUkpPABcDzwJjym5nV+WHlWrV5Mmw115w4onQpUtexnqLLYpOJan+qNELslKDN2sW/PGP0LkztG4NQ4fCscd6UVaqYLHmEKaU+gJ9I+KHwC+BzYHVgObAZ8BzwIvAv1NKs6sSIKV0DnDOAu7+zrq/KaXLgcur8vxSIV59FfbZB8aOhcsuy0WhDZCkKkgpbRYR+wEnAKdHxDTgbWASMBNoCaxD3pT+S+Au4HcppXEFRZbqjvffzyuIDhuWp2lcdpmreUsLUKVFZVJK/yH3AEqqTEpwww3Qu3eesD5oEGy7bdGpJNVTNXlBVmqw7rwz9wQ2aQIPPgh77ll0IqlOW6JVRiNiA2ANoGnF+1JKjy9tKKlemjoVjj4a7r0XdtstN0jOUZBUDbwgKy2Gr76C446Du+7Kc/fvvhvWXLPoVFKdV6WCMCI2AvoCGwGVjX9L5MVhpNLy5puw997w3nvwl7/AqadCoypt8ylJi+QFWWkBhg7NQ0Q//BDOPTfvL9jYj6TS4qhqD+ENwLLAnsBbwKxqTyTVN7ffnlcOXXFF+Ne/3NNIUrXzgqy0APPmwaWX5gKwXbs8VWO77YpOJdUrVS0IOwD7p5QerYkwUr3y9ddwwglw662w4455qOhqqxWdSlLD5AVZqaJPPoFDDskXY/feG268EVq1KjqVVO9UtSD8D5UMU5FKzrvv5lVE33wTzjgDzjnHoSmSapIXZKXyHn8cevSA6dPhppvg8MNdzVtaQlWd5HQy8H8RsW5NhJHqhb59oWNHGD8+N0jnn28xKKmmeUFWApg5M6/k3aVLHiI6fDgccYTFoLQUqtpDeCHQHngnIj4CJlc8IaW0VTXkkuqemTPhpJPg2mvzVhL33efqZZJqy8nAxRHxakrpg6LDSIV45528cMxrr0GvXvDXv0JTr5NIS6uqBeGbZTeptHz4YR4iOnw4nHwyXHhh3t9IkmqHF2RVulLK8/V79YJmzeDhh+E3vyk6ldRgVHVj+p41FUSqsx56KM9TiID+/eG3vy06kaTS4wVZlabJk/Mev/ffn1fxvuuuPFRUUrVZoo3ppZIwezacdhpcdlmeM3j//bDOOkWnklSCvCCrkjR4MBx4IHz8MVxwAfzxj87Zl2rAIgvCiBhK3t9osThkRQ3Cf/8L++0HL70Exx2Xi8Lllis6lSRJDd/cuXlqxjnnwFprwQsvwNZbF51KarAWp4dwFFUoCKV674kn4KCD8iIy992XC0NJqmVekFVJ+vjj3AYPGpQXkLnuOlhppaJTSQ3aIgvClNKhtZBDKt6cOflq5AUXwE9+Av/4B2ywQdGpJJUuL8iqtPTvn/cTnDkT+vTJm867nYRU45xDKAF8+mm+Evnvf+fG6KqrYPnli04lqYR5QVYlY8YM+MMf8rZOm28O997rBVmpFlkQSs8+m4vBr77KVyR79Cg6kSRJpeHNN3Mb/OabeVunv/zFOftSLWtUdACpMPPm5Ybnl7+EVq1gyBCLQUmSakNKcP31sOWWMGECDBgAl15qMSgVwB5ClaZJk/Kk9SefzEta33ADtGhRdCpJkhq+L77I0zP694fOneH226Ft26JTSSXLHkKVnsGDoUOHPFT0+uvzJrcWg5Ik1bxBg2DTTeGxx3KP4OOPWwxKBbMgVOlIKe8nuMMOsOyyeY/Bo492BTNJkmranDlw1lmw007QtGlug08+GRr5UVQqmkNGVRq+/BJ69oSHHoI994Rbb3VfI0mSasOYMXl6xuDBea7+1VfDCisUnUpSGQtCNXzDhsG++8J//wt/+xv06mWvoCRJteGBB+DII/NCbnffnQtDSXWK/fRquFLKexp16pSHqjz/PPz+9xaDkiTVtOnTcyG4776w4Ybw2msWg1IdZUGohmnq1Lyv0XHH5W0lRoyArbcuOpUkSQ3fyJHQsSPccguceiq88AKsu27RqSQtgAWhGp7XX88N0QMPwIUXwiOPQOvWRaeSJKlhSynPD9xqK5gyBZ5+OrfDTZoUnUzSQjiHUA3LrbfmXsFWrWDgwLyiqCRJqlkTJ8Jhh8Gjj0KXLnDbbdCmTdGpJC0GewjVMEyfDocemje67dQpDxG1GJQkqeY980zeW/Cpp+Cqq/LIHItBqd6wIFT998478LOfwR13wNlnw5NPusmtJEk1bfZsOO002GWXvJXTkCFwwgku3ibVMw4ZVf12zz1w1FHQrBk88QTsumvRiSRJavg++CAv3jZkSF5N9IoroHnzolNJWgL2EKp++uYbOOYY6N4dOnTIy1lbDEqSVPPuuQc22wxGj84LuN14o8WgVI9ZEKr++c9/YNtt4frr4Y9/zIvHtG9fdCpJkhq2qVPzfP3u3WGTTfLF2L33LjqVpKXkkFHVL/36Qc+e0LgxPPww/OY3RSeSJKnhGz4c9t8/DxU96yw480xYxo+RUkNgD6Hqh1mz4MQTYa+9YMMN4dVXLQYlSapp8+bBZZfBNtvk6RrPPgvnnmsxKDUgvptV940dC/vtBy+/nFcvu/RSWHbZolNJktSwffop9OiRt5PYYw+4+WZYeeWiU0mqZvYQqm57/PG8aMyoUXD//Xl/I4tBSao1EbFyRPwzIqZHxJiIOHAh554YEZ9GxJSIuDUilqvNrKpGTzyR9xZ87rk8Z//BBy0GpQbKglB105w58H//B126wJpr5rkL++xTdCpJKkXXALOAtkB34LqI2LjiSRHRGTgV2BlYG1gXOLf2YqpazJwJJ58Mv/oVrLoqDBsGRx/t3oJSA2ZBqLpn/HjYeWe48MK8t9FLL8H66xedSpJKTkQ0B/YCzkwpTUspvQA8DBxcyek9gFtSSqNSSl8C5wOH1lpYLb3Ro/Mq3pdfDscdl/cY3Ph7tb+kBsaCUHXLM8/kIaLDhsEdd+S9jZo1KzqVJJWqDYC5KaXR5Y6NBCqrEjYuu6/8eW0jonUN5lN1SAn69IHNN4ePPoL+/eHvf7f9lUpE4QXh4s5NiIhDI2JuREwrd9uxluOqpsydC+edB7vsAq1bw9ChcHBlF6AlSbWoBTClwrEpwAqLce78r793bkQcFRHDImLYxIkTqyWoltCUKXlfwZ49oWNHGDkSfvvbolNJqkWFF4Qs5tyEMi+llFqUu/27tkKqBk2YkOcqnH12bpSGDIGNNio6laT/b+/eo+2c7v2Pv78SdUvdIy0aqVL98UtIpSh1TQk1kJ/UXZoirq2WFuXgUEpPxalWj0s5iEtdoqhWhToiiDqIBGm0HEerqNC4JETkOn9/zLXZ2dZO1k72Ws+6vF9jrJG9nzXXymfssZ41x/d55kWC94BVOxxbFXi3grZtP3+sbUrpipTSoJTSoN69e3dLUC2F//7vPCpnzBg499w8Smf99YtOJanGCi0Iuzg3Qc1owoTcGT30EFx5ZR4m2qtX0akkSdnzQM+IaD+Re3Ngapm2U0vPtW/3ekrpzSrm09JYsCDP0//KV/I+gw89BGecAT16FJ1MUgGKvkPYlbkJAAMjYnpEPB8RZ0aE+yg2qoULYdQo2GknWHnlfJVy5EhXMZOkOpJSmgXcDpwTEatExHbAPsD1ZZpfBxwREZtGxBrAGcDomoVVZf7xD9htt7yS97Bh8NRTeSEZSS2r6IKwK3MTHgL+L7AO+a7iQcDJ5d7UuQl17q23YOhQOOWUvNHtxImwxRZFp5IklXccsBLwBnATcGxKaWpE9C3N5+8LkFK6B7gAeAB4qfQ4q6DMKud3v4MBA/JF2KuugptvhtVXLzqVpIIVXRBWPDchpfRiSumvKaWFKaUpwDnA18u9qXMT6tjjj+dVzO65J28yP2YMrLZa0akkSZ1IKb2VUhqaUlolpdQ3pXRj6fjfS/P5/96u7U9TSn1SSqumlA5LKc0pLrk+9MEH8J3vwN57f7S37+GHOypHElB8QdiVuQkdJcBvskaREvziF3m+AuS5g8cfb2ckSVI1PfssbL117oNPOCHfHfzCF4pOJamOFFoQdmVuQkTsERF9Sj9/ATgTuLOWebWUZs6EAw7IVyeHDIFJk2CrrYpOJUlS80opL9Y2aFCeN3jXXXDRRbDCCkUnk1Rnir5DCBXOTQAGA89ExCzgbnIheX4hiVW5p5+GLbeE22+HCy6AO++ENdcsOpUkSc3r7bdh//3hqKNgu+3gmWdgzz2LTiWpThW+SmdK6S1gaJnjfycvOtP2+0nASTWMpmWRUp6w/u1v543mx4//aLioJEmqjkcegYMPzncFf/ITOOkkWK4erv9Lqld+Q6j7zZoFI0bAkUfC9tvD5MkWg5IkVdOCBXDOObDDDrD88rkwPOUUi0FJS1T4HUI1mWefhf32gz//GX74Qzj9dDe6lSSpml5+GQ49NG8wf+ihcMklsGrHRdwlqTwLQnWfG26Ao4+GXr3gvvtg8OCiE0mS1Nxuvx1GjoR58+C662D48KITSWowjiPQsps9O09cHz48r2Y2ebLFoCRJ1fT++3DMMTBsGHzuc7nvtRiUtBQsCLVsXngBtt02L2192mlw//2w7rpFp5IkqXlNmQJf+hL88pd5nuAjj8BGGxWdSlKDcsiolt6vfw2HHw49e+b9jVzSWpKk6kkJLr0Uvv99WH11uPde2G23olNJanDeIVTXzZ0L3/1uXjxm003zMBWLQUmSqufNN2Ho0Lyd0y675L0FLQYldQMLQnXNSy/lrSQuvhhOOCGvaLbBBkWnkiSpeY0fD5tvDmPHwkUX5VE566xTdCpJTcIho6rcXXfBN76R9zq67TbYd9+iE0mS1LzmzctbOJ1/Pmy8MTz2GAwcWHQqSU3GO4Rasvnz4Qc/gL32gn79YNIki0FJkqrpb3+DHXeE886Dww6DJ5+0GJRUFd4h1OK9+iocdBA8/HDeY/BnP4MVVyw6lSRJzeuWW/J2TgA33wwHHFBsHklNzTuE6tx99+WrkZMm5U3nL7/cYlCSpGqZNQuOOAIOPDAv2vbUUxaDkqrOglAft2ABnH02DBmSJ61PnAiHHFJ0KkmSmtfkyfDFL8I118Dpp+dF2z772aJTSWoBDhnVol5/PRd/99+fF5C59FJYZZWiU0mS1JxSgp//PM/VX3vt3P/uvHPRqSS1EAtCfeShh/IwlbffhquuypPYI4pOJUlSc3rjDfjmN/N2EnvvnfvetdcuOpWkFuOQUcHChfCTn+SNbnv1ystaH364xaAkSdVy330wYACMGweXXAK/+Y3FoKRCWBC2ujffzNtJnHoqDBuW5wsOGFB0KkmSmtPcuXDKKbDbbrDWWvDEE3DccV6ElVQYh4y2ssceg/33h2nT8tXJY4+1Q5IkqVpeeCFv5TRxIhxzDPz7v8PKKxedSlKL8w5hK2qbwL799rDccvDII16dlCSpmq6/Pm/l9L//C7fdBpddZjEoqS5YELaaGTPg61+HE06APfbIewwOGlR0KkmSmtPMmTB8eF65e+DAvLfgvvsWnUqSPmRB2EomT4Ytt4Q774QLL8wT2NdYo+hUkiQ1pyeeyHsL3nhj3t933Djo27foVJK0CAvCVpAS/PKX8OUvwwcfwIMPwve/7xBRSZKqYeFCGDUKtt02LyLz4INw1lnQ06UbJNUfv5ma3XvvwdFH56uTQ4bkOQy9exedSpKk5vTaazBiRN5WYtgwuPJKR+NIqmveIWxmU6fCl74EN98M554Ld99tMShJUrXcfTdsvjlMmABXXAG33moxKKnuWRA2q+uuy8Xg22/nq5RnnJFXFJUkSd1rzhw48UTYc0/41KfythJHHunUDEkNwQqh2cyeDSNH5uEqW22VF5LZZZeiU0mS1Jyeew622QZ+9jM4/nh4/HHYdNOiU0lSxSwIm8nzz+dO6aqr4PTT4b/+Cz796aJTSZLUfFKCq6/Oq4i+/DL89rdw8cWw4opFJ5OkLnFRmWYxZgwccQSssEKew7DHHkUnkiSpOb3zDhxzDNxyC+y8c16wbb31ik4lSUvFO4SNbs6cPETlgAOgf/88RNRiUJKk6vjjH2GLLeDXv4bzz8/z9C0GJTUwC8JG9te/wle+Av/xH3lfwQcfhM98puhUkiQ1nwUL4LzzYIcd8iJtEybAaadBjx5FJ5OkZeKQ0Ub129/mhWNSgjvugKFDi04kSVJzeuUVGD4cxo+Hgw6Cyy6D1VYrOpUkdQvvEDaaefPg5JNhn31gww1h0iSLQUmSquXOO/Pegk88AaNHw69+ZTEoqalYEDaSV16BnXaCCy+E446DRx7JRaEkSepes2fDt76VL7r265cvwI4Y4d6CkpqOQ0Ybxb33wqGHwgcfwE03wYEHFp1IkqTmNHVq7mf/9Kc8R/+88/Iq3pLUhLxDWO8WLIAzz8wrh3760zBxosWgJEnVkBJcfjkMGgRvvAFjx+ZRORaDkpqYdwjr2bRpcPDB8MADcNhheTXRlVcuOpUkSc3nrbdg5Mi8UNuQIXDttdCnT9GpJKnqLAjrVdtKZjNmwNVX54JQkiR1v4cegkMOgddfz3cETzwxby0hSS3Ab7t6s3Bh3uh28OC8itljj1kMSpJUDfPnw1lnwc47w4orwqOP5jmDFoOSWkjh33gRsWZE3BERsyLipYg4eDFtT4yIaRExIyKujojmGtQ/fTrsuSecfjrsv39e4rp//6JTSZLUfF56Ka/cfc45eY/BSZNgyy2LTiVJNVd4QQhcAswF+gCHAJdFxGYdG0XEEOBUYDDQD9gQ+GHtYlbZo4/CwIEwblze8PbGG+GTnyw6lSRJzefWW/Pegs88k/cVHD3aPldSyyq0IIyIVYBhwJkppfdSShOA3wLDyzQfAVyVUpqaUnobOBf4Zs3CVktKcNFFsMMO8IlP5MLwmGPc50iSpO42axYcdVQehbPJJvDUU3nxNklqYUXfIfw8sCCl9Hy7Y08DH7tDWDr2dId2fSJirSrmq6533oF994XvfQ/22guefBK++MWiU0mS1HyefjpvJ/Gf/wmnngoTJsCGGxadSpIKV3RB2AuY0eHYDKDcuI2Obdt+/ljbiDgqIiZGxMR//vOf3RK027UVf3fdle8Q3nYbrL560akkSWouKcEvfgFbbZVX7r7vPvjxj2H55YtOJkl1oeiC8D1g1Q7HVgXeraBt288fa5tSuiKlNCilNKh3797dErTbpJTnCG67Lcybl5e6PuEEh4hKktTdpk+HvfeG73wHdt013yUcPLjoVJJUV4ouCJ8HeqOd3AwAAA5mSURBVEbExu2ObQ5MLdN2aum59u1eTym9WcV83evdd/NcheOOyx3S5Mnw5S8XnUqSpI/p4irgIyLiyYiYGRGvRMQFEVHsXsfjxsGAAfCHP8DFF8Pvfgf1dpFYkupAoQVhSmkWcDtwTkSsEhHbAfsA15dpfh1wRERsGhFrAGcAo2sWdllNmZLnLowZk/cZvOsuWHvtolNJktSZilYBL1kZOAFYG9iavCL4SbUI+THz5sG//At89at5P9/HH4fjj3ckjiR1oug7hADHASsBbwA3AcemlKZGRN+IeC8i+gKklO4BLgAeAF4qPc4qKHPXXHMNbL01zJyZr1iedpqb3kqS6lYXVwEnpXRZSunhlNLclNKrwK+A7WqXuOTFF2H77fMcwZEjYeLEvL2EJKlTxQ7nAFJKbwFDyxz/O3khmfbHfgr8tEbRlt3778O3vpX3N9pll7y3YJ8+RaeSJGlJOlsFfMcKX78D5ad/AHnxN+AogL59+y5txkXddBMcfTT06JH3Gfz617vnfSWpyXmbqlqeey7fFbz2WjjzzDyHwWJQktQYurIK+CIi4jBgEHBhZ226dfG3996Dww7Lc/QHDMh7C1oMSlLFLAir4eab83zBadNg7Fg455x8xVKSpDoQEeMjInXymEDXVgFv/75DgX8D9kgpTa9O+nbatnC67jr413+F8eNhgw2q/t9KUjMpfMhoU/ngg7zJ/GWXwXbb5cJw/fWLTiVJ0iJSSjst7vnSHMKeEbFxSul/Soc7WwW87TW7A1cCe6aUpnRX1k7Nnw/77ZcXkRk3DnasdDSrJKk9C8Lu8uKLuWOaNAlOPhnOO89NbyVJDSmlNCsi2lYBHwlsQV4FfNty7SNiF/JCMv8vpfR4TUL27Am33QZ9+8Jaa9Xkv5SkZuSQ0e5wxx15yMqLL8Kdd8IFF1gMSpIaXdlVwAE6rgQOnAmsBtxdOv5eRIytesKBAy0GJWkZeYdwWcybB6eeCj/9aZ4zeOut0K9f0akkSVpmna0CXnpukZXAU0o71yqXJKl7WRAurZdfhgMOgEcfzRvejhoFK6xQdCpJkiRJqpgF4dIYOxaGD4e5c2HMmDx3UJIkSZIajHMIu2L+fDj9dPja12C99WDiRItBSZIkSQ3LO4SVeu01OOggePBBGDkSLr4YVlqp6FSSJEmStNQsCCsxbhwcfDC8+y5cey184xtFJ5IkSZKkZeaQ0cVZuBDOPRd23RXWXBMef9xiUJIkSVLT8A5hZxYuhL32grvvhkMOgcsvh169lvw6SZIkSWoQFoSdWW452Hln2GcfOPJIiCg6kSRJkiR1KwvCxTnppKITSJIkSVLVOIdQkiRJklqUBaEkSZIktSiHjHbiN5NfZdS9z/GPd2az7uorcfKQTRg6cL2iY0mSJOynJam7WBCW8ZvJr3La7VOYPW8BAK++M5vTbp8CYGcjSVLB7Kclqfs4ZLSMUfc+92En02b2vAWMuve5ghJJkqQ29tOS1H0sCMv4xzuzu3RckiTVjv20JHUfC8Iy1l19pS4dlyRJtWM/LUndx4KwjJOHbMJKy/dY5NhKy/fg5CGbFJRIkiS1sZ+WpO7jojJltE1Id/UySZLqj/20JHUfC8JODB24nh2LJEl1yn5akrqHQ0YlSZIkqUVZEEqSJElSi7IglCRJkqQWZUEoSZIkSS3KglCSJEmSWpQFoSRJkiS1KAtCSZIkSWpRkVIqOkNVRcQ/gZeW4qVrA9O7OU61NWJmaMzcjZgZGjN3I2aGxsy9LJk3SCn17s4wag320w2hEXM3YmZozNyNmBkaM3dV+ummLwiXVkRMTCkNKjpHVzRiZmjM3I2YGRozdyNmhsbM3YiZ1boa8fPaiJmhMXM3YmZozNyNmBkaM3e1MjtkVJIkSZJalAWhJEmSJLUoC8LOXVF0gKXQiJmhMXM3YmZozNyNmBkaM3cjZlbrasTPayNmhsbM3YiZoTFzN2JmaMzcVcnsHEJJkiRJalHeIZQkSZKkFmVBKEmSJEktyoJQkiRJklpUyxaEEfHtiJgYEXMiYvQS2m4YEXdFxLsRMT0iLqhRzI45Ksoc2Y8i4tWImBER4yNisxpGbZ9lhYi4KiJeKv39JkfEHotpf2JETCvlvjoiVqhl3nY5Ks4dESMi4smImBkRr0TEBRHRs54zd3jduIhIRWQu/f9d/YwUfj528fNRN+djKc8NEfFa6fP6fESMXEzbujgf1Zrsp2vDfro+M3d4nf10F9lPd03LFoTAP4AfAVcvrlFEfAK4DxgHfApYH7ih6unKqygzsB9wOLA9sCbwKHB9daN1qifwMrAjsBpwJjAmIvp1bBgRQ4BTgcFAP2BD4Ic1ytlRxbmBlYETgLWBrcn5T6pJykV1JTMAEXFI6XVF6spnpF7Ox678revpfAT4MdAvpbQqsDfwo4jYsmOjOjsf1Zrsp2vDfrp27Kdrx366K1JKLf0gf3GPXszzRwEPF52zi5l/AIxp9/tmwAdF526X5xlgWJnjNwLnt/t9MDCt6LxLyl2m3feA3xWdd0mZyV+QzwPbAAnoWXTeCj4jdXc+VpC5bs9HYBPgNWD/Ms/V9fnoo3Ue9tOF5LefroPM9tM1y1y352Ot+ulWvkNYqW2Av0XE2NJt7/ER0b/oUEtwM7BRRHw+IpYHRgD3FJwJgIjoA3wemFrm6c2Ap9v9/jTQJyLWqkW2xVlC7o52qLBdVVWQ+XzgMmBazUJVYAm56/J8XELmujsfI+LSiHgf+Au5o7m7TLO6PR+lDurye2EJ6u57oY39dO3YT9eO/fTiWRAu2frAgcDFwLrA74E7S7fE69VrwMPAc8Bs8q3wEwtNBJROsl8B16aU/lKmSS9gRrvf237+ZLWzLU4Fudu3PQwYBFxYi2yLybHYzBExCNgO+EWtsy1OBX/rujsfK8hcd+djSuk48nm1PXA7MKdMs7o8H6Uy6u57oQJ1970A9tO1ZD9dO/bTS2ZBuGSzgQkppbEppbnkL5C1gP9TbKzFOgv4EvAZYEXyeOJxEbFyUYEiYjnyeOy5wLc7afYesGq739t+freK0RarwtxtbYcC/wbskVKaXoN4neVYbObS85cC300pza9xvE5V+Leuq/Oxwsx1dz4CpJQWpJQmkDvvY8s0qbvzUepEXX0vVKjuvhfsp2vHfrp27KcrY0G4ZM+Qx203ks2BW1JKr6SU5qeURgNrAJsWESYiArgK6EMeuz2vk6ZTydnbbA68nlJ6s8oRy+pCbiJid+BKYK+U0pQaRSyXo5LMq5Kvjt4SEdOAJ0rHX4mI7WuTdFFd+FvXzfnYhcx1dT6W0RP4XJnjdXU+SotRN98LXVBX3wv207VjP1079tOVa9mCMCJ6RsSKQA+gR0SsGOWX870B2CYivhoRPcirVE0H/lzDuECXMj8B7BcRfSJiuYgYDiwPvFDLvO1cRr4ytFdKafZi2l0HHBERm0bEGsAZwOga5OtMRbkjYhfyUIRhKaXHaxWuE5VknkEexrFF6fG10vEtgceqnrC8Sj8jdXM+UnnmujkfI2KdiDgwInpFRI/IK5QdRF4NrqN6Ox/VYuyna8p+unbsp2vHfrpSRa+eU9QDOJt8BaP942ygL/kWbN92bfclfyhmAuOBzeo5M/l29yXkMdEzgUnA7gVl3qCU84NSxrbHIZ38rb8HvF7KfQ2wQr3nBh4A5ndoN7aeM3d4XT8KXL1sKT4jhZ+PXfx81NP52Bt4EHinlGUKcGTpubo9H3205qPSPq/UtvDvha5krrPvBfvpOszc4XX9sJ+u5uejns7HQvrpKL2ZJEmSJKnFtOyQUUmSJElqdRaEkiRJktSiLAglSZIkqUVZEEqSJElSi7IglCRJkqQWZUEoSZIkSS3KglCSJEmSWpQFoSRJkiS1KAtCqZtFxOiImLgUr4uIeDoiRnQ4flFEpIi4rcxrxkbEPaWfL4mIq5Y+uSRJzc9+WlqUBaFUP/YH1gBu7HC8PzAH2DUilu/w3ABgSunnUcAhEbFRVVNKktSa7KfVlCwIpfrxHeD6lNK8Dsf7A9cBvYAd2g5GxJrAupQ6mpTS34AJwLG1CCtJUouxn1ZTsiCUqqxtaEpE7BoRz0TErIiYEBGbtWuzEbAt8OsOr10HWAe4H5gI7Nnu6QGlf59pd+w28tVHz21JkipgP61W54dRqo2+5KEi5wEHkTuPMRERpecHA7OApzu8rq0zmQL8nkU7mv7AAuDP7Y79EehTek6SJFXGflotq2fRAaQWsSawXUrpfwBKVwbvADYB/gJsCfw5pbSww+sGAHOB54G7gbMjYqOU0gul555PKc1p134qufPZio93WpIkqTz7abUs7xBKtfG3tk6m5NnSv+uX/v0UML3M6/qTO6D55KEor/PR1cf+LDoMhVK7d0rvJ0mSKmM/rZZlQSjVxjsdfp9b+nfFdv/O4eM+7ExSSgm4B9izNIRlMz5auay9Oe3eV5IkLZn9tFqWBaFUH94CVm9/oDRcZVMW7Ux+D+wIbE5ezaxcR7N66f0kSVL3sJ9W07IglOrDc8BnOxzbGFiJRTuTP5DP2xNLvy8yFCUiegMrk+cySJKk7mE/raZlQSjVh0eAvqWOok3bCmQfdjQppRmltgcD7wIvdXifQUAir2ImSZK6h/20mpYFoVQfxpOHj+ze7lh/4O2U0qsd2v6evELwn0rzFdrbHXgwpfRmtYJKktSCxmM/rSYVH/+cSipCRPwc2CiltOcSG5d/fQ/ylchTU0o3dGs4SZJanP20mpV3CKX6MQrYKSI+v5Sv3w+YDdzcfZEkSVKJ/bSakgWhVCdSSq8ARwCfXsq3COCI0h5HkiSpG9lPq1k5ZFSSJEmSWpR3CCVJkiSpRVkQSpIkSVKLsiCUJEmSpBZlQShJkiRJLcqCUJIkSZJalAWhJEmSJLWo/w/JaC/1wauT0gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 1080x864 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Gráficos de los ajustes para los exponentes crÃticos\n", + "\n", + "plt.figure (figsize = (15,12))\n", + "\n", + "plt.subplot2grid((7,7), [0,2], 3, 3 )\n", + "plt.scatter(np.log(Ns)[:-1], np.log(c_magnet)[:-1], label= 'datos')\n", + "plt.plot(np.log(Ns), funcline(best_m,np.log(Ns)),color = 'red', label = 'ajuste')\n", + "plt.xlabel('$\\ln(N)$')\n", + "plt.ylabel('$\\ln(M_c)$')\n", + "plt.legend()\n", + "\n", + "plt.subplot2grid((7,7), [4,0], 3,3 )\n", + "plt.scatter(np.log(Ns), np.log(c_suscept), label= 'datos')\n", + "plt.plot(np.log(Ns), funcline(best_s,np.log(Ns)),color = 'red',label = 'ajuste')\n", + "plt.xlabel('$\\ln(N)$')\n", + "plt.ylabel('$\\ln(\\chi_c)$')\n", + "plt.legend()\n", + "\n", + "\n", + "plt.subplot2grid((7,7), [4,4], 3,3 )\n", + "plt.scatter(np.log(Ns), np.log(c_sheat), label= 'datos')\n", + "plt.plot(np.log(Ns), funcline(best_c,np.log(Ns)),color = 'red',label = 'ajuste')\n", + "plt.xlabel('$\\ln(N)$')\n", + "plt.ylabel('$\\ln(C_c)$')\n", + "plt.legend()\n", + "\n", + "plt.savefig('figures/expo_fits.pdf', format='pdf', dpi=1000,bbox_inches=\"tight\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x1440 with 10 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Data collapsing for magnetización\n", + "\n", + "gammas = np.linspace(0.05, 0.15, 10)\n", + "\n", + "fig, axs = plt.subplots(5,2, figsize=(15, 20), facecolor='w', edgecolor='k')\n", + "axs = axs.flatten()\n", + "fig.subplots_adjust(hspace = .5, wspace=.2)\n", + "\n", + "for i in range(len(gammas)):\n", + " for j in range(0,4):\n", + " \n", + " axs[i].plot((scaling[0][0]-curie_temps[j]) * int(str(seed[j].group(1))), ((scaling[j][2])* int(str(seed[j].group(1)))**(-gammas[i])), 'o-', label = 'L = ' + str(seed[j].group(1)))\n", + " axs[i].set_xlabel('Temperatura reducida')\n", + " axs[i].set_ylabel('Magnetización colapsada')\n", + " axs[i].set_xlim(-10,10)\n", + " axs[i].legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x1440 with 10 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Data collapsing for susceptibility\n", + "\n", + "gammas = np.linspace(1.70, 1.85, 10)\n", + "\n", + "fig, axs = plt.subplots(5,2, figsize=(15, 20), facecolor='w', edgecolor='k')\n", + "axs = axs.flatten()\n", + "fig.subplots_adjust(hspace = .5, wspace=.2)\n", + "\n", + "for i in range(len(gammas)):\n", + " for j in range(0,4):\n", + " \n", + " axs[i].plot((scaling[0][0]-curie_temps[j]) * int(str(seed[j].group(1))), ((scaling[j][3])* int(str(seed[j].group(1)))**(-gammas[i])), 'o-', label = 'L = ' + str(seed[j].group(1)))\n", + " axs[i].set_xlabel('Temperatura reducida')\n", + " axs[i].set_ylabel('Susceptibilidad colapsada')\n", + " axs[i].set_xlim(-10,10)\n", + " axs[i].legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'np' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-1-30234e11f485>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# Data collapsing for specific