diff --git a/.gitignore b/.gitignore index 5982f7f..eddb9de 100644 --- a/.gitignore +++ b/.gitignore @@ -14,6 +14,8 @@ build/ RELEASE.txt Testing/ +*.png + ctbDict.cpp ctbDict.h diff --git a/ClusterFinding.ipynb b/ClusterFinding.ipynb index f908e16..612c3df 100644 --- a/ClusterFinding.ipynb +++ b/ClusterFinding.ipynb @@ -77,13 +77,13 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 86, "id": "9c8be894-145c-4e87-b83b-5fd449567474", "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAG3CAYAAAC9oj0eAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQAASqNJREFUeJzt3Ql8FPX5x/Hv5j4gnHJJOLSICHghUg4LymGRQ0sLVTxQsYWCBwKiiK1gFZT+BSooFkoBRcRaRbGtyqGiiFTEC9CiFgpBoSkKhHDk2J3/6/fDLGwIsKHJ7uzs5+1r3N2ZSWaYbLLPPvv8np/PcRxHAAAAQBxIiPYJAAAAAJFC8AsAAIC4QfALAACAuEHwCwAAgLhB8AsAAIC4QfALAACAuEHwCwAAgLhB8AsAAIC4QfALAACAuEHwCwAAgLhR7uD37bffVp8+fdSgQQP5fD699NJLIdvNbMnjx4+329PT09WlSxdt3LixIs8ZAAAAiEzwu3//fp133nmaMWNGmdsnT56sKVOm2O1r165VvXr11L17d+3bt+/UzhAAAACoID7HpGpP9Yt9Pi1evFhXXXWVfWy+lcn4jhgxQnfffbddV1BQoLp16+qRRx7RkCFDKuq8AQAAgHJLUgXasmWLdu7cqR49egTXpaamqnPnzlq9enWZwa8Jjs1SIhAI6LvvvlOtWrVscA0AAAAFE43m03STbExIOPIB/qFDh1RYWBjRy5SSkqK0tLT4Dn5N4GuYTO/RzOOtW7eW+TWTJk3ShAkTKvI0AAAAPC0nJ0cNGzYMBr5NG1fRzlx/RM+hXr16NvEZawFwhQa/JUpnbM27lONlcceOHauRI0cGH+/du1eNGjVSlzo3KikhRa5UXCzXSk6WayW4L5OfkpaiZz/8rb1/08W/1qGDRz6FcIvC5tlyq5R/HX7D6yZp6Smau/p+e/+a9g+o8FCRXMcfkGuluPdviHNUlstt/Ju+klslNagn1yp04e9nifRUuVFxoFBvfT1HVatWDa4zGV8T+G5Z11hZVSPze5K3L6CmbbbaY8d18GveAZRkgOvXrx9cn5ube0w2+OiyCLMcc2IJKe4Nfl38B1gJ7n3hcuN1S05MUVZWlr3vL5ACh9wXoPv9iXKrQIELr1eCL/gzTU5MVcCFzzs5Lg5+E937N8TNwa/P597rlpTgziDOrUmRIDdftzISjYYJfCMV/MayCr1CTZs2tQHwsmXLguvMO4KVK1eqQ4cOFXkoAAAAHMXvBCK6xKpyZ37z8/P11VdHPt4xtR4ff/yxatasacsVTKeHiRMnqlmzZnYx9zMyMjRw4MCKPncAAAB8LyDHLpEQiNBxXBH8fvDBB7r00kuDj0vqdQcNGqR58+ZpzJgxOnjwoIYNG6bdu3erXbt2Wrp0aUhtCgAAABATwa+Zse1ErYFNDYqZ4c0sAADg5FIyUpRVO7NSWnwm1j1cA+9KRS4e8JYW+ZpfJ+Bo3+6DKjx0agPrA/a/yAiU80hNmjQps/OXSZY+/vjjNrY03b9mzZoVTJ6a9S1btgzua1rjjh49Ws8++6xNtHbt2lVPPPFEsOtFVLs9AACAkzOxbpebOqhtn/OUlJJYKcGvL9G9g2Z16vNsVb4ozDVgrkZxkV/rVnyplS9uKPfl8TuOXSLBX87jmFl//f4jrdg2bNhgZwDu379/yAzBporgrLPO0oMPPmi3b9q0KVg9YEprX3nlFS1atMjOBzFq1Cj17t1b69atU2I5nucEvwAARIkJfC+5+mLVrF5TCaqkIDXZxS/1ARcHv1HqLhJwitSx9+FuV2+9sEFul5eXF1YXr9NOOy3k8cMPP6wzzzzTToRmsr7Tpk3TuHHj1K9fP7t9/vz5tlPYwoUL7SRpphXunDlz9PTTT6tbt252nwULFig7O1vLly/X5ZdfHvY5u/g3AgAA70rNTLEZXxP4JqsSW3v6XPxS73Nx8OuLTvCb6EtSjRo11aZrM63+2z/LVQIRjQFv2dmhvejvv//+k5a+mk5gJnA148bMpx2bN28+6QzBJrtbVFQUso+Z5a5Vq1Z2H4JfAABcrmqtTFvqUGkZX8SsBF+ykpITVbVGur7dsa9cAak/wsFvTk5OsLe6UVbWt7SXXnpJe/bs0Y033hj2DMFmHzOdco0aNY7Zp+Trw+Xit4MAAHiXyXhVRo0vvME8M3xungTkeybwPTr4DYcpX+jZs6fN3J7qDMHl2ac0pgEBAADwgJKyh0gtp8Jkck2N7i233FLmDMFHO3qGYLOPKZcwnSCOt0+4CH4BAECFe/Hl53VRp9ZcWYSYO3eu6tSpo169epVrhuA2bdooOTk5ZJ8dO3bYrhHlnUWY4BcAgBhUa9bvVfOPM8rcZtab7ZXlnl+P0rARvzhm/T/Wvqfm5zVWXt5eXXF5H73+8pvBbdNnTtWVA3pW2jnhSKuzSC3lFQgEbPBrJkZLSjpSeWvKFkpmCF68eLENaE098NEzBFerVk2DBw+27c1WrFihjz76SNddd51at24d7P4QLmp+AQCIQU5Comr/YZq9/90tt4YEvmb9riEjonh2Ulpaml0QOWbaichNclF+ptxh27Ztuvnmm4/ZFs4MwVOnTrVB84ABA4KTXJi+wOXp8WuQ+QUAIAaZgNcEuCbQLckAHx34Hh0QR7vswdyf8eQ0/XPTZzYzbBazDvGlR48edoCamcTieDMEm1KGQ4cO2ZIH08bsaObN1PTp0/Xtt9/qwIEDdsKL0q3WwkHmFwCAGFUS4NoA+E+PK6GoyBWBb2mmBOLLrzbpnXdXau6sZ+y6qlVcPO1yjPJHsNWZP0LHqQwEvwAAxDAT6JYEvoHk5IgFvm+9vUIX/LBFyDp/4Mj0taUzdhkZmUpMStJptevExgxvMcjvHF4idaxYRfALAEAMM6UOJYGvuTWPIxEAt2vbXuPHPRSy7pP1H+mue6NbawycDMEvAAAxqnSNb8ljo7ID4PT0DDVu1CRk3c7/7KjUYyK2B7y5BcEvAAAxqKzBbUfXAB/92A1Mj9