{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# smFRET Analysis\n", "\n", "This notebook is for simple analysis of smFRET data, starting with an hdf5 file, background correction, burst search, burst selection, and ending with a FRET efficiency histogram that can be fitted with a gaussian(s). Burst data can be exported as a .csv for analysis elsewhere.\n", "\n", "You can analysise uncorrected data if you are simply looking for relative changes in the conformational ensemble, or accurate FRET correction parameters can be supplied if you want FRET efficiencies that can be converted to distances.\n", "\n", "If you are doing Accurate FRET correction, it is advised to run this notebook first with no corrections just to check your data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Import packages\n", "\n", "Importing these packages may take a minute or so" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from fretbursts import *\n", "sns = init_notebook()\n", "import lmfit\n", "import phconvert\n", "import os\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "from fretbursts.burstlib_ext import burst_search_and_gate\n", "import tables" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Name and Load in data\n", "\n", "First name the data file and check it exists, it will look for the file starting from wherever this notebook is saved." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File found\n" ] } ], "source": [ "filename = \"exampledata/1a1.hdf5\"\n", "if os.path.isfile(filename):\n", " print(\"File found\")\n", "else:\n", " print(\"File not found, check file name is correct\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load in the file and set correction factors. If you aren't using accurate correction factors, set d.leakage and d.dir_ex to 0 and d.gamma and d.beta to 1\n", "\n", "You may get warnings that some parameters are not defined in the file, this is fine as they will be defined in this workbook anyway\n", "\n", "This cell also contains code to sort the timestamps as they are loaded. This is because the timestamps are not always saved in chronological order, and this can confuse some of FRETBursts functions." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [], "source": [ "d = loader.photon_hdf5(filename)\n", "for i in range(0, len(d.ph_times_t)): #sorting code\n", " indices = d.ph_times_t[i].argsort()\n", " d.ph_times_t[i], d.det_t[i] = d.ph_times_t[i][indices], d.det_t[i][indices]\n", "#d.leakage = 0.082 #alpha\n", "#d.dir_ex = 0.07 #delta\n", "#d.gamma = 0.854\n", "#d.beta = 0.847\n", "d.leakage = 0.\n", "d.dir_ex = 0.\n", "d.gamma = 1.\n", "d.beta = 1." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Check alternation cycle is correct\n", "\n", "We need to check that the ALEX parameters defined in the HDF5 file metadata are appropriate for the laser cycle used in the experiment. If this is correct, the following histogram should fit within the shaded boxes. It is a combined plot of every photon that arrives over the supplied alternation periods. \n", "\n", "Also check for abnormal spikes or waves in the histogram as this can indicate laser issues." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiwAAAETCAYAAAAVs10MAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3XlYVGXDP/DvjAjDCAIimPaSIpSaW2yCiqJguSRQilbmXjakPRKKZvoz11zeAhU1l+JKSblCaMG9EpeeJxQlNZ7H1FTQNHIZhBFkYIA5vz98OY8jIDPDdsDv57q4dM597nPu+8yB+c59NpkgCAKIiIiIJEze2A0gIiIiqgkDCxEREUkeAwsRERFJHgMLERERSR4DCxEREUkeAwsRERFJHgMLERERSR4DCxEREUkeAwsRERFJHgMLERERSR4DCxEREUkeAwsRERFJnkVjN6C+5OXdh15v+nMds0rPQ1ZsWQ8tkq7Wdta4p9E2djMaVG36fE+nQW9HT7Pq6i/8GzIbW7Pq1oadnTU0T9h73FT7LBQWQN61p1l1HR1tkJtbaHI9uVwGB4dWZq2TqKE028Ci1wtmBZaS8hLIyuqhQRJWqrdASZmusZvRoGrTZ21psVn7FgDoi4shs7Qyq26tlLWEXvdkvcdNtc9CcTFg5v4FwOx9k0jqeEiIiIiIJI+BhYiIiCSPgYWIiIgkz6jAkpGRgTFjxsDLywtDhgzB119/DQDIzMxEt27d4OHhIf5s3rwZACAIAqKjo+Hn5wcfHx8sX74c5eXl4jK3bduGAQMGwNPTE1FRUSgqKhLL9u7di6CgIHh4eEClUkGtVtdln4mIiKiJqTGwaDQaTJ8+HRMmTMCpU6ewbt06xMTEIC0tDRcuXMDAgQNx5swZ8Sc8PBwAsHPnThw9ehS7d+/G/v37cfr0aSQkJAAAjhw5gri4OMTHx+PYsWPQaDSIjY0FAFy4cAGLFi1CTEwMjh8/jrZt22LJkiX1uAmIiIhI6moMLDk5OQgICEBISAjkcjm6d+8OX19fnD59Gr///ju6du1aZb2UlBRMmjQJzs7OcHJygkqlwq5du8SysLAwuLq6wtbWFhEREUhOTkZ5eTn27NmDoKAg9O7dGwqFAlFRUUhNTUVubm7d9pyIiIiajBoDS7du3fDJJ5+IrzUaDTIyMtC1a1ecP38ep0+fRmBgIAYNGoTVq1dD93+XEWZlZcHd3V2s5+rqisuXL0MQhCrLCgoKcOvWrUplDg4OsLW1RVZWVp10mIiIiJoek+7DUlBQgPDwcHTv3h2BgYFITk6Gr68vXnvtNeTm5iIiIgKxsbGIioqCVquFQqEQ61pbW0Ov10On01VZBgBarbZSWUW5VmvaDaAcHW1Mmr/Cxb8Aewcl3v3p3Uplm17cZNYymwJ7B2VjN6HBmdtnobgETk7m3fyt2F6JFnaNc4OuJ/HGYE2xz+XyUijM3L8AmL1vEkmd0YHl+vXrCA8Ph4uLC9auXQu5XC6eYAsASqUSKpUKMTExiIqKgkKhQElJiViu1WphYWEBKyurKssAoFWrVlAoFCguLjZYt1arhVJp2odLbm6h2TdQys8rgl6vr3J6c2TvoGy2fatObfqsKSnCHcsCs+rq84sg07c0q25tODi0Ql7e/QZfb2Nqqn0W7hWh4I55+5eTky3umFFXLpeZ/SWPqKEYFVjOnTuHt99+GyEhIfjggw8gl8uh0WiwefNmzJgxAzY2D3b0kpISWFk9uIunm5sbsrOz0bt3bwBAdnY2OnfuLJY9fIgnOzsbtra2cHZ2FutVuHv3LjQaDdzc3OqmxyZa3WcNPjgZCQDivzXNT0RERHWrxsCiVqvx9ttvY8qUKXjnnXfE6ba2tvjpp58gCAJmz56NnJwcbN68GWPHjgUAhISEIC4uDn5+frCwsMCWLVsQGhoqli1atAhDhw5F+/btERsbi+DgYMjlcowcORLjx4/H6NGj0bNnT8TExGDgwIFwcHCop00gLVWFIoYgIiJ60tUYWJKTk3H37l1s2rQJmzb99xyOiRMnYvPmzVi+fDn8/PygUCjw2muvYdKkSQCAcePGQa1WIywsDKWlpQgODsaUKVMAAIGBgbhx4wZUKhXu3buHgIAAzJ07F8CDk3yXLVuGBQsW4M6dO/D29sbKlSvro+9GMyYwVDUK87h6xozWVDXvwyM+praxunXL5XKs9I42en5z121MuxnYiIioKjUGlvDwcPHeKlXZtm1bldNbtGiByMhIREZW/WE3ceJETJw4scqyESNGYMSIETU1rUkwJZg8rLpgUtv1mBqiTAlrxs5fWww1RERPnmb7tOaG9vAHZl2d81LTMk0NNVUtv6b6jwsjdRHGqltGdfPUReD64GQk5HJ5lSdWP7rumpZFREQNg4GlgdTXh52ph2OMDVGmhi1Tll8b1QW26tZbl6M/FcvSQ0DKiwdrtSwiIjINA0s9qI9wUt/f7h/9wK/v9Rmz/KoCkbHLrmr+mvpY3ahKfYcwIiKqGQPLE0IKAaQ+lm/MdFMDx+OCDcMLEVHjYGB5wq3us6bZ3ziuqlDT3PtMRNTcMLAQ/R+eVEtEJF01PvyQiIiIqLExsBAREZHkMbAQERGR5DGwEBERkeQxsBAREZHkMbAQERGR5DGwEBERkeQxsBAREZHkMbAQERGR5DGwEBERkeQxsBAREZHkMbAQERGR5DGwEBERkeQxsBAREZHkWTR2A6RkTGoIyoRSQGjslhAREdHDOMJCREREkscRliqs7rOmsZtARERED+EICxEREUkeAwsRERFJHgMLERERSR4DCxEREUkeAwsRERFJHgMLERERSR4DCxEREUkeAwsRERFJHgMLERERSZ5RgSUjIwNjxoyBl5cXhgwZgq+//hoAoNFoMGPGDHh5eWHQoEFISkoS6+h0OsyfPx99+vRBv379sGnTJrFMEARER0fDz88PPj4+WL58OcrLy8Xybdu2YcCAAfD09ERUVBSKiorqqr9ERETUBNUYWDQaDaZPn44JEybg1KlTWLduHWJiYpCWloaFCxdCqVQiLS0NsbGx+PTTT3HhwgUAwJo1a5CTk4PU1FQkJCQgKSkJhw8fBgDs3LkTR48exe7du7F//36cPn0aCQkJAIAjR44gLi4O8fHxOHbsGDQaDWJjY+txExAREZHU1RhYcnJyEBAQgJCQEMjlcnTv3h2+vr44ffo0Dh06hJkzZ8LKygq9evXCyJEjxVGW3bt3Q6VSwdbWFp06dcL48eOxa9cuAEBKSgomTZoEZ2dnODk5QaVSGZSFhYXB1dUVtra2iIiIQHJyssEIDBERET1Zagws3bp1wyeffCK+1mg0yMjIAABYWFjAxcVFLHN1dcWlS5eg0WigVqvh7u5eqQwAsrKyKpVdvnwZgiBUWVZQUIBbt27VoptERETUlJn0tOaCggKEh4eLoyzx8fEG5QqFAsXFxdBqtQAAa2vrSmUAoNVqoVAoxDJra2vo9XrodLoqyyrqmMLR0cak+QFALpcB5YC9g9Lkuk0d+2wcuVwOCHo4Odmatc5ieyVa2LUyq25tOTg0znobU1Psc7m8FAoz9y8AZu+bRFJndGC5fv06wsPD4eLigrVr1+LKlStiAKlQXFwMpVIpBo7i4mLY2NgYlAEPwktJSYlYT6vVwsLCAlZWVlWWAUCrVqb94cnNLYReL5hUp2L+/Lwn6yRfewcl+2wkvV4PPQTcuVNg1nr1+UWQ6VuaVbc2HBxaIS/vfoOvtzE11T4L94pQYOb+5eRka9a+KZfLzPqSR9SQjLpK6Ny5cxg7diz8/f3x2WefQaFQoGPHjigrK0NOTo44X3Z2Ntzd3WFvbw9HR0dkZ2cblLm5uQEA3NzcKpV17txZLMvKyjIos7W1hbOzc+16SkRERE1WjYFFrVbj7bffxpQpU/Dhhx8+GBIHYGNjg6CgIERHR0Or1SIzMxN79+5FcHAwACAkJATr169Hfn4+rl69ih07diA0NFQsi4uLw82bN6FWq7FlyxaDssTERFy6dAmFhYWIjY1FcHCwuF4iIiJ68tR4SCg5ORl3797Fpk2bDO