heat\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mgammas\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlinspace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0.0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0.10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m15\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfacecolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'w'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0medgecolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'k'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'np' is not defined" + ] + } + ], + "source": [ + "# Data collapsing for specific heat\n", + "\n", + "gammas = np.linspace(0.0, 0.10, 10)\n", + "\n", + "fig, axs = plt.subplots(5,2, figsize=(15, 20), facecolor='w', edgecolor='k')\n", + "axs = axs.flatten()\n", + "fig.subplots_adjust(hspace = .5, wspace=.2)\n", + "\n", + "for i in range(len(gammas)):\n", + " for j in range(0,4):\n", + " \n", + " axs[i].plot((scaling[0][0]-2.269) * int(str(seed[j].group(1))), ((scaling[j][4])* int(str(seed[j].group(1)))**(-gammas[i])), 'o-', label = 'L = ' + str(seed[j].group(1)))\n", + " axs[i].set_xlabel('Temperatura reducida')\n", + " axs[i].set_ylabel('Calor especÃfico colapsado')\n", + " axs[i].set_xlim(-10,10)\n", + " axs[i].legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Agrego los datos de 100k" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [], + "source": [ + "# Análisis incluyendo la información de los datos obtenidos con entre 100k y 600k historias para la termalización\n", + "\n", + "scaling_01 = np.copy(scaling)\n", + "scaling_01[0] = np.loadtxt('data/100k/data_ising_5_100k.csv', delimiter = ',' , unpack = True)\n", + "scaling_01[1] = np.loadtxt('data/100k/data_ising_10_100k.csv', delimiter = ',' , unpack = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, "metadata": {}, "outputs": [], + "source": [ + "# Hallando las posiciones de las temperaturas crÃticas\n", + "\n", + "index_max_suscept = [np.argmax(scaling[i][3]) for i in range(0,len(datalist))]\n", + "\n", + "# Temperaturas de Curie\n", + "\n", + "curie_temps = T[index_max_suscept]\n", + "index_max_suscept, curie_temps\n", + "\n", + "# Observables en la temperatura crÃtica\n", + "\n", + "c_energy = [scaling[i][1][index_max_suscept[i]] for i in range(len(datalist))]\n", + "c_magnet = [scaling[i][2][index_max_suscept[i]] for i in range(len(datalist))]\n", + "c_suscept = [scaling[i][3][index_max_suscept[i]] for i in range(len(datalist))]\n", + "c_sheat = [scaling[i][4][index_max_suscept[i]] for i in range(len(datalist))]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([-0.13384798, -0.27929586]),\n", + " array([ 1.82297632, -3.19281344]),\n", + " array([ 0.56370971, -1.12442299]))" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "p0_m = [-0.2,0.1]\n", + "best_m, suss_m = leastsq(Errorlineal, p0_m, args=(np.log(Ns)[:-1],np.log(c_magnet)[:-1]))\n", + "\n", + "# Estimación del exponente crÃtico para ln susceptibilidad \n", + "p0_s = [2,-2]\n", + "best_s, suss_s = leastsq(Errorlineal, p0_s, args=(np.log(Ns),np.log(c_suscept)))\n", + "\n", + "# Estimación del exponente crÃtico para el ln calor especÃfico\n", + "p0_c = [0.5,0.1]\n", + "best_c, suss_c = leastsq(Errorlineal, p0_c, args=(np.log(Ns),np.log(c_sheat)))\n", + "\n", + "best_m, best_s, best_c" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x864 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Gráficos de los ajustes para los exponentes crÃticos\n", "\n", - "fig, axs = plt.subplots(3, 1, figsize=(20, 10), facecolor='w', edgecolor='k')\n", - "\n", - "axs[0,0].scatter(np.log(Ns), np.log(c_magnet), label= 'datos')\n", - "axs[0,0].plot(np.log(Ns), funcline(best_m,np.log(Ns)), label = 'ajuste')\n", - "axs[0,0].set_xlabel('$\\ln(N)$')\n", - "axs[0,0].set_ylabel('$\\ln(M_c)')\n", - "axs[0,0].legend()\n", - "\n", - "axs[1,0].scatter(np.log(Ns), np.log(c_suscept), label= 'datos')\n", - "axs[1,0].plot(np.log(Ns), funcline(best_s,np.log(Ns)), label = 'ajuste')\n", - "axs[1,0].set_xlabel('$\\ln(N)$')\n", - "axs[1,0].set_ylabel('$\\ln(\\chi_c)')\n", - "axs[1,0].legend()\n", - "\n", - "axs[2,0].scatter(np.log(Ns), np.log(c_sheat), label= 'datos')\n", - "axs[2,0].plot(np.log(Ns), funcline(best_c,np.log(Ns)), label = 'ajuste')\n", - "axs[2,0].set_xlabel('$\\ln(N)$')\n", - "axs[2,0].set_ylabel('$\\ln(C_c)')\n", - "axs[2,0].legend()" + "plt.figure (figsize = (15,12))\n", + "\n", + "plt.subplot2grid((7,7), [0,2], 3, 3 )\n", + "plt.scatter(np.log(Ns)[:-1], np.log(c_magnet)[:-1], label= 'datos')\n", + "plt.plot(np.log(Ns), funcline(best_m,np.log(Ns)),color = 'red', label = 'ajuste')\n", + "plt.xlabel('$\\ln(N)$')\n", + "plt.ylabel('$\\ln(M_c)$')\n", + "plt.legend()\n", + "\n", + "plt.subplot2grid((7,7), [4,0], 3,3 )\n", + "plt.scatter(np.log(Ns), np.log(c_suscept), label= 'datos')\n", + "plt.plot(np.log(Ns), funcline(best_s,np.log(Ns)),color = 'red',label = 'ajuste')\n", + "plt.xlabel('$\\ln(N)$')\n", + "plt.ylabel('$\\ln(\\chi_c)$')\n", + "plt.legend()\n", + "\n", + "\n", + "plt.subplot2grid((7,7), [4,4], 3,3 )\n", + "plt.scatter(np.log(Ns), np.log(c_sheat), label= 'datos')\n", + "plt.plot(np.log(Ns), funcline(best_c,np.log(Ns)),color = 'red',label = 'ajuste')\n", + "plt.xlabel('$\\ln(N)$')\n", + "plt.ylabel('$\\ln(C_c)$')\n", + "plt.legend()\n", + "\n", + "plt.savefig('figures/expo_fits_better.pdf', format='pdf', dpi=1000,bbox_inches=\"tight\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x1440 with 10 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gammas = np.linspace(0.05, 0.15, 10)\n", + "\n", + "fig, axs = plt.subplots(5,2, figsize=(15, 20), facecolor='w', edgecolor='k')\n", + "axs = axs.flatten()\n", + "fig.subplots_adjust(hspace = .5, wspace=.2)\n", + "\n", + "for i in range(len(gammas)):\n", + " for j in range(0,2):\n", + " \n", + " axs[i].plot((scaling[0][0]-curie_temps[j]) * int(str(seed[j].group(1))), ((scaling_01[j][2])* int(str(seed[j].group(1)))**(-gammas[i])), 'o-', label = 'L = ' + str(seed[j].group(1)))\n", + " axs[i].set_xlabel('Temperatura reducida')\n", + " axs[i].set_ylabel('Magnetización colapsada')\n", + " axs[i].set_xlim(-10,10)\n", + " axs[i].legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x1440 with 10 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Data collapsing for susceptibility\n", + "\n", + "gammas = np.linspace(1.70, 1.85, 10)\n", + "\n", + "fig, axs = plt.subplots(5,2, figsize=(15, 20), facecolor='w', edgecolor='k')\n", + "axs = axs.flatten()\n", + "fig.subplots_adjust(hspace = .5, wspace=.2)\n", + "\n", + "for i in range(len(gammas)):\n", + " for j in range(0,2):\n", + " \n", + " axs[i].plot((scaling[0][0]-curie_temps[j]) * int(str(seed[j].group(1))), ((scaling_01[j][3])* int(str(seed[j].group(1)))**(-gammas[i])), 'o-', label = 'L = ' + str(seed[j].group(1)))\n", + " axs[i].set_xlabel('Temperatura reducida')\n", + " axs[i].set_ylabel('Susceptibilidad colapsada')\n", + " axs[i].set_xlim(-10,10)\n", + " axs[i].legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x1440 with 10 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Data collapsing for specific heat\n", + "\n", + "gammas = np.linspace(0.0, 0.10, 10)\n", + "\n", + "fig, axs = plt.subplots(5,2, figsize=(15, 20), facecolor='w', edgecolor='k')\n", + "axs = axs.flatten()\n", + "fig.subplots_adjust(hspace = .5, wspace=.2)\n", + "\n", + "for i in range(len(gammas)):\n", + " for j in range(0,2):\n", + " \n", + " axs[i].plot((scaling[0][0]-2.269) * int(str(seed[j].group(1))), ((scaling_01[j][4])* int(str(seed[j].group(1)))**(-gammas[i])), 'o-', label = 'L = ' + str(seed[j].group(1)))\n", + " axs[i].set_xlabel('Temperatura reducida')\n", + " axs[i].set_ylabel('Susceptibilidad colapsada')\n", + " axs[i].set_xlim(-10,10)\n", + " axs[i].legend()" ] } ], diff --git a/analysis_100k.ipynb b/analysis_100k.