diff --git a/Battery Initialization Results.ipynb b/Battery Initialization Results.ipynb
new file mode 100644
index 0000000..0d55d86
--- /dev/null
+++ b/Battery Initialization Results.ipynb
@@ -0,0 +1,272 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "2bd0ddea",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pickle"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "3a131c92",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open('./gas.history', 'rb') as gas_file:\n",
+ " gas_temperatures = pickle.load(gas_file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "33a23911",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from matplotlib import pyplot as plt\n",
+ "%matplotlib widget"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "ebaa2358",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "1188"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(gas_temperatures)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "1d96912f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "gas_time, gas_t = zip(*gas_temperatures)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "bc780102",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "95293a9d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "gas_t = np.array(gas_t)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "96e3b25e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(1188, 67)"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "gas_t.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "d9f54350",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "c899442166724e20a15b80bf9384253e",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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B9zy4dFD4yu3adk4dIn6a+6gB6JWCkVXAEolEIhlo9DkDcNasWaiqGvD2xcXFnb7+0EMPddABPJ709HReffVVrcMbUNQVbyN/2VEADB5oev1tkk87o4e92mHyGoCNpaCqokVcH8LnAaxtre3lkUgkEolEEl36nQ6gJHqs/933SLK1/d+6aZMm49wfAna1grUuvIMLA9nxQgqoprVG2+eSSCQSiaSfIw1ASafUF29j0MZ6AMz3XgR6Pa6aGlzVGsKlhlhIEoUWfTEMnJmQCUCrqxWL09LLo5FIJBKJJHpIA1DSKRue+BFxTjiWrTD9u4uJGSLCuQ6v0HbA9OFCkHhDPMkxoo/xQC4EcXtUVu6uori2JarndVZVYf5oKR6breeNJf2SvZVNrNhVGVUPu+rx0LxqFbb9+6N2TomkPyINQMkJWKqLyVorhJsNC2eg0+uJGT4cALtWA7C/FIK0DtxCkD99upe7/ruZeX9bQ0lddMRRPS0tHP3ODVQ8+CBl3/teVM4piS4Hq5u5/O9fc/crW3h8+b6edwgTtf/6F2Xfv5cjV12Nbc+eqJ1XIulvSANQcgJf/+X7JNmgJhVm3isqo435+QC4Kk8U0O4WnwfQXB7GEYaPgS4FU91s4z9fFwNgdbh5c3NJVM7b+M47OCsqAGhZtx774SNROa8kejzz+UFsTtGZ6bUNR3G5PRE/p7upifoXXhT/cTppfPvtiJ9TIumvSANQ0gGXvZWEr4SXz3HJeAyx8QAYckTBhKtaowGYMkj8bCoL2xjDSftCkIHIS18X43C1TczrD0W+WEd1Oql76eUOr1k3boj4eSXRo7Teykfbj/n/32x3sasi8p0XGv73Bp6WtlSGlg0bI35OiaS/Ig1ASQc2v/RzMhuhJRbOvG+x/3Wjt0Wes0pjqNRvAFaEZ4BhZiB7AJttTl7ZIGR+Hpo7FoA9x5rxeCKbr9W0bBmuY8fQZ2aSfuutANj27I3oOSXR5YW1R3B7VM4amcG5o8V3bPexyBqAHrud+ldeASD7wQcBcBw5gqe1NaLnlUj6K9IAlHSg4QPRdLtqWhpJGUP8rxuyhQHoqqzUdsA+bgBmJwgP4EAUg37/23KabS6GZyVy+1nDiNHraHW6KW+M7IRZ/4rQ30xftIi4CaJnt/3QoYieUxI9LHYXb28WOb/3nDuCUdlJAOyvao7oeZuXL8ddW4shL4/0mxehN5lAVXEckekFEklnSANQ4ufIuncoPOzGA0y8+8EO7xlzvR7A6mqNWoBeA7D5GLhdYRpp+MiMF1IwAy0ErKoqr28U+X6LzhxKjEHH0IwEAI5EsBq4ddcubDt3ohiNpF57DTHDRHGR4+jRiJ1TEl0+LKqgxeFmeGYi54zKZESWMACPRrjAqOHNtwBIu+5aFKPRX7gm7y2JpHOkASjxs/vFvwJQMsLA0DOu6PCewRsCVq1WPBYNmnmJWaAzgOoBi8b8wSgwUD2AW0sa2VvZTKxBx5VTRKFOXqrI96xsipwsS6N3kk6ePRtDWhrGPKET6a6rQ3U6I3ZeSfR4fZMwuL4zvQBFUcgzxQFQaY7cfWXbv5/WrVvBYMB05ZUA/nvLWdX3njsSSV9AGoASAJytFjK+FcLPKfPOPeF9XXw8upQUAFxaHqg6PSSLCmKa+l4lsE8GpsY6sLqB+Lx/80/Jx5RgBCAvJbITtdvSQtPSpQCkXnctAPq0NBSjEVQVV83A8sKejGwva2RneRMxeh1XnSYWFrk+AzAaC4vzz8eYLRZ1hhxhALq05i1LJAMEaQBKANj88i8wtUBTApx+2x863caQkQGAq75e28FT+rAB6C0CcXgcNDkiX6XYFzBbnSzdLnIybzijwP96pCfqpqVL8VitxAwfTsLppwOg6HR+77JTq8SQpM/hW1jMnZRLemIMgN8DWN/iwOZ0h/2cntZWzB9+CEDqddf5X/crF1RpzFuWSAYI0gCUAFC//EsAak5NJSbB1Ok2+tRUANyNjdoO7jMA+6AWYKw+FlOs+LwDJQz8/rdl2F0exuYmM7Ug1f96boRDdY1vCS9N6rXXoCiK/3WfASgn6v6Nxe7iw23ehcX0toWFKd5InFFMNVURWFw0fbIcT3MzxiFDSJw5w/+6MdcbApYLC4mkU6QBKKG+eBsF+x0AjLz+9i638xuADY3aTmDq25XA7cPAA4H3vxWG+HWnD+lgiPkMwGMRMADtBw5g270bjEZMCxd2eM8oPYAnBZ/urMTqLf6YPizd/7qiKORGML3A7/276koUXduU5l9YaFUukEgGCNIAlLDlhV9j8EBFjsLY2Xd1uZ0+LQ0IxgPoMwD7ngcQ2hWCDIB2cEdqW9hWZkavU1gwOb/De75QXSS8NOaPRO5f0rnnYvDeRz4MXk+NnKj7N0uKxPd74amDOiwsIHLpBc6qKqwbhdhzyvwFHd7zewCrq1E9ke9CIpH0N6QBKMGzUTRNd00f2u12wYeA+4kBOABCwEu83r+zR2aSmRTb4b2c5LZcrfbdQUJF9Xj8xR+mBfNPeN+QLTywsgik/1LdbOPrg7UALDw1/4T3c7wewOome1jP27T0Y1BV4qdOJWbwoA7vGTKFxBMul/ZnlkQyAJAG4ACneu86BpeIyX7Cd37Y7bahG4B9OwR8shuAqqrygddLc/mUEyfplHgjOq/jprHVEbbztm7dirOiAl1iIkmzZp3wviFYz7Kkz/DRtmN4VDh1SCqFmYknvJ+WIApCGqzhu68AzN0sLBSj0a9cIO+t/ond6cY9cMQZoo40AAc42155HB1Qlq8weOqcbrfVp4piCXdDg7aT9HEx6JwEkSt0sucAbiszU1xnJd6oZ/b43BPe1+sUTPFCEqbRGj5NPl/4N3n2bHRxcSee12sAuho13leSPoNvYXHFlEGdvu+rCA6nAWg/eBD7nj1gMJA8p/Nnlz4tFQjimSXpE7y9tZxHtuj5zzop5h0JpAE4wPFsOih+nj6sx22DzgHs42LQPimYk90D6Av/Xjw+h8RYQ6fbpHkn6vqW8EzUqsNB0/LlAJguW9DpNkF7liV9giO1LWz35pVeekpep9ukebUmG1rCv7BIOuecE/JKfch7q3/z0fZKLE6l5w0lQSENwAFM1e61DC4V4d9JN/y4x+0NwT5MdXpI9k4MfTAMPBCKQFxuj1/7r7Pwr490X6guTAagZc0aPGYzhqwsEqZP73Qb/8JCa3W5pE/w4bZjAJwz6sS8Uh/+hUWYPICqqnabV+rDkOq7t6QHsL9R1mBla0kjCirzJub09nBOSqQBOIDZ8b8n/eHf/MkX9bh9mwxMEA9Tfx5gmfZ9I4zPAKxrrcPtCb9QbV/g60N11FocpCfGcM6orC63S/XnaoXHU+Pz0qRceimKXt/pNj4DUG1txWOLXLcISfhRVfhwuzAALz+18/AvhH9h0frttzjLy9ElJJB0/vldbudPL5AGYL/jI+/CYmSK6i8ikoQXaQAOYJxbDwDgOqXrB3d7dCZvDmBzs/a2af5uIH3PA5gel45O0eFW3dTbNHY56Sd84A3/XjopD6O+6699eqI3VBcGT427uRnLF18AXYd/AXSJiWAQIWkZqutfHLVASX0r8UY9F4/v2ksT/oXFRwAkX3wxuvj4LreTIeD+iy+vdGqmrAKJFNIAHKBY6krJLxYFGSPm3xDQPvrkZPGLx4OnxarthL5CkD7YDcSgM5ARJ9rcnYxh4FaHm093CY297sK/EN4cwOYVK1HtdmJGjCB23Lgut1MURSbr91O21IopZPaErvNKoWMRSKg9t1Wnk+ZPRF5pyoKuFxYg0wv6Kweqmtlb2YxRrzA5XRqAkUIagAOU7W/+iRg31Jlg5Pk3B7SPEhfn99R4LM3aTthPtABPxkrglXuqaHG4GZIez9SCzpPlfYRTrsO8VHhpTAvmnyAMfDwyV6v/4XJ72Fon/q7dhX8BUr1FIG6PSpMtNCUAy9q1uBsb0WdmknjmGd1uG1LaiqTX8LUUPHtkBt6ghCQCSANwgFK/Zj0AjWNS0HWRm3U8iqL4vYDupiZtJ+zDIWA4uSuBfeHfhZNP7NBwPOHK1XJWVWPd4OvQ0HWSvg8Zqut/rDtcj8WpkJZg5OxRmd1uG2fUkxAjnjONIS4umnx5pfPmohi69jpCOxkYeV/1G1RV9RuAC7qoKpeEB2kADkDcTgcZ+1sAyO5EmLc7dF4D0GOxaDtpymDxs696AONPzm4g9S0OvtovvJo9hX8BTF5PTWNraLlaTR+379AwuMftfRqTLjlR9xt81b+XTsrtNq/UR2q8L780+HvLbWmh+fPPATD1EP4F0JtSxX7yvuo3bCszc9SrV3rh2K4L1iShIw3AAci+Fc+R2gKtMTD5mp9q2leflASAp1lrCNhrfDRX9kkxaH8IuPXkCgEv3V6By6MycVAKI7OTe9w+JU5M0s0hhul8SfrdFX+0R5csOjZ4mjUuLCS9QovdxYrdQtPzssmBeWlS4n33VvAGYPPKlag2GzGFhcRNnNjj9voUb8RCa8qKpNdor1eaENO9h1cSGtIAHICUrPoQgMqhRmKTMzTt62+t1KTxgZqU7RWDdvdJMWifAVhl7XtjC4X3v/V1aOjZCweQHCceuE0heABt+/eLDg1GI8mXXBLQPnq/Z1lO1P2BFbsraXV6yIxTOXWwKaB9wrG4aPpIPLtMCy/rMZ0B2kUs5MKiX+B0e/jIG/69Ympg6hSS4JEG4EBktzAKDBMLNe+qT/Z6ALVO1H1cDNqXA3gyFYEU17XwbUkjOgUWBOil8bWCawrBS+PL0Uo699wuOzQcj86fWyoNwP7Ae1vFM2RapicgQwxCX1w4q6poWb8B6Ln614dvYaHabKiO8PYhloSfNQdqqGtxkJkUwzkju88rlYSONAAHGNaGSvJKhdjx8DnXad5fl+SdqINZUfcDMeiTyQBs69CQRXZyYEKqPi+NzenB4fJoPqfq8WD+2NehIbBJGtpCdZpTCyRRp7rJxtcHawE4PStwiY62EHBwHsCmpUtFXulppwWUVwqg86asALi15i1Loo5vYbFgcj6GAPJKJaEhr/AAY9eHTxPjhsYkGH729Zr3b5uoNVYBQ5+uBPYVgTTYG3C4+7+nQFXhA68BeMWUwEMpSXFtOTfB5Gq1btmCq+IYuqQkks6fFfB+bQsLaQD2dT7cVoFHhakFqWRqaNDg9wAG6V02f+jLK70s4H0UvV4IjQMercoFkqjSZHOy0ptXemWAKSuS0JAG4ACj+uuvAKgbER+w/Et7Qpqo+7ABaIo1EaMTEignQyFIsbdDQ0KMntkTAu+jqdcpJHkFfYPx1Pgm6eRLZqOL7bwvbKfn9S0s5CTd5/F5aQIt/vDh8y4HEwK27duHfd8+FKORlDmB5ZX68Octy8VFn2b5zkrsLg8jshKZOCilt4czIJAG4AAjbr9odZY4pecKus7Q+XIAgwkBm7yrOnPfCwErinJS5QF+UyO+2nMm5GqupAvWU+Ox22laLjo0mBYE7qWBdgsLGabr0+yrbGb3sSaMeoV5EwNfWACkxIeysBDFH0mzZqE3BVZ04iNo5QJJVHnfu7C4curggPNKJaEhDcABRMPRHeRWipyd8ZfdHdQx9Mm+1fTJFQKGk6cS2OHy8K23Q0MwlXTBVmtavvoKT3MzhtxcEqafrmlf6QHsH/iqymeNyfZ3jQmU5LjgCoxUt7tN/DlAWaH2BK1cIIkaFY2tbDhSB8DCU3vWK5WEB2kADiD2LHsOHVCdDjnjzw7qGCF5APu6GPRJUgiy+kAtVpdCdnIsM0dor6TzeWq0hurM770PgGn+pSg6bY8WfxWw9AD2WTwelQ+KvF4aDXmlPvwhYI0LC+vGjbiqq9GZTCSdd57m8/o9gFJiqM/yQVEFqgrTh6UzOC2ht4czYJAG4ACiYcsWAJqHJgZ9jJD02vq4GHRWvLcdXGv/7gby3re+Nkq56HXaQynBeGqcVdVYVq8GwHTllZrP6ZfraG1FdYbWhUQSGb4+VMsxs42UOAPnj83WvH+wMjCN3oVFytw56GK0eR1BegD7Oqqq8vaWUiC4hYUkeKQBOICIOSwaoidOGhv0MXwdG4J6mLYXg27pe0aWzwPYn9vBVTfb+Hyf8GBeFaSQakqc9lwt8wcfgMdD/NSpxA4frvmcUq6j7/PGN2KSvmLKIOKM2gvIgpGBcTc20rxiBQCpV12t+ZwQgnapJCpsPtrA4ZoWEmL0zJ8sw7/RpM8ZgKtXr2bBggXk5+ejKApLlizpctt77rkHRVFYvHhxp++rqsrcuXM7PU5DQwOLFi3CZDJhMplYtGgRjSdxv8iWugp//t+Ii7Xr//nwP0yDSahuLwZt7nth4JPBAHx3Szluj8qwZJVR2Uk979AJyRqrNVVVxfzuuwCkXnVVUOdUDAZ0CSL0I/MA+x71LQ5W7KoE4LrTC4I6RkoQxUXmj5aiOhzEjh1L3MQJQZ03pEWrJOK8sUksLOafkudXIJBEhz5nALa0tDB58mSeeeaZbrdbsmQJGzduJD+/6xXD4sWLu6wmuuGGGygqKmL58uUsX76coqIiFi1aFNLY+zJ7P/kXBg80JMHgqfOCPo6/tZLViuoKIozrLwSRBmC4UVWVN78pAeDMbO0izj78OYABempaN2/GcfQouoQEzRId7ZHdQPou720tw+lWOWWwifH5wUl0+BYWFrsLj6dnAWlVVWl85x0AUq++OujK0LZFq1xY9DWabE6W7RB6pcEuLCTB0+fM7blz5zJ37txutykvL+fee+/l008/5dJLL+10m23btvHkk0/yzTffkJfXUa9qz549LF++nA0bNnDGGWcA8NxzzzFjxgz27dvHmDFjwvNh+hBVG9YyDGgoiA1K/8+Hvl2ozmOxoE9N1XYAfzeQvmcA5iWK++SY5RiqqvY7KYKNR+oprrOSGKtnSkbwOZYpGnMAG98R3r+US+f5RXeDQZ+SjKuqSobq+hhiYSG8NNedPiTo4/hyAFUVLA6X/z7rCtvOXUL7LyYG04L5QZ/X7wGU/YD7HB9tq6DV6WZUdhJTC1J7ezgDjj5nAPaEx+Nh0aJFPPjgg0yY0HlIwGq18p3vfIdnnnmG3NzcE95fv349JpPJb/wBnHnmmZhMJtatW9elAWi327Hb7f7/N3lDVU6nE2cAieu+bQLZNtzoDgqvlnFcYWjnVxSUuDhUmw17YyNGjRO+LikXPeBuLMXTx65ZujEdBQWHx0G1pZr0uPSInzOc/G/jUQDmTcghVl8S9DVLMIrAgNnq6PEY7uZmmj79FICkhQtD+jspXi1AR0MDMVH+jvTmd7Ov821JIweqLcQbdcwdn33CtQr0mumBGIMOh8tDfXMr8T2sQ+vfeguAxIsvxpOQENDzojNUb2qBy2zu9b+vvM868sYmEbG45rRBuDqJKEXyesm/QT80AB9//HEMBgP33Xdfl9v8+Mc/ZubMmSxcuLDT9ysrK8nOPrGKLTs7m8rKyi6P+9hjj/Hoo4+e8PqKFStISAi8dH3lypUBbxsOPC4HheWi/29T5jCWLVsW0vGGGwwYgK+WL8eRp60bwPBqM5OAyn1b2OwIfBzRumbJSjJNahPvrniXQYb+U5FmdcGy7XpAYYizBGKDv2aHahVAz9GK6h7vFdOGjeTYbNizs/m8rAzKg/fs5rdaSQKK1q2jqZceztH+bvYHXj+oA3RMSnWx5vMVJ7yv5ZrFKnocKCxb+QWDulk7Kg4Hwz/8ED2wZ1A+W0N4ZiXs289goLGigu0hPvvChbzPoKwFdpQb0CsqiTW7WLZsV5fbRuJ6Wa3WsB+zv9GvDMAtW7bw1FNPsXXr1i7Dcx9++CGff/453377bbfH6mz/nsJ+Dz/8MPfff7///01NTQwZMoTZs2eTktJzXozT6WTlypVcfPHFGI3dhz/Cyf7PXkTnhNYYmP9/v0Nv0C6l0J6j//gnTouFs049lfjTTtO0r7LXDe++Rl6iyrx5PeciRvuavbXiLbbXbmf4lOFcOOTCiJ8vXLy6sQSnupexOUnccfk0Pvvss6CvWfKBWl46sBVDQgrz5s3ocjtVVSl94UUcwKBbbmFCF+kYgVL51Wose/cxoXAYaQHcG+Gkt76bfZ1mm4uHt3wFuLl/4RmcNjTN/14w1+ypA2tprrUy+fQzmV7YtYe96f0lVNvtGIcMYdb3v69ZV7I9tsGDKXvxRZIUJaBnTiSR91kbjy7dA5RyyYRcrl04udNtInm9mmSxWf8yANesWUN1dTUFBW3Jom63mwceeIDFixdTXFzM559/zqFDh0g9Ljftqquu4pxzzuHLL78kNzeXqqoTuz3U1NSQk9N1e6PY2FhiO+lvajQaNd2cWrcPlcpNq8gHqvP0TI0PPkfLhz4pCSeg2GzaP0ea+Nvpmo+h64PXLD8pn+2126lure43D2hVVXltk2ivd/30AmK8WmnBXrO0pDhATP7d7W/dvBnH/v0ocXGkX30V+hCvl8EkFlGKtaXXrn20v5t9nQ82lWF1iBytM0ZkdbpA1nLNkuNjACtWJ13uo6oqTW+8AUDqNdcQo6GndGd40oTR6mlu7jN/24F+nzXbnLzv1Su94YzCHq9FJK7XQL7+PvqVAbho0SIuuuiiDq9dcsklLFq0iNtuuw2Ahx56iDvvvLPDNpMmTeKvf/0rCxaINkIzZszAbDazadMmpk+fDsDGjRsxm83MnDkzCp8kurTuOwyAu93qPRR0fmX9Fu07+4pAmo+Bxy2kYfoQ/kKQlmO9PJLA+fpgHQerLSTG6LnqtMEhH699tWZ31L/2GgCmBQs092ftDL3sB9yn8HhU/rte5JXePLMwLEVRPikYi73rEH/rt0XYdu9GiYkh9ZrgtP/a0/a8svTL4q6TkXe3lNHicDMyO4mzRmb09nAGLH3OALRYLBw8eND//yNHjlBUVER6ejoFBQVkZHS8WYxGI7m5uf7Cjdzc3E4LPwoKChg2bBgA48aNY86cOdx11108++yzANx9993Mnz//pKwATigVuQ6pkyaG5XjtH6ia8YlBe1xgqWqThekj5CaKe6eypetc0L7GS+uKAbjqtMEkxxlDTm5O9k/Sri4nTGdVNc0rPwMg7cYbQjqfj5AWFpKws/pADUdqW0iOM4StQ4NP583SjcRQw6uvApAyfz6GtNAXrX7lAlVFtVpRQqhUl4RO+4XFLTOGSoO8F+lzOoCbN29mypQpTJkyBYD777+fKVOm8Mgjj4T1PK+99hqTJk1i9uzZzJ49m1NOOYVXXnklrOfoC1jqSsmp9QpAX/CdsBxTnyQeoJ6WIAzAPi4G3d88gKX1VlbtFekMN88oDMsxfZO026Nic3auJ9j41lvgchE/7TTixgbfWaY9ulBExiVhx7ewuOa0ISSGSaDX3w6uCwPQWVVNk7fzR/pNN4blnEp8PHilr6R3ufdZfaCGw7UtJMcauHJq6BELSfD0OQ/grFmzUNWeRUJ9FBcX97hNZ8dLT0/nVe9K82TmwMqXiVOFAPS4CeeG5Zi6UEN1KflgLvVqAZ4eljGFi7yk/mUAvrLhKKoK54zKZGSQnT+OJyFGj04BjypydeJjOobpVYeDhrfeBCD9xvBM0tDmqQlqYSEJK0dqW/hyXw2KAjfPGBq24ybFdp9e0Pjmm2JhcdppxI0fH5ZzKoqCLikJj9ksohbd5HlLIs/L3oXF1dMGh21hIQmOPucBlISXqs1fA9A4KHwJryGH6vxi0BVhGlH48HkA62312Fy2Xh5N97Q63H6B3ltnFobtuIqi+L2AzZ1M1OZly3DX1GLIyiL5uJzcUPDdV24ZAu51fJP0rNFZFGaGL2SaFNd1CNjjcNDwpndhESbvnw+9N+wbVNqKJGwcqW3hC2+v8nBFLCTBIw3Akxz3IWFk6UacmBcZLDpfCDjYUF0fbgeXEpNCvCEegCrriZXifYm3NpdibnVSkJ7ArDEn6lqGgr8Q5LiJWlVV6l94AYC0RYtQwlhJ519YyBBwr9JodfDWZu/C4qxhYT22rwikuZMuM00ffoi7rg5DTk5YFxbQrs2g7AbSqzy/RhQknj8mi2FhXFhIgkMagCc5qeUOADKnTA/bMUMO1fXhdnCKovSLPECn28O/V4uH6V3nDEOvC28idbJ/ou5oAFq++gr7gYPoEhNJu/66sJ5TH0pxkSRs/Hf9UawON2Nzkzl3VGZYj+0vAjnOs6y63dQ9LxYW6bfeGtaFBYRYuCYJC9XNNt7eIuSq7jlvRC+PRgLSADypaSjdRbpX63Lk+eELqbSF6oJ8mJq8BmAfLAKBjj2B+ypLt1dQ3thKZlIM10wLvj9rV7RN1B09NfXeSTr1uuvQByB+rgX/fdUiQ8C9hdXh4j9fHwHgu7NGhL1CM6mLhUXzys9wFBejM5lIveaasJ4T2kUtZH5pr/Hi2mIcLg9TClI5Y1j/arN5siINwJOYw1+JfJo6E6QOHhe24+oST94cQOj7UjAej8o/vzwEwG1nDSPOGH4txc4m6taiIqybN4PRSPotN4f9nD4DULVaUd3usB9f0jNvflNKg1WkFVw6SVubx0Dw55a2u69UVaXuuecAUVTkUxkIJ/pE6QHsTZpsTl7bIKRfvjdrpJR+6SNIA/AkpnbHFgCacsMbTtEnh/gwPV4Muo/R10PAn++tZn+VhaRYAzedGb4Kzfb4cgDbT9Q1//gHIISfjRGopPQZgCAn6t7A4fLwnDet4O5zh2PQh3966ExkvGXdOmy7dqHExZG26KawnxNkDmBv88r6ozTbXYzKTuLCseHNV5YEjzQAT2Kch70GzJDw5vGEnE+TlA2KHlS3EIPuY+QniSKVckvfC1F7PCp//Ww/ADeeWYApPjLtjI7P1bJu3UrL6jWg15P5f/dE5Jy6mBgUbxs7aQBGnze+KaHCbCMrOZarw9BRpjPai4yD8P7VPPU3AFKvvSYsws+d4Q8By/sq6phbnf585e/OGoEuzPnKkuCRBuBJTGKlkDFJnRCeDiA+Qs4BbC8G3QfDwIOTxeRX1lzWyyM5kWU7j7GroomkWAP3nBu5ROrjJ2r/JH3llcS068UdbqQUTO9gdbj42yrRgem+C0ZGJK0ATuwEYlm1Ctv27Sjx8WTefXdEzglSY7I3eX7NYcytTkZlJ7Hw1PB0lJGEB2kAnqS0mqvJrBMC2IUzLwvrsf25Wq2tqK7u+8V2ib8QpO8ZWUOSRVFFpbUSpzu0tmrhxOX28OQK4f2785xhpCfGROxcbblaTlo2bMC6cSOK0Ujmd/8vYueEdt1ALFIKJpq8tK6YWoudIenxXHd65Ax838LC4fbQanNQvXgxAOk334whM7yRivb4xetlCDiq1DTbeWGtKCp6YPaYsKsVSEJDGoAnKYfXvInBA5Z4yJ14fliPrWvXS9MTbMWmXwuw73kAM+IyiDfE41E9VLT0nfG9t7Wcw7UtpCfGcOc5wyN6Lr8MTKuD6if/CojKX2N+ZHs3d5usv/NdWPlIn6set7vtvLDjBV7Y8QIOt6O3h6MZc6uTf3mLin580WhiDJGbFhJj2jo/1C35EMfBQ+hSUsi44/aInRN6SFtproI1T8LRdREdQzDsrd/Lc9uf65PRiED4+xcHsTrcTB5s4pIJsgNLX0P2YTlJqdy6hnygLkePTh/ecI4vV0t1OPBYLOhNJu0HSem7HkBFURiUNIiDjQcpay5jaEpkCi20YLG7+MvKfQB8b9YIv4cuUviOX7hlNbbt29ElJJB5T+RCdD66TC/Y8Q68e4f4/eDncM9q0PWN9evvNvyOJQeXAFDTWsND0x/q3QFp5KnPDtBkczE6J/IhOp1OdJlxtbRg+cczAGTceWfYJYVOOG9XOYDOVnjpUqg7AIoObl8BQ/pGe8pDjYe4adlN2N12Xt/7OkuvWEqisf+IJx+stvDaRlH5++AlY2Xlbx+kbzxBJWGn9aD44rkHRebBGnKuVlqh+Nl4NDwDCjO+PMDS5tJeHong6c8PUNVkpyA9IWKVv+1JjjMQ77Rx7pdvAZD5ve9iyMqK+Hl91Zqe9qE6Zyus+GXb/6t2wJEvIz6WQDjQcMBv/AG8ve9tLI7+E2bcV9nMy+uLAfjlpeOjEqJLjjNw3f5VqNVVGAcNIv3mRRE/p95XBXx8asHm/wjjD0D1wLq/RXwsgbJ462LsbjsAta21fHjow14eUeCoqsqjH+3C6Va5cGw2Z4dZUFwSHqQBeJISUyEmoYRRIyNyfH+uVrBJ1WneFlP1h8M0ovDiywPsC6GXg9UWXvTm0fxqwfiIJei3JznOyA37VpJsNWMcWkDazeHX/esMfWeCvd++KiSDTENg8g3itb0fR2U8PfHcDqFfd/HQixmaMhSHx8G6ir4XSuwMVVV55IOduD0qcybkcu7oyBv4AMNa67jqwFcA5Pz8YXRxcRE/Z6fapS47rHta/D7N610+sBKcvd8DfH/Dfr4s/RIFhWtGC2HsVUdX9e6gNPDprkrWHKglRq/jkQXje3s4ki6QBuBJiMftJr3GA0DelLMjco6QhVXTfQbgEVDVMI0qfAxO6hseQI9H5ZdLduB0q1wwNpsLx0Unjyb5yD6uOLgagJyHHkIXE7mCk/b4Jmp/CNjtgvUiVMjM+2DMHPF76caojKc7SppK+LT4UwDumnQXM/JmAFBUU9SLowqct7eUsfFIPbEGHb+cHz6h+O5QPR5uWPc/jKqb1inTSbrggqict9MQ8LY3oLlCKBLMeQwSs8DVCpXbozKm7nhhh+i4c9HQi7hxnOjitL12Oy5PkEV3UcTc6uTXH+4G4J7zhjM0o/+ErQca0gA8Cane+zWJdvAoMPTMyyNyDn8IuDnIas3UAqEF6GqF5r7XccPnASy19K4B+N/1xWw4XE+8Uc+vorSS9jgcxDz5B/SorC2YSvL54S0i6g5/CNjnqdnzATQUQ3w6TLkJBp0mXq/aDQ5r1MbVGS/sfAGP6uHcwecyLmMcp2SdAsDO2p29Oq5AqGhs5bcfiUn6RxeNZnBaQlTO2/D6/xhRtheb3kjZou9HLS/MFwL2tLSgejxCgP7rxeLNmT8AQ2zbvVW2OSpj6orS5lKWFy8H4M5JdzLMNIxEYyKtrlYONR7q1bEFwm8+2k1lk43CjAS+NysyEShJeJAG4ElIyaZlANSmQbwpMqrrbVV1QeYA6o1g8orNNhwJ06jCR3stQLWXPJRHalv44/K9ADw8b2zUVtI1i59CPXKYhtgk/j5xYVQ/v99T09wsPMNrF4s3zrgHYhJE8VBSrhARP7YtauM6ngZbAx8d+ggQ3j+AiZlCb3N33W6cnr4jH3Q8Ho/Kz97dTrPdxZSCVO4+N7IV5T4cxcVUP/EEAC9MmE9DavQ6Qvi7zKgqHqsVdi8R6SfxaTD1FvHeoGniZ/mWqI2rM/6z8z94VA9nDTqL8Rnj0Sk6JmaIe2tH7Y5eHVtPrNxdxbtby1AUeOKaycTHRD5dRRI80gA8CWnYKx4SLVmRC9uFRVk/3Tvx9ME8wEFJg1BQaHW1Umeri/r5bU43976+FZvTw8wRGdx0RnQqkZuWL6f+xRcBeGbyVTTGJGJ1RK9dXwfB3iNfiXCcMQGmeyuQFQUGTRW/96IB+MHBD3B6nIxLH8fkrMkADE0ZSrIxGbvbzhFz31vU+PjHlwdZc6CWWIOOJ66ZHJXCD09rK2U//BGqzUbF8Il8PGxGh3ZwkUaJjQWDqGz3WCyw8d/ijen3QKzXOPTfV0VRG9fxNDma/AuLOybe4X+9/eKir1Jab+XBd8R38q5zhjOtML2XRyTpCWkAnoQ4S7wh1UGRaasEYVLWb58H2MeI0ceQm5gL9E4e4CMf7GRXRRPpiTE8cc3kqLRPsh88SMXPfwFA+u23s3GwCGlGc6LuIAOzSRRYcOoNkNBuMskaK37W7o/auNrjUT28tV9UR1835jp/GFOn6BiWKu7pvmoAfrmvmr+sFNftNwsnMCIrqYc9QkdVVY79v0ew79uHPiODrTfeh6roOvSZjjSKoqD36pd6jhZB6QbQGWDabW0bZXvzIOuPgKt39Bw/OvQRNreNkakjmZYzzf/6yDQRSu2r91Wrw809r2yh0epk8pBU7r94dG8PSRIA0gA8CYmtagUgaUTkWoX5lfVPUg8gQGFKIQDF5uKonveNTSW8tbkMnQJPf2cK+anxET+nu7mZsnt/gGq1knDmmWTf/+M2MWhb9MKZ/tSCxgbY94l4cdodHTfK9E4uvWQAbji2gdLmUpKMScwdNrfDe8NS+q4BWFJn5YdvFKGqcMMZBRHt+NGehldepWnpUtDrGbz4rxhzRCFTNO8raMsvdW9+W7ww9lJIzm3bIDkPYpJEekEvpKWoqsrb+8TYrh1zbYf8yL58X6mqyi/e38HuY01kJMbwzxunRkWpQBI60gA8yfC43aTXipyt3MmRqQCGMOQAQpsUTB/MAQQoNBUCcKQpeuPbXtbIIx/sAkTrpLNGRl4/S/V4qHjoYRzFxRjy8hj05F9QDIZ27eCi56nxe5brj4mJuGAG5BxX/OI3AA9EbVzteWuf8P4tGLGABGPH4olhpr45Ubc63Nzz6hbMrU5OHZIatYIi6zffUPWnPwGQ87OfknD66W39gKPoWYZ2z6zdn4kXph3XfURRIHOU+L0XFhdbq7dyyHyIeEM884fP7/Ce71lUZ6vDbDdHfWzd8cqGo7z3bTl6ncLTN0RnwSoJD9IAPMmo3PkFCQ5w6aDwzCsidp7w5AD2bS3AaE/mdRY7//fKFhxuDxeNy+G750XOg9vhvP9+DsuqVShGI4P/9hSGdBFu7Y2J2h8CbmoSLxw/SQNkeisLLZVga4rSyARVLVV8WfolANeOvvaE9/uiAaiqKg+/t509x5rITIrhnzdNJdYQeQ+Ns6qKsh/fDy4XKfPnk7ZICD77PMuWKC4soN0zq9UG6SOg8NwTN+pF77JvYTFv2DySY5I7vJdoTCQ7QRTN9KV7a3NxPb/xVpM/PHcsM0dIwef+hDQATzJKvxG6ZHVpEJOUGrHz+D01xyvra8HnAbSZwVofhlGFF99kHo0QsMvt4d7Xv6XCbGNYZiJ/uTY6eX+WtV9T89RTAOT+6hHiJ03yv9cbE7VfBsbhEdIv4y47caM4EyR6K0jroyuL8d6B93CrbqZmT/XnZbXHlzZwtOlor1WPH89/vi5mSVEFep3C32+YSp4p8h4aj8NB2X334a6tJXbMGPJ++xt/SDM5zghE17MMoPemrXicOpH711krwQyvB7AuuvdVva2elUdXAnDNmGs63cYXBj7a1De6J1U12fjua1txeVQWTM7njrOH9faQJBqRBuBJRuM+oUEWyQpgCEMrOPDKenilYHopn6s7fA/c0uZSnO7I5iv98ZO9rD9cR2KMnn8vOg1TvDGi5wNwlJVT8cADoKqkXnstqVdf3eH93piodd5EfdWtQz3lO2DsoktEmrcquiF6k6HL4+KdA+8AovijM/KT8gGwuqw02hujNbQu2XC4jt8v2wPAL+aN44zhGVE5b9Xv/4Bt23Z0JhODn3kaXXyb0elPLYh2CFgvCjvcbmNbR5nj6YX7CtqqyidkTGBCxoROtxmULPo0l1vKozm0TnG4PHz31S3UNNsZm5vM41dNkr1++yHSADzJcJZWA6BEsAIY2rdWCrHvaS/m3PREdkI2CYYE3Ko7opXAHxSV87y31dtfrp3MqJzkHvYIHY/dTvl99+E2m4mbNImcX/7ihG16Y6LWu9o8wZ6xJ4ZY/aR6J+oo9pL+quwrqq3VpMelc9HQizrdJs4QR2a8CIP19kR9zNzKva9vxe1RufzUfG47qzAq52185x0a33wTFIVBT/yZmCFDOryf5PMs26NcBNIi7hVP6jhI7MIQ7oX7yqN6eHt/W/FHVwxK6jsG4G+W7mJrSSMpcQaeXXQaCTGG3h6SJAikAXiSEVst+lgmDY9s/lhYcgABssaInzX7QhxR+FEUJeI5XbsrmvjZu6L11PdmjWDOxLyInOd4Kn/7W2y7d6NPS2PwU4s7bfWW1AshYGX7ayh60cbQbeymN20veGp8OVqXj7ycGH3XHva+MFHbXW6+++pWai0OxuWl8NiVp0TFQ9O6fTuVj/4GgKwf3kfSOeecsE1KXPSLi2htRN8swrqe1LFdb+e7r5rKIcJefx/tq8rnFM7pcru+cF8BvLW5lFc3lKAo8NT1U2Srt36MNABPMlIbxOSZNf70iJ7H31opZA9g70p69ITfAIxAJbDZ6uSeVzdjc3o4d3QWD8weE/ZzdEbD229jfudd0OkY9ORfMObnd7pd1GVgXA7Y+go6o8id6za/NMqempKmEtZVrENB4ZrRnedo+egLE/WvP9xFUWkjpngjz950WlQ6Mrjq6ii774eoTidJF11Ixt13d7pdUqxILbDYXNHLk9z+FjqdNwRMN9qHSTlgiAPVA+bo6H/6pF86qypvT1+4r7aXNfLLJSLN6McXjeb8sdHr5iIJP9IAPImoL95GkpAAZMj0SyN6Lr+kgtWK6g6hU0Qf9gBCW1J/uD2Aqqry4DvbKK1vZUh6PH+7/tSodGRo3bGDqt/8FoCsH/2IxBkzutw2OdpVwPs+hpZq9DHisdTt4iLKHsB39ovcv7MGneVvE9gV/om6uXcm6re+KeV/m0q9HppTKciIfJ9f1e2m/P4HcFVWEjNsGPl//CNKZ0UWtHmWXR4Vu8sT8bGhqrD5RXRGcS5PSzd5y4oi+pRDVO6tams1X5R+AdDjwsJ331W1VEU8J7kzGlocQqXAJVQK7j1f9vnt70gD8CSibKuoImtIhqSMIT1sHRr+3poIIzBofB7AxhJwtoY4qvAzPFWIVR9sPBjW4768rpgVu6sw6hX+ccNppCZEtmgHwN3YSNkP23lo7rqz2+2jngO4WbSg06WK/KxuRcb9HsAS8ETWiLC77bx/8H2gc+mX4/FN1L3hqdlf1cwjHwoPzQMXj2bWmOh4aGr/+S+sGzeiJCQw+Jmn/SoBnZFg1OOLRjdFw7tcsgFq9qDzFjX1GLXwGYBR8C63ryoflTaq220