{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# MinDE System with Spatiocyte Simulator" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "from ecell4.prelude import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Declaring Species and ReactionRules:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "with species_attributes():\n", " cytoplasm | {'radius': 1e-8, 'D': 0, 'dimension': 3}\n", " MinDatp | MinDadp | {'radius': 1e-8, 'D': 16e-12, 'location': 'cytoplasm', 'dimension': 3}\n", " MinEE_C | {'radius': 1e-8, 'D': 10e-12, 'location': 'cytoplasm', 'dimension': 3}\n", " membrane | {'radius': 1e-8, 'D': 0, 'location': 'cytoplasm', 'dimension': 2}\n", " MinD | MinEE_M | MinDEE | MinDEED | {'radius': 1e-8, 'D': 0.02e-12, 'location': 'membrane', 'dimension': 2}\n", " \n", "with reaction_rules():\n", " membrane + MinDatp > MinD | 2.2e-8\n", " MinD + MinDatp > MinD + MinD | 3e-20\n", " MinD + MinEE_C > MinDEE | 5e-19\n", " MinDEE > MinEE_M + MinDadp | 1\n", " MinDadp > MinDatp | 5\n", " MinDEE + MinD > MinDEED | 5e-15\n", " MinDEED > MinDEE + MinDadp | 1\n", " MinEE_M > MinEE_C | 0.83\n", " \n", "m = get_model()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make a World." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "f = spatiocyte.Factory(1e-8)\n", "w = f.world(Real3(4.6e-6, 1.1e-6, 1.1e-6))\n", "w.bind_to(m)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make a Structures." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "47496" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rod = Rod(3.5e-6, 0.51e-6, w.edge_lengths() * 0.5)\n", "w.add_structure(Species('cytoplasm'), rod)\n", "w.add_structure(Species('membrane'), rod.surface())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Throw-in molecules." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "w.add_molecules(Species('MinDadp'), 1300)\n", "w.add_molecules(Species('MinDEE'), 700)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Run a simulation for 240 seconds." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "sim = f.simulator(w, m)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "obs1 = FixedIntervalNumberObserver(0.1, ('MinDatp', 'MinDadp', 'MinEE_C', 'MinD', 'MinEE_M', 'MinDEE', 'MinDEED'))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "obs2 = FixedIntervalHDF5Observer(1.0, \"minde%03d.h5\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "duration = 240" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "sim.run(duration, (obs1, obs2))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZIAAAEGCAYAAABPdROvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3hUVdrAf+9MGkmAAAkEEnoNCkoREBUV7AUrrr2uBV17W8unrm1tK65dVxTLWlFERVFEbAhIrwmEmgQCCSG9TjnfH/fOZCYzSW4mmQTY83uePLn33HPvOdPOe87bjiil0Gg0Go0mVGxt3QGNRqPRHNhoQaLRaDSaZqEFiUaj0WiahRYkGo1Go2kWWpBoNBqNpllEtHUHwkFiYqLq06dPW3dDo9FoDiiWL1++VymV1NT7DkpB0qdPH5YtW9bW3dBoNJoDChHZEcp9WrWl0Wg0mmahBYlGo9FomoUWJBqNRqNpFlqQaDQajaZZaEGi0Wg0mmahBYlGo9FomoUWJBqNRqNpFlqQaDSa/R7lcqEcjjZp211VRdHnX6C33KgfLUg0Gs1+T/bUqWwcNbpN2s5/6SVyH3iAsl9+aZP2DwS0INFoNPs95b/+hqqpIeeWW1u9bdfeAvP/3lZv+0BBCxKNRrNf46tSKv3hB1xFRa3avsTEAOAqKW3Vdg8ktCDRaA5wHHl5bd2FsFJXcBTMmNGq7SuXEwBHbm6rtgtQ/PU3bLvgL63eblPRgkSjOUCp3rKF9CFpbJ5wLCXz5rVKm0Vffkn6kDRcZWWt0h5A8Rdf+Be0ss3bsSPL+J+7q1XbVU4nu+6+m6o1a6jJ2dmqbTcVLUg0mgOUraef4T3eefMtYW8v96GHyf37fQDse+893JWVYW8TIO/Z5wDodv/9ALjLy1ulXQBnQQEVS5cC4NjVuoJk9xNPeI/dZfu3Wk0Lkv2IvOensff1N9q6G5oDAOV2t257SlH06afe870vvkTWtde2ah86XXIx9i5dKPzoo1Zr07F7t/e4ekM6rpKSVmu7+PPalZi7FVeAoaAFyX5EwZtvkv/CC23dDc0BQMXSwP12VE1N2NrLe+65gLLKZcvD1p4vEh1NzNChiN2Oq6AAXC6chYWt0raroMDbB4Dir75ulXYB2g0fXtsPLUg0Vij7faH3uC2MepoDC+du4zvS77tvvWXlixaFrb2Sr78J27MbQrlcKKeTuAnHGAURxl58+96Z0SrtO01Hhp5vvG4UuF2t0m711m1U+GzO5y7Vqi1NIzhyc8n+61+956U/zvcel8yb1+rujvszBTNmtJpheX/GacY0RCR1JfmxRwFQrvCpu6IH9A9aXvLdd2FrE8BVWAguFxFJxu6vfUy1VlSvnmFt14MzPx+AdiNGQEQETjOmJNwUvPmmcWAKzl1337NfR9ZrQbIfUJOV7Xe+xzSyOXJz2XnzLWwad2Tr92n7dmqysymZ+32bpaaoS8m8eeQ99TQ7b76F0h9/xF1R0dZdajOc+XuRdu2wxcUSf9RRRllB+ALmarKy6XDaaQxZu4Ze77ztLd95+x1haxN8BGaiIUgiU1MAcFe0jqHfY7O0RUcT2aMHNVlZrdJuZIrxOgctXuwtc7aysb8paEHSinhmFO6aGpTTiau4mN2PP0HWFVcE1C375Req1q/3njdHR+oqKiJ9SBrZN/2t3joVS5dSnZmJqqmhJmcnW045lS0nnsTO224j/9VXQ2670b6VlZExchRlv/5ab52SuXNx7Nzp55mU87eb2ThylF+91vTmaWv2vf8+uN2ICPbERADynno6LG1Vb9mCIyeHyJQUJDKSuCOPpPdHHwIgkZFhadODZ0XgWZHYYmMBWsVjzF1Rgaqu9p5HpaZQ+uOPYW8XwLFnN/YuXbDHx2Hv2BGA7BtuaJW2QyFsgkRE3haRPBFZF+TaXSKiRCTRPBcReVFENovIGhEZ6VP3ChHJNP8CR9wDhLxpL5CRNpT0IWlsHH4YGYcOY9O4Iyn84ANvneRHHqH9yScDkH39DeT87WbvtU2jj7DclqusjKoNG7znO666GoCy+fOpyckJqO8sLGTHZZez9czJ7H7ySbaccILf9ZotWwHDrz3/1VdxtaC+tnTuXFRFBdnXXU/6kDSq0tPrvJZydt52O5snnRD0/n3//S+lP/9M+eLFbDxiDGW//d5ifauPtl6huauqwOXyDnK2qCijPEyCtGqD8ZnEH3+ctyx2xAgSb7oJ5XCE1abnzPMIEkNYSlQUtrg4HDnZDd3WIpQtNOyW8cceC2AIbKezVSYsVavXED1oIACJtxoTqP05liScK5IZwCl1C0WkJ3Ai4LtGPBUYaP5dB7xm1u0MPAyMBcYAD4tIpzD22UvB9LepWB6aV4qrqChghl343/8GVqyj8+x04V9oP2livc8tnj2bghkzKP76a4pnz0Y5nd5rVRs2kP/yKxTMmMGm0Uew7dzzqN66jV33P0C1z+C85YQT/Z5Z8sMPbD6+ts2ijz8J7KY5YJUuWMDeF19i+4UX1dvHhlBOJwVvv+OnknJXVvnVybryKqOuUlRt2OA1Knvodv99DFm31nu+57HHyblhKlnXXgduN9nXXkvl2nXU7Njhd1/54sWU//lnSP32e86iRWQMG076kLRmPytUPC6osUfUTi7iT5gEEBY9evGsWQDEDBniV+5ZJWw+fmLY9Pe1tiCjLREheuDAoBOilsazAu56910AtJ9ovMclc78Pa7vK4aB6yxbaHX44AJ3+YkS2q8rK/dZOEjZBopT6FdgX5NI04B7841PPAt5TBouBBBHpDpwMzFNK7VNKFQLzCCKcWhpHXh55zz7LjksuZd/7H1AYZHCtD3d1NZvGHUn2ddf7edFE9etn6f66hvXYI8d5j3fd+3fynnqaXXffw657/26sao4cT+Xq1Ww79zz2vvyyn3pj1913B0YFmzj37SN9SBo7b7kVVVUVcF2io+l02WWAoWbb8+yzFJmGzpotWyy9lroUzZxJ3jPPUDC9VsfuKvX3y283YgQAxbO+ZNu557H1jDP9rscecQQSEUHyP/7h/3CfVcL2KVPYcrLxNXEVF6NcLrKuvIqsy6+g7NdfqVy3noLpb7Pzjjtw5ufjKi62/BqyzNVdMJRS7HvvfSpWrLD8vFBwm4Ik4S+1qTPKTAeNXffe26Jt5dx2O+V//AHUqpU8dDxrsve4+MvZZE44tsXjLJz5+djat8dm5rsCiOjWDefuPS3aTkNEDxhg/DdXCHvfCG+sl2PPHnC7iUpNBUDsdu81dyvGsTSFVrWRiMhkYKdSanWdSymA71o1xyyrrzys7H7oYe/xnieeYPcjj1i+17Gz1iCW/+JLOAsLcebnU7VmTYP3dXvgAQA6nHpqbaEIXe+6i653313vfa7CQgrqcYX0tbHYTD1rVO/eAGSOP6rB/sQccgjd7r3He75v+tuU/2EIxrpCUTmdjc6UHHl57H7EGPxt7cwkeGXl7H3xJb96zn37qMnJIdeMYval/YknEpNmrAQ6/eWCBtsDYwWVOeFYcm68yVuWfd31bD//fPKefZaSb78j85gJbBpbK6yVy2V51pc54ViU2+0NDqxY8id7nnySHRdfYun+UPHaDbomecuSHzXe25IWjnMonTu33mu2du28x7n3348zL4/KNWvrrd9UnPn5FH7wQYDra2RyNxx79lC5di27HnwQt48doyWxJyaScEHt9yy6Xz8iunUjqm+fsLTnwaPNiExJ9ZYlm2OQc1+wuXnb02qCRERigQeAh4JdDlKmGigP9vzrRGSZiCzLN39ooRLVP3D14InzcBYWknXNX+vVC/uqbSpXrmTrGWeSecwEb9mgxYsYkr6BvrO/BKDTpZeSlpFO58suBYwlfOerriL+uONIS99Au0MOocs19c