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..722565e8f110cd7963e7d37a904b5a741b1890b0 --- /dev/null +++ b/analysis_100k.ipynb @@ -0,0 +1,364 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.optimize import leastsq \n", + "import os\n", + "from parameters import *\n", + "import re\n", + "import random\n", + "import matplotlib.gridspec as gridspec\n", + "\n", + "plt.rc('axes', labelsize=15)\n", + "plt.rc('xtick', labelsize=12)\n", + "plt.rc('ytick', labelsize=12)\n", + "plt.rc('legend', fontsize =12)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "T = np.linspace(t_min, t_max, nt)\n", + "\n", + "owd=os.getcwd() \n", + "path=os.chdir('data/100k/') \n", + "datalist=[]\n", + "listOfEntries= os.scandir(path)\n", + "\n", + "for entry in listOfEntries:\n", + " if entry.path.endswith('csv'):\n", + " datalist.append(entry.name)\n", + " \n", + "os.chdir(owd)\n", + "datalist.sort(key=lambda f: int(re.sub('\\D', '', f)))\n", + "\n", + "seed = [re.search('data_ising_(.*)_100k.csv', s) for s in datalist]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "scaling = []\n", + "\n", + "for file in datalist:\n", + " scaling.append(np.loadtxt('data/100k/' + file, delimiter = ',' , unpack = True))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x720 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Gráficas de observables \n", + "\n", + "fig, axs = plt.subplots(2,2, figsize=(15, 10), facecolor='w', edgecolor='k')\n", + "fig.subplots_adjust(hspace = .5, wspace=.2)\n", + "\n", + "labels = ['EnergÃa', 'Magnetización', 'Susceptibilidad magnética', 'Calor especÃfico']\n", + "\n", + "axs = axs.ravel()\n", + "\n", + "for i in range(1,5):\n", + " for j in range(len(datalist)):\n", + " \n", + " axs[i-1].plot(scaling[0][0], scaling[j][i], 'o-', markersize = 4, label = 'L = ' + str(seed[j].group(1)))\n", + " axs[i-1].set_xlabel('Temperatura')\n", + " axs[i-1].set_ylabel(labels[i-1])\n", + " axs[i-1].legend()\n", + "\n", + "plt.savefig('figures/100k/observables_100k.pdf', format='pdf', dpi=1000,bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x504 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Cumulante de Binder\n", + "\n", + "plt.figure (figsize = (10,7))\n", + "\n", + "for i in range(len(datalist)): \n", + " \n", + " plt.plot(T, scaling[i][5], 'o-', markersize = 4, label = 'L = ' + str(seed[i].group(1)))\n", + " plt.xlabel('Temperatura')\n", + " plt.ylabel('Cumulante de Binder')\n", + " plt.legend()\n", + "\n", + "plt.savefig('figures/100k/binder_cumulant_100k.pdf', format='pdf', dpi=1000,bbox_inches=\"tight\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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LiIiIiASR30HPzAYC44D2QNMql51z7pJgFiYiIiIideNX0DOzm/Hm5m0HVgEloSxKREREROrO3xG924DngR8758pCWI+IiIiIBIm/++hlAK8r5ImIiIg0HP4GvSnAyaEsRERERESCy99Xt08AT5tZPPARUFC1g3Pu62AWJiIiIiJ142/Qm+H79Q/APVWuGeCA2GAVJSIiIiJ152/QGxnSKkREREQk6Pw9Am1WqAsRERERkeDydzGGiIiIiDQwNQY9M8szs/6+3+f7vq/xy98HmlkrM3vLzPaa2Xozu+wIfbua2WQz22Nm28zswSrXLzWzb3z3+tbMhvlbh4iIiEi0O9Kr2yc4dKbtE3gLLoLhCbyTNdoAJwDvmdli51x25U5mloC3wvcJ4BKgHOhR6fr3gL/5rn0JtAtSfSIiIiJRwZwLVn7z42FmScBO4Hjn3Epf28tArnPujip9bwSucM5VO0pnZp8Czzrnnq1NDQMHDnTz588PqH4RERGRcDKzBc65gYF+Ptxz9HoA5QdCns9ioHc1fU8B1pnZFN9r25lm1gfAzGKBgUC6ma02sxwze9zMEqt7qJndaGbzzWx+fn5+kH8kERERkfrpiEHPN0fux2Z2i5kd42sbZWZf+ubNfW1mt9TiecnAriptu4Dm1fRtD1wKPApkAu8B7/he6bYB4oELgWF4r4D7A7+r7qHOuaedcwOdcwPT09NrUa6IiIhIw3WkxRgjgKXA48B4YImZXQJMBrbgzZ1bCzxiZtf7+bxCIKVKWwqwp5q+RcBc59wU51wJ8BDQGjjWdw3gMefcZufcNuDvwBg/6xARERGJekca0fsTMBdIxRuJewp4HnjUOXeOc+4O59wP8EbcfuLn81YCcWbWvVJbPyC7mr5LqGEBiHNuJ5BT03UREREROXLQ6ws84pwrdM6VAQ8ATYH3q/R7DzjGn4c55/YCE4E/m1mSmQ0BzgVerqb7K8ApZnaGb07eL4FtwDe+688Dt5hZhpm19F2f7E8dIiIiIo3BkYJeKrC90vfbfL9Wfc26B0iqxTN/AiQCecDrwM3OuWwz62hmhWbWEcA5twK4HHgSb6XuucA5vte4APcC8/BGCb8BFgF/qUUdIiIiIlHtaEegVfdqtE6vS51zO4DzqmnfgPeKuHLbRLwRwOruU4oXGv19bSwiIiLSqBwt6N1vZjt8vzffrw+a2c5KfVoFvywRERERqasjBb3ZQCxQeT+SWb7PVN2jZHaQ6xIRERGROqox6DnnTgtjHeGzfw+UFkN800hXIiIiIhJSR3t1G322r4YHOkLHk6HLCO8rsz/ENr4/ChEREYlujS/dtOoGgy6EtbNh+r3AvdAkBToNgS7DoesIyDgOzI56KxEREZH6rPEFvaYp8P2/er/fu80LfGtnw9pZsHKK194s7VDo6zICWnZW8BMREZEGp/EFvcqS0uD4cd4XQMHGQ6FvzSzI9u3s0qIjdB0OXU6DLsOgeduIlSwiIiLiL3OucZ0iNnDgQDd//vyjd3QOtq3yhb6ZsG4OFO/yrqX38s3vGw6dh0JiakhrFhERkcbJzBY45wYG/PnaBD0zM6A90AFY7DvSrEHxO+hVVVEOW5Z4I31rZ8OGz6B0H1gMtDvh0KveDqdAQrPgFy4iIiKNTtiCnpn9BPgd0BbvdIxBzrmFZjYRmO2ceyTQIsIp4KBXVVkJ5Mw79Ko3Zx5UlEFsArQ/6dD8vqwBEBt/6HNLJsC0P8OuHGjRHkbdA30vrns9IiIiEnXCEvTM7Ha8s2X/BswApgMDfUHv58APnXODAy0inIIW9KraXwgbPoe1M73wt3kJ4CAhGTqd6oW+smKY8xCUFh36XHwijH1UYU9EREQOU9eg5+9ijJ8C9zjnHjSz2CrXVgA9Ai0gajRJhu5neF8A+3Z48/rWzvZe9676sPrPlRZ5I3wKeiIiIhJk/ga9tsCCGq5VADpmoqpmreC4c70vgF258I/jqu+7a6M3Gpg1UBs3i4iISND4mypWAyOAadVcGw58HbSKolWLLGjRwQt11XluNDRNhWNGQfczodsoSK56pLCIiIiI//wNeo8A/zKzEuB/vrYMM7sO+BVwQyiKizqj7oFJPz98jt7oB7wtWlZ95L3iXfYmYN5Cju5nQvfvQbv+EBMTsdJFRESk4anNqtvbgXuAZsCBYyL2AX9yzo0PTXnBF7LFGP462qrbigpvG5cDoS9nHuC80zqOOcMLfd1O914Ni4iISFQL9z56zYHBQBqwA/jMObcr0IdHQsSDXm3t3Q7fTvdC3+qPoWiHt3df+5O80Nf9TGjbR0e0iYiIRKGwBr1o0OCCXmUV5ZC7EFb7Rvs2LfLam7fzjfadCV1P887zFRERkQYvZEHPzK6szY2ccy8FWkQ4NeigV1VhnjfKt+pDWD0d9u+CmDjoONg3t+9MSO+p0T4REZEGKpRBr6JK04GOVk0bzrmq++vVS1EV9CorL4OcL73Qt+oj2LrMa2/R4dAr3i7DISEpsnWKiIiI30IZ9Congl7ABOBZYCKQB2QAFwDXAhc752raZ69eidqgV9WuXN8r3o9gzUwoKfSOZ+s89NBoX+tuka5SREREjiBcR6DNBN51zv29mmu/Bs5xzo0ItIhwajRBr7Ky/bDhM99K3o9g2wqvvVXXQ9u3dBoK8dr3WkREpD4JV9DbB5zvnJtazbXRwFvOuWaBFhFOjTLoVbVz3aHQt3Y2lBVBXCJ0HeGFvmO+By07RbpKERGRRi9cZ91uBK4BDgt6wHVATqAFSAS07Awn3eB9lRbBuk98c/umwsoPvD5pPQ/N7es4GOISIlqyiIiI1J6/I3oXAP8HrADe5dAcvXPw5u9d4px7M4R1Bo1G9I7AOdj+rW8V70ewbi6Ul0BCsrdty4HXvCmZka5URESkUQjbPnpmNgC4AxgEtAW2APOAvzWUhRigoFcr+wth3Rwv+K38EHb7Bm7b9Dk02td+EMT6OzAsIiIitaENk2tJQS9AzkH+8kPbt2z4DCrKoGkL6DbKC33HnAHJ6ZGuVEREJGqEa46eNHZmkHGs9zXkF1C8y9u25UDwy57o9cvsf2j7lsz+ENMgtlcUERGJShrRk7pzDrYs8YW+j72Nm10FNGt96Gi2bqdDs1aRrlRERKRB0avbWlLQC4N9O+Db6d5I3+qPYN92sBhvPt+BuX1t+8LSN2Dan2FXDrRoD6Pugb4XR7p6ERGRekNBr5YU9MKsohw2feUb7fsQNi302pukQMlecOWH+sYnwthHFfZERER8FPRqSUEvwgrzYPU0eO9Wbw+/qlp0gFuXhb8uERGReqiuQS+mlg87y8x+b2ZPm1lHX9twM9PGauKf5Aw44YdQWlz99V0bvVe/IiIiUmd+BT0za2NmXwCTgKvwTsNI812+Bvh9aMqTqNWifc3XHukLM/4KRQXhq0dERCQK+Tui9xiQjHcKRi/AKl37GBgV5Lok2o26x5uTV1l8Ioz6I3QbCbP+Bv/sC7PGQ/HuiJQoIiLS0Pm7j973gaucc6vNrOrGaDlAVnDLkqh3YMFFTatuNy+BmQ/AjPvg8ye8vfsG3QBNkiNXs4iISANTmw2Ty2toTwOqmVUvchR9L655hW27vvDD1yB3Icy8Hz7+I3z6OAy9FQZeCwnNwlqqiIhIQ+Tvq9s5wC1VRvMOLNe9Fpge1KpEDsgaAD96A677CNr2gQ/vhkdPgC+eqnlBh4iIiAD+B73fAoOAZcC9eCHvBjObDQwGfhea8kR8OpwEV74NV78PrbvDlN/AYwNg3rNQVhLp6kREROolv4Kec24ZMBCYD1yN9xp3HLARONk5tzJUBYp8R+chcM17cOW73ry+937lBb4FL0J5aaSrExERqVe0YbI0XM7Bt9O8rVhyF0DLzjDit9DnYoitzfRTERGR+iksGyab2XQz61XDtR5m1mDm6FU0smAb1czgmDPg+mlw2QRo2gLevhn+dTIsecM7fk1ERKQR83eO3mlASg3XUoDhQakmDL7etJurn/+S177YQP6e/ZEuR4LBDHqMhhtnwSWvQmwTmHg9/PtUyH4LKioiXaGIiEhE+PXq1swq8ObizavSngD8Evi5c+4IRx3UH1ndj3fdbniMDTv2YQYndmzJ6N5tObN3Gzq1Top0eRIMFRXwzTsw437YtgLaHA+n3Qm9fuCFQhERkQairq9uawx6ZvYH4B4/7zPeOXdHoEWE08CBA928efNYvmUPU7O38GH2Vr7e7J280Kttc87s3ZbRvdtwXLsUTKGgYasoh2UTvX34dnwL7frByLuh+5kKfCIi0iCEMugNAk7CO+7sUeBhYF2VbiXAcufcnEALCLfqFmNs3LHvYOibt34HzkH7lomceZwX+gZ2bkVsjIJBg1VeBksneMeq7VwHWQNh5F3Q7XQFPhERqddCFvSqPOQq4D3n3LZAH1RfHG3V7bbC/Uz7ZitTs7cyd9U2SsoraJWUwBnHZjC6d1uGHJNG0/iqp8BJg1BeCl+9BrPHw66N0OEUL/B1HRHpykRERKoVlqAXTWqzvUrh/jJmrchnavYWZizPY8/+MpISYjmtZwZn9m7DyF4ZpDSND3HFEnRl+2HRyzD7YdizCToP817pdhoc6cpERES+I1wjevHAL/A2SW4PNK3axzmXEWgR4RToPnolZRV8+u02Pvx6Kx99vZX8PfuJjzUGd0tjdO82fO+4NmQ0P+yPReqz0mJY8ALMeRj25kHXkV7g6zAo0pWJiIgA4Qt6jwM3AZOBr/Hm5n2Hc+5PgRYRTsHYMLmiwrFo406mZm9lavYW1m/3VvD275DK6N5tGd27LZ3TtIK3wSjZB/Ofhbn/gH3bvcUap93pnbMrIiISQeEKeluBB51zDwf6oPoi2CdjOOdYubXQW8zx9RaW5XoreHu2ac7o3m04s3dbemceWsH79qJcxk9dwaaCIjJTE7l9dE/O658VtHqkDvYXwpdPw6ePQtFO6PkDOO0OaNc30pWJiEgjFa6glwf8yDn3UaAPqi9CfQRazs59fOgb6Zu3bgcVDrJSEzmzdxuSEmJ5Zu5aiksPbeCbGB/L/eP6KOzVJ8W74Ysn4dPHYf8uOPYcb9FGxrGRrkxERBqZcAW9vwDtnHPXBvqg+iKcZ91uL9zPtOV5fJi9hdmrtlFSVv0JDVmpiXxyx+lhqUlqoagAPnsCPv83lBTC8eO8V7pp3SNdmYiINBLhCno/B34FrAU+AgqqdHHOuX8HWkQ4hTPoVbZ3fxm9/zC1xuvTfj2CrmlJ2qS5Ptq3w3ud+8XTUFYEfS+B4bdD626RrkxERKJcuILe0Q4Ldc65BrG5XKSCHsCQB6aTW1BU4/VOrZsxsmcGI3tlcHKXVtqvr74pzIdPHoF5z3h78p3wQxj+G2jZKdKViYhIlNI+erUUyaD39qJc7py4lKLS8oNtifGx3Da6BwlxscxYnsen326juLSCxPhYhhzTmpG9MhjZM4PM1MSI1CzV2LMF5j4C858DVw79r4Dht0GLBnHcs4iINCAKerUUyaAHR191W1xazmdrtjNjeR7Tl+eRs9MbAezVtvnB0DegYypxsTGR+hHkgF25MPfvsOBF7yi1E6+Gob+ClHaRrkxERKJEWIOembUHelD9hsnvB1pEOEU66NWGc45v8wuZsTyf6cvzmLduB2UVjpSmcQzvkc7pvTIY0SOd1slNIl1q41awAWY/BF+9CjFxMPA6GPpLSG4Qe4iLiEg9Fq45es2BCcCZB5p8vx78sObohd7u4lI+WbWN6cvzmLEin22F+zGDfu1TOd032tc7M4WYGC3oiIgda71zdBe/DnFN4aQb4NRfQFLrSFcmIiINVDhPxhgJ3ADMBc4HdgKXA6cDP3TOzQu0iHBqyEGvsooKR/am3b7Ql8finAKcg/TmTTjNN9o3tHsazXUWb/htWw2z/gZL34CEJDj5xzD4p9CsVaQrExGRBiZcQW8N8Dvgv0ApcPKBYGdmDwMdnHMXB1pEOEVL0KtqW+F+Zq/0XvHOXpnP7uIy4mKMQZ1beaN9vdLplp6s7VvCKW85zHoAst+CJile2DvlZmjaItKViYhIAxGuoLcX+L5zbo6Z7QEudM5N9V0bBbzpnEsNtIhwitagV1lZeWo1wqsAACAASURBVAULNxQwfXkeM1fksXzLHgA6tEo8uH3L4K6ttX1LuGxZBjPvh+WToWkqnHoLnHwTNGke6cpERKSeC1fQWw7c6Zx7y8wWAp84527xXbsL+Llzrm2gRYRTYwh6VeUWFDFzRR4zlufxyertFJWW0zQ+hlO7pflW8qbTvmWzSJcZ/TZ95QW+lR9AYisY8gtvHl9CUqQrExGReipcQe8xIMY591MzuwJ4Efgc2A8MBx52zv0m0CLCqTEGvcqKS8v5Yu2Og9u3bNixD4AebZIPjvad2Kkl8dq+JXRyFsCMv8C30yApHYbeCgOvhW8mwbQ/w64cb0++UfdA3wYxI0JEREIkXEGvGdDMObfN9/35wIVAIt6RaE855452eka90NiDXmXOOdZs28sM34KOL9fuoLTc0bxpHMO7pzPSt31LenNt3xISGz6HGX+FtbO8OXylRVBReuh6fCKMfVRhT0SkEdOGybWkoFezPcWlfLJ6+8Hgl7dnPwD92rc4uFlzn6wW2r4l2NbNhZfHQfn+w6+16AC3Lgt/TSIiUi8o6NWSgp5/nPO2bzkQ+hZt9LZvSUtOYESPjIPbt7RI1PYtQfHHVCptS1mJwR8Lwl2NiIjUE3UNenFHuHE+1f+fp1rOOb+OATCzVsCzeJsvb8Nb5PFaDX27Ao8CI/DmAz5XdS6gmXUHlgL/c85d7m+9cmRmxvFZLTg+qwW3jOrOjr0lB7dv+fibrby5MIfYGGNgp5a+7Vsy6J6h7VsC1qI97Np4eHvzBrHGSURE6qkagx7wBLUIerXwBFACtAFOAN4zs8XOuezKncwsAW/+3xPAJUA53vFr1d2vQWzW3JC1SkrgvP5ZnNc/i7LyCr7aWHDwhI77pyzn/inLyUpNZGQvb7PmwV3TSEzQ9i1+G3UPTPq5N0+vsuLdsHoaHDMqMnWJiEiDFtZXt2aWhHeixvHOuZW+tpeBXOfcHVX63ghc4ZwbdoT7XQqMA74GjvFnRE+vboNv864iZq7wRvs+Wb2NfSXlNImLYXC31gePZuvQStu3HNWSCd9ddXvSTbD4Ncj7BkbeBcNugxithhYRaUwa1Bw9M+sPfOqcS6zUdhswwjk3tkrf54B4IA0YBCwDbnHOLfVdTwHmA6OA6zhC0POFxhsBOnbseOL69euD/aOJz/6ycr5cu8O3WXM+a7ftBeCYjGRG9vRW8g7s1IqEuBjeXpTL+Kkr2FRQRGZqIreP7sl5/bMi/BPUMyV7YdIvYekEOOZ7MO5pHaUmItKIhGt7lXkc5TWuc+4kP+4zDHij8ubKZnYD8CPn3GlV+n6Id77uOcA04BfAzUAv51yJmf0T2OSc+5uZ/RGN6NVLaytt3/LFmh2UlFeQ3CSOrunN+GbzHkrLD/21SoyP5f5xfRT2qnIO5j8LU+6A5u3gkpcgs3+kqxIRkTAI2WKMKrI5POi1AgYDRXhBzB+FQEqVthRgTzV9i4C5zrkpAGb2EN55u8eaN+P/DED/t6vnuqQl0WVoF64d2oW9+8v4ZPU2ZqzI47/zNlJR5W9UUWk546euUNCrygwGXQ/t+sOEK+HZM2HMeBhwlXdNRESkBn4FPefc1dW1m1ky8C7wqZ/PWwnEmVl359wqX1s/vCBZ1RJgSA33OQ3oDGzwrfJMBmLN7Djn3AA/a5EwS2oSx5m923Jm77b835fVrDDFO67thU/WMqZvOzKaNw1zhfVc+xPhptkw8XqY9AvY+CWMeQgSNP9RRESqV+c5emb2A+Bx51wXP/v/H97o4PV4q27fB06tZtVtT2AR3qvbGcDPgZ8Bx+IF1Mojg7fhBb+bnXP5R3q+Xt3WD0MemE5uQdFh7XExRlmFI8bglK6tGdsvk+/3bkvLpIQIVFlPVZTDrL95X236wMUvQutuka5KRERCoK6vboOxhC8VaFmL/j/BOzotD3gdL5xlm1lHMys0s44AzrkVwOXAk3grdc8FznHOlTjn9jnnthz4wnslXHy0kCf1x+2je5IY/93tVxLjY3noon58dOtwfnZ6dzbvKubOiUsZ9JePueb5L3lzQQ57iktruGMjEhPrrcK97A1v772nR8Ly9yJdlYiI1EP+LsYYU01zAt7o2q3AJ86584NcW0hoRK/+ONqq2wOnc0xasonJizeTW1BEQlwMI3umM7ZfJqN6tdFefTvXe/P2Nn8FQ34Jp/8eYv2deisiIvVduFbdVuC9bq0687sUeAf4mXMuL9AiwklBr2FyzrFwQwGTl2zivSWbyduzn2YJsZxxbBvG9stkeI80msQ10tBXWgwf/BYWvACdh8GFz0GyXwfViIhIPReuoNepmuZiIM81sMNyFfQavvIKx5drdzBpySamLN3Mzn2lNG8ax/d7t+Xsfpmc2q018bGNcGPhr16DybdC01Rv3l7HUyJdkYiI1FGD2jC5PlDQiy6l5RV8snobkxZv5sPsLezZX0arpATOOr4tY/tlMqhzK2JjGtEWJFuWwn+v8Obufe9eOOVmbcEiItKAhTXo+VbCZgGH7XvhnHs/0CLCSUEvehWXljNrZT6Tl2zm46+3UlRaTpuUJvygTyZj+7XjhA6pWGMIPUUF8PZPYMV7cNx5cO7j0KR5pKsSEZEAhOvVbR+8FbLHcvg8PQDnnGsQE6QU9BqHfSVlTPsmj0mLNzFzRT4l5RW0b5nI2X290Hdcu5ToDn3OwSf/hGl/glbd4JJXIKNXpKsSEZFaCucRaHHAXcBqoKRqH+dcgzhAVkGv8dldXMqH2VuZvGQTc1Zto7zC0TU9ibG+0HdMRhSPdq2dA/+7Bkr2wTmPQp8LI12RiIjUQriCXiFwgXNuaqAPqi8U9Bq3HXtL+GDZFiYt3sTna7fjHBzbLoWx/doxtm8mHVpF4SkTuzfDG1fDxs/hpBvhzL9AnDagFhFpCMIV9KYDrzvn/hPog+oLBT05IG93Me8t3cykxZtYuKEAgH4dUhnbtx1n982kbYsoOoKtvBQ++gN8/gS0HwQXvQAt2ke6KhEROYpwBb1j8OboPYJ3HFlB1T7OuX2BFhFOCnpSnY079vHe0s1MXrKJZbm7MYNBnVsxtl8mZx3flrTkJpEuMTiy34J3fgZxTeCCZ6HbyEhXJCIiRxCuoJcK/AcYV1MfLcaQaLEmv5DJSzbz7uJNrM4rJDbGOLVba8b2zWR077a0aBYf6RLrJn8lTLgC8lfA6XfD0F9DTCPcd1BEpAEIV9CbDAwGnqHmxRgvBlpEOCnoib+cc6zYuodJizcxafFmNuzYR3ysMaKHdwTbGce2IalJAz1ubH8hTPoFLPsfdB8N456CxNocWS0iIuEQrqC3F7jBOfdaoA+qLxT0JBDOOZbm7mLS4k1MXrKZzbuKaRofw6hebTi7bztG9sqgaXyDGNQ+xDmY9wx8cCekZMLFL0HmCZGuSkREKglX0MsG7nbOvR3og+oLBT2pq4oKx4INO5m0eBPvL93MtsISkhJiObN3W8b2a8fQY9JJiGtAr0I3zoM3roK92+AHD8GAKyNdkYiI+IQr6I0B/gRc5JxbF+jD6gMFPQmmsvIKPl+zg0mLNzFl2WZ2F5fRIjH+4BFsJ3dpRVxDOHd37zZ48zpYMxP6Xw5jHoL4xEhXJSLS6IVzw+SOQEtgHdWvuj0p0CLCSUFPQqWkrIK5q/MPnru7t6SctOQExvRpx9h+mZzYsSUx9fnc3YpymHk/zB4Pbft4r3JbdY10VSIijVq4gt7zR+vjnLsm0CLCSUFPwqG4tJwZy/OYtGQT077JY39ZBe1aNOXsvl7o65PVov4ewbZyKky8ARzeIo2eZ0W6IhGRRissQS+aKOhJuBXuL+Pjr70j2GatzKe03NGpdTPfEWyZ9GzrHcH29qJcxk9dwaaCIjJTE7l9dE/O658VmaJ3roMJV8LmxTD0VzDybohtoCuMRUQaMAW9WlLQk0jata+UqdlbmLRkE5+s3kaFg+4ZyRyTkcz05d7I3wGJ8bHcP65P5MJeaTFM+Q0sfBG6DIcLnoPk9MjUIiLSSIXr1e2Eo/Vxzl0caBHhpKAn9UX+nv18sGwzkxZv5st1O6rtk5WayCd3nB7myqpY9Aq892tIbOUdndbx5MjWIyLSiNQ16Pm7HDC9mq+ewDnAECAt0AJEGqv05k24YnBnJvx4MDXN1sstKKKopDysdR2m/+Vw3UcQlwAvjIHPn/T24BMRkXrPr0k3zrlqD8Q0sw7AW8A/glmUSGOTmZpIbkFRtdcG/eVjxvRpy7gB7Tmpc6vIrNxt1xdunAVv/Rg++C1s/ALOeQyaJIe/FhER8VudNvhyzm0E7gceDE45Io3T7aN7kljlZI3E+Bh+MrIb3z++Le8t2cylT3/OsAdn8PCHK1iTXxj+IhNT4dLXYNQf4Ou34T+ne+fliohIvVXnxRhmdh7wsnOueXBKCi3N0ZP66kirbveVlPFh9lbeXJhzcBFH/46pjBvQnrF925HaLCG8xa6ZBf+7FkqL4NzH4PgLwvt8EZFGIlyLMY6rpjkBOBa4F9jgnIvwjHH/KOhJQ7dlVzHvfJXLmwtzWLm1kITYGE7vlcG4AVmc1jMjfMev7d4EE66CnC/h5Jvhe3/25vGJiEjQhCvoVeBtn3rYJWAe8EPn3JpAiwgnBT2JFs45sjftZuLCXN5dnMu2whJaNovnnH6ZjBvQnr7tw7Apc1kJfHQPfPFv6HCytyo3JTO0zxQRaUTCFfRGVNNcDOQ453IDfXgkKOhJNCotr2Duqm28uTCHD7/eSklZBd3Skxg3oD3n988iMzXE59Yumwjv/Mw7H/fC56Brdf9kiIhIbWnD5FpS0JNot6uolPeXbmbiwhzmrduJGQzu2ppxA9pz1vFtSWoSohMu8lfAf6+A7avg9N/DkF9CTJheI4uIRKmQBT0zaw08DTztnJtaQ5/RwI3Azc65vECLCCcFPWlM1m/fy1uLcpm4MJcNO/aRGB/LWcd7W7UM7taa2GBv1bK/EN69BbInQs8xcN6/vdW6IiISkFAGvXuBs4EBroZO5k0AWgB85Jz7baBFhJOCnjRGzjkWrN/JmwtzmbxkE3uKy2ib0pTz+mcxbkAWPdoEcdG8c/Dl0zD1LmjRHi5+2duHT0REai2UQW8F8Hfn3FNHKeAm4FbnXK9AiwgnBT1p7IpLy5n2TR4TF+Ywc2U+5RWOPlktGDcgi7H9MklLbhKcB234At64Gop2wA8e9k7YEBGRWgll0CsGvuecm3OUAoYDHzrnmgZaRDgp6Ikcsq1wP+9+tYmJi3JYlrubuBjjtJ7pjBvQntN7ZdC0yibOtVaYD29eC2tnw4Ar4azxEN8g/qkQEakX6hr0jjQruwhI8eMeyb6+ItLApCU34dqhXbh2aBdWbNnDxEU5vL0ol4+/ySOlaRxn98tkXP8sTuzUMrCtWpLT4Yq3YcZfYM7DsHkxXPwStOwc9J9FREQOd6QRvWnAaufcTUe8gdlTwDHOuVEhqC/oNKIncmTlFY5Pv93GxIW5fLBsC0Wl5XRq3Yxx/b2tWjq2bhbYjVdMgYk3ebtvjvsP9Bgd1LpFRKJRKF/djgMmANc5516soc+VwDPAJc65twItIpwU9ET8V7i/jA+WbWHiwhw+W7Md5+Ckzq0YNyCLMX3bkdI0vnY33LEWJlwBW5bC8NvhtDshpo6vh0VEolhI99Ezs4eBW/FW1n4AbMA7IaMjMBoYCPzDOXdboAWEm4KeSGByC4p4e5F39Nqa/L0kxMVw5nFtuGBAe4Z1TyMu1s8980qL4P3bYNEr0PU0uOBZSEoLZekiIg1WyDdMNrOxwC+BU4EDy/H2A58AjzjnJgf68EhQ0BOpG+ccS3J2MXFhDu8u3sTOfaWkJSdw7gneVi3HtUvxbz7fwpfgvdu8kHfRi9BhUOiLFxFpYMJ2MoaZxQGtfd9ud86VBfrQSFLQEwmekrIKZq7IY+LCXKYt30ppuaNX2+aMG5DFuSdk0SblKCtsN30FE66E3Ztg9F/hpBsg1Ofziog0IDoCrZYU9ERCY+feEib7jl5btKGAGIOh3dO5YEAWZx7XlsSEGubiFe30FmmsmgrHXwhj/wlNksNbvIhIPaWgV0sKeiKhtya/8ODRa7kFRSQlxDKmTzvGDWjPyV1aEVP16LWKCpj7d28blrQe3mkam7+CaX+GXTneCRuj7oG+F0fmBxIRiRAFvVpS0BMJn4oKx5frdjBxYQ7vL91C4f4yslITOb9/FucPyKJbepWRu29nwJvXeWfm4qC85NC1+EQY+6jCnog0Kgp6taSgJxIZRSXlfPj1Ft5cmMvcVflUODihQyoXDMji7L6ZtExK8DruyoVHT/huyDugRQe4dVl4CxcRiSAFvVpS0BOJvK27i3nnq1zeXJDLiq17iI81Tu+VwbgB7RnZM4OE+1rh7eRUlcEfC8JdrohIxITyCDQRkZBok9KUG4d344ZhXfl6824mLszlna9ymZq9lZbN4vkwNp308rzDPrcvsS0BnsshItIo+bnDqYhI8JkZvTNb8Puzj+PzO0fx/NWDGHJMGvcWXcg+l/CdvhXO+FfJ2RGqVESkYVLQE5F6IS42hpG9Mnj8sgFMqhjKHaXXk1ORRoUztrkUSonhwtJ3vWPURETEL3p1KyL1TmZqIu8WDOXdkqEH2/rbKp5LGM++p84g7sq3SMjqG8EKRUQaBo3oiUi9c/voniTGf3eD5eyYnvwi8a/sKq5g/39G88H7EykuLY9QhSIiDYNG9ESk3jmvfxYA46euYFNBEZmpidw+uifnnpDJvK/6kTX5MkZ8cRN3LVxF35EXc+lJHWkaX8PJGyIijZi2VxGRBscV5rP3ufNI3PE1vy75MZ8mjeLHI7px2ckKfCISXeq6vYpe3YpIg2PJ6STfOIWYzkN4JOFf/CTxI/48+WuGPTiDZ+asoahEr3RFREBBT0QaqqYp2I/+B8eO5erdTzJ30Kd0S2vGfe99w7AHZ/Cf2WvYV1IW6SpFRCJKQU9EGq74pnDRizDgStovfZz/y5zAf68fRI82yfzl/W8Y/uAMnpr1rQKfiDRaWowhIg1bTCyMfRSatYa5/+Dkop28ds3TzMvZyz8/XsX9U5bz1Ow13DCsK1cO7kRSE/2zJyKNhxZjiEj0+PQx+PB30PU0uORVaJLMgvU7eOTjVcxZtY2WzeK5flhXrjq1M8kKfCLSANR1MYaCnohEl0Wvwru3QOYJcNkbkNQagIUbdvLPj1cxa2U+qc3iuX5oF646tTPNm8ZHuGARkZop6NWSgp5II7D8fXjjamjZCa54C1q0P3jpq40F/PPjlcxYkU+LxHiuG9qFq4d0JkWBT0TqIQW9WlLQE2kk1s2F138ITVK8sJfe4zuXF28s4NFpq5i2PI+UpnFcO7QL1wzpQotEBT4RqT8U9GpJQU+kEdm8GF65ACrK4fL/QdaJh3VZmrOLf05bxcffbKV50ziuHdKFa4d0oUUzBT4RiTwFvVpS0BNpZLZ/Cy+fB/t2wKWvegs1qrEsdxePTlvFh19vpXmTOK4Z0plrh3YhtVlCWMsVEalMQa+WFPREGqHdm+GVcbB9NVzwDBx3bo1dszft4rFpq/kgewvJTeK4+tTOXDe0Cy2TFPhEJPwU9GpJQU+kkSraCa9dAjnz4Ox/wIlXH7H7N5t389j0Vby/dAtJCbFcdWpnrh/WlVYKfCISRgp6taSgJ9KIleyFCVfB6o9g1D0w9FdgdsSPrNiyh0enr+L9pZtJjI/lysGduWFYF1onNwlT0SLSmCno1ZKCnkgjV14Kb98MS9+AU34KZ94HMUc/DXLl1j08Nn01k5dsomlcLFcO7sQNw7uSpsAnIiGkoFdLCnoiQkUFfHAHfPkU9PshnPMYxPq3ynZ1nhf4Ji3eRJO4WC4/pSM3Du9GenMFPhEJPgW9WlLQExEAnIPZ42HGX6DHWXDR8xCf6PfHv80v5PHpq3nnq1wS4mL40cmduGlEVzKaNw1h0SLS2Cjo1ZKCnoh8x7xn4L3boONg+OHrkJhaq4+vyS/k8RmreXtRLvGxMVx2ckduHtGNjBQFPhGpu7oGvaNPTAkyM2tlZm+Z2V4zW29mlx2hb1czm2xme8xsm5k96GtvYmbP+j6/x8wWmdlZ4fspRCRqDLoeLnzWW437wtmwZ2utPt41PZm/X3wC0399GmP7ZfLSZ+sZ+uAM/vhuNlt2FYeoaBER/4Q96AFPACVAG+BHwL/NrHfVTmaWAHwETAfaAu2BV3yX44CNwAigBfB7YIKZdQ5x7SISjY6/AC77L+z4Fp4bDTvW1voWndOSeOiifkz/9QjOOyGTlz9fz/DxM7jnnWVs3lUUgqJFRI4urK9uzSwJ2Akc75xb6Wt7Gch1zt1Rpe+NwBXOuWF+3nsJ8Cfn3JtH6qdXtyJSo43z4LWLIDYBLp8IbY8P/FY79vHEjNX8b0EOMWZcPKg9PzntGDJT/Z8HKCLS0F7d9gDKD4Q8n8XAYSN6wCnAOjOb4nttO9PM+lR3UzNr47t3dg3XbzSz+WY2Pz8/v44/gohErQ6D4JoPwGLhhTGw/rPAb9WqGQ9c0JcZt53GBSe257/zNjJi/AzuemspOTv3BbFoEZGahTvoJQO7qrTtAppX07c9cCnwKJAJvAe843ule5CZxQOvAi8655ZX91Dn3NPOuYHOuYHp6el1/BFEJKpl9ILrpkJSOrx8PqycWqfbdWjVjPvH9WHGbadx8cAOvDF/IyMfmsmdE5ewcYcCn4iEVriDXiGQUqUtBdhTTd8iYK5zbopzrgR4CGgNHHugg5nFAC/jzfn7WUgqFpHGJ7UjXDsV0nvC6z+Exf+t8y3bt2zGX87vw6zbR3LpoI68uSCXkQ/N5Lf/W8KG7Qp8IhIa4Q56K4E4M+teqa0f1b9yXQLUOIHQzAx4Fm9RxwXOudJgFioijVxSGlw1CTqdCm/dCJ8/GZTbZqYmcu95xzPrN6fxo5M78tZXuYx8eCa3v7GY9dv3BuUZIiIHhH0fPTP7P7wAdz1wAvA+cKpzLrtKv57AIuAcYAbwc7xRu2OdcyVm9qTv82c45wr9fb4WY4hIrZQWw5vXwfLJMPx2GHn3Uc/HrY0tu4p5cta3vPblBsorHOedkMUtpx9D57SkoD1DRBquBrdhspm1Ap4DvgdsB+5wzr1mZh2Br4HjnHMbfH3HAQ8CGcBC4KfOuWwz6wSsA/YDZZVuf5Nz7tUjPV9BT0RqrbwMJv8SFr0MJ14DP3gYYmKD+oi83cU8OWsNr36xntLyCs47IYufnX4MXdOTg/ocEWlYGlzQizQFPREJiHMw7U8w9x9w3Hkw7mmIC/75tnl7inl61hpe+WI9JWUVnNMvk2PbpfDSZ+vZVFBEZmoit4/uyXn9s4L+bBGpfxT0aklBT0Tq5NPH4MPfQdeRcMkr0CQ0I275e/bznzlreH7uWkorvvvvdGJ8LPeP66OwJ9IINLR99EREGrZTb4Fz/wVrZ8NL58De7SF5THrzJtw15lhaNz981LCotJzxU1eE5LkiEl0U9EREaqv/j7zRvC3L4Pnvw66ckD1qaw3n5W4q0LFqInJ0CnoiIoHoNQaumAh7tsCzoyF/5dE/E4CajkxLiIth596SkDxT5P/bu/c4Hev8j+OvzxwwTmNRhKQIhWSRnJaWVod1Tv1SDpVoSQfbYdttO5ddHbbWqSgJhRSLVFapFVJOIZIOIoQoY5yH+f7+uG67t7thZpj7uu77nvfz8ZjHzHXd1319P/d8H9fM5/E9SuJQoicicrKqtYDeb8GRg17L3uZlBV7E3e1qkZZ67Azf1GTj8JFsOgyfz9qtuwu8TBFJHEr0REROxRn1vV00ipSAV9rDtx8W6O07NajM4C71qFwmDQMql0njyavqM+UPzTiYlU2XEQt5Z9UPBVqmiCQOzboVESkIu3+ACV1g59fQ9UU4v2PUi9y2+wD9xi/ls+93cdtva3BH25okJRXcYs4iEjzNuhURiQWlz4Ab3oZKDWBKb1g6NupFVihdjEl9L6Zbwyr8c+7X9B2/lMwD2g1SRP5HiZ6ISEFJ+xX0mAbV28DM2+GjZ7yFlqOoWGoyQ666gIfan88HX26n84iFrN+hPXNFxKNET0SkIBUpAddOhHrdvJ00/n0/ZGdHtUgzo3fzsxl/40Xs3HOQjsPm8+GX26NapojEByV6IiIFLTkVOo+Ci/rBx8Ngen84Ev0u1WY1yjPj1hZUKpPGjWMX88J/vqGwjcMWkWMp0RMRiYakJLj873DJX2DFRJjcA7Kiv8jxmWWLM7V/My6vewaD31nL7ZM+Y/+hI1EvV0RikxI9EZFoMYNW98CVT8O6d2F8FziQEfViixdJYVj3BtzdrhYzV27hqucXslk7aYgUSkr0RESirXEfuOol2LQYXr4SMrdFvUgzY8AlNXipVyM27txHh6Hz+XT9T1EvV0RiixI9ERE/1O0K3SfDT9/AmHbw03pfiv1t7QpMG9Cc9LRUuo9exIRFG3wpV0RigxI9ERG/1GgDPWfAgV1esrf1c3+KPb0k0wY0p+W55bn/X59z39RVHDoc3ZnAIhIblOiJiPjpzMZww7tgyTD2Cti4yJdi09NSebFXY/q3rs7ETzfSffQifsw86EvZIhIcJXoiIn47vTbcNBtKnAbjOsG6f/tSbHKScc9ltRl6bQM+35JBh2HzWblply9li0gwlOiJiAShTFW4cTacVgsmXQsrX/et6Pb1K/HmH5qRZEa35z9m2vJNvpUtIv5SoiciEpQS5aHXTKjaFKbeDIue963oOpXSmXFrcy48swx3Tl7B47PWcPiIxu2JJBoleiIiQSpWGq57A2r/Ht69F+Y+HvX9cY8qV7IoE/o0oVfTsxj90XpuGLuYXfsO+VK2iPhDiZ6ISNBSi0G3V6BBD5g3BGYNgmx/drNITU7i4Y51+XvXeiz6dicdhy9g3bZMX8oWkehToiciiiezfwAAE9JJREFUEguSU6DDUGhxJywZA2/eBIf9mxV7TeOqTOrblH2HjtB5+AJmr97qW9kiEj1K9EREYoUZtH0IfvcYrJ4Gr10DB/f4VnzDs37FzFtbUOP0kvQbv5Rn31tHdrY/3cgiEh1K9EREYk2zgdBxBKyfB+M6wD7/ti6rmF6Myf2a0vXXVXj2va+4ZcJS9hw87Fv5IlKwzPk06DdWNGrUyC1ZsiToMEREcrf2bZjSG9J+5bX2ZW6F9CrQ5gG44OqoFu2cY8yC73ji7S+ofloJRvdsxFnlSkS1TBH5JTNb6pxrdLLvV4ueiEisqn2F17q3Zytk/gA4yPgeZt4W9XX3zIybWpzNuBsvYnvmQToMW8BHX/0Y1TJFpOAp0RMRiWUrJ//yXNZ+eP8RX4pvXqM8Mwa0oGLpYvQa8ymj531LYesJEolnSvRERGJZxnF2rTje+SioWq44U/s3o12dijz+9hcMen0FB7L8Wf5FRE6NEj0RkViWXiXn86Uq+hpGiaIpDO/+awZdWpNpyzfT7fmP2bJrv68xiEj+KdETEYllbR6A1LRfns8+Anu2+xpKUpJxW5tzGd2zEet37KXDsPks/s6/GcEikn9K9EREYtkFV0P7f0L6mYB531vdC4f2wLhOvi69ctSl51dgWv9mlCyaQvfRi3jtk42+xyAieaPlVURE4tG3H8KrV0OF86HndCiW7nsIGfuyGDhpOfPW/ch1TaryYPs6FElR+4FIQdLyKiIihdE5reHqcbB1lbeDxqG9voeQXjyVl3s3pt9vzuHVTzZy/YufsGOPf9u2iUjulOiJiMSrWpdB1xfh+09gUnfIOuB7CMlJxn1XnMdz/3chKzbtosPQ+Xy+OcP3OEQkZ0r0RETiWZ3O0HG415U7pTccyQokjI4XVuaNW5oB0HXkQqZ/tjmQOETkWEr0RETi3YXd4cqnYd07MLWvNyM3APWqpDNjYAvqVynD7ZM+Y/DbX3Aku3CNAxeJNUr0REQSQeM+cOmjsHoqzBgI2dmBhFG+ZFEm9GnC9RdX5YV533Lj2MVk7AumlVFElOiJiCSO5rdB6/vgs1fhnXsgoFUViqQk8VinejzRuR4Lv9lBx+Hz+WpbZiCxiBR2SvRERBJJq3uh2UBYPBreezCwZA+ge5OqvHbzxew5eITOIxYyZ822wGIRKayU6ImIJBIzrwu3cR9Y8BzMezLQcBpXK8vMgc0557QS3DxuCf98/yuyNW5PxDdK9EREEo0ZXP4k1O8OHzwOC4cFGs4Z6Wm83q8pnRtU5pk56xjw2jL2HjwcaEwihUVK0AGIiEgUJCVBh6GQtQ/+/Rdvv9zGNwUWTrHUZJ65uj51KpXmibe/YP2OvYzq0Yiq5YoHFpNIYaAWPRGRRJWcAl1GQ83LYNYg+GxioOGYGX1ansMrN17EDxkH6DB8Pgu+3hFoTCKJTomeiEgiSykC3V6Bs1vB9P6w+l9BR0TLc09jxq3NOb1UUXqO+ZSX5q+nsO27LuIXJXoiIokutRhcOxGqXARv3gTrZgcdEWeVK8HU/s1pU/t0Hn1rDXdNWcmBrGAWehZJZEr0REQKgyIl4LrXoUJdmNwDvv1P0BFRsmgKz1/fkDvansubyzZxzahFbM3wf79ekUSmRE9EpLAolg49pkG56jDxWtj4SdARkZRk3NG2Ji/0aMjX2zJpP2w+Szf8HHRYIglDiZ6ISGFSvCz0+BeUqgivXgVbPgs6IgDa1anItAHNKV4kmWtHLWLy4o1BhySSEJToiYgUNqUqQK8ZUKwMjO8M29YEHREANSuUYvqA5jQ5pyz3vrmKB6Z/TtaRYPbsFUkUSvRERAqj9CrQazqkFIVxHWHnN0FHBECZ4kV4uXdjbm55NuM+3sD1L37Czj0Hgw5LJG4p0RMRKazKngM9p4M7Aq90gF2x0V2akpzEX648n39cU5/l3++iw7AFrN6SEXRYInFJiZ6ISGF2Wi1vzN6hTC/Z2/1D0BH9V+cGVXjjlqZkO0fXkQuZuWJL0CGJxB0rbItUNmrUyC1ZsiToMEREYsv3i2F8J69Lt/csKFE+6Ij+a3vmAfpPWMaSDT/zh9bVOfe0kjw9Zx1bdu2nUpk07m5Xi04NKgcdpkhUmNlS51yjk36/Ej0REQHgu/kwoSuUrwm9ZkJamaAj+q9Dh7N5cMZqJn66kSSD7LB/XWmpyQzuUk/JniSkU0301HUrIiKeai3gmldh+xfe0isHM4OO6L+KpCQxuEs90tNSj0nyAPZnHeHJ2V8GE5hIjFOiJyIi/3NuW+j2Mmxe5i2qnLU/6IiOsXt/Vo7nt+yKrThFYoUSPREROdZ57aHzC15X7uQecDh2ljepVCYtx/PlShbxORKR+KBET0REfumCbtD+Ofh6Drx5Exw5HHREANzdrhZpqcnHnDNgx55D3DVlBT/vPRRMYCIxSomeiIjkrGEvuOxv8MVMmN4fsoPfpaJTg8oM7lKPymXSMKBymTT+3vUC/tC6Ov9avpk2z/yHacs3UdgmGoocj2bdiojIic17CuY+Cg17w++fBbOgI8rR2q27uW/qKpZv3EXLc8vzWKe6nFWuRNBhiZwSzboVEZHo+s1d0PKPsHQszP4zxGgDQe2KpXnjlmY82rEOyzfu4nf/mMeID7/WfrlSqCnRExGR3