aAv+yyCFSMgHzy27nhInOsWEXwCwBADPIF/GUObit5bLa7yekNGmr71zn6/J8bVbdufVXJzFRKUkq0TwtxiOAXAIAY9O0v7zjuNjdlfEtc3q2nlq14TTfccrXy9uVp0gP/p359fhbt0/IUM34wUmMIAwx4AwAA8eLh3z563EFwmz7Zau/3u7K/XUqkpKTqsUef9E4E5UL+CJY9+GO47IFJLgAAABA3KHsAAADwADK/4SH4BQAA8ICA47NLpI4Vqyh7AAAAQNwg8wsAAOABlD2Eh+AXAADAA/xKsEtkjhW7KHsAAABA3CDzCwAA4AFOBAe8OTE84I3gFwAAwAOo+Q0PZQ8AAMQwU3v5j6pp+mvNKvY2lmsxI+myKzpq3jNzonLsF19+Xhd1ahWVY4PgFwCAmLW0eqa6t26kG5qfrlFn1LW35rFZX5nu+fUoDRvxi7D3b35eYy1/43XFslgIWP1OQkSXWBW7Zw4AQBwzAe7tZ9bVWQcL9dzn2/Xhh5vtrXls1ld2ABwNRUVF0T4FVwvIp4ASIrT4FKsIfgEAiDGmtOHh7FrqsveAnvhqp87fX6DMgGNvzWOz/pHsWhEpgbh+8M/14MP3a/LUibr4knPV8bKLNH3m1OD2y3p2tLfD7/ylzQCXPDbeWLlc/Qb2Vut2Z6lr70s04w/TVFxcHNze/IImevb5BfrViFt0fvsWmvnH6frHB+/Z9W+984b6Dvix/dr+11+pTV/+M+S8Xl/+qnr9tLtaXXyWLXH401OzT/jvmPv0H9Wn/+X2OJ1/3F7jHxqn/Qf2223/WPuexv5mlPbty1Pz8xrZZfrMKXZbYVGhJk99SJd0a6vz2zVX/2v72v1LZ427XP5DndfuLA0f8Qvt2bP7f7rm+N8Q/AIAEGM+qJqmr1OTNXTH7mNeyM3jITt2a3tqst0vEha/8oIy0jP05wUv6647x+rxP/xe7773jt32l2eW2NtJD/yfVq1YG3z8zrsrddd9d+r6q2/U319Yrgfum6gXl/xFT86ZEfK9pz85TV279NArz7+un145ILjeBNt3jxynvyxYolo1a9sAuSQzvOGz9Rpx93BdcXkfvfL8a7p16Aj9fuajenHJ88f9N/gSfBo35n698peleviBR7Xm/dX63dSJdtsF57fRvWPuV5UqVbVqxQd2uXnQELtt7G9G68OPP9DUyTO05C+v68c9eumWYTfo31u32O2ffPqR7r1/tAYOuF4vPfea2rVtr5mzH1NlDniL1BKr3NvtwbzzS3BnbB7Iy5dbJZxeT66Vf/gdtFt/AwpaN9ahAvd9pLZifnQGZITjxz+5Xm4TSEs+8iD/gHSwUK6TmSHXcvHfN2fPXrlVUoP65f6axDpZ8iUmSklJkq98L8f/TUu1t82KHSn5qOf89+z6kv0KD6nS+A6/TjdvdrZu/dVIe79JkzO1YNF8vff+anXs0Fk1a51m12dlVdNppx15jXryjzP0y5t/pZ/85HBAm924ie64dbQNOG8ddvh7Gb2vuFI/++nVwcfbd35tb2/91Qh17NjZ3n/4oanq3P1iLVu51Aa8c5+Zo/btOmr4r0bY7U3P+IG+2vKV5jw1S/1+8vPvz913eEk8/G+48YYjNczZjRrrjuGjbPZ3/LiHlJKcoqpVsuTz+XRa7TrB/bbl/Ft/e/VlrVz6D9Wtc/jfNnjQEL3z7lt68eU/a+Ttd+uphX9Spw6d9cvBww+fS5Mz9NEn6/TO6pWVVvMbCX7n8HMsFrk3+AUAAGU6rehwQcOXack6/8Cxb/DM+qP3q2zNz2oRen616+jb73ad8Gs2frZe6zd+oidnH8n0+gN+FRQU6ODBg0pPT7frWrU8t8yvP/+8NsH71atVV9MmZ2rz5q/sY3Pb9dLuIftfeEFbPbXgT/L7/Uo0bzpKMZneP/xxhr7a/KXy8/Pl9xfbczlw4IAyMsp+w7rx8w1yHEc/7tslZL0phaherYa9/6/NX6nbZZeXOvcLKyX4RXgIfgEAiDEX7S/Q6QXFerJOlp74966Q0oeApD/UyVLDgmK7XyQ+RU1KCs0+mwypEzBncnwBJ6DbfjVSPbr1PGZbaurhzLZhyinCZjK55lMCOcH7QSfIVH79zXb9cvggXd3/Ot0xfLSqVauudR+u1bjxd6m4+PifCJp/owmkX1j0NyUmhAbUJQGzPZeIDniLTDlCgLIHAAAQKSbMumfHbt3euLaGNamtIbl5anaoyGZ8TeD7Vla6Htu6y+7nBslJyfL7Q4Phc1q01patm9W4UZNT+p4ff/qhGtQ/3d7fm7dH//73Zp3R9Ez7+MwzmunDj9aG7G/qcps0blpm1nfDxk9tRvie0b9WwvdvFl59/a+h/4Zk828IzaS3OLuVXffdd7t00YXtyjzPH5zRTJ+s/yhknakDRvSQ+QUAIAb12HvQBrgP16+hq5sdqaU1GV+z3mx3i9NPb6j3/rFKF15wkVJSUlQtq7qGD7lDQ2+7SfXr1reDxEzQuemLz7Xpy02687a7Tvo9n3jy96pRrYZq1TpNU6dPVo0aNYPlBTff8Av9bGAfO/DO1AB//Mk6PbNovu4f91CZ36tRdmPbZeLphXN1WZduWvfRB1r0/ILQf0ODhjpwYL/9dzQ/6xylp6Xb+t0+V/xEY8aN1D2j7lOLs1tq957dWvP+u7YOuvMll+n6gTfp6ht+otlzZ6rbpZfr3ffetjXBlcG0IPNHqJdBIIIZ7YrmzhFlAADgpEyAu+yf3+ipr/6jR7fusrdL//mNqwJf4+5Rv9bqNe+oS492+smAw2UOl3Tsoienz9W7a96xgeqA667S3Kf+qNO/z+aezKgR9+ihR8ar39W99N9duZr52Bw7MM1oeU5rTfvdE/r7a0vUp193PfbEFN0+bJT6Xdm/zO9lgtaxd/3GBqi9+3XXK397yQ5WO9qF519kyyJGjBmu9l3O1x/nzQx2sbiqTz89/OiD6nnlpRp2x836dP3Hqlevgd1+/rkX6sH7J2vBs/N01c9/rFXvva1f/eJ2VQYmuQiPzzGV2i6Sl5enatWqqVvtm5WUcPhJ7DZ0e/BOt4fUjBS9tHmavd+z7xS6PXig20NaWrKWvHmPvX/VGXeqgG4P5XOwEjsD/I8CLu72kFCjerm/pvbpWbrlwZ6qc1p9JZaz20O5uLRz0mHlD0FMD90bBv9ca1ettx0kKk0UoyO/U6zc3G/0x/FLtevrvJBtxYECLc+Zqb179yorKyskdlr08TnKqBqZYpcD+/y6+vzPQs4jVlD2AAAA4AEls69F5liOYhXBLwAAgAf4HZ9dInWsWEXwCwAAYoaZIW3Tp9uifRqIYQS/AAAAHuCPYLcHP2UPAAAAiKaAk2CXyBzLUaxy8xBQAAAAoEJR9gAAAOABlD2Eh+AXAADAAwIR7MIQUOwi+AW8ZPZuqWcVqWFyyOpDStE+X6aqbt+jtL9/J/2iRtROEcDJJSUnKjGpgioTfSf+Pn5/QMVFfn4siBsEv4BXzN6thN/skjNnr5y/nC5/w1S9lNpNT2ZcqzdS2x/ep6502Z4VGvrOAl11yXtKjOn37oB3A98mzesrITFCA5cCAf37i/9UeADc/NxsPT5ttrpd9uMK/b5wyyQXCTH7oyD4BbyiZxUb+Pq2Finvxjz9dPXLWpHV6Zjd3ujaVW+oq7oWvKu/7LlVWY77pp0G4pnJ+JrAd8fWXSosKKrUzG9KWpLqZ9dSYmJCuYPf/+7K1ZOzp+utt9/Qf3J3qlbNWmrRvKUGXTdY7X947N+e/0XEpjSOcX4nwS6ROlZ5ff3117r77rv16quv6uDBgzrrrLM0Z84ctWnTxm53HEcTJkzQrFmztHv3brVr106PP/64WrZsGfweBQUFGj16tJ599ln7Pbp27aonnnhCDRs2DPs8YjdsBxCqYbLN+BY3TdXPpi6ygW+mf7/u/WaG/tXpLPkTEuyteZwZ2K8VqR31s+ozItYTEkD5mMC34GAFLIeOvxQeKj6lH8v2r3PU7+ortOb91brrznv1ygvL9MeZT6vdxe01YeJ9rv1Rm+CquPjU/s3435hgtmPHjkpOTrbB72effaZHH31U1atXD+4zefJkTZkyRTNmzNDatWtVr149de/eXfv27QvuM2LECC1evFiLFi3SqlWrlJ+fr969e8vvD//NG696gJc0TNbipTdpeffuyszP1xuduujBJrfpjHe/lK9RkppMK9JvEx7Tiu9uCAbAL6d2i/ZZA4gxEx4aJ598ev6ZV/TjHr3UtMkZavaD5rrphl/qzwteLjNza8og8vL2Btd9/s+Nan5uIxtIG19/s11Db71JbTu20vkXN1evn3TVynfesNtN1tdo26m1/Zp77hsZDGZn/2mmuvbsqHPbNlPfn12u15b+rdRxG+mdd1eq39W91LrND/TBh+/LqwLyRXQpj0ceeUTZ2dmaO3euLr74YjVp0sRmbc8888zgz3LatGkaN26c+vXrp1atWmn+/Pk6cOCAFi5caPfZu3evzRSboLlbt2664IILtGDBAq1fv17Lly8P+1wIfgGPeTL7Bnt7x/RpunjNB/IVSU6ybFa4ZCBc2+L1uv3AU4f3zxgY1fMFEFv27N2td959S9dePUgZGRnHbD/VsoQHJt6nwqJCLZj7F73y4lKNHjFWGemZql+vgaZP+YPd57Ulb2nVGx9o3N3j7eNp03+nF19+XuPvm6i/LV6uG6+/RXfdO0Lvf7Am5Hv/bupEjbrjbv395RVqflYLeb3sIVKLkZeXF7KYsoSyLFmyRBdddJH69++vOnXq2MB19uzZwe1btmzRzp071aNHj+C61NRUde7cWatXr7aP161bp6KiopB9GjRoYAPlkn3CQfALeIjp6lAyuG3w3Dkn3Hfwweft7YrUDvbrACAc27b922bpzmh6OGNXUb7Z8Y0uPP8iNT/rbGU3bKxLO3dT24vaKTExUdWqHf5o3NQVn1a7jqpWzbIZwblPz9bEB36nSzp2tl/T78r+6tvrJ3ru+WdCvvftw0epY/sfqVF2E9WoTrebimSyudWqVQsukyZNKnO/zZs3a+bMmWrWrJlef/11DR06VLfffrueeupwIsYEvkbdunVDvs48LtlmblNSUlSjRo3j7hMOBrwBHmLamZVo8tVWm/E1TPZXP/s6JPvbyP9NyNelOYWRP2EAMadkVlufr2L7yd4w8CaNf2icVr33tjq066Qe3a/Q2SfI0n61+UubZbz5l9eGrDeZwRZnHxkgZbQ+51zFg8hOcpFgb3NycpSVlRWSrT1eVxGT+Z04caJ9bDK/GzdutAHxDTcc/sSyrOeVeaN1sudaOPscjeAX8BDTx9e0MzP+3eEHtsbX+tnXtgvE0QHwtsQGR76Ojg8AwtS4cRMbaPxr81fqdll4X5PwfWDiyDkSpBaHdrLo/9Nr1KljZ7319gq9+947mjXnCd09+j5dP/CmMr+nEzjcqvEPj89T3Tr1QraZ7ODR0tPTFQ8Cjs8ukTqWYQLfo4Pf46lfv77OOeeckHUtWrTQCy+8YO+bwW2GyeCafUvk5uYGs8Fmn8LCQjt47ujsr9mnQ4cOChdlD4BXbC9S+k+36LIVK+zDOX++/XCW9/suEE7jZBsA+372td13Tnp/u1/XgtVKE1lfAOGpXq2GOnXorGcWHR6MVNrRg9pK1KxZy97+97+5wXX//Odnx+xn6nuvGXC9ZkydpZsG/UJ/fuFZu950CDD83we8xplnNlNKSqq+2fG1GjdqErKY7wN36dixozZt2hSy7osvvlDjxo3t/aZNm9rgdtmyZcHtJtBduXJlMLA1LdHMc+HofXbs2KENGzaUK/gl8wt4xav5Nrj91fOzbC/f39e7SX2/e9MObisJgEsywO9//AM9duHhj5mGHjg8ihaAu6Skhs7UWFl9fk/F/eMe0jU3/ET9r+2j24eNsoPI/P5im7F99s9P69WX3wzZ39Ta2oFrM6dqxK13aeu2LfrTU7NC9nnokfH6UadL1aRxUxtAr/nHap15xg/sttPrN7TZ5rdWLlfnSy5TalqaqmRW0c2DfqlJv3vAZoHbXNjWtr366JN1ykjP0E+uPPwGP54EIlj2ECjnce68804boJqyhwEDBuj999+3/XzNYpifr2ljZrabumCzmPtmUOXAgYcHZpua4sGDB2vUqFGqVauWatasaXv+tm7d2nZ/CBfBL+AVv6hh52u7sucHdgIL08asa82nbFcHM7itccOvtXVJO83J66fHOvxS+xMy7X5XFoTfHgZA5fMXBxTwB1S/ce2IXG5Ti2mmOC6P7IaN9OJzf7eTXDzy6G+V+99c1axRUy3PaW07L5RmsnWPPjJD4x+8V1f276HWLc+zQfAdo4eGnIfp+LDzPzttYGsGsY0dc7/dVrduPd02bKQe/f3DGvub0bqqz0/18INTNOLW0XYQ3B/mPKHtE7bZgXDntGilobfcqngUcBLsEqljlUfbtm1tf96xY8fqgQcesJle09rs2muP1GyPGTPGTlwxbNiw4CQXS5cuVdWqVYP7TJ06VUlJSTaALpnkYt68eXZgZLh8jqkSdhHTJsNE9t1q36ykBHeOQA/k5cutEk4PrXtylXz3zSSWmpGilzZPs/d79p2iQxUxm1IFWzH/xF0bypLny7QTWJgA+HgqYoa3H//kerlNWlqylrx5j71/1Rl3quCgC0s6Mo9tD+UaBw/JrQJ7jv043S0Sahxp1B+u2qdn6ZYHe6rOafWV6Es6ZopjM9NbZWd+DRP4VvTUxuFzVQjimlPzO8XKzf1Gfxy/VLu+zgvZVhwo0PKcmbbnbUmtbUnsNPH9S5VWJTJ5zUP5xbr34jdDziNWkPkFPMgEtK