z4jKI08ehonKs5VjEx9Ye34K1wmyjMCOBJ6+LjkqBo7iY/JdexlVdHfFzDUSkAXgSUbd3KwBN6ZEP9+hiYlCM3gdqcwhSMIlZEJcKqFAXXiMrHIxOEwbqocZDuDzhMYR2lJn5w7K9APx83jgmDTaF5bjdoaoqFb/8Ja6KYxiHFpD/2GM95oRFtQq49gAcWQ2KDl22mIA9zd1M1KbBoOjAbQdLVUSHtqJ4BY32RnITczl3cCfaccfRW6G6Voeb778m+kefMyqT782KjofGumkTtX//OwB5j/6a2B46EOl0SpvGZDTuLe/CQj9KeLvdPUlXtV9cRBCXx+X3LHcl/dIeRVH8VeZllrKIju14Xvy6mM/2VBNj0PH3G6eSEhd5lQKPw0Hlgz8lac8eav74eMTPNxCRBuBJhLVEPBRcWdFRYu/QtzVYFKVPh4GHJA8h3hCP3W2npDn0CaHJ5uT7r2/F4fYwe3wOt84sDH2QAdDwv/9h+WwVGI0MevJJfw5nd7QVgUTBS7PlJfFz1Gy/B7DbPtN6I6QIQyvSnhpfheZVo65Cr+t5cdXeAPSoUQhxevn1h7s4UG0hKzmWv153alQ8NHqLhaqHHgZVxXTllZgWLAhov6ilF7TUwe4lAOhOEWPrsXtRlNIL1pavpcpaRWpsKhcPvTigfXz3VoWlIpJD68C20kb++ImQEvrlpeOYkB/5BStA9Z+fwLF3L67ERLIe+llUzjnQkAbgyUSlaBFkHBSdsE9Y2sFBny4E0Sk6RqWK0Mz++tDGJzoy7KCk3sqg1Hj+fPXkiFZm2lw2VFXFtncv1d4VdM5PHiB+Quc6Y8cTtUna2QpFr4nfp92OPlCJoSh4avY37Ofb6m8xKAauGnVVQPvkJuaiV/Q4PU5qW2sjNrb2LPm2nDc3e/P+rjuVzKTYiJ9T9XjIffMt3DU1xIwYQW4nUkJdEbUK86LXwO2A/Cnohk4BtNxXkTUA21eVx+oD+3tF27vcZHNy7/+24nSrzJmQy6Izh0blvM2ff07DK68AUHXNNRiyZbFJJJAG4ElEQp3w1JhGRKeaVJfsnai789QEQpZXlqF6d4gjigyj04WBuq/hOA9lcxV89CP4/PeigrUH3tpcysfbj2Hw9sw0JUQmjOJRPbxnfY+Zb83krg8WUfbj+1EdDpJmzSLt5psDPk5StOQ6dn8ArQ1gGgIjL/J3A+nRs5zqzXONoAHom6TPLzifrIRuZGnaYdAZ/G27ouGpOVLbwi/e3wHADy4Yxcwo9I8GaHzpJRL370eJjWXQX59ElxB4sYkvvaApkveWxwNb/iN+n3Y7+uRAFxa++ypyVcAVlgrWlq8F4OrRV/ewdRu+EHA07itVVXn43R2U1rcyOC2ex6+OjpSQ89gxjj38cwBSb76ZlnHdyPZIQkIagCcJbqeD9AYhqZA76eyonDNgT01P5E4UPyt3hjiiyDAmTRjU+xvaeQA9HnjnNjHBrP4TfNV9jsrRuhYe9fbMfGD2GKYWRE6o+419b7DVIfJBp7y+FeeRIxiys8l77A+aHuC+STriXhpvjhan3QI6fZvGZHc5gCAMRoiYXIfVaWXp4aVA9wK9nZGXKPQcI52s73R7+OEb39LicHPGsHR+eGH3hQThonXHTuqefgaAzIcfIm70aE37R6XP9JGvRJ/x2BSYeFVbxKKlpXvlApO3CMRSCS57RIb23qH3UFE5M+9MhqYE7lXLS4rOfQXw9uYyPt7hXbB+Z0pUuhOpHg8VP3tICNRPmEDGj34Y8XMOZKQBeJJQufMLYlzg0sGgU2dH5ZxhyQEEyPH2n204AramEEcVfnyFIPvq23kAN/4Ljn7d9v9vnu9ysnB7VO5/axtWh5vpw9K5+9zhERvr4cbDPL3taQCuLMvjgu0qHgXy//xnDGnajE7/JO1w4fFESK+tcieUbgSdAaYsAtr3me5dT83Sw0tpcbZQmFLIGblnaNo3Wp6apz8/yPYyM6Z4I4ujJCXksdmo+NnPwOWiedIkUq68UvMxopJf6ltYTL4eYhIDVy5IzASDN4/aHP5iC5fq4oNDHwDaFxb5idG5r0rrrTz60S4A7p89mikRXLC2p/7l/2LdtAklPp5Bf3nCX2goiQzSADxJKC8SWlL1qWCM70boNIyELQcwMQOSvWLEfTAM7JNnqLJWYbabRcXqqkfFm5f+RVQy2xqhfEun+//rq0NsOdpAUqyBv1wzOWKTtNPj5Odrf47dbWeKbRjf+VAY00tmKDgma/cM+YSgVRWszhC0HrvDF6Ibeykk5wKgS/KGgHtKLYigB1BVVX/495rR12gOfUXDA7i1pIG/fyEq5393+UTyTNEp/qr+y5M4Dh9Gn5VF1RWXBxUWjHg3kKZjsPdj8ftptwGgi41tUy7obnGhKKLKHCJyb+117qXOVkdmfCazhszStK9vYVHTWoPTExnjWSxYi2hxuDm9MI17zo1sVykftv37qXnySQByHnqImMLCqJx3ICMNwJME80FRpdWSGb0VU1uoLgQZGB/+MPCO0I8VZpJjkv3J13trd8H7/wcuG4y4AKbdAUNnig3bewS97Cw389eVInT868smMCQ9cqK8z+94nl11u0g2JPHdT1RUs5mKvFjePlvH1qqtmo8Xa9Bh1IvJPSLdQOwW2Pam+H3a7f6X/QuLnkLAfr22UmGlhpHttdvZ17CPWH0sC0cu1Lx/pD2AVoeL+98swu1RWXhqPgsmd97NJdxYvv7an5yf/ZtH8SQG1wYs4iHgb18F1Q0FMyBnvP9lf9Sip2dWBL3LmxybALhy1JUYddqe1+lx6cToYvCoHqpaIiN/9O/Vh/mmuIHEGD1PXhslr7LDQcVPfyY0Ss87j9Rre5bFkYROnzMAV69ezYIFC8jPz0dRFJYsWdLltvfccw+KorB48WL/a/X19fzgBz9gzJgxJCQkUFBQwH333YfZbO6wb0NDA4sWLcJkMmEymVi0aBGNjY2R+VBRwF4uHgZqds/yHuHCH6oLtQgEINcbBu6DBiDAhAxRObtj67+hfDPEmuCyZ4S3YKg357K4owFoc7r50ZtFuDyigu6qqYMiNr5ddbv497Z/A/CHxotI3XsQjEZ2ff8i3HqFLdWdeye7Q1EirNe28x1wNEP6CChs09cLuM+0TwbG1QrWurAOzef9u6TwEkyx2mUvfKG6SHkA/7BsD8V1VvJMcfzmsokROcfxuBsb/cn5aTd8h8Szg8819rWDi4jIuMfdJivUbmEBGqIWEfIuFzcVc9h1GJ2i4+pRgRd/+NApuojmAe6uaOLJlSLV5VcRXrC2p/bpZ7Dv3Ys+NZW83/02KsUmkj5oALa0tDB58mSeeeaZbrdbsmQJGzduJP+4PqYVFRVUVFTwxBNPsGPHDl566SWWL1/OHXfc0WG7G264gaKiIpYvX87y5cspKipi0aJFYf880UJXKx5osYNyo3fOxDDlAEKfNwBPyToFgB1lXiNv7h/B5DVAhkwXPyu+7eCJenz5Xg5WW8hMiuUPV06K2EPN7rbzizW/wKW6uDLxbHJfWAZAxn0/YMjkswA40HAgqGP7K4HDPVGrKnzzgvh92m3Qrm1YwDmAxjjRuxXCWglstpv5tPhTQHuOlg/fJF1hqQh7v9sv9lXz6gbxeZ+4ZnLEqsmPp/I3v8VVXU1MYSHZP/lJSMeKaIX5gZXQVAbx6TDusg5v6QJdtEbIA/jewfcAOCvvLP89ohVfekG4vcs2p5sfv1mE061y8fgcrjmt+5aH4cK6ZQt1zz8PQO5vHsWQFVi1vSR0DL09gOOZO3cuc+fO7Xab8vJy7r33Xj799FMuvbRjz9uJEyfy7rvv+v8/YsQIfv/733PTTTfhcrkwGAzs2bOH5cuXs2HDBs44QyR3P/fcc8yYMYN9+/YxZkx0ZFTCSUKDeJCmFEanChDaycCEmgMIbYUg1bvB7QJ937o1J6WPA2BHjAF19FyUyd9pezNrjOhKYWsESzUk5/BNcT3/+boYgD9ffQrpiZFr9fa3rX/jkPkQWbEZLHqvAafVinVYISMWLWJEswg/H2o8FNSxk2ONQGv4J+qKrVC5HfSxMPmGDm/5ZWC669nqwzREdAIxl8KgqWEZ2pKDS7C77YxNH8spmacEdQzfJG11WWlyNAXlReyMhhYHP31nOwC3nVXIWVGSfDF//DFNy5aBXk/+nx5Hl5CA2xl8WkByJItAfMUfU24Ui4R2BLy48FUCh9EDaHPZ+OjwRwBBef98+NMLWsJrAD65cj/7qprJTIrhsQguWNvjaWmh4mcPCSHxyy8nZXZ0Chglgr41ywaAx+Nh0aJFPPjgg0wIUNDWbDaTkpKCwSA+7vr16zGZTH7jD+DMM8/EZDKxbt26Lg1Au92O3d5W6dnUJJLsnU4nzgAehr5tAtlWCx63mzRvhDtj9OlhP35XqPEi6dzV3Bz6OVOGYDAmojhbcFbugmyRtxOpa6aV0TuXoVdVagwGymb9jFxXe4PIgCF1KErDEVzHdtKqN/HTt7cBcPXUQZw9Ii1i499StYVXdoucrD+Uz8S59X2U+HiqrrmGcR4PQxKFJ6OmtYa6ljpSYlI0HT8xVnS+MLfYwvoZ9JteQAd4xl2GOyYF2h3bEytEcT0B3Ff6lEHoyjfjri/GE8L4fOdxOBz+8O9VI6/C5QrO8NWjJz0unXpbPSWNJYxND4+W2aMf7qSm2c6IrETuv3BEVL4Xrro6Kn/7OwDS7roTw7hxHZ55wYwh3tCWWxrWz2AuxXBgBQrgnHxTh/sKgEQR0nQ0NnZ7XiUpDwOgNpbgCtP4PjnyCWaHGZNi4vSs4J/TOXHC613eVB62a1dU2sjzaw4D8LuF4zHF6qJyb9U88RecZWUY8vJI/+mDJ5wzks//3p5T+gL9zgB8/PHHMRgM3HfffQFtX1dXx29/+1vuuece/2uVlZVkd6Isnp2dTWVlZZfHeuyxx3j00UdPeH3FihUkaBBBXblyZcDbBoK7dh/jXOBRYPsxBzuXLQvr8bsice9eBgH1ZWVsC8M5Z8YWkOXcw87lL1GSOavDe+G+ZlowWYs5d9/fGJ2fxZ7YGP779TImxnQMOU73pJHHEXavfo+nrFaO1OlIMaqcpj/KsmWR6ShgV+083fw0KioXNU8g+T/Cu1A5dw7OjAz/NTMpJsyqmVeXv0qhoVDTOaxmHaBj3TffopaEJ5RpcLVwyc630QFf28dQf9y9o7NaGQmodjvLPvwQDF0/psbXORkFFG9by866wpDH9uwnz1LSUkIssej26Vi2P/j7Ot4pFkhLVy/lcMzhkMe2q0FhyV49CiqX5Zj5fOWnIR8zEHJfe52UxkbseblsLCiA4/5ewXw39zYqgJ6KmgaWhfF5NbbiHcagUpM0nnUb9gEdxdtzzWZSgN2bN9PQzTM73lHLbEBtLGPZx0uFhz9Enm8WYc5psdP4/LPPgz5OtaMagB0lO1hWH/q1c3ngz9v1eFSF0zM92A9vZlnot2uPxB0ppuB//wOgeN48dq9Z0+W2kXj+W7uTAhog9CsDcMuWLTz11FNs3bo1IPd0U1MTl156KePHj+dXv/pVh/c6219V1W6P+/DDD3P//fd3OP6QIUOYPXs2KSk9e1acTicrV67k4osvxhhGfaMd7woB5YYUmL8w+NCCVqyZmVT89xVMRiOT5s0L+Xi6L7bCuj1MTrcz0Xu8SF2zgHHZMbx4IQpuJibks8ddi7HAyLypHT+v7otvYd1W8hI9fHlYD6g8fs0ULhoXuRZGv934WxrNjeQl5HLvSj0Ol4v4M8/k9F/8gs8++8x/zT7+4mPWH1tP3vg85o3U9nf6rGU7uxoqGTZ6HPPOKgzLuHXf/Bv9Dgdq1jjOvOaHopCmHarLxaFHfwPAJeeeiz41tetjbT4Gny5jWJqeghDuQd99VpxaDC1w2ajLuOL0K4I+HsCXa76kvLSc/LH5zBsb2vej2ebij8+sA2zcOrOQ782NTpqK5fMvqNy+HfR6Rvx1MRMmtFXUhvLdHFRm5p97NqLExDNv3rk97xAIbieGp0VuYtrsnzBv3InXvGbrt5i/LWL0kCFkdHe/eFyoux9Ep7qZd85USAmtyvpA4wFKlpWgV/RMi5kW0vMspyqHd1e9izPOybwwPHefWnWQytbDZCTG8Pe7ZpKWELl0FR8eu53Sq6/GCSRfcQWzuhB8juTz3xfBG8j0KwNwzZo1VFdXU1BQ4H/N7XbzwAMPsHjxYoqLi/2vNzc3M2fOHJKSknj//fc73Dy5ublUVZ1YQl9TU0NOTk6X54+NjSU29sSejUajUdPNqXX7nmgq3ks8YEnVR9VIijGlAiKfJiznHXomrANd+WZ0xx0v3NcsYL78HdTshcQsJk+5k7c3/5EddTtOHEuWyL0sObQbt2c+80/JY+4pkav6XV22mvcPvQ/A4+aLcWz+D0p8PPm//Q1KjHiA+65ZQUoB64+tp7K1UvM1NHknA6tTDc/1V1XY+hIAyul3YIzpZLIxGlHi41FbW9HZbN2fN70QAF1T2Qn3jFaaPE2srlgNwPXjrg/58w5KFn//KltVyMd68uO9HDPbKEhP4KdzxmE06kM6XiC4m5qo/Z0I/WbcfhvJp07udLtgvpupiSI3z2J3h+97vf9jaKmGpBwMEy4D/YnHNfgW6lZrD+c1iipzcwnGlmOQEVoP3PcOieKPWYNnkdycHNLzbIi3QKXSWoneoEcXgndyz7Em/rX6CAC/WTiRbFNwsj5aqf7b0ziLj2LIyiLv4YfQ93AtIvH875X5pI/R56qAu2PRokVs376doqIi/7/8/HwefPBBPv20LRzS1NTE7NmziYmJ4cMPPyQurmMi8IwZMzCbzWzatMn/2saNGzGbzcycOTNqnydcWMuEWr0rPa6HLcOLPlC5jkAZNE38rN0HrY3hOWYolH4D6/4mfl/wFFMLhKdiZ+1OrM7jwgdpYoJIdxwjLcHIo5cFlp8aDGa7mV+v+zUAd+ReScKz7wCQdd99xAwZcsL2g5NENV+ZRXtXA59cR9j02orXQO1+MCbCKdd1uVnAUjBhrNbc4tiCW3UzJXuKv/tLKPjlOiyhyXVsOFznr/r941WTiI+JvPEHUPWnP+GqqSFm6FAyv//9sB7bXwRid4WvSvobEWJl6s2dGn+gUbw+TPdWi7OFjw6FXvzhIzshG52iw+lxUtcavPyRy+3hp+9sx+VRuWRCDvMmRUdBonXXLupeFIU6ub96BH0A0TNJZOhzHkCLxcLBgwf9/z9y5AhFRUWkp6dTUFBARkZGh+2NRiO5ubn+wo3m5mZmz56N1Wrl1Vdfpampye/qzcrKQq/XM27cOObMmcNdd93Fs88+C8Ddd9/N/Pnz+2UFsKdaVIDoc6LTrseHr1rT09KC6vGg6EJcTyRlQdow0RKufDOMvCgMowwShxWW/B+oHjjlehh7KUOAQUmDKLeUs7V6K2cPatNBK/ZkUQgMUmr59YKxZCSd6CkOF7/f8HtqWmsYZhrGFR/WYm1uJm7SJNJv7lzGyOeJKm8u13yutmrNMBmAPumXU66FuK4f/PqkZNw1tQFUa3onaVsj2JshNjgdTJfHxTf2b4DgpV+Ox9+2K4RqTZvTzUPviqrf70wvYOaI6FT9tqxfj/kdoaaQ9/vfoYsL7+LSd1+5PSqtTjcJMSFORTX7xeJC0cFpt3a5WZtyQQCLVr8WYGgSQx8f/hiry0phSiHTc6bzCZ+EdDyjzkh2QjaVLZVUtFSQlRCcbMoLa4+wo9xMSpyB3y6cGJWqX9Xp5NgvfgluN8lz55B8US8+4yV9zwO4efNmpkyZwpQpUwC4//77mTJlCo888khA+2/ZsoWNGzeyY8cORo4cSV5env9faWnbSu61115j0qRJzJ49m9mzZ3PKKafwilfhvr8RUy8qkxOHFPSwZXgJuLemFnyaemWbw3O8YFn1G6g7KFrUzf2j/+XpuWJ8G49t9L+mqiq/XFWLQ9UTo7i5bFjkhrW8eDmfFH+CXtHzB9dlWFd9DgaDEE/Vd+4Z8nUxCcYDmOzXAQxDxVxzJexdKn4//Y5uN23r2NDDRB2XAnFeiZUQPDVrytfQpDaRGpvK7KHhkaLwyXWE4gF8+vMDFNdZyU2J4+F54akk7gmPzcaxX/0agLQbbiBh2rSwnyPeqMfXYCIsiwuf9MvoOW1t3DqhTQYmgO5FYfAAqqrKm/tEt5tgWgp2hV9oPMh7q7TeypPeDkW/nD+e7JToRI/qX37ZL/ic+8tfRuWckq7pcx7AWbNmaQoJtM/707J/eno6r776qtbh9UmSGz0ApI+cFNXzKjExYDSC04nHYvE/XENiyHTY/iYUrw39WMFSvBY2/lP8ftnTEN/mWZ2eN533D77fwQD8aPsx1h5qpDw2i2FUojQcbWtTFkZqrDX8boPIybpnxCJiHnoZN5Bx153EdeO5HpwsJsR6Wz1Wp5UEY+AV675OIGHRAdz6CnhcMOSMNuHvLvCHgAPpMmMqANsOodnWru2XFt4+8DYAV4y4ghh9eJLgfSHgBnuD5usOcLDawr9Xi3LMRxdOICUuOjlLdc89j7OkBENODlntit7Cia/LTJPNRbPdRUilUg4rbHtd/D4twIVFICHgMHQD2Vazjf0N+4NuKdgVeUl5UB2cd1lVVX714S7sLg8zR2RETfDZWVFBzd//AUD2z36G4bhoniT69DkPoEQb1oZKUr1zZP7k86N6bkVR0CeGOQ9w2HniZ+lG8WCPNvZmWPJd8fvUW2BUxxDFGblCO3Jv/V7MdjNNNie/XbobAF1aodiooTjsw1JVlV+t+xVmu5lx6eNY+KUNd02tyM/6v//rdt+UmBSSY0RotNyiLQwctp6tbhds+Y/4vYdJGkQIGAK8r/yemuBCdcXmYjZUbkBB4aqRVwV1jM5IiUkhySgMjsqWruWlOkNVVR75YCdOt8qFY7OZPb7r4rRw4igupu655wDIefhhf55vJEj2GrQhLy52vgs2M6QViv7c3aALVAgawuIB9Hn/5hTOCZsYOLRLLwiiG8jK3VV8vrcao17hN1EK/QJUPfYYamsr8dNOw3R5+IxhSfBIA7CfU7F9FQDWGEgdEp2eoO0JuLl6oGSMhJTB4HZA6YbwHFMLn/5cGBKpBXDJ7094Oyshi+Gm4aiorK9Yz19X7qem2c6wzEQGDxfdQmgMv+7f63tfZ035GmJ0Mfwu907Mrwv9rJz/9//QdVKZfjy+QhCtBmDYJukDn0JTuWjPNb7nh3+bp0ZLrlZwE7Vvkh5jGOMP24YLf0s4jZ6apVsPk3zkEyYZyvj1ZROik5+lqlT+7veoDgeJZ59N8iWdh8KrrdUsP7Kcelt9SOcLW37pZm9e6WkdWwp2RsCdQKBjN5AgClUabA3+loLXjem64CkYgu0HbHW4ePODD7lIt4V7zilgZHYYojYB0PzllzSv/AwMBnIfeaTT+9mjelhbvpZvq7+NypgkfTAELNFG7d7NmABzqoKuixywSKKpqi4QFAWGz4KiV+Hwl1BwTniOGwj7lsPW/wIKXP6vLgsKzht8HofNh3lv33I+W3cxAL9ZOAF9VZHYIMwewH31+3hy85MAPHDa/cT8/r+0ut0kX3IJSWefFdAxBicPZk/9HsqateUBhm2S9hV/TLnphPZcneG/r3rKAYSQPDVWp5UPDn4AwPTY6Zr374n8xHwONBzQ5KlpsjlJXPpdno3ZiFsxonfMBCKf3tH86Qpa1q5FMRrJ/eUvOp2kW5wt3LTsJo61HGNw0mBu198e9PnavMsh5JeWbxU9uPUx4t7qAW0LC29o1GkFaz0kagtZLjm4BKfHybj0cUzMDO/iPFgP4Afvv8Fz9p+ii1FxORqBJ8M6rs7w2GxU/U4sptNvvpm40Z1X2P9r27/45zaRevPEeU9wSeElER/bQEd6APs5TcWix6strXc0jTTlagXK8Fni56EvwnfMnmiphQ9/IH6feS8Udm1YXVAgwkwbK7/Gg4v5p+RxzqgsEYICaAifB9DmsvGz1T/D4XFw7uBzmbc/idYtW1Di48l56GcBH8dXCKLVExWWEHDdITi0ClBg2m0B7RKwDAyE5AFcXrycZmczg5MGM9IwUvP+PeHrCazFU/P+O69zgSpyTPWqE9b+NezjOh63pYWqxx4DIOOuu4gpLOx0uxd3vuj/LGWWMrY5tgV9ziTv4qIplMWFz/s3/nJI7LlC2mcAqlYrqtvd/cbGOEj0ZidqrAT2qB7e3i/ySq8bc13YPbjtPYCB5swfqDQzddcf0Slie8O3L4nCrAhT9+9/i3ZvOTlkff97nW5zzHKMF3a84P//v7b9K3zyQJIukQZgP8dZXQuAJyM6Ap7HoylXK1CGe/MAK7cLwyzSqCos/ZEQkc0aB+d3X512StYpJBvS8Sg2Ek1H+H/zvYUHPk+UWXu1bVc8sfkJDpkPkRmfyaOTfkr1n/8MQOb3vosxLy/g4+QmCo0vrVWD7fXa3J4gH8i+3L+RF0L68IB28d9XgSwsgvQAqqrKG3vfAIQ+WyiCul3hCykH6qnZWW4mb9/LADRneIWX9y0XOZQRpPbvf8dVVYVxyBAy7r6r022cbidv7xNGzaRM4ZHc7dwd9Dl96QVBe5dbG2CHkKrpqarcRwflgpZAtAC9YWCN99b6ivWUNpeSbExm7rC5mvYNBN/CosXZQpOj544WqqryxtuvM0ZXilVJFKk2qhv2hSZJ0xP2I0eoe07oM+b8/OfoEjufp9498C4Oj4PRaaMx6owcbDxISXNo8juSnpEGYH+nXjzEYnJ6p6JKU0glUJKyIfcUAJQDy8N33K7Y/hbs+Qh0BrjiXz2GKG1OD62NQpJjwsgScnwSCj5PVPMxcDlCHtaqklX+/LTfn/V7XM+9hruujphhw8i45RZNxwpWk87npQFocQQxUTtt8O1r4vcAij98BCwDA225WpZKcNkDPseO2h3sqd9DjC6Gy4ZfFvB+WtCSq6WqKovfX8MFOpEDlXztvyAuFZwtUBm8p60n7IcPU//f/wKQ+/9+2aXm31dlX9FgbyArPotfnPELAEpcJbg9PXjSuiBk7/K2N8DVCtkTRGV5AOhiYvydcjyB5C2nBudd9n1vF4xYoLn6OxDiDfGkx6UDgd1bH+84xsRqIUbtmXAlTLhSvFGyPuxja0/VH/+I6nSSeM45JM++uNNt3B43HxwSaRh3TbrLv7jYWrU1omOTSAOw3xPTKPJnEvOjU8p/PG2hujDlAPrwFgro9nwU3uMeT0MxLBP9QznvIcg/tcddnv3qME31ouCjwrkJh9tr7CVmgSEOUEXBQwgcbTrKL9cKT+Qt429hqiWThteEIZX7/37pn8QCxeeJ0lqNGmvQE6MXj4mgPDW7l0BrvSjsGR14To+mEHBiJhjixe8avK/+Cs1hc0iNTQ14Py1oydVatqOSYcc+xqB4cOSdJiRtCmaIN4+ui8j4AKof/xO43STNmkXSuV335X3vgGhntnDkQsamjyXJmIQdO/sb9wd13vbeZc2oapv237TbTugn3R1BScFo8ABWtlTyVdlXQPhExTvD5wXs6d6yOd08/fEW5upE56ukM2+Dod6OVxG8ryxr1tLy1WowGMj5+cNdhsE3HttIZUslKTEpnF9wPqflnAbA5qpe1oIdAEgDsJ+T1CTCcqnDgtM/CxVNVXVaGH85AErxaoyuMBuXPlwOeOd2sDfB4Olw9o973KWisZVnVx/C3TKCFGMmZoeZz0s/F28qSlvieAjaYVanlR9/+WMsTgtTsqdw35T7qH78cfB4SJ49m8Qg2hX6QsD1tnpaXa2a9vV5ATVXAqsqbPyX+H3araALvEhJn6whtSCI695ga2D5EeFd/s7Y7wQ8Lq34DO+a1hqcnq6LHWxON3/4eDfX6oXhEDPtZvHGUK8BWLqxiz1Dw7JmLZavvgKDgeyf/bTL7apaqvi64msALh95OXqdnsmZIkS9rSY472SyX2MyiCKQAFsKdoa/G0hA6QXtKoED5J397+BRPUzLmcaI1BGaxqYFv9B4Dx7AF9YeYZrlc+IUJ56scTBoqtBbVfTiczUF36mmK1SXi6rHhYB++o03Ejusa3X89w+Knubzh88nVh/L1JypQPD3lSRwpAHYj7E315HqtY1yxvVOD+O21XSYZGB8ZI6E7AkoHie55gjJAnz+WyjfIjpJXP0C6Hsuin98+V5sTg/TCzO5buwVALx/4P22DUyh5QGqqsqj6x/lQMMBMuIyeOK8J3Cs20DLunUoRiPZP3kgqOOmxKSQaBReNa3SEW2eGo0Tddk33grNWCHRoQH/fRVocZHGPMD3D76Pw+NgQsaEsFdotic9Lp0YXQwe1UNVS1WX272w9gjZTTsYpStHNcS3heh8gtnVe8I+Ni2T9EeHP8KjepiaPZWhKaLvta9f8iHzoaDOH/TCAmDTv8XPHloKdoY+MYh2cAFqTDrcDt7ZL3pzh1v65XgC8QBWN9n4xxcHuca7sNBNXSQWTDGJkOE1TiNwbzW89RaOg4fQp6aS+b3vdrmd2W5mVYmQMrtilHiejk0X6TUlTSXYXLawj03ShjQA+zGVe0S3DIcB0gtP7ZUx6PwP0wh46caLvKxBDRHIUznwGaz7m/h94d8D6tyx5WgDHxRVoCjwyILxXDHqChQU1lWs47BZdGzwe6KCFI99dc+rLDuyDL2i54nzniArJp2qx/8EQNqiRcQUBNdhRFEU/4RRadEWBg66G4jP+zfp6oAqNNvjv68CyQEETZXALo/LX/wR6Ulap+h6zAP0TdIL9cLDpoy/rM2oyfZ69usPi3zKMBLoJA2iny0I75+PkamiajpoAzDYHMDGEtgrxsMZ92g+rybtUo05gJ8Wf0qdrY7s+GwuHHqh5rFpIRAP4BMr9pHlLONU3SFURQ+T2oWks7ytBcNsALrNZmr/9jQAmff9AL2pawHslUdX4vQ4GZ022m/4ZcRlkBqbiopKcVNxWMcm6Yg0APsxdQdEkqw5mV7RAASNzdW1cop4WGU37wy6y0OnNJbA+3eL30+/C8Yt6HEXVVX5wzLxoLzmtMFMHGRiSPIQzh8iuq+8vEtUbraFjLSP9/OSz/nzN6LK94FpDzAtdxqNb7+N49Ah9GlpZP6f9smuPX6PQTSkYJoqYLdI7OaM7juVdIZe632lwQP4ecnnHGs5RnpcOvOGz9M8Nq305Kl5YsU+bA4HlxtFjhaTrml7MylHFIKoHhHyDBNaJukDDQc42HgQo87YwagZYRIepEONh4KS7AhaZHzTc+J6DDsPssdpPq/On16gIQewtQHs3d+Lqqry2h6Rp3vd2Osw6iIrzdXTfbWz3MzbW8pYoBMLaGX4LEjKatvAt7ioCa8BWPuPf+JubCRm5AjSru0+B/KTI6IKed6wtu+hoij+xcVB88Gwjk3SEWkA9mPMR8XK22rqHeMPIpgDCJA+HM+w81BQ0RWFqW+zwwpv3AjWOsibDLN/F9BuK3dXseVoA/FGPT+Z3dZ397aJIrT50aGPRJeNIEPAO2t38rPVP0NF5ZrR13DTuJtwNzdT45ukf3Av+hRtoa7j0SpJ4iOoifqbF0Tf36FnQd4pms4H7fTaHA48jgAqqk2B52r5JulrRl9DrL7nLiqh4r/unRjevkn6TN1uUtVG0SnFp4MJIlznn6j3hm1Mtf/8l+ZJ+uxBZ5MS03YPFqYUokNHs7OZamu15jEEJTLuaIGt3sXWmd17LbtCr6XAKC5FpIhAj/fWtppt7KrbRYwuhqtHXx3U2LTQnQdQVVV+u3Q3qqpyY+I34sVJx43JZzyH0QPoKC6m3luslvPQwyiGrtNqaqw1fFMpxjZn2JwO7/m9y43BeZclgSENwH6MrVJ88V2pkZ/EusLfsSGcQtDt8EwRyfC6b/8bem9gVYUP7xX6ggmZcN1rAXWlcHtU/vzpPgBuP7uQ7JS2fU7NPpUz8s7A6XHy1NangtKkO9BwgO999j1sbhtnDTqLn5/xcxRFofZf/8Ld0EDMiJ4n6UAIRpQYgpionbY27b8gvH9AB72wcPYD3lW7i63VWzHoDBEP//rwX/dONBgfX74XVYXvZ3kT3scvBP1xnqPMUeJnXXi8Ic7ycn9Fec7PftbtJK2qaqdeGoAYfQxpujRAVK1rJSjP8va32vr+juq8VV1P+NILAs5bNgWmBfj6ntcBmDd8nl+iJZL47qvOCru+2FfNxiP1nGIoI9dxVOThjr204wEyvR05wnRfAVQvfgpcLhLPPafHLkWfFn+KisrkrMl+oXofw0wiH1VqAUYWaQD2Y9y1ZgB0maF5hkKh7WEamUpddcyltMRkoVhr21b+wbLmCdE4XmeAa//bZjT0wHtbyzhQbSE1wcg9551Y1feTaT9BQeGTI5+w0VEnXjSXgcfT47EPNhzkzhV30mBvYELGBP5y3l8w6Aw4jx2j4RXh9cz56YPdTtKBEmjV4PH4cwADnah3vC08rKYhMCa4EKui16MkCP00Tcn6TeXQjS7dq3vENZ1TOIeshKwutwsnXXkA1x2sZc2BWhL1Ls60ifw/Jl514gHSvcUZ9UfCMp6avz2N6nSScOaZJJ59drfb7qzdSZmljHhDPOcOPlEiJl0nDJ3SZu05r22dQAIsLlJV2Pis+H363ZqqytujuX2lPw+wa2OkqqWKlUdXAnDjuBuDGpdWuirscntU/rRcLFgfGrJLvDjq4jZPpg9f5yKbWbS6C5HWHTtpXr4cFIXsB37S4/a+hUVnQtlDksU1L7UEr6Yg6RlpAPZj9A0iKTwuN6fXxqBJry2oExg4kONduX79lAgBBcOWl+Bzb7h3zh+7bfXWHpvTzV9Xityr780aQUrciXk9Y9PHcs1okbf1i21P06g3gNsOLTXdHntz5WZuWX4L9bZ6xqWP49mLn/U/0Gv+/ndUh4OE6dNJ7EabTQvdeaK6I9lfrRnARN1hkr4roMrqrtCUXpCcJ2QtPK4u21vVWGtYXiykX24a33Pf2HDR2XVXVZXHl4uQ7i/GVKCzm8VnGNpJNb+ve0r94ZDHYtu/H/OHHwKQ/cD9PbYoW3ZkGQCzhszqVNA4QycE6IMxANvrAAaUQ3jkK5GvZkwMqO9vV2jOWw6gEvjNfW/iUl2clnOav5gh0rQv7Gqf1vHhtnL2VjaTEqfnDOuX4sXjw78AMQmQJOShaAh9cVHzV9FX2HTZAuLGdN7v10dZcxnba7ejU3Sd9vz1GYDllnLZEi6CSAOwHxPfJDwdyUMipzXVE+0naTUAj1cwlKafg2oqEB021vxF+wF2LYGlXo2/s+8XhkmAvLrhKBVmG3mmOG6eUdjldg9Me4CC5AKqrFX8IC+PVkXpMg9QVVXe2vcWd628iyZHE5MyJ/Hvi/+NKVas0O2Hj2B+fwkAWT/+Udj6iPomiyprFS5P4GG3JC0h4KNfQ9UOMCbA1JuDGqcPTd1A9AYwecNIXeRqvbnvTVweF1OypzAhY0JIY9NCe8+rRxXfkeU7K9lWZiYhRs+VMd7ijwlXdu7VSvN6AMMySS8GVSX5kkuInzSp223dHjefFn8KwNzCztuZ+TyAwYTqkmPFYkpVweoIoJuIb2Fx6g0nerM00PbMCjAE3ENah91t90u/RMv75+P4vF67y81fVogF66+mtKI3l0BMEozqQoTdv7gI7d5qWbeOlnXrwWgk8wf39bi9byF2eu7pZMafqBAwKGkQOkVHq6sVixoh54JEGoD9FY/bjcnbAjJjxOReG4e/t6aq4rFqExgOFI/OiPtir/du3dNwTINAaNH/hNiz6oGpt8CFjwS8a5PNyTNfiPyYH180mjhj1yGnBGMCi89fTHJMMkVGhVvycjhadaJ+4f6G/Xx31Xf57Ybf4vK4uHjoxbx4yYukxqX6t6l5+m+iM8P555MwZUrgn7UHshKyMOgMuFU3ta2B91hO1pKrteGf4ucp10F8WjDD9KM5v7SbXC27287b+0Uf25vGRc/7B5CdkI1O0eH0OKlrrcPl9vDnFSJE938zcok75G132Fn4F9pCwNY6Ea4LEuvWrVi++AL0erJ++MMet99avZWa1hqSY5I5a1DnHvN0vTAAy5q1617GGXXodWJx0+O9VX+4rW9tENIv7dHcvrIHiaFlh5fRYG8gLzHPrwoQLY7P6/3fxhLKGlrJTo5locErnzVmnvD2dUYY0gtUVaX6L8L7l3b99cQMHtTDHp1X/7bHqDf6P1udpy7osUm6J/TEIkmvYC7bTZw3Ipc7ITwhwmBQ4uLAYACXC0+LxV9hF27U0XNhzKWw72N46xa463NI6CbRWlXh68Xw2a/F/0+5Hub/VVPLqOfXHKHR6mRkdhJXTu35oTYqbRT/uPAf3PfJbeyJhct3/o1ZTbuYkDmBVlcrW6u2+tsbxehiuG/qfSwavwid0rYOs+3eTfMnIo8m60c9T9Ja0Ck6chJyKLeUU2Gp8HcH6YmABXtr9sHepYASdIVmezRXmKcOgaN0mqu19NBS6m315CXmcUHBBSGPTQtGnZHshGwqWyqpaKlg1c5WDte0kJZg5K7c/eC0inysQVM7P0BssihastaKiTqAdoXH036STr3ySmKHdy367MM3SV9UcBEx+s5bD7bPAVRVVZO3WlEUkuMMNFqdNNucbT21O2PTc4AKIy9qK4oJkqBzADtZWLSXfrl+7PUYdNGdUtt7AC12F09/LhasP7pwOIa1S8RGXS0soM27HEJ6QfOnn2LbtQtdQkJAUlWHGg+xv2E/Bp2BCwu61kocnDyYcks59Z7Q8xMlnSM9gP2Uyt0iabwpARLSApvII4GiKOgTI5wHKE4EC58Rq/GGI/Dfy7rM9aLpGLxxQ5vxd+b34PJ/akoaN1ud/GetWBXff/FoDPrAviqnZp/KGzkXcZa1FRcqn5V8xlNbn+Lf2//N5qrNKCjMKZzDO5e9wy0Tbulg/AFUL14MQMqllxI3ZkwnZwiN7iRJusIXquuxCGTtYvFz7KWQFfrYg/bUHDdRuz1u/rNLVCXfOO7GqE/S0NYT+Ki5nMWfHQDg++ePJH7vErHBxKu6X5z4QnVBhoEtX31F65YtKLGxZN77/R63d3qc/qKGzpL0faTp0lBQsDgtNNobNY8rIJHx1kbY+l/x+xm9sLDweZYtleCyd3hrw7EN7GvYR7whnqtGdWNoRQjffXWs5RgvrDlCXYuDYZmJXJtVCpYqoSE5opsFT3po6QWqyyXSCoD0227DkJHR4z5+WaH8s/1pL53hywOsd0sDMFJID2A/peHILtIAS0p48sNCQZeUhNtsjqwBCMLjd9O78NKlULkD/jkTzv2pEHKOT4O6A6LKd9Nzwquij4FL/gCn36nJ8wfwwtdHaLa7GJubzJwJ2gzs/Iyx/GtDDbtHnc9XEy+hwlKBUWdkROoIZg2ZdYLkgQ/r5s20rF4DBgNZP7hX0zkDxd8NpCXwbiBtOYDdFIE0lsCOt8Tv59wf9Pja4/fUBNoNpIuuDStLVnK06SimWJO/WCfa5CXlQTV8smc3lU3jGJQaz02npsKXwshiYg+6cenDoGxTUKE6VVWp+ZvoepN2040Yc3ouGttQsYFGeyPpcemcnnt6l9sZFeHdrLJWUdJcQlqctrB/QFIwm18EhwWyJ8DI0LtraG5fmZgJhnhwtYq83oy2nOuXdr0EwBUjr+jWmIkUvi4z5c0VfLtLePHuv3g0hl2ixR/jF4Khc+8tEHII2PzhRziOHkWflkb6bT23e2wvK3S89t/x+A1A6QGMGNIA7Ke0VJSSBthTev9PqNlTEwpZY+C25fD2raLYYPnPxL/jGTwdLv1LUCLE7b1/P7xwFDqdRiPb64ka31TL+MmBeSxUVaXau5JOveoqYoYO1XbOAAmkf+jxBDRJr3taVOAOnwWDTgtliH40dwPpxAOoqirPb38egBvH3thpJWs08Hlq1pccBMZx7wUjiTu4DNwOyBoHOeO7P0AIhSCWzz/HvnsPuoQEMu68M6B9fJP0JYWX9OgxHZw0mCprFWXNZUzO0paPnNKTyLjT1tZS8Kz7NC/kOkNTJxAQ5zQNFgtMc6nfANxbv5d1FevQK3punhBawVOw+O6rmtYamu12xuamcun4DFguKr27Df9C231lqRQ6q13lCnaC6nRS+0+R85tx550Bpf/srt9NSXMJcfq4HvMlpQEYeWQIuJ/iqBVfCk9qz0LGkUZzTk2oZI6Eu1Z5DbzJQv4DIDYFRs+B61+HO1YEZfxBR+/fJRq9f0BAumHH07JuXVuIroe+rKEQTAi4x0naUtMWojs7PN4/aNcPONAiEH8bvlKRAwqsLV/rD9HdMO6GsI1NKz5PjV2tY1BqPFdNHQw7ROUokwIIHaZ5FwQN2gSXVVWl5pm/i0PcdBOGtJ49dDaXjVUlq4Cuk/Tb47unyi3lmsYGAVSYb39ThDJTBvdszASIT2RcbW1FdQVYDd9JHuB/doq0gtlDZ3fp1Y80GfEZGHVGVDwoRrNYsB75UrSuS8qBwu51HolPE89N0Nxu0/zhRzhLS9FnZJD2nesD2ueTw2Jhcd6Q83pcjPnuq0ZPo6ZxSQKn991HkqBQG4WxpU/vPRFoH21agAGGVMKBIVaEdk+/U+TluB1CH0wX2prG3OrkP1+H4P2DNk+UzQy2JtFOqhtUVaX27/8AIO366wIK0QWLPwRs0R4CtjrcuD2qv3LTz8Z/gssmPH/DwleQpEkGBiDFOwk7rULYNjGD53cI79+1o6/tlRCdj4xYsZBQjA384IKRxNjqhK4dBGbYpHoNwEZtBqBl1Srse4T3L/22WwPaZ035GqwuK3mJeZyS1fMialCiuO5BGYDdiYx7PMKzDKKo6PgOKUGiP67LjD41teedjqsErrBU+CVybp14a1jGFQw6RUeckoGTSgpz7GLB+r5X6WDCFT3nPSuKuLeqdoh7KzswDcMO3r877kCX0LPn0KN6/PIv3eWV+hicNBgAi2rB5rJhNEa2t/JARHoA+ykGs0hGjs2MTjeD7tAn+UIqvaTXZIgVlZIhGn8AL649QrPNxZicIL1/ALFJbRIoAfQEtm7cSOvWrSgxMaTffkdw5wwQfwi4pSJggVXfJA2dhIFtZm+FJsL7FybNQghCZNwYJ7weAI1H2VK1ha3VWzHqjL0WovOx+aC41vqYRlFRvnuJkCbKn9pW4NEdvq4N5jJwB+a1UlWVGt/CYtGigLx/QIccreOLlDrD7wFsDt4D2KnI+P5PRNg11gSn3aL52F2hxMSgxIr2mQF3MDrOA/jK7ldwq27OyDuD8Rk9hO8jSKPVQVOzeP5eOMmIztUK+4R4d495pT6C8C6bP/wQZ1mZ8P5dH1hLxW+rv6XKWkWSMYmzB/XgmcTb6cRwYqcTSfiQBmA/JbZZCMom5Rf08kiinAMYQcytTl70ef8uCtL758M02HvQnjsk1HpDdKnXXosxJzv4cwaALxTZ6mrFbA9MUy7GoCPWIB4VJ0zU37wA9ibIGht027eu0CcHsbDwGUoNR/zev4UjF5KdENnr2h2tDjdvrm9BVRXQ2Wl2NopiJei8Q0NnJOeJoiaPS7S7CwC/9y8xkfRbAzOgLA4Lq8tWA12LPx+Pz1NTZtGuBdhtn+mvnxI/T79DLPDCiD8PMND0gnY5mI22Rt49IP5+t0+4Pazj0srza47gtAvD3pTcDAc+FQUzqQUweFpgB/F/Z4oD2lx4/0ReZsaddwbk/YO2hcWFBRcSq++5f72iKEGlrEgCRxqA/ZQki/AopBZEp+1Qd7R5aqKUAxgh2nv/tFb+noBflLj7vJqWTZuwbt6MYjSScWdkvX8AsfpYMuKEVIMmKZi4TgpBnK2wQXiYOPvHYfHAtse/sAh0kgZI9yboV2xmbfladIqu1yfp1zYepc7iQedJBaCk4hsoWQ8oIkwXCDpduyKXnj01qsfTlvu3KLDcP4AvSr/A7rZTmFIYcEszXwi4sqVSU4cZ6EZkvGQDlG4URm+Iws+doVm6ylf5W3eIN/e9SaurlTFpY5iRPyPsYwuUhhYHL60rxuMQnTRKm0vaFhY9yQq1R2N6gfmDD4T3LzMzYO+fy+NiRfEKILDwrw9fkYs0ACODNAD7Ia3mapJEG2CyRgW4yosgmnW1+iAtdhcvrSsG4AcXjgzN+wftCkG694r4cv9Sr7kaY2509ByP7x4QCP5K4Paemm9fFf2OTQVhS9Bvj78IJNAcQPBP1M/XiC4IcwrnMCRlSNjHFihWh4t/fXUIgMIUMdEe3b9UvDn0LEjJD/xgGkJ1zatWYd+7F11iIhm33hrwKXxemrnD5gYs6pwRn0GMLga36tYkLwTd6ACu/av4ecp1kBz+70VbfmmAecvehUWrtYbX9rwKiNy/cLVpDIbn1x7GYncxOFHc38XmQ7BfGFkBh39B033V0ft3B7r4+IBOsfHYRhrsDaTFpnFG3hkBD81vAGpQLZAEjjQA+yE1+zcC4NCDaXDv5Z/40Fyt2Qf536YSzK1OhmUmMndiXugH7KF9FAjdP+vGjWA0BizPEQ58YeBjlsANwOTjK4HdTvhaaMtx1n1hS9Bvj2YZGICMERQbDKxwivZRd0yKvFe1O17fWEKtxcGQ9HimDRoNwNEK8f0NqPq3PQF6alRV9Sfop928KLAiB6DR1sj6Cq/h3INGW3t0ii7oSmD/fdXeA1i5E/YvB0UnPMsRQLMUTFwKJGbxXnIiDfZGBiUNYk5h4Nco3JitTl5eJ+6DW88QOo0l5mJUtx0yx0COhl7X7e+rHvKCzR9+hLO8XHj/rgvM+wdtC4vZhbM1CbEvHLGQWxJv4foxgVUZS7QhDcB+SP2RnQA0J4FOH3h3i0jR33MAHS4Pz68RuX/3nDv8xCrXYPDlAHbRQB6g9h9e798VV2DM1+AJCpFgwionVGvufFfI3CRmwZTI9NbVBeNZTh/Bf1JTUBWYNXgWo9NGR2RsgWB3uf331fdmjWzzANrrQWeAcQu1HdCfq9W9Adiydi323XtQEhJIvznw4pcVR1fgUl2MTR/LcFMAhSntGJQcXCVwpyLjPu/f+IUdRJfDieYCI8CZMYKXTKKi/7YJt/VKRxkf/11fjMUrVXX9qaeioNDicVCn04m8Ui2eSZ98kr1JyMd0gep2U/e8yKvNuO22gL1/drfdLyukJfwLMDptNKOMo8hJiJwywkBGGoD9kKZyofhuTe4bfz7/w1RLqK4PsaSonMomG9nJsVwRQM/fgOiiK4WP1qIiWtatB4OBjLvvDs85A8TnAQyuG4hLyHP4JukzvwfGwCYCrfgMQNXpxGO397C1oDIuiQ+99+MdvdT1w8eSb8V9lZMSy5VTB1FoKgSgxGCA4edDYs9tszrgD9UVd7tZ3bP/Fptfe23AuX+AJomO4/EXgjRrKwQ5IQew7hDsek/8HkZNyePR+6IWGqSrliYlUWkwkKGL4/JRl0doZD3T6nDzH2+6yndnjSDWEEu+10A6ajRqT8eISWirnu/m3mr+bBWOI0fQmUykavD+rS1bi8VpISchhynZU7SNTRJR+oYFIdGErUqE7pzJfUPGMahqzT6Cx6P6c7TuPGcYsYYweVR9RSDNleBynPB27XNiJW267DJiBkdXRDaYbiDJ/lwtp5CZqNkrBGRPj1yIVXecXlsgvHzgbVyKwumtNk5VeqfrB4Dbo/Kvr8RC7c6zhxNr0FPg7WxQYjSgTrhS+0EDCAFbt36LdfNmMBoD1v0DsRjYXLkZIKjQZrCVwCekFqz7m5DHGTU7aCH3QPCFgAONWrg9bl50iQXTLcbsgKpYI8Ub35RQ3+KgID2BSyeJ73KBItq9lWQND85r2sO9paoqdf8WC4v0G28IqOuHj2VHhCzNnMLAZIUk0UP+NfohzrpGAFRTZDwvWgmqWrOPsGJ3FYdrWkiJM/Cd6WGU1EnMBEMcoJ4g22E/dAjLqlWgKFGp/D0eX76WliKQ5PahurVPihdPvxPiIieurOh0fiMwEAOwwdbgl+e409wkvEm9xKe7KjlS24Ip3sh3zhD31aDmOvSqSqtOR3XhmdoP6gsBW6pEBXYn+Cbp1MsXahIU/7T4U1RUpmZP9d8fWgg9BOyCpmNQ9Lp4I4LeP9CuXLCqZBXFziaS3R6ubbZGcmjd4nR7eG61WFjcfe5wDHoxhQ9tFjmvR7NHBXfgHgpBWtatw7ZrF0p8PGmLFgV8WIvDwldlQvD80uGXBjc2ScSQBmA/xNcFxJDee50N2uMvAulnMjCqqvLPLw8CcPOMQr83Iiz4+ofCCWHguhdeBCDpwguIHa4t1yoc+DyA9bZ6bC5bQPv4JurM2o1QvkUYt2d+L2Jj9KGlG8hre16j1dXKeH0yM1ptUN87BqCqqvzDe1/dMrPQnz9p3PU+g7ytx0rsddoPHJ8GMV49vE7khWz79mP58kuxsLhD28Li48MfA4G1fusMXys0rWLQ/upyhwt13TOio0/BTBgaWXkVv3JBAFXAqqr6NSVvaGomse5wRMfWHR8UVVBhtpGZFMvVp/nyjEsY2iA8r0fjA/fMdaAHD2Ddv4XYe+o1V2tKK/i89HPsbjvDTMMClhWSRA9pAPZDDE0iYTouJzqyIT3RPqE60O4SfYH1h+rYVmYm1qDj1rMKw38C04lSMM6qKswffQRAZhQrf9uTEpNCgkGERwP1AibFCuN4RsXL4oWpN0NS5LvQ6AKsBLY4LLy+V3iP7sqajgJQdzDCo+ucNQdq2VneRLxRz60zC8WLHjfsfJcCpzAAi5uKtR9YUbr11NQ9Jybp5EsuIaawMODDHjYfZk/9HgyKgdmFs7WPizYDsM5WR6urc+9kZ/g8yya1GbaI3rqc80BQY9CCztu9KJCoxbqKdeyp30O8Po4bm5rB1ihaDUaZ9ukqd5w9jDijN11l57sUOMWccLS1OriDd3NftW7bJtQKDAZNkkIAyw6L8O+8YfN6VTJH0jnSAOyHxDe7AUgeNLSXRyLwrabxeFBbA3/49zbPrxUVmtdOG0JmUgRyejppIF//8n/B6SRh2jTiTz01/OcMgPYK+4FKwSTHGThFOcToli2ignXmDyI5RD/6ACWG3t7/Ns2OZoaZhnFBwYXixdoDkR5ep/i8f9dPH0J6osjN4ug6aD5GoSoeucXm4uAO7gsDH+epcZSW0rRMTLaZd9+l6ZA+iY4Z+TNIiwvcu9MeU6yJZKMwqrTklsYadBj1CrcaPkVxtkDuKTDywqDGoIW2CvOeoxbP7RCG9VWjrybNW0DVG/fWit1VHKy2kBxn4KYz26WrbH+bQu/CoqSpBLfHrf3gXdxXALVe759pwQJNagW1rbVsOLYBCN6zLIks0gDshyR558LUob2vAQigxMeDV46mv0jBHKqx8PneahQFbj97WGRO4vcAinCdu6mJxjffBCC9F3L/2pObKLzHgXoAk+MMfM/wofjPpGvapCMiTCBSMHa3nf/u/i8At0+8HV2293tRu1943qJIUWkjGw7XY9Qr3HVOu/D+jrcBGJ41CYBDjUGGp1M7rwSu/89L4PGQePbZxI0P/Lmgqmqbl2Z4aJO0Lw9QSyWwoihkxzi5Vf+peOGc8PaT7opAZWC+rf6WLVVbMOgM3DLhFtHyEKBmT6SHeALPrhb3zM0zhralq1TtgupdDPIoxOpjsLvtmvMwgXYh4BJR5e/FfvhwW77yXdoiFiuKV+BW3UzKnERBSu+3LJWcSJ8zAFevXs2CBQvIz89HURSWLFnS5bb33HMPiqKwePHiDq/b7XZ+8IMfkJmZSWJiIpdddhllZR0fSg0NDSxatAiTyYTJZGLRokU0NjaG/wOFGUt1MQneotLs0dN7dzBeFEUJTrOtF3np62IALhybzbDMIPNmesLU0QPY8L838LS0EDtqFEnnnReZcwaIVi3AbPtRZutElShn/ShCozqRQHIAPzr0EbWtteQk5HDpsEuFN8MQBy5bwP1Nw8ULXq/ygsn55Kd6i7Rcdtj9AQCjRi0A4EBjkB6kTqRg3I2NNL7/PoDmoqJddbsoaS4hTh/HBUMuCG5MXoKtBP6O4XNSlRZsKcNh3GUhjSFQAs0B9PeTHrFQLJqyx4k3qqNrAG452sC3JY3E6HXcOrPdgnXHOwDoR81muElU/wZ1b6UMAkUvcjCb2xaF9S+LhVXSBdrzlX3Vv9L713fpcwZgS0sLkydP5plnnul2uyVLlrBx40byO3FJ/+hHP+L999/njTfeYO3atVgsFubPn4/b3eYNuOGGGygqKmL58uUsX76coqIiFmmobuotag6KSbg1BpJzol9A0BWae2v2Imark3e2iEnq9rMi5P2DDu3gPHY79a+8AohJurfzYbR2Axl54D/oFJWv9dMhO3rJ3D3lALo9bl7a9RIAN4+/GaPeCDo9ZHoFoKM4UZc3trJsh7ied7T3Kh9cJfLGkvMYPlaIP1dbq2lyNGk/SSfJ+g1vvY3a2krs2LEknBF4my1oK/44f8j5JBhDk83xF4Jo8UC57HzHJTzLR8fdJf52UcAvA9PSdQh4X/0+VpetRqfouG3ibeJFnwcwygbgC2tF4cnlU/LJSvamq6iq3wBk0tWMSBUGYFDeZb2hnXi9uLdcDQ2YvQ6YjFtv0XS40uZSttVsQ6fouKTwEu3jkUSFPmcAzp07l9/97ndceWXXOlnl5eXce++9vPbaaxiNHSs3zWYzL7zwAn/5y1+46KKLmDJlCq+++io7duzgs88+A2DPnj0sX76c559/nhkzZjBjxgyee+45li5dyr59+yL6+UKlvngXAJYIOa2CpT95AP/3TQmtTjdjc5OZMUKjGK8W2hWBNH20FHdtLYa8PFLm9f6K2K8FGIgHsKmCzMPCw/QiGrtXhEhPOYCfl37O0aajpMSkcPXodv1PfZ6aKIbqXl5XjNujMnNEBhPy21Xoe8O/TLyKlLg0shOyATjcGEQ1qd8DKNIKVIeDhldFb9r0W2/RtLBwe9x8WixCr6GGf6GdFIyWSuCi18lQ66lQ0zmUFz2ZkDblgq6fVy/seAGA2UNnM9TbxaXtvtob0fG1p7TeyvKdQoPwjrPbLfpLN4n0kpgkGD3HbwAebAyy+Om4QpDGN95AtduJmzCB+Gnaes4vPyJExafnTicrIfLFYpLg6BtKwhrweDwsWrSIBx98kAkTTux3uGXLFpxOJ7Nnt1Wz5efnM3HiRNatW8cll1zC+vXrMZlMnNFutXzmmWdiMplYt24dY8aM6fTcdrsde7uOBE1NYgXvdDpxOp2d7tMe3zaBbNsVzRXFJACtSbqQjhNuFK8H0GE2ExPGcYXjmnU4ntvDS1+LMN0tMwpwuVw97BEC8VkYFB247NS9LKRfTNdfhwsggn+7QK5ZdpwwQo5ZjvV4bXXrnkHvcbLJM4Z17hFRve/UBBFGdZrNJ5xXVVVe2C4m6WtHXYsRo38bXcZo9ICnajfuKHw3LXYX/9skjLJbZxS0HcfejGHfJyiAa+xCVKeT4SnDqbZWs69uHxPSNPRsBUjKxwhgN+NsqqF51de4qqvRZ2WRMHu2pvFvqtxETWsNKTEpTM+arvmzH3/NcuNEXmlZc1lgx/K4MXz9FArwb9d8Rts8Ubu3PHHCi6babDisVpTjHAmlzaV8elQYx7eOu7VtXKnDxfW3VOE0V0FCuqbzBnOfvbj2MB4Vzh6ZwfCMuLZ7fNub4h4fMw+3YqQwqRCAgw0Hg7qOelMBOsBddxh3Swv1r4mqetOimzQ9J1VVZenhpQBcUnBJSH/TcD//Ozv2QKbfGYCPP/44BoOB++67r9P3KysriYmJIe04raKcnBwqKyv922RnZ5+wb3Z2tn+bznjsscd49NFHT3h9xYoVJCQEHj5ZuXJlwNsej+PIYXIAe7yOZd6qv77AIKuVRKBo3TqaHCd2vgiVUK5Ze7bWKlQ26UkyqhgrtrGscltYjtsVsw2peMosOA4cxmM0sjElBU+U/m7dXTOzxwyIDhBLP17apUK/wdXC7F0voAf+5VpAq8fDR0uXoY9S7CC1tJRsoGz/ATYfd90OOw+zq2UXRoxklWaxrLzt/RyzhTOB5kPf8KWG6x3sffbVMYVmm57sOJWWg9+wzBuFG1K3lqmuViyxOaz6tgKKjqFrFRdvVdEq4vbHaT7XJQYTcS4zXy99FdMLHxMHVE2dwh6NY3/PKlqujWY0Kz8N/vvlu2bVbiFBcrTxKB9//HGP3si8xm+Y3nCEJpJ40z2LS77dQWLV9qDHoQm3G1+X6E+XLMHTrusMwEfWj/CoHkYbRnNw/UEO0uZVuzgmkwRHLRuXvkRdUnDpEIHeZ60ueH2rHlCYaKj2P/MV1cUlO99CD2y0FlC9bBn1biFNc7jxMB99/BF6RVs4fVSVjfFA+a6vOfSVndzaWpwpKazxeEDDd+iY6xiHLYcxYMC9182yfaE/78L1/G+P1dp7gt59hX5lAG7ZsoWnnnqKrVu3as6hUlW1wz6d7X/8Nsfz8MMPc//9bQr1TU1NDBkyhNmzZ5OSktLjGJxOJytXruTiiy8+IXQdKCs++QsAOlM8l/SBUKKPyi++xLJvHxNHjCA1jOMKxzVrz3/+vREwc9vZI1h4wcjQB9gD+pq/U/75fgBSr7yCOVdf3cMeoRPINXN73Pz1zb/iUl1MmzXNXxV8PLqvF6P32PBkjuWLslMBOOeCi0lNCKNodjc02WxUL/2YXFMKU4+7r77/xfehBa4YdQXXnH5c39/GCfD3v5LirGLenNlCuqYbQrnP3B6VPy9eC7Ty/YvHM3/6EP97+ldFZ474M25l3jkixOk45GDdxnW409zMu1D7d0Vf/Tco38xUnZvy8nKUuDhO/8Uv0GsQ6G11tfKH9/4AwP+d+39MzZ6qeRzHXzOby8bf3vobduycddFZpMamdr2zqqJ/6SkAvsm+mtaSOIYMH868KHwnfRz67W9RW21cOGMGxsGD/a832hv53ZLfAfDAeQ9wes7pHfbTN/0XDn3GjBGpeE7T9vfTep+9+HUxdvd+RmYlcv8NM/3zk7JvGYaiZtTEbKZd8wDojXhUD/946x/Y3DYmnj2RYSZt+c3KrlZY8g6DElw4i7bhAHJvv51xCxZoOs6ft/wZ9sGsIbO48pwgWh62I9zP//b4IngDmX5lAK5Zs4bq6moKCtpKyt1uNw888ACLFy+muLiY3NxcHA4HDQ0NHbyA1dXVzJw5E4Dc3FyqqqpOOH5NTQ053bRPio2NJTb2RL04o9Go6ebUun17VLNYtehSk8P+hQgFgzepGqs1IuMK5Zr5KCptpKjUTIxex80zh0fl+jnUbCzlIjSYecstUf2bdXfNjBjJScyh3FJOraOWIalDTtzIaYNvhAGjO/tHxL5rwOb0YHMTtc9hNIlcOrWlpcM599TtYf2x9egVPbdNuu3E8WQMB2MCitOKsakUskYTCMHcZ6t2HqOsoZXUBCPXnj4Uo0+gt+EoHF0LKOin3oTee9wxGSLF5HDT4eCuY1ohlG/GvGQVAKbLFxLXSUSjO5YdXYbVZaUguYDp+dNDKkryXTOj0UhWfBY1rTVU26rJ6k4ovGQDVGwBfSy7Bl8HJQ1YnWpUvx+6pCTcrTZ0NluH8763+z1sbhvj0scxY9CME69Nzng49Bn6ugP+v6lWArnPXG4P/90gFATuPGc4MTExbW/uEHJSyuTrMMa1RZ9GpI5gV90ujrYcZXRmYPe8H28PYdueUhz7hbxXxneu1/QZnW4ny4tF/t8Vo68I298zHM//zo450OlzRSDdsWjRIrZv305RUZH/X35+Pg8++CCffiryNU477TSMRmMHl/GxY8fYuXOn3wCcMWMGZrOZTZs2+bfZuHEjZrPZv01fRWcR4dWY9NTeHchx+Krq+nI7uFfWi+Tm+ZPz2irpIkzD1mZAIXFsVq+0fesOfyFIV8K9216HlmpIGQyTrvZ3A7HYI5g3eRy+jg3H31f/2Sm6RswunM3g5MEn7IdO11axWbUzomP0Sb/ceEYB8THtwm7b/id+Dju3g26iL1m/trWWutYgWsKlDcXRrMeyrRiA9Ju1VWgCfHBIyNIsHLkwrBXpvkrgHqVg1j0tfk6+Hn2yMF6bbdHNydL77622QhC72+7vKHPLhC6Kanw6k1W7Ijq+T3dVUd7YSnpiDJdPGdT2hqUGDnh1E0+9scM+I1OFB3V/w37tJ/QWgdR/K9pDpl5xBXqTtnajq8tW02BvICs+i5n5fXsulfRBD6DFYuHgwbZ8iyNHjlBUVER6ejoFBQVkZHSs2jQajeTm5voLN0wmE3fccQcPPPAAGRkZpKen85Of/IRJkyZx0UUXATBu3DjmzJnDXXfdxbPPPgvA3Xffzfz587ssAOkrGC1i8o3PCrzRezQIVFi1t2hocbB0uzB0bjozOh1U3BYLjeuLAUg/LTkq59RCflI+VHUhBu1xt03SM74PeiMpcQZqLXaabdEzAPWd3FftE/Rvn3h71zvnTYaKrXCsCCaGForqip3lZr4pbsCgU7h5RmHbGx4PFAlD4vhJOtGYSGFKIcVNxeyp38PZg87WdtK0QhoOJIIKieedS+xwbaG+0uZSvqn8BgWFy0aEV3dvUPIgimqKupeCqT0Ie4X8DDPuJfmgtx9wFBcW0E5jst29tfTQUupt9eQm5nbdFi9vsvhZuV38nXWR8aO8vK4YgJvOKGhr+waw4y3wuCB/altVspdxGeP44NAH7K7brf2EiVk4bElYKkReavrN2mXRlhxaAsD8EfMx9JB2Iel9+pwHcPPmzUyZMoUpU6YAcP/99zNlyhQeeeSRgI/x17/+lcsvv5xrr72Ws846i4SEBD766CP0+rYv0WuvvcakSZOYPXs2s2fP5pRTTuEVr05bXybeKnrtxmb3LWV1fR+XgXlnSxl2l4fxeSlMGZIalXOa33sPj81BTIqTxIzGqJxTC/5uIJ1pAe75EOoPQ1yq6Pv7/9s77/C4inthv9vVe7fl3ntvGHABd0wxpsaBJJDAvSQB0iDJTSBfSG5yE5J7IYQSQmihdzdsjI17t1zlLltW77uqW8/3x+yuJKvtrnaP1mje5/Ejec+cM6PR6MxvfhWIifBs1OppatpLL/Tq8VdxKS6uyrqq8wLzWRPE16KckI3vjd1Cq7xoTAbpcS0COvJ3inxqpjgY2daHamSy2LgD2ahdERnU5AmzX9Ldd3fRui2fnRO1qGdkzujQ9zNQvLkAO0sFs/tvgALDFkPqMGJMYl2pebCAlodWoV12KS5ePSFqXX9j5DcwaDswEaYMA30k2OpCVm/6ZImFvReq0Gk13DW9xYFVUeDQm+L7CXe1uW90sogqD0gA1GiovpgCQPTkUX7Vkwah0d5WsA2Amwbf5H//EtUJOxF9zpw5KIric/sLFy60+SwiIoJnnnmGZ555psP7kpKSeMOdP+tKIsYduPTnAzb+eF0D2UndS94aLDx5tXwprq42LpfCm3vERv2NGf1VScKsuFxUvSFe1EnD6tFYLnVxh/p0WA1EUWD7X8X3074LJvG77YmNuqWWRlEUqpqq+Pjsx0AX2j+AzAnia/Fh8TMF+fdubrDzcY4QdFpp/6B5kx59Mxjb/o2OTh7Nurx1AW3U5r3ncNm1GGKcRPvpsuJSXHxyVph/bxpyk999d0WX1UDqK5o1o+560j0lADYfWkU1kG0F28gz5xFjiGHF0BWd3KiHjLFQsFdol330L/WH19zuKgtHp5MR3+JgUXIEyo6Dzghj2waUDU8ajlajpaKxgrKGMm/OSV9wNTZSkyuKJSRe678lbM35NTgVJ+NSxjEoIbzcXSTtE3YaQEnH1FVewuRWvpxy9eONPW0Ld/cU/hRXV5sd5yq4UNlAjEnPjRN8L2beHep37MSen482Nob4AY3QZIam8Io667AaSN5XYmPTR8L073k/jo3oCQHQbTp3OFCswj/L6rQyJnkMUzOmdn5z2iixUTbVhKQk3PsHC2iyuxiREcvUAS0icK113tJvl5t/PYxKFn5k/gqAiqJQ/fEGABKH1KFpKPPr/v0l+ymqLyLWEMu8ft0r/dYeXVYD2fcPUaIvaxL0F8Krp66t+iZgdzUQt3bZU1Fm5bCVxBhjOr85hNplS5Odjw+J+Vs1Y0Dri56DxYilENk26jtSH8mgeCF8+bu2LGvX4WpyYoh2ENPfvxQyiqJ4D2Y3DlE3WbwkcKQAeAVRee4gAFY9VGmT2HO+qodH1Ew4+wB6zHS3TOpDtEkdpXf1228DEH/TzWhjE8SHZv9qpIYaTxBIcX1xa627R/s38RsQneL9uEeCQKIivZq7uuoy3j4p5vXbY7/dtSZXb2x22C/OCeq4XC7Fu67aaJWPfwT2ekgeAtnt1+semSRMwMX1xVQ1+f533HgoB+vJk2h0kDCwwVu1wVc+OisquiwauIgIvf85CLvCE5BTVFeES3G1vmhvhL0iqpxZ3/f+Xj0HizrVTcDNh9ZjFcfYX7ofvUbPXSPbmlbbkCVclCg6FPRxfXiggAabk6FpMcwY1CLRtL1J+P8BTPhGh/d7DhfHK30PUlEUhep/C81swpAGNOZ8v8Z8vPI4Z2vOYtQaWTRwkV/3SnoOKQBeQVTnizJ1dVGARseJIgtOl+/m8lCi80QBd1FcXW1KzE18kSu0JGoFf9iLi6nbvBmAxDtub1ESLrzMwB4BsMHR0FyXtigHzm8WheFnPdSqfU9s1BqtFq07Se+6Yx9gsVnoH9efedk+aq9CtFFvP1tBXkU9sSY9N7eM0ATYL6qTMHFVh2bnGGMMA+IGAP5paqrfEpHFcaNi0ZmUVjWBu7y3qdpb+u2WoaEJikmPSkev0WN32Sm7XDt5+C1oqBQR0SObg088JmD1NYDuQ2ttLa8eF75/iwcu9s0v0uNe4AkECRKKovC6+2CxauZlB4sTn0BjtYjKHzy3w2cEol1uOnqUpuPH0Rj0JAxq8GtdAbx7Sgim1w+4njhj1zlxJeGBFACvICoLRLqJ+igNGg3YnC6KzY09PCqB11erk+LqPcFbe/NxuhSmDUhiWLo6kbg1770HLhdRU6diGjy4WQCs8e9UHWoi9BEkRQgNg9dkt0Mk52X0zSLfXAuafbXUTdfhSTG0/rioXPGt0d9Cp/XRROU11QVXAPT4aK2Y3Le1VrnwoOhLZxQa1E7wBIIcr/BNU+OorKR2vcixljjHHfzihwbw47MfY3fZGZU8ijEpY3y+zx90Wp1XgGplBna5YOez4vsZ/yn86Nx4DxZWh6oHWk8amLqaMjZcFGb1e0b7mFKnVSDImaCNaee5Ss6V1xNt1HV8sJh8L3Sy/j2BIMcrjvvsT1/tLvsWN+8q9CaXX+vKbDWzLm8dALcPv93n+yQ9jxQAryBqS4WvVlOkloEp4vR6sTI8ytm0LK7uTxBPKHE4Xby9Twhdd89QJ2pasdupee99ABLvvEN8mORO01F1XpUx+EO/WDEv+ZZ8Mb4TH4sLV/2wTVuvD6DKmhpPKphGcxWpkancMNiPygR93EXsCw+CMzjjLqhu4MuTIpF8G62yZ5MedVMr83l7jEsZB0BOeY5P/da89z6K3U7E+HFEjh0rPvTRt9GluHjv9HtA6DfpPrHuXIC1LVweTq+DqnMQEd9GMPZElwPU29QPMMovOYVLcTEzcybDk3wMftDpm7XLl/YEbUyvudNG3TKpr9c3EoCSY6Ifrd4bld8RI5JGoNfqqWyq7DofI+CorsayTghwiavuFR82Vvnss/zZuc9ocjYxNHEoE1In+HSPJDyQAuAVhL2qGgBrtJ4ByeElAHo2aZxOlKamnh2Mm69Ol1NqsZIUbWTRmOCmu+iI2i834ygvR5eSQqw77yTJ7vJWIUoZ0R0GxA8AIM+SJzQ0igsGz4fMcW3axvSQr5bGfbiIssE3Rn0Do87YxR0tSBslhA5bnTDXBYF/78nHpcCswckMSWsRLNBYDUc/EN9P/U6Xz5mcPhmAnLIcnC5np20Vp5Pqd0T1h8Q774SEAeKCj6a6XUW7uFR7iVhDLIsGhNZHyxMJ3EoD6NH+TfmON6rcg0mvw+guLq3m2vKYgKurRBT8vaPv9e8B/WeKrxd3BWU8xeZGNp4QB4tVMzs4WIxYBrGd54CN0Ed4tYAHSw922a/5gw9QbDYiRo8mYvJ0iHT7HfqwthRF4d3Twvx7+7DbVcmwIAkeUgC8gtDUCvOqIyqS/skitcTFyvAwuWqiorz+TuESCPLufuFzd/PEPpj0/kW1BUr128JHK2HFCjSe0k0eAbAieKaiYNE/Tmw0FytPQ447wnD2w+227al0HWa9qH6T6Ihg5bCVXbS+DK0W+nk26p3dHovd6fKuq1WXa/8Ovw2ORkgbDdnTu3zWsMRhxBhiqLPXdVm5oW7bNhzFxegSEohbvNhbtcFXU907p4TwuHzIcqIMoU0d1SYSuGC/yIuoNbSKKm9JT0SYe/yWI5qcDE0cysysmf49wB3FzMUdQRnPO/su4VJg2sDL3FWstXDEHfzhw8ECmg8XB0oPdNpOcbmofldohhPvulMIcH6srX0l+8gz5xGlj2LZ4GU+jU0SPkgB8ApC7y4D54qN9WoAL4SLAKjRNPsB1va8AFhRZ2WTO/jjtint1LkNAda8PBp27QaNhsTbWggqKUPF15qL4LCpMhZf8QQiXCg50JyeY8DV7baN66F0HeccwvVhVvwEYo0B+HF6N+ruC4CbcsuoqLOREmPiulEtNDGKAvv/Kb6f+m2fcg7qtDompE0Aut6oPW4F8TfdhNZkggT3Jm0p7HJNldSX8FXBVwDcNuy2LsfVXbzl4DwmYE9FmXG3QWz7mvieSDLuihRR0JFWuGdUB2XfOqPvNNBoxd+1uZPE1z7gdCm8t1/M193TL3NXOfKO0GCnDOvwb/NyfBUAG/buFemqYmLEwQKa15YPGkDPwWLZoGVEG6J9GpskfJAC4BWEqUFsvNqEJDLdyUFLLNaeHFIrmiOBez7f3ceHCnG4FMb3jWd4hkrBH++IU3rMNddg6NPCgTsmHYwxwrxanafKWHzFIwBetFahgND+dRS5GqF+tObB0oMUKzUATIkZFdhD+rkFwPxd3Y7YfMftU3rr5L4YdC1en2c3QcVp8Xse57uPnWejPljWsanOXlZG3ZYtACTc6k5QHJMmghBQuowu//fJf+NSXEzNmKpKgl5PKpjCukKoyhNVZQBmPtThPT2hXd5hFoFB0TYtSwYu8f8BEXGQ4XaVyO+eGXjbmXIKaxqJjzSwcHQLIdnlgt3Pi++n+HawAJiYNhENGvJr8ylvKO+wnedgEbdsKdoot2bYE/zVhQawqK6ITfmbALhteOgPFpLgIwXAK4iIRncZuNQ+3rJTZZbw8LcD0CaIwuFOs7lHx6EoCu/sE5viSpW0fy6bDfPHHwOQcMdlAoBGE7Z+gNlx2WiAOq2GyuRBwseoA3pik3752Ms0mMT3EdYAhbfM8WCIEo7t5ScDHktRTSNfnRab6e1TL1tXO93R05PvBZPvB44p6SJI5UDpgQ6Dp8wffwJOJ5ETJ2Ia4l5HLU11nWhq6mx1vHdKmPjuGeVjhGs38WgAyxrKsO1y+5UOuQ7SOxbg1V5biqLwboEoiRdj02DQdVD2rSv6XyW+dtMM7Hlf3TyxT+u6v6fXiyhjU9vgmc6INcZ6A1oOlLWvBXRUV1O7QUQ/J9zawmLhw7oCeP3E6zgVJzMyZ/gePCMJK6QAeAUR6Zb1YtOzmwXAWiuucMkFGOcRAHtWA3i4wMyZsjpMei03jFen8kfdl1/irKlBn5ZGzNXtmGnC1A/QpGjIcor1c2H8ik7TSzT7aaljpjtTfYatBVtpNLl9SwN1LdAbmxMy530V8Hje21+AS4EZg5K8UfiAyJ2Yt1XkTpz+gF/PHJ08mkh9JFVNVe36ASouFzXvCy1NwsrL/B89prpOIoE/OPMBdfY6BsYP5Oq+vpkPu0tSRBKR+kgUFIqOicTdnrJvHeGJeFVLANxZtJMT1gsAaO1OXLYAXTMGuAXA81sCHktFndUb/NH2YPF/4uuUb/l1sIDmw8Xuot3tXrd89hmK3Y5p1Egix4xuvuDDujJbzXxwRgQ8+R08IwkbpAB4heByOol2p/xL6T+ClBgjGo3wHamsDw+/Ml18eGgAPU76i8dkEB8Z4MneT2o+EDnq4m++GY2+nWojHj/AMNMAcvQ9BljFyeJi6pBOm3rm0upw0WTvPGo1GLxy7BUA+mYJ7YKzO64FQ64XX89sCOh2p0vxrqs7pl7mo+XZpMesgAT/NM4GnYHpGSJgZFvhtjbXG/buEz5a0dHELVrY+qLHVNdBeiG7y87rJ14HxCat1ajzutdoNF4tYD4OUTd34LWd3uNZWxaVDhf/Ov4vGk2guC2qLkuAa2vgNSK4peo8VJ4L6BEfHiwQ7irZCYzMbJFE+dI+YVrWGvw+WADM7jMbEOvqcu2yoihe82/CrZfVFPaagC906DLx3un3aHQ0MixxGLOy/KtHLQkfpAB4hVB66TR6999iv6Hj0Ou0JEcL21hpmJiBvQKgpecEwEabk89yRFoHtYI/7MXF1G/fDkDCLTe33ygcTcAuF+z4X/rbhdblQn3njuwxJj06rdgxzY2h3aiL64q9yWVnDBfCm6s7B4uhC8TXC9vB5n/g1PazFV4frVYphaovwvGPxfdX/SCgoXk0c9sK2gqAHu1f3LJlzT5aHjyHior219T6vPWUNpSSEpnCskHqRmgOdEeXXzAYYNYPuvRdS4gSAmBNQ+gFwJNVJ9ldvButVo82zl0PONC1ZYptDjIK4HChKApvu82/d3bkVjDudojL9PvZUzKmEKGLoKyhrI12uenIEaxnzqAxmYhfdtnaSOgvEpk7mtr1L7U6rbyZKzIG3Dv6Xpn65QpGCoBXCIXnjgFgNUBKqjBrpscJAbC8NjwCQXTx4vTarY26m6w/Xkyt1UHfxEhmDEpWpc+ajz4CRSFq6lSM/TsoNxeOJuDT66HiFAMUYfa9YL7QaXONRuPV1IR6o37txGs4FAfTM6bTv4/wHXPWdGNdpQwVG5vTBuf9NwN7gj/a+Ght+xMoThg0V2i6AsCjqTlcfhiztflndNbUtPDRurXtjSnDxNeKU20uOVwOXjwi6u7ePfJu/3InBoGBjSI/6fnoeFFVpgs868rcGHprhqfs24L+C9DHJwLdtFp4DhenP/f71n0XqjlfXk+UUceylu4qJccgV/goXl6S0VdMOhPTM9vXLle/J/xC4xYtRBd3Wek2nR6SBovvK9q6Jbx/+n0qGitIj0qXdX+vcKQAeIVQVSAEh/oW9dvTYsNUA9idjbqbvLtPpFJYOTkbrTb0J1PF5cL84UdAiwjN9vBoaxoqoL4i5OPqEkWB7X8BYPBgsYGdqelaOE3wCoCh26hrmmq8/kXfHvPt4LgWaDQw3J3mwhOV6iMd+mhVnoND7tyJcx4PeGhZMVkMTRyKU3Gy+dJm7+fmTz9DsdkwjRxJREsfLQ+pbsf76gvgaH0IXH1+NRcsF0gwJXDniDsDHltAuFwMyt8PQF5CFvgQYKGWBrCkvoT1eaKc3j2j7wnOO2uYWwi6sA0aqvy61VOp6IZxWd5AGAA2/058HX0LpI0MeGjX9L0GgI0XN3o/c9bVY1krtOtt/Eo9pHoOF60FwEZHIy8deQmA7477LgatOi42ktAgBcArhPoyYZ5rjGz+LC22ORAkHNC6T5LOQP1puklRTSO78yoBWDG5Txetg0PD3r3YCwrQxsQQu2BBxw2N0c2+NaW+1X4NKfm7oGAv6IwMnfEwINJ21Ns7N4/GR3k0NaHbqN86+RaNjkZGJo1kZtZMtMHyLfVoonJXg933GtofHSzE7mzHR+urPwjt39AF0K/rxM+dsbC/8O/zmL0VRWkO/rh1Rftmtph0MMWJKNsW/md2p53nD4vUId8Z8x3187Od/YKBVUKwyVN8O5yqpVl+M/dNHIqDqRlTGZ0yOjiHi5QhQvvrcvh1uLA02Vl7VOS4vGNai4NF4QE4tUbkGOzGwQLguv7XodPoOFF5gosWEdVrWbcWpaEB44ABRE6e3P6NHu1yeWvt8tsn36ayqZI+MX24eUjXml1JeCMFwCsEW41IP2GNaP6VJcUIs05V2ASBJAA9FwTy6eEiFHcm/b6Joa124KHmfaGpilu6FG1kZOeN08eIr2UnQjwqH3Br/5hwF4kpw0mJFHVrz9Z07qPo1QCGSABssDfw5kmhVfv22G+j0WjQJSQA7jrTjm5EifadBvHZYKv12V9LURTePyC0yrdN6dt8ofR4c3WGuT8PfExuFg8U2sk9xXuobKyk6cQJrKdPozEa2/poedBoWpiBmzU17595n8K6QlIiU7h9RGjr/rbLzv9jgNuvtNpaQ3VTdZe3JESJd1koDxa1tlpvPWRPShyPAOjqrt/yGLf2/+j7Pt+y5kgxTXYXw9JjmJCdID5UFNj0G/H9uDuaNXEBkhSRxIzMGUDz4cL80ccAxK+4pWP/vRS3drmFy4rFZuGfx0Sy8wfHPxh46hxJ2CAFwCsEl6UGAFtks/9RcrR4aYZPFLBHA9gzAuDHh4SW9OaJ6mj/nGZzCx+tTsy/HtLcedB6WgNYckwIQBqtcNAHhiYIE/XZ6s4FQK+vVog0NR+e+RCz1Ux2bDbX9xPBH54E4wDO2trAH67VNmsBc/7t0y3HiyycKq3FqNeybJzbR0tRYN3PAAVG3QhZEwMfk5t+cf0YkzwGp+Jk9fnVmD/5BICY+fO8Qkq7XCYA1jTV8LecvwHwvXHfI1LfxaEk2BQdggvbiNLoyIxMAyDP3HXy84TI0GuWPzzzIfX2egbFD/IG3gQtc8HoW8TXC9s7TZ/Skg/cB4sVk/o2C2Kn1oqUMjojXPvT7o3Jjedw8em5T2m6eIHGgwdBqyV++Y0d3+QNMGrWAP495+/UWGsYFD+IpYOWBmVskp5FCoBXCBp3fV1HRPOpKynaowEMDxNwT6aByS22cLKkFqNOy5Ix/kfMBYJl7VrhozVsGBFjxnR9gycRbk9rAHe4owtH3QjJwtl7aKJ44XflB+jR1NSEwFnf7rTz6gnhoP+tMd9C585JqNHrm8sM1tR0r5NJ3xRfT3/u00b9wUGxSV8/Kr05pdCJj4W/lz4Crv9/3RtPC24ZJoSI9068jWX1GgDib+xkk4Y2vlrP5jyL2WpmaOJQbh3WTuBIqPGUfRuzgkHuNeWLABgfYt/Slilx7hl9jzcljtZzaO2u33JifxEIRIuSgJ1wsaqB/Rer0WrgJs+B1d4E690m35kPQdLA7o3JzfX9ryfWEMul2kscf0McDqJnzsSQntbxTV6f5Uqor+Rs9VneOinqnP9s2s/Qa9tJdSW54pAC4BWCrkH40jijm6NAPAJgZV24aADd5pQac4dVDUKFR/s3b0Sa108t1NS4K3/E33Kzb6kQ0tyO/GUnu12SLGCqL8AxYbbmqoe9H3sFwOrOBcBQ+mqtzVtLSX0JKZEpLB+8vNU179rq7uEiZSgMngcosO8fnTa1O1186