P32r9DkFlg0Aj54POhojis5yejRtBrvDWrFJbVOZ8i7X9J+6HyWbfw56NBEAqFET0REcmfmjdf7dU+Y9yR89EzQEZ1QxfRiPN+jIaN6NGTXviy6jlzIA9M/J/NAzsuziCSqlKADEBGROGHmjdHL2g/vPwxFSkCTfkFHdUK/q1ORZjXK89TsL3nl4++YvXorD3eoy2V1KwYdmogv1KInIiJ5l5QMnUZC7d/DO/fAsvFBR5SrkkVTeKhDHab1b07ZEkW5ZcJSbh63hB8ytMiyJD7fEz0zK2tm08xsr5ltMLPuJ7j2HDN7y8wyzWyHmQ05mfuIiEgBSk6Fq8ZA9TYwYyCseiPoiPLkwjPLMOPW5tx3eW0++upH2j79H8YuWM+RyD3VRBJIEC16w4FDQAXgOmCkmdWJvMjMigBzgLlARaAKMCG/9xERkShIKQrXTICzmsHUvrB2VtAR5UlqchL9WlVnzp2taFitLA/NXEOXkQtZs2V30KGJRIWv6+iZWQngZ6Cuc25d6Nx4YLNz7k8R1/YFejjnWp7KfSJpHT0RkQJ0MBPGdYKtK+HaiVCjbdAR5ZlzjhkrtvDoW2v4eV8WfVqezR1tapJWJDn3N4v45FTX0fM70WsALHTOpYWduwto5ZxrH3HtGCAVKA80Bj4HBjrnVuXnPqHX+gJ9Q4d1Q/eS+FMe2BF0EHLSVH/xTfUXv1R38a2Wc67Uyb7Z71m3JYGMiHMZQE4foApwCdABeB+4HZhuZrXzeR+cc6OAUQBmtuRUMmMJjuouvqn+4pvqL36p7uKbmZ1SN6TfY/T2AKUjzpUGMnO4dj8w3zn3jnPuEPAUUA44L5/3ERERESmU/E701gEpZnZu2Ln6wOocrl0JHK9fOT/3ERERESmUfE30nHN7ganAI2ZWwsyaAx2BnBZimgBcbGZtzSwZuANvjMEX+bxPpFEF8VkkEKq7+Kb6i2+qv/iluotvp1R/vk7GAG/9O2AMcCmwE/iTc+41M6sKrAHOd85tDF3bBRgCnA4sAwY451af6D6+fhgRERGRGOZ7oiciIiIi/tAWaCIiIiIJSomeiIiISIJKqETPzIqa2UuhvW8zzWy5mV1+guvvNLOtZpZhZmPMrKif8cqx8lN/ZlbXzGaH9kDW+IOA5bPuepnZUjPbbWabzGyImfm9pqeEyWf9/Z+ZfRn6u7ndzF4xs8jlrsRH+f3fF/a+uWbm9PwFJ5/PXm8zO2Jme8K+WudWRkIlengLQH8PtALSgb8Cr5tZtcgLzawd8CegDVANOAd42Kc4JWd5rj8gC3gduMmv4OSE8lN3xfFm0ZcHmuA9g3f5EqUcT37qbwHQ3DmXjvd3MwV4zJ8w5TjyU38AmNl1+L9pgvxSfuvuY+dcybCvD3MrIOEnY5jZSuBh59ybEedfA75zzv05dNwGeNU5VzGAMOU4jld/Ya/XAL5yzpm/kUlucqu7sOsGAZfktH2hBCcv9WdmJYERQHnn3BW+BSe5OlH9mVk6sBjoCXwMpDrnDvscohzHCfKW3kAf51yL/Nwv0Vr0jmFmFYCa5LyQch1gRdjxCqCCmZXzIzbJXS71JzEsn3X3mzxeJz7Jrf7MrIWZZeDtRtQVeNbH8CQXeXj+ngBGAlt9C0ryJA911yA0ZGmdmf01L93uCdtsa2apwKvAK865tTlcErlf7tGfS+GtyycBykP9SYzKT92Z2Q1AI6CPH7FJ7vJSf865+UC6mVUGbga+8y9COZHc6s/MGgHN8faPr+JzeHICeXj25gF1gQ14jVWTgcPA4BPdNyFb9MwsCW+XjEPArce5LHK/3KM/a7/cgOWx/iQG5afuzKwT8DfgcufcDh/Ck1zk99lzzm0G3gUmRTk0yYPc6i/0+gjgdnXVxpa8PHvOuW+dc+udc9nOuVXAI8BVud074RI9MzPgJaAC0NU5l3WcS1fj7Y97VH1gm3NOrXkBykf9SYzJT92Z2WXAaKB96A+WBOwUnr0UoHrUApM8yWP9lcZrQZ9sZlvxxukBbDKzlv5EKpFO4dlzQK7j0xOx63YkcB7Q1jm3/wTXjQPGmtmrwA/A/cDY6IcnuchT/YUejKJAkdBxMcA55w76EqXkJK9191u87onOzrlP/QpOcpXX+rsO+AhvpmBV4HHgfV8ilBPJS/1lAJXCjs8EPgUaAj9GNzw5gbw+e5cDy5xz28ysNt4M3Sm53TyhZt2a2Vl4Y0UO4vVbH9UP7w9T5F66g4B7gTTgTeAWJQrByU/9haaer4+4xQbnXLWoByq/kM+6+wBoCRwIu+4j51yu635JdOSz/h4HegG/An4G3gbuU29IcPL7vy/sfdXw/o5q1m1A8vnsPQX0wJtjsA2YADyaWwtgQiV6IiIiIvI/CTdGT0REREQ8SvREREREEpQSPREREZEEpURPREREJEEp0RMRERFJUEr0RERERBKUEj0RiQlm5vLw1TroOKPNzK42s95BxyEiiUHr6IlITDCzi8MO04C5wGPArLDza5xzu30NzGdm9gZQ3jnXOuhYRCT+JeIWaCISh5xzi47+bGYlQz9+E34+XplZWi5bMiZk2SISPHXdikjcMLM+ZrbazA6a2QYzuyfi9bFmtsTMrjSzNWa2z8xmmVlZM6thZh+Y2d7QNRdEvNeZ2SAze87MfjKzXWY21MyKRFxX1cwmha7ZZ2azzaxW2OvVQve6zszGmdkuYGbotZ5mNj/03p9D8TQKjx/oCrQK665+KPTad6EtkMJj6R26pmTouHXouJ2ZzTCzPcCw0Gt/NLPFZpZhZtvMbKaZ1TjVOhGR2KYWPRGJC2Z2N/AEMAT4EG8j9kfNbJ9zbljYpVWBR4D7geLAUGAUUA0YHXr/YGCSmdVxx45f+SOwCLgOqAM8jrcn792hGMoC84GdwC3APuBPwHtmVjOi5ewpYCrQDTgSOlcNGAd8AxQBugPzzKyuc+5b4NFQ/GWA/qH3bMr3LwteAl4GnuV/ewpXwUv6NgClQ/EvCMWdcRJliEgcUKInIjHPzEoDDwKPOeceDp2eY2bFgfvNbKRz7mgyVRZo6pz7JvTeC/AStV7OuXGhc4Y39q828EVYUZlAN+dcNvCOmRUF/mJmg51zPwF3AiWAC0PHmNkCvE3JbwSGh91rkXNuQPjncM49EvaZkoA5QGPgeuAR59w3ZvYTkHSKXdZTnHN/jSj7zrCyk0Nlbwc64iWfIpKA1HUrIvGgKV6CNcXMUo5+4U3YqIDXWnXUd0eTvJCvQ9/n5nCuckQ500NJ3lFT8SaG1A0dt8VLkHaHxZAJLAUacaxZEceY2XlmNs3MtuG18mUBtYCax/ncJyunsi82szlmthM4jNcaWTIKZYtIDFGLnojEg/Kh76uP8/qZeF2SALsiXjuUw/mj54pFXLv9OMdnhMVxMXBNDjG8H3G8LfzAzEoB/w6dHxSK9wDwYg5xnKrIsquGyv4U6AdswfsdzIpC2SISQ5ToiUg8+Cn0/fdEJDEhXxZQOacf5/iHsDhm4I2li5QZcRy5dlVTvJbHS51za4+eNLP0PMZ2AG9cX7iyx7k2suzL8MYrdnTO7Q2Vm3KC94tIglCiJyLx4GNgP1DJOfeLbskC1NHM7gvrvu0SKvfz0PH7wNXA6pNYsiQt9P3g0RNm1gxvgsbSsOsOkXMr2ybgvIhzl+aj7Gy8Ltujrkb/A0QSnh5yEYl5zrldoWVGnjOzs4B5eGOMawKXOOc6F1BRpfDGAY7Gm3X7ADDs6MQL4Bm8iRNzzWwosBlvjGArYL5zbuIJ7r0I2AOMNrMheK17D4XuEW4tXsLZCS+52+Kc2wJMA4aa2Z+BxXhJaJ08fq65QDLwspm9FHrfXfyym1tEEowmY4hIXHDODQH6ApcD04GJeMugfFSAxTyN1007ES/JexH4c1gMO/DG6K0F/oE37m0IkA6szCX+bXhLrVQMxX8H3hInX0dcOiJ03zF4CV3f0PlReMul3Aa8jtfy91hePpRzbhVwA9AEeAtvWZdugJZVEUlw2gJNRARvwWRgYMSafCIicU0teiIiIiIJSomeiIiISIJS162IiIhIglKLnoiIiEiCUqInIiIikqCU6ImIiIgkKCV6IiIiIglKiZ6IiIhIgvp/Q3kIcgD19+AAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 720x504 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure (figsize = (10,7))\n", + "\n", + "for i in range(len(datalist)): \n", + " \n", + " plt.plot(T, scaling[i][5], 'o-', label = 'L = ' + str(seed[i].group(1)))\n", + " plt.xlim(2,2.5)\n", + " plt.ylim(0.6,0.7)\n", + " plt.xlabel('Temperatura')\n", + " plt.ylabel('Cumulante de Binder')\n", + " plt.legend()\n", + " \n", + "plt.savefig('figures/100k/binder_cumulant_zoom_100k.pdf', format='pdf', dpi=1000,bbox_inches=\"tight\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "([29, 24], array([2.75757576, 2.45454545]))" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Hallando las posiciones de las temperaturas crÃticas\n", + "\n", + "index_max_suscept = [np.argmax(scaling[i][3]) for i in range(0,len(datalist))]\n", + "\n", + "# Temperaturas de Curie\n", + "\n", + "curie_temps = T[index_max_suscept]\n", + "index_max_suscept, curie_temps" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Extrayendo valores correspondientes a las temperaturas de curie\n", + "\n", + "c_energy = [scaling[i][1][index_max_suscept[i]] for i in range(len(datalist))]\n", + "c_magnet = [scaling[i][2][index_max_suscept[i]] for i in range(len(datalist))]\n", + "c_suscept = [scaling[i][3][index_max_suscept[i]] for i in range(len(datalist))]\n", + "c_sheat = [scaling[i][4][index_max_suscept[i]] for i in range(len(datalist))]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.7468155697054948, 2.688934595274075]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c_suscept#, c_sheat c_energy, c_magnet, " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Ajuste lineal para el cálculo de los exponentes crÃticos (pendientes)\n", + "\n", + "def funcline(params,x):\n", + " return params[0]*x+params[1]\n", + "\n", + "def Errorlineal(tpl,x,y):\n", + " return funcline(tpl,x)-y" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# Estimación del exponente crÃtico para ln magnetización \n", + "\n", + "Ns = [5,10]\n", + "\n", + "p0_m = [-0.2,0.1]\n", + "best_m, suss_m = leastsq(Errorlineal, p0_m, args=(np.log(Ns),np.log(c_magnet)))\n", + "\n", + "# Estimación del exponente crÃtico para ln susceptibilidad \n", + "p0_s = [2,-2]\n", + "best_s, suss_s = leastsq(Errorlineal, p0_s, args=(np.log(Ns),np.log(c_suscept)))\n", + "\n", + "# Estimación del exponente crÃtico para el ln calor especÃfico\n", + "p0_c = [0.5,0.1]\n", + "best_c, suss_c = leastsq(Errorlineal, p0_c, args=(np.log(Ns),np.log(c_sheat)))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([-0.06835795, -0.39693525]),\n", + " array([ 1.84821075, -3.26651748]),\n", + " array([ 0.64536537, -1.28999483]))" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "best_m, best_s, best_c" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x864 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Gráficos de los ajustes para los exponentes crÃticos\n", + "\n", + "plt.figure (figsize = (15,12))\n", + "\n", + "plt.subplot2grid((7,7), [0,2], 3, 3 )\n", + "plt.scatter(np.log(Ns), np.log(c_magnet), label= 'datos')\n", + "plt.plot(np.log(Ns), funcline(best_m,np.log(Ns)),color = 'red', label = 'ajuste')\n", + "plt.xlabel('$\\ln(N)$')\n", + "plt.ylabel('$\\ln(M_c)$')\n", + "plt.legend()\n", + "\n", + "plt.subplot2grid((7,7), [4,0], 3,3 )\n", + "plt.scatter(np.log(Ns), np.log(c_suscept), label= 'datos')\n", + "plt.plot(np.log(Ns), funcline(best_s,np.log(Ns)),color = 'red',label = 'ajuste')\n", + "plt.xlabel('$\\ln(N)$')\n", + "plt.ylabel('$\\ln(\\chi_c)$')\n", + "plt.legend()\n", + "\n", + "\n", + "plt.subplot2grid((7,7), [4,4], 3,3 )\n", + "plt.scatter(np.log(Ns), np.log(c_sheat), label= 'datos')\n", + "plt.plot(np.log(Ns), funcline(best_c,np.log(Ns)),color = 'red',label = 'ajuste')\n", + "plt.xlabel('$\\ln(N)$')\n", + "plt.ylabel('$\\ln(C_c)$')\n", + "plt.legend()\n", + "\n", + "plt.savefig('figures/100k/expo_fits_100k.pdf', format='pdf', dpi=1000,bbox_inches=\"tight\")\n", + "plt.show()" + ] + }, + { + "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", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/data/100k/data_ising_10_100k.csv b/data/100k/data_ising_10_100k.csv new file mode 100644 index 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+6.818181818181818343e+00,-3.083199999999999830e-01,2.147200000000000220e-01,9.293137919999998331e-02,4.645947062044444853e-02,4.100827962873776489e-02 +6.878787878787878896e+00,-3.166400000000000325e-01,2.330399999999999971e-01,1.100294082819383429e-01,4.895666208620386844e-02,7.180025171875681345e-02 +6.939393939393939448e+00,-3.062400000000000122e-01,2.330399999999999971e-01,1.088378850655022101e-01,5.069747723803894740e-02,5.727652282386286320e-02 +7.000000000000000000e+00,-2.892799999999999816e-01,2.267200000000000049e-01,9.623871999999999982e-02,4.471034775510204090e-02,1.181610951815332822e-01 diff --git a/data/ran with python3/information b/data/ran with python3/information new file mode 100644 index 0000000000000000000000000000000000000000..96a62f6ff6aff9e048713244d8367758efe5bc7f --- /dev/null +++ b/data/ran with python3/information @@ -0,0 +1,8 @@ +Metropolis with loop for i in range(0, 2 * N**2): + +Sampling with eqSteps_p = eqSteps + +Parameters with eqSteps = 2000 + mcSteps = 1000 + +Time the code takes to run for a lattice sice of 5: 3.127498931867012 minutes. diff --git a/figures/100k/binder_cumulant_100k.pdf b/figures/100k/binder_cumulant_100k.pdf new file mode 100644 index 0000000000000000000000000000000000000000..18fb86ed411c10a62a0f661175766c6223b8c36a Binary files /dev/null and b/figures/100k/binder_cumulant_100k.pdf differ diff --git a/figures/100k/binder_cumulant_zoom_100k.pdf b/figures/100k/binder_cumulant_zoom_100k.pdf new file mode 100644 index 0000000000000000000000000000000000000000..f9deeccda38592e7f029bec448b23e3d45dbc538 Binary files /dev/null and b/figures/100k/binder_cumulant_zoom_100k.pdf differ diff --git a/figures/100k/expo_fits_100k.pdf b/figures/100k/expo_fits_100k.pdf new file mode 100644 index 0000000000000000000000000000000000000000..270fb32342f182047792ef38e8f78786e5e20989 Binary files /dev/null and b/figures/100k/expo_fits_100k.pdf differ diff --git a/figures/100k/observables_100k.pdf b/figures/100k/observables_100k.pdf new file mode 100644 index 0000000000000000000000000000000000000000..0431bd50866f9d3cae92e3c9bbfb491307cb6e75 Binary files /dev/null and b/figures/100k/observables_100k.pdf differ diff --git a/figures/20k/binder_cumulant.pdf b/figures/20k/binder_cumulant.pdf new file mode 100644 index 0000000000000000000000000000000000000000..c8451c39fe04e8ac7792639035c049c35c2141e1 Binary files /dev/null and b/figures/20k/binder_cumulant.pdf differ diff --git a/figures/20k/binder_cumulant_zoom.pdf b/figures/20k/binder_cumulant_zoom.pdf new file mode 100644 index 0000000000000000000000000000000000000000..92096096a74e151f1df43ef1e47f8715fb96fdde Binary files /dev/null and b/figures/20k/binder_cumulant_zoom.pdf differ diff --git a/figures/20k/binder_ratios.pdf b/figures/20k/binder_ratios.pdf new file mode 100644 index 0000000000000000000000000000000000000000..011e25fc89da7ae3f3f46c3575e465b09d787694 Binary files /dev/null and b/figures/20k/binder_ratios.pdf differ diff --git a/figures/20k/expo_fits.pdf b/figures/20k/expo_fits.pdf new file mode 100644 index 0000000000000000000000000000000000000000..5827bab17fc4b47d95c2dcc1d81bb601d5445ccb Binary files /dev/null and b/figures/20k/expo_fits.pdf differ diff --git a/figures/20k/expo_fits_better.pdf b/figures/20k/expo_fits_better.pdf new file mode 100644 index 0000000000000000000000000000000000000000..b95b0b9797284de5252f668297c712dcdc8377e9 Binary files /dev/null and b/figures/20k/expo_fits_better.pdf differ diff --git a/figures/20k/observables.pdf b/figures/20k/observables.pdf new file mode 100644 index 0000000000000000000000000000000000000000..6be57399b1111fd96ddbde2b58a0356624a66dcc Binary files /dev/null and b/figures/20k/observables.pdf differ diff --git a/figures/binder_cumulant.pdf b/figures/binder_cumulant.pdf new file mode 100644 index 0000000000000000000000000000000000000000..622812db555951de1b03eff14c72fd4fd0202151 Binary files /dev/null and b/figures/binder_cumulant.pdf differ diff --git a/figures/binder_cumulant_zoom.pdf b/figures/binder_cumulant_zoom.pdf new file mode 100644 index 0000000000000000000000000000000000000000..9efa3dcc89036bd77120ed24aeb32f5ebef91298 Binary files /dev/null and b/figures/binder_cumulant_zoom.pdf differ diff --git a/figures/observables.pdf b/figures/observables.pdf new file mode 100644 index 0000000000000000000000000000000000000000..1acc55ae391ceedeaba960db28ba406cf8f69c55 Binary files /dev/null and b/figures/observables.pdf differ diff --git a/main.py b/main.py index f01821e4e89fc8cfee417999194f0abd9bddf6d1..3d67fcb006e8fc01e9a698711bd9f92600a0e43b 100644 --- a/main.py +++ b/main.py @@ -1,7 +1,7 @@ import numpy as np from timeit import default_timer as timer -#from parameters import * +from parameters import * from observables import * #from metropolis import * from sampling import * @@ -15,6 +15,6 @@ for N in Ns: result = finite_ising(N,mcSteps,eqSteps,T) end = timer() - print('Time the code takes to run for a lattice sice of ' + str(N) + ': ' + str((end - start) / 60) + ' minutes.') + print('Time the code takes to run for a lattice size of ' + str(N) + ': ' + str((end - start) / 60) + ' minutes.') - np.savetxt("data/data_ising_" + str(N) + ".csv" , result.T, delimiter=",") \ No newline at end of file + np.savetxt("data/data_ising_" + str(N) + ".csv" , result.T, delimiter=",") diff --git a/metropolis.py b/metropolis.py index 14167e170fe2364473e0d96309818ce8ff5e0231..86510849323321d2d077572f877e64792c7b694c 100644 --- a/metropolis.py +++ b/metropolis.py @@ -14,4 +14,4 @@ def MC_metropolis(arreglo, beta, N): arreglo[a,b] *= -1 elif np.random.uniform(0,1) < np.exp(-delta_energia*beta): arreglo[a,b] *= -1 - return arreglo \ No newline at end of file + return arreglo diff --git a/parameters.py b/parameters.py index 92465cc3d8fb3ef7e185097742c2bca2523ecc90..fb36ed7e6ea0d6c62472f4c73bce9ebfa02d411e 100644 --- a/parameters.py +++ b/parameters.py @@ -1,6 +1,6 @@ t_min = 1.0 t_max = 7.0 nt = 100 -eqSteps = 100000 -mcSteps = 10000 -Ns = [5, 10, 20, 30] \ No newline at end of file +eqSteps = 19000 +mcSteps = 1000 +Ns = [5,10,15,20] diff --git a/sampling.py b/sampling.py index fd5f88743d7fbda8643cf5b8456727b9fcd917ed..a61892e14e9f7fc05117e726a660612d386936eb 100644 --- a/sampling.py +++ b/sampling.py @@ -16,7 +16,7 @@ def finite_ising(N,mcSteps,eqSteps,T): arreglo = pi_0(N) if t > 1.5 and t < 4.5: - eqSteps_p = 5*eqSteps + eqSteps_p = eqSteps for i in range(eqSteps_p): # esto es supuestamente para llevarlo al equilibrio arreglo = MC_metropolis(arreglo, beta, N) #magn = magnetizacion(arreglo) @@ -60,4 +60,4 @@ def finite_ising(N,mcSteps,eqSteps,T): # cálculo del cumulante U[t] = 1 - M4_mean / (3 * M2_mean**2) - return np.array([T,E,M,X,C,U]) \ No newline at end of file + return np.array([T,E,M,X,C,U])