6lMnHiRCxbtgyLFi1CQEAAlEol5syZg969ewMA3n//faxYsQLDhw+HTCbDxIkTMXz4cADAuHHjoFarERYWhtLSUgQHB2PKlCkAgMDAQNy4cQMqlQr37t1DQEAA5s6dWx99JyIioiZCJgiCaSd6NBHmnMMyJjUEZUIpVvusqadWSRPPYTHeBycjoYeAlBcPmrVefWYGZK3tzKpbG031fI7aaKp9Fu5pIO/lbVZdnsNCzRmPsxAREZHkMbAQERGR5DGwEBERkeQxsBAREZHkMbAQERGR5DGwEBERkeQxsBAREZHkMbAQERGR5DGwEBERkeQxsBAREZHkMbAQERGR5DGwEBERkeQxsBAREZHkMbAQERGR5DGwEBERkeQxsBAREZHkMbAQERGR5DGwEBERkeQxsBAREZHkMbAQERGR5DGwEBERkeQxsBAREZHkMbAQERGR5DGwEBERkeQxsBAREZHkMbAQERGR5DGwEBERkeQxsBAREZHkMbAQERGR5DGwEBERkeQxsBAREZHkMbAQERGR5JkUWDIzM+Hv72/wulu3bvDw8BB/Nm/eDAAQBAHR0dHw8/ODj48Pli9fjvLycrHutm3bMGDAAHh6eiIqKgpFRUVi2d69exEUFAQPDw+oVCqo1era9pOIiIiaMKMCiyAISE5OxtSpU1FaWipOv3DhAgYOHIgzZ86IP+Hh4QCAnTt34ujRo9i9ezf279+P06dPIyEhAQBw5MgRxMXFIT4+HseOHYNGo0FsbKy4zEWLFiEmJgbHjx9H27ZtsWTJkrruNxERETUhRgWWzZs3Iz4+XgwjFX7//Xd07dq1yjopKSmYNGkSnJ2d4eTkBJVKhV27dollYWFhcHV1ha2tLSIiIpCcnIzy8nLs2bMHQUFB6N27NxQKBaKiopCamorc3NxadpWIiIiaKgtjZho9ejTCw8Nx8uRJg+nnz5+HpaUlAgMDodfrMXz4cERGRsLS0hJZWVlwd3cX53V1dcXly5chCAKysrLw4osvGpQVFBTg1q1byMrKgoeHh1jm4OAAW1tbZGVlwdHR0eiOOTraGD1vBblcBpQD9g5Kk+s2deyzceRyOSDo4eRka9Y6i+2VaGHXyqy6teXg0DjrbUxNsc/l8lIozNy/AJi9b5oicFdgva/jYYfHHm7Q9ZE0GRVYnJ2dq5zu4OAAX19fvPbaa8jNzUVERARiY2MRFRUFrVYLhUIhzmttbQ29Xg+dTldlGQBotdpKZRXlWq3WpI7l5hZCrxdMqlMxf35eUQ1zNi/2Dkr22Uh6vR56CLhzp8Cs9erziyDTtzSrbm04OLRCXt79Bl9vY2qqfRbuFaHAzP3LycnWrH1TLpeZ9SWPqCEZFViqU3GCLQAolUqoVCrExMQgKioKCoUCJSUlYrlWq4WFhQWsrKyqLAOAVq1aQaFQoLi42GA9Wq0WSuWTNwJARCRl9T3yYepITpcuXaBQKCCXyyEIAmxsbBAYGIjZs2fDzs6unlppOp1Oh8WLF+PQoUOwsLDAhAkT8O6779ZY7/jx45gyZQp+/fVXtGr1YPRwyZIlSEpKQsuW//0itG/fPnTo0AE3btzAggULkJmZCWdnZ8ybNw+DBw8GAGg0GsyfPx8nTpyAra0tZsyYgTFjxtRPh+uI2Zc1azQarF69GoWFheK0kpISWFlZAQDc3NyQnZ0tlmVnZ6Nz585iWVZWlkGZra0tnJ2dK9W7e/cuNBoN3NzczG0qERE9IZKSknDmzBmcPXsWSUlJuHXrFt555x3o9frGbppozZo1yMnJQWpqKhISEpCUlITDhx8f/ioChiAYHjk4f/48Pv30U4OLXzp06AAAiIiIQK9evXDy5EnMnz8fs2fPxt27dwEACxcuhFKpRFpaGmJjY/Hpp5/iwoUL9dPhOmJ2YLG1tcVPP/2EDRs2oLS0FNeuXcPmzZsxatQoAEBISAji4uJw8+ZNqNVqbNmyBaGhoWJZYmIiLl26hMLCQsTGxiI4OBhyuRwjR47Ejz/+iIyMDJSUlCAmJgYDBw6Eg4ND3fSYiIieCO3bt0dMTAwuXbqEo0ePAgDUajVmz54NX19fBAQE4H//93+h0+kAAPPmzcPy5csxbtw4eHh4YNSoUTh37py4vO3btyMoKAg+Pj6YOnWq+MU7PT0dw4cPx7Rp09CnTx+kp6fjo48+wkcffVRlu3bv3g2VSgVbW1t06tQJ48ePFy9Kqc6SJUswYsQIg2l6vR4XL15Et27dKs1/5coV/PHHH5gxYwZatmyJgIAA9OnTB99//z3u37+PQ4cOYebMmbCyskKvXr0wcuRIJCUlGb1tG4PZgUUul2Pz5s24cOEC/Pz8MG7cOAwbNgyTJk0CAIwbNw6BgYEICwvDyy+/DE9PT0yZMgUAEBgYiGnTpkGlUmHQoEGwtbXF3LlzAQDdunXDsmXLsGDBAvTt2xe3b9/GypUr66CrRET0pGnVqhU8PT3x66+/AgDee+89AEBqaip27dqFkydPirfVAB5cxfrRRx/h+PHj6NixI2JiYgAAiYmJiIuLw8aNG/HLL7/A09MT06ZNE09hyMrKwrBhw3Ds2DF4eXlh6dKlWLp0aaX2aDQaqNXqShelXLp0qdo+7N69GxqNBm+88YbB9KtXr6K4uBirV6+Gn58fXnnlFRw5ckRsz9NPP21wTmjFeq5duwYLCwu4uLgY3QYpMOkcFl9fX6Snp4uv3d3dsW3btirnbdGiBSIjIxEZGVll+cSJEzFx4sQqy0aMGFEpSRIREZnDzs4OBQUF+PPPP3HmzBl89tlnsLGxgY2NDSIiIjBv3jxERUUBePCFuuJ2HSNGjMCqVasAPAgykydPFsumT5+OxMREnDx5ElZWVpDJZAgODoalpeVj21JxzmbFxSYAqjx3s8Lff/+NdevWISEhweA+aABw79499OnTB2+//TZ69uyJY8eO4f3338euXbtQVFRksI6H11NUVFTp4pbHtUEqanXSLRERkdTl5+fj2WefRW5uLpRKJdq0aSOWdejQAWq1WgwDD5dZWFiI54zk5uaK54YAD44ytG/fHrdu3cIzzzwDOzu7GsMKADEoFBcXw8bGRvy/UqlETk4OXn75ZXHeJUuWIDk5GZGRkWjXrh1u3LhhsKwXXngB27dvF18PGTIEffv2xdGjR+Hq6lopgFSsx9rautoyKeOzhIiIqNkqLCzE6dOn0b17d3To0AFFRUXiiacAcOPGDdjb2xtcZVOVDh064K+//hJf6/V65OTkmHR/MACwt7eHo6NjpYtS3Nzc0KFDB4OTZ729vXH27FksXrwY3t7eCAkJAQAEBAQgIyMDx48fx9dff22w/IqLX9zc3PDXX3+J5+dUrMfd3R0dO3ZEWVkZcnJyKpVJGUdYiIjILA19AzlTXb9+HcuXL0ePHj3g7+8PmUyGvn374uOPP8bSpUsNLvqoySuvvILo6Gj4+/vD1dUVW7duBQD4+fnh3//+t0ntCgkJwfr16xEbG4v8/Hzs2LEDc+bMqTRfhw4dkJmZKb6+ceMGgoKCcOzYMbRq1Qrp6elYvXo13N3d4eHhgQMHDuC3337DqlWr0K5dO7i7u2