k4pdOskt/m3ocqt/UPMn6dqQhBYOnApsYZYUg7n46yqQpecTMzs2Z3f1MJX62DpQd49JczSj097XP1NumVKnFnfZ2C8EGDOm9vPU9gSTxBIvc2JzRH8vw1PSpzkiORW2qugHlqnfVd8Pfga2Bo6bfrxIbGuZg9N9Sb1Z8vvRPWN2Cy4+kfdH4+bKEMUNw65EY2iYF/7BSBqSneKMVq4SwDO8pM8sesJnIqT+f3my7x/XyOkAHiFoG90+z65NSGANw9guPgAat2VQBS7HaVJvchkl0vhE/dGfdNEdSp/WPPyaDp8BHQ64pf6aA5JGgQ6E9jroeZCSMfXITufbU5bkjXB+7HHBHym+kynwntCiIJAXIrL61+0atQqTDpTq+vB3ai/J77u+yfUdVwn9atT5VTW20iJMXH1UOEjyZofQV2pELxmP9z9sbQgyhDFzUNv5tqjYv7jli1rP6l4S9wCYEPVWX6x/RcoKNw05CamZkwN6th8YvffW6XE8UcAjI0weFMFBnttKYriTf1y98i7W62toPotD1soUg01VsP+lzts5lLgY/f7asUkt/bv4i7Y4U4ovuR/wBTTwd2BcceIOxh5CeIrm1CiIom9bn7XN7m1gK+cfIPD5YeJMcTws6k/C+q4JD2LFACvEIyNovKCLi7B+5knCKS6waa6xq09tNFR4N6w1DQD786rpMTSRFyEnjnDOzFrBBHLZyJHV/RVs9Cnpvp2k07fnLqjtAfMwHXlcEiYwZj9SKtLgxIGoUFDtbWayqbKDh8RHyJfrS2XtnDefJ5YQyy3DWtbWF7nqTMdjAjzYQuF3569Hrb9ucNmHvPvTROy0Ou0cOBfcPxDUfLt5hfAEHz/unuyVzD5rPhbPj3Dh8NM4kAUnYkn4yMpqCsgMzqzZzbpxmqh+QJv2bfBCcK9oCutMoBOqyEuIjRra3fxbk5VnyJSH8ltw1uvrebk9UFYV1pds9/etqehqf1nnq+FgpomYkx6FozKEH+XH34XUGD8XTAy+Em7+8f15xsXhBb7+Li4rgPWAFJHctBk4m+los7xY9MeIzNGHfcaiTpIAfAKIaJJmEVMyenezzxBIHangkWlGpqdodFovElF1awH7DH/Lh2X2TpJb4hQFAXzp0IA7NSRuj3S3Wbg0mNBHpUP7H1BZPfPmiRKWLUgUh9Jf3f1hpNVJzt8RCjytSmKwstHhcbk9hG3E2Nsq/3waJeDkmNSo4H5vxLf731RBC5cRk2DjU25ZQCsmNxXOPevcZvl5v4c+kzq/jjawbB5DwYnXEiD31a+QZ2ti/rHOj3/yBzA2pho9Botv5v9u3bnL+Tsf0UI1Gmj3SZ2GJYotJOlDaWtElx3RKiSQf/r+L8AuGXoLcSbWgfUeAPXzDXB6WzcHZA8FBqr4Itft9tkb5nYdpeOzSRS64B3V4E5X1gIFv93cMZxGa7GRobkCG33e4MrvLkQO6MwqS+PpKfgQGHhgIVt3DJUoclCTFOx+v32EqQAeIUQ6baoxqQ1p6KIMOiINgqBJ1zMwM2muhpV+muyO1l3tASAmyaoE/3bePCgyP0XHU3s/Hn+3eyJGC08GPyBdYa1Vgg7ILR/7fgsjk4Rwumxio6F0/jI4AeB7C/dz5GKIxi1Ru4eeXe7bYIeYDR4nogIVpzw0QNttDWfHSnG5nQxMjOOkbbj8O87RJ63MSuC6p91OR6/0pzJiRTXF/PUnqc61e6/mfsm/2cQOQ0fT5jElIwpIRtbhzissEfkHWTW971rK9YY660JfKqqbbWSywnF4eJU1Sl2Fu1Eq9HyjZHfaHO9pd9yUNDpYdnT4vv9/4STa1pdbrQ5yakS87NifAq8s0rk5DTFw53vQEQnEd/doPaLTVDfQGNqHCez4bd7fktBbUGH7YvqirjvwgdU6XSMtDn5f7N+0yMl37QHX2Fe7mNoNz2het+9ASkAXgEoikKUO29tYtbgVteacwH2zkjgTbll1Fod9EmIZOqAJFX6NH8ikr3GLljgmymlJX3ciVcLD4h0Impx4F/QZBYl6Ua077M4NkWUMutMAPT6AAZxk375mND+3Tz0Zm8+wssJybpa8meRTLn8JLr37sbgaNa2fXCgAA0ufpG2C167UeQOHHA13Pi3LuvaBor1fLNf6fX3PYlOo2P1+dX8cd8fcbqcrdo22Bv47e7f8t97hcboOzVmbqvzPbl1MNEc/0D4RcZmNefDczMiaQTQuVbZQygCjF47IczS1/e/nr6xfdtcb2kCVoIVmDXwGpj+gPj+/W/DuS+9lzbmlmF1apgWb2bq5rvhzOegj4TbX+t2zr/O8KQVyrr1TkYkj8JsNfO9jd+jsK5t/e9dRbu4c82dFDSWkW138H8lJUR24isbMuxNaPe+gAYFxZNCSxJUZCz3FUBV2SVMbgtv5uDWJaGSok1cqmoMm0hgT1oFl0rVQD7JES+w5ROyVCn95rJasawTCVXjbwzAJJI+BrQGURKuJj+oUaQdYmtodjC/6ofCV6kdxqSIVDZHK46iKEq7J37PJm1pcuB0Kei6OedHy4+yo3AHOo2Oe0bf02G7oCXsbUl0Mtz9HryyFG3+LuYaTqFNK6MocghjijbxG+NXjDvlDmAYvgRWvBwSvz8Pnk06evZVjBx9Pb8y/opf7/w1b+QKJ/yVw1aSHJlMbmUu755+l7IGYaL+/oDl3L/5WXD1gFuBoqDbLVKLMOMB0LeuOTw8cTib8jdxqtoXDWBwk0GX1Jew9vxaAL41+lvttvFUmUFRcNXVta2LGygLfgtV50W+zddvgUmrYMQyLu46wf/Tb+dO21Y0RTaITITbXoeBVwen33awl5ZRv3MnAEk33cyzqXexau0q8mvzWfnZSlaNXMX4tPFUN1WzPm89Wwq2AMKE/1xREenOIuGyosa7qiVH3kFTX0ajIQn9KFl1JBRIAfAKoPDcUQyAQwupWUNaXUv25gIMDwFQzXrAtU12tpwWJ9Pl49WJ/q3bvAVXbS36zEyipk3z/wGGCMgYI/zOCg+o81I9+CrUl0F8PxjfcV3YEUkj0Gv0VDVVUVxfTFZM2zn15sIDLI12EqONbdr4w/NHhOlw2aBlZMdmd9hOF6x8bZeTOR6+tRbl3W8SWZ0Hm54gC/it58c0RMPcx2HGf4pE0iFCcbkwfyo0ywnuFB23DL2FCF0ET+56kqMVRzlacbTVPX1i+vCL6b/g6uSxsPlZMF8SwRiRiSEb5+WkWY6gqTgFxliYfG+b68OTRNDT6erTba5dTnyk2I6CVWXm37n/xqE4mJI+xevecDlaoxFNZCRKYyNOszl4AqDOALe9But+KoJj3P8eBbHrKsDAa2H5MyF/B1hWfwYuF5GTJmHs35804F+L/sWPv/oxRyqO8Nzh51q112q0rBy2kh9N+RGRnz0CJSdE8vgOLAchweXy5pQ8l7aQ4bLqSEiQAuAVQNWlM6QD9ZGguywtRFK4VQOJazaphJovckuxOVwMSo1mREZs1zcEAc8mHb9sGZpABYI+k5sFwDG3BHF07WBvgu1/Fd9f/ajYmDrApDMxNHEouVW5HK042q4AaNBpiTHpqbM6qOmmAHi88jhbC7ai1Wi5f9z9nbYNWj3g9sgch+O+LZx4+9eMNeRzPu8cxY5YksctYNSiByA2vetndJOG/ftxFBejjYkhZu5c7+dLBi1hSsYU3j31LgdKD1Brq6VPTB/m9ZvHwgELidC7c8jF9xOBBCXHQqpNupwhZULDxuR72vVf8wiAZ2vOYnfaOy0fluD2LzUHIRl0na3OW/btW2Pa1/550MXH42hsFIeL7I4PIX5jiBQC3vg74cCrVJ4/SJHFRoGuH9ff+TD6ofNC5k7QkuaAtWaLRWZMJv9a/C82XNjAurx1FNQWEGuMZULaBG4ecjODEgaJhp7ylSVHQj7OVpxaC5VnUExxXEyew3B1e+81SAHwCqC2NJ90oDGi7bXkME0GrUYQyJojIjps2bgsVRyUHdXV1G3dCgRo/vWQ5Y4gVSMQ5OBrUFcCcX1hQvsBFi0ZmzKW3KpcjlccZ+GAhe22iY80CAGwwQZEBzy05w8L7d/SgUu9EcgdEXLfUmM0F1Lm0TRmFref2Eu0UceBm64HFaLKASxrhCAVu3AB2ojWf+hpUWk8NPGhzh+QMVYIgKXqCYCawv2k1uWiaPVoPD5vl5EVnUWsIZZaey3nzee9AmF7eINAgqABfPvU29TZ6xgUP4jZfTpPpq2Lj8dRUhK6tdV/FvSfxb3PbOeozczKgU6uG3iNKsKf9cwZrKdOgcFA3KLWf88GrYGlg5Z2XtYtwy0Aqpm1QFFguwikcU3+Fo5GlcsZ9iJkEMgVgLVK+Po0RbR9YYRfOThPWoXQmoDNjXa2nq4AYNk49Uq/4XAQMWoUpiFDur6hIzyBIMU54Axd7VMcVtj+F/H91Y+08c9qD48f4OHywx22CUYy6NzKXLZc2uKT9g+CnLC3Ez5zHyoWjs5QJaUQgGKzUbtepOXwOan45WSOE19VjC7X7hBrSxlzGyS0rznTaDSMSBaBIMcrO6+BHawgkEZHo7fs231j7/OWfesINQ6t58vrOFpoRqfVMCFZveAv8xoRhRwzeza6hAT/H5DhXlfVF0QVHDXI+0pYR/QRuKa1f7CQBAcpAF4BOOrEpmc3tf11hZ0J2P2S6XbN1i7YeKIUm9PF0LQYhqWrbP7tjvYPRPWGyESwN0BRTvcH1gHaw29CbZGIzpy4yqd7JqcL4fRoxVEaHe1HlQYjGbRH+7dowCJvxYjO8B4sLJaQJT13KrD2mEgptHyCOj6lAHU7dgj/s5QUoqZPD+whfd3pXwr2Bm9gnVFyDO2Zz1HQ4HQnfu6IcSlCiOjsUAHBSzL+4ZkPqWqqok9MHxYNXNRle50KgWufHnaXfhucTIxK7myKong1y3HLAjxYRCWJzAEABfuCNLIu2Pon8XXSPRDtY5J9SUBIAfBKoL4eAHtEW4t9ckyYBYEkilQszuqakPaz5oh4oS4bp85GbcvP96boiAtUS+NBq4X+V4nvL2zr/uDa68JlR7vzf8V/Zj8MelOn7T1kx2aTFpWG3WXnSHn7fj/dzdd2suokX176Eg0avjfuez7d49HS4HDgqu+8zmqgnDZrqKq3kxRt5Koh7aejCQXeTXrxYjS6ALWOfdwCYPWFTsvbBQ23ZrkoYapIfNwJ41PHA3C4rHMBMBhRwHan3Zv4+dtjvo1B27W0FVL/UoQg5qkpvWxcRkj6aI+mI0ewX7qEJjKS2BZ+pX7T1x3sdkmFw8WlveKdqNV7K8pIQocUAK8EGoQmxhnR9mWWFGb1gHWJIgLRWV0dsj7MDXa2nRHm36UqvVAt6z8HIHr6dPQpQRAOBrj9tC5s7/6z2nt8xSY0lkKIzYRJ3/T5Po1G460ju6+k/RO/Jxl0dYDO+n89+FcAFg1c1Oxs3tW4IiLQGEW/odIuH6wQLhZLx2Zi0KnzanQ1NFC7aRMA8YFqaQAiEyBVmFpDrgWsPCdK4gGn02/osvm4VKEBPGc+h8XWsZbNc7AIdF0BrD6/mpL6ElIiU7hxiG9Verwm4BAdWo8XWThfUY9Jr+W6keqUqgQwrxbm39j589FGRQX+oGx3XWk1tMue0ozj7+jQrUASPKQAeAWgaxL+fa7Itlqc5BYm4HCoB6xPTACEABiq8Xx+ogSHS2FERixD0tQx/1rWi9x/sYu7Nin5hMdRP3938P0ArbUMKxWRf8x5zO/cddMyxIm/IwEwKdq9UQdw6NhXso8dhTvQa/Q8NKGLwIYWaDSakB4umuxODrsrNKhp/q3dvBmlsRFDdjYR48Z172F93Rt1qDU1O/4KigvX4OuwRHWdwiQ5Mtmb4udo+dEO2yW20AA6Xf6/O5wupzep+D2j7sGk803rrfesq5rQHFo9uUqvG5lOjEmduEvF6fTmK41buqR7D/NoAAsPwmUJyYNKyVE4vR40Wrjqka7bS7qNFACvAHSeOr/tnOI8PoA2h4sGWwj/OH3Es0krNlvITHWr3Y76S8eqE/xhu3AB64lc0OmIve664Dw0dSREJYv6qZf2BOeZbrS7/4bJUYuSPAQmtC1/1RUeAfBI+ZF2NTaejbrKTxOwoij89cBfAVgxbAX94vr5db8uye1eEIKNesvpCqxODZnxEUzup14ePYtbSxO3dEn3I9mz3Rt1KH21zIWQ8xYArtmP+nyb1wzciR9golsDqCi4I8z9Y+PFjVy0XCTOGMdtw2/z+T6P24ojBAcLl0vhs8PifXWDSrlKARr27MFZUYEuPp6Yq67q3sPSRoo8j7Y6KDsRnAG2xzZ3Cb1RN0FKN4LsJD4jBcArAINVCHaa6LZF3qOMOkx68WsMBzOwNioKjTuNRSg26up6GzvOesy/KkX/esy/M2Z4tQXdRquFIdeL709/HpxnAtSVo93zdwCcc34hapP6Sd/YvgyKH4RDcbCzaGeb68kBlh/8Mv9LjlQcIVIf6bPvX0u82uWq4EcjeqJ/l43NUKWiDAhTdt124QIQcPRvS1pqakIVXb7tz+CyQ//ZKJ7+fMAXAVCv03oDQfx9lzldTm9g0TdGfoMog+8mT69muSr476u9F6oosTQRG6FnznD1Aho80b+xCxd6XScCRquDPu7UVaHSLpflwvGPxPdX+36wkHSPsBMAt27dyg033EBWlsjt9rG7OLqHJ554ghEjRhAdHU1iYiLXXXcde/a01qCUlJSwatUqMjIyiI6OZtKkSbz//vut2lRXV7Nq1Sri4+OJj49n1apV1IQ4cjVQjFZhDjHEtRU+NBqNVwvYHd+ZYBJKU93nx0twuhRGZcYxKLWtQBwKLJ8LAS0uWOZfD8PcebmCKQB+9Qc09nqqowahDF8W8GOu6XsNANsK2gapeDWA9b4LGXaXnf89JIJSvjHyG6RG+b8ZhkpTY2mys8WbUkg9J33Lhg1gt2MaPhzT0M4DKXwiZRhEJoGjUaTRCDbVF0ReSYC5P/fr1olpEwE4VHYIeyfCaaCVjdZdWMc58znijHHcParrfJct0SeF7n3lif5dpGJaIZfNRu2GjUA3on8vp/8s8TVEQWts/h2gwMjlIqelRBXCTgCsr69n/PjxPPvss+1eHzZsGM8++yxHjx5l+/btDBgwgAULFlBe3hz5tmrVKk6dOsWnn37K0aNHueWWW7j99ts5dOiQt81dd91FTk4O69evZ/369eTk5LBqlW+pMtTG5BYATQntBx94NuSwSQXTwg8w2Kw56jb/qqT9s+blYc3NBb2emPnzg/vwwfNEtFvFKVE3tLuUHof9wgfqRNZt3Uo021IAdLgcra4lewOPfNcA/jv33+SZ80g0JXLvmHsDGlOoNDWfHyvB5nCRHqkwUqWKMkD3U3RcjlYLg64V35/fEpxntuSr/xHav0FzYIB/ZsWhiUNJikii0dHYuRk4AAHQ4XLw9xyh9b539L3EGf0r5+ZZV8E+WNgcLta631c3TugT1Gd3Rv3WraJcZXo6UVOmBOehg+aIr+e/EmXagknxYcj9FND4fbCQdI+wEwAXL17Mb3/7W265pf0SWXfddRfXXXcdgwYNYvTo0Tz99NNYLBaOHGlOWbFr1y6+//3vM23aNAYNGsQvf/lLEhISOHhQJEnNzc1l/fr1/OMf/2DmzJnMnDmTl156idWrV3PqVNdFy9Umwr3PRie3L/R4NYBhIgDqPZqaIJvqahps7DxXCajn/1fr1v5Fz5wZPPOvh8iE5nQwHvNHoCgKrP2pcM4fsZyK2FHdetyEtAkkmhKptlazt7i12SfRGwRi9ynQp6Kxgr8fFhv0Dyf90O8N2oMuRJoaj5ZmcopLlYoyAPbSUhr2inmNX9JNJ/2WeDbqc5uD90yAirNwWPj+MfeXft+u1WiZnilyHO4q3tVhu2b/Ut/fZZ+d+4z82nwSTYncPdI/7R80+5YqDQ24mpr8vr8jtp8tp6bBTkqMiZmDk4P23K7wRP/GLVkSeLnKy+kzWfgBNlYFvyzc5t+Jr2NvFf6GEtW4okvB2Ww2XnzxReLj4xk/frz389mzZ/POO++wdOlSEhISePfdd7FarcyZMwcQAmJ8fDzTWyRdnTFjBvHx8ezcuZPhw9svV2S1WrFam7UeFnfiULvdjt3etTnM08aXti2JdHcZm9q33XsT3EXUK2qb/H52KNC40yrYKiq7PZ6Wc7bhWDlOl8Lw9Bj6xBtV+VnNa0UkXfT114WkP82oW9DnfYVy+G0c078fsNZOc+Ij9Be3o+gjsV77S9h7stvjva7fdbx35j0+PfspU9Omej+PM4pNxeZ0UVPf1GVk49P7nqbeXs+opFEsG7As4HFp4oTgaK/s/rryUFFn9R4qJiUrqv391KxeA4pCxMSJkJYWvH77XY0BUAr24airAlNwNJq6zb9DqzhxDVmAM2MCtHjn+Tr2aWnTWJe3jp2FO3lgTPsVHhKjxFoqt/j2LrM77d7DxbdGfQsDBr/nUjGZQK8Hh4Om8nIMGcFxA/j4oIj+XTImHZfTgcsZ+B7gK676euo2C+E/atHCoPaj6z8L7ZnPcZ7ZhCt1dFCeqSncj/70ehSNDsdVP4LLxhvK+QqHvbKnuSIFwNWrV3PHHXfQ0NBAZmYmGzduJKVFbrZ33nmH22+/neTkZPR6PVFRUXz00UcMHjwYED6CaWlt8zGlpaVRUlLSYb+///3vefLJJ9t8vmHDBqL8yLO0ceNGn9taGyyMdVvgTueXUbB2bZs2lnItoGXfkVzSazovt6QGqeYaEoHTB/ZTmRqchLobN27k9ZPi5xxgsLC2nXkINobycgaePo2i1bLT6cQVgj71ThOLNAZ0FafZ8cHfMUcNCOAZDczLfRw9cDJlMaf3ngT8W2ftkegQGreNFzYyuXoyRk2zM7lBq8Pu0vDhmg2ktFOj2kOeI4/P6kRKmqttV7N+3fqAxxOTd4EsoPz8eQ4F6XextViD06WjX7RCamT358xX+r31FhHAxX79OBLkdTXflE6MtZRDHzxNccLUrm/ogviGC1x7SuT926qbjfmy8fo6Zw0ukRXgeOVx3l39LjHatj68VcXib/zQ8dOsbTjZ5TN3Nu2kuKmYWE0ssedjWZsX2FwOioxEX1vL1s8+w9qn++ZamxPWH9MBGpLrzrN2bWsXj1Cts9iDB8m0WrGlpPBlXh5cuBC0Zw9sTGUcUL3vHXbUBCFKV1G46szvSAHyE2eRs+c0cLrdpqGYr4aG0GSpuJK4IgXAuXPnkpOTQ0VFBS+99BK33XYbe/bs8Qp1v/zlL6muruaLL74gJSWFjz/+mJUrV7Jt2zbGjhUOpu2ZehRF6dQE9Pjjj/Poo80RShaLhezsbBYsWEBcXNdmLbvdzsaNG7n++usxGHyrB3T2sIgSdAE3rvwmBmPb3FbnNp9ja8k5kjL7sWRJ90x/waAq/xJVO3YyMCmZ6d00b3nm7Kpr5/HTfdsBF/+5/CpGZobeV6vqhRepAqJnzWLRrbeGrB+NfR3kfsLVUedwLfkPv+/Xrf4hWns1SuJAhnzzf+mP3u911h6KorDus3VcqruEY5iDm4be5L32hxNbKTI3MX7aVYzvG9/u/Y2ORp5fKyIzbx58M9+b7n/kb0saUlMpevNN4oFxQTKbvvbSXqCGO68aCrUnuz1nvmC/dImLBQWg0zH9kYfRJwfXPKg17YHdf2NKVBHO7s6ToqB740Y0KLhGr+Cqm5rXZyDvs9XrV5NblYthhIElQ9qOrXjHBTYVnSYuLYslSzrPi1hjreEPn/4BgIenPuxz4uf2yP/Hy9hqa5k5ejRRs2YF/BwPa4+WYNt7hL6JkTx422zvvhLInPlD0eo1NADpK29lVDAiy1tiHgfPvkFy3WmWXDu122XaNCdXo885haKPJOvuZ8mKayt4h3K+LCEs/XelcEUKgNHR0QwZMoQhQ4YwY8YMhg4dyssvv8zjjz/OuXPnePbZZzl27BijRws19fjx49m2bRt/+9vfeP7558nIyKC0tLTNc8vLy0lPT++wX5PJhMnUVgAzGAx+LU5/2pvL84kHmkwQ1U4aGIDUWKGCqWm0h3zz8gWjW+vnMtcEbTy7LpixOlxkJ0UyNjtRFV+t+g0bAOGjFdJ5nf5dyP0E3dF30V3/hKi/6StnvoDDbwIaNDc9hyEqzmtG8XddtsddI+/iD/v+wFun3+L2kbej1Qjzb1KMkSJzExars8M+/nzozxTUFZARncFPp/2022OJSBUbjqsmOOuqxNzEgfwaAJaOy+LQjpNBmbOuMLsrf0RPn0ZkkMyNrRh1I+z+G9qzX6DVKKDvRhqQ3M8gfyfoI9Be/yTadubGnzm7rv915FblsqVwC7eNbJurLyVWJC2vaXR0+cyXD71Mrb2WYYnDWDF8BTpt4FG2+uRkbGfOgKU2KL//DbkiKHHZuCyM7aRhCcU6c1osNOzeDUDismXBX8cpAyFzApriHAznNsLkewJ/lsMKXz4BgGbW9zEkD+i0eSjmKxz2yp4m7IJAAkFRFK9vnketq73M+VWn0+FyRy/NnDkTs9nM3r3Nzu179uzBbDYzKwinv2BiKb0EQGMnSe0TvUEg4eHToEvwOOvXBO2ZG0+UASKdghrCn/X8eaynT4PBQOz8eaHtrP9VkDFOpO/Y+6Lv99WWwif/Kb6f/kBzqoYgctOQm4g2RJNnzmPLpS3ez7tKBbO1YCtv5r4JwBMznyDG2P2UPd4oYLMZxdn9pOfrj4kIzUn9EsiM78SOHWRq3XklYxcsDE0HfadCTDpYzZD3VeDPcdhgw3+J72c+FJTSXPP7iUj63cW7200y7msamDxzHu+cfAeAH0/5cbeEP2iZuaD7gWuNNidfnhTvqyVj1UsrVPvll2C3YxwyGJPb3SnojHSnlsr9tHvP2fuiSCsUkwFX/bDbw5IERtgJgHV1deTk5JCTkwNAXl4eOTk55OfnU19fz89//nN2797NxYsXOXjwIPfddx8FBQWsXLkSgBEjRjBkyBC+973vsXfvXs6dO8ef//xnNm7cyE033QTAyJEjWbRoEffffz+7d+9m9+7d3H///SxbtqzDAJCeoqlavEisnQiAnihgfyLnQkmw8wA6XLD5tDhRLxytVu1f4asWPWumt1ZoyNBoYPbD4vsd/ycEu65wOuCD70BdiagBO/+/QjK0GGMMd464E4C/HPgLdpcQ+Jo36rapYApqC3hs22MA3DniTq7q081KBG50CQniG0XBaTZ3+3lrjwp/3yUqRZQD2C5doun4cdBqib0+SFVlLkerFdUUAA69EfhzdvwvVOcJYXJ2cEpzDYofxJCEIdhddtadX9fmeqIPGQ0UReGpPU/hUBxc2/daZmbN7Pa49EHMMbn5VBmNdid9EyMZ2yfE744WeA4WcQuDnK+0JaPd2TnOfQmWosCeYS6ELcJ0z/z/ApM6+VwlbQk7AXD//v1MnDiRiRNF4tBHH32UiRMn8qtf/QqdTsfJkydZsWIFw4YNY9myZZSXl7Nt2zavuddgMLB27VpSU1O54YYbGDduHK+99hqvvvoqS1r4w7z55puMHTuWBQsWsGDBAsaNG8frr7/eIz9zZ9jMIkLRaur4VxV2aWA86TqClAbmjEVDbZOD1FgTk1Qq01XrDlaIW7RYlf4YfYtItWCvh41dCHOKAqt/KJKyGmPgttfBGB2yoX1nzHdIikjiguUCrx0XiYCb87W11gBWNlby4BcPUmurZVzKOH4y5SdBG4dGr0frFsa7u7bKLE3suyieoaYA6EkrFDVtWtB9/1ox0V0C8OQaqK/0//6KM7D1j+L7BU8FbZPWaDTcPORmAD48+2Gb677UNv/k3CfsKd6DSWfip1N/GpRxBTPHpDdX6dhM1dIKOWtrqd+xA4C4RSHSLAMkD4Z+s0BxQc6b/t+vKLD2x2CrFZVrxt8V/DFKfCbsfADnzJnTaW6xDz9s+9K4nKFDh/LBBx902iYpKYk33ujG6VglHJYaAOydCYBRzZVAXC5FtVJWHXG5qU6j65555kil+HmuH5Wuys9mPXsW65kz6ph/PWg0sOi/4Z8L4cg7MGguTLizbTuXC9Y/JjQ7Gi3c8iKkDgvp0GKMMTw86WF+tfNXPHvoWSalTyLZ7Y/aUgNY3lDOg188yAXLBTKjM/nznD9j0AXXz0afmIjNbO62dnndsRIUBSb2SyArIVK1lBCWz4VfaUg3aYDMcZA5XiTZzXnDPzObywWf/RCcNhhyncjPFkRuGHwDfzn4F05UnuB4xXFGpzSnFPEcLKwOF412J1HG1ltUZWMlf9r/JwAeHP+g3/WkOyJYOSYbbU6+zPWYf9U7WNRt3oxit2McPDg4VWU6Y9Iq4Rd68DW46hH/yk2e+AROrQWtAZb/n9BWS3oMOfthjuL2aXSYOhaiEtwCoEsBc2PP+wF6TaaKgrObkVZOl8LRaiH0LVLN/Cu0NDFXXYXOh+juoJE9Da79mfj+04fgyLuXDawY3roD9r4g/r/8WRgR5Ei/DrhpyE0sHLAQh+LgwS8epFo5CggNoKIobC/czp1r7uRU9SmSIpJ4acFLZEQH//flrdrQTU3N2hZaGrWwFRTSdPSoMP9eFyLzb0um3i++7vob2P1IcLzrGbi4AwxRsPTpblWUaY/EiEQWDRBmyn8c/Uera9FGHUZ3bfPKutYWDUVR+K8d/4XZamZ44nC+OfqbQRuTPjE4VouvTgvzb5+ESMZ1EB0fCixe82+IDxYg3AuikqEmH451rmhphaUIVrtdCWY/LJM+hwFSAAxzNO7M9E5jx6cso15LbIS4Hg5+gBqDAa1bcOruifrQpRpq7RpiI/TMGKRONv3az4X5NzbUWpr2uOYnMHYluBzw4f3wr2Ww6f/B+9+B/5sIZz4HnQlu+QdM9L/qQaBoNBp+M+s3TM2YSr29nncLfk1kvxfJtb/Eys9W8uAXD1LaUMqAuAG8vvh1+sf1D8k4PFUburOuymqb2HtBbPSLxqjopO8x/06Zgj4lOPkxO2Xc7RDXF+pKm2v4dkXBAdj0G/H9wt9BYmh+j/eNvQ+AL/K/4HR1c+43jUbTyqLRktdOvMa2wm0YtUaemv0UBm3wtMuedeWo6d77ao3Xr1SdYDUAZ10d9dtFurBYNQRAYxTMdAefbfuz8EfuCpcTPrhfVBLJHC/ec5IeRwqAYY7WKjR6LlPnL7uw8wP0aGoqKrr1HE/079xhqV7NQCixnjmD9cxZNAYDsfNUMv+2RKuDm1+Aq38szCQXtsG2P8Gx90WUcJ8pcP8mGLdS9aFFGaJ4bv5z3DniTjRo0Uefx2LYyanqUxi0BlaNWsXby94OmlmuPYIRrfm52/w7PjuBvom+J3DvLha3AKjawUJvhKvdGpfNT0Fdeefta/Lh7TvF4WP0zTD53pANbXDCYBb0XwDAU7ufwqU015dNbOEH6GFrwVb+cuAvAPx06k8ZnhTcYL1g+AA22Z1syhUBXKqbf202jAMHYhoWYvOvh6n3Q2SiqGPusUh0hMfv7+J24bN86yug7ySqUaIaUgAMc3Q29+kqovM/mOa0HOEhAOrcuQCdlQE4oLtRFIUNJ8QLdcGotpVbQoHHlBI9e7a65t+WaHUiOu77++G6J2HKd2DO4/DtDXDfF5AxtmfGBUToI/j59J/z3LXv0FRyI1Qv4nezf8eXK7/kp1N/SrQhdMEoEJxozWYnffW0f/bCQpqOHAGNhrjrr1etXybdK9ZLUw2seUT497VHbSm8cavQFqaNghv+N+im38v50ZQfEamP5GDZQd46+Zb38+TLDrM5ZTn8+Ksf41ScLB+8nNuGt80f2F28AmBNDUpHc9QFW06V02AT5t8J2QlBHF3ntDxYqKV1JCJOvJsAvnwKyk+1305RYMt/w/5/Ahq4+XkRSCIJC6QAGOborO58Z5Gd5ylL8jF/llroU0TSXkdF4ALgyZJaCmqaMGgUrh4aevOvoije9C9xi0OYSsFXEgcIX5llT8Ocx6Df9JBvyr4yMmUg9uqZ1JbMYdGApSREJKjSr3ejrgxMA1hea2Vvnrh38Rj1tDSWDaKUVdSUKehTu1dBwS90erjh/4Q2Ofcz2PDLtkJg8WH45wKhzYnrA3e/DxGh91/Lisnih5NEcMof9/2RjRfFHHk1gHU21uWt4/4N99PoaGRm5kyemPlESIQcvSfFkMsVcIohj1/p4jFqmn/rqd+6DYC4RSq/syauggFXi8wFb64UGuSW2BthzaPw1X+L/y/+A4y8Qd0xSjol7KKAJa3R28XLWhvZuWYl3HIBelJcdMcE7DGnDEtQ2kQDhgLrmTPYzp1DYzAQM3duyPu7kkmMMqLTanC6FCrrbGSolEhZ79YsOwLULH9+vASXAuP6xpOdpJ75t9Z9sFDFR+ty+kwSEZcfPwi7/walx2Dad0Grh9Pr4NCb4LKLA8c3PoT47tfC9ZW7RtzFyaqTfHz2Yx7d8ii3DbsNl2ko+rhzvFfwFsV5hwG4us/V/OnaPwU9qtyDxmhEFx+P02zGWVHhdWHxlZbm38Vqmn+3bBHm3/79MQ0LbTaANmi1sPJV+Mc8kdT5hWuE60rGWCg7AXteEHkkARb+HrpZClISfKQAGOYYbCIlji6m89q3YecD6NmoK7rwO+qEje50CmMSO04LFEw8iVSjr74aXWzoaw1fyWi1GlJijJRarJTXWtUTAFM8rgWBHSw8Who1fbTsxcU0Hj4MGg2xC1Q0/7Zkwl2ABlY/LKqDXF4hZMQyYfaNViE4pQUajYZfzfwV0YZo3sx9k3dPi8j3yD5QbAedRsf94+7nu+O+G9Sgj/bQpabgNJtxVFb6nUpl6+ly6m1OMuMjmKii+bc5YG2ReubflkQnw71r4J1VUHQQNvyi9fWYdJGtYNgC9ccm6RIpAIY5BrsQfowxCZ2266o0l9p4N+oATcBltU0cvlQDwGgVBMCwM/9eAaTGmoQAWNcEqJPywrOuHOX+C4AVdVZ2nxfrUc30L7XumtKRkydhSFPHl7VdJtwpUg3teR7ydwn/rIyxwpTXf1aPuRcYtAYem/YY87Ln8d7p9zhQfIKSGoUM0wheXfEI2XHdL0HnC/qUVGxnzwW0tprNv5mq5WF11ddT5zX/9oBm2UN8X/j2ejj0usjzZymGhH4w9HqRkNwkD9PhihQAwxyjW6Fniu/cBy4pWpyO2yvN1RPoumkC9iRTHdcnjnhjcCqKdIb19Bls58+jMRql+ddHUmNEYFJ5rXprTuc5WNTUoNhsaIxGn+/1mH/H9lHX/GtRo0SXryQPhiX/09OjaJdpmdOYljmNr06Xc88/92LMiFVN+IMWhws/31lNdidfuN9XS8epF1hU99VXKFYrhv79MI0YoVq/7aI3wdT7xD/JFYMMAglzTG4BMCoxvdN2SdFiM65qCBcNoCcIJDAB0PNCnTtcHYd5y3pRlzT66qvRxcjalL6QGtsDAmB8PBjEYcfhZ9Lede4cbYvVjP4tKaHx0CGAnjP/XmF4DhYVdeoeZpsFQP/cVrafqaDO6iAjLoKJ2eqUqoQWB4sFKkb/Sr5WSAEwzIlwC4BxKZ2brDwawLDxAUxxawCrqvxOq9Bkd7L9rHgJzx8RepOZoijNhdTVjqS7gukJAVCj1TYHGPlhqquqt7GrJ82/kyZhSO/8ECcReNZVZb0NhzOwlCyB4PFbdvp5aPWYfxeNyVDP/NvQQN3WrUAPJayXfC2QAmAYY6kuQ+9+/yWkdZ5c1+MDGC4CoMcEjN3ud1qFHWcraLK7yIqPYERG6LVx1tOnseXlSfOvn3hNwFeApubz4yU4XQqjs+LonxzaXIUtUa3279eIpGgjWo1wUVQzrVUg/qVWh5ON7lylS8epGP27dStKUxOG7GwiRo1SrV/J1wspAIYxFcUXvN+nZg3stK0nCrjW6sDqcIZyWD6hdadVAP9P1F+40ylcNypdFdOGZZ0w/8Zcew26GPWEgyud1FgR+aumBhACSzHUI9G/pWU0HjwIQOwCGQXpKzqthmT34aJMTfeCZP99ALefqaDW6iAt1sTkfj1g/lUz+bPka4cUAMMYc+klAGx6iIzuvCpFXIQBndv8UBMmfoAeh31/cra5XAqb3P5/80eG3mSmKAq165pTKUh8x2Oqq6hTV+us89NUV1VvY+c5sQbVFABrN2wARSFywgQMGer5HX4d6AntcnPqKt8FwDUtkj+rZv5tbKTuK5HGJ3aB1CxLAkcKgGFMbaV4uTT5EOio1WpIjPJEAoeHGTgQk8rRQjNltVaijTpmDEoK1dC8WE+dwnbxIhqTidg5c0Le39eJnvABBP/X1cYTwvw7MjOOgSlqmn89Bwu5SftLT6wtb+qq6moUe9eHaJvD5TX/qlr796utKI2NGPr0IWLMaNX6lXz9kAJgGNNoFhuczcf8p+HmBxhIWgVPNv1rh6di0utCMq6WWNzav5hrrkEbLc2//uDZpOusDho8NatVwN8I8zXu6F9Va/+WldF4QJh/43qi+scVTrN2WUUTcEIC6HSgKDiquq41veNsBbVNDlJjTUwZEPrDqofaDT1Q+1fytUQKgGGM1SLSXNh8THWWGG7l4NyRwP5UbfBU/5g/Qh3zryf9i0z+7D/RRh2RBiGkV9T2gLO+DwJgTYONnWdFO1XNvxs3CvPv+PEYMtXr9+tCj0SY63Tok4Qg50uAUUvzr04t829TE7VbhPlXZiyQdBcpAIYx9toa8dXo28sl2SMAhokGUOenqa6wppHcYgtaDcxVIf2LNTcX+8V8NBERxFx7bcj7+7qh0WiaN+q6JtX69cdXa8PxUhwuhREZsQxKVS+/oyetUI/U/v0a0BNJxsF3/1Kbw8WG4+68kmNUjv5taMCQlUXEmDGq9Sv5eiIFwDDG0VALgN3gmwCYGGYCoNdUV+5bug6P+Xdy/0RvVHMokebf7tOTvlq+CIBreiD611FeTsP+/QDELZTRv4HQ4/6lXaytHecqsDQ5SIkxMW2giubfFgcLaf6VdBcpAIYxSkMDAA6jb75wSWHmA2hIF1o8R3mZT+091T+uUyn61/K5O5WCNP8GTE9oajybtNLQgKu+vsN25gY7O3rC/PvFF6AoRIwbh6FPH9X6/TrRrFlWWwD0HFo7FwDXeZM/p6tq/q3bsgWQeSUlwUEKgGGM0tQIgNNHAbDZBzA80sDo3akv7CWlXbattzrY7U7VoUb6l6YTJ7DnS/Nvd/Fs1Grma9NGR6OJErV8O9MubzhRgsOlMDw9liFp6pl/m2v/yk06ULwCoKWnIsw7Xld2p4sNPRD9W799O66GBvRZmUSMG6dav5KvL1IADGO0TUKT5zLpfWrf7AOo7kuzI/RpQpBz1dbirOtYUwMios7mdNE/OYrBqaE3x9aud5t/58xB6xYmJP6THic26hKzej6AAIZUoamxl3asXe6J5M+Oykoa9u0DpP9fd0iPE0nGa60O6q0qRpinua0WZR0fWneeq6SmwU5ytJHpA5PVGpqs/SsJOlIADGO0VqHJcxl984dr9gEMDw2gLiYabWws0PkLFWDzKXHinjs8LeQvN0VRvP5/0pTSPTLiIwEosagrAOrdkbWO0pJ2r5sb7Wz3mn/VS/9Su3EjuFxEjBmDsa80/wZKjElPbIQ4+BareLgwZHZttVh7RBwsFqoZ/Wu1Urd5MwCx0q9UEiSkABjGaO3ukm4RJp/ah5sPIIAhQ2gB7cXFHbZRFIUtp4QmZ87w1JCPqen4CewFBWgiI4m55pqQ9/d1JiteaGqKahpV7deQ7llX7QuAX5woxe5UGJoWw9D0WNXG5fUrlQeLbpPpXlvFZvXWlj7dIwC2/76yO118fsKTV1JF8++OHbjq69FnZBA5frxq/Uq+3kgBMIzR2l3iG5OvGkB3JZAGG4qihGpYfuF5oTo6OVGfKq2l2NxEhEHLjEGhN6nUunP/xcy5Vpp/u0mGd5NuUnXN6d2amo40gD1i/q2qomHPXkCWFQwGHu1yT2gAnRWVKLa2B+nd54X5NynayHQVo38tbpeVuIUL0Gjlti0JDnIlhTE6hxAAtaZIn9onRwtNoc3hosHmDNm4/EHv0QB2sFEDbD4pzL+zBqcQYQht9Y/W5t/FIe2rN5Dp3qQbbE5qVfTVMnQSYGRpsrPtTE8kf/5CmH9HjcLYt69q/X5d8WiXi2vUEwB1iYloDAZRDaSdQBDPwWLh6HT0OnW2T5fNRt2XHvOv1CxLgocUAMMYvUNoVDQRvgmAkUYdEQbxKw2XXIAGHzSAm93m37lqmH+PHcNeWOg2/14d8v6+7kQadSS4a1CruVE3R5i3NdV9caIUm9PF4NRohqWrmPzZW/tXav+CgUe7XGJRzwSs0WpbrK3Wh1aH08Xnx3si+ncHrro69OnpRE6YoFq/kq8/UgAMY3R2IQDqI33fxDx+gOEiAHalATQ32jlwUdTdnDM89NU/PKaU2Llz0Eb6JlhLOicjTn1fLY8GsL2DhUdLs3RspmrRko7qaurd5l/p/xccstza5SIVDxbQwr/0MgFw9/kqquptJEYZmKmCq4oH78FigTT/SoKLXE1hjMGtAdRH+S4Ahls94M42aoBtZ8pxuoSzfnZSaP3xFEWhdp3U0gSbrAT1fbX07k3aWVWFy9qc9sjSZGfrabf5d5zKtX+dTkyjRmLs10+1fr/OeDWAKqcY0nfwzlrjNf9mqGr+rd30JSAPFpLgIwXAMEbvdqkyRsf5fI+nhFq4RAJ7NmpHSfsaQI//nxq1f5uOHsVeVIQmKkpG/waRloEgaqFLSEATIfp1lDZv1Jtyhfl3UGo0w1WM/q31Jn+WB4tg0RNRwNAyFUzzO0uYf8X/VTX/7nCbf9PSiJw4UbV+Jb0DKQCGMQZ3Oj9TTILP9ySFWT1gjwbQaTbjamz9Ine5FL46rV76F0/wR+zcuWjdwoOk+2R6TMAqpoLRaDTtmurWHGlO0aGu+XcPILU0wSTTrVm2NKmcDNrrt9y8rvbkCfNvQpSBmYNVNP96av9K868kBMgVFcYY3O+8yHjf0w0khpkPoDY21ptqpaWmBuBYkZmKOhsxJj1T+oc2pYKo/esx/8pNOph4NuoeSwbt3qhrm+xsPSM0yqrX/nU6MY0cibF/f9X6/boTY9ITa+rJZNAtDhYe8++oDAxqmn+/lOZfSeiQAmAYY3QLgNEJvmvHvCbgMPEB1Gg0zVF1lyWD9ph/Zw9JwagP7VJsOnIER1Ex2qgoYq6W0b/BJLOnk0G7fbU25ZZhc7gYlBLNiIyeMP/KTTrYZPRgMmjPwcLhdPH5Mbf5V0W/0vqdO3HV1qJPTSVy0iTV+pX0HqQAGKY01lswuFP5xSWm+3xfYpiZgAEM7pJY9sLCVp9707+MUM/8GzNvnjT/BpnMnk4G7d6o17RI/qyq+Xf3bkBqaUJBZg8EGHk0gI6KChS7nb15VVS6zb+zpPlX8jVCrqowxVzZbC6NS/H91JkchgKgJymu7VKB97PKOiuHC2qA0Kd/UVwuWaIrhLRMBm1pVDMZtPi7sBcVUdtk56vT6pt/6zZtEubfESMwDhigWr+9BU8y6MJq9TSAusRENEYjKAr20lLvwWLBqHTVzL+KNP9KVEAKgGGKuUq8dFxAbLzvGjKPAFhRFz4CoKFvNgD2S5e8n311uhxFgdFZcaTHhVYj15iTg6O4GG1MDNHS/Bt0Io06UmJEFZr8qgbV+jW4Dxb2wgK+PCnMvwNTohmZqWLt3/XyYBFKPKmhLlWrt640Wi2GPsJqYc2/1DPRv7t24bJY0KWmSPOvJGSEnQC4detWbrjhBrKystBoNHz88cetrj/xxBOMGDGC6OhoEhMTue6669jjjsBrya5du5g3bx7R0dEkJCQwZ84cGltEoVZXV7Nq1Sri4+OJj49n1apV1NTUhPin852GaqHNsBtAp9f7fF9qrNiIK2qtXbRUD0O2WwNY0KwB3HzKnf5FjeTPa0Xt39j589CaTCHvrzfSL0loAdUUAI3ZzZrlNYeLAFgyNkM186+zpsZr/pUlukKDVwBUcV1B8zvrVM5JKupsxEcauGpIimr9ew8W1y9AowtteUxJ7yXsBMD6+nrGjx/Ps88+2+71YcOG8eyzz3L06FG2b9/OgAEDWLBgAeUt6jbu2rWLRYsWsWDBAvbu3cu+fft46KGH0Lbwo7jrrrvIyclh/fr1rF+/npycHFatWhXyn89X6i2VANh8l/2AZgGw1uqgMUzqARuzW2sAHU4XW0978v+F1v9PcTqbo38Xy9q/oaKfe6NWVQOYmQlaLUpTE4ePnAdUjv7dtAkcDkzDh2MaOFC1fnsT/d3r6mKlugKg0W21uHDkNNAD5t9NmwCZsUASWvwUL0LP4sWLWdzJRn3XXXe1+v/TTz/Nyy+/zJEjR5g/fz4AjzzyCD/4wQ947LHHvO2GDh3q/T43N5f169eze/dupk+fDsBLL73EzJkzOXXqFMOHDw/mjxQQTZYqQGgA/SHGpMek12J1uKios4a8uoYveEx1zupqnHX15FRYMTfaSYgyMCE7MaR9N+w/gLO8Am18PDGzZoW0r95Mv+RoAPKr6lXrU2M0YsjMxF5YSLKlnMhhaYzK9D1peneR5t/Q4zlYlNVaabQ5iTSqow0z9BMCYG3eRZg4W93o3927hfk3JYWoyZNV61fS+wg7AdAfbDYbL774IvHx8YwfPx6AsrIy9uzZw913382sWbM4d+4cI0aM4KmnnmL27NmA0BDGx8d7hT+AGTNmEB8fz86dOzsUAK1WK9aWZacsFgDsdjt2u73L8Xra+NK2ySLq49r1vrVvSWqMkYKaJoqr68mI9VOCDAUmE9qEBFw1NTReuMCmfGGimz04GZfTgasTRaU/c9YeNWtWAxA9bx4OjQYCfM6VRHfnLBD6xAvf04sV9ar2q+/bB3thIRn1VQwbnY7DEVgQir9z5jSbqd+1C4DI+fNV/ZnDBTXWWbRBHGrrrA7yyi0MTfO9LGZ30GZmAZBkLicuQs+0fvFB+Tl9mbMat8tKzPz5OFwucLm63e+VSijXWG/8m72cK1IAXL16NXfccQcNDQ1kZmayceNGUlKEf8b588IU9MQTT/CnP/2JCRMm8NprrzF//nyOHTvG0KFDKSkpIS2tre9ZWloaJR2ULAP4/e9/z5NPPtnm8w0bNhAV5bumbePGjV22Kb90gcEIAXDt2rU+PxtA79ABGj7fuoviJPXScnRGv5gYImpq2P3pJ3zqGAdoSGwsZO3agi7vBd/mrA1OJ4PWrEUP5CYlcsDPebzSCWjOAqTQAqDnVGGl3+u1O6Q4FZKAzPoKYmvOsHbtmW49z9c5i9u3nwyHA2tGBl/k5kJubrf6vZIJ9TpL0Ouos2r4aMM2xqj0PjMWlzAAyKyvZESsjS82rA/q8zucM6eTwZ9/jg44Fh9HYy97Z3VEKNZYQ4O6bgXhyBUpAM6dO5ecnBwqKip46aWXuO2229izZw9paWm43Kel733ve3zrW98CYOLEiWzatIl//vOf/P73vwdo11FcUZROHcgff/xxHn30Ue//LRYL2dnZLFiwgLi4rk1PdrudjRs3cv3112MwdK6Z++TwBwA4DRqWLFnS5bNb8ln1IS6cLKffsDEsmZbt172homTzFuoKChgYn0ThJQ0aDTx063xv4uqO8GfOLqdh5y6K6uvRJiZy7UMPofEjmOZKpjtzFiillib+7/hWauxarl94vWr+UrsOnoL9+xjsMPONWxcHHADi75wVfbaaBiBzxQpG+/n3+XVBrXW21pxDwYky0gaPYslMdSqt2OvqufjXvxJrb+S7s4dx7aRBwXluF3NWv307xY2N6JKTmfMf/9HrA0BCucY8FrzezBW5I0ZHRzNkyBCGDBnCjBkzGDp0KC+//DKPP/44me7yUKNGjWp1z8iRI8nPzwcgIyOD0svKkgGUl5eTnt5x0mWTyYSpnShSg8Hg1+L0pb3LKiKWHTqN3ws/zZ2XrarBoZoA0BWm7GzqgKLc8xCTzYTsBNITon2+3985Bqjf4PbRWrAAY2SkX/d+HQhkzgIlK7HZ97S83kH/ZN9/t91hny2aJcAwlwWjsfPDhC/4MmfOmhoa3JkHEpYuCZu/sZ4i1OtsQEoMUEZhjVW1ud5f5cRliiXJWsv0SHvQ++1ozho2fgFA7ILrMcqE9V5CscZ6+98thGEUcCAoiuL1zRswYABZWVmcOnWqVZvTp0/T312nc+bMmZjNZvbu3eu9vmfPHsxmM7PCJFBAsYk8fi6d/xqNVHdOtvK68EsFU5t3EQh9+hfFZqPW/TKNk9G/IUer1XgDjtSKBLY02dlkFi/xJEuFKn0CWDZsALsd04gRmAYFRzMk6Zh+yeqngvn0cBEl0aI+uVJU2EXr4OCyWql1mzrje6lWWaIuYacBrKur4+zZs97/5+XlkZOTQ1JSEsnJyTz11FMsX76czMxMKisree655ygoKGDlypWAMO3+5Cc/4de//jXjx49nwoQJvPrqq5w8eZL3338fENrARYsWcf/99/PCCy8A8N3vfpdly5aFRQQwgGLvhgDoTgVTHka5AI39hPAdUVoEY0MvANbt3OlNpBo1dUpI+5II+idFcbasjouVDVw9tOv23eXzYyXkR4gock1lBa7GRrQqaHotq9cAEL9sacj7kjRHAl9USQC0OVysO1ZM36hkRlVdxHYpX5V+67ZuFbV/MzKIlNG/EhUIOwFw//79zJ071/t/j8/dPffcw/PPP8/Jkyd59dVXqaioIDk5malTp7Jt2zZGjx7tvefhhx+mqamJRx55hKqqKsaPH8/GjRsZPHiwt82bb77JD37wAxYsWADA8uXLO8w92BMoDhGh5NL7r6T1VGWoCCMNoHGQyJOWVldJZqSW0VmhTddRu05E0sUtWNjr/WjUQm0N4KeHi6gzRGKPjMbQWI/t0iUihg0LaZ/20lIa9u0DIE5qaVShZY5Jl0tBqw1tou9tZ8qpabBjSUyDArDnX+r6piBgWSMCPuKWLJG1fyWqEHYC4Jw5czotKP/hhx/69JzHHnusVR7Ay0lKSuKNN97we3xqobGLdBZfFw2gPjUVW0QUxqYGliU5QvoSdzU1UfuFSKQat0Saf9ViUKrw+ztfXhfyvsprrew4WwEaDaYB/XHlnsB2Pi/kAqBl7TpQFCInTcKQlRXSviSCPgmRGHVabA4XhTWNIc9t+qm7qkzG6GFwdD3WvPMh7Q/AWVdH3ebNAMQtlQcLiTrIY0a44hDJ8ZQANIBpLQTAzoRpNdFoNBTGiQCbq4yhFRDqvvwSV309+qxMIidODGlfkmaGpIocbWfLQi8ArjlShEuB8dkJxA4T9mbr+XMh79eyRph/46T5VzX0Oi0DUoTQF+q11WBzsOG4CBCcOHsCALZzoRcA6zZtQrFaMQ4cSMRlAYwSSaiQAmC44k5oqwRgvvSYgK0OF7XWwBLjBptLVQ2ciUgGYEhjaB32zZ9+BkD8DculKUVFhriT9OZXNdBkD20ZQo+W5sbxWRjdrh2h3qhtFy7QdOwY6HTELVoU0r4krfGsrVALgF/kltFod9IvKYqxM8cBooKRo7o6pP2a3X6lcUuXqlbLWiKRu2OYoumGBjDSqCPGJKz7FWFiBt5yqoyCGBH4obl0MWT9OKqqqNu+HYD45TeErB9JW1JjTcRG6HEpcKEydCXhLlU1cDC/Bq0Glo3LxDRECIDW86EVAM1u7V/0rFnok5JC2pekNUPSYoHQC4Cf5oiI3+Xjs9BFR3vN/LZzodMuO6qqqN+5E5DmX4m6SAEwTNE43QKgLjA3zXDzA9xyqpz8WGECDuVGbVmzFhwOIkaPxtQi6EcSejQajSqaGo/2b+bgZNLiIrypWGx5eSghKpulKIo3+ldu0urjXVch9C+tabDx1elyAG6cIAQ/j3bZGkLtsmX9enA6xTtr4MCQ9SORXI4UAMMUrUNsZIohsAhWjwBYGgYCYJPdyY5zFV4B0HbuHEqANVu7wvyZ2/x74/KQPF/SOWr4AX6aIwTA5ePFJm3o2xeNwYDS1IS9qCgkfTadOIEtLw+NyUTsddeFpA9Jx7RcV6Hya153rAS7U2FERixD04XG0Xu4CKF/qfdgsWxZyPqQSNpDCoBhisYpBMBAy5dlxIks8qXmpqCNKVD25FXRZHdBZhaaqEgUmw3bhQtB78d6Po+mI0eEj9ZS6aTfEwxNFxv1mRAJgCeKLJwqrcWo07JotKj6o9HrMQ4YAIC1RQ7RYGJx+5XGzJmDLiYmJH1IOmZQajQaDZgb7VTU2ULSx0eHhPn3xgl9vJ8ZBwsB0Ho2NAKg7dIlGg8eBI1GZiyQqI4UAMMUrdN9ytUHVq4mM14IgMVhIABuOVUGwLUj0okYPgKAptyTQe/H/NmnAETPvgp9cnLQny/pmmFuzcnJ4tDU2XzvgMjJdv2odOKjmv82TO70L9ZTp4Pep2K3N2uWb7ox6M+XdE2EQcdAd3nB3BCsrYuV9ezNq0KrgZsnNguAnrRCTadPdXRrtzB/9DEA0TNnYuikDKlEEgqkABimaD0awADrFWa4BcASS2PQxhQoW04Jv5o5w9MwjRCVVqyngisAKi6XV0sTv1yaf3uK0VnxAJyvqKfBFlwzv83h4hO3+ffWyX1bXYsY6TlY5Aa1TxAVGpxVVehSUoi5+uqgP1/iGyPdyeNPhEAA/OBAAQCzh6Z6353gPlhoNDjLK3CUlwe1T8XlwvzxxwDE33xzUJ8tkfiCFADDFK8G0BBYgXuPCbikhzWAFyrqyauoR6/VcNWQZCJGjASCrwFs2LMHe2Eh2pgYYufNC+qzJb6TGmsiNdaEokBucW1Qn735VBlV9TbSYk1cPTSl1TXTSLGurCEQAGs++ggQB4tAXTIk3WdUphAAjxcFVwB0uRQ+OCjMv5cfLLRRURjdgRlNJ4P8ztq7D3tRkXhnXS/9SiXqIwXAMEXnTqOmNZoCut+rAexhAdBj/p06IInYCEMrTU0wnblr3hN1nuNuWKZKPVhJx4wOkabmvf1CS3PzpD7oda1fXRFuAdB28SLOuuCloHFUVlK35SsAEm6+KWjPlfiPZ10dLzIH9bm7zldSWNNIbISeBaPammEjRrjfWSeCe7gwfySqWsUtWYI2IqKL1hJJ8JECYJji0QBqTYEJgJnxQggqq7XidPVcNZDNbvPv3BGpAJiGDgWdDmdVFY6SkqD04aiupnbjRgASV64MyjMlgePR1JwI4kZdXmtls/swceukvm2u65OS0Lt9qILpXmBZvVqkFRo7VqxdSY8xyi0A5gXZveB9t/l3+fgsItrJuhAxymO1CJ4A6Kqrw/L5BgASbpHmX0nPIAXAMMWjAdQZAzsZpsQY0WrA4VKorOuZVDCNNie7zlcCwv8PQBsZiWm4cKxuPHw4KP2YP/kExW4nYtQoWUYpDPD4AR4rDJ4G8JOcQpwuhfHZCd4UHZfj0QIGS1OjKAo1H7rNv1L71+OkxUa0cC8IztqyNNlZd6wYaGv+9eBxL2jKPRGUPgHqNmxAaWoSpd/Gjw/acyUSf5ACYJiic2sAdabACp/rdVrSYns2Enj3+UpsDhd9EiIZmtacOiNqwgQAGg/ldLsPRVGoeV+YfxNuk9q/cGBcXyEA5hZbglISTlEU3t4non872qQBIsaMAaDxyJFu9wnQdOwY1lOn0BgMxC+RyZ/DgXF9xNo6lF8TlOd9mlNEk93FkLQYJmQntNsmcvRoAOwX84NWEs78gTD/xt98syz9JukxpAAYpng0gPqIwP3ZmiOBe0YA9Jjs5gxPbfWSi/QIgDk53e6j8dAhbGfPoYmMlLn/woS+iZGkxZpwuBSOFHTfDLz7fBVny+qIMuq4yV2hoT2iJk0EEHnVgkD1v98CIG7JYnQJCUF5pqR7TB6QCMCBi90XxBRF4fVdoizlXdP6dSiI6RISvBVBgnFoNRUWYj1yBAwGaf6V9ChSAAxTmk3A3RAAezASWFEUvjzpEQDTWl2LnOjeqE+cwGXtnnm66rXXAfcmHdu+aVCiLhqNhsn9xUa9/2JVt5/3+u4LgMjPFhvRcVqkiHHjQKvFXliIvbSsW306qquxrF0LQOKdd3brWZLgMbmfZ11VdzuIbN+Fak6V1hJh0LKiE80yQOTECYA4cHaXhF27AIhbsAB9SkoXrSWS0CEFwDBF7xYAjZGBVx3I6MFk0OfK6ymobsSo0zJrcOukzIa+fdGlpIDdLip3BIi9uNgb/JH0zW92a7yS4OIRAA92U1NTamni8+OlAKya2b/TtrqYGG9C6O5ql80ffoRitWIaNVL6aIUR47MT0Gs1lNdaKajuXo7T13ZdAOCmCX2Ij+w832qU59DaTQHQabYQmyN8nxPvkgcLSc8iBcAwxSMAmqID12p5qoGU9oAJ2JP+ZfqgJKJNrXOnaTQaoqdPB6Bu586A+6j+97/B6SRq2jQihg8PfLCSoOMRAA9crMbVjSj0t/bm43QpTBuQxIiMuC7bezU1Bw8E3KficlH99tuA0P5JH63wIcKgY7TbD7A72uWy2ibWHxNZCLo6WEALq8XRo7hsgZeiq/30E7R2O8ahQ4mcNCng50gkwUAKgGFKswaw602vI5o1gOpXA/FU/7h2WGq716OvugqA+gAFQFdjIzXvvgdA0jdXBfQMSegYnRVPtFFHdYM94HyANoeLf+/JB+AbPmzSANFTpwJQv3NXQH0C1G/bhv3SJbSxscRLv9KwY8bAJAC2n6kM+Blv7bmEw6UwqV+CN2q9M4wDB6JLSUGxWmk8GJgWUHE6Mb/zLgDxd9wuDxaSHkcKgGGK3p3mKiKm65dTR3hyARbVqKsBrLc62JsnTudzR6S12yb6qlkANB09hrOmxu8+at57D6fZjKFvX2Lmzg14rJLQYNRrmek2/X91OrASWh8fKqSs1kp6nIlFozN8uidq5kzQaLCeOYO9tDSgfiv/8TIACStWoI0KLApfEjquHioOldvOlAfkB9hoc/Kq2/x7z6wBPt2j0WiIcb+z6nds97tPgNpNm7BfvIgzMoLYZcsCeoZEEkykABiGWBsb0Lnfa5GxCQE/JzvJIwA2qpoMeue5SmxOF/2SohiUEt1uG0N6OsYhg8Hlom7HDr+e77JaqXzpHwAk338/Gl3b5K2Snucat/Z3awACoNOl8PzWcwDcN3sQRr1vryp9YiIRY8cCUL/dv3UF0JhzmIZ9+8BgIOnee/y+XxJ6pgxIJNKgo6zWyskS/8sNvrv/ElX1NrKTIlk6NtPn+6JnzwagLoB1pSgKlS++BEDNzFnyYCEJC6QAGIbUW5pNG1ExiQE/Jz02AqNOi8OlqGoG7ij9y+XEzpsPQO369X49v+aDD3CUl6PPyJAJesOYa9yamgMXq6ltsvt178YTJZwvrycuQs+d0/v5dW+MZ6Pets2v+wBqXhbav/jlN2DI8E3rKFGXCIOOGYOEGdjjauIrdqeLF7eeB+C71wxuU1KwM6Kvukpol3NzsZf5F2XesHs3TceOoYmIoMatSZRIehopAIYhdZZm5+aY+OROWnaOVquhT6LQAl6qUkcAVBSFL3PFy7Ej86+HuKUiuW7dV1tx1tX59PzW2r/70BqN3RitJJQMSIlmUGo0DpfCxhO+m2MVReFvm4X2755ZA4i5LIioK2LmXAtA3Vdf4Wpo8Pk+Y3EJ9Vu2gEZD8ne+41efEnWZN1KU/Vt7tNiv+z7NKaKwppGUGCMru0j9cjn6pCQixgntcq27jJuvVLzwIgBxN9+MMybwzA4SSTCRAmAY0ljXnDojMjrwIBAQSXkBLlX7vhF2h+NFFkosTUQZdcwc1Lnwaho2DOOgQSg2G7UbNvr0/KpXX8NRXIw+PZ2EW28NxpAlIWT5eJG4+ZOcIp/vWXeshKOFZqKMOu710UerJRFjx2LIzkZpbKR282af70txa6JjFy7ENGiQ3/1K1GPJmAx0Wg1HC83kVdT7dE+T3cnTG08DcN/Vg9qt+9sVnqAgy5o1Pt9Tt30HDbt3i8TP0q1AEkZIATAMsTYIvxa7DnR6/7Qfl5OdJHxNCqrUEQA9mp7ZQ1K6fMFqNBril98AQPWbb3bp0G0vK6Pi+ecBSPvRo2hNpiCMWBJKPALg9rMVPtWktjtd/M/npwC4/+pBJMf4/zvWaDRe7bLls9U+3dO4bz8xJ0+CTkfqD3/gd58SdUmOD/X0igAAGtRJREFUMTF7iEii/ElOoU/3vLH7IoU1jWTERQR0sACIXbQItFoac3KwXbrUZXvF5aLsz38GIOmuOzFkdVzJRiJRGykAhiFOd54pVxCyBGQnCgEwXyUBcNNJIQBe5zbRdEXCbbehMZloOn6cxgOd524r++//RmloIGL8OOJkFN0VwaDUGMb3jcfpUnhrb36X7V/deYG8inpSYozcf03gWrj4G8TBom7rVmwFBZ22VRwOKv7nfwCIu3UFpoEDA+5Xoh43TRTC1Nt7L2FzuDptW1Fn5dnNZwF45PqhAWn/AAxpaUTPEDlMq996u8v25o8+wpqbizYmhuQHHgioT4kkVEgBMAxxuoTDvCsIvx1PJPClbmbN94UScxPHCi1oNF37/3nQJyURv3w5AOV//d8OtYC169ZhWbsOdDoyfvlfaLRy6V4pfOsqIVD9a+dFmuzODtvlVzbw5w3CRPejBcP99v1riWnwYKJnzQKXi6p/vdpp26pXX8Wam4szMoKkBx4MuE+JuiwZm0larIkSSxOfHe7cxeCJT49T02BnZGYcKyb55/t3OYmrRN7RmnfewVnbcRSyvayM0j/8EYCUBx9Enxh4QJ9EEgrkLhqGuJwiCWAwErd4NICXVNAAerR/E7ITSI313XSX8sD30ERE0LB/P5ZPP21z3VRURNmvnxBtv/c9IseOCcp4JeqwdFwmWfERVNRZeWP3xXbbOF0KP/vgCI12JzMGJXH7lOxu95v0nW8DUPP++9gL2zcTWs+epfz/ngGgfNky9CmBB11J1MWk13HvVQMA+Nvms1gd7R8u1h4tZvWRYnRaDf9z6zi/In/bI+baazEOHoyrvp6qV15pt43iclHy6ydwWSxEjB5N0j2yVKUk/JACYBjicooXmRIME7DbB7Cs1tqp9iUYbHJH//pq/vVg6NOHlAeF5qXkyd/Q2KI+cNOxY/R5+Z8ojY1Ez5pJyoPSjHKlYdBp+cH8oQA8vfE0Be0EJP33ulx2na8k0qDjv28Zh1bb/cUfPWsWkVMmozQ1Ufyb37TRLjtrarj0n/+JYrUSOWsWlsmTu92nRF2+MaM/qbEmzlfUeyPHW3KyxMJP3hO1d797zSDG9Ak8sb4HjVZL6vcfAqDipX9gPXu2TZuKv/+dus2bwWAg86nfoummL7dEEgqkABiGKB4NYBAEwMQoA9FG4e/S3eLpndFoc7LjbAUA80f6Zv5tSfK3v0XUjBm4Ghq4+I1VFP38FxT+9KcUrPom+ro6TCNH0Ocvf0Fj6LxouyQ8uW1KNtMGJNFgc/K91w94A0KcLoXfr83lpW15APxp5XgGdJA83F80Gg2ZTz4JBgP1X22l/H+bXQzsJSVcvOde7Bfz0WdlkvH734EszXXFERdh4IkbRgPw7JdnWHOkOS1MzqUa7nppD/U2JzMHJfPo9cOC1m/swoXEXHst2O0UPPR97KXi8Ku4XJQ/9xwVzzwLQOavf0XEiBFB61ciCSbyWBKGOIOoAdRoNGQnRXGypJZLVQ0MSQtNDqrtZyuwOlz0SYhkeHqs3/drDAb6PvsMRT/+CXVbtmD+8EPvtdrRoxn08j/QxXf/9C7pGbRaDX9aOZ6bn9vB8SILC/+6lWuGpXKkwMzZMpED8hdLRrJ0nO+VGXzBNHgwGT9/nJInf0Pl8y9Qv3MXxuxs6rZswVVfjy41heznn0eXlBTUfiXqsWRsBrdPyead/Zf4z38f5L0Dqei1WjafKsPpUhjbJ57n7p6EoZum35ZoNBoyfvMbLtxxB7YLFzi/fDkx116D9fQZrCdPApDyn/8pU1VJwhopAIYhilMEgQRDAATo5xYAL1T6li8rEDbleqJ/0wIucq6LiaHv35+jYdcu6nftBr2OiJkz2VxczMTo4GiFJD1Hv+Qo3vruDB54/QDnK+r58KDwy4uN0PObG0dz88TuOed3ROKdd4JGQ+nvfk/TkSM0uV0MIsaNo8+f/4QxOxu73b9KJZLwQaPR8NTNY4g06vjXzgutqoMsGZvBH1aMIzYi+JYDQ3oa/V/9FwU/+CHWkyexfPqZGE9UFOk/+xmJt98W9D4lkmAiBcAwxOkUKQ2CJQAOTouBE6WcK/et2oa/uFwKm066/f9G+ef/dzkajYboWbNEBCeIjbnYv2z/kvBlWHosnz9yDZtySzlTWkdGfAQLRmcQHxla037iHXcQM28edV9+idNSS+SY0UTNmCGjyb8m6HVanlg+mrun9+Or0+UoCswcnBwUn7/OMPbrx8AP3qdu61asp06jT0kmZv58GfEruSKQAmAYEmwN4CC3T9X58tBoAA9dqqG81kqMSc/0gTKKUtI5Bp2WRWMyWaRyMLchLY3EO+5Qt1OJqgxNj2VoAC4o3UGj0xE7dy6xc+eq2q9E0l3k8TcM8aSBCUYiaHBrACFkGsD1x4SGbv7INIx6uaQkEolEIgl35G4dhgQzChhgcIoQAEstVuqsjuA81I2iKKw7VgLA4jEZQX22RCKRSCSS0CAFwDDE5QpeFDBAfJSBlBgjAHlBNgMfL7JQUN1IhEHLNcNSg/psiUQikUgkoSHsBMCtW7dyww03kJWVhUaj4eOPP251/YknnmDEiBFER0eTmJjIddddx549e9p9lqIoLF68uN3nVFdXs2rVKuLj44mPj2fVqlXU1NSE5ofyEyWIaWA8DEoNjRl4vVv7N2dYGlFG6VIqkUgkEsmVQNgJgPX19YwfP55nn3223evDhg3j2Wef5ejRo2zfvp0BAwawYMECysvL27T961//2mFKkrvuuoucnBzWr1/P+vXrycnJYZW7xmNPowRZAwgw2C0AninruHZlIKxz+/8tHivNvxKJRCKRXCmEncpm8eLFLF68uMPrd911V6v/P/3007z88sscOXKE+fPnez8/fPgwTz/9NPv27SMzs3Vy2dzcXNavX8/u3buZPn06AC+99BIzZ87k1KlTDB8+PIg/kf8EsxSch5GZIjIutzh4AuCZ0lrOlddj0GmYO8L/6h8SiUQikUh6hrATAP3BZrPx4osvEh8fz/jx472fNzQ0cOedd/Lss8+SkdFWM7Vr1y7i4+O9wh/AjBkziI+PZ+fOnR0KgFarFavV6v2/xWIBRK46XxLJetp01dYTBaz40NZXhqaKmsC5xZagPXPNkSIAZg1OJlIXvLG2xNc5kzQj58x/5Jz5j5wz/5Fz5h+hnC/5O7hCBcDVq1dzxx130NDQQGZmJhs3biQlJcV7/ZFHHmHWrFnceOON7d5fUlJCWlpbjVVaWholJSUd9vv73/+eJ598ss3nGzZsICoqyufxb9y4sdPr5SVFDAYULaxdu9bn53ZGkwNAT7G5ifc+WUt0EPLuvpOjAzRkOUuDNs6O6GrOJG2Rc+Y/cs78R86Z/8g5849QzFdDQ0PQn3mlcUUKgHPnziUnJ4eKigpeeuklbrvtNvbs2UNaWhqffvopX375JYcOHer0Ge35BiqK0mkZs8cff5xHH33U+3+LxUJ2djYLFiwgLi6uy3Hb7XY2btzI9ddfj8HQsQS2Lm+zGI8GlixZ0uVzfeWZs9soqG6k37gZTB/YvdqnJ0tqKd61C4NOw49vv464EFVy8HXOJM3IOfMfOWf+I+fMf+Sc+Uco58tjwevNXJECYHR0NEOGDGHIkCHMmDGDoUOH8vLLL/P444/z5Zdfcu7cORISElrds2LFCq6++mq2bNlCRkYGpaWlbZ5bXl5OenrHpcxMJhMmk6nN5waDwa/F2WV7xV0Kzt02WIzKjKOgupHTZQ3MHta9km2rj4n5mzcijeQ437WfgeLvHEvknAWCnDP/kXPmP3LO/CMU8yXnPwyjgANBURSvb95jjz3GkSNHyMnJ8f4D+Mtf/sIrr7wCwMyZMzGbzezdu9f7jD179mA2m5nlrkHbk4QiChhgZKbQUh4v6t7Jx+VS+CxH+P/dNKFPt8clkUgkEolEXcJOA1hXV8fZs2e9/8/LyyMnJ4ekpCSSk5N56qmnWL58OZmZmVRWVvLcc89RUFDAypUrAcjIyGg38KNfv34MHDgQgJEjR7Jo0SLuv/9+XnjhBQC++93vsmzZsh6PAIZmAZBOzNGBMCE7AYBDl6q79Zx9F6ooMjcRa9LL6F+JRCKRSK5Awk4DuH//fiZOnMjEiRMBePTRR5k4cSK/+tWv0Ol0nDx5khUrVjBs2DCWLVtGeXk527ZtY/To0X718+abbzJ27FgWLFjAggULGDduHK+//noofiS/UVyK+BpkDaBHADxfXk9Ngy3g53zs1v4tGpNBhEEXjKFJJBKJRCJRkbDTAM6ZMwdFUTq8/uGHH/r9zPael5SUxBtvvOH3s9QgVCbgxGgjg1KiOV9Rz6H8moC0d012J2uPiuTPN02U5l+JRCKRSK5Ewk4DKAHF5Q4CCbIACDCxXyIAB/MDMwOvO1aMudFOVnwEMwYlB3NoEolEIpFIVEIKgOFIiDSAAJP6JwCw/0JgAuC/9+QDcMe0fui0IRigRCKRSCSSkCMFwDDEY7IOhQDo0doduFhNg83h171nSmvZd6EanVbDbVOygz84iUQikUgkqiAFwHAkRFHAAINSoumTEInN6WLP+Sq/7v33XqH9mzcijYz4iKCPTSKRSCQSiTpIATAMcTlDZwLWaDRcMywVgK1nyn2+r7bJzvsHCgC4a3q/4A9MIpFIJBKJakgBMBxxNVcCCQXXDBV1k786Vd5pxHVL3tqbT22Tg8Gp0Vw7NDVEI5NIJBKJRKIGUgAMR9yl4AhRjMXsoSkY9VrOV9T7VBXE6nDy8vY8AL53zWC0MvhDIpFIJJIrGikAhiGhTAMDEBth4LqRIgfgJzmFXbZ//0ABpRYr6XEmbpyYFZpBSSQSiUQiUQ0pAIYhGm8UcOg0bTe6a/h+ergIh9PVYbsGm4O/fnEGgAeuHYxJLyt/SCQSiURypSMFwDAk1BpAgDnDU0mONlJqsfLp4aIO2z23+RzltVb6JUVx9/T+oRuQRCKRSCQS1ZACYBiieH0AQycBmvQ6vj17IADPbTmHy9U2GORYoZm/f3UOgJ8vGYFRL5eLRCKRSCRfB+SOHo6ooAEEWDWzP7ERes6W1fH67outrlXX2/jPfx/E6VJYMjaDRWMyQzsYiUQikUgkqiEFwHDEk5olxAJgXISBnywcDsBTa3PZfqYCgBJzE/e+speLlQ30TYzk/904JrQDkUgkEolEoir6nh6ApC3NPoChT7fyjen92Xamgo0nSln1zz2MzIjjfEUdTXYXCVEG/nnvVJJjTCEfh0QikUgkEvWQGsAwROMKbR7Almi1Gp65cyIrJ/dFUeBEsYUmu4uJ/RL48MFZDEuPDf0gJBKJRCKRqIrUAIYjKqSBaUmEQcf/rBzPQ/OGkFtcS9/ESEZnxaFRqX+JRCKRSCTqIgXAcERRJwjkcvonR9M/OVrdTiUSiUQikaiONAGHI94gEKmBk0gkEolEEnykABiGKC6PCbiHByKRSCQSieRriRQAwxCN1ABKJBKJRCIJIVIADEOaK4H07DgkEolEIpF8PZECYBiicakbBSyRSCQSiaR3IQXAcESlSiASiUQikUh6JzINTBiSdPVCDkdtI2b4uJ4eikQikUgkkq8hUgAMQxbc+19wb0+PQiKRSCQSydcVaQKWSCQSiUQi6WVIAVAikUgkEomklyEFQIlEIpFIJJJehhQAJRKJRCKRSHoZUgCUSCQSiUQi6WVIAVAikUgkEomklyEFQIlEIpFIJJJehhQAJRKJRCKRSHoZUgCUSCQSiUQi6WVIAVAikUgkEomklyEFQIlEIpFIJJJehhQAJRKJRCKRSHoZUgCUSCQSiUQi6WXoe3oAVzKKogBgsVh8am+322loaMBisWAwGEI5tK8Ncs78R86Z/8g58x85Z/4j58w/Qjlfnn3bs4/3RqQA2A1qa2sByM7O7uGRSCQSiUQi8Zfa2lri4+N7ehg9gkbpzeJvN3G5XBQVFREbG4tGo+myvcViITs7m0uXLhEXF6fCCK985Jz5j5wz/5Fz5j9yzvxHzpl/hHK+FEWhtraWrKwstNre6Q0nNYDdQKvV0rdvX7/vi4uLk3/8fiLnzH/knPmPnDP/kXPmP3LO/CNU89VbNX8eeqfYK5FIJBKJRNKLkQKgRCKRSCQSSS9DCoAqYjKZ+PWvf43JZOrpoVwxyDnzHzln/iPnzH/knPmPnDP/kPMVWmQQiEQikUgkEkkvQ2oAJRKJRCKRSHoZUgCUSCQSiUQi6WVIAVAikUgkEomklyEFQIlEIpFIJJJehhQAVWTNmjVMnz6dyMhIUlJSuOWWW1pdz8/P54YbbiA6OpqUlBR+8IMfYLPZemi0Pc+AAQPQaDSt/j322GOt2sg5ax+r1cqECRPQaDTk5OS0uibnrJnly5fTr18/IiIiyMzMZNWqVRQVFbVqI+ermQsXLvCd73yHgQMHEhkZyeDBg/n1r3/dZj7knLXmqaeeYtasWURFRZGQkNBuGzlnbXnuuecYOHAgERERTJ48mW3btvX0kL5WyEogKvHBBx9w//3387vf/Y558+ahKApHjx71Xnc6nSxdupTU1FS2b99OZWUl99xzD4qi8Mwzz/TgyHuW3/zmN9x///3e/8fExHi/l3PWMT/96U/Jysri8OHDrT6Xc9aauXPn8vOf/5zMzEwKCwv58Y9/zK233srOnTsBOV+Xc/LkSVwuFy+88AJDhgzh2LFj3H///dTX1/OnP/0JkHPWHjabjZUrVzJz5kxefvnlNtflnLXlnXfe4eGHH+a5557jqquu4oUXXmDx4sWcOHGCfv369fTwvh4okpBjt9uVPn36KP/4xz86bLN27VpFq9UqhYWF3s/eeustxWQyKWazWY1hhh39+/dX/vKXv3R4Xc5Z+6xdu1YZMWKEcvz4cQVQDh061OqanLOO+eSTTxSNRqPYbDZFUeR8+cIf//hHZeDAgd7/yznrmFdeeUWJj49v87mcs7ZMmzZNeeCBB1p9NmLECOWxxx7roRF9/ZAmYBU4ePAghYWFaLVaJk6cSGZmJosXL+b48ePeNrt27WLMmDFkZWV5P1u4cCFWq5UDBw70xLDDgj/84Q8kJyczYcIEnnrqqVYmETlnbSktLeX+++/n9ddfJyoqqs11OWcdU1VVxZtvvsmsWbMwGAyAnC9fMJvNJCUlef8v58x/5Jy1xmazceDAARYsWNDq8wULFni185LuIwVAFTh//jwATzzxBL/85S9ZvXo1iYmJXHvttVRVVQFQUlJCenp6q/sSExMxGo2UlJSoPuZw4Ic//CFvv/02mzdv5qGHHuKvf/0r//Ef/+G9LuesNYqicO+99/LAAw8wZcqUdtvIOWvLz372M6Kjo0lOTiY/P59PPvnEe03OV+ecO3eOZ555hgceeMD7mZwz/5Fz1pqKigqcTmebOUlPT++V8xEqpADYDZ544ok2QQqX/9u/fz8ulwuAX/ziF6xYsYLJkyfzyiuvoNFoeO+997zP02g0bfpQFKXdz69UfJ0zgEceeYRrr72WcePGcd999/H888/z8ssvU1lZ6X2enLPmOXvmmWewWCw8/vjjnT7v6z5n/qwxgJ/85CccOnSIDRs2oNPp+OY3v4nSokDS132+wP85AygqKmLRokWsXLmS++67r9U1OWftz1ln9IY585fLf/bePh/BRgaBdIOHHnqIO+64o9M2AwYMoLa2FoBRo0Z5PzeZTAwaNIj8/HwAMjIy2LNnT6t7q6ursdvtbU5BVzK+zll7zJgxA4CzZ8+SnJws56wFAwYM4Le//S27d+9uUzdzypQp3H333bz66qu9Ys78XWMpKSmkpKQwbNgwRo4cSXZ2Nrt372bmzJm9Yr7A/zkrKipi7ty5zJw5kxdffLFVOzlnzXT0Lruc3jJnvpKSkoJOp2uj7SsrK+uV8xEyesz7sBdhNpsVk8nUKgjEZrMpaWlpygsvvKAoSrMTcFFRkbfN22+/3audgC/ns88+UwDl4sWLiqLIObucixcvKkePHvX++/zzzxVAef/995VLly4piiLnrCvy8/MVQNm8ebOiKHK+2qOgoEAZOnSocscddygOh6PNdTlnHdNVEIics2amTZumPPjgg60+GzlypAwCCSJSAFSJH/7wh0qfPn2Uzz//XDl58qTyne98R0lLS1OqqqoURVEUh8OhjBkzRpk/f75y8OBB5YsvvlD69u2rPPTQQz088p5h586dytNPP60cOnRIOX/+vPLOO+8oWVlZyvLly71t5Jx1Tl5eXpsoYDlnzezZs0d55plnlEOHDikXLlxQvvzyS2X27NnK4MGDlaamJkVR5HxdTmFhoTJkyBBl3rx5SkFBgVJcXOz950HOWVsuXryoHDp0SHnyySeVmJgY5dChQ8qhQ4eU2tpaRVHknLXH22+/rRgMBuXll19WTpw4oTz88MNKdHS0cuHChZ4e2tcGKQCqhM1mU370ox8paWlpSmxsrHLdddcpx44da9Xm4sWLytKlS5XIyEglKSlJeeihh7wbUW/jwIEDyvTp05X4+HglIiJCGT58uPLrX/9aqa+vb9VOzlnHtCcAKoqcMw9HjhxR5s6dqyQlJSkmk0kZMGCA8sADDygFBQWt2sn5auaVV15RgHb/tUTOWWvuueeedufMo2lWFDln7fG3v/1N6d+/v2I0GpVJkyYpX331VU8P6WuFRlFaeDtLJBKJRCKRSL72yChgiUQikUgkkl6GFAAlEolEIpFIehlSAJRIJBKJRCLpZUgBUCKRSCQSiaSXIQVAiUQikUgkkl6GFAAlEolEIpFIehlSAJRIJBKJRCLpZUgBUCKRSCQSiaSXIQVAiUQikUgkkl6GFAAlEolEIpFIehlSAJRIJBKJRCLpZUgBUCKRSCQSiaSXIQVAiUQikUgkkl6GFAAlEolEIpFIehlSAJRIJBKJRCLpZUgBUCKRSCQSiaSXIQVAiUQikUgkkl6GFAAlEolEIpFIehlSAJRIJBKJRCLpZUgBUCKRSCQSiaSXIQVAiUQikUgkkl6GFAAlEolEIpFIehlSAJRIJBKJRCLpZUgBUCKRSCQSiaSXIQVAiUQikUgkkl6GFAAlEolEIpFIehlSAJRIJBKJRCLpZUgBUCKRSCQSiaSXIQVAiUQikUgkkl6GFAAlEolEIpFIehlSAJRIJBKJRCLpZfx/59EZupgWYbcAAAAASUVORK5CYII=",
+ "text/html": [
+ "\n",
+ "
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+ "
\n",
+ " Figure\n",
+ "
\n",
+ "