/uHmwnsDB9fE07sxKmxteUOpiMb6LNFQNwGxOMVlhAmsDwnnjhl88ukTpWrCL4BTzKBLb9CpbaxfTxNe3MTFcHBrcBgDe5uezBTQh+gThgAl76+AIAQPALAADgCaZQJnJlD7GLzC8AAFFghpu7a8g53MQ8NZxA+Z4glD2EJ3YLNgAAiGH5uw+quKhYAac42qcClwk4RXbA477dB6N9Kp5E5hcAgCgoOFikdcu/VMe+qapRvaYSSrU7qzCuHpjk4tS3E73Ad/fu77RuxZcqPFS+N0Z+J8EukeB39fPqxCr8N624uFjjx4/XM888E5yf+cYbb9R9992nBNqtAAAQtPIvn9rbNt2aKSk5Sb7KKNeslG8aB6JQk2KOaDK+JvBd+eKGiB8/XlR48PvII4/oySef1Pz589WyZUt98MEHuummm2zz5TvuuKOiDwcAQEzHV289/6lW//UzVa2RUTlxalqqXKucM8tFlBP5czM1vqbUobwZ3+DXy6dAhAa8OfT5PeK9997TlVdeqV69etnHTZo00bPPPmuDYAAAcKzCg8X69mDoTF4VJj3NvZfczcFvIPb6GVD2EJ4KL9jo1KmTVqxYoS+++MI+/uSTT7Rq1SpdccUVZe5fUFBgp+U7egEAAABiouzh7rvvtvM8n3322UpMTJTf79dDDz2ka665psz9J02apAkTJhy7ITlZSkiWGyXULP8c7hGzL1+u5cqa7yMfD6VuyJEOFsptuvzyF3KrzD3fyW0S0o/83XCKi+QUFcltnJ25citfYqLcKqF6NbmVk7dPbuVz4e9ATHBzxvw4Ao7PLpE6Vqyq8Gjkueee04IFC7Rw4UJ9+OGHtvb3//7v/+xtWcaOHWuD5ZIlJyenok8JAADA8/xKiOgSqyo883vXXXfpnnvu0dVXX20ft27dWlu3brUZ3kGDBh2zf2pqql0AAACAmAt+Dxw4cExLM1P+EAi4uKgdAAAgxlH2EKXgt0+fPrbGt1GjRrbV2UcffaQpU6bo5ptvruhDAQAA4HsBJdglEgKUPRwxffp0/frXv9awYcOUm5urBg0aaMiQIfrNb37DkxMAAADeyvxWrVpV06ZNswsAAAAiw+/47BKpY8WqSppIHAAAAJFEzW94YrdPBQAAAFBOZH4BAAA8wHESFHASInasWEXwCwAA4AF++ewSqWPFqtgN2wEAAIByIvMLAADgAQHn8KC3SB0rVhH8AgAAeEAggjW/gRiu+Y3dMwcAAADKicwvAACABwTks0ukjhWrCH4BAAA8gBnewkPZAwAAAOIGmV8AAAAPYMBbeAh+AQAAvFLzG6lWZ4rdml/KHgAAABA3yPwCAAB4gBPBbg9ODGd+CX4BAAA8wJQ8RG6GN59iFWUPAAAAiBtkfgEAADyAbg/hIfMLAACAuEHmFwAAwAOo+Q0PwS8AAIBX+vxGqAtDIIa7PVD2AAAAgLhB8AsAAOChsodILeUxfvx4+Xy+kKVevXrB7Y7j2H0aNGig9PR0denSRRs3bgz5HgUFBbrttttUu3ZtZWZmqm/fvtq+fbvKi+AXAADAA9wc/BotW7bUjh07gsv69etVYvLkyZoyZYpmzJihtWvX2sC4e/fu2rdvX3CfESNGaPHixVq0aJFWrVql/Px89e7dW36/X+VBzS8AAAAqXVJSUki29+is77Rp0zRu3Dj169fPrps/f77q1q2rhQsXasiQIdq7d6/mzJmjp59+Wt26dbP7LFiwQNnZ2Vq+fLkuv/zysM+DzC8AAIAHRCPzm5eXF7KY0oTj+fLLL21ZQ9OmTXX11Vdr8+bNdv2WLVu0c+dO9ejRI7hvamqqOnfurNWrV9vH69atU1FRUcg+5nu1atUquE+4CH4BAAA8IBrBb3Z2tqpVqxZcJk2aVOa5tWvXTk899ZRef/11zZ492wa7HTp00LfffmvvGybTezTzuGSbuU1JSVGNGjWOu0+4KHsAAADAKcnJyVFWVlZIxrYsPXv2DN5v3bq12rdvrzPPPNOWN/zwhz+0680guNLlEKXXlRbOPqWR+QUAAPAA56hev5W9ON8f0wS+Ry/HC35LM90aTBBsSiFK6oBLZ3Bzc3OD2WCzT2FhoXbv3n3cfcJF8AsAAOABbu/2cDRTG/z555+rfv36tgbYBLfLli0LbjeB7sqVK21phNGmTRslJyeH7GM6RmzYsCG4T7goewC+l5aR4spr4U9Nllulprvv3NLS3flzBIB4Nnr0aPXp00eNGjWy2doHH3zQDpAbNGiQLVswbcwmTpyoZs2a2cXcz8jI0MCBA+3Xm3riwYMHa9SoUapVq5Zq1qxpv6fJHpd0fwgXwS/wvUUbHuFaAABiVkVkZMNV3uOYySiuueYa7dq1S6eddpqt812zZo0aN25st48ZM0YHDx7UsGHDbGmDGSC3dOlSVa1aNfg9pk6datulDRgwwO7btWtXzZs3T4mJieU6F59jKoVdxLwLMNF9t/pDlJTgzgyOc+Cg3MopLJRb+RLcV2WTmpGil3f+IdqngUpy1Rl3quCgC38nAgG5Vs3qcq38A3KtRPf9fSvhVD8SPLiNb+cuuVVgz165UbFTpDcKn7d9b0sGmpXETj96ZZiSMlMjcx77C/R2nydCziNWkPlFXCs4UKgr6w2Rr0oVuZYL3zTEwgu+CgrdGfgCAKKK4BdxzwTAvkQXB0kEv6emwMU/UwCIs7IHNyH4BQAA8ADH8dklUseKVS7+zBIAAACoWGR+AQAAPKBkAopIHStWEfwCAAB4ADW/4aHsAQAAAHGDzC8AAIAHMOAtPAS/AAAAHkDZQ3goewAAAEDcIPMLAADgAZQ9hIfgFwAAwCPBb6RmXnOY5AIAAABwPzK/AAAAHuDYjGzkjhWrGPAGAACAuEHmFwAAwAPMlMPmv0gdK1YR/AIAAHgA3R7CQ9kDAAAA4gaZXwAAAA8wbc58EWpBFojhVmcEvwAAAB5gOj1ErNuDo5hF2QMAAADiBplfAAAAD2DAW3gIfgEAADyA4Dc8lD0AAAAgbpD5BQAA8AC6PYSH4BcAAMAD6PYQHsoeAAAAEDfI/AIAAHgm8xuZySecGO7zS/ALAADgAXR7CA9lDwAAAIgbZH4BAAA8wFQiRKoawVHsIvgFAADwAMoewkPZAwAAAOIGmV8AAAAvoO4hepnfr7/+Wtddd51q1aqljIwMnX/++Vq3bl1lHAoAAACG4wuWPlT2ogi1VIuJzO/u3bvVsWNHXXrppXr11VdVp04d/etf/1L16tUr+lAAAABAdIPfRx55RNnZ2Zo7d25wXZMmTSr6MAAAADgK0xtHqexhyZIluuiii9S/f3+b9b3gggs0e/bs4+5fUFCgvLy8kAUAAADlE6mSB6ek9CFGVXjmd/PmzZo5c6ZGjhype++9V++//75uv/12paam6oYbbjhm/0mTJmnChAmKJb6MdLmVU1got/Klpsq1fLH7SxxNzt59citfDfeWWjm798i1dv5XbuXLzJBb+b/5j9wqUS6W4d6faUJystwoIVAgfRPts4htFZ75DQQCuvDCCzVx4kSb9R0yZIh+8Ytf2IC4LGPHjtXevXuDS05OTkWfEgAAgPeVDESL1PI/MMlPn8+nESNGBNc5jqPx48erQYMGSk9PV5cuXbRx48ZjKgZuu+021a5dW5mZmerbt6+2b98e3eC3fv36Ouecc0LWtWjRQtu2bStzf5MRzsrKClkAAABwajW/kVpO1dq1azVr1iyde+65IesnT56sKVOmaMaMGXafevXqqXv37tq378injCZYXrx4sRYtWqRVq1YpPz9fvXv3lt/vj17wazo9bNq0KWTdF198ocaNG1f0oQAAABBD8vPzde2119rxYDVq1AjJ+k6bNk3jxo1Tv3791KpVK82fP18HDhzQwoUL7T6mQmDOnDl69NFH1a1bN1thsGDBAq1fv17Lly+PXvB75513as2aNbbs4auvvrInbKL74cOHV/ShAAAAUHqSi0gt0jFNC0xZwomYeLBXr142eD3ali1btHPnTvXo0SOkOqBz585avXq1fWzmjCgqKgrZx5RImEC5ZJ+oBL9t27a16ehnn33Wnsxvf/tbG8mbKB8AAADe6faQnZ2tatWqBRdTy3s8plThww8/LHMfE/gadevWDVlvHpdsM7cpKSkhGePS+0RtemNTe2EWAAAAeFdOTk7IeC2TrT3efnfccYeWLl2qtLS0434/MwjuaKYcovS60sLZp9KnNwYAAEAURLDkwSjdtOB4wa8pWcjNzVWbNm2UlJRkl5UrV+qxxx6z90syvqUzuOZrSraZAXCFhYV2NuHj7RMOgl8AAABUqq5du9qBaR9//HFwMZOimbJYc/+MM86wwe2yZcuCX2MCXRMgd+jQwT42gXNycnLIPjt27NCGDRuC+0St7AEAAACRFcmZ15xyHqdq1ap2LNjRTJ/eWrVqBdebNmamYUKzZs3sYu5nZGRo4MCBdrupKR48eLBGjRplv65mzZoaPXq0WrdufcwAuhMh+AUAAPCCUiUJlX6sCjZmzBgdPHhQw4YNs6UN7dq1szXCJnAuMXXqVFsmMWDAALuvySjPmzdPiYnhz2Xoc0yVsIuYNhkmsu9Wf4iSElKifToxJ7Bnr9wqId2900Ir1cXPNRdPvezk75dbMb2x97h6euPcXXKrxAbh10JGXIKLJ18uKpIbFQcKtPybP9ietyUDzUpip+wn71dC+vEHk1WkwMFDyhk6IeQ8YgWZXwAAAE8wyZJIJUx8ilUEvwAAAF4Q42UPkUK3BwAAAMQNMr8AAABeQOY3LAS/AAAAXmDaj0Wo1ZkidZxKQNkDAAAA4gaZXwAAAA8wzWsj1cDWieEBbwS/AAAAXkDNb1goewAAAEDcIPMLAADgBQx4CwvBLwAAgAf4nMNLpI4Vqyh7AAAAQNwg8wsAAOAFDHgLC8EvAACAF1DzGxbKHgAAABA3yPwCAAB4AWUPYSH4BQAA8AKC37BQ9gAAAIC4QeYXAADAC8j8hoXgFwAAwAvo9hAWyh4AAAAQN8j8AgAAeADTG4eH4BcAAMALqPkNC2UPAAAAiBsEvwAAAIgbBL8AAACIG9T8AgAAeIDv+0FvkTpWrHJv8JueKiWkypWKiuRa/oBcq2Z1uZWz4z/RPoXY1LShXGv3PrmVU1got0po2ECu5ffLrRKyqkT7FGJTcbFcKzVFrhQ4QXRLn9+wUPYAAACAuOHezC8AAADCR6uzsBD8AgAAeAHBb1goewAAAEDcIPMLAADgAUxvHB6CXwAAAC+g7CEslD0AAAAgbpD5BQAA8AIyv2Eh+AUAAPAAan7DQ9kDAAAA4gaZXwAAAC9geuOwEPwCAAB4ATW/YaHsAQAAAJVq5syZOvfcc5WVlWWX9u3b69VXXw1udxxH48ePV4MGDZSenq4uXbpo48aNId+joKBAt912m2rXrq3MzEz17dtX27dvL/e5EPwCAAB4aMBbpJbyaNiwoR5++GF98MEHdrnssst05ZVXBgPcyZMna8qUKZoxY4bWrl2revXqqXv37tq3b1/we4wYMUKLFy/WokWLtGrVKuXn56t3797y+/3lOheCXwAAAC+VPURqKYc+ffroiiuu0FlnnWWXhx56SFWqVNGaNWts1nfatGkaN26c+vXrp1atWmn+/Pk6cOCAFi5caL9+7969mjNnjh599FF169ZNF1xwgRYsWKD169dr+fLl5TkVgl8AAACcmry8vJDFlCacjMnUmuzt/v37bfnDli1btHPnTvXo0SO4T2pqqjp37qzVq1fbx+vWrVNRUVHIPqZEwgTKJfuEi8wvAACAF0Sy5ME5fMjs7GxVq1YtuEyaNOm4p2eytCbbawLboUOH2hKGc845xwa+Rt26dUP2N49LtpnblJQU1ahR47j7hItuDwAAAF4QhW4POTk5dgBbCRPYHk/z5s318ccfa8+ePXrhhRc0aNAgrVy5Mrjd5/OFHsJxjll3zGmEsU9pZH4BAABwSkq6N5QsJwp+Teb2Bz/4gS666CKbIT7vvPP0+9//3g5uM0pncHNzc4PZYLNPYWGhdu/efdx9wkXwCwAA4AUuHvB2vKytqRFu2rSpDW6XLVsW3GYCXZMV7tChg33cpk0bJScnh+yzY8cObdiwIbhPuCh7AAAA8IBTaUF2qsp7nHvvvVc9e/a0NcKmfZkZ8PbWW2/ptddes2ULpo3ZxIkT1axZM7uY+xkZGRo4cKD9elNPPHjwYI0aNUq1atVSzZo1NXr0aLVu3dp2fygPgl8AAABUqv/85z+6/vrrbbbWBLJmwgsT+JpevsaYMWN08OBBDRs2zJY2tGvXTkuXLlXVqlWD32Pq1KlKSkrSgAED7L5du3bVvHnzlJiYWK5zIfgFAABApTI9ek/EZH/NDG9mOZ60tDRNnz7dLv8Lgl8AAAAviEK3h1jEgDcAAADEDTK/AAAAHuDmAW9uQvALAADgFTEclEYKZQ8AAACIG2R+AQAAvIABb2Eh8wsAAIC4QeYXAADAAxjwFh6CXwAAAC+g7CEslD0AAAAgbpD5BQAA8ADKHlyS+Z00aZKdr3nEiBGVfSgAAID45UR4iVGVGvyuXbtWs2bN0rnnnluZhwEAAACiW/aQn5+va6+9VrNnz9aDDz5YWYcB/mep6clyMlK4kqciPdm11813KEUFBwujfRoAEDkMeItu8Dt8+HD16tVL3bp1O2HwW1BQYJcSeXl5lXVKQJmB70sf/5Yr41FXNR9DAAwgblDzG8Xgd9GiRfrwww9t2UM4NcETJkw4dkNevpTgzqyNc+hIsO42CVUy5VaBrTlym0BGarRPAZXI2b9fzgH3/R3xpbj3kwbnv9/KtRJ8civn4CG