Pt2rV4//33cfz4caSnp2PRokWwsbFBUFAQoqOjsXz5cly6dAl79+4V+yRVDCxERNRsjBkzBnK5HDKZDPb29njxxRcREREBmUwGAPj000/x8ccfIygoCMCD8DB79uwalxsaGoq8vDzMmDEDubm56NmzJ7788stqD6NUXCFU1Ym377//PlasWIHhw4dDJpNh4sSJGD58uMl99fX1xfz58zF//nzcvn0brq6u2Lx5M9q1awcAWL9+PT766CP07dsXbdu2RUxMDNq3bw8AWLZsGRYtWoSAgAAolUrMmTMHvXv3NrkNDUkmPHpRdzNhzp1ux6SGoEwoxWqfNfXUKmninW6N98HJSOghIOXFg2atV5+ZAVnrhr+BVVO962ttNNU+C/c0kPfyNqsu73RLzRnPYSEiIiLJY2AhIiIiyWNgISIiIsljYCEiIiLJY2AhIiIiyWNgISIiIsljYCEiIiLJ443jiIjIJLcnvdKg63Pe/n2Drq+ulJWVQa1W46mnnmrspjQLHGEhIqJmZ86cOejRowdu3brVaG2YNWsWDh06ZNS8X3zxBXr06AEPDw/xJyMjAwCg0WgwY8YMeHl5YdCgQUhKShLr6XQ6zJ8/H3369EG/fv2wadMmsUwQBERHR8PPzw8+Pj5Yvnw5ysvLq23D/v37MWzYMHh6emLy5Mm4evWqWHbgwAE8//zzBu3bvXt3nbfhcTjCQkREZqnvkQ9zR3I0Gg2OHTuGoUOH4uuvv0ZEREQdt8w4eXl5Rs97/vx5REZG4q233qpUtnDhQiiVSqSlpeHixYuYNm0aevbsia5du2LNmjXIyclBamoqcnNzMXXqVHTp0gWBgYHYuXMnjh49it27d0Mmk0GlUiEhIQETJkyotI6zZ8/igw8+wLp16zBw4EB8++23mDp1Kvbv3w+FQoELFy7g9ddfFx858LC6akNNOMJCRETNyvfffw9vb2+8+eab2LVrl/jEYr1ejw0bNmDAgAHw9vbG9OnTxVDxxx9/YPz48fDw8EBQUJA4egAACQkJeOmll+Dr64sZM2bgzp07AID09HS8/PLLWLx4sVhv3759AICPP/4YGRkZWLVqFVatWgUABqMmjzp//jy6detWafr9+/dx6NAhzJw5E1ZWVujVqxdGjhwpjrLs3r0bKpUKtra26NSpE8aPH49du3YBAFJSUjBp0iQ4OzvDyckJKpVKLHvUTz/9hCFDhiAwMBAWFhYYO3YsFAoF0tLSAAC///57le2ryzbUhIGFiIialaSkJIwePRqenp5o06YNDh588OyvxMREfP/999i+fTvS0tJgbW2N5cuXQ6fTQaVSwc/PD+np6VizZg0WLVqEK1eu4MCBA9i6dSs2btyIn3/+GS4uLoiMjBTXdfnyZbRs2RLp6elYsmQJ5s2bh0uXLmHBggXw9vbGvHnzMG/ePADAmTNn4O1d+TlRWq0WV69eRXx8PPr374/hw4cjOTkZAHDt2jVYWFjAxcVFnN/V1RWXLl2CRqOBWq2Gu7t7pTIAyMrKqlR2+fJlVPUIQb1eD4VCYTBNLpfj2rVrAB4EqoMHD2LAgAEYMmQItmzZAkEQ6rQNNWFgISKiZuP06dO4d+8eBg0aBAB4/fXXsXPnTgDAvn37MGHCBHTu3BmWlpZYsGABwsPDcfr0aRQVFWH69OmwtLREr169kJCQgHbt2iE5ORmTJ0/Gs88+CysrK8yaNQu//fYbsrOzAQBKpRJRUVGwtLSEv78/BgwYgAMHDpjUZrVaDU9PT7zxxhs4cuQIli1bhlWrVuHYsWMoKiqqFCQUCgWKi4uh1WoBANbW1pXKgAdB6OG61tbW0Ov14ojTwwIDA/HDDz/g5MmTKC0txTfffIPs7GyUlJRAq9WiU6dOCA4OxqFDh7BhwwYkJibi66+/rtM21ITnsBARUbOxa9cu5OXlYeDAgQAeXKmTn5+P//znP5Wu2GnTpg3atGmDP/74A87OzpDL//sdvuLwx99//421a9diw4YNYplMJkNOTg4sLCzw1FNPwcrKSix76qmnoFarTWqzi4sLduzYIb729vZGaGgoUlNT8dprr4kf/hWKi4uhVCrFIFBcXAwbGxuDMuBBcCgpKRHrabVaWFhYwMrKCh4eHuJ0lUqF8PBwLFiwAAsXLsS9e/cQGhoKf39/2Nrawtra2qB9Xbt2xfjx43Ho0CEMHz7c7DaYioGFiIiahYKCAhw8eBDbtm3DM888I07/+OOPsWPHDrRr187gqqHr168jJSUFfn5+uH37NvR6vRhadu7ciR49esDJyQlTp05FWFiYWO/KlStwcXHBmTNnkJubi/LycrRo0QIAkJOTg169epnU7nPnzuGXX37BO++8I04rKSmBQqFAx44dUVZWhpycHHTo0AEAkJ2dDXd3d9jb28PR0RHZ2dlo27atWObm5gYAcHNzQ3Z2Nnr37i2Wde7cGcCDw1MPy8vLg6enJ3744QcAQHl5OQYPHozw8HBcv34diYmJmD17NmQymdg+S0vLWrXBVDwkREREzUJKSgqeeeYZeHl5wcnJSfwJCwvDvn374O/vjx07duDPP/9ESUkJYmNjcfXqVfTq1Qt2dnb4/PPPUVZWhszMTKxduxY2NjZ49dVX8eWXX+LatWvQ6/X46quvMHbsWPFQiEajwdatW1FaWopjx47hxIkTePnllwEAlpaWKCwsrLHdSqUSGzZswMGDB6HX63H8+HHs27cPr776KmxsbBAUFITo6GhotVpkZmZi7969CA4OBgCEhIRg/fr1yM/Px9WrV7Fjxw6EhoaKZXFxcbh58ybUajW2bNkilj3qypUrGD9+PG7cuIHi4mKsW7cObdq0Qe/evWFnZ4fExERs374der0e586dw44dOzB69Og6bUNNOMJCRERmaegbyNVk165dGDlyZKXp/fr1g4ODA/R6PUaPHo3JkyejsLAQ/fv3x5IlS2BpaYlNmzZh6dKl+Pzzz+Ho6IiPP/4Ybm5u6Ny5M/Lz8zFt2jSo1Wp07twZW7ZsgZ2dHQCgdevWuHnzJvz9/eHo6Ih169ahY8eOAICRI0di6dKl+Ouvv7Bs2TJ4eHjg888/r3TiraurK9auXYs1a9Zg3rx5aNeuHVauXInu3bsDAJYtW4ZFixYhICAASqUSc+bMEUcs3n//faxYsQLDhw+HTCbDxIkTxcM048aNg1qtRlhYGEpLSxEcHIwpU6ZUue28vb0xdepUvPHGG9BqtfD29saWLVsgl8vRunVrbNmyBatWrcK6detgb2+P6dOnY8iQIXXahprIBHNO1W0CcnMLodeb1rUxqSEoE0qx2mdNPbVKmuwdlMjPK2rsZjQoc/v8wclI6CEg5cWDZq1Xn5kBWWs7s+rWhoNDK+Tl3W/w9Tamptpn4Z4G8l6VryQxhpOTLe7cKTC5nlwug6OjjdHz8063D6Snp2PmzJlIT09v7KbJyBaKAAAgAElEQVQ8ETjCQkREJpFqgKDmjeewEBERkeQxsBAREZnB19eXh4MaEA8JERHVE33MwkrT5LOWNUJLiJo+BhYiCanqA85Uj/tANGb55nyg1rRcU9skn7XMpG1R1yGAQYNIehhYiBpBXQQTU5Z9Vy6DYORVcw/Xr8sPaVNCQG23jz5m4WP7/Oh6jV2fue16XACrNF0QgPWJZq2HqDljYCGSoPoY5ahp+VXVfzS81BQ6qgsCxnxYG7P8x9U3pf/Gzvtwm+oqZNZnWCVqzhhYiBpRXY5gPG5ZxtyT5OH6NYUXY6Y/bj3V1TF3exi7vNocujJnPlOYehiM6EljUmDJzMzE9OnT8a9//QvAg1sSz58/HydOnICtrS1mzJiBMWPGAAB0Oh0WL16MQ4cOwcLCAhMmTMC7774LABAEATExMUhKSkJ5eTlCQ0Px4Ycfis9i2LZtG+Li4nD//n0EBgZi6dKl4oOUiKj+1RRejP1wre6DvT7PB6lYdlUhzZz11lVbeQ4MUe0YFVgEQcA333yDVatWiaECABYuXAilUom0tDRcvHgR06ZNQ8+ePdG1a1esWbMGOTk5SE1NRW5uLqZOnYouXbogMDAQO3fuxNGjR7F7927IZDKoVCokJCRgwoQJOHLkCOLi4hAfH4+2bdti1qxZiI2Nxbx58+ptIxBR9RojdBhLCm0gooZh1H1YNm/ejPj4eISHh4vT7t+/j0OHDmHmzJmwsrJCr169MHLkSCQlJQEAdu/eDZVKBVtbW3Tq1Anjx4/Hrl27ADx4QNWkSZPg7OwMJycnqFQqg7KwsDC4urrC1tYWERERSE5ORnl5eV33nYiIiJoIowLL6NGjkZKSgp49e4rTrl27BgsLC7i4uIjTXF1dcenSJWg0GqjVari7u1cqA4CsrKxKZZcvX4YgCFWWFRQUGDwSnIiIiJ4sRh0ScnZ2rjStqKgICoXCYJpCoUBxcbH42G1ra+tKZQCg1WoN6lpbW0Ov10On01VZVlHHFKY8yKuCXC4Dyh88GO9Jwz4bRy6XA4IeTk62Zq2z2F6JFnatcFcuA/DgPIuG0pDrkoqm1ue7chmgh9n7F1C7ukRSZvZVQtbW1mIAqVBcXAylUikGjuLiYtjY2BiUAQ/CS0lJiVhPq9XCwsICVlZWVZYBQKtWpv3hMedpzRXz88nFzZ+5fdbr9dBDMOuJuACgzy+CTN9SvD9IQz1NuKk+ubg2mmKfBb0ACObvXw31tGaixmD2s4Q6duyIsrIy5OTkiNOys7Ph7u4Oe3t7ODo6Ijs726DMzc0NAODm5laprHPnzmJZVlaWQZmtrW2VozxERET0ZDA7sNjY2CAoKAjR0dHQarXIzMzE3r17ERwcDAAICQnB+vXrkZ+fj6tXr2LHjh0IDQ0Vy+Li4nDz5k2o1Wps2bLFoCwxMRGXLl1CYWEhYmNjERwc/GAonoiIiJ5Itbpx3LJly7Bo0SIEBARAqVRizpw56N27NwDg/fffx4oVKzB8+HDIZDJMnDgRw4cPBwCMGzcOarUaYWFhKC0tRXBwMKZMmQIACAwMxI0bN6BSqXDv3j0EBARg7ty5tewmERERNWUyQRBMO9GjiTDnHJYxqSEoE0qx2mdNPbVKmngOi/E+OBkJPQSkvHjQrPXqMzMga20n3nStoe4j0hTP56itpthnfcxCQBDQwsxnCfEcFmrOeGt+ogZSHjkeKCuFIJM1dlOIiJocnhhCREREkscRFqIGxtvJExGZjiMsREREJHkcYalGx0WLK027tqTytLqoW5t1NbT6bmtT2hZERNRwGFhM8PCHqTkfoqZ8GFc17+NUtZyalvFoHVPnN7ZeRd3q+m9qX01Zd3XbRS6Xwa6aq8ge11YiImocvKz5IQ9f1lzxgWXMB2pdfRjX9sPbXHK5DNmLFkmqrXW1/OqWI5fLTN4/AOBeqQYA4LTxgMl1K64Sks9ebnLd2mqKl/jWVlPsMy9rJqoeR1iM8PA366o+/MwZDamujqnf4o0d3aipzuNGj2rTVlOCXG1GMKpr8+O2jzH9bKwQSUREhhhYTFRTeHn0Q7C6D+G6OrxgznJq6kNdrKOmusYss64PwTy8PHsHJfDIjeOMaavD/Mg6bRMRERmHgaUWmsM5DdeWLG6Wd7ptDu8NERH9Fy9rJiIiIsnjCMtDPvu2DADQeu/ixm0IERERGeAICxEREUkeR1iqwPMfiIiIpIUjLERERCR5DCxEREQkeQwsREREJHkMLERERCR5DCxEREQkeQwsREREJHkMLERERCR5DCxEREQkeQwsREREJHkMLERERCR5DCxEREQkeQwsREREJHkMLERERCR5DCxEREQkeQwsREREJHkMLERERCR5DCxEREQkeQwsREREJHm1DixffPEFevToAQ8PD/EnIyMDGo0GM2bMgJeXFwYNGoSkpCSxjk6nw/z589GnTx/069cPmzZtEssEQUB0dDT8/Pzg4+OD5cuXo7y8vLbNJKpTY1JDxB8iIqp/FrVdwPnz5xEZGYm33nrLYPrMmTOhVCqRlpaGixcvYtq0aejZsye6du2KNWvWICcnB6mpqcjNzcXUqVPRpUsXBAYGYufOnTh69Ch2794NmUwGlUqFhIQETJgwobZNJSIioiaq1iMs58+fR7du3Qym3b9/H4cOHcLMmTNhZWWFXr16YeTIkeIoy+7du6FSqWBra4tOnTph/Pjx2LVrFwAgJSUFkyZNgrOzM5ycnKBSqcQyosbWuqUdbCxskRS0u7GbQkT0RKnVCItWq8XVq1cRHx+POXPmoHXr1njrrbfw/PPPw8LCAi4uLuK8rq6u+PHHH6HRaKBWq+Hu7m5QtnPnTgBAVlZWpbLLly9DEATIZDKj2+boaGNyf9QABAD2DkqT6zZ17LNx5HIZIMjg5GT74P8AnJxsjap7u4UMQrkMDg6tTF5vXWis9Tamptbnu3IZoDd+n6pKbeoSSVmtAotarYanpyfeeOMNxMbGIjMzE+Hh4ZgyZQoUCoXBvAqFAsXFxdBqtQAAa2vrSmXAgxD0cF1ra2vo9XrodDpYWVkZ3bbc3ELo9YJJ/amYOz+vyKR6TZ29g5J9NpKdXoBeEHDnToG4f925U2BUXX25AAgC8vLum7ze2nJwaNUo621MTbHPgv7BPmLsPvUoJydbs+rK5TKzvuQRNaRaBRYXFxfs2LFDfO3t7Y3Q0FBkZGSIAaRCcXExlEqlGEaKi4thY2NjUAY8CC8lJSViPa1WCwsLC5PCChERETUvtTqH5dy5c9i6davBtJKSErRv3x5lZWXIyckRp2dnZ8Pd3R329vZwdHREdna2QZmbmxsAwM3NrVJZ586da9NMIiIiauJqFViUSiU2bNiAgwcPQq/X4/jx49i3bx/efPNNBAUFITo6GlqtFpmZmdi7dy+Cg4MBACEhIVi/fj3y8/Nx9epV7NixA6GhoWJZXFwcbt68CbVajS1btohlRERE9GSq1SEhV1dXrF27FmvWrMG8efPQrl07rFy5Et27d8eyZcuwaNEiBAQEQKlUYs6cOejduzcA4P3338eKFSswfPhwyGQyTJw4EcOHDwcAjBs3Dmq1GmFhYSgtLUVwcDCmTJlS+54SERFRk1Xr+7AEBgYiMDCw0nR7e3usW7euyjoKhQJLly7F0qVLK5W1aNECkZGRiIyMrG3TiIiIqJngrfmJiIhI8mo9wkJERHWrPHK8+P8Wa3Y8Zk6iJwdHWIiIiEjyOMJCZIbyyPH4TFf24EVQ47aFmg/5rGUQ7mkg7+VtMMpCRBxhISIioiaAIyxEJri2ZDHyS/LQx7kvMGNEYzeHiOiJwREWIiIikjwGFiIiIpI8BhYiIiKSPAYWIiIikjwGFiIiIpI8XiVEVEvG3C+Ddyslcz3urreP7nu3W8gg+/SrBmkXUUNjYCFqALwJGNUF7kf0JGNgITLT9FEPfn2SgqofPeEHDJnr4dGUmvajFmt2cF+jZo+BhagePTqEr8/MaKSWUFPGQ4pEPOmWiIiImgAGFiIiIpI8BhYiIiKSPAYWIiIikjwGFiIiIpI8BhYiIiKSPAYWIiIikjwGFiIiIpI8BhYiIiKSPN7plqiWxqSGVDk9KWh35flKdcBN074n7HpuHcb+EVHjPA97dH6ZTAZBEExaZk3rqE5Vy22Muo/2uTrGbovq5qtp29dUt9J0vR5JvQ7W2B6iJ41MMOY3ugnKzS2EXm9a1+7MGAFAQN6KNfXTKImyd1AiP6+osZvRoGrT5/ySPPRx7lttUHmsUh0gb/iBTWM/vJuTJttnvR5oaWlytc++LYMMQNuN+02uK5fL4OhoY3I9oobEERYiMz06glKhpiBTl6MNxo68ODi0Ql7efbNGMEwdiXl4uY1VF/hvn6tj7LYwZcTEmHlMnU5ED3CE5SEcYXly1MUIizn0mRmQtbYzq25t1PTh3Rw11T4L9zSQ9/I2ud6dGSM4wkLNGk+6JSIiIsljYCEiIiLJY2AhIiIiyZNkYPn9998RFhaGF154AaGhoTh79mxjN4mIiIgakeQCS0lJCcLDwzFq1CicOnUKEyZMwHvvvQedTtfYTSMiIqJGIrnAcuLECcjlcowbNw4tW7ZEWFgYHBwccOTIkcZuGhERETUSyd2HJTs7G25ubgbTXF1dcenSJQwdOtTo5cjlMpPX3dLpKQACrCxMv2lTU9ZS3pJ9NoG1XmHW/gUAUCggs2yEbW1hAXljrLcxNdE+Cwrz9q+WTk9BBvP+9pm9PxM1IMkFlqKiIlhbWxtMUygUKC4uNmk5Dg6tTF6348Ykk+s0Gw6N3YBG0Bh97m/e/VvqQttGW3PjeZL6/ET//aInguQOCVlbW1cKJ8XFxVAqlY3UIiIiImpskgssnTt3RnZ2tsG07OxsuLu7N1KLiIiIqLFJLrD07dsXOp0OX331FUpLS5GcnAy1Wg1/f//GbhoRERE1Ekk+S+jChQtYvHgxLl68iI4dO2Lx4sV44YUXGrtZRERE1EgkGViIiIiIHia5Q0JEREREj2JgISIiIsljYCEiIiLJY2AhIiIiyWNg+T/N5QnRGRkZGDNmDLy8vDBkyBB8/fXXAACNRoMZM2bAy8sLgwYNQlLSf++KqdPpMH/+fPTp0wf9+vXDpk2bxDJBEBAdHQ0/Pz/4+Phg+fLlKC8vb/B+1UStVqNv377iM6du3LiBSZMmwcPDA0OHDjV4FpW520JKbt68CZVKBU9PTwwcOBDx8fEAmu/7fPr0aYwaNQqenp4YOnQo9uzZA6D59jczM9PgVg711c9t27ZhwIAB8PT0RFRUFIqKihqmg0TmEEgoLi4WBgwYIOzcuVPQ6XRCUlKS0L9/f6GkpKSxm2aS/Px8wcfHR0hJSRHKy8uF//znP4KPj4/wyy+/CP/4xz+EqKgoobi4WPjtt9+EPn36COfPnxcEQRBWrVolTJo0Sbh3756QnZ0tDB48WEhNTRUEQRC++uorYeTIkcKtW7eE27dvC6+++qoQHx/fmN2s0jvvvCN07dpVOHz4sCAIgjBq1Cjh008/FXQ6nXD06FHBw8NDyM3NFQRBMHtbSIVerxdeffVVYdWqVYJOpxP++OMPwcfHR/j111+b5ftcVlYm+Pn5CQcOHBAEQRBOnTolPP/888L169ebXX/1er2QlJQkeHl5CX369BGn10c/Dx8+LPj7+wtZWVnCvXv3hLfffltYuXJlw3eayEgMLIIgHD16VAgICDCYNnLkSOHgwYON0yAz/f7770JUVJTBtPfee09Yv3690K1bN+HPP/8Upy9dulRYunSpIAiC0K9fPyEtLU0si4uLE1QqlSAIghAWFiYkJSWJZQcPHhRGjhxZn90wWUJCghARESEMHjxYOHz4sHD58mWhR48eglarFedRqVRCXFycUFhYaPa2kIozZ84I/fv3F8rKysRpV65cEW7cuNEs3+e7d+8Kzz33nLB3715Br9cLGRkZQu/evYWcnJxm19/PPvtMCA4OFj7//HMxsNRmn31cPyMiIoS1a9eKZf/+978FLy8vg/2KSEp4SAiPf0J0U9KtWzd88skn4muNRoOMjAwAgIWFBVxcXMSyiv5pNBqo1WqDRx883PesrKxKZZcvX4Ygkdv3XL16FV9++SUWL14sTsvKysLTTz8NhUIhTqvo07Vr18zeFlJx7tw5PPvss/jkk0/Qv39/DB06FL/99hs0Gk2zfJ8dHBwwbtw4zJo1C927d8ebb76JhQsXIi8vr9n1d/To0UhJSUHPnj3FabXZZx/Xz6rKCgoKcOvWrfrsIpHZGFhQd0+IlpKCggKEh4eje/fu8PX1NfjwBv7bP61WCwAG/X+471qt1qCutbU19Ho9dDpdA/Ti8crKyjBnzhwsWLAA9vb24vTHvZ9FRUVmbwup0Gg0SE9Ph4ODA44cOYKVK1di2bJlteqblN9nvV4PhUKBdevW4ezZs9i8eTNWrFiBwsLCZtdfZ2dnyGQyg2n19b5WVVZRh0iKGFjQ/J4Qff36dbz++uuws7PDhg0boFQqq+1fxR+sh8sf7rtCoUBJSYlYptVqYWFhASsrqwboyeN99tln6NatGwICAgymP+79fFxZTdtCKiwtLWFnZweVSgVLS0vxRNTY2Nhm+T7/+OOPyMzMxLBhw2BpaYlBgwZh0KBBWL9+fbPs76Nqs88+rp9VlQFAq1at6q0vRLXBwILm9YToc+fOYezYsfD398dnn30GhUKBjh07oqysDDk5OeJ8Ff2zt7eHo6OjQf8fPkTm5uZWqaxz584N16HH2L9/P/bt2wdvb294e3sjJycHs2bNQnZ2Nv766y+Db8sV/a3NtpAKV1dXaLValJWVidPKy8vx/PPPN8v3+e+//6408mFhYYHu3bs3y/4+qr5+f93c3JCVlWVQZmtrC2dn5/ruEpFZGFjQfJ4QrVar8fbbb2PKlCn48MMPIZc/eHttbGwQFBSE6OhoaLVaZGZmYu/evQgODgYAhISEYP369cjPz8fVq1exY8cOhIaGimVxcXG4efMm1Go1tmzZIpY1toMHD+LXX39FRkYGMjIy0KFDB8TExEClUsHd3R1r166FTqfDsWPHkJ6ejmHDhtVqW0hF//790bp1a0RHR6OsrAynT5/GTz/9hGHDhjXL97lfv344f/48vvnmGwiCgJMnT+Knn37Cyy+/3Cz7+6j6+v0NCQlBYmIiLl26hMLCQsTGxiI4OFj8u0EkOY16yq+EnD9/XnjttdeEF154QQgNDRXOnDnT2E0y2aZNm4TnnntOeOGFFwx+YmJihLy8PGHmzJmCj4+PEBAQYHDlgFarFRYuXCj4