\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure()\n",
+ "for chmbr_t in gas_t.T[::22]:\n",
+ " plt.plot(gas_time, chmbr_t)\n",
+ " \n",
+ "plt.grid()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "c3fbcae6",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "f0caaeb14fc64b9893c5fd36ba46b500",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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",
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ " Figure\n",
+ "
\n",
+ "

\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure()\n",
+ "plt.plot(gas_time, gas_t.T[22])\n",
+ " \n",
+ "plt.grid()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "76ed487b",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(30.0, 40.0)"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "8a09ed6cf5ee47bdad48f6adf877b3f5",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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",
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+ "\n",
+ " \n",
+ "
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+ " Figure\n",
+ "
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+ "

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+ "
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+ " "
+ ],
+ "text/plain": [
+ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure()\n",
+ "for snap in gas_temperatures[600::33]:\n",
+ " t, temps = snap\n",
+ " plt.plot(temps)\n",
+ "\n",
+ "plt.xlim(30, 40)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.12"
+ },
+ "toc": {
+ "base_numbering": 1,
+ "nav_menu": {},
+ "number_sections": true,
+ "sideBar": true,
+ "skip_h1_title": false,
+ "title_cell": "Table of Contents",
+ "title_sidebar": "Contents",
+ "toc_cell": false,
+ "toc_position": {},
+ "toc_section_display": true,
+ "toc_window_display": false
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Battery Service Results-140205-mod.ipynb b/Battery Service Results-140205-mod.ipynb
new file mode 100644
index 0000000..cd63b41
--- /dev/null
+++ b/Battery Service Results-140205-mod.ipynb
@@ -0,0 +1,381 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "2bd0ddea",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pickle\n",
+ "\n",
+ "import numpy as np\n",
+ "\n",
+ "from matplotlib import pyplot as plt\n",
+ "%matplotlib widget\n",
+ "\n",
+ "# 사용자 운영체제 확인\n",
+ "import os\n",
+ "os.name\n",
+ "# 운영체제별 한글 폰트 설정\n",
+ "if os.name == 'posix': # Mac 환경 폰트 설정\n",
+ " plt.rc('font', family='AppleGothic')\n",
+ "elif os.name == 'nt': # Windows 환경 폰트 설정\n",
+ " plt.rc('font', family='Malgun Gothic')\n",
+ "\n",
+ "plt.rc('axes', unicode_minus=False) # 마이너스 폰트 설정\n",
+ "\n",
+ "# 글씨 선명하게 출력하는 설정\n",
+ "%config InlineBackend.figure_format = 'retina'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "8d667f3b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from Battery import *"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "3a131c92",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open('./result-140205-4A-mod/gas.history2', 'rb') as gas_file:\n",
+ " gas_temperatures = pickle.load(gas_file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "8b784f1a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open('./result-140205-4A-mod/wall.history2', 'rb') as gas_file:\n",
+ " wall_temperatures = pickle.load(gas_file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "03b501b0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open('./result-140205-4A-mod/coke.history2', 'rb') as gas_file:\n",
+ " coke_products = pickle.load(gas_file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "8a474876",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open('./result-140205-4A-mod/oven.state2', 'rb') as gas_file:\n",
+ " coke_in_ovens = pickle.load(gas_file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "1d96912f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "gas_time, gas_t = zip(*gas_temperatures)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "95293a9d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "gas_t = np.array(gas_t)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "d9f54350",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "f80831bc001145beaa0b84ab7342693d",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure()\n",
+ "for chmbr_t in gas_t.T[::22]:\n",
+ " plt.plot(gas_time, chmbr_t)\n",
+ " \n",
+ "plt.grid()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "c3fbcae6",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(6.0, 36.0)"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "e0f400badc384e21934d63d8ec953ab9",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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1KgCgpKQEZWVlGDlyJNRqNeLj42GxWKBWt58KmZycjJiYmC4/U6fTQafTXbJcq9Xyywz2QUzspTjYR/Gwl+JhL8XRnT6y/zK5CORypk6diqamJtTW1lr/mzt3Ll5++WXrsPATTzxhnTqmtbUVS5YswYIFC+Ds7IzRo0fD398fK1euhMViQW5uLtatW4eFCxdKvGVEREREPUu2AfBqPPvss5gwYQIGDx6MkJAQ9OnTxzpRtEqlwrZt27B79274+vpiypQpSEhIQFRUlMRVExEREfUsWR0CnjhxIjIzM7tc/8EHH3R6rFarkZCQ0OUdPkJDQ5GUlCRihURERES2z65HAImIiIjoUgyARERERArDAEhERESkMAyARERERArDAEhERESkMAyARERERArDAEhERESkMAyARERERArDAEhERESkMAyARERERArDAEhERESkMAyARERERArDAEhERESkMAyARERERArDAEhERESkMAyARERERArDAEhERESkMAyARERERArDAEhERESkMAyARERERArDAEhERESkMAyARERERArDAEhERESkMAyAInh1xymcbzJJXQYRERHRVWEAFMGWw8XYeaJE6jKIiIiIrgoDoEjqmzkCSERERPLAACiSFpNF6hKIiIiIrgoDoEia28xSl0BERER0VRgARcIRQCIiIpILBkCRcASQiIiI5EI2AVAQBGzatAljxoyxLqupqcHUqVMRHh4OvV6P6dOnw2AwWNebTCbExcUhMDAQISEhmDdvHmpra63rq6qqMHv2bAQFBSE4OBgJCQnXXR9HAImIiEguZBEAd+3ahREjRiA+Pr5TgAOA+Ph4ZGdno7CwEP7+/li4cKF13YoVK5CRkYHMzExkZ2dDq9Xiueees66fN28eIiMjUVBQgNTUVKxZswY7duy4rhqb2xgAiYiISB5kEQAbGhqwbNkybNiwodNyDw8PREVFAQA0Gg3uvfdenDt3zrr+yJEjiI2NhYuLCzQaDebOnYvDhw8DALKyspCeno4XX3wRKpUKer0ecXFx2Lhx43XV2GLiIWAiIiKSB1kEwFmzZmHatGlXfE5hYSHWrl3baQRwzpw5+OSTT1BeXo7GxkasW7cODz/8MAAgNTUV0dHR0Gg01udHR0fj6NGj11VjC0cAiYiISCY0v/4U27Zy5UqsWrUKtbW1WLRoEebMmWNdN3v2bHzxxRfQ6/XQaDQYOXIkPvnkEwCAwWCAr69vp/fy8fFBVVVVl5/V0tKClpYW6+O6ujrr/29qbYPJpMzJoDu2W6nbLyb2Uhzso3jYS/Gwl+IQo4/8GdhBAFy8eDEWL14Mg8GApUuX4r777sPOnTsBAM8//zzUajWqqqrg6OiIF154AQ899BC+/PJLmM1mCILQ6b3MZjNUKlWXn7V8+XLEx8dfdl1ZZbX1c5UqMTFR6hLsBnspDvZRPOyleNhLcXSnj0ajUcRK5En2AbCDXq/H+vXr4ebmhuzsbOj1eqxduxalpaVwd3cHALz55pvw8vLC2bNn4enpibS0tE7vUVFRAT8/vy4/Y8mSJVi0aJH1cV1dHQIDAwEAfVxccc89Y3tgy2yfyWRCYmIiJk2aBK1WK3U5ssZeioN9FA97KR72Uhxi9PHnR/CUym4CIAA4ODhAo9HA2dkZFosFZrO50zl+arUaKpUKra2tiIqKQnx8PCwWC9Tq9lMhk5OTERMT0+X763Q66HS6y65rNQuK/0JrtVrF90As7KU42EfxsJfiYS/F0Z0+sv8yuQikK9u3b0dGRgYAoLW1FYsXL8b48eOh1+vRt29fTJkyBUuXLkVbWxssFgvi4+MREBCAIUOGYPTo0fD398fKlSthsViQm5uLdevWdbqI5Fo08ypgIiIikglZB0CLxYKZM2dCr9cjMjISbW1t2Lx5s3X9Rx99hKamJgwaNAgDBw7EiRMn8NVXX8HBwQEqlQrbtm3D7t274evriylTpiAhIcE6rcy14lXAREREJBeyOgQ8ceJEZGZmWh/HxsYiNja2y+d7enpeMnfgz4WGhiIpKUmU2hgAiYiISC5kPQJoS3gImIiIiOSCAVAkbRYBbWaOAhIREZHtYwAUEQ8DExERkRwwAIqIAZCIiIjkgAFQBFqH9jbyPEAiIiKSAwZAEeg07beP4wggERERyQEDoAh0GgcAHAEkIiIieWAAFIGjpr2NHAEkIiIiOWAAFIFOeyEAcgSQiIiIZIABUATWQ8AcASQiIiIZYAAUgU7DEUAiIiKSDwZAEThxBJCIiIhkhAFQBI7aC9PAcASQiIiIZIABUAQcASQiIiI5YQAUgSPPASQiIiIZYQAUQccIIOcBJCIiIjlgABQB5wEkIiIiOWEAFAHvBEJERERywgAoAifeC5iIiIhkhAFQBBwBJCIiIjlhABSB04VzADkCSERERHLAACgCHUcAiYiISEYYAEXgyHMAiYiISEYYAEXAEUAiIiKSEwZAEei0nAiaiIiI5IMBUARefR0BAJkldTjfZJK4GiIiIqIrYwAUwciAfojwdUVjqxmf/lAodTlEREREV8QAKAKVSoUFt4UCAN5PzkNLGy8GISIiItvFACiS+0bq4efmhPL6FmxJL5K6HCIiIqIuMQCKxFGjxtO3hwEA3t6XzSlhiIiIyGbJJgAKgoBNmzZhzJgx1mU1NTWYOnUqwsPDodfrMX36dBgMhk6vKy0txUMPPYSgoCDo9Xr89a9/ta6rqqrC7NmzERQUhODgYCQkJHSrxgduCcSAfn1QXt+Cjw8VdOu9iIiIiHqKLALgrl27MGLECMTHx6O2trbTuvj4eGRnZ6OwsBD+/v5YuHChdV1zczPuuusuREVFIS8vDwaDAXFxcdb18+bNQ2RkJAoKCpCamoo1a9Zgx44d112nTuOAZ+4IBwBs/D4PJjOnhSEiIiLbI4sA2NDQgGXLlmHDhg2dlnt4eCAqKgoAoNFocO+99+LcuXPW9evXr8eAAQPw5z//GQ4O7XP1BQQEAACysrKQnp6OF198ESqVCnq9HnFxcdi4cWO3ap0xagC8+jrCcL4ZO0+UdOu9iIiIiHqCLALgrFmzMG3atCs+p7CwEGvXru00Arh161Y89thjl31+amoqoqOjodForMuio6Nx9OjRbtXqpHXA/JgQAMD6g7kQBKFb70dEREQkNs2vP8W2rVy5EqtWrUJtbS0WLVqEOXPmWNedOHECTU1NuPXWW1FcXIxhw4bhH//4BwYPHgyDwQBfX99O7+Xj44OqqqouP6ulpQUtLS3Wx3V1dQAAk8kEk+niBNBzovR4JykbJ8/VIflsOaIHeoq1uTapY9t/3gO6PuylONhH8bCX4mEvxSFGH/kzAFSCjIaokpKS8OSTTyIzM/OSdQaDAUuXLkV5eTl27twJANBqtfjNb36D9evXw9vbG2+88QY2bNiAU6dOYeXKlcjNze10yDczMxPR0dE4f/78ZT//lVdeQXx8/CXLP/30Uzg7O3datiVXjeQyNYZ5WPDEEJ4LSEREZCuMRiPmzp2L8+fPw83NTepyJCH7EcAOer0e69evh5ubG7KzsxEeHg4vLy8sWrQI/v7+AIC//vWv+Pvf/47MzEx4enoiLS2t03tUVFTAz8+vy89YsmQJFi1aZH1cV1eHwMBATJ48+ZIdaGhVIya/lYxTNWpE3DIeYd4uIm6tbTGZTEhMTMSkSZOg1WqlLkfW2EtxsI/iYS/Fw16KQ4w+dhzBUzK7CYAA4ODgAI1GYx2NGzZsGOrr663rVSoVVCoVnJycEBUVhfj4eFgsFqjV7adCJicnIyYmpsv31+l00Ol0lyzXarWX7ISD/Prhrht8kZhRhk/SivFabKQYm2jTLtcHuj7spTjYR/Gwl+JhL8XRnT6y/zK5CKQr27dvR0ZGBgCgtbUVixcvxvjx46HX6wEATz31FF5//XXreX0JCQkIDw9HeHg4Ro8eDX9/f6xcuRIWiwW5ublYt25dp4tIuut3Y0MAAF/8VIy6Zp5vQERERLZB1gHQYrFg5syZ0Ov1iIyMRFtbGzZv3mxdf//992PmzJkYOXIkBg4ciEOHDmHbtm3WkcBt27Zh9+7d8PX1xZQpU5CQkGCdVkYMMWH9Mdi3L4ytZmw9XCza+xIRERF1h6wOAU+cOLHTBSCxsbGIjY294muWLFmCJUuWXHZdaGgokpKSRKywM5VKhfkxIXjpvyexKTUfj44NgVqt6rHPIyIiIroash4BlIOZNw2Aq5MG+VVGHMiqkLocIiIiIgbAnubsqMGcmwMBAB+k5EtbDBEREREYAHvF/JgQqFTAgawK5FQ0SF0OERERKRwDYC8I6u+MOyJ8AAAfpRZIXA0REREpHQNgL3l0XAgAYOuPxWhoaZO2GCIiIlI0BsBecmu4F8K8XdDQ0oYvfuSUMERERCQdBsBeolKp8NsLE0N/mJIPi0U2t2AmIiIiO8MA2Itm3hSAvjoNcisbcTC7UupyiIiIbIIgCCisMmJ/ZjkOnq2AobZJ6pLsnqwmgpa7vjoNZkUF4IOUfHyYko8Jg72lLomIiEgSTa1mpORUYl9mOZLOVODcz0KfSgXcO9wfS++5Afp+fSSs0n4xAPay344NwQcp+dh/phz5lY0I8XKRuiQiIqJeUXK+CYkZZdh7uhypuVVobbNY1zk6qBHq7QKzRcDZ8gZ8dbwEPxXU4NMFY/i3sgcwAPaygV4umBjhjaQzFdiUWoD/N22o1CURERH1mOzyBuw+VYo9p0pxrPh8p3UD+vXBHUN8cMcQH4wJ7Y8+jg4AgAxDHRb+5yfkVDTiofWHsDNuPDxcHKUo324xAErgt2NDkHSmAp8fLsLzkwfDRccfAxER2QdBEHC8+Dx2nyrF7lOlyKlotK5TqYCoIA9MGuqLO4b4INynL1Qq1SXvMVTvhs/+EIMH/pWK3MpGvLDtOP71SNRln0vXh8lDAhMGeWOglwvyKhux7cg5zBsTLHVJRERE181sEZCeX41vTpRgT0YZSs43W9dpHVQYG+aF3wzzw11DfeDj6nRV7+nVV4d/PjQKM95Jxu5TZfjfUQNiRw3oqU1QHAZACajVKsyPCUb8jgx8mJKPR6KD+K8aIiKSFUEQcLSoFjuOleDrEwaU1bVY1zk7OuD2CB9MHuaL24f4wM1Je12fETnAHXF3DMIbiVlYuSsTvxnmBw3/XIqCAVAis6ICkLD7DLLLG5CcXYVbB3lJXRIREdEVCYKAjJI67DhWgq+OG1Bcc/HKXTcnDSYP88PdkX4YF+4FJ62DKJ+54LZQbE4vwrnaJmz4Phd/GB8iyvsqHQOgRFydtLg/KgCbUguw/mAuAyAREdmswiojth0pxvZjBuT+7Jw+Z0cHTB7qi6kj9Bg/2As6jTih7+ectA7465QIPLv5KN77Lhdzb+FhYDEwAEro8VsH4uNDBTiQVYGT584jcoC71CUREREBAOqbTfjmRCm2/lSMtLxq63KdRo07hvhg2kg9bo/wsV6525OmjdDj7X3ZyC5vwCc/FCGoxz/R/jEASii4vwumjtBj+zED1iXlYO3DN0ldEhERKZjZIiAlpxJf/FiMXadK0Wxqn6dPpWq/p/3MmwZg0lA/9O3l2SvUahWeuT0cz312FBtTCrAkslc/3i4xAErsqYlh2H7MgJ0nS5Bb0YBQ775Sl0RERApTWGXE5vRCfHnkXKcreMO8XXB/VABmjBoAf3dp78gxdYQ/3kg8g6LqJhyuVGGGpNXIHwOgxG7wd8OdQ3ywN7Mc7x7IxcpZI6QuiYiIFMBktmDv6TJ88kMhDp69eH969z5a3DdSj/ujAjAywN1mZqnQOKjx25gQvP71aXxXooYgCFKXJGsMgDbgj7eHYW9mObYdKcazdw3ifQ+JiKjHFNcYsTmtCJ8dLkJFffvULSoVMH6QNx68JRB33uDTIxdziOGBWwLxj8QslDaZkZxTjdtv8JO6JNliALQBUcGeiB7oiR/yqrFmfzaWzRgudUlERGRHzBYBe0+X4dO0QhzIqkDH4JlXXx0euDkAD40OQqCns7RFXgU3Jy1mjtLjox+K8GFqAQNgNzAA2ojnJ0fggXdTsSW9CH+4LRTB/XnjayIi6p66ZhO2pBfhg5T8TnP2jQvvj7mjgzFpqC8cNWoJK7x282OC8NEPRUjKqkReZSMGevHv5fVgALQRowd6YsJgbxzIqsDqb8/iH3NulLokIiKSqbzKRnyYko/PDxehsdUMAPBw1uKBmwPx0OgghMg4NIX0d8HQfhZk1KrxYUo+XrlvmNQlyRIDoA358+QIHMiqwH+PnsOTE8IQ4ecqdUlERCQTgiAgJacKG7/Pw74z5dbDvIN9++KxcQMRO2qAaHfnkNoEfwEZtcDnh4vw/OTBcL3OW80pGQOgDRke4I57hvth54lSvLHnDN6bf7PUJRERkY1rbbPgf0fP4d8H83CmrN66/I4hPnhs3ECMC+9vM1fyiiXCXUColzNyK4348sg5zI8Jkbok2WEAtDGLJg3GrpOl2JNRhvT8atwS4il1SUREZIMaW9qwOb0I/z6Ya527z9nRAbOiAvDo2BC7nldWpQIeiQ7Cq19n4sOUfMwbE2x3IbenMQDamHAfV8y5JRD/SSvCqzsy8L+nx0Gt5k5NRETtahpb8WFqPj5IyUet0QQA8HbV4fFbB+KhW4Lg7qyMw6GxN+rxRuJZ5FQ0IiWnCuPCvaQuSVYYAG3QokkR2HGsBCfOncfuU6W4e7i/1CUREZHESs83473vcvGftEI0mdov7Aju74w/3BaGmTfZz/l9V8vVSYP7owKwKbUAH6bkMwBeIwZAG+TtqsOUSD9s/bEYORUNUpdDREQSKqtrxrqkHHyaVojWtvZ78w7Tu+GpiWG4O9IfDgo+SjQ/JgSbUgvw7ekyFNcYEeBh+3MZ2grZTP4jCAI2bdqEMWPGWJfV1NRg6tSpCA8Ph16vx/Tp02EwGC77+s2bN0OlUqG0tNS6rKqqCrNnz0ZQUBCCg4ORkJDQ49txtZwd2/8l13Lhy05ERMpSXt+MV3dk4LZV+/FBSj5a2yy4JcQDHz42Gl8tvBVTR+gVHf4AINynL24N94JFAD4+VCh1ObIiiwC4a9cujBgxAvHx8aitre20Lj4+HtnZ2SgsLIS/vz8WLlx4yevNZjOWL19+yfJ58+YhMjISBQUFSE1NxZo1a7Bjx46e2oxr4ujQ/qNpZQAkIlKUmsZW/O3r9uC3MTkPLW0WRAV74OPHo7HlDzGYMNibFzz8zPyYYADAZ+mFaL5waJx+nSwCYENDA5YtW4YNGzZ0Wu7h4YGoqCgAgEajwb333otz585d8vp33nkH48eP77QsKysL6enpePHFF6FSqaDX6xEXF4eNGzf23IZcg46Z2TkCSESkDM0mM949kIPb/r4f6w/modlkwaigftj02GhsfTIGtw7yYvC7jDtv8MWAfn1QYzRhx7HLHwWkS8kiAM6aNQvTpk274nMKCwuxdu3aS0YAi4uLsXr1arz66qudlqempiI6OhoazcXTIKOjo3H06FHR6u6OjhtxMwASEdk3i0XAl0eKcecbB7D8m0zUN7dhiJ8r3n/0Fmx7aixu44jfFTmoVXhkTPso4Iep+RA6ZsCmK5L9RSArV67EqlWrUFtbi0WLFmHOnDnWdWazGXPnzsXLL78MT8/O8+kZDAb4+vp2Wubj44OqqqouP6ulpQUtLS3Wx3V1dQAAk8kEk8kkxuZYOajad+BmU5vo7y22jvpsvU45YC/FwT6Kh70Uz+V6ebasAf9vRwYOF9QCAHzddPjTneGIvbH9/L62tjYpSrVpl+vjzBv98I9vs3DyXB3S8yoxKrDfVb2HkqkEGUXlpKQkPPnkk8jMzLxkncFgwNKlS1FeXo6dO3cCAP7v//4Pp0+fxtatWwEAKpUKJSUl8PPzw+uvv47c3NxOh3wzMzMRHR2N8+fPX/bzX3nlFcTHx1+y/NNPP4Wzs7hXHiWVqPBlvgNu6m/BbwdzFJCIyJ5YBGBXkRqJBhUsggqOagGTAyyY4CfAUVmzuYjmk2w10irUiPKyYP6gK//dNBqNmDt3Ls6fPw83N7deqtC2yH4EsINer8f69evh5uZmvSjk448/xo8//njZ53t6eiItLa3TsoqKCvj5+XX5GUuWLMGiRYusj+vq6hAYGIjJkyeLvgPVphXhy/zT6O/jh3vuuVHU9xabyWRCYmIiJk2aBK1WGROQ9hT2Uhzso3jYS/F09PLOu+7C67uysftcMQDgziHe+H/3DoG+Xx+JK5SHrvbJoHN1mPGvQzhe44DRt90Or766Lt+j4wiektlNAAQABwcHaDQaODs7491330VFRQVCQ0M7PSciIgKrV69GVFQU4uPjYbFYoFa3nwqZnJyMmJiYLt9fp9NBp7t0h9JqtaL/Yuyja38/k0WQzS/dnuiDUrGX4mAfxcNeimf36SpsTi+GSgWsvH8EHrg5UOqSZOmX++SokP4YFdQPRwprsfWnEiy8c9AVX6t0srgIpCvbt29HRkYGAKC1tRWLFy/G+PHjodfr8dlnn6GhoQG1tbXW/wDgzJkz+N3vfofRo0fD398fK1euhMViQW5uLtatW3fZaWSkoOu4CtjEw79ERPbkTFk9AODBWwIZ/kT225gQAMDHPxTAZObfzyuRdQC0WCyYOXMm9Ho9IiMj0dbWhs2bN1/Va1UqFbZt24bdu3fD19cXU6ZMQUJCgnVaGal1BMBW7sBERHalvrn9wg5vVyeJK7E/dw/3g1dfR5TVtWDPqTKpy7FpsjoEPHHixE4XgMTGxiI2NvaqX//L611CQ0ORlJQkUnXi6pgGhhNBExHZl44A6OYkqz/BsqDTOGDu6CD8c1823k/Ow70j/KUuyWbJegTQnl2cCJqzmhMR2ZP6lo4AyPPQesLDY4KhdVDhcEENfiyolrocm8UAaKM6AiBHAImI7EvDhRFAV44A9ghfNyfMGDUAALAuKVfiamwXA6CN0jEAEhHZpXprAOQIYE954rYwqFTAt6fLkF1eL3U5NokB0EbxXsBERPaprrn9LhQcAew54T59MemG9rt9vXuAo4CXwwBoo3gRCBGRfeo4B5ABsGc9OTEMAPDfo+dQcr5J4mpsD/c+G8URQCL7JQgCssoakJJTiZScKpTVNcPXzQmxNw7A3ZF+UKtVUpdIPcQiAI0t7Rf38RBwz7opyAOjB3oiLa8a732Xi5enDZO6JJvCAGijHB0uzgMoCAJUKv5BIJIrQRBQUGVESk4VUnIqcSi3CpUNrb941nkkZpRh9EBP/Pu3N/MKUTvV/LOJHTgC2POeuT0c8/PS8MkPhfjDbWHwc+fcix2499konfbi0flWs8V6SJiI5KHkfBNSsquQklOF1JxKGM43d1rfR+uAWwZ6Iia0P8K8XXC8+DzeT85DWl415v37B3z8+2iOENmhjgDoqFHDScvf6z1t/CAv3BLigfT8Gqzdn43XYiOlLslmMADaqI4RQKD9MDADIJFtq2xowaHcjsBXhbzKxk7rtQ4qjArywNiw/hgX7oWRAf2sp3oAwORhfrhnuD8e/vchHCs+j5e3n8KbD9zYy1tBPa2p/fQ/TgLdS1QqFRZNisBD6w9hc3oh/jAhFAEezlKXZRO4B9oo3c/+MPBCECLbc77JhLS8aqTkVCI1pwqZpZ2nmlCrgOEB/TA2rD/GhvXHzcGe6ON45X/IDdW7Yf38m/HAu6nY9tM5TB7qiymRvJOBPekYAeTobu+JufAdTMmpwpp92Vhx/wipS7IJDIA2SqVSwdFBjVazhReCENmANrMFx4prceBMBQ6crcSJ4lpYOt9dEkP8XDE2zAtjw/pjdKjndZ3Hd3OIJ56cEIZ3knIQvyMDEyN8eKjQjjSZ28/n5vl/vev5yYORsi4Vn/9YjCcnhMHTUeqKpMc90IY5atoDIEcAiaRRcr4J32VV4EBWBb4/W4m6CxP4dgj1crkwuuCFMaGe6N9XJ8rnxt05CP87asC52ia8n5yPpy5MZ0Hy17ELMQD2rqhgT0yM8EbSmQos23kaCbGDpS5JctwDbZhOo0ZDCw8BE/UWQRBwylCHPadKsSej7JLDuu59tBg/yAu3DfbG+EFe8Hfv0yN1OGkd8PzkwVi05Rje2Z+NuaOD4O7MQ4b2oKnjELCOP8/e9uI9N+Dg2UrsySjDD8P7S12O5BgAbdjFuQDNv/JMIrpebWYL0vKqsSejDHtOlXa6WletAm4M7IfbBntjwmBvjAjoB4demqMv9sYBePdALs6U1ePjHwrw9O3hvfK51LOaOAIomUG+rngkOggfphZg5e5MqcuRHPdAG+bI+wET9YiOkb4vj5zD9mMGVNS3WNf10TpgYoQ3Jg/zxe0RPujnLM3JQmq1Ck9NDMNznx3Fxu/z8Ni4gb96EQnZvmbrOYAcAZTCc3cNxn+PGpBVdl7qUiTHAGjDdAyARKKqazZhS3oRNqcXIbu8wbrcw1mLyUP9MHmYL8aFe9nMRRdTR/gjYc8ZFNc0YeuPRZgXEyJ1SdRNHYeA3frwz68UPFwc8dxdg/Dy1sNSlyI57oE2jLeDIxLH+SYT3vr2LLYcLkLDhfuw6jRqTBrqixmjBuC2wd7QOtjerdE1Dmr8/taBeGVHBj5MLcAjY4J5VyCZu3gRCEcApfLImGB89N1pFEldiMQYAG1Yx+TPDIBE16/kfBMe3ZiOM2XtF3QM8umL340biGkj/WXxR/j+qAD8ffcZZJc3IDWnCmPDvaQuibrBehEIzwGUjNZBjZenDcX+pVJXIi3ugTas424gvAiE6Pq9+OVJnCmrh4+rDitnjcDEwd6yGkVzddJi5k0B+OhQATalFjAAylzHOYC8E4i0RgV5Sl2C5GzvmAdZ8SIQou7rONdv9ZwbcXuEj6zCX4f5McEAgD0ZpThX2yRxNXS9jhbVovLCReZyGH0m+8YAaMOsF4GYGQCJrlfHOX9eruJM0iyFQb6uiAntD4sAfPpDgdTl0DUQBAH7z5RjzrupmP1eGupNKmgdVAjuz/vRkrQYAG2Y9SIQEwMg0fVquHDWfV+dvA+5/XZs+yjg5rQinhYiAyazBV8eKcbdbx3E795Pxw951dCoVRjtbcH2P8YgwIMBkKQl79+Idq7jIhCOABJdn5Y2i/X701fm51zddYMv/N2dUHK+Gd+cKEXsqAFSl0SXYWxtw2fpRfj3wTzr4XoXRwc8NDoI88cE4kjyPoT79JW4SiIGQJvGcwCJuqfj8C8AuDjK+9edxkGNh0YH4c3ELHx8qIAB0MZUN7big5R8bErNR63RBADo7+KI340LwbwxIXB31sJkMuGIxHUSdZD3b0Q7p+Ot4Ii6pSMAujg69Not3HrSg7cE4p97z+JwQQ0yS+swxM9N6pIUr7jGiPXf5eKzw0VovnC6TnB/ZywYH4pZUQE2M6k40S8xANow3gmEqHs6zv+zlysufdycMHmYL3aeKMXHhwrweuxwqUtSrKyyevwrKQf/O2aA2SIAACIHuOHJCWG4O9LfLv7BQfaNAdCG8U4gRN3TMQIo9/P/fu6R6GDsPFGKL386hxfuvkH2F7fIzU+FNXhnfw6+PV1mXTYuvD+emhCOceH9ZTnNECkTf3PYMI4AEnWPNQDaUUiKCeuPUG8X5FY04r9HzuGRMcFSl2T3BEHAd2cr8c7+bPyQVw0AUKmAKcP88OSEMIwM7CdtgUTXwX5+K9ohXgRC1D0XDwHbz686lUqFh6OD8dpXGfj4UAEejg7iqFMPMVsEfHOyBOuScnDKUAcA0DqoMGPUADxxWxiv5iVZs5/finbo4q3gGACJroc9jgACwKybAvD33ZnILK3HT4U1iArmba3E1NJmxrafzuHdAznIrzICAPpoHTA3OgiP3zoQ+n59JK6QqPvs67eindFduHqMAZDo+jS0tF9Bb28B0N1Zi2kj9Pj8x2J8fKiQAVAkDS1t+PSHAvz7YB7K61sAAP2ctXh0bAh+GxMCDxdHiSskEo9s7gQiCAI2bdqEMWPGWJfV1NRg6tSpCA8Ph16vx/Tp02EwGKzrc3NzMWPGDERERCAwMBBPPfUUmpou3kezqqoKs2fPRlBQEIKDg5GQkNCr2/RrLo4AchoYouthjxeBdOg49+/r4yWobmyVuBp5q2powRt7zmDs8r1YtjMT5fUt8Hd3wv9NHYrkxXfgubsGM/yR3ZFFANy1axdGjBiB+Ph41NbWdloXHx+P7OxsFBYWwt/fHwsXLrSu27JlCx5//HGcOXMGGRkZyMnJQXx8vHX9vHnzEBkZiYKCAqSmpmLNmjXYsWNHb23Wr9JpeQ4gUXd0BEBXOxsBBICRgf0wfIA7Ws0WfH64SOpyZKm4xohXtp/CuJX78Pa+bNQ1tyHU2wWrZo3Agb/cjsdvHQgXO9x3iACZBMCGhgYsW7YMGzZs6LTcw8MDUVFRAACNRoN7770X586ds65/4YUXMHXqVACAq6srnnnmGezbtw8AkJWVhfT0dLz44otQqVTQ6/WIi4vDxo0be2mrfl3HCCBvBUd0faz3AbbDEUAAeGRMEADg07RCWC7MRUe/7nhxLZ759CdM+HsSPkjJR7PJghEB7vjXIzfh2z9NwAM3B1ovwiOyV7L4rThr1iwAQFJSUpfPKSwsxNq1azuNAP5SRUUF3N3dAQCpqamIjo6GRnOxBdHR0Xj77bfFKVoE1nkATQyARNfj4kUg9jER9C9NG6nH61+fRkGVEQezKzFhsLfUJdksi0XAvsxyrD+Ya53KBQBuDffCUxPDMDaMc/iRssgiAF7JypUrsWrVKtTW1mLRokWYM2fOZZ9XVVWFFStW4LXXXgMAGAwG+Pr6dnqOj48PqqqquvyslpYWtLS0WB/X1bVPC2AymWAymbq7KZfQqtv/RV9jbEVra6vN/nLq2Pae6IHSsJfi6OhffXP7//bR2GdPtSpgxo16bDpUiE0peRg7sJ/onyH3fbLFZMZ/j5VgY3I+civbr+jVqFWYOtwPj40LwQ3+rgCAtra2K72NKOTeS1shRh/5M7CDALh48WIsXrwYBoMBS5cuxX333YedO3d2es7x48cxe/ZsPPjgg3jwwQcBAGazGYLQ+ZCJ2Wy+Yshavnx5p3MIO+zZswfOzs4ibE1nzWZAq3ZAyflmvPf5Nwi08SmnEhMTpS7BbrCX4jBU1ABQIfPEUaiLj0hdTo8IaAYADfZlluPDL3bCu4dmKJHbPlnXCiSXqfB9mRoNpvbf604OAsb5CrjNz4J+uiLkHSlCngS7hdx6aau600ej0ShiJfIk+wDYQa/XY/369XBzc0N2djbCw8MBAO+//z6WLl2KNWvW4P7777c+39PTE2lpaZ3eo6KiAn5+fl1+xpIlS7Bo0SLr47q6OgQGBmLy5Mlwc+uZm7J/ZzyOr0+Woso1DH+4O6JHPqO7TCYTEhMTMWnSJGi19nmorbewl+Lo6KNa5ww0NuH2W8cgKthD6rJ6TIrxJyRlVaJANxC/vecGUd9bTvukIAj4qbAWH/9QhN0ZZTCZ2/+Rr3d3wqNjgzHrpgGSTgoup17aMjH62HEET8nsJgACgIODAzQajXU0buvWrXj11Vdx8OBBayDsEBUVhfj4eFgsFqjV7efaJScnIyYmpsv31+l00Ol0lyzXarU99mWOvSkAX58sxdcnSvHS1GE2fYPxnuyD0rCX4mhsbZ9CqV9fJ7vu54LbwpCUVYkvjhjw5yk3wL2P+Ntqy/tkU6sZ24+dw4cpBcgoufiHPSrYA78dG4J7Iv2gcbCdizpsuZdy0p0+sv8yD4Dbt29HeHg4hg4ditbWVrz44osYP3489Ho9AODNN9/EihUrLgl/ADB69Gj4+/tj5cqVWLx4MfLz87Fu3Tps27attzfjiiYM9kY/Zy3K61uQmFGGKZFdj1ASUWf2eieQXxob1h9D/FyRWVqPzWmF+MOEMKlL6hWZpXX4/HAxtv5YjPNN7ed06TRqxN44APNighE5wF3iColsl+38k+g6WCwWzJw5E3q9HpGRkWhra8PmzZut67Ozs/GnP/0JISEhnf6rqKiASqXCtm3bsHv3bvj6+mLKlClISEiwTitjKxw1ajwS3T7h6+pvszjVA9FVMluA5gtX0Lva6VXAHVQqFR67dSAA4IOUfJjseOqoWmMrPkzJx9S3D2LK6oPY8H0ezjeZEOjZBy/ecwN+WHonVs4awfBH9Ctk9c/iiRMnIjMz0/o4NjYWsbGxXT6/vLz8iu8XGhp6xallbMXvxw/Ehyn5yCytx86TJZg6Qi91SUQ2r/lnN9Bx0TlIV0gvmX6jHqt2nUHJ+WbsPFGC6TcOkLok0TSbzEg6U4EdxwxIzCizzo2qdVDhrht8MfvmAEwY7GPTp8gQ2RpZBUCl6ufsiMduHYi39p7Fyl2ZuOsGXzhp7f8PGlF3dATAPloHmzr/q6foNA74bUww3kjMwjv7czBthB5qGQciY2sbvsuqxM4TJdh7usx6PicADPV3w+ybAzD9xgHw5C3aiK4LA6BMPHFbKD5LL0JRdRPe+y4XcXcOkrokIpsiCAKyyhqQklOJlOxKJJ9t/0eSvd4F5HLmjw3Be9/l4kxZPfbI7JxhQRCQXd6AA1kVSDpTgbS86k53QRrQrw/ujvTDjJsGYJieh3eJuks5vxllzkWnwdJ7b0Dcf45g7f5szLxpAAI8xJ97kEguBEFAYbURydlVSMmpxKHcKlQ2tP7sGSr00aoxf0ywZDX2Nvc+WswfG4y1+3Pw9r6z+M0wX9EnkG9qNaOqsQW+bk7QdmNk9bzRhFMl53GksBZHCmtwpLAWVY2tnZ4T4NEe+u4Z7o8bA/vZ7GT4RHLEACgj00b445NDBfghrxp/+/o01j1iWxesEPW00vPN7SN8OVVIzanCudqmTuv7aB1wy0BPjA7uB3PJaSyYNQXOTpdO3WTPHr81FO8n5+OUoQ77z5TjjiG+v/6iq9BmtuD3H6Xh++xKmC0CHNQq+Ls7IcjTGUGezgj0dIaniyNcdBo4ax0gXHhNc5sZNY0m1Bhbca62CXmVjcivbESN8dI7MThq1Ige6ImJET6YMNgbYd4uDH1EPYQBUEZUKhVeuW8Y7v3nQXxzshT7z5Tj9ggfqcsi6jEtbWYczq9B0plyHMiqQFZZQ6f1WgcVRgV6YGx4f4wN88KNgf3gqFHDZDJh587T3RqhkitPF0c8MiYY732Xi3/uzcbtET6ihKicikYcyKoAADioVTBbBBTXNKG4pgkpOV3fQvNKBvTrgxsD+2FUUD+MCvLAML0bz28m6iUMgDJzg78bHh07EBuT8/DXrcex+7nbeBI02ZXCKiMOZJUj6UwFUnKq0GS6ePK/WgVEDnDH2DAvjA3rj5tDPODsyF9jv9Qxc8DRolrRRgHrL8ypGNzfGfufn4iKhhYUVhtRVG288L9NON9kQmNLG4wmM9Sq9nvuOmrU6OfsCE9nR/i66TDQqy9CvJwR0t8FLnY+PyORLeO3T4b+OiUC352tQHZ5A5ZuO4F1j9zEwyQkWy1tZqTmVCHpTAW+y6pAbmVjp/XerjpMGOyNiRHeuDXcC/2c+Q+eX+Pj6oT5McFYfzAPK77JxG2DvLt9JXR9c3sAdHPSQq1WwdfNCb5uTrglxFOMkomolzEAypCT1gGr59yIGe8kY9epUnz+YzEeuDlQ6rKIrlqtsRX7z5QjMaMMB85UdJriQ6NWISrYAxMivDFxsA9u8HflP3CuwzO3D8KWw8XIKmvA1h+L8eDooG69n1LuqkKkFPwmy1TkAHcsmhSBlbsyEb/9FEYG9EOEn6vUZRF1qajaiD0ZZUjMKEV6fg3MP7urja+bDncM8cGEwT4YF94frk72feeO3uDurMXCO8Lx+ten8UZiFqaN1HfrkGvHCKCrgqbVIbJn/CbL2BO3heLg2fbzpH6/KR3/e/pWng9INiW7vB5fHy/FNydLkFla32ndED9XTBrqi7tu8MXwAe6ynrTYVs2LCcam1AIUVhux/mAunrtr8HW/18UAyHBOZA8YAGXMQa3C2rk3YfraZBRWG/Hkxz/i48ej4ahR3pWPZDuyyxuw80QJvj5egjNlF0Ofg1qFW0I8MGmoHybd4Iug/pzHsqfpNA7465QIPPPpEbx7IBezogKue/7QxhaOABLZE36TZc7DxREbfnszZr6TgrS8aizZdgJ/nzWCoynUq3IqGrDzeAm+PtF5pE/roML4Qd64Z7g/7rrBhxdwSODe4f7YFFKAtPxqvPTfk3j/0Vuu65zKegZAIrvCb7IdGOTrin/OHYXHP0jHFz8Vw1Gjxt9iIxkCqUeV1zdj+1EDvjxyDqcMddblGrUKtw7ywr3D/TF5qB/cnXnIUEoqlQrLZg7HPW8dRNKZCuw4XoL7Ruqv+X0amnkRCJE94TfZTtwe4YM3HhiJRVuO4T9phXBQA69Nj+TVkySqplYz9mSUYttP56x3hADaQ9+4cC/cO8Ifk4f6cqTPxoT79MXTt4fjH99m4dUdp3DboGufTufiCCADPZE9YAC0IzNGBcBiAf689Rg+PlSIZpMFy2YM5zmB1C1mi4BDuVXY9tM57DpZ0mnKllFB/TBj1ABMHaHnBUg27qmJYfjquAFnyxvw6lcZePOBG6/p9bwKmMi+8JtsZ+6PCoBFELD4i+PY+mMxCquN+NcjUfzjTNfsXG0TtqQX4fPDRTCcb7YuD/J0RuyoAZgxagAGerlIWCFdC0eNGivuH47Z/0rFtp/O4dZwL8y8KeCqX2+dB5ABkMgu8Jtsh2bfHAhvVx0WfnoEaXnViF2bjDVzR2FEQD+pSyMbZzJbsPd0OTanF+JAVgWEC1P1uffRYuoIf8wYNQBRwR48tUCmooI9EXfnIKz+9ixe+u9JjAzshzDvvlf12ot3AuGfDSJ7wG+ynZoY4YNtfxyLxz5MR2G1ETPeScHCO8Lx9O3h0HbzllBkf/IrG/HZ4SJ8frgYlQ0t1uVjw/rjwdFBmDzUF05aBwkrJLEsvGMQfsitRmpuFZ7+5Cf89+lxV/WzvXgnEJ4DSGQPGADt2CBfV2x/+la89L+T+Pp4CVZ/exbfni5D/H2RiAr2kLo8klib2YJvT5dhU2oBUnKqrMu9+uow++YAzLk5ECE8xGt3HNQqvPXgjbjnnweRWVqPxV8cxz8euPGKswYIwsUAyHMAiewDv8l2zsPFEWvn3oTfDDPg//57EifP1eH+dSn41yNRmBLpJ3V5JIGaxlZ8drgIH6UW4FxtEwBApQImDPbGg7cE4c4bfDhKbOd83JzwzwdHYf7GNPzvqAH+7n3wwt1Duny+yQKYzO3nAzAAEtkHfpMV4r6ResSE9sfTn/yEtPxqHC+uZQBUmAxDHT5Mycd/j55DS5sFAODhrMVDo4MwNzrouu8QQfI0NtwLK+4fgT9/fgz/OpADfT8nzI8Juexzmy9c+K1SAS6O/LNBZA/4TVYQb1cdRgX1Q1p+NUxmi9TlUC8QBAH7z5Tj3QO5+CGv2rp8mN4Nj44NwbSRep7bp2CzogJQer4JCXuy8PL2U3DSOOCBWwIveV5HAOzrqOEE80R2ggFQYTrmBGxtYwC0Z61tFuw4ZsB73+Va78froFZhSqQffjc2hFfyktXTt4ejrK4FHx0qwF+/OI76ljY8fuvATs9puhAAefiXyH7w26wwjhfO7WrlCKBdamhpw+a0Qmz4Pg8lF+bu66vT4OHoIDw6LgT+7n0krpBsjUqlwqvTh8FJq8b6g3l47asMnDe24rm7BltH+5rN7f/LOQCJ7Ae/zQrTMQLYwhFAu1JrbMWG7/PwYUo+6i7M1+btqsNj4wZibnQQ3Ptw6g7qmkqlwtJ7boCbkxZvJGbhn/uykVFShzdm3whnLXBhl+Jt4IjsCAOgwvAQsH2pNbbi3wfz8EFKvnWajlAvFzxxWyhiRw3g+X101VQqFRbeOQg+bjr83/9O4dvT5Zi65iDeemDExXMAdfyTQWQv+G1WmI7pPXgRiLx1jPi9n3wx+A31d0PcneGYPNSPJ+rTdZtzSxCG+rvjqU9+RFF1E2a9+wP8+rT/3uA5gET2g99mheEIoLxdLvjd4O+G5+4ahMlDfXlhB4lieIA7vl44Hi/97yR2HDPAYGzfr3gImMh+MAAqjE7Di0DkqNlkxvvJ+XgnKdt6T9Yhfq547q7BmDzUlyN+JDp3Zy3efmgUZoz0w18++xFVLSoEevIiIiJ7wQCoMNargDkCKAtmi4AvfirGPxKzrFf1tge/QTzUS71i/CAvvDDSDL9hYxAd5i11OUQkEtnc70kQBGzatAljxoyxLqupqcHUqVMRHh4OvV6P6dOnw2AwdHrd6tWrER4ejgEDBiA2NhaVlZXWdVVVVZg9ezaCgoIQHByMhISEXtseqfAQsDwIgoD9meW4562D+OvW4yg53wy9uxPemD0SX8eNx5RIf4Y/6jWODsCYUE/r7w8ikj9ZfJt37dqFESNGID4+HrW1tZ3WxcfHIzs7G4WFhfD398fChQut67Zs2YJNmzYhLS3Nuv6JJ56wrp83bx4iIyNRUFCA1NRUrFmzBjt27OitzZKE1joPoCBxJdSVogZg/vuH8bsP0nGmrB5uThosvWcI9v15Iu6PCoADgx8REXWTLA4BNzQ0YNmyZXB1dcWTTz5pXe7h4YGoqCgAgEajwb333ou//e1v1vWrV6/Gyy+/DE9PTwDAa6+9Bn9/f1RXV6OyshLp6enYvn07VCoV9Ho94uLisHHjRkybNq13N7AXXRwBNEtcCf1SVUMLVu06jS0nHCCgBo4aNR4dG4I/TgxDP2dHqcsjIiI7IosAOGvWLABAUlJSl88pLCzE2rVrrSOAbW1tOHz4MMaNG2d9jpeXF0JCQnDixAnk5+cjOjoaGs3FFkRHR+Ptt9/umY2wEY68CMTmtJkt+PhQAd5MzLowibMK943wx1/vHoIAD2epyyMiIjskiwB4JStXrsSqVatQW1uLRYsWYc6cOQCAiooKmM1meHl5dXq+j48PqqqqYDAY4Ovre9l1XWlpaUFLS4v1cV1dHQDAZDLBZDKJtUk9Si20B79Wk0W0mjveRy49sCU/5FXj1a8ykVXeAAAY4tcXv+lfiz/EDoFWq2VPrxP3SfGwl+JhL8UhRh/5M7CDALh48WIsXrwYBoMBS5cuxX333YedO3fCbG4/xCkIQqe50cxmM1QqFcxmMwSh83lwHeu6snz5csTHx1+yfM+ePXB2lsdITakRADRoaGrGzp07RX3vxMREUd/PntW2AP8tUONIVfuIrLNGwL2BFoz1rYVaxV6KhX0UD3spHvZSHN3po9FoFLESeZJ9AOyg1+uxfv16uLm5ITs7G/7+/hAEATU1NdZzAIH2kUE/Pz+UlJQgLS2t03t0rOvKkiVLsGjRIuvjuro6BAYGYvLkyXBzcxN/o3pAQZURy499DzhocM89vxHlPU0mExITEzFp0iRotZwo9krMFgGfpBXhzcSzaGw1Q60CHrolEM/eGQYPZ0f2UiTso3jYS/Gwl+IQo48dR/CUzG4CIAA4ODhAo9HA2dkZLi4uiIiIQEpKCqZOnQoAKCkpQVlZGUaOHAm1Wo34+HhYLBao1e2jMMnJyYiJieny/XU6HXQ63SXLtVqtbL7Mzk7tFxOY2gTRa5ZTH6RwuqQOL2w7gWNFtQCAm4L64bXYSAzTu1/yXPZSHOyjeNhL8bCX4uhOH9l/mUwD05Xt27cjIyMDANDa2orFixdj/Pjx0Ov1AIAnnnjCOnVMa2srlixZggULFsDZ2RmjR4+Gv78/Vq5cCYvFgtzcXKxbt67TNDL26OcXgfzyEDj1jGaTGat2ZWLa29/jWFEtXHUavB4bia1Pjr1s+CMiIuppsg6AFosFM2fOhF6vR2RkJNra2rB582br+meffRYTJkzA4MGDERISgj59+mDFihUAAJVKhW3btmH37t3w9fXFlClTkJCQYJ1Wxl79fCJXXgnc89LyqjFl9Xd4JykHbRYBU4b54dvnJ+CRMcGcyJmIiCQjq0PAEydORGZmpvVxbGwsYmNju3y+Wq1GQkJCl3f4CA0NveLUMvao41ZwQPvdQHQaBwmrsV/NJjP+vvsMNibnQRAAPzcnvDp9GCYP6/ocUyIiot4iqwBI3ffzAGji3UB6xJHCGjz/+THkVjQCAB64OQAvTR0KNyeec0JERLaBAVBh1GoVNGoV2iwC7wcsspY2M1Z/exbvHsiBRQB8XHVYcf9w3DHE99dfTERE1IsYABXIUaNGW6uZAVBEZ8vqsfA/R5BZWg8AmDFqAF6eNpS3cCMiIpvEAKhAjho1jK1mtJp5P+DuEgQBH/9QiNe/ykBLmwX9XRzxtxnDMSWS5/oREZHtYgBUoI7zAFvbeA5gd1Q3tuKvW4/j29NlAIDbBnsjYfYI+Lg6SVwZERHRlTEAKpDW4eJcgHR9krMr8afPjqK8vgWODmosvnsIfjc2hFO7EBGRLDAAKpCuYzJongN4zSwWAf/cdxZv7T0LQQDCvF3wz4dGcUJnIiKSFQZABXJkALwutcZW/Omzo9h/pgIA8NDoQPy/qcPQx5FzKRIRkbwwACrQxdvB8SKQq3Xy3Hk89cmPKKpugk6jxt9mDMesqACpyyIiIrouDIAKxItArs3WH4vx4pcn0NJmQaBnH/zrkSge8iUiIlljAFQgXgRydVrazHjtqwx8fKgQAHB7hDdWzxkFd2fe0YOIiOSNAVCBeA7grzPUNuGpT37CsaJaqFTAs3cOQtwdg3iVLxER2QUGQAViALyylOxKPPOfI6hubIV7Hy1WP3gjbo/wkbosIiIi0TAAKtDFAMiLQH5OEAS8+10uVu3KhEUAhvq74V+PRCGov7PUpREREYmKAVCBOi4CMZl5EUiH+mYT/vz5Mew+1X5Xj/tvCsDfZkTCScspXoiIyP4wACqQIy8C6SSrrB5PfvQjcisboXVQ4ZX7hmHu6CCoVDzfj4iI7BMDoAJ1HAJu4TmA2HHMgMVfHIex1Qx/dye88/BNGBXkIXVZREREPYoBUIF4EQhgMluw4ptMbPg+DwAwNqw//vnQKHj11UlcGRERUc9jAFQgpQfAsrpmPPPpT0jPrwEAPDkhDH+ePBiaC4fGiYiI7B0DoAJprReBKC8ApmRXIm7zEVQ2tMJVp8HfZ4/AlEh/qcsiIiLqVQyACqRT4AigxSJg3YEcvLHnDCwCMMTPFeseicJALxepSyMiIup1DIAKpLSrgGuNrfjTZ0ex/0wFAGB2VABei+UUL0REpFwMgAqkpHMA0/Kq8afPjuJcbRN0GjVemx6JB24JlLosIiIiSTEAKpASpoFpM1vwz71nsWZ/NiwCENLfGWsfvgnD9O5Sl0ZERCQ5BkAFsveLQIqqjXh28xH8VFgLAJgVFYBX7huGvjru7kRERAADoCLZ8yHg/x09h5e+PIn6lja46jT428zhuG+kXuqyiIiIbAoDoALZ40Ug1Y2t+H//O4mvjpcAAKKCPbB6zo0I9HSWuDIiIiLbwwCoQPY2Dcw3J0rw0n9PoqqxFQ5qFZ6+PRxxd4RzYmciIqIuMAAqUMchYLmfA1jV0IJXdmRgxzEDAGCwb18kzB6JEQH9pC2MiIjIxjEAKlDHRSByHQG0WAR8drgIK77JxPkmExzUKjw5IRRxdw6CTsO5/YiIiH6NbI6RCYKATZs2YcyYMdZlJpMJr776KoYPH47AwECMHz8eR48e7bQ+Li4OgYGBCAkJwbx581BbW2tdX1VVhdmzZyMoKAjBwcFISEjoxS2STscIYF1zGywWQeJqrk2GoQ6z/pWCJdtO4HyTCTf4u+HLP47FX34zhOGPiIjoKskiAO7atQsjRoxAfHx8pwCXlZWF2tpaHDp0CEVFRXjkkUcwbdo0mEwmAMCKFSuQkZGBzMxMZGdnQ6vV4rnnnrO+ft68eYiMjERBQQFSU1OxZs0a7Nixo5e3rveFebvAVadBZUMLdp4skbqcq1LV0IKX/3cS09Z8j58Ka+Hi6ID/mzoUO54Zx0O+RERE10gWAbChoQHLli3Dhg0bOi0fNmwY3nzzTbi4tN/P9Q9/+AMaGxtx9uxZAMCRI0cQGxsLFxcXaDQazJ07F4cPHwbQHh7T09Px4osvQqVSQa/XIy4uDhs3buzdjZOAq5MWvx8fCgB4c0+WTZ8L2GwyY+3+bEz8exI+TC2A2SLg3uH+2Pv8RDx+60Be6EFERHQdZPHXc9asWZg2bdqvPs9oNMJoNMLdvf1uD3PmzMEnn3yC8vJyNDY2Yt26dXj44YcBAKmpqYiOjoZGc/E0yOjo6E6HkO3Z4+MHwtPFEbmVjXj6k5/QbDJLXVInrW0WbE4rxO0JSfj77jOob2nDML0bPv19NNY+fBP83J2kLpGIiEi27OoikJdeegkTJ07EgAEDAACzZ8/GF198Ab1eD41Gg5EjR+KTTz4BABgMBvj6+nZ6vY+PD6qqqrp8/5aWFrS0tFgf19XVAWg/17DjsLNc6NTAypnD8PR/jmFPRhnmvJuKf84ZAX2/Ptf8Xh3bLkYPmlrN2PJjMf79fT5K69p7rXd3wqK7wjFthD/UapXsen0txOylkrGP4mEvxcNeikOMPvJnYCcBsKmpCU8//TSOHTuGXbt2WZc///zzUKvVqKqqgqOjI1544QU89NBD+PLLL2E2myEInS+AMJvNUKlUXX7O8uXLER8ff8nyPXv2wNlZnhMOPzFYhQ1n1DhWfB6/Wf0d7g60YLyfAIeu29ClxMTE667jfCuQWqbCd6VqNLa1f7ibVsAdegtu9WuA1nAUuwxHr/v95aY7vaSL2EfxsJfiYS/F0Z0+Go1GESuRJ9kHwJycHNx3330YO3YskpOT4eTUfmjQaDRi7dq1KC0ttR4SfvPNN+Hl5YWzZ8/C09MTaWlpnd6roqICfn5+XX7WkiVLsGjRIuvjuro6BAYGYvLkyXBzc+uBresdM2uMeG7LcRwvrsOX+Q44ZeyLP08ehAmDvKBW/3oSNJlMSExMxKRJk6DVaq/6c01mC1JyqrD1JwO+PV2OtgtXJAd49MET40Mw80Y9dFplXdl7vb2kzthH8bCX4mEvxSFGHzuO4CmZrANgTU0N7rjjDrz00ktYsGBBp3UWiwVms7nTOX5qtRoqlQqtra2IiopCfHw8LBYL1Or2UyGTk5MRExPT5efpdDrodLpLlmu1Wll/mUN93PHlH2/F5vRC/H33GWSVN+CJj48gpL8z5seEYNpIPbxdL93uX7qaPhhb2/BDbjUST5fhmxMlqDFeHIaPCvbA/Jhg3DvcX/EXd8h9n7IV7KN42EvxsJfi6E4f2X+ZB8DPP/8cQ4cOvST8AUDfvn0xZcoULF26FKtXr4Zarcarr76KgIAADBkyBGq1Gv7+/li5ciUWL16M/Px8rFu3Dtu2bZNgS6TnoFbh4ehg3BPpj3eSsrE5vQj5VUa8+lUGXvs6AzcG9sPtET4YEeCOyAHu8Or764GwzWxByflmZJTU4XhxLY4U1uJwQU2nCai9+jri3uH+eHB0EG7wl+8oKhERkZzIOgBmZ2cjOTkZISEhnZYvXrwYTz31FD766CP85S9/waBBg2CxWHDzzTfjq6++goND+2HFbdu24bHHHsObb74JDw8PJCQkICoqSoItsR0eLo548d6heO6uwdh25By2pBfhxLnzOFLYHuA69HPWwtfVCT5uOjhp1KgoU2N3/TEYTRbUNZlQ1diKczVN1sO6PzegXx/cNtgbd0f6YWxYf8WP9hEREfU2WQXAiRMnIjMz0/p41apVWLVqVZfP9/T0vGTuwJ8LDQ1FUlKSmCXaDRedBvPGBGPemGCUnm/G3swyHMqtxinDeeRVNqLWaEKt0YQzZfUXXqHG0eqyS97HUaNGqJcLRgb0w8jAfhg90BNh3i5XvNiGiIiIepasAiBJw8/dCQ9HB+Ph6GAAQGNLG4prmlBW14yK+hY0trTi+ImTGHLDULg56+DmpIWHsxaBns7wc3O6qgtJiIiIqPcwANI1c9FpEOHnigg/VwDtV2S5V5zAPTHBPLGWiIhIBnjyFREREZHCMAASERERKQwDIBEREZHCMAASERERKQwDIBEREZHCMAASERERKQwDIBEREZHCMAASERERKQwDIBEREZHCMAASERERKQwDIBEREZHCMAASERERKQwDIBEREZHCaKQuQM4EQQAA1NXVSVyJtEwmE4xGI+rq6qDVaqUuR9bYS3Gwj+JhL8XDXopDjD52/N3u+DuuRAyA3VBfXw8ACAwMlLgSIiIiulb19fVwd3eXugxJqAQlx99uslgsMBgMcHV1hUqlkrocydTV1SEwMBBFRUVwc3OTuhxZYy/FwT6Kh70UD3spDjH6KAgC6uvrodfroVYr82w4jgB2g1qtRkBAgNRl2Aw3Nzf+UhMJeykO9lE87KV42EtxdLePSh3566DM2EtERESkYAyARERERArDAEjdptPp8PLLL0On00ldiuyxl+JgH8XDXoqHvRQH+ygOXgRCREREpDAcASQiIiJSGAZAIiIiIoVhACQiIiJSGAZAumaCIGDTpk0YM2ZMp+VHjhzBmDFjEBwcjKFDh2LPnj0SVSgfXfVy5MiRGDBgAEJCQhASEoIZM2ZIVKE87Nu3D+PGjUN4eDjCwsLw9ttvW9dxv7x6V+oj98lrs2rVKkRERCAoKAjDhw/H9u3breu4T16bK/WS+2U3CETX4JtvvhEiIyOF0NBQISIiwrq8rq5OGDBggJCYmCgIgiAkJSUJ7u7uQklJiVSl2ryueikIghAYGCjk5uZKVJn8/P73vxcyMjIEQRCEnJwcQa/XC9988w33y2vUVR8FgfvktUpKShJaW1sFQRCEAwcOCE5OTkJlZSX3yevQVS8Fgftld/AqYLomW7duhU6ng6urK5588klkZmYCAN577z188803+PLLL63Pve+++3DnnXfi2Weflapcm9ZVLwGgb9++KCoqgoeHh4QVyteiRYug0WgQHh7O/bIbOvq4atUq7pPd1L9/fyQnJ+O7777jPtlNHb0cMmQI98tu4CFguiazZs3CtGnTLlmempqKcePGdVoWHR2No0eP9lJl8tNVL00mE4xGo+JvU9QdFRUVcHd3537ZTR195D55/Zqbm7F69WqMHj0aQ4YM4T7ZDb/sJffL7mEAJFEYDAb4+vp2Wubj44OqqiqJKpKv6upqqFQqhIWFYfDgwfj973+P0tJSqcuSjbS0NHz11VeYO3cu98tu+HkfuU9eu5ycHAQGBsLZ2Rmffvop1qxZA4C/K69HV73kftk9DIAkCrPZjF+eTWA2m6FSqSSqSL58fX3R1taGvLw8pKamwsHBAdOmTbukv3Spzz//HNOnT8emTZswcOBA7pfX6Zd95D557cLCwlBUVASj0YjnnnsOMTExOHv2LPfJ69BVL7lfdo9G6gLIPnh6eqKysrLTsoqKCvj5+UlUkbx1/DHo378/3nnnHbi7uyMvLw+hoaESV2abzGYz4uLisH//fuzZswfDhw8HwP3yWnXVR4D75PVycnLC3LlzsXfvXnz44YfcJ7vhl718/fXXuV92A0cASRRRUVFISUnptCw5ORkxMTESVWQ/BEGAxWKBo6Oj1KXYrGeffRY5OTlIS0vrFFq4X16brvr4S9wnr51Op4OzszP3SRF09PKXuF9eI4muPiaZ279/f6epS4qKioR+/foJe/fuFQRBEL7++mshODhYaGhokKpE2fhlL7Ozs4UzZ84IgiAIzc3Nwh//+Edh4sSJUpVn84xGo+Dg4CCUlpZeso775dW7Uh+5T16b4uJi4dNPPxVMJpMgCO1Tl+j1euHs2bPcJ6/RlXrJ/bJ7eAiYRBEQEIDNmzfjj3/8I6qrqxEeHo4dO3bAxcVF6tJkp7q6Gg899BCamprg5OSEu+66C1u3bpW6LJuVl5cHi8WC6OjoTsvDwsKwd+9e7pdX6Up9XLFiBffJa6DT6bBhwwY8++yzcHV1RVhYGLZv347w8HAA4D55Da7Uy/T0dO6X3cB5AImIiIgUhucAEhERESkMAyARERGRwjAAEhERESkMAyARERGRwjAAEhERESkMAyARERGRwjAAEhERESkMAyARERGRwjAAEhERESkMAyARERGRwjAAEhERESkMAyARERGRwjAAEhERESkMAyARERGRwjAAEhERESkMAyARERGRwjAAEhERESkMAyARERGRwjAAEhERESkMAyARERGRwjAAEhERESkMAyARERGRwjAAEhERESkMAyARERGRwjAAEhERESkMAyARERGRwjAAEhERESkMAyARERGRwjAAEhERESkMAyARERGRwjAAEhERESkMAyARERGRwvx/vxqeGoC5PRQAAAAASUVORK5CYII=",
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ " Figure\n",
+ "
\n",
+ "