5lZvPzZfk3nH3vnp15E6J0T6BmFfhz7qcnBzdcccdWrp0qdLS0k66/9ixYzVy5MiQzG92dnZFnxZwUlefd68OuTBQCnz7ndwqoWYNuU1aRooWfTop2qcBAJFH2UN0gt9169YpNzdXbdq0Ca7z+/16++23NWPGDFvikJh45F1LamqqXYBoM4GvG2tEAwdc/ElDuvuuFwDELYLf6AS/Xbt21fr160PW3XTTTTr77LN19913hwS+AAAAQEwHv1WrVlWrVq1C1mVmZqpWrVrHrAcAAEDFYMBbeNxbaQ4AAIDwUfbgnuD3rbfeisRhAAAAgBMi8wsAAOABlD2Eh+AXAADACyh7CEtCeLsBAAAAsY/MLwAAgBeQ+Q0LwS8AAIAHmAnAIzUJuE+xi7IHAAAAxA0yvwAAAF5A2UNYCH4BAAA8gFZn4aHsAQAAAHGDzC8AAIAXUPYQFoJfAAAALwXAOCHKHgAAABA3yPwCAAB4AAPewkPmFwAAAHGDzC8AAIAXMOAtLAS/AAAAHkDZQ3goewAAAEDcIPgFAADwUtlDpJZymDRpktq2bauqVauqTp06uuqqq7Rp06aQfRzH0fjx49WgQQOlp6erS5cu2rhxY8g+BQUFuu2221S7dm1lZmaqb9++2r59e3lOheAXAADAS2UPkVrKY+XKlRo+fLjWrFmjZcuWqbi4WD169ND+/fuD+0yePFlTpkzRjBkztHbtWtWrV0/du3fXvn37gvuMGDFCixcv1qJFi7Rq1Srl5+erd+/e8vv9YZ8LNb8AAACoVK+99lrI47lz59oM8Lp16/SjH/3IZn2nTZumcePGqV+/fnaf+fPnq27dulq4cKGGDBmivXv3as6cOXr66afVrVs3u8+CBQuUnZ2t5cuX6/LLLw/rXCh7AAAA8IIolD3k5eWFLKYsIRwmkDVq1qxpb7ds2aKdO3fabHCJ1NRUde7cWatXr7aPTaBcVFQUso8pkWjVqlVwn3AQ/AIAAHhBFILf7OxsVatWLbiY2t6TnqbjaOTIkerUqZMNXA0T+Bom03s087hkm7lNSUlRjRo1jrtPOCh7AAAAwCnJyclRVlZWSLb2ZG699VZ9+umntma3NJ/Pd0ygXHpdaeHsczQyvwAAAB4QjQFvWVlZIcvJgl/TqWHJkiV688031bBhw+B6M7jNKJ3Bzc3NDWaDzT6FhYXavXv3cfcJB8EvAACAF7i41ZnjODbj++KLL+qNN95Q06ZNQ7abxya4NZ0gSphA13SJ6NChg33cpk0bJScnh+yzY8cObdiwIbhPOCh7AAAAQKUybc5M14aXX37Z9votyfCaOmHT09eULZg2ZhMnTlSzZs3sYu5nZGRo4MCBwX0HDx6sUaNGqVatWnaw3OjRo9W6detg94dwEPwCAAB4gM/UvjpOxI5VHjNnzrS3ZuKK0i3PbrzxRnt/zJgxOnjwoIYNG2ZLG9q1a6elS5faYLnE1KlTlZSUpAEDBth9u3btqnnz5ikxMTHscyH4BQAA8IJTKEc4ZadQ9nAyJvtrZngzy/GkpaVp+vTpdjlV1PwCAAAgbpD5BQAA8IBTmXb4VEXqOJWB4BcAAMALXFz24CaUPQAAACBuuDfzm5QkJbj09JL9cq30NLlVQo1qcpuE9OTgfafgkJxDhXKbTTPPk1tV+fzI9XOL9OQjfzd8mZnyJbjvHJUQ/kxEkeavFzptqJsk5ubJrXzJLnyefc8pcN/ftVj4XVD+frlS4Pg/T8oewuPS6BIAAADlQtlDWCh7AAAAQNwg8wsAAOABlD2Eh+AXAADACyh7CAtlDwAAAIgbZH4BAAA8IpYnn4gUgl8AAAAvcJzDS6SOFaMoewAAAEDcIPMLAADgAXR7CA+ZXwAAAMQNMr8AAABeQKuzsBD8AgAAeIAvcHiJ1LFiFWUPAAAAiBtkfgEAALyAsoewEPwCAAB4AN0ewkPZAwAAAOIGmV8AAAAvYIa3sBD8AgAAeABlD+Gh7AEAAABxg8wvAACAF9DtISwEvwAAAB5A2UN4KHsAAABA3CDzCwAA4AV0ewgLwS8AAIAHUPYQHsoeAAAAEDfI/AIAAHgB3R7CQvALAADgAZQ9hIeyBwAAAMQNMr8AwuIkJiqQlKKE4kL5/H6uGgC4TcA5vETqWDGK4BfAcTk+nw40aqb8sy/QoQaNg+vTvtmqKv/8SJn//Ld8prUOACD6qPkNC8EvgDIFklP030uv0qHTmxyzzQTCZjnYcKuyn/6rEgsKuYoAgJhA8AugzIxv8nldbODrKypU1c8+UJUv1ispf6+Kq1RT/lmtld+ijfaf1Vg51/dW4zmLyQADQJT5vh/0FqljxSoGvAE4xg93F2tz6/OVsT9frZ6brRofrlJy/l77x87ctlz2ihb37qXM/HwbAO9reSZXEQDcMsNbpJYYRfAL4Biv9etvb++cOk2vjPyNGny7O7jN3H928iz1XbZCNz05y677rv15XEUAQHwGv5MmTVLbtm1VtWpV1alTR1dddZU2bdpU0YcBUIldHfIa/8De//FLL6jxf7+zwa4JeksCX7Nu62k19eH3MfH+Zo0USErkZwIALujzG6klVlV48Lty5UoNHz5ca9as0bJly1RcXKwePXpo//79FX0oAJXAtDMrcdfVPW2Qa4Ldt+75nV1KAt9rxvxSe4qP/AkJpB75OgBAFLs9RGopp7ffflt9+vRRgwYN5PP59NJLL4VsdxxH48ePt9vT09PVpUsXbdy4MWSfgoIC3Xbbbapdu7YyMzPVt29fbd++PbrB72uvvaYbb7xRLVu21Hnnnae5c+dq27ZtWrduXUUfCkAlMH18S2xr3NgGuYWJiUrx++1i7pt139SqoaLqVY98HR0fAAAnYBKhJjacMWNGmdsnT56sKVOm2O1r165VvXr11L17d+3bty+4z4gRI7R48WItWrRIq1atUn5+vnr37i1/OfrPV3q3h71799rbmjVrlrndRPBmKZGXl1fZpwTgBMwEFqaPr2llZro6aOu/j7vv7otb2dvML7cpoZiJLwAgmkzf9Uj1XvedwnF69uxpl7KYrO+0adM0btw49evXz66bP3++6tatq4ULF2rIkCE2ppwzZ46efvppdevWze6zYMECZWdna/ny5br88sujH/yaf8jIkSPVqVMntWp1+EWyrBrhCRMmHLshPVVKSJUbOXsOB/Su5A/IrXyFLuwFW3zko3pfapp8AfeNAU3dnhzxY9Z491Pt6N9Y+We30diR9wczvoa5v2jibF31mweV0+kCu67mqk/kK5Yr+I7+EaalmL5tch03/i58L2HTNrmV4+KZBX3VsuRWvvR0udaBA3KtQCD2zstsitRpB8pOWqamptqlvLZs2aKdO3faUtmjv1fnzp21evVqG/yaKoKioqKQfUyJhIkxzT6uCH5vvfVWffrppzYtfTxjx461AXIJcxFNBA8geqps+peqf/Ev7TnrTF3z8mLd+IdZWntIStu9Vw8tf0Wv9v+pNt1yna3zzdy0VVkb/sWPCwDiUHapmO3++++3dbvlZQJfw2R6j2Yeb926NbhPSkqKatSoccw+JV8f1eDXFCMvWbLEFjc3bNjwuPud6jsEAJWnwe7vtLh7V43442wt795dj4868gb1Eh35pKbTm28p6YV3tSslgx8HAMRh2UNOTo6yso588vG/xnRmIFzpKoLS60oLZ5+jVfhnvOYETMb3xRdf1BtvvKGmTZtW9CEAVLLun69Xy21bNeuaa3XOvGeVsTn0o3CTFX7yhkF6q1tXXb7hA34eABCnsrKyQpZTDX7N4DajdAY3Nzc3mA02+xQWFmr37t3H3ScqmV/T5swUJr/88su212/JP6JatWq2bQUA93uq/Y/s7bIWrVWcs1MNn3lBgcREW+Zgujok+P169rTG2n1JXz1z4eF9AQBRdootyE5JBR/HJEtNcGva5F5wweHxJCbQNS10H3nkEfu4TZs2Sk5OtvsMGDDArtuxY4c2bNhgO0VELfidOXOmvTW92Y5mWp6ZFmgAYisALmEC3oQDB4OPd1SvQeALAG4SyWmHnfIfx7Ql++qrr0IGuX388ce2I1ijRo1sG7OJEyeqWbNmdjH3MzIyNHDgwGAidfDgwRo1apRq1aplv2706NFq3bp1sPtDVIJfU/YAAAAAHO2DDz7QpZdeGnxc0vBg0KBBmjdvnsaMGaODBw9q2LBhtrShXbt2Wrp0qa0kKDF16lQlJSXZzK/Zt2vXrvZrE7/vSOSKPr8AAACofJGcdth3CscxVQEnSpKaQWumU8SJukWkpaVp+vTpdjlVBL8AAABe4PKyB7dwX0d/AAAAoJKQ+QUAAPAAX+DwEqljxSqCXwAAAC+g7CEslD0AAAAgbpD5BQAA8IIYnuQikgh+AQAAPMDnOHaJ1LFiFWUPAAAAiBtkfgEAALyAAW9hIfgFAADwAlOJEKkWZI5iFmUPAAAAiBtkfgEAADyAAW/hIfgFAADwTKuzCNUjOIpZlD0AAAAgbpD5BQAA8AK6PYSF4BcAAMALTKcHXwSPFaMoewAAAEDcIPMLAADgAXR7CA/BLwAAgBdQ8xsWyh4AAAAQN8j8AgAAeAGZ37AQ/AIAAHgBwW9YKHsAAABA3CDzCwAA4AX0+Q0LmV8AAADEDTK/AAAAHkCf3/AQ/AIAAHgBA97CQtkDAAAA4gaZXwAAAC8IOKb2IXLHilEEv8D30jJSXHkt0pPd+2ua4sJLlp6SHO1TAIDooOwhLO59VQUibNEnE7nmAAB4nHuD38IiKcGdJckJVTLlVk6dmnKtPflynSSyhJ52qPDw4jZJ7v3T6zutltzKcfGnIMpz4d+3EgG/XMvFr6c2DnGjgGnmezzO4exvRDiKVS7+SwJUvoKDhbrqrLsU+Ha3ay+3r1kjudb2/8itfJmZ9ucLAHGDsoewEPwi7pkAKXCgwLXXwXfQpdkH44B7g0tfAll9AMCxCH4BAAC8wHZgoNvDyRD8AgAAeIETOLxE6lgxyp0jygAAAIBKQOYXAADACxjwFhaCXwAAAC+g5jcslD0AAAAgbhD8AgAAeKnsIVLLKXjiiSfUtGlTpaWlqU2bNnrnnXcUaQS/AAAAXmA7nUUq+FW5PffccxoxYoTGjRunjz76SJdccol69uypbdu2KZIIfgEAAHBK8vLyQpaCguNPGjVlyhQNHjxYt9xyi1q0aKFp06YpOztbM2fOVCQR/AIAAHhBFMoesrOzVa1ateAyadKkMk+tsLBQ69atU48ePULWm8erV69WJNHtAQAAwAsCZuKJQASPJeXk5CgrKyu4OjU1tczdd+3aJb/fr7p164asN4937typSCL4BQAAwCkxge/Rwe/J+Hy+kMeO4xyzrrIR/AIAAHiBiye5qF27thITE4/J8ubm5h6TDa5s1PwCAAB4gYtbnaWkpNjWZsuWLQtZbx536NBBkUTmFwAAAJVu5MiRuv7663XRRRepffv2mjVrlm1zNnToUEUSwS8AAIAXuHx645///Of69ttv9cADD2jHjh1q1aqV/v73v6tx48aKJIJfAAAAD3CcgF0idaxTMWzYMLtEEzW/AAAAiBtkfgEAALzADEI7hXKEUxKprhKVgOAXAADAC2xASvB7MpQ9AAAAIG6Q+QUAAPACM+WwL0LTGzsROk4lIPMLAACAuEHmFwAAwAuo+Q0LwS8AAIAHOIGAnAiVPTiUPQAAAADuR+YXAADACyh7CAvBLwAAgBeYCS589Pk9Gbo9AAAAIG6Q+QUAAPBM2UOk+vw6ilUEvwAAAB7gBBw5ESp7cGI4+KXsAQAAAHGj0oLfJ554Qk2bNlVaWpratGmjd955p7IOBQAAANN7N5JLjKqU4Pe5557TiBEjNG7cOH300Ue65JJL1LNnT23btq0yDgcAABD3bNlDBJdYVSnB75QpUzR48GDdcsstatGihaZNm6bs7GzNnDmzMg4HAAAARGfAW2FhodatW6d77rknZH2PHj20evXqY/YvKCiwS4m9e/fa2+JAoVzLxefm+I9cS7fxBdx7bgHHvT9Tn4t/pnLzdQu4eDxvwC/X8ifKrZwE9143N/99k8/Fw3vc/LsQKJIblcRHZQ04K3YKIlaOUCx3Xp9wVPirw65du+T3+1W3bt2Q9ebxzp07j9l/0qRJmjBhwjHr39rxp4o+tfiwK9ongAq3kWt6SvZw3QB41759+1StWjV7PyUlRfXq1dOqnX+P6DnUq1fPHjvWVFpqxOfzhTw271BKrzPGjh2rkSNHBh/v2bNHjRs3tvXBJT9UhCcvL8+Wl+Tk5CgrK4vLxnWrVDzfuG6RxPON68bz7Ug8ZQLfBg0aBC+JaS6wZcsW++l7JKWkpNhjK96D39q1aysxMfGYLG9ubu4x2WAjNTXVLqWZwJcA7tSY68a147pFCs83rlsk8XzjuvF8OxwjlWaC0FgMRKMhoTLeBZjWZsuWLQtZbx536NChog8HAAAARLfswZQxXH/99brooovUvn17zZo1y5YxDB06tDIOBwAAAEQv+P35z3+ub7/9Vg888IB27NihVq1a6e9//7ut5T0ZUwJx//33l1kKAa5dZeA5x3WLJJ5vXDeeb+7H76m3+ZxYnpwZAAAAKAcXN/8DAAAAKhbBLwAAAOIGwS8AAADiBsEvAAAA4gbBLwAAAOKG64LfJ554Qk2bNrWzlJjJMt55551on5KrTZo0SW3btlXVqlVVp04dXXXVVdq0aVO0Tysmr6OZfnvEiBHRPhXX+/rrr3XdddepVq1aysjI0Pnnn69169ZF+7Rcrbi4WPfdd5/925aenq4zzjjDtoIMBALRPjXXefvtt9WnTx87dav5nXzppZdCtpsGRePHj7fbzbXs0qWLNm7cqHh3outWVFSku+++W61bt1ZmZqbd54YbbtA333yjeHey59vRhgwZYveZNm1aRM8RHg9+n3vuORt8jBs3Th999JEuueQS9ezZ006QgbKtXLlSw4cP15o1a+wseuZFtkePHtq/fz+XLExr1661E7Gce+65XLOT2L17tzp27Kjk5GS9+uqr+uyzz/Too4+qevXqXLsTeOSRR/Tkk09qxowZ+vzzzzV58mT97ne/0/Tp07lupZi/Xeedd569VmUx127KlCl2u/ndrVevnrp37659+/bF9bU80XU7cOCAPvzwQ/3617+2ty+++KK++OIL9e3bV/HuZM+3EiYo/sc//mGDZHiA4yIXX3yxM3To0JB1Z599tnPPPfdE7ZxiTW5urunb7KxcuTLapxIT9u3b5zRr1sxZtmyZ07lzZ+eOO+6I9im52t133+106tQp2qcRc3r16uXcfPPNIev69evnXHfddVE7p1hg/pYtXrw4+DgQCDj16tVzHn744eC6Q4cOOdWqVXOefPLJKJ2l+69bWd5//32739atWyN2XrF63bZv3+6cfvrpzoYNG5zGjRs7U6dOjcr5oeK4JvNbWFhoPzo1WcujmcerV6+O2nnFmr1799rbmjVrRvtUYoLJmvfq1UvdunWL9qnEhCVLlthpy/v372/LbC644ALNnj072qflep06ddKKFStsts345JNPtGrVKl1xxRXRPrWYsmXLFu3cuTPkdcLMxNW5c2deJ07htcJ8hM+nNidmSpOuv/563XXXXWrZsuWpPG0RL9Mbn4pdu3bJ7/erbt26IevNY/PHDidn3riOHDnSvtCaKaVxYosWLbIfAZqPThGezZs3a+bMmfZ5du+99+r999/X7bffbgMQU0OIspl6SxNsnH322UpMTLR/6x566CFdc801XLJyKHktKOt1YuvWrVzLMB06dEj33HOPBg4cqKysLK7bSUqWkpKS7N85eIdrgt8S5p1o6YCu9DqU7dZbb9Wnn35qM0o4sZycHN1xxx1aunSpHVyJ8LMgJvM7ceJE+9hkfs1gIxMQE/yeeDzDggULtHDhQps9+vjjj+34BlM/OGjQIJ5+5cTrxKkzg9+uvvpq+7tsBpjj+Myn0b///e9tkoQ4xFtcU/ZQu3ZtmxEpneXNzc095l0+jnXbbbfZj6TffPNNNWzYkEsUxh8189wyHUXMu3qzmMGDjz32mL1vMnM4Vv369XXOOeeErGvRogWDUk/CfGRqMm0m6DAj7s3HqHfeeaftMoLwmcFtBq8Tpx74DhgwwJaPmAHSZH1PzHSbMq8TjRo1Cr5OmE8YRo0apSZNmvCrG8NcE/ympKTYQMT8Qh7NPO7QoUPUzsvtTGbcZHzN6N033njDtlLCyXXt2lXr16+3GbiSxWQ0r732WnvfvBHDsUynh9Kt9Ewda+PGjblcJ2BG2yckhP65Nc8xWp2Vj/n7ZgLgo18nzHgR88aV14nwAt8vv/xSy5cvt60KcWLmTar5NPXo1wnzaY15M/v6669z+WKYq8oeTB2hebKZIKR9+/a2/ZRpczZ06NBon5qrB2yZj1Jffvll2+u3JCNSrVo12wMTZTPXqnRdtOl/aV4QqJc+PpOtNEGGKXswL6Sm5tf8npoFx2f6iJoaX5NBMmUPppWjadd18803c9lKyc/P11dffRV8bLKUJugwg3jN9TPlIub516xZM7uY+6bftKlfjWcnum4mYPvZz35mP77/61//aj/ZKnmtMNtN8ilenez5VvpNgmnzaN6ANW/ePApniwrjuMzjjz9uW4mkpKQ4F154IS27TsL8CMta5s6dG5kfmIfQ6iw8r7zyitOqVSsnNTXVtiKcNWtWJf9kYl9eXp5to9eoUSMnLS3NOeOMM5xx48Y5BQUF0T4113nzzTfL/Js2aNCgYLuz+++/37Y8M8/BH/3oR8769eudeHei67Zly5bjvlaYr4tnJ3u+lUarM2/wmf9VXCgNAAAAuJdran4BAACAykbwCwAAgLhB8AsAAIC4QfALAACAuEHwCwAAgLhB8AsAAIC4QfALAACAuEHwCwAAgLhB8AsAAIC4QfALAACAuEHwCwAAAMWL/wexEE2KMIwywAAAAABJRU5ErkJggg==", + "image/png": "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", "text/plain": [ "
" ] diff --git a/EtaGeneration.ipynb b/EtaGeneration.ipynb index 32b39af..70c0d78 100644 --- a/EtaGeneration.ipynb +++ b/EtaGeneration.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 25, "id": "a7bafd1c-9c36-40c2-bf8d-3bba7fbc09f8", "metadata": { "editable": true, @@ -53,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 26, "id": "8ae6ce69-313f-41d4-8019-64e93a5610a0", "metadata": { "editable": true, @@ -73,7 +73,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -98,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 27, "id": "6390e1ef-2216-47ed-a8ce-106b9a7766ed", "metadata": { "editable": true, @@ -110,7 +110,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -180,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 32, "id": "0b3fef19-144b-4421-8d21-66b67b838813", "metadata": {}, "outputs": [ @@ -215,7 +215,7 @@ "with aare.ClusterFile(f'.data/test_{g.grid_size}x{g.grid_size}{tag}.clust', cluster_size = (g.grid_size,g.grid_size)) as f:\n", " for clusters in f:\n", " eta2 = aare.calculate_eta2(clusters)\n", - " # energy = clusters.sum_2x2()\n", + " # eta2 = aare.calculate_eta3(clusters)\n", " eta_hist.fill(eta2['x'], eta2['y'], eta2['sum'])\n", "\n", "\n",