+CAVzFge7B4vMjB+NHHz9xIjU7dpD/8itBn9P98ce8x93uvQcxXQ/r4qtSq1i5koxDh1H8xazgdZVi88kns3nCsd6yytXGPCLn5lrjf/8f5xEzfDhVa9YEqN88RPb0d/kckr6Bvl/WttvxrLP8rudMvRFVXd2kfSQ2jhzFxuGH+ZVVb91K+pA00oekYe/c2VvuzMsjY+ghZAw9hNKffvLzmgpnTMfeV18DatU9AB3PPtt73FJR7762oPiJwVWuPZ59xqxs/CyLPrG+em+M3Y8+FrQ8olsyqqKC7VMuoHjm51S0gMqyLqU/LcC1dy/2zv6a9Jhhh1K9cVOLt+fLHvN1R/Xr6y3zeHFtPfU0HHv2vySdrbki6Q/0BVaLyHYgFVghIskYKw3fUSIV2NVAeQBKqTeVUqOVUqOTfH5gIRHEH3/XnXcCxg+lfOFC9r1fayR3lZUbaqI77iD3wQf9H1VQ63fea8YM7AkJiAgxgwfT6913SbrttoC2ut17Dz1ff82vLECV40PFosV+5z2eeZpOF/jP2Duec7bX+2Pvyy8HPKPXjHeI6NbNex5jRtX2nVVHNSaCIyvLqw7acdHFABR++onhjVbHEF29aZM36Z2H0nk/knX11d5+dzj9dKJSU4kwvY/qo91h/gO8iBAzZAgD5v9I7w8/pPs/n2RI+oZ67m6YvOeew5GXh6quRjkcflHiW0873Xvs2rePuGOOCbg/58ab/GbODanAmosn95NndQmGwb3b/z3o7WNL4Dv7TfrbTUHrRPXp43deOm8eNdktYwiPNGNF6n73fQdYAFdxy6l7qjZtIn1IGjk33gjgda32ED1gAM7du/0mUy1NRPfuAER27eoti+pT+1lvPvZYdly+f/kdtZogUUqtVUp1VUr1UUr1wRASI5VSu4GvgMtN761xQLFSKhf4HjhJRDqZRvaTzLKwEswrw1VcTOW69d6ApH1vv214zwDVGzMAKPn2O6ozjOOYoUMDnhHh88UAiBs7Bnt8nKU+xaQZhk57QgL9vv6KwStXkFpH2IAhrDpOnuzVnydMmcLARX+QdPPNXkHioeM55wCQ+uorxI0b59c/EWMxGD1okN89ntVawVvT2XXv32vLU3uycfhh3pTXRV9+SeXatfXmCPKoyQBS/mWk3+jxjL/7alpGOgPm/8iAX35m4MLf6XDySUGfFZmSQuzIEYjNhojQ5/OZQesFw/OjLXhrut+qqfzPpd7jmMOG+91T/ttvJEw5P+BZHtUdBH7WLYXHBhEzbBhi8//5RiYnA+BoIfuBx9Cd+vJLQb/PAJHm++dL+cKFQWo2HVXjwNahQ4AaM76OIC+ZM6dFjNDK7WbbZP9VbXSav1OFJ57FsTN8HlRis/nZnyDwfa7480+Uq3Wi7K0QTvffj4BFwGARyRGRaxqo/i2wFdgM/Ae4EUAptQ94DFhq/j1qloUVd3lZwKALsP3886nZWmto9gwcxd8Epo/o/WGgl5a9U0LIfYoeNIgOp51KzzdeJ3rgQGzt2tH+uOOgjh+/LT7eqN+vL2kZ6XR/7FEiOnVCbDbvNQ8xhx5CWkY67U21RaS5IonqXxvFLHY7qa++Srf7jayv3czsrwX/+Q/Fs2d763n8+j0eYrl/v4/tUy7wiwROuvMOrweMB18dtD0+PuCHG5mSQmS3bkR06WLlbQKg3SGHeHXKDTHw99/oePZZQa/5ZhoQ8f+ZxI0fT8yhwxp8dn1qwebisXslTg2MKfB8Z90l1p0HGsLlDQasf6UY7Fr+C/9ukfbdZWXYgky0xG73OmUAlC1YQEULqBKrN2/2O489chz2Or+Z2JFGuyXf1W87ai7ummokOsavLNj3ydVK+casEE6vrYuUUt2VUpFKqVSl1PQ61/sopfaax0opdZNSqr9SaphSaplPvbeVUgPMv3fC1V9fXOXlXp0kQOyYMd5j35l08ZdfUjBjBkUffRzwDFtMDHHjx/uV2Tt0CLlPtpgYUp5/PkC94/FWajd6FNGDB9ebygIC4x+i+/qrCOwJCfR45mm/yGWA9hOPp/PllzN41Urixo4hGGU//eQ99g0W23lr7dao0f37Ez1woN99yQ/9n9956r9fICIpiT6ffVbv67CCr8olakB/Uv4dOLjZO3fGta/+H2OxmV+qctUqv/IuN1xP+4nHE9W7Nx3POzfovRITE7S8uXhUZhFduwVcs5nfr5bynPK4UNsbUTnGT5pERHKyVwXVUil9qtatwxYd/H3s89GHpGXUurXXZDffHTjvX//yHif/4x/0fidwuIkwV33hSq7q2LkTV/7eoKqzumrwcNiGQkVHtgfBXV6OLT7e653U663/EDe+Nk2J76w5WDSxmG6SnkGmx7PPkPyPf/i58bUUCRcaqqTUF16g3+wv/dwk66LqeLf4zuo8dJw82U8364stJgaJjKz1qz/lFHq9925AvZybguvTI5OT/VQknS6/LGCmFdWrFwN/+5V2ww6t93VYIXbsGAb8NJ/Bq1fR/5tv6HDySXTxmcX3fON1xGarV10Ghvv05hON67HjxjF4zWp6vfcusUccQURSEv2/n0uPJ54gLSOdfnO+IemOOxiyYT0dzzuXmq1bw5qNNzI5UJDYOxor3p233d7s4DXlclGxYiX2Ll38JlXB6PnKywz8eYGfCqq5r70mJ4fqzExqtm1rsF5ED0Pl49yzu9nqrfJfDG+p+BMm1esVaE+o1SqEIwde3jRDQAVL/5N4w/UMWbvGu9redf8DLd5+qGhBEgR3eQW2uDh6zXiHft9+i0RFkfpSrZtqu8MPI+7oo/3uSbrtVq86q/vDhmNax9NPZ8ia1XQ880xL7qqh0P2RR0jLSG/UUA2GURug69130/Xuu/3cN5tCl2uuYcDPC0h9YRpxYwJXKL6rNjDUcj2efZbotDQiEhOJOWw4iTfdRHIQF9+WQkSI7NEDm5n+G6DrrbeSlpFOWka6N1o5bvx449xU7/V6911SX679rB2m4Th21ChsUVHEjRnjtR/5vcb+/Um87lrEZvMGkvlmdG4JiufM8R4H+7wjutR6lG054QSvm3AoZAwbTuncubhLSoK+3sbYdHSgQ0JT8HjuRaamNlivnxksuffV19j7UqATSSj0DOKM4kFsNjpfZQTNtkSAawA2473ubibiDGg/MpIEcyypayNrS/afnuxHuMvKsMXFEdm1K9Gmh4gtrlZXG5WSQuKNU73nEh1N4g03EDtyJGkZ6X5uqGKmr9gfaDfsUNIy0ulyzdWNuhQ3hsewCzB4xXJix4whevDg4O0eNpyOZ57hHZD6fvIJSTfXn/erLUh5YRr9f5xH3NgxtD8hMB1Lp4utR/N3OPU0AKoy0hupaY2d99zDxiPGNLqhk0REYE+qFTCZx0wIfZZuuhB3OOOMRir6k2h+ri0VOJf6YsP2Fl9b5t5m5ITzqH09KYoaovNVVwKw++FHQm6vPjxxQPb27eut4/kduSsqwiPMQkALkiAYqq36vakiU3sSO9KbDizAFvK/hi02lt7vvUvSLbW5wSJ79fIeBxuY9zdsUVHeSGIgIAi0KcZ+e3wckb17UbV2HZuOPoa9rwV611nFVVZGyVdf4y4ttbSRlGeG7iGUAb1ybW16vO5PPtFAzUASp04lbvyRSLt2IQsx3xit+rzF6iPUPHCetCfBVIZ18QzyLW3srmpCfIonwNi5p/Ui/BtCC5IgqOpqP5WIB49Lp72jYdTs/eF/ITKSlGnPt2r/9lfiJ0wg9ogjiDvqKPp+PpPuTzxOj2ee9qqRDiS6XHM18ZMm0W70qKAeeI0R1bMXZQuMoLb8f78Ycj+Kv/oqoCzl+X8FqWkQkZjIoD+XeAV5KDmpHDuNe5IffqjJai2x2YifNAlVWelVCzYVzy6EccdOaKSmQZ/ParcALpr5eUhtlv5gCJIkM16sIXxVwo68lgsO3GZqMpJuu7WRmtDPDMR17No/NsHTgiQYSoEEvjVeX26bYTSPHTmStLVrGjRw/y8hkZH0fv89ek1/C3v79iScdx4dJ09u/Mb9lJ6vvEyfDz7wW31apoV20vNkXvalw2mnNXiPvUMHek1/C4DKlasarBsMT5ofj02tqUQPMDzzHCHun+FJTZ9cJ7i3PtoNG0b7Ew2bSvXGjSG1WTrPSA9vs6iK9mwm5qiTHDRUfNO8WMnLF9m9OxHdu1OxdKnfTopthRYkvrhdUJRlpJgIMhPr/tQ/jVnq8IZjCDQaz2TDQ6h7utTNGt3179aSMkb17Im9Y0eqMzOb3GbFsmXYOnQI2V3dk/LdmR/aRluukmKw2xs1tPvS4+mnQmoLoHzxEqA2QNcKsaNHA3gzXCi3O6TtBZTDQdY1f6XSJ9N4+3rS0dQlqndvyn//nR2XXhb2RKGNoQWJL5WF8MIwcDuDCpLovn3p+crLIXs7af6HsPv/tPa++FKT8m85cnPJ/lutQ0K3++9jwC+/0OXKKy0/I6pPn4B0+lao3rwZiQ7dScTjUbbr7rtDcgN2FRVhb9++SWo1W2wsMUOHUjp/fuOV65BlvqdNsXVG9ugBQOkPP1D0+edGzrVhw5ucQLJk7veUL1xI1tVGvHbP6W9ZDmb1tR+FO1FoY2hBEgylgqeL1GisYhqauz/5pLeoYrn1WePm4yd6U8Mn3XoLnS+/nMhuTUu7Etmrl2U7haukBGdBAcVz5uDIziYqxfpqoC42H4+j3CZ6NrlKSyn6+BPsTXBu8FC1YQPu0tKACPWG8M2c7euZ2Ri26GjsSYlEJCeT+0CtCq5i8eIG7vIn9+FH2FXHqSOyW+PGfg/RdZLLtuVeJVqQ+FErPULxnddoPCRefz222Fjijz+O3h+8DxDS6gAAe2jpVuwdOljKCVWdmcmmMWPJPOpodt1pBJvGNEN9KyL0mmFEhRfPmmUpJ5QjNxdXWTl7/mmoqELd8wZg9+NPWBYmeU/XBhTHH9c0p5D4o4/BuXu3X1lTMi8Hy5Qc0QRBUlczUl9eu9ZACxJfPMJDEVS1pdFYJXbUKAavWE5Ep05efXrJ118HjVgORoRPkr4uV18VUh8iEo1ZfZWZSLQ+cm4NzEDtUd2Eip/a5YqGM9UqpdhyyqnsuPRSnHtDD6L0ZKquWLyYrWecSfqQNMt2i9RXX21ygJ9nXx1fGkq544ujHrfdhuJH6tLO/F55sm60pSuwFiRBMJaIWpBoWp59HzTuSqyUwl1eTsJFF5KWkR5yAsj4444DoLqB2b1yu4MmKLXFNM8O6Guobyz+ZeNhh6Oqq6nOyKD8198A6Hj+eU1us26maoBt59b/HE+afImJ8duP3ioeI70vNdu3W7q3ap0Rq9PpkkssufsGI7JrV9Iy0kk0bWl733wzpOe0BFqQ1IdekWhakF5vGzlLS3/4wS/gLxjOvHzcJSVE96s/AacVPF5Pno2w6uLYY2zMVblyJQCdLruMDpPPJO7YCSSca92DqT76zQnMiu2Lcrko/+OPoAb55AeankcqWC67hrzW9r5ieNLFjR8fkirbN5N10q23ENW7t3d3w8aoMLcp6Hz5ZSTeEJjJuSlEm+7CLb07ZlPQgiQYSmlBomlR4saPp+PZZ1O1bh3bp0xp0DBavdkY/OpmSm4qnm0D6rM3bPYJFE244AKSH7iflGeeodcbb7RIap/o/v1JuvMOIHgSwn3vvOP1VqpLqJ6R7YLE/ATbX6hq4yava3WomRfaH3883Z94nP7fzyVx6lRqduygeuNGCmbMCPDeqtqwwRs9D7DvXSPZqScJZL+vv/Lb7bMp+CaSbCuDuxYkvvjZSNq0J5qDkAif9BsZaUPJ+uu1fteVw0HF8uXeWXT0wAHNas93ll2Vnu7diC0YnS65uFlt1UdEZ8NOE2yv8fpWC+1PDD2lTo9nniayVy+SH3uUrneZu5p+7r/LZ+WqVd4ocjB2Dw2VhPPO8+5UGWfuppj31NNsOeVUbx1XcTHbzj2PnbfdRtnChd4Nw6A2V1j0wIHEDBkSej/Mjezaao8SLUj88AgStV9l1tQcHNTNgFD+++9++05kDBvOjksuJe+pp4ns3atJ+b3qI9nMRL3tnHPJvu76oHXSMtKJqSfhZnPxGPxde/2DEytXraJ4tk/6l8hIb3R6yvOhpxyKSk1lwA/f02nKFO97u+fJJ8m+Yao3h9f2C2sTcEb169diHpq+rt7O3FzvvjAFb9VuxVTw5n/INDMjdzjzzBZpFyBu3FgAsm+YSk1WViO1Wx49WtaLXpJowk9VPSk96u5zHyruitpNxupuhGRPSiRhypQWaac+7OaKpHBm7fbHzvx8v8EcoO/MmST/4xH6fTvHmyKluXhm6QBlP//MztvvIOfmW/zqeNyUW4K6cT6bxhiDu3Nf7S6hFUsCDfQtgumQUbVmTYvtUNkUGhUkIjJFRNqbxw+KyBci0mjyIRF5W0TyRGSdT9mzIpIhImtEZJaIJPhcu09ENovIRhE52af8FLNss4j8vW47LYoIXhWjtpFoWphguyYWm2qXcOm24yf47wuS+8gjVJrb9aqKSmzmJmzhInqQYedxF9dmIXYGUb9E9+9HROfOXsNxSxDRqZPfeeWqVZTOm+dXVt8mbqGSUiftfdWmTd7PuC717TkSCu2PP957XPLtty32XKtYWZH8n1KqVESOBk4G3gWs5MWeAZxSp2wecKhSajiwCbgPQESGAhcCh5j3vCoidhGxA68ApwJDgYvMumHCR3hoQaJpYTpffjk93zKSKXoySRd++CHpQ9LISAvP1zp64EA/w3nRx5+w89bbqFy1Cnd5eUjZgZuCLTqadiNGeNO7l/2+kG2Tz/Kr0+Xav4Ztj/uG6Dt7dos/s/0JJ3jdcQGKPqnNTOy7t0vH889r0WSvvu9fl+uDqzDDiRVB4glLPR14TSk1G2jUpUMp9Suwr07ZD0opj1J4MeDJw3AW8LFSqloptQ3YDIwx/zYrpbYqpWqAj8264cO7IglrK5r/QcRmI/7ooxi0ZDEDfmo4J1SXa//acu3WGbDcVVVsN3MzRaU2vI1uS2Dv0hlXgWEjyf5r7etK+fe/SctIp6uF1O2hkvqKsdthzGHD/cq7P/VPYgYHxp00F7HZSPrbTSTdYXireTzDEi64gJTnnvXWaz9pUou3PeDXXxjwy890vT0wwDTcWBEkO0XkDeAC4FsRibZ4X2NcDXxnHqcAvkmBcsyy+srDg+gViSb82Dt2NHYzrPOBJxIAACAASURBVKN6AUh56UWSH3m4RQdXu+kG7MEWF+vdAbHrvdayCTeHiC6JVGduJn1Iml95h5NPCnvb7SdNYsj6dbQ7tDblS+KNN5JwduieWlYImAiYqssh69cxZP06P1VUSxHZtWuTcnW1JFYEwgXA98ApSqkioDNwd8O3NIyIPAA4AU+Yb7BRuz4n3KDKZBG5TkSWiciy/JD3qta5tjStR7D4hg4nnkinCy9s0XZijzBSaXQ891yg1pAf0a1bq3gnNnWXw5ZG7HYie9YmofTdJjtsbdYZPzpOPtPbl2CBkwc6jX6LlFIVQB5wtFnkBJq+yYGJiFwBnAFcomotjDlAT59qqcCuBsqD9fNNpdRopdTopKSkULvno9rSgkQTXhKnGhHNVncCDJXkRx6h35xv6FFn29ze770b1nY9tJ9kbX+NcOJZlXU855xWt8f0++ZrYo84olXbbG2seG09DNyLaRgHIoEPQmlMRE4xnzXZFFAevgIuFJFoEekLDAT+BJYCA0Wkr4hEYRjkA/cebSlEfJY7WpBowkvi1KkM2bCeXm+8EdZ2bO3aEd3fSLeS+lrtBlvNTcxoFd/I67bC43AQyuZTodLr7el0uuwySzseHuhYEc3nACOAFQBKqV0ed+CGEJGPgOOARBHJAR7GEEbRwDxz6bdYKXWDUmq9iHwKbMBY8dyklHKZz/kbhmrNDrytlFrftJfYFLSNRNO6eFRL/eZ8g0SHf8vm9scfT9d77zXsNC0Ur9EYEhHB4NWrUA4n5X8sJKp3H+wdrGe5bQmizahxT/R5axA3fnyTNss6kLEiSGqUUkpEFICIWNr9RSl1UZDi6UHKPPWfAJ4IUv4t0HqO0coUIDYtSDSth2fF0Bp0uerKVmvLgy06GqKj6XBS+A3swYgZNIhBixftF6ujgxErlrZPTa+tBBG5FvgR+E94u9VGiDa2azQHK1qIhI9GVyRKqedE5ESgBBgMPKSUmtfIbQcooo3tGo1G00QsuS+YguMgFR7+aGO7RqPRNI16BYmIlFIby+EbuyGAUkp1CHrjgYwOSNRoNJomU68gUUq1rlvFfoFWbWk0Gk1TaVS1JSK9gpUrpVo/6X1rouWIRqPRWMKKjWSOz3EM0BfYiJGp9+BCe21pNBpNk7HitTXM99zci6T18xS3Clq1pdFoNE2lyRnblFIrgIM2cYz22tJoNJqmYcVGcofPqQ0YCYSaXnf/RsQnsl3vQqzRaDRWsGIj8fXecmLYTD4PT3f2I/SCRKPRaCxhxUbyj9boyP6BjiPRaDSapmIljfw8EUnwOe8kIt+Ht1tthNQa27XXlkaj0VjDiiEgydwZEQClVCHQNXxdalu8xnYtSDQajcYSVgSJyzcoUUR6U892twc8fsJDCxKNRqOxghVj+wPA7yLyi3k+AbgufF1qY3QciUaj0TQJK8b2uWYQ4jiMafrtSqm9Ye9ZW6PliEaj0VjCirFdgFOAkUqpr4FYERkT9p61EW5PHIlekWg0Go0lrNhIXgWOBDxb55YCrzR2k4i8LSJ5IrLOp6yz6QWWaf7vZJaLiLwoIptFZI25AvLcc4VZP1NErmjSqwsBpb22NBqNpklYESRjlVI3AVXg9dqKsnDfDIyVjC9/B+YrpQYC881zgFOBgebfdcBrYAge4GFgLDAGeNgjfMKHZ0WiI9s1Go3GClZGS4eI2DHN0CKSBLgbu0kp9Suwr07xWcC75vG7wNk+5e8pg8UY+8N3B04G5iml9pkCbB6BwqlFUVq1pdFoNE3CiiB5EZgFdBWRJ4DfgSdDbK+bUioXwPzviUdJAbJ96uWYZfWVByAi14nIMhFZlp8feiowhRYkGo1G0xSseG39V0SWA5Mw9D5nK6XSW7gfwUZt1UB5YKFSbwJvAowePbr5cS5ajmg0Go0lGtqzvbPPaR7wke81pVRdtZUV9ohId6VUrqm6yjPLc4CePvVSgV1m+XF1yn8OoV3LaGO7RqPRNI2GViTLaXhV0C+E9r4CrgCeMv/P9in/m4h8jGFYLzaFzffAkz4G9pOA+0Jo1zJataXRaDRNo15BopTq25wHi8hHGKuJRBHJwfC+egr4VESuAbKAKWb1b4HTgM1ABXCV2Yd9IvIYsNSs92iIKyHL6FxbGo1G0zSspEhBRCZjpEYB+Fkp9U1j9yilLqrn0qQgdRVwUz3PeRt420o/WwSP15Y2kmg0Go0lrES2PwXcCmww/24VkX+Gu2NthV6RaDQaTdOwsiI5DThcKeUGEJF3gZWE2VbR1ohNCxKNRqOxgtXw7QSf447h6Mj+gg5I1Gg0mqZhZUXyT2CliCzAMBxM4GBejSi/fxqNRqNpBCsBiR+JyM/AERiC5F6l1O5wd6yt8Lr/amO7RqPRWKKhgMSRdYpyzP89RKSHUmpF+LrVdnhWIkqrtjQajcYSDa1IlgHrAU/iKt+RVQETw9WpNkWrtjQajaZJNCRI7gTOAyqBj4FZSqmyVulVG+JRbSmt2tJoNBpL1Ou1pZSappQ6GvgbRh6s+SLyqYgc3mq9awNqU6S0bT80Go3mQKFR91+l1DaMnFg/YGwuNSjcnWpTvKotLUk0Go3GCg0Z2/sBF2JsOpWNod56QilV1Up9axN0ZLtGo9E0jYZsJJuBNRirkRKgF3CjJ726Uur5sPeuTdABiRqNRtMUGhIkj1I7QY9vhb7sH2jVlkaj0TSJhtLIP9KK/dhvqI0jadNuaDQazQGD1Vxb/zN4cm3pOBKNRqOxhhYk9aFtJBqNRmOJegWJiNxq/j+q9brT9uiARI1Go2kaDa1IrjL/v9TSjYrI7SKyXkTWichHIhIjIn1FZImIZIrIJyISZdaNNs83m9f7tHR/fFG1/r/hbEaj0WgOGhoSJOkish0YLCJrfP7WisiaUBsUkRTgFmC0UupQwI4Rr/I0ME0pNRAoBK4xb7kGKFRKDQCmmfXCj5YjGo1GY4mGvLYuEpFk4HtgchjabSciDiAWyMVIAnmxef1d4BHgNYyAyEfM8pnAyyIi5j7vLY5HpeXWkkSj0Wgs0aCxXSm1Wyl1GMZA397826WU2hFqg0qpncBzQJb53GJgOVCklHKa1XKAFPM4BSOyHvN6MdCl7nNF5DoRWSYiy/Lz8+tebkL/Qr5Vo9Fo/idp1GtLRI4FMoFXgFeBTSIyIdQGRaQTxiqjL9ADiANODVLVM6QHWxoEDPdKqTeVUqOVUqOTkpJC7V7t82zaoU2j0WisYGWr3eeBk5RSGwFEZBDwETAqxDZPALYppfLN530BjAcSRCTCXHWkArvM+jkY2YdzRCQCY8/4fSG23Sg6jkSj0WiahpVpd6RHiAAopTYBkc1oMwsYJyKxYiTumgRsABYA55t1rsDI8QXwlXmOef2ncNlHNBqNRtN0rKxIlonIdOB98/wSDJtGSCillojITGAF4ARWAm8Cc4CPReRxs2y6ect04H0R2YyxErkw1Labhja2azQajRWsCJKpwE0YLrsC/IphKwkZpdTDwMN1irdi7HdSt24VMKU57TUFj2pLe21pNBqNNRoVJEqpagw7yUGaNr4etBzRaDQaS2jXpHrQKVI0Go3GGlqQ1MHrtaWTNmo0Go0lGhQkImIXkWdbqzMajUajOfBoLLLdBYwS+d+ZnuvsvxqNRtM0rHhtrQRmi8hnQLmnUCn1Rdh61YZ4IlS0akuj0WisYUWQdAYKMJIqelDAQSdIKoqLmFkyhEO67GWQliMajUZjCSvuv1c1VudgQex2QMzViJYkGo1GYwUrSRsHich8EVlnng8XkQfD37XWx263A+AWbSPRaDQaq1hx//0PcB/gAFBKraHV0pS0Lja7sUBTiE7aqNFoNBaxIkhilVJ/1ilzBq15gGMzVyRKtLFdo9ForGJFkOwVkf6YmdVF5HyMDakOOsTcg8SthYhGo9FYxorX1k0Y2XmHiMhOYBtGBuCDDhFBUCjRqi2NRqOxihWvra3ACSISB9iUUqXh71bbYUNp1ZZGo9E0ASteW11E5EXgN+BnEfm3iATsmX6wICjcItprS6PRaCxixUbyMZAPnIexQ2E+8Ek4O9WW2DBWI3pFotFoNNawFNmulHrM5/xxETk7XB1qa4wVSVv3QqPRaA4crKxIFojIhSJiM/8uwNgWN2REJEFEZopIhoiki8iRItJZROaJSKb5v5NZV0TkRRHZLCJrRGRkc9puvG/KjCPR0kSj0WisUK8gEZFSESkBrgc+BGrMv4+B25vZ7r+BuUqpIcBhQDrwd2C+UmogMN88BzgVGGj+XQe81sy2G8Sj2nKHsxGNRqM5iKhXkCil2iulOpj/bUqpCPPPppTqEGqDItIBmABMN9upUUoVAWcB75rV3gU86rOzgPeUwWIgQUS6h9p+o/3zqLa0jUSj0WgsYcVGgogMB/r41m9GGvl+GAb7d0TkMGA5cCvQTSmVaz47V0S6mvVTgGyf+3PMMr+gSBG5DmPFQq9evULsmsf9V6u2NBqNxiqNChIReRsYDqwHr8anOWnkI4CRwM1KqSUi8m9q1VhBuxCkLCBeUCn1JkbgJKNHjw45nlBAByRqNBpNE7CyIhmnlBragm3mADlKqSXm+UwMQbJHRLqbq5HuQJ5P/Z4+96cCu1qwP354VFtakGg0Go01rHhtLRKRFhMkSqndQLaIDDaLJgEbgK+AK8yyK4DZ5vFXwOWm99Y4oNijAgsHXtWWtpFoNBqNJaysSN7FECa7gWpM7Y9Sangz2r0Z+K+IRAFbgaswhNqnInINkAVMMet+C5wGbAYqzLphQ8CMbNdoNBqNFawIkreBy4C10DJesUqpVcDoIJcmBamrMBJHtgqCwo2gLC3WNBqNRmNFkGQppb4Ke0/2E2yAS0TvtKvRaDQWsSJIMkTkQ+BrDNUW0Cz33/2a2qSNGo1Go7GCFUHSDkOAnORT1hz33/0aGwq3TRvbNRqNxipW9iMJq3F7f8PmWZEoLUg0Go3GClYCEt8heADg1WHpURtjQ3ttaTQaTVOwotr6xuc4BjiHMAYEtjUe1ZZbW9s1Go3GElZUW5/7novIR8CPYetRG+M1totek2g0Go0VQgmWGAiEnhVxP8fr/qtXJBqNRmMJKzaSUvxtJLuBe8PWozZGUCib4FZ6RaLRaDRWsKLaat8aHdlf8CzR3C5Xm/ZDo9FoDhTqFSQi0qD6SimV1fLdaXts5uLLpQWJRqPRWKKhFckcDJWWr7FAAUlAV8Aexn61GWKqtFxOZxv3RKPRaA4M6hUkSqlhvuci0gfDNnIC8GRYe9WGeKSmy6UFiUaj0VihUa8tERkoIjOA7zC2xR2qlHop3B1rKzyqLbcWJBqNRmOJhmwkhwIPAIcAzwDXKKUOesOBZ0Xi1qotjUajsURDNpLVQDaGrWQMMEZ8EhkqpW4Jb9faBu+KxK0FiUaj0VihIUFyUObSagwx3QvczoN+8aXRaDQtQkPG9nfD2bCI2IFlwE6l1Bki0hf4GOgMrAAuU0rViEg08B4wCigA/qKU2h62fpn/tY1Eo9ForNGW+8neCqT7nD8NTFNKDQQKgWvM8muAQqXUAGCaWS9seN4Ql8MRzmY0Go3moKFNBImIpAKnA2+Z5wJMBGaaVd4FzjaPzzLPMa9PEgnfrlO1cSQ14WpCo9FoDiraakXyAnAP4DbPuwBFSimPPikHSDGPUzCM/pjXi836fojIdSKyTESW5efnh9wxuyeyvUYLEo1Go7GClTiSQSIyX0TWmefDReTBUBsUkTOAPKXUct/iIFWVhWu1BUq9qZQarZQanZSUFGr3sJtPdtVUhfwMjUaj+V/CyorkP8B9gANAKbUGuLAZbR4FTBaR7RjG9YkYK5QEEfEY/1Op3TwrB+gJYF7vCOxrRvsN4nX/1YJEo9FoLGFFkMQqpf6sUxayS5NS6j6lVKpSqg+GQPpJKXUJsAA436x2BTDbPP7KPMe8/pNS4c3xbnO7cTm0akuj0WisYEWQ7BWR/pjqJBE5H8gNQ1/uBe4Qkc0YNpDpZvl0oItZfgfw9zC0XYsSIlxu3DXVYW1Go9FYpyivgj3bStq6G5p6sLJn+03Am8AQEdkJbAMubYnGlVI/Az+bx1sxIujr1qkCprREe5b6BES4VavaSPKzSlnxww6GHZtCTZWLPsMSvde2rMyjS494ErrFtlp/DkaWz91OZHQEw49PbeuutBiFu8uJ7RBFdGxkq7e9b1c5nbrHEkYHSi/VlU7++9BiAG56fWLY26tLWWE1ZYVVJPfr2KrtVpTUIDZoFx/Vqu2GgpWNrbYCJ4hIHGBTSpWGv1tth0KIcLtbRZC4XW6WztnOsm+3A7B5WR4AN752vPcHOveNdUDjP6DSfVXEdozCbvdfZP75zTZqKp1kp++jsszB1c8c3Wi/aiqdfPHcciZenkbX3h2a+rIapGRvJe27xIQ0ACmleHXqAgDOun0EqYM7Wb538ZdbAZotSAp3l1NWVE3PIZ2DXi/ZW0mHxHbNasMKuzYXMeu5FQBc+fRRxHWMDnubHnI2FjJ72kqOv2wIQ4/qEfb2Pn2iVrNeuLucTslxYW/TQ0VJDe/etxCAG146Dntk6zi6lu6r4r37/wDaRng2FSteW9EicjFGAOHtIvKQiDwU/q61EQrsPqqtZd9uY+UPzdvDa29OKa/c8BOf/XMpjmoXNVWGiWlnZpFXiPhSXlRD3o4Sfv8001tWVWYESLpd7oD6VWUO3rv/D+bPSCc73d8PYek321g9P5t9u8qpLKlBuQPNS0V7Kvj48T+prjDa2LW5iIKd5Xz2z2V8OW0l+Vmhzx2UW7F87nZKCir56NElvP/gIrat3uu9viuziHfu+Z1Pn1zKKzf8xL5d5f73K8WWFXlUlTso2FnmLZ89bSVbVzbs5l1T5WT53O3e97vRvirFVy+uYs2CnHrrfPz4n3z1wiqCmemy1hfw/oOL+PTJpZbaaw7rfq7t48Ylu3HWhCelT1WZA5ej9ju3aNYWZk9bCcCC9zMo2VsZlnZ9KdlbO6n78JElrPwhK+j739LkZOzju9fXeM8/eeJPKkrCbzutqXJ6hQhAxqJcFs/eEvS3v79gRbU1GyN2YznwP2E4iHC7vV5bS77aBsCIkxrcMNKP8qJq3n9wEYed0JNxZ/Uj44/dAOTtKOXNW38BoM+wLmxfWxD0fs8MyJcvp62g59AurJqXxRk3H0ZlSQ3ZGfvYtGQPZ98+AoDMpXvIXLqHSx87kppKJzZ74Ky/ptpFdDv/j/3b19ZQuLuCt+74jTNvOYw5r9T+eHZuLGTJ11s546bDKNhVxuJZW5hw0WDad44B4J17f6fnkM6ccNXQoK9l3+5yFn+5lR1rC7xCwjP45GeXMutfxqza8wP96NEl3Pja8SgFWesKWDkvi12ZRUGf/f1b65j6yvHG66p0krOxkF5DO7NnWwmJPeNZ9t0OVs3LoiS/drCrKncQHRuB26UoLaiiYGcZnXvE0Sk5jspSB9kb9pG9YV+9Kxe30xjA3rrjN66dNsHvWn62IXCbI3itUlJQO7gu+mILi77Y0uIzV0e1i+l3/UZcQjSnTR3GynlZ3lWzh98+2cSkK4eyZPZW1v26k45d23HR/40N68z9jy82031gR5JSjV3AW7ItR40L5VZExUQw+4VVftcKd1fw2yebOPnaQ1usvWBUFPsLq/nvGglAXE5F/xFJOB3uJq3GWwMrgiRVKXVK2Huyn6CUYHeDY18ZS+ds85ZvW51Pr0O6UFXuYMXcHYw/d0DQL7ByKzIW5+JyulkxdwdxHaNwOgNnEnWFSGyHKJL7d6x3ll2ws5yCncZA/M1Lq/2ufWnOED188H+LAOjWN1AtVVlSQ8HOMnZtKiKhWyxdUuIo3F3hvf71i6sD7tmxtoBXbviJTsmxFO6uoKZqA0ee058f3lpPRXENG5fsrleQbF5uDDy5W4q9ZQtnbqbHwAQ+++eyoPes+H4HK3/Iorqi4ZWE26X44tnlfs+Ojo3w3hdhfj4bFtb6hky/8zdGndKb5XN3eMtE4NLHj6TI531wVLuIjK7dBHRfbjk1lbX9qal0kv5HLqlDOrFo1hb6HZ7kVZ8BbF2VT7/DQ49nqo+aKifz3t7Anm0ldOvbwc8A/dsnmzjmL4NarK0lXxuvp7yout7PavvaAqbf+Zv3vDivkq9fXsXJ1x5KTkYhA0d3a1YfNiw0ogB6DEzwm1AU5lbww3/WU1Pt5K//mlDf7U3C5XDz5i2/NFjHM1kIJ0V7KoKWb1qym1XzDO3IlU8dRVxC66kzG0MaWyKKyJvAS0qpta3TpeYzevRotWxZ8C9+Y/x2zjh2VHVmTwcbMZ3u8LuW1Ku9d7Y57ux+jDqlDwC7MgtRbtiyIo+1v+z0u6f/yCS2rKhfBZPcryPxnaMZd1Y/OibF8soNP3mvxSVEc+r1w1g1P3AmuL9x9u0j6JIST0y8Yfj95cONdB/YkZU/ZLE3u6yRuw2iYuzUVDWsopl4+RB6pnUJumprLok94719PXrKQIZPTEVEKNhVxseP1vWAb5zrXzyW3z7ZxGGTetG5R8vo9RfOzGTVj9kAHHFGX5Z+s83vekutSipKalg1L4uV8wLVuh2T2jH+3AF890bjQ8I5d42kx4CEkPrgrHHxhjmwT7lvNF17d6BwdzkfPrKEoy8Y6FX9tmsfyak3DKeipJr+I7qG1BbAz//NYP1vuwLKE7rF+g3u59w5gh4Dw7MiUG7FqzcadsCxZ/VjyeytQetNvHwIg8d1x2ZrWWcHEVmulBrd1PvqXROKyDoRWQMcDawQkY0iskZE1prlBymCI9L40Su3/8wgb0cJShnLzspSB4tmbSZrQwGz/rWSL6etDBAigJ8QGX16HzokxnDsxYO9Zb0P7czJfz2UjkmGV9bgccnea1c+dRTd+nbgpKsPYezkvpZ63+uQgOwx3PDScUy5r8nfDW546TjLdb+ctpLpd/3GjzM2sHzudtb9upN50zewb6e/zWPyLYcH3NszzfhRnv/3xvvYvnMM8Z2i610BNQdfgff7Z5m8OnUBFSU1AULE9/NriDULctiwMJeVPxirH48NqqlsXZXPwpnGoFleVI3buZOqwudxVObSY6D/IP3jOxsAcLsVmcv2hKRmy9tRwjv3/M7KeVm0a29MDJRyopTR/wsfGkO/EUn0Hub/XTvjb4cFPGv9r4G/Cat8YHpqdUqO9Tp9tO9iqFR97YeVpQ6+eHY5c99YF7LtRCkVVIgAHHFGH86+YwQdkgwniln/WsnSOdv48+vgg3xz8EwSEBh9ah8mXBh8hfnTexl8+fyKFm8/VBpSbaUAgb/6gxylIEqSgCyUqgAVyUUPHcXHj/2Js+p3XFVLiU64mdXzjQ98xffBDfETL09j0azNVBSXAMKQ8X0Ye2Y/xp7ZDwCbXVjwfga9fVx9AU64cij9RyT5uRqKTRh9Wl8OPTaV6NgIP48nzwpm8q2Hk9AtlriEaJzVLlb/lM2fX2/jkn+Mwx5pa9D7qktKPOfePZKl32zzfpFPvHoo9kgbVz1zNKvnZ9X7Okef3odlc7Z7zzcu3u133e1j3L/oobHeFYuHo84fwJAju1NV5gjq4pzYM55BY5L54/PN9Ds8iRRTN5zcz3g9PYd2Zm92KZc+diTFeZUBhu527SOpLLU+gA8em8zGJbWv4Z17fg+ok3ZUd/oOT+Szfy6l3EefPWR8dyZdnkbm0j38MH09i2ZtASBj8W4yzPfltKnDiI6LpHRvJYPHdW+0P84aF9+9bsz8jzy3H86aIlwOYwBzVG3hzFsupmRvFbOeW0FVuYONS3YTEW33G8Av/L8xdEmJb7Cd4vxKOiQa3nS+aqzo2EiOuyiBWU/fB0BMpzuIiDRUfr2GdmGHqaKN7xxN70O7cOH/jeHjx2oF76Y/9zDhwkFEx0ai3IqdmUXEd4omoWvtZ11eXE3GolxGnNTbO8PO3VJMeVE1jopfyU1fxp5t/6Zb3/7YIxq2h+RtLw2q0q2P3duKWf7djnqv/+WBwXRJ6YrYbBw+qSe/frwJgD+/NlaCo07pgz3ShqPaRfofuQw7LgURwelwYbfbEJuwZkE2u7eWcNI1hzTYl5oqJ398sRmAC+4/AoBBY5MpzC0na8M+ivP9HRtyNxdTtKdivwgNaEiQbFNK1f8OH7QIrsjOQBY1ZV+CqqZT8olEx0ZQVbQeAOUuRuyJAXcqVYOzYgE90k6l7/D2LJypqC5+DYCJl3/tVzdtfHd6H9olwG1z+ZzZdO6RQrv2gbPzmLjAeIHYDlFUlNTQM63WHTWqXQRHnN6XI073X8WMOjWJRTPfJ7LdMYgtDkf59yhVwwUP/AubzcYhx6Sw4vvViLRj0Jhk7/OPPGcAy+duwVnxM51SJlJWZKdLajwTLxtC194d2LRkt59nTV3OvXsUMXERdEqOC5gxDhjVjZi4SO9rGzy2C+kL0zn0uMM5/tIhKKUQEZRjJXu2rcLtGoI9IpIOie2YdHkEblchR58/kKiYCBJ7xnPkuf0BJws//RPlLuSYCybz9fM3ctSF1zL2rDNRSlFWWE37zjHsyiwkOjbSb+CbdEUa1ZVOtq/Z69fPwyalsuK7n0gdOgK73UZcQjTjz01lzotPYYvoibNqEVExxg4HfYYHfjc8fPtarTpoX24FYyb3DXDZBmOGnLul2M9mNu2iswBo1zGNyiqw211ERNrp3D2Oc+4cyUePLgECVwGl+6ro3D2OvKxSuvZu752IOGtc/DFrC4OO6Mbnzxip7/oe5t/3Yy8axE9vP+w973PIepQy3NMHjOrK9jX5uN3GxAOMSclxlwxm1Y/ZiOB14rjxteNZOS/LK1xven0ibpcbm93G759msnl5Hou/3MpNr0+ksqyGL541+uOqNoTaF/98mKlvfhDgNu6rbgZY9WMWJ197KEopr/2ooqQGt0sxYFSg2mvF3B1+n/WECwexZ3sJh03s4HutugAAIABJREFUgctZwLt3Xc+gsUdx5h33cciEFK8g8bY3P4tRp/Thvw8vpryomvLiagaM6sqnTyylz/BETr9xOL99Yqyexp3Vz+saXlZYTVxCFBsX72b9bzs56/YR/Oe2X2tfV0/DkSC6XQQTLhpMTZWT3z/LpO/wRAr3VLDoC+N93Lw8j9Gn9UG5FdLCaq6m0JAg6Soid9R3USn1fBj60+YoBY7oRCMJjNs0ZIri4kfG8fr1b6JUBbHxJVRWdCCpVyfys4oA4dppx/HyVecCkL16Pa9cA4dOPI9i8zft+/0vyMlib/YO+o0KiL/k5/f+A8Cdn3xjqb9n3z6cmurGZ9wup4OFHxqzyuqaDX7Xpl00mVvem8n7915BTaUx6/n25Qzad0nkmIuM7DS90zawadFa9m5by23//QqbTbxf3Iv/MY6qMgcVJTVkLt3jdZc+584RFOdX0b2/z+pKhBtePo6NS3azy5yd+uKo/Jma0nnkb13Dv/6yhgsffZaomBgWvGu8LwPHjGfAEePYvnoFc/79jPe+Oz76Ckd1FVuXvsWeLZnUlBtqqi1Lq1FuN79/+AZjzzoTEcFVU4ijqpNXz33T6xNRboXb/DGecGUaRXmVzHxqGY5KwxbTd/j5LJn5DcW7VgNjAaipysHtNP4A2icYn4Ovkb4hVny/g5K9lRx+Qi9Wzc/i+EuGYIsQbHYbM59a5jdAul2F3uPKYsOL58/ZMznm4isB6NwjjmHHpbL250DX5YqSGt574A/KCmudLq+dNoH/3G4MXGt93J09rtndB3Tk3LtGAZC/o9YOk/H790y66ipi4uOJ7RDF5FtHBLR3yDEpHHJMCq9OrbX3zXxqGXk7al+PZ9V27l0jvQ4ZAOUllbxz988odwXOytqBNapdbWyOx2Zx5VNHgcCMe2vtZZuX59ElZRs5G4vYubH2PQPIWt+diZenec93ZRb5uaIDDD2qB8OOS2Xemy+zZv5cADYtMZ5vswlHTxnI75/VqtUyl+6hoqSG8iLjvV0xdwcrTEeO7Wv2kv5HraPH+w8uYuTJvejeP4E5r66h34gk70ThjZvrN/JXV1QQGRPNxMuMvhf4hAyk/7GLFd/vwFHtCqvtpjEaEiR2IJ7g2XcPamqiuvplE3NUVRPbIRZP0uGiXV8CkO+Io7rcsAF8+OCsgOes++lz73FlaQmxHTqi3G5m3Hmjt/y2/36JPSICpZTfD3bW0//grLsepLQgn7xtW8lOX8vEK68HIHPpIpL7DaR9l0Tevu1iAKb835P0OnQ4AIW5O8lJX8+erZmMOXsKHRK7snV5w7EN637+0StEANJ/Mwx+I04+gxXffcWmRfO91xbMeJ2Y+HiOvvByAOx2GzWVBZTt3cX4c0czdnI/lFuRtz2TTl1tgL8Kxx5hw0YmzoqVKJXGim9nk7d9KydedzMbfpkHQPZ6wwz38UN3c8Zt93rvLS3Ip2RvHl/882G/Z3722ANkbwg0/m5d6e90odxupt96LQDnP/g4PQ8ZRkVxMaUF+eRmbmTkqZOJjo2kW59Ieg2NYdNCY5Y/91VDOO7bme19ltTxht+ZMZ/DTzK0wSdeM5R50zcQGWPH0YADwebled6BdPOyPLr26UBklC3AtuGqDm6WdDocREQaq7mRJ/dm7c85KOXCVbOevzx4JZ8/u4IF72cE3OcRIvUxeKyxIlXuQI/DbauWkXb0cQ3eD3D0BYP47RNjBu8rRAB+mG6s7r94zl/P/9ljz1NdtCjgWUW7c72r0/P/PpqaSidxCdEopeg+oCM90zp71U0el/26pP+RS7v2kXTr25GISBtf+3g/Tr71cL9V/YbfF/jdW1NZQVS7WA6dkOInSHy9KYPx03vpfueGitj4LvmuNpW7FLerEOUuZurrN+GoqSYyKhpHTTUvX3UBo888l2MvNXY/P2xST9xuxZLZK8jfOofIuFOw2ROZ9a+VHD1lIGlHdScqxopDbsvRUGu5SqlHW60n+wFKKZQS3BH+Uj1j4c/YI6NQbn8dpUeIgP8A4yEiMgqnmfxx9bxvqS4vIzfTf2k86+l/0K1vf9ondmX+9Fe95VtXLGXaxWf51R087hg6p6Ty1XNPAHD9a7W7Ia/+8Tt6HTqcPVs388F9t9WWz/uOOz/5BhWYed+PrSuCC5o3pl4RULZ63rcAJPXuR2raIXzzwtPkpBsR+Hd+8g1iU9RUVfDR/93lLassLaGytITOPYz4jDkvPgvA+l9+9D53w68/EYxvXqjdFPOnd95g7U8/BNQJJkTA/zNyu12U7q2dgc58/EE6p/T0++wOP/l0XA4Hm5cuZsufL3rLi3bXziy/eeFp3G4XmUtqg8YAMhYuYNI11xMTF8+gI5IZdEQy+dmlrJqXxaY/9/w/e+cZHkXVBeB3tu+m9w4JhBJKSOgdFZAiTaSKBUURxIIdRQQFFQt2QMGCIEhRUJQioID03nsJhPTey7b5fkyyhd2EEFA+dd/nyZPdmTsz987O3HPvOeeeY1e23YB67FntaKzNuOQYT2rc7NtY9NIash0fMZa+9iK9xz/Nub27aN3vbiZ8fgc7Vyxm1w+byEmpvYmzUoWUnyHVu83AIez7Wco7t/bT95HJ5ZzbuwsPP38Or/+VB2fNwTso2O4csbeHI5MLbF1y5prX6zqiIX8uPUt2oqMQqWT3yqV0uGckMsHIrhXz6HLvaLQenpaZU6UgqQ5ntr5WfepahIgoivzxzRcYy+0HCblpqZKNRinDWPIDZtENlVufa16vJojmYsrz51u+f/qANJiK79Ofhu2lSBRndm2zCBKFSkaTTl4knSgj4WAG+oKFqL2fRhDkbF9xjt2rL/LYx91uSt1qSnWC5D83EwEQkYHcXt2y6cs5VZSuHqNBj194HbKTEtm5fLHTMpePHuLy0UNO913N0qkv2n237eTP7trGp4cPoC917oNuSR0sCJL+roJHZ3/D/AkPcenwAafHVcevH8102DZreD+HbevnfMiJrdKMpqYqu+qwnbl5BQZZOjtnmE3WqWVpQQFfPjnGbv/VAwBDWRlbFn7J8c0bqzznmV3bqtw3++ERPLfsV8t9eOTTryjK/IH7p08k6WyxZXbQum+kU0ECYDIkYio/RnyvlpQXl/DZ6NkYKyIt1GnWhsTjVqGffvEc377wBCCpTAOj6rPrh+8BEM0mKl9jjbuSzkMbWLy6Krn/zQ5kXCokookvuWnFeAVoOb0zjbrNPVn2+iTCY6TFdw3adMA7KISN8z4F7IU7wFdPPQI4/r714gLYsvgUYEAQ1HS4u77FTmJLs26O9odKWvcfzP5fVrJz+WJSz54moeJZPfbHBh7/6nu07pI9YdAz8XZrqsZ+LLlfewZoUarldp5elXQe1oAWd0RYvmdfuczh36xtUGl16EtLKCuUZlR56WkYyyVhVKftfSSeyKbD3fXxDXVj908XyEktodvIhnj4aSxrsprfFk6X4Q1YMm2PxY3YZEjEUPQD7Ye8iGdAGBvmOrb70LpfOLROsq16BVjX45zatpl1sz+gfhursOg2QseWJakYin4msvMzTu/jX0l1LhDd/7Za/J8gimASpABpyoCYa5SuGRFNY6+rfN3YeIZOebNW16pKiMwa3o91syWTlk+wpGbqPOIBnl60Ek9/+0Vz/hF1a3Xt6qgUIgCnd2xlRxVCtZKgeg2cbo9s0dJh24DnJtt97zPhWe55+XWnx6ddcN5R2fLdpInVCpGriel8G7Hdq16v+8uHM7l4cB+JJ/YR0zGE4a+2saz16HhPtNNjDEU/YDac4cCv33N8888WIQJYhEhUvKMzxpld29i2ZIHlu0yhYNjkOJSK3TTrnE1xzj4mfH4Ho95oT/NuYfQd3xxPPy3RrQI5/scaFk8ahUojI/7OOuxcvoCkk8fZ/eNSAPzr1CW2ey/kiupVJgmHDzBreD/LPdR5qjAUr6U8bzb3TW9Py17W56v7g9I7VqepH4IgoPNydCYZ9eYHRLdub3d+W+aMGcm5fbsoKcjHw8+IqJ9H046XGPpyLAqVjDseiKF1n0iadQnDO0iH2ZSFyXARUTQiyARiOkrvg760hGObN1CUax9i6N4Z7wPww5uvkp5wwSIwAe4a34zR77Rl++LnuHJ8DX0fj+X+GR1o2iWMiBhfRFHEbMojMlZq36jX2zPgqTha9qqLoUia3WVe/pPi7Gs/l0mnjjNreD9mDe/Hvl9WAnBhn9WusuHzt9EXLEA05xJUp+oQP38VVT4Voij+Zcmj/l8RATPSw+ze9gHu6R3oMIKtpH7rdlzYv8du24DnJ1NWWMiFA3ss+2RyOY07deP0Dntj2iOffsm+X1ZxZMMayzYP/wCGTJ4OwMjp7/H9lBecXju4fgPJK+Xiecs1zCZ7PXz91u1p3KmrxSBdqeu++6WpHFr/K20G3oNM5mgUHvLqDM7s/JP4PgPYtmQBxzdvpOPQUfz+9VwC6kbZzQZqQ6VKy5a4Xv3sRoF3v/QaqefPUpybQ8rZU5z88w+adLmdPk88ZzfjqdeqLYGR9bjv7Y/wDAxCqVKjUDlGSg2oE0lm4iV+ene6ZVtE01jKCgvITLxkVzYv3XmGhEEvTsEnJJz1cz8k9azV5tCkW3ciY+PJunKZlLOSPjztgnXkm35R+vzb3I9IPn2SNgMGk3Q6kfDGTYnvWYfwRj74hroxe+w8TPpzdLn3IbZ+i1MGPPsKqz94y1L/hEPVL7pd+8l7eAYEUZiZzvbvJTVcVHwrFCoVXUda18KUFORbnDxSz55m2euOmRqUamn9xti53zL30VFVXrPSdrVn1XKa3d6TS0cPYTZIHaVCqQd0jJjSFpPRTGBdTyJj/VGqpOew54M+LLMZA2jcPQiOdr6OQu1mtU+ufv9NfEJCCWnQmPLiIg6sWcmBNStpdddAbntAsofJlTJGvd6eWcNnWM5hO3v6dPQwh2v4hdfB3de6Vua7SU/b7V/13huWmfzen1YQ06kb/nUiAUk1qC9YiGjOxmxshsnoyS8fzuT2Bx+lQ5P67JTkMxf27ebCvt125w2oE8ngV97gi3EPOG171lXP7NUknjhI6/4Dqi1zs/l7LTL/AMwVMxLkAl6B1unk2DkLOPr7eprffifH/viN1v3vIT8jDZVGy4YvPuHKyWM0aNMBgOZ33Gnp8DoMGUnKmVOc3rGV/s++zJZvv2TY1LfxCgymXsvWdoKkzwSrk1xowxieXLAcQ3k5SrUalVbH2T07OLT+F+5+8TVUWh1mswkBgb0//8D2pQstx1a+IPkZ9ms6AHxCwrjjocfsto35eD4/z3qTu558HjdvH1r2lWwzXUc9RNdRDwHQoF1H1Do3DPpyTm3bwuYFX9idY/z8xWz44hOSTh2nvLgYracXUXGtqrR7ALTsO5DSgny6PzyO2x98lITDBwioG4Wbtw/RrSXPKKVazck//8AzQHLdHDxpGitnTmP46+8QVE8a0Vf+t2XcF4vYtuRbTmzdRESzFnYCo8cjE2jRU9JvXzp6iNzUZC4fPcyF/bsdzvPUoh8pycvFK1DS/4984z2M5eXkpadybu9Oi4NDWExTiyBZ/Ipz1cLxzRs4vtlq37F1kDAUS7/Z1m+dp9uRK5U0aNeRtoOGsvenFeg8vfAJCSU3VVpE5x9Rl6wrjt76BZn2ar+vnx4LQO/Hn0Gl1dKgbUdWvPGKZb8zIdJ5pFWFqvO0D6U+cfFPfDRqkMMxeemplBYW2KltV70zjfve/ojSwsuY9AZEcywn/1yHxs2dxp27Wa7d7PaehMc0IzCyntN7AdC0a3cOrltt+Z6bmmK5F5UcWPMz6QkXiIxtSbu7HQWF7Tt6Nf0mvkRY46aodW5Et+nA+X2Otpur1cE/vPUao978AA8/yYVaNEtrbH5881kGvjCFC/v3kHk5gUc/+7rKdgF0HHYf7j5Ww3+TLrdzctvmao6w51oDjL8ClyCxQRRFi2oLhaRbHj1rLjK5DA8/fzoNk9KwdBp+P4DlQb9n8nTMZvsZwZDJM9C4u6Nxc6deyzY88c1y1DodDdt1spQJj2lm95B6+Nr78Ku0OlRa62Kjhu062R1fOaOIjGtlESRj5y6w7K/s/CrxC3ceeNI7OIQH3/usqtsCgJu35ICgUKmI790PuULB3p9XUJApeRzpPL0Y9MIUh+M6DbuP+U88bNE1A+i8vBnzyXxUGqtLp0wup74Td+gG7TqSdvEczbv3AiSVTk3sLG7ePviEhgHSDM6W2B5WVVRkbDyRsfHE9ezLsc0b2DhPug+Pzv4auUKJUqW2u4+CIKDUaAioG0VAXes6HXdvR7fLyLhW1dqeVkx/BU//IAY89lKVZWK796bFnX0tz1qHe0bi7uNLTJfbuHTkILmpKQyb+jYRTZrz5+JvyM9Ip/8zk5zaqmxZP+dDQJoFF2Y5D+FTp3kcA559GbXOPrxLl3tHs23JAvwj6iJXKGjV724O/OrotTj/iTE06tDF8l2ukGb7y6Y6ttfWu+720WPtng2Aei3b2DmEVDVTuZqkk8dJOnmc+q3aku3EIQaw2JQqkcnldvWOim9lJ0ha3TWQA2t+5mqKc3OY9/hoGnXowh0Pj7Pbt75CtSyaRb5+ZpzDsSD1NR5+fpZ3vvOIB8i4nIC+zHGNlsbNnbLiIkZOf5+89FTWfTbLss92QPp3cc1YW/9Eahtry2gys3bo/VwJHIOuRzAPDbn5YTicse6zWZzctpmxcxc4CJOaUpyXa+nsbZn98AjKiou4+6WphDaMQeNe/Qrn62X+E2OIim9NjzHjqyyzY/li6rdqS8qZk2z+dj73v/NJtaPNm4XJaOT8vl00bN+ZD0b0B+DB9z6zqB+uRjSb+WCkpBK4XqcAQ1kZ858cQ2mBNYDk4199z5wxjqNdW1r79aK+Zxw/XvoQo6hHI3dDIagoMuby7NJfqs3bUlpUyMmtv9Oy70CHcqd3bHWqRrweott0YODzkx22lxYVsnrWm/QePxGvwGDMJhOZiZcIqBvJzuWL2bNqeZXnbNqtu53N7GpGvPEeYY2qtk9+9dSj5KWnMvz1dyjOzXEw+gO0v2eExbZzPdRp1oLE40cYP3+x3cxLNJs5s3s7oslEww6dKS8uZu7YikHlsPvQeHjaeVzWhvg+/S3u/Vdzbt8uVr//Jiqt1uKi/8B7nxFQ8RyXFORb1I1PffsDSo2m1vWobaytv12QCIIQASwEggEzME8UxY8FQfAFlgGRwCVgmCiKuYL0hnwM9AVKgNGiKFYbZKa2gsRgMrNm2MMkBzyAtncIDw+6OQb3a2E0GMhIOE9ow5t/PbPJRHF+bq0F1L+FL8Y9gFKj4eGP5lVbLvH4UcxGA5Fxra77GmaTiaO//8bvX82hzYB76DrqIQqyMijJz2flzGkWITNk8gx+ePNVAjV1uD3EKmgOZf9OU+9OqOQaVOPDCawbVdWlakRVs5J67rHolF4cz7X3PtO4e1BWJHknRbfpQM+xTziosq6F2WTi9I6tFucOW7RyD3zVIQRr65JTnkZCkaPL9tg5CyyqIWec3LaZTfNnM37+dyjVGpJPn+Tn92dQWii5Tfeb+JJlNnHlxFGWV6jtdApP+keMp8xUzLqkL1F4aCjJt09PUNPBg9lsskQZ6DBkJB2HjmLHskXsXrms2uPcFF70ixhHVlkSv6cupte4p2narTsmkwm5QlHloEE0m9mzajmBUfVZ9Y5kRHrm+5+d2jhvlH+SIAkBQkRRPCgIggdSnpNBwGggRxTFmYIgTAJ8RFF8SRCEvsCTSIKkHfCxKIrtqrvGjQiS1cPHk+Y/HG3fUB4e0Pi6z+Hi/xOjwYAgWNUrfzd7Vi23qB+fW/YrP703g9bZVfv6Bz7dElXIjUUMrhQkfZ96AXcfX9x9/VCoVOS/K9lySnrBlq/mI4oiYxZ8jUKp5PKxw2jc3J3anWpz7UrcfHzp5/2o07IbkxeSo5ecHJ79fjWC7Pryi5iMBjYvmE/HYaMcBJ/JaOTMrm1cWLiVeD+rI6quXTC5F5MojTOy44fvGD51Jt7B1459VkluWgpLXn2eUTNm4R0cgsloJOHwAUTRTNq5M+z7eSUyQU6PRx/nt3kfA9AxcBARbpKTg7GPlshu19dfi6LIzuXfEd22I0FR9a/r2JryjxEkDhUQhJ+Bzyr+bhNFMbVC2GwRRbGRIAhfVHz+vqL8mcpyVZ2ztoJEbzTz08inyfS7G12/IB7qV32QNRcuakp20hWWvPos9874AL/wCHJTkyn+uOrosX6jm6KtIp1vTRFF0RJRwbLNLJL8imMgyvCZXSz7EahWpVYTkk+fZNv3C4hu3R7PwCDqtWxL2hRHZ4arUYa7E/SEY9iVGyV52k5EJxEGZB4qQidXOy69blLPn8X0pdXJYWXqJ5jKyhkaZe+FWXnP/5+orSC5pcZ2QRAigXhgDxBUKRwqhEllhLUwwNZKllSxzU6QCIIwFhgLUKdOzbMZ2iIiYkYytguy/9+0li7+efiFR/DkghWW7+4ybyrX3F+oe5rkPcfpGjzEsj97wQnC3up8Q4H4BEGwEyJFu1PJ++m807LZi0/h0S2cjM+krIBhb3e+IWES1rgJI163xkIr/NMmnlfhMaI8mjs9zpBUhDG/HMVNykFvzC4l7b2qB5XmQj1Fu1JQ1/NCGXRjM8Dyi/mUXy7AO9CPbKyCZHDIU07L5yw7g1ffKOQeji7r/zRumSARBMEd+BGYKIpiQTUPrbMdDtMoURTnAfNAmpHUtl5mQVlRv5rl+Xbhoqbok4vImHOYwPEtKDkieUr53tuY8NguMB7M5SZAJO2dfZhLjJhyy1D4aas/aQ3IXnwKU6EevU34laCJLUn/yGpqLD2WRekxa/gYQ2oxqtCb55iRv1Zaf5Tgd5YE8ynqe7bCXKAndFoHUqbZu9bmLDlN4HjH3CbXiyG9mPQPrW2UuSkIfDKetJn24YDyfpZW2t/oDCFz3rXTNMl0CpSh7pSfz6PkUAYlhySvR5/BDXBrG3yNo6+NaDRLM0onEaX/Sm6JIBEEQYkkRBaLoriyYnO6IAghNqqtypCgSUCEzeHhgPMMNDeIKFoFidklSFzcREwFejI+ldZUZHx2GOQCCn8tulhrZAFZRdRgvwebkjn3CGnv7SfwiThUFbnJa0Py1J2I5Y4qHWWwG773NkbhryXjE8cQPWVncm9YkJSezqFg02V0Njl3urwwhi6AaDAhiiBTyQmZ0h6ZVoG5SE/qW3sRDdVnyawpuVfNvgLGtUDhrcHjtgiQC8i9VOSttJa5kVDsZif3OGx6J5KnVEQOdlNiLjYg91Ljd38MKVPthWfuynM3JEhEg4nivWnk/XIRVaQngeNuXBBfD3+v2AIqvLC+Ak5dFYp+NVC58ulB4Geb7Q8IEu2B/OrsIzeKKKhANFuywblwcTMoPZVtv8EkImidj+OUAdZZSMZnhyne57iwtCaIJrODEPHoXgffilXtutgAVKHuKAKt1wt+uS3KMHdKDt94aufC3xMxJBWRv+4SAIFPWW0fglKOrGJFu9xNiSATkHuq0TTxw1RkuCFhYtabKN6fjr4iH4kmxpfQ19qjrMhC6tU7Eq+edXFvG4KgsnaBZedynZ6vJpjy7YM8hr3VGUEpQ1nhMBH4uNSxew+KRqZW4DvcMctm0qRtmGuRRdOQXkzylJ3kVWRs1DsJ/PlXcytmJJ2A+4FjgiAcrtj2CjATWC4IwhikOMtDK/atRfLYOo/k/vvQX1k5s6BEbtaDybVW89+GWW9CUMhuSQKgkoOOHbMuLsBJSZDp7D3Lcn88hzbWH5n6+p7J1Lf2OGzz6ukYS81/THNK9qWBTEDuqULupabsZDZl53LR3Eh+C7n9fa7JDEcZpKPsZDZpsw4Q/FKb67bTmIoNpE63GvUVAVr8H6zaaSbwyXhKj2dT8Nsl8n6+gGqcO3LPmtksjHnllF/IQ9vUj+IDkk3E/9HmqOt5Weod8Fgsot6E3FNtpzrTxPiiCNThc08DinelUHJYUnUaMktR170+z8KiXfbjas/ekdd1/M3gb5+RiKK4XRRFQRTFWFEU4yr+1oqimC2KYndRFBtU/M+pKC+KojhBFMX6oig2F0XxL1v/X6nakpv1iCbHkYExp8wuw5+pSI+51KUCs6VoZwp5ay5i1t8c9cTNQjSJpLy2k7xfHCPPVlW+aHcqhrSqc01cC3OpEVORnuzvTqK/LI0SA8bFgkwg8Kl4PDqFVXmsrlWQ3feUqbso+N15uuMqr18sPZt+o5si01UthBReajx71MXzjjoIgoBnd8lZ5XqvZ0vJsSz0lwqQeapQRngQ+kbHGh2nrkgxbcorJ+ur4zW+nmg0kzRpm50QAfB7oPpFxcoAHZ63R6Bu6IMpp4zUt/bUOO972sy95K44S8q0XRRtlZwJ1HU87ISfTKNA7unoOCDTKAh+thXqup542gj3zLlHMGQ6D75aFcW7bQSJQsCja/h1HX8zcA27r0KsECRmk/2oxFRQTtq7+9A298d3eCPMZUZSZ+wBmSCNLEWcTlf/jYiiiCGpCFWEh922/DUJFG2XUkIWbUvGrW0w3oOi7WYApkI9ae/vRxnshv+DTRxG338VpkIpL0zxrlR8BlrXSIhGM4aMEpSBOvLXJeBxewRydxUpM3YjVgwSAh5vgbpOzfOAV5L61h5Eg9X7T+apQh3pRfhbna95rO/QhvgObYipSC89Z0DBxsuWTr6myDxUaBv7oni+NfIaju5VFfnd9ZcKMJcYrvs3Eg1mchZLa1WUwW4EPNysxsdqGvgg91Fjyi2n/HweoklEkFdf75JDGeQsc8x5EjC2uUWddS28+0aRflZSbekTC1HXrf73Lj3jPKatoLz+RYIKPy2BT8RZPObKzuTWqN4Fmy5TtFMyF8u91QQ+GY/cSTruvwOXILFBRIq1pTKVoy2zjkRFUST1XWkiVHosi2Qb7xbMokU6yfK3AAAgAElEQVRt4TOkwd/uLVGJaBYRjWaL3vmvpGRfOrkrpai2qihP5DolpSeyHcoV702jeK+k3/cd2Qh1lBcZs48glpvQXy4ga8EJAh+vffKl66E8wRq6pGhHMu6dwjCXm8hZepqyUzm4dQiheFcqRTsc/Tgy5xwhYFws6shrr/IWzSLZi05Sdsqxowl68vrXR8jdVXj1r0d+hf679EwOGMxom1UfqcBUIAlO944hbDuXyehv9vHGwKbU9XWjc4NrRznQxvpTejSLrG9PXrcHVaUnEkgCEcBkFik3mtCprt3lqOt5U1KhKio9noWuhXMVYCXOhEjQc61qLERAEnh+o5uSveAE+esS8BvZGHk1LsjZ35xw2Bb4RO2fZVW4B27tQyjenUr+2gQ8Olc9WwVpxlywyTpj9Lgt/JYJEXAJEgdMghqZqEdlKKL4QDrKUHdMOaVgvPa6ktxV51HX9UTmqaLsdA7Fu1Pxf6Q5ZSezMZeZ8BkcDYJQax196als5F5qi67ZVFCOMa+ckv3plg474PEWKIN0Fn168YF0inam4HFbBNpmfmAUSZ6yA3UDbwLGWH35TUV6BIUMmZMUncbcMjCJKPy1lBzKsAgRwGLQtEUZrMOQZj89z/ne8WXXJxY6HXEW/J6Iwk+DLi7Q4ZiaIhrNlF8qoGDjZbz718OYZc1umffLRTSNfMn54azFMFm8q3r/Df2VQmRaBca8crSNKrLpGUyWEaghq5TcH84ilpmcqsOCX25b6/UCHp3CkGkU5K44a+nAgp5p6XTdg7ncSN7qi5aOWF3Pm++3n8NkFpm8SlIVnZ7eG801Rs6+wxuTcmon+ssFGLNKUfjXzA1ZFEVKT0tCNOzNzghygYIyA7HTpKjHx6bdiYem+g7PZ1B9tDG+ZH93CmOOY8BCWyqvBRA2vSOFO1M4HqIhrIb1tUUT7Q1IM7HUt/dW6Q5cuWgTEUKmtEeQCZhLjSh8rTGuzGaRlPxSwn1qLsx8BkVLaiqzWK0HmWg0k/zqDrttqrDae/bdDFyCxAZRBFGmQGEswq0EclfYJ5wRlDI7VcXVlOxPp2S/fdjurPnWeEKVL7fvvY3RNvGjcFsS2mb+yDQKSo5k4t4p1E6/aswpQ+4tjYpsVyO7dwpFNJop3uPozZM554jDNoCcxadQ1/Oi/KI0Mi8/l0fO8jP4DGlI0Y5k8tckIChleA+KluqktnY0ae9Ifvf+DzV1OvqzpTK0R+npHLIXOI7ariZ58nbC3u6MuUCPoJSR++M5y+xG09BHmjUsOY2mkQ+ePZwn3TIV6BHNIoqKeyWaRZKn7gSTpOuuVBnYkvZ+9aa24BdaI/dSY0gvIePTQ+SvSSB/jbQWImRyO0pPZpO36jzBk9oiU8tJd3I+jzsiUAbo0MYF2P2uG06ksfJgMnNGtURWw0GFpqG90duQUuwgSESj2cGtVBXmTmGZvR3vdFohcRHe1V5PkAsEjI0lY/Zhivam4d23ZnG/ivekUnYyG0EpswwQXl1ltXUM/GwHvzzZGbdqHAcEpVx6Bt2VGLNLqyynTymyPGNefaIQlHI2e8l4+uu9TOvfhNGdri9WmaCw1yYUH8rALd5xMFN2JgdESQNROQuQXeWB98HGs3y2+TzzH2hNudFEv9jQGtXBs0cdCjYlUrj5ilM1ZsGWKxSsv2T57t45DF2LAFQRHuy7lMPcLReYfW9LtH+DZsIWlyC5mgobScMkRyNd6BsdSX5Z6tB9722MMlCHwk+DPqmIzC+uvRipkpwl1sRIBb9Zc0hoGvsi08gtOnEAr7vqIRrtDdfO1C81oVKIVFJyMMPOm0g0mMldcZbcFWcJfCoehb/WbvqcddV03q1tMMV701AEaAkYG2s34tY08iHo+dYo/bWYS40We4Hf/TFomvhRfi6PrK+lDqbynl5NyhtWw6n+SiG6NsEovNQWvb1Zb8KYVep0HYQzvPpGWRbGOcN3RCNk7krUkV6WTqXSXmBL1lfHLDOuom1JThcNVjWajZxkzT/z4aazPHdnzexqcg8VXnfVI399AphEDFmOHWzZaXt1mnvnMIfOEWDQ7B3sm9yDAI/qV49Xuq4W/ZmEW5ugKlVF5hID+pRiTPnl5P0kOTOYkdo6Y1AzVh+xPq8Xs4ppOvU3Ls28y/lFRREOLIAmA1EE6DBmODc865MK7QYImsaSoC2oEJprj6dxb7u6qJy0vzqCnmtF+iwp9H/eynPoWgTYzQwM6cVkfyulK9Y09+eOWVsY17U+w9pE2J2nss2PLpQGGHER3jWanbi1D6FgU6KDPcyYXYo+pchOiHj1icKjm2RYN5lFhn4uDSLeWnuK6YNqbpe6GbgEiQ0iIAoKZGY9KpM0TZXpFNIovbk/giAQ+npHBJmAoLQ+oOooL4KebYUxp8xuFO73YBPLQ1cTSg9nOKgQ8tdY4zHp4gPt9M+A5GJpFgmcEEf5xXz0yUWUHrHml/DsWRdDWjGlp3Is6jn/Mc2u6RGTu+o8hiuFTvdp4wLw7lcPubsKn8HO0+IKgoCyoi0yrYKQye0wl1in/5qGPnj1q0f+r1XHm7qatLf3ogjUYsyoepR6Nb7DG1lmUe5dwhBUMktnB5J7pjqqettHwLhYMj+3DhRs1XbOhLo62vlo/8Bl+3UKn/5xnifuiEaNEeZ3h14zoN5tVdbDo0sYHl3CSH13n52qDqD0ZDbZ30kGbu/B0RT9mYx7lzBEUWTbOatNT0M5TYVLtHmTqjvzCgSFDEEtRyw3YcwocRAkoiiCUSTnh3OUnbS3kb1iktR7r/4kPWd9mwez9lgaCowYUSCKonPX3it74deJcGYtyoC3KN6bhqlIj9xdZbmmrVMHQOhr7aWBhVlkSsX19ibk0PDVdQxrHc7y/UlseKYrDYOurf5RBugIn9mFpEnbEA1mSg5l4FbhQVd2PpesL63vTYkocjGzmBd/PGoRJF3f3Uxijr3wCxcy+Wj5Bt5/rCIBWEkOLBkOI5eCmx8Y9VCSBZ6hUjsVAhhFRIMZQSnDmFfuEObFo3sdPLqFc/hKHtGB7izYYR0gLdp92SVIbiWiKIIgQ44ZMOHRLQKv3vXA1p3v5FIIbwMBNol1zm1CGRqHMtCf8AlqkufpEQ0i6vqOHYqgkiHqnavHCjYlQjWqDp+hDfEZ2pCys9Kq46v93StXQItDG2JIL0Hhr0G2633ocjtF0fXIW3Uehb8WTQMffEc2srNbKMPcMSQXWb5fLURCp3Yg75cLlBzMwGdQtFNbigPZF0DrAzpfZBqFwzEencOQaRV2KkRluDsBDzezzEYEtZzAJ+MtqqOqhIigVVi8rCoJe1NKAuaWkI9bm2AEUcRdtwM3tZR3W3g93+E8iKLd7w1InlYzu2DMKSPt3X2OxwDIwLt/fcoT8vEd0ZjzGYW8svI4fu4qOkX788760xYVU7iPlqTcUvzJZ9rqE7zdshDSj8HCgfDAz+ARCrPbwPhdoPMDD3tXYIW/FuNVLqK24U3Msf60X3kQ3rZVs0pqvm3qiQQI+Qwrn8ILk7fQcuCTjIzzh7UvgEIF7cbbPdshr7QlZeouDGklaCuWY4hGM+ZyE6UnsuxWhtuyzWzrPi/yQd5EntXkEs0VOpR9yv5Fk2lzcTZMyYZdn4JXBOz8FFIrZhmJe1D19KR4bxoFmxLxGSR52pXsS7cTIrbxyNILHe0py/dLbrl3friVdxpfYPjQ++DyDmgyAFKPgNkEQc2kttvg3i2coq1JFO1ItggS24V+hSMa0HmaNdtly+kb+W5MOwch4kMB29VPS5EBxTwQzbD5TUjaC7s+gx5TYe1zcHAhTDwOgoA2OI/SJC/KLuShbezrMHgMm9EJA7Bw1yVe+1kauKrR00xIIkX0J4fr9zC8UVyCxAEBtVwByFEkrYLXp8PDv0FZPkT3gJ8fl4pNy4e04/DbK5CwFTzDIbITHF1GoBCK8cHtyFRyAlTPohCyMItaisyD8Z76BgWbEhFkRtw7hSFsmY6QdpDUpBcxlSjBLL3wlSP9SsO23+im0gtjKEMr2w+ed0r1SD8JcztA/P3SC5G8H+HuLySVzJV9sOVt2PI27k8dQvN8a+S+GhBFdOvboes1llJzW0qTdfjcH2e5dvJke0Oe78jGyLQKfIY0xOfuBtbZWPJBSPgTItpC2jFoZ5OYx2SET1tav/d6CzpMkLabykGuhuT96M59hrpjDMKBrygy9sPTtBMh8XXCpnfHmF6EYn59hJ/b49ljnp2aTe6txq1tEAUbpG3Bz7XClFeOmJdK0bJV+DzYDWHv5xDTD5+uwILWEDcStn94tZyAHZ+AUgvugbD8ARj1IzToYV8m5RCK+XfgIb+XQtMIfIY2RFXHw6IGCXqsHsq6obh3kHThJ5e/zvKs+cSXfc6642koMdJLdojfzK357rZiNh86zUNpM/jzUHM4apOXY+FA6+e5Uupmur4A7R+HpfdChwkoA5pQfCnfblQvVsw2u1GAqaKDayhcYZh8C0qMPKjYiKF+T5QXJOG5XC3lr5+1tgTWfme95v6voe/74BYASfuQNeiJXGvAcCkFkFQtOSvOUnokE1kVXkJThR2MlV3ishjMb+Y2uFOKJvMolU7XLWXnJCEC8E1vSHIinPVFuLUOIvfHM5iTz0DF0bbG9aBnWiLIBMqNJkg+iGrzh1zSrOEbYy9eNz5IQ+EKEUIGw+VbuFN+QMpy9N5rTutMvdth2EI4ugyO/4jXiGUUbU3CkFJsmRGVnpFmlAntyznww8tMUugZp/iV5w2Psaq4M4M++YP6QgYXxDA8KGH0HbE8t9Oa9VNc/zLCnrnWaxamgqEMTlXkQfmoGQTH4p15iVKWUH7kAtrGvph3fgd0xl85GUF5gRUf9Cez1UTe22idWa9UTaWpTFKTb+1in/Hx7+CWh5H/K6htGPmCMgPfTVhLI0MijULj8FdORiN3brzGvyFknXW+rzpG/QinVsPBbyGyC1ySkgvpzZFk6KU0r77dytH5nMO8biqZ+vfxUnyDpl2c9JJXovWB0ipCOrR8EO6aBdOvcvNUecD47ZB6FJbfb7+v64uQfwWa3YMpM5XU1VEoPPQE33ZCEqIx/SG0wr1x73xY+7zjdZveDf6NoE47+Olx6UWxpdVDcHoNFGdAg15w7rea3jUIbYkY1pHsHZ54Kpahah4LSh0pu+/CXbEaT8VS8AyD+Ptgq2PWPKfcOQNa3AvvOcnWqPGG4OZw73IwG2DmVYbPO98Ev2iMSx5HwIBcsPFeeyUF3qqZcbU2FDWaT96REILVD6K4dw6G6DtJm7odWaiOTonpuFFKG9kZFqjevfbJakCO/llKzHcQfJ8SRc52ktY6hl33Uc5CLTuOjCJkgnXW+LFxME8rVjqUvyZeEdCoD+nbmmEQIwh/LQ50vmTOP4pYUkRgbh8Acj1jmJ/dnBeVVWdlrC15hocoMt3Db3IjeSqB4aWSATtc45gw7JI5iP1iI4bI/7wp104qk4SLtrk/pcdSUQgpBKsnWPZvMcfzq6ktXhRRjJaZyi+tB4e3gUc21eq6/9h8JH8FNyRInlhPP19PZDIZQapxKGVJ1z7wJpFreByVcB43xYZrF/6LKTW1RiU7h1xwov5xcUspNzcmU/8+YMZDvpxC0wgAlMIRZgpJfKiaW/0JrpMyU0uyDG/gpZiHQYyixNSdyqAYpbI0gmVrcJevcpzp3QQqO9Rg9UPIySLFvAqNNgE//TM3/2JXIYqQXC5d/wp6IlDho/gIN0XtOunrodA4mHzjw5bvAiWEaYbV7GC/aHjyQK2uW1tBcmtWz/2fIslUGbKKDG0KoXbB8mqLj3LO/4UQAdDK97uEyP8pKqHS609mESIA7vItVQuR+ndYPzcdTHaHV/nQXJHm18+5w0Qlapk0K883jqXE1JPKbsNDvoIGqkfwUNRAiLhdY03Qq5mgrUjkVaeDZbOvciYA2fopJJf/gmhQIBRdcXaGm44ggAxp1h+BClGxvXZCZNQPlo/TDA/QoGzhNQ/xUKzETznD8t1P+WbNr6e6sbwqtcElSK5GECgoK0Yj2yvlJHklBe6uIs/3mI3wpE36+IfWw0uXoH53GPAZPHvKemyr0c7P0bgfDJ7vfF/scHj0D7jtFfvtQVd5ZLSfIL2I7SfwtzFmE+Jj2zDJq1n49VqOZEuqjvE26x6m5cNTNXPlrRGD50PrhyF2BMQMsG5v2KfWpzwRPbbKfSWivTvtJXOFkVznJ/1/4GeuxtRkMAAGUU6jsgVMMzzA2VH72H3PHrJHb4cJe2HkMnj+HKc7f0KxdyMEAdzka+zO4y5fiU6+0brBMwwa3QWT06Vn+P5V1n23vYxfrxfYGz6ayLIl/NptNanjz5HRdIy0v8+7ks0gpj8M+QZBcIybFqJ+AC/lt443odtLkr3Olh7T4IVz8FquVB+ZZFsZr3+ax/QTaVC2kKRCo/S+vJoBfayqSa1sZ8X9saofPRTO1ViP6Sc63c6jf0DvmUSWLeaUOYIfTV1oULaQ+LLP4ZkKL0uNl6ROU1ifZ6Pah2D1OMv36cFO1kXd96PkMGDLxGNQ1yYMTv07SG76GJ3LP2aBqTcGFIzQv2p/zP0/Sb8ZwJRs0t2boJXvxl3+A0rhrEWYJ9UZQJWM+lFSLfd5r+oyfxEu1ZYN+SUGvpv4B3d6yElRJdFhTBSq6Iq82kn7Ydn9cO9SEOSScTmuYkRnKAWTXnoYnVGYBu5B8GEzKEiCJw7A+Y2wfhI8d1YaQbxd8RAFNZc8eB7fA4FSzvjcYj1alRyNsRAUGlBWrKA1lks2h6Z3Wz2NzCZ4ww8QYdDnkiG80uj9Wi6U58PGqVJ9/nwXHlonjQA/bSX97/YCfNwC7vkKfKMgOBbkSphmbVu+d1O8Ju7k58PJPL30EOsbr+do3Qdpk7IEmbGUugnfs9T3cYJ7PcOiXZd5U/8OwcpS6d6pPWDre6AvlGwmPpEw7zZo2BtufxnMZnjDRxKwfd+Di1vgp/HSiPrCH1IFhi6Q7r9SC39YR23U6QCJu6Sy3V+DUGtIkqJTv+O+bDCMXis5ReQlwkcVK/snp5N3aBUnlc1oVDcU49qXCWzSBSHtGOz9gsZl3/B68A669RxM+0W5dJCdpI6QwTtKaQCQJXriLxTwq6kd/eTSGqCFvk8zeOyruGtUUptSD0FYK8k5oShDqqPaA+RKsncsYNivei6IjmExpg9sSlyEDx//fo5NpyQvrFjhAsfEKFor8gkK3MROjyO4ieU8HdiZ7PPreCSvAPmrGaC4ap3I1vck+9yjm0Gu4LM/zvH+BqudT46JeUPqc3vLJlzJLaGwzEiTEE8avbKa3/BChRxf5XuYRS0Z2k3ozCLBpgoh8+RBKC+wu+esmwR75sKLCaCzSRssiqSlJNL+U3sX9CNT78RLq+TzrRcoLi6i1ZHXeCr/XlYShAbrArtcz8GcKOnICMUWaYNXBGntXkYbNwwvnRLO/y49txe3SH+DJMP+tnOZfLbpDHsu52GbL6+lcJYPHuxGZOOW/HQomWh/Dfn7V/DWXiNr1JPZpOrIJaEbnwcvJ768gN1aLct6zqdJaHtr5csKYGbFWpJp+VKfsGkatBhhuSdp+WW0f/t3uzYvergNPhSg8AzEVFbMk4sPcLFQqpsaPQe1D7FNp6VXcQnDyl9j6ZvPIj+4QHKRBuj3kfQehLcBvxvP4+6ykdhQW0GSV6Jn8cQt3OWtYoXMyDy5niNT7+S9385Q11fHAx0iOZNeSEyI5F63fP8V5mw+z6xhceQW6+nRJIiGr66jRbgXK8ZJ0U5PpxWgksuoF+C4sG3LmQw8tUrqB7jjpbV6wKTklbLjfBZDW0sPZuSkNbSN9GX5OOuUP6OwDKNJRCYIvL/hDC/3aYyfu9RxlFXkctAo5Ww+k4F36naidHqWlbbhuz2X0SjkPNMjmiAxG9ErnMIyI42CPQj11jLvzwt8uvEU8VGBCEBmYTnhPloSUrPIy80mu8K1cFDLCFYetLph2hIuZJAkBmD7sraN9GXyXTG4qeUs3XuFuv5u3NYwgDfXnKJ7TCBDW0dYoq4m5pTg66ai3Ghm3bFU+taFn86WcV/nBihlMstqcIPJTKPJa3iuozfjPHZS0mQYHksHwX0rwa8+GQVlnMsoYtSXUuceG+7F6ic6M3PdaT7feoF7G8no19QHz7AY+n1qvyhSo5RRVk0UA4AwMgl3M3G//1n6pX9O7oRT+LhrMWaeRx7R+rpCoC/Zk8grq45du6ANA7qeYXPmNw7b3+36Lm2D2+Kr8a22DmUGE42nrK/RtUIRUCozSVNl0sRzA+e9U6nj1pihwS/RrrEHMf5OFlaaTVCQAt4RjvuADzac4ZM/7N2H6we4cSHTPsSMDAhXpWGI/AK5KCdfIbmp7xi2Fe3lPbyff5ghDYcQ7R3N2dyzNPKtfpGns7UezpBj4i3FV8yuI5CrdowaPbXDVGL8YmjqV+EXvf9rCGsNIbFVnnPQ7B0cvpJ3zWsDyFTpuNX/0PK9e8DjFCsOMiFuAnEKL2mgd5NxCRIbbkSQfP/Mn/T3UfMFZSxCX2XZpqGenEixjzMV7KkhrUDyZZfLBDw1CnKvSlTz/aPtcVPL2Xkhm5nrrCvc72oewppjqUzq09hu+9U0Dvbg4U5RvPjjtVfSt67rw/7LNU/W8/ydDe1GqH8n657uQp+Pt9WobP0AN9pE+jKgRSj3fumYc6M6Kheo3QxkAlx8+y7JuKYvBvWNZRRMyi2h8zuba1R2ySPteGzH7dWWCdAGsKjvIsLcqw4A+MYvJ/naZjFbVQiKfNwbvF3l/i96fEHLoJa0WdwGgMP3H0Yuqz5Mx/L9V3jxh5pEhDDhETPZYWun0E7sSLG6qkd5RZGQn0C38G6MaDyCzmHOoyzrjWY6zvydrKKq329b4tt/xfn8c1Xub+DTgCjPKN7v9n6NBg9bzmSw+khKlQOxSvr3XM+WpC1O990Xcx8vtX2JhPwEPFWe+Gn9rnndmuASJDbUVpDkFJaz8sUd9PZS8j6l/