\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure()\n",
+ "plt.plot(gas_time, (gas_t.T[22]+1990)/2 - 273.15)\n",
+ " \n",
+ "plt.grid()\n",
+ "plt.xlim(6, 36)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "30efefd4",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "6f04b544ad834d7292965219eb562d7d",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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bYDQIOHquEf/1/iG8u6ccNlG85muQ5zEAakR5dQsAIC1Gff3/ujI9NwV/un8kQo16fF1ajakrt+P7cw1KF4uIyO+J7QnQk71zgo16TM9NwV/m5GFURjREAB8cOIvnNhzC9+cbL/t88i0GQI1wTQGTqvIm4Av9YFA8Nvx8LFKig1FW3Yxpr+7A50e7X6OZiIi8y9FeA9jTPoBXIj48CPN+2B9P/jALEUEBOFvXioJNh/GXojK02Owevx5dHQZAjaioddYAJqtwBPDlDEwMxwePj8WojBg0tNkx583deHVbifwXKBER+ZZrGhhvDtC7ISMGv5ueg5uyYgEAmw9X4mdv7sbeUzVeuyZdOQZAjaisbwUAJEUGKVySqxMbFoi/PJiHmSNTIUrA7zYfxUPr9qC2mf0CiYh8zSE3AXt3qG5YoAGP3tIPv7xjAGJCAlBZ14ZfvHsAr39RiqY2h1evTd1jANSAZqtdngMwIUKbARAAjAYdlt6dgyXTcmA06PBZ8XlM/ONX2F9eq3TRiIj8ytVOA3O1hqdE4XfThyF/uHOVqH+XVOHZ977FzhPVABuDFMEAqAHn6p2LdocY9QgL1PbMPYIgYNaoNPzz5zciPTYEZ2pbMON/d+D1fx+X/yIlIiLvcgVAH+U/AEBQgB5P3TYAr8wajqTIQNS32vDK1hK8/K9jqOYsET7HAKgBlXXO5t/EiCCPDNlXg6GmSGyaexN+nJ0Im0PC4v8rxqzVX8vzHRIRkfe4+mB3txSct+QkR+G3d+Vg6vAk6AB8U1aL+f/4Fl8cM7M20IcYADXgXHv/Py03/15KRFAAXr1vBJZOy0GIUY9dJ6rx4z98iXf3lMsdlImIyPNcDS7e7gPYFaNehxm5qfjNXdnIjAtBi03E6i9P4HefHIWlqU2RMvkbBkANcAXARI0OAOmOIAi4Z1QaPn5yHEamR6OxzY5n3/sWD/55D07XsDaQiMgbHHIAVLYcaTEhWDR5KGaOTIVBAL49XYcH/7wX33CksNcxAGqAawRwfESgwiXxnvTYUPz9kTGYP2EQAvQCPis+j9tf/jde++I4bA7OIk9E5DGdGliUaAK+kF4nYPJ1SfjttBykRAWjptmKZ949gA3fnIaDrUFewwCoAXINYC9rAr6QXifgsfH98H/zxmFURgxabA4s+bgYk/74FbYdPc9mYSIiD+gcqtTUrzw5KhgvTh2KiTmJAIAN+yrwy3cP4HxDq8Il650YADWg8yAQf9A/IRx/f2Q0fj99GKJDAnD0XAP+843dmPn619h9slrp4hERaZrYqQpQqT6AXTEadHj2jkF47s5BMBoE7CurxaIPvlO6WL2StucU8ROuaWDi/SQAAs6/SmeMTMVtgxOw8vMSrPv6FHadqMaM/y3CdalR+NmNGZiQnYigAL3SRSUi0pTOqzDpVVoN9KMhiYgKNuLt3WVYNHmo0sXplRgAVU6SJJgb2wNgeO/tA9iV6FAjnp80BA/c1BevbP0e/9h7BgfKa/HU3/cj7H0Dbhscj+vTohAfHojwoACli0tEpHpip27VamoCvpApKgj/7z+G98oBkGrAAKhyTVYHrHbnv9bYMKPCpVGOKSoYS6YNwy9+NBBv7yzD33aV4WxdK97fX4H391c4j4kMwhBTBG4dFI/hqVHKFpiISCVEScLnR8+j1NyIAL0efcI6KhN8tRIIqQ8DoMpZ2mv/ggP0CDHy1xUXFoi5P+yPx3+QhX3lNfjo20p8XnweJyxNqKhrRUVdK/515DwMOqB/fBiyk6MwJDkCadHBCDSwuZiI/M9bRafwxo6Tl9zHAOi/mChUztK+PE5MqP/W/l2KTicgNz0GuekxuH9MOo6crUdxZT0OVdThuzP1qKxvw5HKRhypbAT2Op8TH25EfHgQokICkBYTiqiQADhECeHBBoQHGhAeGIDwIAOCA/SAwp+JogTYHA5Y7RJsDhHW9kebTcSZmhZYRRE2mwNWEbDZHbA6RNjsEoKNejhECdXNbXCIzgXfHaIEhyTC4ZBgF4GgAB3sooTGFjtCA/WIDjUiOjQAMSFGRIcYER1qRHyEAwadSjsHXUgC2uzOe1XbbIXVLjnvj915z2wOEVabiO/PN6LNLuJcXYvzGIfovMcOyXmsXYTBoEObzYH6VjvsDhE6QUCAQYcQox6hRgOSIoMQERwAq11EWJBzacakyGDNL9FIvdsXx8wAgOvTIpEYHozic/U4UdWMhHCj4p91pBx+aqlcdaMzAPpz8++VCA8y4IaMGNyQEYPkqGCcqW3Bp4cr8e2Zehw/34T6VhvON1hxvsG13qSly3MF6IGE8GCkx4XAFBkMAAgNdNbAGnQCdIJz5JygA05UNcHmkHCuvhW29tBhFyXYHa7wIcGo18FqF1HTYoXVJsImSrDZHbA5JFgdEqwOByQRsDpEtNgcsNlFeZJWNTDonFP06HU66AUBer0Ag05An7BA9AkPRFCAHjGhRsSEGhEaqIdBp0OAXkBjqx0iJJyta4XdIUGUJNhFEXaHBFt76AoJ1MNql2BuaJVDrFV0wGqT5PCmEwRY7SIa2mzO/e2hzWp3BjibQ9n7ExygwyuzrueAJFIta/tcqpOGmTAwIRwAUNdiQ4BaR4CQTzAAqlw1awB7TBAEpESH4PYhibh9iHM+qfpWG8qrW1DdZEVNsxV2h4TaFhvO17eivtWOxlYbGlptsImAzQGcrm3B6doWhV+Jk15wTo0QFKCHUa+DoAOMej2MegEBeh0CDDoYdToEBAiICjbCoBfQanXW4Olc4U0QYNA7Q1xMqBF6nYCGFisa2hyoaXbek+omG2qabKhvtbld3y4CdlEC4J60qhqtOFLZ4MM7cWWMBkG+P0aDDgF6HYx6HcKCDAg06OEQRRgDdAjQ6WA0tD/0grNvVHggAg06NFsd0OsEOERnDWyLzYGmNjsAoL7VjqqGNjS22XHS0owWm4i6FhsDIKmW2D7vX+c5nyODOWjO3zEAqlxV+5qIsaH+NwLYkyKCAjDU1PGBlxIdAgAXLTdntYuobrbiXH0rrHYRZ+taUVnXiqY2O5qtDthFCZLkrM0SJSDEqEeAXgdRAgx6AQE6HQIMAgxCe/gw6BAXaoTRoEeL1YEAgwCjXgejQY8AHWAM0CNAp0NKdDCMATpUN1md+/XO8wTo9fKHdldl7swTxzhECbFhgbCLEk5XN8EhAXaH6GxSliQ4HM5aTL1OgLmhDSeqmpwBstGKJquj/VgRkuQaYShBr9PBoNdBr3P2OXIFr4igAAQG6GF3OBCg1zvvj855f4wGZ8BNiAhCYIAODa02Z7AzCO3hTY+A9pCXERuKwAAdKmtbu2zS8sS9uXD/Q+v2oMUmcv16UjXXtC9qHvFLvscAqHJsAvYto0GHxIggJEYE+SxwdT7GqFd+/WO9TpD7tDWGdP2+62lY8uYxoa4+eD7+fnN9oXKRGlIzSSXr/pK6sAOAyrEJmEi9XB+gXKaQ1My19JuOIz6oEwZAleMoYCL1ctUAipc5jkhJroU/2ARMnTEAqpyrBjCWAZBIdTqagFkDSOrlen/q2AZMnTAAqpxrIujYMA4CIVIbV4WKyCpAUjGHePEoYCIGQBWTJEluAmYNIJH6uL5QWQNIaibKAZAJkDpoJgBKkoR169Zh9OjRl9zf1NSEPn36YOnSpW7bly9fjqysLCQnJyM/Px9VVVXyPovFghkzZiAtLQ3p6ekoLCz06mvoqRabA23t6wCzDyCR+ri+TjkRDKmZ693J/EedaSIAbt68GcOGDUNBQQFqa2svecyKFStQU1Pjtu2dd97BunXrsGvXLpSVlSEpKQkPP/ywvH/27NnIzs7GqVOnUFRUhBUrVmDTpk3efCk9UtvsnJA3QC8gxMhJZonUhtPAkBZwFDBdiibmAWxsbMTixYsRHh6ORx999KL9FRUVWLt2LaZOneq2ffny5Vi0aBFiYmIAAC+99BKSkpJQXV2Nqqoq7N69Gxs3boQgCDCZTJg3bx7Wrl2LyZMn++R1XY5rRYaIoACO3iJSIbkPoLLFIOqWvBKIJqp8yFc08XaYPn16t6Fs3rx5eO655xAeHi5vs9vt2LNnD8aOHStvi4uLQ0ZGBg4ePIiioiLk5eXBYOjIwHl5edi/f79XXsPVqGuvAeSSPUTqpHf9XcYqQFIxqf0vFPYBpM40EQC78/rrr6O2thb333+/23az2QyHw4G4uDi37fHx8bBYLKioqEBCQsIl93Wlra0N9fX1bg9vqm91rj0azgBIpEryPIDMf6RiriZg5j/qTNMB8NChQ3jhhRfw5ptvXtRE6nA4F66/cHSew+GAIAhwOBxd7uvKkiVLEBkZKT9SU1M99Eoura6FNYBEaub6uJDYBkwqJspLwTEBUgfNBsDm5mbMnDkTf/jDH5CSknLR/ujoaEiSdNHAELPZjMTERMTExLiNCO68rysLFixAXV2d/CgvL/fMi+lCfYurD6AmumoS+R0BrAEkdetc0cF5AKkzzSaLrVu3orS0FA899BAeeughAM5QqNfr8dlnn+HTTz/FwIEDsWPHDkyaNAkAcPbsWZw7dw7XXXcddDodCgoKIIoidO09Y7dv344xY8Z0ec3AwEAEBvpuQmbXIBDWABKpk6tGReI0MKRSjk4BkIMJqTPN1gBOmjQJLS0tqK2tlR/33nsvFi1ahE8//RQA8PDDD8tTx1itVixYsAAPPfQQQkJCMGrUKCQlJWHZsmUQRRGlpaVYtWoV5s6dq/Ar6+BqAo5gACRSJbkJWNliEHWpc08nNgFTZ5oNgFfiySefxC233IIBAwYgIyMDwcHB8kTRgiBgw4YN2LJlCxISEjBhwgQUFhYiNzdX4VJ3qG9xDgJhDSCROnEtYFI7kU3A1AVNNQGPHz8excXFXe5/88033X7W6XQoLCzscoWPzMxMbNu2zYMl9Cy5BjCIAZBIjeR5ABkASaUcYucAyARIHXp1DaDWsQ8gkbp1rAWsbDmIuuL23mT+o04YAFVMHgUcrKmKWiK/4RoFzCZgUqvOI9T1rAGkThgAVayeTcBEqsYaQFI79z6ADIDUgQFQxVwrgbAJmEil2r9QHUyApFKdAyDjH3XGAKhSDlFCY1v7UnCcCJpIlVgDSGondm4DZgKkThgAVarF5pD/PzSQAZBIjTgPIKmdK//pGf7oAgyAKtXcXvun1wkINPDXRKRGrn+ZrAEktRLb/zxh9z+6EJOFSjVZnTWAIUY9l+8hUinXv03OA0hq5WoC5gAQuhDbFlWqqb0GMNTIXxGRWslrATP/kUpY7SI+OngWZ+taEGo0IDk6GACg4zIgdAGmC5VqdtUABuoVLgkRdYU1gKQ2a7efxFclVRdtt9tFBUpDasYAqFJNVtYAEqkdW9VIbQ6eqQMA3Nw/DqFGA/aV16Cyvg0JkUEKl4zUhulCpZrbOvoAEpE66bgWMKmM3eGs6Zs0LAmmqGD8asJAlFY1ocVmV7hkpDYcBKJScg0gp4AhUi15GhgGQFIJ1x8jrv6pgiCgX58wRAUblSwWqRADoEq5poFhDSCRernWAmbvKlILVwBk9wS6HAZAlXJNA8M+gETq5fqOZQ0gqcWFNYBEXWEAVKnm9iZgjgImUi9OA0NqI7VXR+s57QtdBgOgSjW1sQaQSO3kaWBEJkBSB0f7W5EVgHQ5DIAqxRpAIvXjWsCkNq73IpuA6XIYAFWKfQCJ1E+Qp4FRthxEgHtXBAZAuhwGQJVyjQIO5ihgItXSydPAKFsOIsB9PkoGQLocBkCVkpeCYwAkUq3oEOfcasfNjQqXhAhwdAqAen6702XwLaJSbe3rNgYaGACJ1GpEWjQAYOeJary7txxWh0PhEpE/6zwYiTWAdDkMgCrlCoBGA39FRGo1MDEcU69LAgB8sP8sfrJ6Jz75rlKuwSfypc59UQV+ddBl8C2iUla78wskkAGQSNVmjEzF4z/IQlRIAM43WrHu6zI8884B1LXYlC4a+Rm3PoBgDSB1j0NMVcrqYA0gkVaMyYxBbnoU9pfVYtUXJWhss+NsbQvCgvgRS77TeUUaPZuA6TKYLlSqzebqA8hfEZEWGPU6TBuRgshg58AQDgwmX+s8CIQVgHQ5TBcq5aoBZAAk0hbX967ICEg+JrYvA8dvDboSfJ+olNU1CETPUcBEWtIxNyADIPmWvAoIv9npCvBtolLyNDAB/BURaYm8PjDzH/mYaxoYTgFDV4LpQoUcogRH+z9kI2fzJNIUeX1gUdlykP9x9QHU6RgA6fKYLlTI1fwLcBQwkdYIYA0gKcPV64DfGnQl+D5RoTZ7xySyHARCpC0C+wCSQkS5BpDfG3R5fJeokKsGUCcABjYBE2mKq/8VW4DJ1xzsA0g9wHShQlwGjki7XINAWANIviYPAuFXB10Bvk1USB4BbOAUMERaJTIAko+55p7kFztdCa5TpEJW1gASaZY8D6CyxSA/4BAlbDxwBluLzSivboalyQqgoxaaqDsMgCokrwPM/n9EmsOJoMkXLE1WFG45ivKalov2hQbyq50uTzMJQ5IkrFu3DqNHj5a31dTUYNKkScjKyoLJZMLUqVNRUVEh77fZbJg3bx5SU1ORkZGB2bNno7a2Vt5vsVgwY8YMpKWlIT09HYWFhb58SV1qszlHAXMSaCLtkaeB4SgQ8pKGVhte+vAwymtaEBkcgMdu6YcXpgzBryYMxKxRqXhwXIbSRSQN0ETC2Lx5M4YNG4aCggK3AAcABQUFKCkpQVlZGZKSkjB37lx539KlS3H48GEUFxejpKQEAQEBeOqpp+T9s2fPRnZ2Nk6dOoWioiKsWLECmzZt8tGr6hprAIm0i9PAkFdJwCtbS1DVaEV8uBGv35+LmTekIqtPGIYlR2JiThIy48KULiVpgCYSRmNjIxYvXow1a9a4bY+OjkZubi4AwGAwYOLEiThz5oy8f9++fcjPz0doaCgMBgPuvfde7NmzBwBw7Ngx7N69GwsXLoQgCDCZTJg3bx7Wrl3ruxfWBas8CEQTvx4i6kTgNDDkRV+WVOHw2QYY9QJ++aOBSAgPUrpIpFGaSBjTp0/H5MmTuz2mrKwMK1eudKsBnDlzJv7617/i/PnzaGpqwqpVq3DfffcBAIqKipCXlweDoaOvRF5eHvbv3++V19ATNoez5oBzABJpD2sAyVtsooi/7ykHANx1fQpMUcEKl4i0TPMJY9myZYiNjUXfvn2Rk5ODmTNnyvtmzJiB1NRUmEwmxMbG4vTp03j66acBABUVFUhISHA7V3x8PCwWS5fXamtrQ319vdvDG1xfHHqO5CLSHNc/Wy4FR5725fdVqG22ITokABNyEi7/BKJuaD4Azp8/HxaLBeXl5TCbzZgyZYq87xe/+AV0Oh0sFgtqamowevRozJo1CwDgcDgu+gvd4XB0O3x+yZIliIyMlB+pqaleeU2uLw7mPyLtcX2osgKQPEoCthyqBADcmZ2EAM72TNeo14wVN5lMWL16NSIiIlBSUgKTyYSVK1eisrISkZGRAICXX34ZcXFx+P777xETE4Ndu3a5ncNsNiMxMbHLayxYsADPPPOM/HN9fb1XQqC8niMTIJHmyH0AmQDJg05amnCmthUGHXDLwD5KF4d6gV71J4Rer4fBYEBISAhEUYTD4XDr46fT6SAIAqxWK3Jzc7Fz506IneZq2L59O8aMGdPl+QMDAxEREeH28IaOBb29cnoi8iLXNDBEnrS9xNk9aURaDEKMXCWKrp2mI8bGjRtx+PBhAIDVasX8+fMxbtw4mEwmhIWFYcKECXjuuedgt9shiiIKCgqQkpKCQYMGYdSoUUhKSsKyZcsgiiJKS0uxatUqt0EkSnFVHLAGkEh7OvoAsgaQPOdQRR0AIC8zRuGSUG+h6QAoiiKmTZsGk8mE7Oxs2O12rF+/Xt7/1ltvoaWlBf3790ffvn1x8OBBfPjhh9Dr9RAEARs2bMCWLVuQkJCACRMmoLCwUJ5WRkmuLw4u50OkPa4/3Jj/yFPsoojT7St+ZMVzjj/yDE31ARw/fjyKi4vln/Pz85Gfn9/l8TExMRfNHdhZZmYmtm3b5sESeoYo1wAqWw4i6jnWAJKntdlEeW3p8CBNfW2Timm6BrC34iAQIu3qmAdQ2XJQ79F5UnFOD0aewgCoQpIcABUuCBH1GEcBk6eJnSaVZNcg8hQGQBXqmAeQ/9CJtMb1r5b5jzyl8x8T/NImT+F7SYVE1gASaZbrny1rAMlT3N5L/F4gD2EAVCGR08AQaVbHKGAGQPIM13S1/MImT+L7SYUkDgIh0qyOPoAKF4R6DdcYYC4OQJ7Et5MKuTr8Mv8RaY88CljZYlAv4vpOYKUAeRIDoAo52ARMpFmcBoY8rWNxAIULQr0KA6AKcRoYIu3ScSJo8jC5DyATIHkQA6AKyaOAmQCJNIdLwZGncWAgeQMDoArxHzuRlnEiaPIs1yAQzg1LnsQAqEKcB5BIu1wfqsx/5CkcBELewACoQhJrAIm0i30AycM6ugUpXBDqVfh2UqGOaWAYAIm0RidPA8MASJ7BiaDJG/h+UqGOPoDKloOIeo4TQZOndUwDwy8F8hwGQBUSuRIIkWZ1zAPIBEieIa8Ewq8E8iCD0gWgi80YmYKxWXHoEx6odFGIqIcETgNDHtYxCEThglCvwgCoQinRIUiJDlG6GER0FTpGATMBkme43koCEyB5EJuAiYg8yFUDaBMVLgj1Gg55EAgDIHkOAyARkQf1CXN23ThlaVS4JNRbsF84eQMDIBGRBw1MCgMA7D5Rg/P1bQqXhnoD15RCXB6UPIkBkIjIgzJjwzA0KQI2UcKrXxyHg/PB0DVyyHPDKlwQ6lUYAImIPEkAHrgpA6FGPUrON2Ld16fAOaHpWnB5UPIGBkAiIg9LiAjCr388CADw2ZHzeHt3GUMgXTWRg0DICxgAiYi8YFz/PvjZ2HQAwEcHK/HqFyVoszsULhVpkbwSCKsAyYMYAImIvOSHgxLwsxvTIQDYcbwaz7//HSrrW5UuFmkMm4DJGxgAiYi86IeDE7DwzsEAgLN1rfj3UbPCJSKt4frw5A0MgEREXjYoKRw/GpIAALBxVDD1UEcAZAIkz2EAJCLyAaOh/eOW+Y96yLUWsMBBIORBDIBERD7g+urmEsHUU4cq6gAAkSEGhUtCvQkDIBGRD7ha7yRWAVIPNFvt+OS7SgDALQPiFS4N9SYMgEREPtARAImu3GdHzqPFJiIxMhBDkyKULg71IgyAREQ+4GoCFtkGTD3w0cGzAIBbByaAXQDJkxgAiYh8wNWBn/GPrlRpVROKKxugF4Cb+scqXRzqZRgAiYh8wDWFh8QaQLpCH7fX/o3pF4uIoACFS0O9DQMgEZEvuPoAMv/RFbDaRXxy+BwAYOKwJIVLQ72RZgKgJElYt24dRo8eLW+rqanBpEmTkJWVBZPJhKlTp6KiosLteZWVlZg1axbS0tJgMpnwq1/9St5nsVgwY8YMpKWlIT09HYWFhT57PUTkXzpWcWACpMvbfrwKdS02xIQacUNGjNLFoV5IEwFw8+bNGDZsGAoKClBbW+u2r6CgACUlJSgrK0NSUhLmzp0r72ttbcVtt92G3NxcnDhxAhUVFZg3b568f/bs2cjOzsapU6dQVFSEFStWYNOmTb56WUTkV5wJUBQVLgZpwtYj5wEAN2XFwqDTxFc1aYwm3lWNjY1YvHgx1qxZ47Y9Ojoaubm5AACDwYCJEyfizJkz8v7Vq1cjOTkZv/zlL6HX6wEAKSkpAIBjx45h9+7dWLhwIQRBgMlkwrx587B27VofvSoi8icCm4CpB3adqAYAjGLtH3mJJgLg9OnTMXny5G6PKSsrw8qVK91qAN977z088MADlzy+qKgIeXl5MBg6ZlbPy8vD/v37PVJmIqLO5EEgCpeDtKHZZgcARIcZFS4J9VaaCIDdWbZsGWJjY9G3b1/k5ORg5syZ8r6DBw+ipaUFN910EzIyMjBx4kQcO3YMAFBRUYGEhAS3c8XHx8NisXR5rba2NtTX17s9iIh6giuB0JWwO5zvkwA2/5KXaP6dNX/+fFgsFpSXl8NsNmPKlCnyvoaGBrz33nt49913UVJSgptvvhmTJk2CzWaDw+G4aDoGh8MBQeh6ps0lS5YgMjJSfqSmpnrtdRFR76Lr5rOF6EI2h7OzqEHP9w15h+YDoIvJZMLq1avx+eefo6SkBAAQFxeHZ555BklJSTAYDPjVr36F6upqFBcXIyYmBlVVVW7nMJvNSExM7PIaCxYsQF1dnfwoLy/36msiot6DK4FQT9jaawD1Qq/5miaV6VXvLL1eD4PBgJCQEADA0KFD0dDQIO8XBAGCICAoKAi5ubnYuXMnxE5D8rZv344xY8Z0ef7AwEBERES4PYiIrkh7AhSZ/+gK2NtrAANYA0heoukAuHHjRhw+fBgAYLVaMX/+fIwbNw4mkwkA8Nhjj+E3v/mN3K+vsLAQWVlZyMrKwqhRo5CUlIRly5ZBFEWUlpZi1apVboNIiIg8RcfvceoBVw0gm4DJWzQdAEVRxLRp02AymZCdnQ273Y7169fL+++++25MmzYN1113Hfr27Yuvv/4aGzZskGsCN2zYgC1btiAhIQETJkxAYWGhPK0MEZEndTQBK1oM0ghbe+uUnn85kJcYLn+IeowfPx7FxcXyz/n5+cjPz+/2OQsWLMCCBQsuuS8zMxPbtm3zYAmJiC5NHgPCPoB0GQ5Rkt8mnASavIXvLCIiH3DNMMD8R5fjGgEMsA8geQ8DIBGRD3AUMF2pzgGQTcDkLQyAREQ+IHAlELpCrkmgAcCg59c0eQffWUREPiCvBaxsMUgDXDWAAgA9JxAnL2EAJCLygY4xIIyA1D2byClgyPsYAImIfKC7ZSaJOnNNAm1g/z/yIgZAIiIfcK0FzHkA6XIaWu0A2P+PvIvvLiIiH2ILMF3Oh9+eBQAMTuRyo+Q9DIBERD4gDwJhAqRuWO0i3t1TDgCYfF2SwqWh3owBkIjIB3ScCJquwJbvKmFpsiIhIhBj+sUqXRzqxRgAiYh8SOJEMNSNv+0sAwDMHJnKZeDIq/juIiLyAdYA0uWUmhtRVGqBTgBmjkpTujjUyzEAEhH5QMdE0EyAdGlv73LW/o0fGI/kqGCFS0O9HQMgEZEPsQaQLqXV5sB7e08DAO5l7R/5AAMgEZEP6LgUHHVjy3eVqGm2ISkyCOMH9lG6OOQHGACJiHyIE0HTpfzVNfjjhlROAE0+wXcZEZEPyB+2bAOmC5Scb8CuE9XOwR83pCpdHPITDIBERD4gcBQwdeFvO50TP/9wcAKSIjn4g3yDAZCIyAc4CpguxTn4wxkA783j4A/yHQZAIiIfkGsAFS4HqctH355FfasdyVHBuLk/B3+Q7zAAEhH5gKsGkINAqLO/tc/9N2tUKvSuoeJEPsAASETkA+wDSBcqrqzH3lM1MOgE/MdIDv4g32IAJCLyAVbu0IX++rWz9u9HQxMQHxGkcGnI3zAAEhH5hKsGkFWABDS12fHPfWcAAPflpStcGvJHDIBERD7gqgAUGQAJwAf7K9DYZkdmXChu7BerdHHIDzEAEhH5gAD2ASQnSZLw152nADinfnH1DyXyJQZAIiIf4DyA5LK/vBbfVdTDaNDh7hEpSheH/BQDIBGRD+jkAEj+zrXu76RhSYgONSpcGvJXDIBERD4g1wByIkC/VttsxaYDFQA4+IOUxQBIROQD4UEBAIDqZisHgvixd/aUo80uYlBiOEakRSldHPJjDIBERD4QHx4Igw6wOYBT1c1KF4cUYHeIeHP7SQDAz8ZmcPAHKYoBkIjIB/Q6AdnJkQCAD9rnfyP/8vGhSlTUtSI21Iipw5OVLg75OQZAIiIf+XF2EgDgw28rcMrSpHBpyJckScKfvjoBAJg9Jh1BAXqFS0T+jgGQiMhHhiZFYHhqJOwisPTjYthEUekikY98U1aDA+W1MBp0+MloDv4g5TEAEhH5igD8540ZCDPqcaSyAet2nOK8MH7i1c+PAwDuGp6MuLBAhUtDxABIRORTcWGBeH7yEADA50fNeHt3GUNgL3egvBafFZ+HTgAeHd9P6eIQAdBQAJQkCevWrcPo0aPlbTU1NZg0aRKysrJgMpkwdepUVFRUXPL569evhyAIqKyslLdZLBbMmDEDaWlpSE9PR2FhoddfBxHR6L6xeOq2/gCAjw5W4ovvzQqXiLxp+b+OAQDyr09G37hQhUtD5KSJALh582YMGzYMBQUFqK2tddtXUFCAkpISlJWVISkpCXPnzr3o+Q6HA0uWLLlo++zZs5GdnY1Tp06hqKgIK1aswKZNm7z1MoiIZPnDk/GjIQkAgGOVDQqXhrzl61ILPj9qhl4nYN6t/ZUuDpFMEwGwsbERixcvxpo1a9y2R0dHIzc3FwBgMBgwceJEnDlz8fQKr776KsaNG+e27dixY9i9ezcWLlwIQRBgMpkwb948rF271nsvhIiok6gQ5+TQbAHunewOES9s/A4AcM8Nqchg7R+piCYC4PTp0zF58uRujykrK8PKlSsvqgE8ffo0li9fjhdffNFte1FREfLy8mAwGORteXl52L9/v8fKTUTUHQHOiYC5MEjvtPrLEyiubEBkcAB++aOBSheHyI0mAmB3li1bhtjYWPTt2xc5OTmYOXOmvM/hcODee+/FokWLEBMT4/a8iooKJCQkuG2Lj4+HxWLp8lptbW2or693exARXS15fWBli0FesL+8Fv/zyVEAwHN3DkJ0qFHhEhG503wAnD9/PiwWC8rLy2E2mzFlyhR53wsvvID4+Hjcf//9Fz3P4XBAuuDPbofD0e3SPEuWLEFkZKT8SE1N9dwLISK/o5M/bxgBe5MjZ+sx583dsIsSJuYk4T9G8ruC1Mdw+UO0wWQyYfXq1YiIiJAHhfzlL3/B3r17L3l8TEwMdu3a5bbNbDYjMTGxy2ssWLAAzzzzjPxzfX09QyARXTXGP+2TJAnnG9tQWd+K0zUtOHSmDm/vKkObXUR2cgSW3J3DNX9JlXpNAAQAvV4Pg8GAkJAQvPbaazCbzcjMzHQ7ZuDAgVi+fDlyc3NRUFAAURSh0zkrQrdv344xY8Z0ef7AwEAEBnICTyLykPZcILIToCZZGtswf8NBlJxvvGjfLQP6YPnM4YgIClCgZESXp+kAuHHjRmRlZWHIkCGwWq1YuHAhxo0bB5PJhL///e8XHS8IAo4ePYrExERIkoSkpCQsW7YM8+fPx8mTJ7Fq1Sps2LBBgVdCRP5IrgFk/tOkd/eelsNfRmwIUqJDkBoTgjuGJuCWAX1Y80eqpukAKIoipk2bhvr6eoSFhWHixIlYv379FT1XEARs2LABDzzwAF5++WVER0ejsLBQnlaGiMjb5EEgDICaVFnXCgB45OZMLLhzsMKlIeoZTQXA8ePHo7i4WP45Pz8f+fn5V/z8Cwd9ZGZmYtu2bR4qHRFRz7APoLY5ROdvLtioV7gkRD2n+VHARERapWMbsKaJ7dFdz6Ze0iAGQCIipbQHB1FUuBx0VcT2GkC9jgGQtIcBkIhIIR0TQbMG0NOqm6z44qgZVY1tXruGoz246xgASYM01QeQiKg3kZeCU7gcvdF/fXAI31XUwyAAd41IxqRhJo/X1Lmm72H+Iy1iDSARkUK4FJyXSMB3Fc6lOu0S8O7eM1i2uRgNrXaPXsYhB0AmQNIeBkAiIoV0jAFhBPQkR6f7eV9eGowGAYfPNuD59w/hlKXJY9dhH0DSMgZAIiKFcKJg7xA71aneMqAPCqZkIz7cCEuTFQUfHsb2kiqPXMchB0CPnI7Ip/i2JSJSiKvpUGQFoEeJnW6oTgBSo4Px0tQcDE2KgNUuYeH7h7B+d9k1t73LfQDBIE/awwBIRKQ0BkCP6jytjmuEbmigHr+aMBC3DuoDAPjfL0qx+stS2K8hfcsBkE3ApEEMgERECnG1AIvsA+hRnTNd5wEaep2AB27si7m3ZkEA8MX3VVj68RE0XuXgEEf7dRgASYsYAImIFCKw6dArOgfqi0boCsDdI1Kw5O4cBAXoUFzZiEUbD+Fs+7q+PbpOe02jgQGQNIgBkIhIIawBdLflu0o88OZu/PXrMjS2Xf2ULW4BsItjRveNxaLJQxEbasS5BisWtc8b2BOO9gTIPoCkRQyAREQKcY0CZv4DIAErPi9BaVUTPv6uEvP/cRDHzjVc1ancAnU32Sw1Ohgv5Q9FVnwYmm0iln1cjC+Omnt8HTYBkxYxABIRKaQjNzABioA8UXOYUY+6Fht+8+ER/OtwZY/P5cp/+ivIZRFBAXjuzkG4sV8MRACrvzqBf3xz+srKLPcB7HERiRTHty0RkcLEyx/S63WutVs8LQd5fZ2B7M2iMry9q6xHtaSu+fmuNJgZ9Tr8/JYs3JmTCAB4ZWsJ/raz7Mqvw/kcSYMYAImIFMIKwA6dA2CIUY+5P8jCjNwUAMBHByvx6hclsDocV3Suq1qiTQDuvSEN+cNNAIDXvyzFe3tPd/u7cc03aGAAJA1iACQiUkjHIBBly6EG7pM3C4AATB1uwiM3Z0IHoOh4Neb/4+AVDQ5xZcke18wJwPTcFDw0ri8A4P39Ffjb7q5rHx3sA0gaxgBIRKQQeS1gRUuhDo7O4zY6fTON6x+HZycMRKBBwL6yWsx7ex+qm6zdnku8mhrATu7LS8fcW7MAAP93sBLL/3UMLdaLax/Fqw2aRCrAAEhEpJCOJmBGQKlzDeAFQ3dzkiPxXxOHICbUiNKqJrz04WFUNbZ1ea5rDYCAc67AR27OhEEA9pbV4r83HkJFrftcgaLIGkDSLgZAIiKFcBqYDmKnelD9JYJbRlwoVt57PZIig2ButOKlD4/A3HDpEOipYDaufxyenzwEUSEBOFvXhoXvf+scldxeVFcT8KXKS6R2DIBERApxNXVKGm4Erm22YsGGb3H7//sCj/9tH/684yTqWmw9Pk/nPoBdzd2XFBmMP9wzHIkRgbA0WfHSh4dxrv7iFTw6mmZ7XIyLZPUJw2/yh2JIUjhsDueo5GVbjqK6ySqXWc9vUtIgvm2JiBTiWgpOu/EPWLv9JIpKq2FzSKhrseHTI+fxy3cPYNeJ6h6dxxXaLjd3X3x4EJ6fOBhJkYGobrZhycfFqGl27xN4VaOAuxEVbMSCHw/GT/LSEKADDp6pwy/fPYDm9n6B7ANIWsQASESkEK2PApYk4NvyWgDAS1OH4tk7BiAtJgQtNhF/3FqCf1xmGpXOerKqRlSIEQsnDkZ8uBFVjVYs/bjYbXSwJAfAnr2e7ggCMCE7Eb+5KwcDEsJgdXTU23IiaNIivm2JiBSi9T6ADkmCvb3sw9OicV1KFF6aOhQ/HuqcUPmf+yvw9z3lciDrTvuyutBfYWpz1cpFhQTgTG0rCrccRbPVflXn6onkqGD898Qh+Pn4fogLMyI+zIiYUKPHr0PkbQyAREQK0frg0c6TN7u+TPQ6AfeNTsNPx6QBADZ9exbrik5d/lzo+YCKPuGB+PWPByHUqEeJuQkvfngYogQ42gOg11pmBeDGfrF455Ex+OtDo2HU6710ISLvYQAkIlKMqwZQm1WAnct9YTPo7UMScd8oZwh8Y8dJfFVS1e25RDm09Sy1pUQF49kJAxGgA74urXYuGwffLNGmEwQEcAQIaRTfuURECpEngtZm/pNDG3DpsPXjnERMGZYEAPjTl6UoMTd2fS5XDeBVVItm9QnDI7c4J27++FAlthaf77JMROTEAEhEpDBRowmw8+CVroLbjJGpGJsVC7sI/L9Pv4eliwmc5bn7rjK0jc6MwU/HpAMAdraPQO5pbSKRP2EAJCJSiCvsaDP+XdAHsIuwJQjAwjsHIyUqGHUtNrz00ZFLjnrumLz56svz0xszMCItSv65xXr5dYOJ/BUDIBGRQjrWAtZmBLySAAgAIUYDnrytP4wGAfvLa/HPb05ffC5XE/A1lEcnCHj0ln7yz3WtPZ+QmshfMAASESnEtRKIRvNfpzV3L39sUmQQ5ozNBOCcHua7ivoLzuX877Uu3xZi1GPJtGz0jQ3FjNzUazoXUW/GAEhEpJCOQSDaTICuYl9pZhubFYuJOc45Ald+fhy1LR0reEg9mAj6clKjQ/DGz27Aj7MTr/lcRL0VAyARkUJcgxS0uhKIeBVLrs37YX+kRgejvtWGVz8/Lr92efJmDtwg8gkGQCIihbiyjkbznxzaelJrF2jQY+6tWTDqBRw+24AP9p0BANjbkyBH7hL5BgMgEZFCND8P4FWs3gEApqhg/GxsXwDAP/adweGKBjkEswaQyDcYAImIFKL1rHO1q3cAwLj+cRiXFQcAWLmtBDVNzv6AnugDSESXp5kAKEkS1q1bh9GjR8vbampqMGnSJGRlZcFkMmHq1KmoqKiQ95eWluKuu+7CwIEDkZqaisceewwtLS3yfovFghkzZiAtLQ3p6ekoLCz06WsiIv8maHwpuGtZvQMA/nNsOkyRQahrseG1f5cCuLZ5AInoymnin9rmzZsxbNgwFBQUoLa21m1fQUEBSkpKUFZWhqSkJMydO1fe984772DOnDk4evQoDh8+jOPHj6OgoEDeP3v2bGRnZ+PUqVMoKirCihUrsGnTJl+9LCLycx3zAGrTta7eEWjQY95t/RHQafI/PSsAiXxCEwGwsbERixcvxpo1a9y2R0dHIzc3FwBgMBgwceJEnDlzRt7/61//GpMmTQIAhIeH44knnsDWrVsBAMeOHcPu3buxcOFCCIIAk8mEefPmYe3atT56VUTk71y5SaujgDumbrn6c6REBeM/b+wr/1xc2fV6wUTkOZoIgNOnT8fkyZO7PaasrAwrV650qwG8kNlsRmRkJACgqKgIeXl5MBgM8v68vDzs37/fI2UmIrocrY94lSdvvsbz3NK/D7L6hAKA21JuROQ9mgiA3Vm2bBliY2PRt29f5OTkYObMmZc8zmKxYOnSpZgzZw4AoKKiAgkJCW7HxMfHw2KxdHmttrY21NfXuz2IiK6WPA2MVvsAXsU8gJckAM9NHIzHbumHn4/P8kDJiOhyNB8A58+fD4vFgvLycpjNZkyZMuWiY7799lvceOONuOeee3DPPfcAABwOx0Ufug6Ho9u/yJcsWYLIyEj5kZrKZYaI6Oq5Pm80mv88tnwbABj1Osy8IRVZ8WHXfC4iujzNB0AXk8mE1atX4/PPP0dJSYm8/Y033sAdd9yBxYsX46WXXpK3x8TEoKqqyu0cZrMZiYldLx20YMEC1NXVyY/y8nLPvxAi8huG9uDUZndociSIqwbwakcBE5FyDJc/RDv0ej0MBgNCQkIAAO+99x5efPFFfPnll8jKcm9WyM3NRUFBAURRhK69B/P27dsxZsyYLs8fGBiIwMBA770AIvIrcWHOzxOrQ0JtqxVRwUaFS9Qz8kogzH9EmqPpGsCNGzfi8OHDAACr1Yr58+dj3LhxMJlMAICXX34ZS5cuvSj8AcCoUaOQlJSEZcuWQRRFlJaWYtWqVd0OIiEi8iSDTkB8uDP0nTA3KVyanvNYH0Ai8jlNB0BRFDFt2jSYTCZkZ2fDbrdj/fr18v6SkhI8/fTTyMjIcHuYzWYIgoANGzZgy5YtSEhIwIQJE1BYWChPK0NE5AvDU6MBANuPdz0ATa1crdYMgETao6km4PHjx6O4uFj+OT8/H/n5+V0ef/78+W7Pl5mZiW3btnmodEREPTeufxw+OXwOu09UwzLKithQ7TQDswaQSLs0XQNIRKR1feNCMSQpHA4JeH/fmcs/QUXklUD4TUKkOfxnS0SksGnXpwAAPj9qxnGzdlbCuNal4IhIOQyAREQKG5QUjrFZsQCAP315wjktjAbY5ACocEGIqMcYAImIVOAneekICzSgvKYF//PJMVWvDmIXJbyzpxyvbHXOucp5AIm0hwGQiEgFwoMMmHtrFgQAnxw+hw8PnlW6SJdkE0X8bnMxNh5wli9AD4wfGK9wqYiopxgAiYhUYqgpArcPca5Rvqu0WuHSXNqaL0/i8NkGBAXo8MQPsrDmp6Nw94gUpYtFRD2kqWlgiIh6u+ToIACApMK14faerMZXJc4lNJ++bQCGmiIULhERXS3WABIRqYjQPqJWbfHP6nBg3ddlAIBJw5IY/og0jgGQiEhFXMMp1DYI5MMDZ2FpsiIyOADTrk9WujhEdI0YAImIVKQjACpaDDctNjveaq/9m3a9CUYDvzqItI7/iomIVESNTcAbvjmDmmYr+oQZcQtH/BL1CgyAREQq4qoBFFWSAFttDryz5zQAYNqIFBg45x9Rr8AASESkIq4aQLVUAX508CzqWmxIjAzEjf1ilS4OEXkIAyARkQqJKugEaLWLWL/L2ffv3lFpXPGDqBdhACQiUhFBRRnr/X1nYG60IibUiDuGJipdHCLyIAZAIiIV0bkGgShcAegQJaz64jgAYObIVAQa9MoWiIg8igGQiEiFRIU7AX586CxOVDUhLNCAydclKVoWIvI8BkAiIhVRQw2gJElYtc1Z+zc9NxkhRq4aStTbMAASEamIPAhYwQT4dWk1vquoR1CADnddn6JYOYjIexgAiYhUSMkG4DVfnQAA3D0iBZHBAQqWhIi8hQGQiEhF5EHACiXAk1VN+Kz4HADggZv6KlMIIvI6BkAiIhVxNQErNQ/gG9tPQJKAHwzsg359whQpAxF5HwMgEZGKuGoAlYh/dS02vLvXuezbnJsyFSgBEfkKAyARkYrIAVCBGsD1u8rQbHVgUGI4xmZx2Tei3owBkIhIRQSFpoGxO0T8ecdJAMADY/t2rElMRL0SAyARkYrI08D4+LqfHD6HirpWxIUZMWW4ycdXJyJfYwAkIlITOQD6NgK+vasMAPAfI1MRFMBl34h6OwZAIiIVUaIJuLy6GV+VVAEAZt6Q6rsLE5FiGACJiFTE1fNO9GEAfHfvaUgSMDYrFumxob67MBEphgGQiEhFBB93AnSIEt7dUw4AmHlDmm8uSkSKYwAkIlIRnY8Hgfz7mBln61oRFRKAO4Ym+OiqRKQ0BkAiIlVx9QH0TQR0Df6Ydn0KAg0c/EHkLxgAiYhUpGMiaO9f63xDKz4rPg8AuGcUB38Q+RMGQCIiFfLFWsD/2HsGDlHCiLQoDEgI9/r1iEg9GACJiFREcDUBe/k6kiTh77udzb/3cPAHkd9hACQiUhGdvAKbdyPg16XVOGlpRligAROHJXn1WkSkPpoJgJIkYd26dRg9erS8raamBpMmTUJWVhZMJhOmTp2KiooKt+ctX74cWVlZSE5ORn5+PqqqquR9FosFM2bMQFpaGtLT01FYWOiz10NEdCnyLDBergJc3177N/k6E0IDDd69GBGpjiYC4ObNmzFs2DAUFBSgtrbWbV9BQQFKSkpQVlaGpKQkzJ07V973zjvvYN26ddi1a5e8/+GHH5b3z549G9nZ2Th16hSKioqwYsUKbNq0yVcvi4joIr6YBrC22YqPD1UCAGZx8AeRX9JEAGxsbMTixYuxZs0at+3R0dHIzc0FABgMBkycOBFnzpyR9y9fvhyLFi1CTEwM9Ho9XnrpJWzatAnV1dU4duwYdu/ejYULF0IQBJhMJsybNw9r16716WsjIurMFQC9OQjk/X1nYLWLGJwUgZzkSK9dh4jUSxMBcPr06Zg8eXK3x5SVlWHlypVyDaDdbseePXswduxY+Zi4uDhkZGTg4MGDKCoqQl5eHgyGjqaPvLw87N+/3yuvgYjoynh3LWBJkrB+t3Plj3tuSO1YeYSI/IomAmB3li1bhtjYWPTt2xc5OTmYOXMmAMBsNsPhcCAuLs7t+Pj4eFgsFlRUVCAhIeGS+7rS1taG+vp6twcRkSd1NAF7JwEeOF2H4soGBBp0yB+e7JVrEJH6aT4Azp8/HxaLBeXl5TCbzZgyZQoAwOFwALh4Nn2HwwFBEOBwOLrc15UlS5YgMjJSfqSmsu8MEXmWPBG06J3zr29f+ePOnCREhgR45yJEpHqaD4AuJpMJq1evxueff46SkhJER0dDkiTU1NS4HWc2m5GYmIiYmBi3EcGd93VlwYIFqKurkx/l5eVeeS1E5L+82SLb2GbHxgPOmRLuuYF/wBL5s14TAAFAr9fDYDAgJCQEoaGhGDhwIHbs2CHvP3v2LM6dO4frrrsOubm52LlzJ0Sx48/s7du3Y8yYMV2ePzAwEBEREW4PIiJPck0E7Y1BIB99W4FmqwOZcaEY1TfG4+cnIu3QdADcuHEjDh8+DACwWq2YP38+xo0bB5PJBAB4+OGH5aljrFYrFixYgIceegghISEYNWoUkpKSsGzZMoiiiNLSUqxatcptGhkiIl+Tm4C9cO63dzlbLWZy8AeR39N0ABRFEdOmTYPJZEJ2djbsdjvWr18v73/yySdxyy23YMCAAcjIyEBwcDCWLl0KABAEARs2bMCWLVuQkJCACRMmoLCwUJ5WhohICd6aB7C4sh77y2th0AmYNiLFw2cnIq3R1PTv48ePR3Fxsfxzfn4+8vPzuzxep9OhsLCwyxU+MjMzsW3bNg+XkojoWnhnGpj17bV/tw1OQJ/wQM+enIg0R9M1gEREvY2u/VPZkwGw1ebAP/c5J8m/hyt/EBEYAImIVMZVA+i5BLjlu0rUtdiQHBWMcf37eOy8RKRdDIBERCrijT6ArubfGSNToNdx8AcRMQASEamK60PZUzWAJ6uaUFRqgSAAM0ay+ZeInBgAiYhUxTUPoGfO9s4eZ+3fLQP6IDkq2DMnJSLNYwAkIlIRuYXWAzWANoeId/eeBsCVP4jIHQMgEZGaeLAP4OfF52FuaENcmBG3DkrwwBmJqLdgACQiUiFPBMD1u53Nv3fnpsBo4Mc9EXXgJwIRkYroPLQW8Nm6Fmw7eh4AMJODP4joAgyAREQqIk8Dc41VgO/uOQ1RAvL6xiCzT9i1F4yIehUGQCIiFemYB/DqE6BDlPD39uZfrvxBRJfCAEhEpCKCcO1rAX9x7DzO1LYgKiQAP85O8lDJiKg3YQAkIlIReZ2OawiAf9tZBgCYPiIFQQH6ay4TEfU+DIBERCp0tYNAKmpbsLXYOfhjVl6aJ4tERL0IAyARkYpc61rA63eXQ5SA0Zkx6MfBH0TUBQZAIiIVcQVAUer5esB2h4i/73Y2/96Xl+7pohFRL8IASESkIiFGg/z/9a32Hj13y3fncK6+DbGhRtwxNNHTRSOiXoQBkIhIRYx6HWJCjQCAyrrWHj33T1+VAgDuG53OlT+IqFv8hCAiUpmkyCAAwPGqxit+zt5T1dhXVgujXofZo9n8S0TdYwAkIlKZ3PRoAMCOkqorfs6fvjwBAMi/3oQ+4YFeKRcR9R4MgEREKnNTVhwAYNfJatQ12y57/HFzI7Z8VwkAeHBcplfLRkS9AwMgEZHK9I8PQ2ZcKKx2Ce99c/qyxy//1/cQJeC2wfEYkBDugxISkdYxABIRqYwgCMi/3gQA+POOk7A5xC6PPXK2HpsOVAAAnrl9oE/KR0TaxwBIRKRCtw9JQHRIAMqqm/HunkvXAkqShCUfFwMAJg5LwhBThC+LSEQaxgBIRKRCwQEG/KR9NO8fPjuGpraL5wT88Nuz+PcxM4x6HX5x+wBfF5GINIwBkIhIpSZfl4TUmGCcq2/D77ccddtXUduCFzZ+BwB4/AdZyOSyb0TUAwyAREQqZdTr8dv8HADAmztO4v19ZwAA5oY2PPDmbliarBiSFIFHx3PkLxH1jOHyhxARkVJuHtAHD97UF3/66gSefmc/3tt7GofP1qO6yYq4MCNem52LQINe6WISkcYwABIRqdxzdw5Gm13EW1+fwlftk0P3jw/D6vtHIjUmROHSEZEWMQASEamcTifgpfxs3DMqFd+U1cIUGYSbB/RBgJ69eIjo6jAAEhFpxFBTJIaaIpUuBhH1AvzzkYiIiMjPMAASERER+RkGQCIiIiI/wwBIRERE5GcYAImIiIj8DAMgERERkZ/RTACUJAnr1q3D6NGj5W02mw0vvvgicnJykJqainHjxmH//v1u++fNm4fU1FRkZGRg9uzZqK2tlfdbLBbMmDEDaWlpSE9PR2FhoQ9fEREREZEyNBEAN2/ejGHDhqGgoMAtwB07dgy1tbX4+uuvUV5ejp/85CeYPHkybDYbAGDp0qU4fPgwiouLUVJSgoCAADz11FPy82fPno3s7GycOnUKRUVFWLFiBTZt2uTjV0dERETkW5oIgI2NjVi8eDHWrFnjtn3o0KF4+eWXERoaCgB45JFH0NTUhO+//x4AsG/fPuTn5yM0NBQGgwH33nsv9uzZA8AZHnfv3o2FCxdCEASYTCbMmzcPa9eu9e2LIyIiIvIxTQTA6dOnY/LkyZc9rrm5Gc3NzYiMdM6UP3PmTPz1r3/F+fPn0dTUhFWrVuG+++4DABQVFSEvLw8GQ8diKHl5eW5NyERERES9kSYC4JV6/vnnMX78eCQnJwMAZsyYgdTUVJhMJsTGxuL06dN4+umnAQAVFRVISEhwe358fDwsFkuX529ra0N9fb3bg4iIiEhrekUAbGlpwQMPPIAvvvgCb731lrz9F7/4BXQ6HSwWC2pqajB69GjMmjULAOBwOCBJktt5HA4HBEHo8jpLlixBZGSk/EhNTfXOCyIiIiLyIs0HwOPHj2PkyJHQ6/XYvn07+vTpA8DZHLxy5Uq8+uqriIyMRHBwMF5++WVs27YN33//PWJiYlBVVeV2LrPZjMTExC6vtWDBAtTV1cmP8vJyr742IiIiIm8wXP4Q9aqpqcGtt96K559/Hg899JDbPlEU4XA43Pr46XQ6CIIAq9WK3NxcFBQUQBRF6HTOHLx9+3aMGTOmy+sFBgYiMDBQ/tlVg8imYGU1NDShqbGl42eDHQDctl30HB7j9WPUVBZPHXMl+137Ov//1V4HAOqNji7L6wsNDU3y/6vlvih9nQuPA7zze/LUve9uv6fO46l7f+ExDQa7V+6t63v7wpZAf6LpAPjuu+9iyJAhF4U/AAgLC8OECRPw3HPPYfny5dDpdHjxxReRkpKCQYMGQafTISkpCcuWLcP8+fNx8uRJrFq1Chs2bLji6zc0NAAAm4KJiIg0qKGhQR446m80HQBLSkqwfft2ZGRkuG2fP38+HnvsMbz11lt49tln0b9/f4iiiJEjR+LDDz+EXq8HAGzYsAEPPPAAXn75ZURHR6OwsBC5ublXfH2TyYTy8nKEh4d323ewO/X19UhNTUV5eTkiIiKu6hz+hPerZ3i/eob3q2d4v3qG96tnvHm/JElCQ0MDTCaTR8+rJYLkz/WfKlBfX4/IyEjU1dXxA+EK8H71DO9Xz/B+9QzvV8/wfvUM75d3aX4QCBERERH1DAMgERERkZ9hAFRYYGAgFi1a5Da6mLrG+9UzvF89w/vVM7xfPcP71TO8X97FPoBEREREfoY1gERERER+hgGQiIiIyM8wABIRERH5GQZABb311lvIyclBWloa0tPTUVZWJu97++23MXjwYKSkpOAHP/gBTpw4oWBJ1UMURQwdOhSPPvqo23berw6SJOHVV1/Fddddh/T0dIwYMQJbt251O4b362ItLS14+OGHkZ6ejpSUFDz77LMQRVHpYqnK1q1bMXbsWGRlZaFfv3545ZVX5H379u3D6NGjkZ6ejiFDhuCTTz5RsKTq8uijj2LQoEHyz7xXXdu1axduvvlmpKenw2Qyyatz8Z55gUSKeOutt6ShQ4dKx48flyRJkiwWi9TU1CRJkiTt2LFDysjIkE6dOiVJkiT99re/lUaMGKFYWdVk/fr1kl6vlx555BF5G++Xu4aGBmnWrFlSdXW1JEmS9NFHH0lRUVHSuXPnJEni/erKY489Js2ZM0ey2WxSbW2tNHLkSOkPf/iD0sVSlQcffFA6fPiwJEmSdPz4cclkMkkff/yxVF9fLyUnJ0uffvqpJEmStG3bNikyMlI6e/asksVVhVOnTkkhISHSwIEDJUmSeK+6ceTIESkpKUm+N21tbdK5c+d4z7yEAVABNptNSkxMlHbs2HHJ/bNmzZKWL1/udnxMTIy0f/9+XxVRlZqamqSBAwdKP/vZz9wCIO/X5V1//fXSRx99JEkS79elNDQ0SCEhIVJVVZW87R//+Ic0fPhwBUulfk8//bT07LPPSq+99pqUn5/vtm/y5Mlu7zN/NW3aNOnxxx+XAyDvVdemTZsmLV68+KLtvGfewSZgBXz55ZeIiorCmDFjLrm/qKgIY8eOlX82GAwYMWIE9u/f76MSqtN///d/Y9asWUhLS3PbzvvVPUmSUFVVJS94zvt1sb1796Jv376IjY2Vt+Xl5eHQoUOw2+0KlkzdzGYzIiMjL3pPAc7758/vKQD48MMPUV1djenTp8vbeK8ura2tDR9++CEeeOCBi/bxnnkHA6ACDh48iP79++O5555DVlYWhg4dit///veQ2qdkrKioQEJCgttz4uPjYbFYlCiuKmzZsgWbN2/G/PnzL9rH+9W9V155BeHh4fIfHLxfF+vqntjtdtTX1ytUKnXbtWsXPvzwQ9x77718T11CRUUFHn/8cfzv//7vRdt5ry529OhRBAcHY+vWrRg2bBgyMzPxyCOPoL6+nvfMSxgAFdDQ0ICvvvoKgwcPxrFjx7Bp0yb86U9/wrp16wAADodDDoMuDocDgiAoUVzFnT17FnPmzMFbb72FoKCgi/bzfl2aw+HAwoUL8cc//hEffPABdDqdvJ33y11X9wSAX9+Xrrz77ruYOnUq1q1bh759+/I9dQFRFHHvvffi2WefxcCBA9328V5dWkNDA+x2O3bu3ImdO3fiwIEDMJvNePLJJ3nPvIQB0MsyMjLkx5QpUwAAcXFxyM7OxuzZs6HT6ZCZmYknnngCGzduBADExMSgqqrK7TxmsxmJiYk+L7+vXXi/RFHET37yEzz11FO4/vrrL/kc3i/39xfgfP3jx4/HoUOHsGvXLmRlZcn7/Pl+daWrexIcHCw3nZPzS/fxxx/HokWL8Mknn2Dy5MkA+J660Isvvojw8HA8/vjjF+3jvbq0uLg4tLW14Xe/+x2Cg4MRHh6OgoICbNy4kffMSxgAvezkyZPywxXwhg4dioaGBrfjBEGQa7dyc3OxY8cOeZ/VasWePXswevRo3xVcIRfer++++w7bt2/Hb37zG0RFRSEqKgpLly7FG2+8If9lzfvl/v6y2+340Y9+hPHjx+ODDz5ATEyM23P8+X51ZcSIETh69Chqamrkbdu3b8eoUaPkmlMCnnzySRw/fhy7du1CTk6OvP3C9xTgvH9d9XPu7V577TV88cUXiI6ORlRUFCZNmoTvv/8eUVFRvFddSE9PR1BQEJqbm+Vtru9F3jMvUWz4iZ/LycmR3nzzTUmSJOn06dPSgAED5FGaGzZskDIyMqTy8nLJbrdLzz///EUjoPzZokWL3EYB836527JlizR48OAu9/N+XdqUKVOkRx99VLLZbJLZbJZycnKkf/7zn0oXSzWam5slvV4vVVZWXrSvvLxcioqKkj777DNJkpxTD6Wnp0uNjY2+LqYqff755/IoYN6rrj3xxBPSgw8+KNlsNqm1tVWaNm2a9Ktf/Yr3zEsMSgdQf/Xee+/hwQcfxIIFCxAdHY2FCxfizjvvBADcddddKCkpwahRoyCKIsaPH4+1a9cqXGL14v1yV1JSgpMnTyIjI8Nt+3333Yff/va3vF9dWLNmDebMmYOkpCSEhobil7/8JfLz85UulmqcOHECoigiLy/PbXu/fv3w2WefYf369fj5z3+O6upqZGVlYdOmTQgNDVWotOqVkpLCe9WFpUuX4rHHHkNycjLCw8Nx991346WXXoLRaOQ98wJBki7oWUlEREREvRo7txARERH5GQZAIiIiIj/DAEhERETkZxgAiYiIiPwMAyARERGRn2EAJCIiIvIzDIBEREREfoYBkIiIiMjPMAASERER+RkGQCIiIiI/wwBIRERE5GcYAImIiIj8DAMgERERkZ9hACQiIiLyMwyARERERH6GAZCIiIjIzzAAEhEREfkZBkAiIiIiP8MASERERORnGACJiIiI/AwDIBEREZGfYQAkIiIi8jMMgERERER+hgGQiIiIyM8wABIRERH5GQZAIiIiIj/DAEhERETkZxgAiYiIiPwMAyARERGRn2EAJCIiIvIzDIBEREREfoYBkIiIiMjP/H9XyMf3oCxpTAAAAABJRU5ErkJggg==",
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+ " Figure\n",
+ "
\n",
+ "

\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure()\n",
+ "plt.plot(gas_time, (gas_t.mean(axis=1)+1990)/2 - 273.15)\n",
+ " \n",
+ "\n",
+ "# plt.xlim(6, 36)\n",
+ "\n",
+ "for c in coke_products:\n",
+ " plt.axvline(c.t_push, linewidth=0.2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "91e01360",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[]"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "c3f48774e17547ca942af8dca5eda45e",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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",
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ " Figure\n",
+ "
\n",
+ "

\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sample_program = np.array(open('sample_heat_140205_4A-Mod1.txt').read().split(), dtype=np.double).reshape((-1,2))\n",
+ "\n",
+ "sample_time = np.linspace(-9, 72, 1000)\n",
+ "plt.figure()\n",
+ "plt.plot(sample_time, np.interp(sample_time, *sample_program.T), '-')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "622238e0",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(35.0, 90.0)"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "9a40f5ac302b4fc8882f72e00aba2f86",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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",
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ " Figure\n",
+ "
\n",
+ "

\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure()\n",
+ "plt.plot(gas_time, (gas_t.mean(axis=1)+1990)/2 - 273.15)\n",
+ " \n",
+ "\n",
+ "# plt.xlim(6, 36)\n",
+ "\n",
+ "for c in coke_products:\n",
+ " plt.axvline(c.t_push, linewidth=0.2)\n",
+ " \n",
+ "plt.twinx()\n",
+ "plt.plot(sample_time, np.interp(sample_time, *sample_program.T), '--')\n",
+ "plt.ylim(35, 90)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.12"
+ },
+ "toc": {
+ "base_numbering": 1,
+ "nav_menu": {},
+ "number_sections": true,
+ "sideBar": true,
+ "skip_h1_title": false,
+ "title_cell": "Table of Contents",
+ "title_sidebar": "Contents",
+ "toc_cell": false,
+ "toc_position": {},
+ "toc_section_display": true,
+ "toc_window_display": false
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Battery Service Results-140205.ipynb b/Battery Service Results-140205.ipynb
new file mode 100644
index 0000000..44f9a9b
--- /dev/null
+++ b/Battery Service Results-140205.ipynb
@@ -0,0 +1,396 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "2bd0ddea",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pickle\n",
+ "\n",
+ "import numpy as np\n",
+ "\n",
+ "from matplotlib import pyplot as plt\n",
+ "%matplotlib widget\n",
+ "\n",
+ "# 사용자 운영체제 확인\n",
+ "import os\n",
+ "os.name\n",
+ "# 운영체제별 한글 폰트 설정\n",
+ "if os.name == 'posix': # Mac 환경 폰트 설정\n",
+ " plt.rc('font', family='AppleGothic')\n",
+ "elif os.name == 'nt': # Windows 환경 폰트 설정\n",
+ " plt.rc('font', family='Malgun Gothic')\n",
+ "\n",
+ "plt.rc('axes', unicode_minus=False) # 마이너스 폰트 설정\n",
+ "\n",
+ "# 글씨 선명하게 출력하는 설정\n",
+ "%config InlineBackend.figure_format = 'retina'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "8d667f3b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from Battery import *"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "3a131c92",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open('./result-1402050-4A/gas.history2', 'rb') as gas_file:\n",
+ " gas_temperatures = pickle.load(gas_file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "8b784f1a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open('./result-1402050-4A/wall.history2', 'rb') as gas_file:\n",
+ " wall_temperatures = pickle.load(gas_file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "03b501b0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open('./result-1402050-4A/coke.history2', 'rb') as gas_file:\n",
+ " coke_products = pickle.load(gas_file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "8a474876",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open('./result-1402050-4A/oven.state2', 'rb') as gas_file:\n",
+ " coke_in_ovens = pickle.load(gas_file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "1d96912f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "gas_time, gas_t = zip(*gas_temperatures)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "95293a9d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "gas_t = np.array(gas_t)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "d9f54350",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "801e24a13f494b929cf4a2ae34026caa",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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",
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ " Figure\n",
+ "
\n",
+ "

\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure()\n",
+ "for chmbr_t in gas_t.T[::22]:\n",
+ " plt.plot(gas_time, chmbr_t)\n",
+ " \n",
+ "plt.grid()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "c3fbcae6",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(6.0, 36.0)"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "f882355ef78a4a2aabf545c15471e5e9",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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",
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ " Figure\n",
+ "
\n",
+ "

\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure()\n",
+ "plt.plot(gas_time, (gas_t.T[22]+1990)/2 - 273.15)\n",
+ " \n",
+ "plt.grid()\n",
+ "plt.xlim(6, 36)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "30efefd4",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "0872089a3c7040e8ad81a0e998b768bb",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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",
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ " Figure\n",
+ "
\n",
+ "

\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure()\n",
+ "plt.plot(gas_time, (gas_t.mean(axis=1)+1990)/2 - 273.15)\n",
+ " \n",
+ "\n",
+ "# plt.xlim(6, 36)\n",
+ "\n",
+ "for c in coke_products:\n",
+ " plt.axvline(c.t_push, linewidth=0.2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "91e01360",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "71aab451ab0a439fb4315938fdb44ca6",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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",
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ " Figure\n",
+ "
\n",
+ "

\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sample_program = np.array(open('sample_heat_140205_4A.txt').read().split(), dtype=np.double).reshape((-1,2))\n",
+ "sample_program_mod = np.array(open('sample_heat_140205_4A-Mod1.txt').read().split(), dtype=np.double).reshape((-1,2))\n",
+ "\n",
+ "sample_time = np.linspace(-9, 72, 1000)\n",
+ "plt.figure()\n",
+ "plt.plot(sample_time, np.interp(sample_time, *sample_program.T), '-')\n",
+ "plt.plot(sample_time, np.interp(sample_time, *sample_program_mod.T), '--')\n",
+ "plt.axvline(sample_program[12,0], linestyle=':')\n",
+ "plt.axvline(sample_program[26,0], linestyle=':')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "622238e0",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 0, '정수 첫날')"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "d16497d83f684d239cfb73c5273b591d",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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",
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ " Figure\n",
+ "
\n",
+ "

\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure()\n",
+ "plt.plot(gas_time, (gas_t.mean(axis=1)+1990)/2 - 273.15)\n",
+ "plt.plot(gas_time, (gas_t.max(axis=1)+1990)/2 - 273.15, ':')\n",
+ "plt.plot(gas_time, (gas_t.min(axis=1)+1990)/2 - 273.15, ':') \n",
+ "\n",
+ "plt.xlim(-6, 54)\n",
+ "# plt.ylim(6, 36)\n",
+ "\n",
+ "for c in coke_products:\n",
+ " plt.axvline(c.t_push, linewidth=0.2)\n",
+ " \n",
+ "plt.twinx()\n",
+ "plt.plot(sample_time, np.interp(sample_time, *sample_program.T), '--')\n",
+ "plt.ylim(35, 90)\n",
+ "plt.xlabel(\"정수 첫날\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "2338f1c2",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.12"
+ },
+ "toc": {
+ "base_numbering": 1,
+ "nav_menu": {},
+ "number_sections": true,
+ "sideBar": true,
+ "skip_h1_title": false,
+ "title_cell": "Table of Contents",
+ "title_sidebar": "Contents",
+ "toc_cell": false,
+ "toc_position": {},
+ "toc_section_display": true,
+ "toc_window_display": false
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Battery Service Results.ipynb b/Battery Service Results.ipynb
new file mode 100644
index 0000000..8ed8f71
--- /dev/null
+++ b/Battery Service Results.ipynb
@@ -0,0 +1,418 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "33a23911",
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "import pickle\n",
+ "\n",
+ "import numpy as np\n",
+ "\n",
+ "from matplotlib import pyplot as plt\n",
+ "%matplotlib widget\n",
+ "\n",
+ "# 사용자 운영체제 확인\n",
+ "import os\n",
+ "os.name\n",
+ "# 운영체제별 한글 폰트 설정\n",
+ "if os.name == 'posix': # Mac 환경 폰트 설정\n",
+ " plt.rc('font', family='AppleGothic')\n",
+ "elif os.name == 'nt': # Windows 환경 폰트 설정\n",
+ " plt.rc('font', family='Malgun Gothic')\n",
+ "\n",
+ "plt.rc('axes', unicode_minus=False) # 마이너스 폰트 설정\n",
+ "\n",
+ "# 글씨 선명하게 출력하는 설정\n",
+ "%config InlineBackend.figure_format = 'retina'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "8d667f3b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from Battery import *"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "3a131c92",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open('./gas.history2', 'rb') as gas_file:\n",
+ " gas_temperatures = pickle.load(gas_file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "8b784f1a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open('./wall.history2', 'rb') as gas_file:\n",
+ " wall_temperatures = pickle.load(gas_file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "03b501b0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open('./coke.history2', 'rb') as gas_file:\n",
+ " coke_products = pickle.load(gas_file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "8a474876",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open('./oven.state2', 'rb') as gas_file:\n",
+ " coke_in_ovens = pickle.load(gas_file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "1d96912f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "gas_time, gas_t = zip(*gas_temperatures)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "95293a9d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "gas_t = np.array(gas_t)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "d9f54350",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "4a4be40d58d14f42be5de7c96ae57928",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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",
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ " Figure\n",
+ "
\n",
+ "

\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure()\n",
+ "for chmbr_t in gas_t.T[::22]:\n",
+ " plt.plot(gas_time, chmbr_t)\n",
+ " \n",
+ "plt.grid()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "c3fbcae6",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(6.0, 36.0)"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "8f40241c5aa74074b7ab8fb7d47ce8bf",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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",
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ " Figure\n",
+ "
\n",
+ "

\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure()\n",
+ "plt.plot(gas_time, (gas_t.T[22]+1990)/2 - 273.15)\n",
+ " \n",
+ "plt.grid()\n",
+ "plt.xlim(6, 36)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "id": "30efefd4",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "1f1297320c4a4c3cb15350e265ce770e",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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",
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ " Figure\n",
+ "
\n",
+ "

\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure()\n",
+ "plt.plot(gas_time, (gas_t.mean(axis=1)+1990)/2 - 273.15)\n",
+ " \n",
+ "\n",
+ "# plt.xlim(6, 36)\n",
+ "\n",
+ "for c in coke_products:\n",
+ " plt.axvline(c.t_push, linewidth=0.2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "id": "91e01360",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[]"
+ ]
+ },
+ "execution_count": 40,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "1478f798af3147cb9985ac8248a6f673",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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",
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ " Figure\n",
+ "
\n",
+ "

\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sample_program = np.array('''\\\n",
+ "-3\t81\n",
+ "0\t81\n",
+ "0\t69.61621622\n",
+ "3.5\t69.61621622\n",
+ "3.5\t58.83157895\n",
+ "7\t58.83157895\n",
+ "7\t48.6\n",
+ "10.5\t48.6\n",
+ "10.5\t42.039\n",
+ "14.5\t42.039\n",
+ "14.5\t38.88\n",
+ "24.5\t38.88\n",
+ "24.5\t42.039\n",
+ "27.75\t42.039\n",
+ "27.75\t48.6\n",
+ "30.35\t48.6\n",
+ "30.35\t58.83157895\n",
+ "32.43\t58.83157895\n",
+ "32.43\t69.61621622\n",
+ "34.094\t69.61621622\n",
+ "34.094\t81\n",
+ "36.46688136\t81\n",
+ "36.46688136\t72.9\n",
+ "39.46688136\t72.9\n",
+ "39.46688136\t67.23\n",
+ "42.46688136\t67.23\n",
+ "42.46688136\t62.37\n",
+ "47.46688136\t62.37\n",
+ "47.46688136\t67.23\n",
+ "50.46688136\t67.23\n",
+ "50.46688136\t72.9\n",
+ "53.46688136\t72.9\n",
+ "53.46688136\t81\n",
+ "56.46688136\t81\n",
+ "'''.split(), dtype=np.double).reshape((-1,2))\n",
+ "\n",
+ "sample_time = np.linspace(-9, 72, 1000)\n",
+ "plt.figure()\n",
+ "plt.plot(sample_time, np.interp(sample_time, *sample_program.T), '-')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "id": "622238e0",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(35.0, 90.0)"
+ ]
+ },
+ "execution_count": 45,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "41809b63ee6b4678b73730db63083c09",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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",
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ " Figure\n",
+ "
\n",
+ "

\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure()\n",
+ "plt.plot(gas_time, (gas_t.mean(axis=1)+1990)/2 - 273.15)\n",
+ " \n",
+ "\n",
+ "# plt.xlim(6, 36)\n",
+ "\n",
+ "for c in coke_products:\n",
+ " plt.axvline(c.t_push, linewidth=0.2)\n",
+ " \n",
+ "plt.twinx()\n",
+ "plt.plot(sample_time, np.interp(sample_time, *sample_program.T), '--')\n",
+ "plt.ylim(35, 90)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.12"
+ },
+ "toc": {
+ "base_numbering": 1,
+ "nav_menu": {},
+ "number_sections": true,
+ "sideBar": true,
+ "skip_h1_title": false,
+ "title_cell": "Table of Contents",
+ "title_sidebar": "Contents",
+ "toc_cell": false,
+ "toc_position": {},
+ "toc_section_display": true,
+ "toc_window_display": false
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/CokeOvenBrickWall-Scales.ipynb b/CokeOvenBrickWall-Scales.ipynb
index 4348767..1490d48 100644
--- a/CokeOvenBrickWall-Scales.ipynb
+++ b/CokeOvenBrickWall-Scales.ipynb
@@ -3,7 +3,7 @@
{
"cell_type": "code",
"execution_count": 1,
- "id": "a48ca14c",
+ "id": "9cf8430b",
"metadata": {},
"outputs": [],
"source": [
@@ -19,7 +19,7 @@
{
"cell_type": "code",
"execution_count": 2,
- "id": "3efb72e3",
+ "id": "524a6d89",
"metadata": {},
"outputs": [],
"source": [
@@ -32,35 +32,35 @@
},
{
"cell_type": "code",
- "execution_count": 5,
- "id": "e098d30f",
+ "execution_count": 14,
+ "id": "a836978c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "(0.0, 8.751177742052907e-07)"
+ "(0.0, 9.218271827661792e-07)"
]
},
- "execution_count": 5,
+ "execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "1f391b6625084e539ed2f05764f170e8",
+ "model_id": "e5eb5a95c01a496fb7c866dd76d746f9",
"version_major": 2,
"version_minor": 0
},
- "image/png": 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",
+ "image/png": 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",
"text/html": [
"\n",
" \n",
"
\n",
" Figure\n",
"
\n",
- "

\n",
+ "

\n",
"
\n",
" "
],
@@ -74,16 +74,16 @@
],
"source": [
"plt.figure()\n",
- "T = np.linspace(800, 1600, 100)\n",
+ "T = np.linspace(800, 2000, 100)\n",
"k = kCoef0 + kCoef1 * T\n",
"Cp = cpCoef0 + cpCoef1 * T\n",
"plt.plot(T, k / rho / Cp)\n",
- "plt.ylim(ymin=0)"
+ "plt.ylim(ymin=0, ymax)"
]
},
{
"cell_type": "markdown",
- "id": "9cc2c8cf",
+ "id": "c338a370",
"metadata": {},
"source": [
"# Mean thermal diffusivity of refractory wall (800K~1600K)"
@@ -92,7 +92,7 @@
{
"cell_type": "code",
"execution_count": 10,
- "id": "8c99e09d",
+ "id": "d450d825",
"metadata": {},
"outputs": [
{
@@ -110,7 +110,7 @@
},
{
"cell_type": "markdown",
- "id": "83e89a43",
+ "id": "6110da16",
"metadata": {},
"source": [
"# Grid spacing"
@@ -119,7 +119,7 @@
{
"cell_type": "code",
"execution_count": 12,
- "id": "34cd3a29",
+ "id": "5f059270",
"metadata": {},
"outputs": [
{
@@ -137,7 +137,7 @@
},
{
"cell_type": "markdown",
- "id": "3cb9310c",
+ "id": "49dc34e0",
"metadata": {},
"source": [
"# Time step constraint"
@@ -146,7 +146,7 @@
{
"cell_type": "code",
"execution_count": 13,
- "id": "287b9df7",
+ "id": "b17c722f",
"metadata": {},
"outputs": [
{
@@ -167,7 +167,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "191dd97b",
+ "id": "7a40816a",
"metadata": {},
"outputs": [],
"source": []
diff --git a/Oven Brick Model Parameters.ipynb b/Oven Brick Model Parameters.ipynb
index d95deb0..9a33a2d 100644
--- a/Oven Brick Model Parameters.ipynb
+++ b/Oven Brick Model Parameters.ipynb
@@ -14,7 +14,21 @@
"import ipywidgets as widgets\n",
"\n",
"from matplotlib import pyplot as plt\n",
- "%matplotlib widget"
+ "%matplotlib widget\n",
+ "\n",
+ "# 사용자 운영체제 확인\n",
+ "import os\n",
+ "os.name\n",
+ "# 운영체제별 한글 폰트 설정\n",
+ "if os.name == 'posix': # Mac 환경 폰트 설정\n",
+ " plt.rc('font', family='AppleGothic')\n",
+ "elif os.name == 'nt': # Windows 환경 폰트 설정\n",
+ " plt.rc('font', family='Malgun Gothic')\n",
+ "\n",
+ "plt.rc('axes', unicode_minus=False) # 마이너스 폰트 설정\n",
+ "\n",
+ "# 글씨 선명하게 출력하는 설정\n",
+ "%config InlineBackend.figure_format = 'retina'"
]
},
{
@@ -629,6 +643,76 @@
{
"cell_type": "code",
"execution_count": 21,
+ "id": "c4cb7bc6",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "-2980321.8153982754"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "gas_b.enthalpy_mass"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "e6e9641d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'C2H4': 0.0005448226887749458,\n",
+ " 'C2H6': 0.00016763775039229108,\n",
+ " 'CH4': 0.007501789330055024,\n",
+ " 'CO': 0.10163038617532642,\n",
+ " 'CO2': 0.08264541094339947,\n",
+ " 'H2': 0.02690585893796271,\n",
+ " 'N2': 0.6569994864303017,\n",
+ " 'O2': 0.1236046077437873}"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "gas_u.mole_fraction_dict()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "e52dd204",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "-1525496.0432801933"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "gas_u.enthalpy_mass"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
"id": "067ae187",
"metadata": {},
"outputs": [
@@ -638,7 +722,7 @@
"'1.454825772118082 MJ/kg'"
]
},
- "execution_count": 21,
+ "execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
@@ -650,7 +734,49 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 25,
+ "id": "eb4e75d7",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "1.4548257721180817"
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "1454825.7721180818e-6"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "id": "b925399a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "3681.8181818181815"
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "67500000.0 / 66 / 1e6 * 3600"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
"id": "f8713062",
"metadata": {},
"outputs": [],
@@ -660,7 +786,7 @@
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 29,
"id": "42f68b81",
"metadata": {},
"outputs": [
@@ -670,7 +796,7 @@
"'3636.3636363636365 MJ / hr to a combustion chamber'"
]
},
- "execution_count": 23,
+ "execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
@@ -690,7 +816,7 @@
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 30,
"id": "fd85f6dc",
"metadata": {},
"outputs": [
@@ -700,7 +826,7 @@
"'2499.5182970050437 (kg/hr) = 3636.3636363636365 (MJ/hr) / 1.454825772118082 (MJ/kg)'"
]
},
- "execution_count": 24,
+ "execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
@@ -720,7 +846,7 @@
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": 31,
"id": "fa7ef7a2",
"metadata": {},
"outputs": [
@@ -774,7 +900,7 @@
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 32,
"id": "1d6c95a7",
"metadata": {},
"outputs": [
@@ -792,7 +918,7 @@
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 33,
"id": "e437f3b4",
"metadata": {},
"outputs": [
@@ -818,7 +944,7 @@
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": 34,
"id": "683e1479",
"metadata": {},
"outputs": [
@@ -826,38 +952,38 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "564968.6851296029 1057170.3471485006\n",
- "258568.46996560355\n",
- "239.0022179980857 1363443.6972422504\n",
- "-612434.5630397515\n",
- "400326.765370211 1148091.5363109885\n",
- "3005.361043723591\n",
- "398382.53608438675 1149155.5265008416\n",
- "-2.858431953645777\n",
- "398384.3836843984 1149154.51548965\n",
- "0.000179249735083431\n",
- "398384.3835685452 1149154.5155530453\n",
- "8.731149137020111e-10\n",
- "398384.38356854365 1149154.515553046\n",
- "-1.6298145055770874e-09\n",
- "496.511875 converged: True\n",
+ "567407.1211925298 1520734.4676495316\n",
+ "169566.12238822447\n",
+ "239.0022179980857 1954446.7344226132\n",
+ "-831314.263359389\n",
+ "473431.18022539583 1594212.6857824458\n",
+ "2111.9632881762227\n",
+ "472242.3473923314 1595137.058483179\n",
+ "-1.2422456212807447\n",
+ "472243.0462926644 1595136.5150916716\n",
+ "4.621868720278144e-05\n",
+ "472243.0462666627 1595136.515111888\n",
+ "5.820766091346741e-10\n",
+ "472243.04626666114 1595136.5151118895\n",
+ "-1.979060471057892e-09\n",
+ "700 converged: True\n",
" flag: 'converged'\n",
" function_calls: 7\n",
" iterations: 6\n",
- " root: 1558.4107622013973\n",
- "Outlet Gas Temperature: 1285.2607622013975 `C\n"
+ " root: 1476.6996866989646\n",
+ "Outlet Gas Temperature: 1203.5496866989647 `C\n"
]
}
],
"source": [
"htc = 568 # W / m2 / K\n",
"\n",
- "Twall0 = 1100 + 273.15\n",
- "Twall1 = 1100 + 273.15\n",
+ "Twall0 = 1370.4110474670265\n",
+ "Twall1 = 1421.9112286545476\n",
"\n",
"area_chamber_wall = 6.7 * 16.7\n",
"\n",
- "htcA = htc * area_chamber_wall / 2 / 2 / 2 / 2 / 2 / 2 / 2# W / K\n",
+ "htcA = 700 # htc * area_chamber_wall / 2 / 2 / 2 / 2 / 2 / 2 / 2# W / K\n",
"\n",
"def chamber_energy_balance (Tout, hA, Twall0, Twall1):\n",
" \n",
@@ -891,7 +1017,7 @@
},
{
"cell_type": "code",
- "execution_count": 29,
+ "execution_count": 35,
"id": "badfe727",
"metadata": {},
"outputs": [],
@@ -973,7 +1099,7 @@
},
{
"cell_type": "code",
- "execution_count": 31,
+ "execution_count": 36,
"id": "858a862e",
"metadata": {},
"outputs": [
@@ -993,7 +1119,7 @@
},
{
"cell_type": "code",
- "execution_count": 32,
+ "execution_count": 37,
"id": "d9a3443d",
"metadata": {},
"outputs": [
@@ -1015,7 +1141,7 @@
},
{
"cell_type": "code",
- "execution_count": 33,
+ "execution_count": 38,
"id": "bc35e30a",
"metadata": {},
"outputs": [
@@ -1037,7 +1163,7 @@
},
{
"cell_type": "code",
- "execution_count": 34,
+ "execution_count": 39,
"id": "c5a556cd",
"metadata": {},
"outputs": [],
@@ -1047,7 +1173,7 @@
},
{
"cell_type": "code",
- "execution_count": 35,
+ "execution_count": 40,
"id": "2b8e5d35",
"metadata": {},
"outputs": [
@@ -1069,7 +1195,7 @@
},
{
"cell_type": "code",
- "execution_count": 36,
+ "execution_count": 41,
"id": "9e3eee55",
"metadata": {},
"outputs": [
@@ -1079,7 +1205,7 @@
"'100.24864 GJ / rev'"
]
},
- "execution_count": 36,
+ "execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
@@ -1091,7 +1217,7 @@
},
{
"cell_type": "code",
- "execution_count": 37,
+ "execution_count": 42,
"id": "4ae27703",
"metadata": {},
"outputs": [],
@@ -1101,7 +1227,7 @@
},
{
"cell_type": "code",
- "execution_count": 38,
+ "execution_count": 43,
"id": "d552c14d",
"metadata": {},
"outputs": [],
@@ -1111,17 +1237,17 @@
},
{
"cell_type": "code",
- "execution_count": 39,
+ "execution_count": 44,
"id": "c4d73576",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- ".WaterWithTransport at 0x1d30a92ef60>"
+ ".WaterWithTransport at 0x133b86e9300>"
]
},
- "execution_count": 39,
+ "execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
@@ -1132,7 +1258,7 @@
},
{
"cell_type": "code",
- "execution_count": 40,
+ "execution_count": 45,
"id": "4c82456a",
"metadata": {},
"outputs": [
@@ -1170,7 +1296,7 @@
},
{
"cell_type": "code",
- "execution_count": 41,
+ "execution_count": 46,
"id": "9dd982a4",
"metadata": {},
"outputs": [
@@ -1208,7 +1334,7 @@
},
{
"cell_type": "code",
- "execution_count": 42,
+ "execution_count": 47,
"id": "70b5436f",
"metadata": {},
"outputs": [
@@ -1246,7 +1372,7 @@
},
{
"cell_type": "code",
- "execution_count": 43,
+ "execution_count": 48,
"id": "1c18625b",
"metadata": {},
"outputs": [
@@ -1256,7 +1382,7 @@
"2406727.679574404"
]
},
- "execution_count": 43,
+ "execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
@@ -1267,7 +1393,7 @@
},
{
"cell_type": "code",
- "execution_count": 44,
+ "execution_count": 49,
"id": "17f8781a",
"metadata": {},
"outputs": [
@@ -1306,7 +1432,7 @@
},
{
"cell_type": "code",
- "execution_count": 45,
+ "execution_count": 50,
"id": "f4e62efb",
"metadata": {},
"outputs": [
@@ -1343,7 +1469,7 @@
},
{
"cell_type": "code",
- "execution_count": 46,
+ "execution_count": 51,
"id": "54881653",
"metadata": {},
"outputs": [
@@ -1353,7 +1479,7 @@
"0.8110541903465941"
]
},
- "execution_count": 46,
+ "execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
@@ -1380,7 +1506,7 @@
},
{
"cell_type": "code",
- "execution_count": 47,
+ "execution_count": 52,
"id": "94eac653",
"metadata": {},
"outputs": [],
@@ -1401,7 +1527,7 @@
},
{
"cell_type": "code",
- "execution_count": 51,
+ "execution_count": 53,
"id": "87510579",
"metadata": {},
"outputs": [],
@@ -1411,35 +1537,35 @@
},
{
"cell_type": "code",
- "execution_count": 55,
+ "execution_count": 54,
"id": "b0f627f1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "[]"
+ "Text(0, 0.5, '탄화실 벽면 온도 $ ^\\\\circ C$')"
]
},
- "execution_count": 55,
+ "execution_count": 54,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "27adc246a2cb4614a3ad533207b71595",
+ "model_id": "4599e46e119f431ebbd16b5665df4526",
"version_major": 2,
"version_minor": 0
},
- "image/png": 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",
+ "image/png": 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",
"text/html": [
"\n",
" \n",
"
\n",
" Figure\n",
"
\n",
- "

\n",
+ "

\n",
"
\n",
" "
],
@@ -1453,17 +1579,404 @@
],
"source": [
"plt.figure()\n",
- "plt.plot(Twall_model.T[0], Twall_model.T[-1], '-o')"
+ "plt.plot(Twall_model.T[0] * 19.8 / 30 , Twall_model.T[-1], '-o')\n",
+ "plt.xlim(0, 19.8 + 9)\n",
+ "plt.xlabel(r\"장입 후 경과 시간 (hours)\")\n",
+ "plt.ylabel(r\"탄화실 벽면 온도 $ ^\\circ C$\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e1d9254d",
+ "metadata": {},
+ "source": [
+ "# 실제 정수 기록"
]
},
{
"cell_type": "code",
"execution_count": 56,
- "id": "b90af431",
+ "id": "0412e4da",
"metadata": {},
"outputs": [],
"source": [
- "np.interp?"
+ "import pandas as pd"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "id": "841a4910",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "heat_140205_4A = pd.read_csv('./Heat_History_140205_4A.csv', delimiter='\\t', parse_dates=[['Date', 'Time']])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 58,
+ "id": "45311f29",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "heat_program = np.zeros((2*heat_140205_4A.Q.size-1, 2))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 59,
+ "id": "bfe3bc04",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "heat_program[::2,0] = heat_140205_4A.Date_Time\n",
+ "heat_program[1::2,0] = heat_140205_4A.Date_Time[1:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
+ "id": "24cc8840",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "heat_program[::2,1] = heat_140205_4A.Q\n",
+ "heat_program[1::2,1] = heat_140205_4A.Q[:-1]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "id": "b129f59a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def data_to_program (filename):\n",
+ " heat_140205_4A = pd.read_csv(filename, delimiter='\\t', parse_dates=[['Date', 'Time']])\n",
+ "\n",
+ " heat_program = np.zeros((2*heat_140205_4A.Q.size-1, 2))\n",
+ "\n",
+ " heat_program[::2,0] = heat_140205_4A.Date_Time\n",
+ " heat_program[1::2,0] = heat_140205_4A.Date_Time[1:]\n",
+ "\n",
+ " heat_program[::2,1] = heat_140205_4A.Q\n",
+ " heat_program[1::2,1] = heat_140205_4A.Q[:-1]\n",
+ " \n",
+ " return heat_program"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
+ "id": "8356bc94",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "hp2 = data_to_program('./Heat_Mod_140205_4A.csv')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "id": "31afc8da",
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "f653e716651445abb4eb37f891324af4",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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",
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ " Figure\n",
+ "
\n",
+ "

\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure()\n",
+ "plt.plot(heat_program.T[0].astype('datetime64[ns]'), heat_program.T[1])\n",
+ "plt.plot(hp2.T[0].astype('datetime64[ns]'), hp2.T[1], \"--\")\n",
+ "# plt.plot(heat_140205_4A.Date_Time, heat_140205_4A.Q, 'o')\n",
+ "plt.xticks(rotation=45)\n",
+ "plt.ylabel(r'열량, $GJ/rev$')\n",
+ "plt.ylim(40, 80)\n",
+ "plt.xlim(np.datetime64(\"2014-02-05 00:00:00\"), np.datetime64(\"2014-02-07 00:00:00\"), )\n",
+ "plt.tight_layout()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 64,
+ "id": "563d7b16",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.0 75.0\n",
+ "3.0 75.0\n",
+ "3.0 68.21\n",
+ "4.333333333333333 68.21\n",
+ "4.333333333333333 61.58\n",
+ "6.0 61.58\n",
+ "6.0 54.78\n",
+ "7.333333333333333 54.78\n",
+ "7.333333333333333 48.43\n",
+ "8.666666666666666 48.43\n",
+ "8.666666666666666 42.25\n",
+ "20.0 42.25\n",
+ "20.0 48.43\n",
+ "22.0 48.43\n",
+ "22.0 54.78\n",
+ "26.0 54.78\n",
+ "26.0 61.58\n",
+ "30.0 61.58\n",
+ "30.0 68.21\n",
+ "33.333333333333336 68.21\n",
+ "33.333333333333336 62.75\n",
+ "34.333333333333336 62.75\n",
+ "34.333333333333336 64.3\n",
+ "35.333333333333336 64.3\n",
+ "35.333333333333336 59.16\n",
+ "36.666666666666664 59.16\n",
+ "36.666666666666664 54.85\n",
+ "39.666666666666664 54.85\n",
+ "39.666666666666664 56.82\n",
+ "40.666666666666664 56.82\n",
+ "40.666666666666664 61.13\n",
+ "43.333333333333336 61.13\n",
+ "43.333333333333336 65.28\n",
+ "44.666666666666664 65.28\n",
+ "44.666666666666664 70.53\n",
+ "46.0 70.53\n",
+ "46.0 75.0\n"
+ ]
+ }
+ ],
+ "source": [
+ "for t, q in heat_program:\n",
+ " print(f'{(t - heat_program[0,0]).astype(\"timedelta64[ns]\")/np.timedelta64(1, \"h\")} {q}')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 65,
+ "id": "7ef46c1b",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.0 75.0\n",
+ "3.0 75.0\n",
+ "3.0 68.21\n",
+ "4.333333333333333 68.21\n",
+ "4.333333333333333 61.58\n",
+ "6.0 61.58\n",
+ "6.0 54.78\n",
+ "7.333333333333333 54.78\n",
+ "7.333333333333333 48.43\n",
+ "8.666666666666666 48.43\n",
+ "8.666666666666666 42.25\n",
+ "20.0 42.25\n",
+ "20.0 45.4\n",
+ "25.0 45.4\n",
+ "25.0 48.55\n",
+ "30.0 48.55\n",
+ "30.0 51.7\n",
+ "36.666666666666664 51.7\n",
+ "36.666666666666664 54.85\n",
+ "42.666666666666664 54.85\n",
+ "42.666666666666664 56.82\n",
+ "43.666666666666664 56.82\n",
+ "43.666666666666664 61.13\n",
+ "46.333333333333336 61.13\n",
+ "46.333333333333336 65.28\n",
+ "47.666666666666664 65.28\n",
+ "47.666666666666664 70.53\n",
+ "49.0 70.53\n",
+ "49.0 75.0\n"
+ ]
+ }
+ ],
+ "source": [
+ "for t, q in hp2:\n",
+ " print(f'{(t - heat_program[0,0]).astype(\"timedelta64[ns]\")/np.timedelta64(1, \"h\")} {q}')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "id": "93afa7a3",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[]"
+ ]
+ },
+ "execution_count": 66,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "399ab23628fb41cf84fc7aa5eede058f",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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",
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+ "
\n",
+ " Figure\n",
+ "
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+ "

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+ "
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+ " "
+ ],
+ "text/plain": [
+ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "hours, qs = zip(*[((t - heat_program[0,0]).astype(\"timedelta64[ns]\")/np.timedelta64(1, \"h\"), q) for t, q in heat_program])\n",
+ "plt.figure()\n",
+ "plt.plot(hours, qs)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "id": "e8c66313",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "temperature_140205_4A = pd.read_csv('./Temperature_History_140205_4A.csv', delimiter='\\t', parse_dates=[['Date', 'Time']])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 68,
+ "id": "e8da6dce",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ "7 2014-02-06 24:20:00 1267"
+ ]
+ },
+ "execution_count": 68,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "temperature_140205_4A"
]
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],
diff --git a/result-140205-4A-mod/coke.history2 b/result-140205-4A-mod/coke.history2
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