IQrS6ILiVf6NuattZKA3zHpDsK8rbr0/PJ8FDIFbkrJyJlYkMjBjIP0q9eP3LJcjmQeYU/qHny1vuSU5jC5vWOnWIkoiiTllnL/V3so0ZvIKCx3KHN3fBgfDGtB7EJp5PtFzy94bONjdAnrwrZkR2H8Vue32JO6h+dbP4+3xnGR7JWcErq8W70Ai233JQkFzhcfVsUbHd+gXUg7cstyCXYLdujsygwm3vj1JLFhXkxa6Xw2NrpjJL3bFPLohkcB+PLOL3lkwyM1uv6iPoto4tcEldwxWGZWUTkTlx7mlb4x9P3E+QAmLsKbT+9rQN+fuvNY7GM8Ef8EAOdzz3P36rsdyk9qO4lRMaNqVDeA1jM2kVXk+PsCvNI/nE/P31fjc20ZtgVvtTcyQXbdycBscQkSG2orSLLyy1j78k7u8FSS0jWYYX/emtH5/xvP9mzIwl2XifTTWWY4j3Wtxxd/XrTMpJY82o5l+65we6NAgjw1jJwvrUx/9a4YZqw5dSurXyMGxoWy8WQ6JRUJueaMakm3hgHM2nCWJ++IxsdNRYneSHaRnghfKVTIpfxLbEvexrv73sVd6c7qQauZsnMKO5J3VHcpZnSaQah7KGnFafSv37/asn+ezeRseiHlRjOPdpEMziqFjIT8BAb8NIDXO77O4AaDLeUv5l/kuS3PEeYextakrXbniguIY1HfRU6vs/1cFnsTsvnkj/MEe2pY/lgHBKEikCkiL+0aw4nsawfhrI59o/ahUWic7ksvKCOzsJzkvFKCPTUMnC3dw03PdmPl5TksOrmID277gJ51e2I0Gxnz2xgOZhx0ei5b2gS34as7v6q2cz2UmMviPYnIBMgtMbDxZDoTezRgYo+GFqHxTpd36Fuvr+WYOYfnMPeIo4ecQlDQJbwLPer2IKMkg9ZBrWnu39zp7Cy7qJwJSw6y+2IO9fzdWPt0F/ZdymHXhWwa1D/FaztfIzYglqOZR9EqtAyKHkS0dzTTd0+vts27Ru7CXVW72fG/XpAIgtAb+BiQA1+KojizqrK1FSQZOaVseW03Hd0VaB+qxwGjnHoBbkQHepCQVcy+hBxUChlL9ibyUu9GfLU9gUAPDQ90qEugp4a0/DKGfL6TleM7cscs6SX+ZnQbfN1UxIR40vDVdXbXi4vw5vCVPO5vX5dFu6VVqb2bBhMd6I6IiE6lYECLUOZvu8jCXZeZ2r8J3RoG8MOBJF7o1YjL2SUk55US6KHG313N7M3n2XAy3UH/+8nIeJ76/hAtIryZObg5MSGeiKJI1MtrAXi4U5RFvbF3cncSMotpHOJpZ7cBSClKodRYSn1vyahXqjehVsgoN5ehkWuqfFk7zfyD5LxSvnygNXX9dEQHulNYbuTjTeeYcHs08/68yOdbLzCkVThju9Yj0EPNbyfSuL1RIP7uauq9ItUz4e2+vP7LSRbsvGQ596t3xTC0dQQtXpfcplc/0YkfDiSxcJd0P7e/dDvhPjqKy41olHJ+PJjEn2czeaZnQ34/lU4dXx29m4UAWGw01xrRXcy7yNIzS/n+9I2vINYqtKwdvJYvj33Jo80frZGKIqMkg/vW3kdqcSrL+y0nxi/Gabk1F9cwadskh+1XC59rsTd1L2M2jMFb7c22EdsoM5ZhEk20X9KeAfUH8GKbF+m8VFIjzeo2i/re9Rn08yCn5xpQfwCHMw6zrN+yaju7/BIDh67k0r6+p0VdduxB66ylQF/A6ezTtA2RVo7POzqPK4VXyCzJJNwjnGVnltmdL9o7muX9lqOU1yxnh9FspNhQzHNbn2NP6h5md59N1/CuDuUK9YVsTdrKy9tervJcGrmG5f2XE6QLQi1XV6vyyy/Px2g2MmXHFLYlb2Pt4LX4qH1wU7rZPZffnfyOd/Y5X3gboA3gj2F/1KidV/OvFiSCIMiBs0BPIP+fF8gAAAtqSURBVAnYB4wURdFpRMTaCpLUzGIOTd9HrE7OqOiXyVHmE+wWTFqxdT2JQqbAaLaP6dQ1vCtF+iIOZhzk7S5vsytlF3fVu4vdqbtRypQE6YIIdw/HXelBYZE3mzO+JVxXn1APP07nniY+MJ7L2cW8c/gFAKZ1mEZGaQalhlL8tH6o5CoWnlhIsaEYpUxJRmkGcQFxCIJA2+C2mEQTxzKP4aPxYf2l9UyIe4KUwkz0JgMZxbmEe3lzMvskZ3LPoJAppDwK7iFcKbzClHavcyhzH4czjpJUlEgzv2Ycz655ilNbQt1CSSlOwV3pTkOfhhzPOo6HyoNxsU+zN3Uv8cFNWHRyEVmlWdTxqINJNKGQKRgVM4qzuWdRypQUGYrYcmULSpmSzmGdqedVj3m79uHnIaJXXKB9aHvC3cP56OBHAHipvYgPjKdTyG38cnEVMX6NCdAG8tnhT+kU2I86vh58f/p7tAotpcZSBAREqn7m3ZRuFBtqn14XwEPlwSvtXrF0LvPvnE+sfyxzDs9hyeklGMzVq0y1Ci3hHuFcKbhCman6fBw7R+7EQ1V1MEJRFNmTtseiGqqK51s/zx+JUucTHxjP1qSthLiFkFeex7GsY5Z27Ry5s9rzVDLn8ByKDEWYRTNtgtowcYuja26fyD6cyztHlFcUeeV59Inqw6nsU5hEEzqFju9OfWdX3laQXIsrhVfou7LvNcvV8ahDm+A2ZJRkWNSCSpnS4Tfaf99+1PKqoyWbzCbe3vu2gwBzhrvSnSKD5DDwULOHKCgvwE3pxoqzKyg1WqMC6BQ69oy6tg2w27Ju5JTlML7FeOYemUt9r/qsGriqViquf7sg6QBME0WxV8X3lwFEUXRq/autIDl34hLqhYkYRQMDm0y0dTpy4cIpG4dsJNgtGL1JT2ZpJqFu9jllDGYDSpn9KPi1Ha9xMOMg0d7R/J74+9WnrDHR3tGsGrjq2gWBo5lHeWj9Q6jlagoNzqM6X4u1d68lwtO5B9a1+PbEt7y///1aHQuw59496JQ1TxJly2MbH2NnSs0EoDOmdpjKkIZDalRWb9KTXpJOiaGE/en7kQty3txzHYsJbXij4xvc3cDRFlMdZtGMTKj98sB/uyAZAvQWRfGRiu/3A+1EUXzCpsxYYCxAnTp1Wl2+fNnpuarj9KGjFCy4RFZwCYqRvmSWZnI44zCJhYmczK4+HHz3Ot3tOoUAbQCZpZnVHGFFKVMyuuloVpxdQV65vWtgp9BOiIhEeUVxqeCSRf+ulqspN0mGOj+NH9ll2UR6RpJXnkdeeR6BukA6hXZi1XlrRxOoCySjJAOFTEHPuj3JKMngSMYRjKI0w2oX0o704nTLOWIDYkGE4Y2Hs+zMMhSCggY+DSjQF3Ai6wSJhYmMbjqauIA41iSsQafQkV2WTUpRClmlWRTorV5tQbog0kvSLbMWW2zb4mzG0Ni3Medzz1vqWcejDnc3uJuUohQOZRyi1FhKclEy4e7hRHlFsTdtL70ie7H6wmp0Ch0lxhL8tf5MiJvAjuQdbErcRB2POiQWJtIysCUdQzuy6vwqtAotY2PHEqSTFhKGuYexLmEdZ3LPEB8Yj96k5656d+GtlgzWN2LUrKTEUML25O3E+MZwOPMwv1z4hfSSdC7mX6SeVz0u5lvD7Ptr/QnQBqBVaJl/53ynRuSasCN5B+Wmcj4/8jlm0YxSpsRT7YmXyouNlzda7nO38G4YRSMTW06ksW/jG25rblkuRzOPEuIewu6U3SQWJtqN4CM9I7lUcAmACI8IzKKZ9iHtebHNi7UWIraYRTPbk7ejkquYe3guJ7JPcF/MfSw7s4xSYymtgloR7BaMt9qbFgEtcFO60TygOZ6qG4+muzN5Jxsub6BH3R58fuRzjmRaY/g18GnAuVzJK+y28NswY+a9ru/dlDZfL/92QTIU6HWVIGkriuKTzsrXdkbiwoULF/9l/u2xtpIA2zl1OFC7NIEuXLhw4eKm8k8RJPuABoIgRAmCoAJGAKtvcZ1cuHDhwgX/kMRWoigaBUF4AvgNyf33a1EUb8yp3YULFy5c3BT+EYIEQBTFtcDaW10PFy5cuHBhzz9FteXChQsXLv5PcQkSFy5cuHBxQ7gEiQsXLly4uCFcgsSFCxcuXNwQ/4gFideLIAiZwPUvbbfiD2TdpOr803C1/b/Lf7n9/+W2g7X9dUVRDLjeg/+VguRGEQRhf21Wd/4bcLX9v9l2+G+3/7/cdrjx9rtUWy5cuHDh4oZwCRIXLly4cHFDuASJc+bd6grcQlxt/+/yX27/f7ntcIPtd9lIXLhw4cLFDeGakbhw4cKFixvCJUhcuHDhwsUN4RIkNgiC0FsQhDOCIJwXBGHSra7P34EgCJcEQTgmCMJhQRD2V2zzFQRhoyAI5yr++9zqet4MBEH4WhCEDEEQjttsc9pWQeKTimfhqCAILW9dzW8OVbR/miAIyRW//2FBEPra7Hu5ov1nBEHodWtqfXMQBCFCEITNgiCcEgThhCAIT1ds/9f//tW0/eb99qIouv4kO5EcuADUA1TAEaDJra7X39DuS4D/VdveBSZVfJ4EvHOr63mT2toVaAkcv1Zbgb7AOkAA2gN7bnX9/6L2TwOed1K2ScU7oAaiKt4N+a1uww20PQRoWfHZAzhb0cZ//e9fTdtv2m/vmpFYaQucF0XxoiiKemApMPAW1+lWMRD4tuLzt8CgW1iXm4Yoin8COVdtrqqtA4GFosRuwFsQhJC/p6Z/DVW0vyoGAktFUSwXRTEBOI/0jvwjEUUxVRTFgxWfC4FTQBj/gd+/mrZXxXX/9i5BYiUMuGLzPYnqb/a/BRHYIAjCAUEQxlZsCxJFMRWkhxAIvGW1++upqq3/pefhiQr1zdc2asx/bfsFQYgE4oE9/Md+/6vaDjfpt3cJEiuCk23/Bd/oTqIotgT6ABMEQeh6qyv0f8J/5XmYC9QH4oBUYFbF9n9l+wVBcAd+BCaKolhQXVEn2/7R7XfS9pv227sEiZUkIMLmeziQcovq8rchimJKxf8MYBXSFDa9chpf8T/j1tXwL6eqtv4nngdRFNNF8X/t3c2rTVEYx/HvT14GYkCKIboGSgyQtwElxUwmShiYGHj5A0wMDUQGRhhJSlEMlYGpO8H1EvIXGCmR5C6DvU73Jle39rl7H9f3U7v9tgbP0zpnP2evs9q7/CylTAI3mBrCmHf5J1lEcyG9U0p5UA//F/3/p9yH2fcWkinjwFiStUkWA0eBRz3HNKeSLE2ybLANHABe0eR9sjY7CTzsJ8JOzJTrI+BEnb2zA/g8GAKZT34b9z9M0//Q5H80yZIka4Ex4FnX8Q1LkgC3gLellCvTTs37/p8p96H2fd8zCkZpoZmp8Z5mlsKFvuPpIN91NLMzXgCvBzkDK4EnwIe6XtF3rEPK9y7NLfwPml9dp2bKleb2/nr9LEwAW/uOf47yv13ze1kvIGumtb9Q838HHOw7/pa576EZnnkJPK/Lof+h//+S+9D63kekSJJacWhLktSKhUSS1IqFRJLUioVEktSKhUSS1MrCvgOQ/mVJBtNHAVYDP4FPdf9rKWVXL4FJHXL6rzQkSS4CX0opl/uOReqSQ1vSHEnypa73Jnma5F6S90kuJTmW5Fl9F8z62m5VkvtJxuuyu98MpNmxkEjd2AycBzYBx4ENpZTtwE3gbG1zDbhaStkGHKnnpJHnfyRSN8ZLfVZTko/A43p8AthXt/cDG5tHIwGwPMmy0rxDQhpZFhKpG9+nbU9O259k6nu4ANhZSvnWZWBSWw5tSaPjMXBmsJNkS4+xSLNmIZFGxzlga31j3RvgdN8BSbPh9F9JUivekUiSWrGQSJJasZBIklqxkEiSWrGQSJJasZBIklqxkEiSWvkFyyLLp0q9/LEAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show(obs1)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting.plot_movie([spatiocyte.SpatiocyteWorld(\"minde%03d.h5\" % i) for i in range(obs2.num_steps())], species_list=('MinD', 'MinEE_M', 'MinDEE', 'MinDEED'))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plotting.plot_world(spatiocyte.SpatiocyteWorld(\"minde240.h5\"), species_list=('MinD', 'MinEE_M', 'MinDEE', 'MinDEED'))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 1 }