+fkJffv2FTZt2iSWlZWVCTExMUL//v2FPn36CMuWLZPsVQQVVwkJgiDcuHFDmDp1quDp6Sm89NJL4nRBEMzeFlJy9epVYerUqYKPj48wePBgITk5WRAE8/sm9fc5NTVVCAkJETw8PISXX35Z+PHHHwVBaL79PXHihMFlzfXVz+3btwuDBw8WvLy8hFmzZglFRUUN00EiM/BpzURERCR5HPsjIiIiyWNgISIiIsljYCEiIiLJY2AhIiIiyWNgISIiIsljYCEiIiLJY2Ahk12/fr2xm0A1aKz3iPsGEdUXBhaJe/vtt+Hh4QEPDw88//zz6NGjh/j6o48+QkZGBgIDAxusPTt27DB4InRjCAwMRJcuXXDt2rVKZcHBwejSpYvBtOPHj2PSpEnw9PSEj48P3nzzTRw6dKjSMnv16gUPDw+88MIL8PPzw6xZs/D333+L86xfvx4zZ86stM5vv/0Wo0aNAgDcuHEDXbp0wf3796tt/++//47w8HD4+PjAy8sLo0aNQnJyslF9HzduHPz8/AyeAQMA8+bNw+rVqwEAqampiIyMNGp5denRfcPDwwNXrlxp8HYYoza/N76+vkhPT6/jFhFRTRhYJO6LL77AmTNncObMGQwZMgQqlUp8vXTpUnh7e+Pw4cMN1p68vLwGW9fj2NvbY9++fQbTLl68iL/++stg2p49exAREYGRI0fi559/RlpaGiZPnoyPPvoI27ZtM5h33bp1OHPmDM6ePYv9+/dDoVBgwoQJKCoqqrN2nzx5EhMmTICnpyd++OEHnDx5EnPnzsXWrVvx8ccfP7bulStXcPPmTXTr1g179uypdj6NRgO9Xl9nbTbWo/vGmTNnJPccpgoN/XtDRLXHwNLEpaenw9fXF8CDb/rh4eGYN28ePDw88NJLL+HUqVOYPXs2PDw88PLLL+PChQti3YSEBLz00kvw9fXFjBkzcOfOHQCATqfDhx9+CF9fX/j7+2PmzJnIy8vDDz/8gC1btuDQoUMICwsD8GD04vXXX4efnx88PT0xc+ZM8amvEyZMwObNmxEcHIwXXngBM2bMwK+//org4GB4eHggMjIS5eXlAB6McGzYsAGDBg2Cl5cXFi5cWGkU4WFDhw6tFFj27NmDl156SXxdXFyM5cuXY+nSpRgzZgxsbGzQsmVLvPjii4iJicGnn36K3NzcKpffpk0bLFu2DDKZDN98842pb0u1Fi9ejOnTp+Odd95BmzZt0KJFC/j5+WHr1q1ISEjA+fPnq62bmJiIoKAgjBo1Cjt37qxynszMTCxatAjnz59H//79AQD5+fmYM2cO+vbti8DAQGzduhUVN7ieN28eIiMjMXjwYAQHB+P48eMIDg7GypUr0adPHwwcOBCff/65uPzq3u+q9o0uXbrgjz/+AAD88ssvGDVqFDw9PREaGopjx46Jy+zSpQvi4+MxePBg9OnTB1FRUZUedgg8GL3y8PDAxo0b4ePjA39/f2zfvl0sN7WfFb83ALB9+3YEBQXBx8cHU6dONXgo4J49exAUFARPT89GH10kepIxsDQzR44cwcCBA/Hrr7+id+/emDx5Ml566SWkp6ejW7du+OyzzwAABw4cwNatW7Fx40b8/PPPcHFxEQ8jpKSk4MqVKzhy5Ah++uknFBUVIT4+HkOHDoVKpcKQIUOQnJyMoqIivPfee5g2bRpOnDiB/fv34z//+Q/27t0rtue7777DF198gdTUVJw6dQqLFi3CF198gf379yMtLQ3//Oc/xXn37duHnTt34ocffsDvv/+O9evXV9vPAQMGQK1WiwFMEATs378fI0eOFOc5c+YMioqKEBQUVKm+n58fnJ2dDT44H9WiRQv069cPv/76q5Fb//H+/PNPXLlyBSNGjKhU1qlTJ3h4eFQ6VFVBp9MhJSUFo0ePxtChQ/H3339X2a5evXphyZIl6NatG3755RcAwNy5cyGTyZCamor4+Hjs3r0b3377rVjn1KlT+Prrr5GQkAC5XI4//vgDdnZ2SEtLw8KFCxETE4ObN28+9v1+dN942KVLl/Duu+8iPDwcJ0+exKxZsxAREYGLFy+K8xw/fhx79uxBYmIi/vWvf+HHH3+scjsUFRXh4sWLOHbsGDZv3owNGzbg559/NqufFRITExEXF4eNGzfil19+gaenJ6ZNm4bi4mJcuHAB/+///T+sWLECJ06cgEwmQ35+fpVtI6L6xcDSzDz99NMYMWIE5HI5+vTpgw4dOmDo0KGwtLSEn5+f+Ij65ORkTJ48Gc8++yysrKwwa9Ys/Pbbb+Ij5q9du4bvvvsOeXl52Lp1KyIiIiqty8rKCt999x2CgoJQUFCA27dvw97eHrdu3RLnCQ4ORrt27eDo6Ah3d3eMGDEC7dq1Q/v27eHu7m5wCOfdd9/F008/jbZt2+Ldd9+tNILyMAsLCwwbNgz79+8H8ODDqGPHjnB2dhbnUavVsLe3R8uWLatcRtu2baFWqx+7Pe3t7VFQUPDYeYxVsa62bdtWWe7k5CSOcj3qhx9+QMeOHdG1a1dYWlo+dpTlYXfu3MHPP/+MDz/8EEqlEv/zP/+Dt956C0lJSeI8vr6+aNeuHWxtbQE8CGrTpk2DhYUFXnzxRSiVSly/ft2o97sq+/btQ79+/fDSSy/BwsICAQEBCAwMNDisNWnSJNjY2MDV1RUeHh64evVqtctbsGABlEolevTogVdeeQX79u0zq58VUlJSMHnyZHHbTp8+HTqdDidPnsQPP/yAAQMGwNfXF5aWlpg5cyaUSmWN252I6p5FYzeA6pa9vb34/xYtWhj8cZbL5eK5DX///TfWrl2LDRs2iOUymQw5OTkYNmwY7t69i2+//RYff/wxnnvuOSxduhS9evUyWFeLFi1w+PBhcVi+S5cu0Gq1ePh5mnZ2dgbzt27d2qA9D8/bsWNH8f/t2rWr9sO7QnBwMD744APMmjULe/bsQUhIiEF527ZtkZubC51OB0tLy0r1c3Jyqg0PFfLy8tChQwcAgKWlJcrKyirNU15eXuXyH1Wxrps3b8LFxaXK9vj7+1dZd9euXfjjjz/Ewzw6nQ5arRa3b982CGmP+vvvvyEIAl588UVxml6vN9hPnJycDOrY2toahDwLCwvo9Xqj3u+q3L17V9yGFTp06ICbN2+Kr9u0aSP+v2XLltUu08rKCu3atRNfP/XUU8jKyjKrnxVyc3MN2ieXy9G+fXvcunULarXaYH2WlpbVLoeI6hcDyxPKyckJU6dOFc83AB6c1Oni4oKrV6/Cz88P48aNQ15eHjZu3Ii5c+fi4MGDBss4ffo0Nm7ciKSkJHTq1AkAMHHiRIN5ZDKZ0W26ffu2+P+cnBy0b9/+sfN7eXlBEAScOnUKx44dwwcffCCOIFWUt27dGnv27MHo0aMN6v7zn/9Efn4+Bg4cWO3y9Xo9fvnlF0ybNg3AgxD18PIrXL9+HU899VSN/XvmmWfw3HPP4bvvvqt0tdGlS5dw7tw5fPTRR5XqZWdn4+zZs9i7d6/Bt/t//OMfSExMxD/+8Y9q1+nk5AQLCwukpaWJoUqj0RhcxWTse2TM+12V9u3b4+zZswbTbty4YdQ2e1RJSQk0Go0YhHNycvDUU0/Vqp8dOnQwGOnT6+1imeYAAAPDSURBVPXIycmBo6MjnJ2dce7cObGsrKys2vOeiKh+8ZDQE+rVV1/Fl19+iWvXrkGv1+Orr77C2LFjodVqkZqaitmzZ0OtVsPOzg6tWrUSv6laWlqisLAQAFBYWAi5XA6FQoHy8nJ8//33yMjIqHIUwhhbt25Fbm4ubt++jc2bN+OVV1557PwymQwjRozA4sWL4ePjAxsbG4NyS0tLLFq0CKtWrUJSUhIKCwvFE0Q/+OADREZGVjvColarsWDBAlhaWiI0NBTAg/Nmbty4gfj4eOh0OpSVleHEiRNITk42OHcGeBC+bt68Kf5oNBoAwJIlS7B9+3Zs3boVeXl50Ol0OH78OKZPn46xY8eie/fuldqya9cu+Pv7o2PHjnBychJ/Xn31VSQmJqK0tLRSv+/fvw9BENC+fXt4eXnhk08+QXFxMfLz8zFz5kysWbPm8W9GFWp6vx/eNx42YsQIpKen48cff0R5eTmOHTuGw4cPV3kujzGio6Oh0+mQmZmJlJQUvPLKK7Xq5yuvvILt27fj4sWL0Ol04nlefn5+GDFiBNLS0nDkyBGUlpZi48aNVfaRiOofR1ieUKGhocjPz8e0adOgVqvRuXNnbNmyBXZ2dpg4cSL+/PNPBAcHo7i4GD169MDKlSsBAIMGDcJXX32FoUOH4sCBAxg2bBiCg4Mhl8vRo0cPvPrqq2bfe6Nr16547bXXUFBQgFGjRkGlUtVYJzg4GJ9//jnmzp1bZfnw4cPh6OiILf+/PTvmMSUOozh8bjTLJBqlhIhGo5GoiDAUolH5ChqFcgpEFERkjALFNqMQvdYH0PoUKomoCe7tNis2e29uYaf4Pc0kU0zed/5TnMx5f9doNNL9flcikVCv13uoDySp2WzK5/NJkoLBoDKZjJbLpfx+vyQpFArJdV1NJhNNp1Ndr1dFIhFZlqVSqfTwrHK5/DSnbdtKpVJarVaazWZyXVfn81mxWEz1el21Wu1p/svlovV6rXa7/eVu/X5fm83m4X46nf64brdbOY6jwWAg0zR1u92Uy+XU7Xa/e61fymaz357352/j80zRaFTz+Vy2bcuyLIXDYY3H46eK8V8ZhqF8Pq+3tze1Wq2Pff93z2q1qtPppEajoePxqGQyqcVioUAgoHg8LsdxNBwOdTgcVKlUHqpLAK/z6/ffCmjgBUzTVKfTUaFQ+OlR4FH7/V7FYlG73U6GYfz0OABejEoIAAB4HoEFAAB4HpUQAADwPP6wAAAAzyOwAAAAzyOwAAAAzyOwAAAAzyOwAAAAz/sDgJz18ruPNN4AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bpl.plot_alternation_hist(d)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "IF THE ABOVE HISTOGRAM LOOKS CORRECT: then run loader.alex_apply_period below, which rewrites the time stamps into groups based on their excitation period. If you want to change the alternation period after this you will have to reload the data into FRET bursts.\n", "\n", "IF THE ABOVE HISTOGRAM LOOKS WRONG: then the supplied alternation parameters do not match up to the alternation of the lasers in the data. This could be because the lasers were actually on a different alternation, or because the data set doesn't start at zero so is frame shifted etc.\n", "\n", "In this case, you can un-hash the code below and alter the parameters manually." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "#d.add(det_donor_accept = (0, 1),\n", "# alex_period = 10000,\n", "# offset = 0,\n", "# D_ON = (0, 4500),\n", "# A_ON = (5000, 9500))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This next function will then sort each photon into channels depending on which laser was on, according to the information used to plot the alternation period histogram above." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# Total photons (after ALEX selection): 2,003,013\n", "# D photons in D+A excitation periods: 1,141,024\n", "# A photons in D+A excitation periods: 861,989\n", "# D+A photons in D excitation period: 1,471,746\n", "# D+A photons in A excitation period: 531,267\n", "\n", "Total data time = 1799.91348457\n" ] } ], "source": [ "loader.alex_apply_period(d)\n", "time = d.time_max\n", "print('Total data time = %s'%time)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following will plot a time trace of the first five seconds of your experiment. You would have checked before and during the experiment, but here you can check the number of bursts per second. You can change t1 and t2 to plot different parts of the experiment." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\chp17ba\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\axes\\_base.py:3610: MatplotlibDeprecationWarning: \n", "The `ymax` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `top` instead.\n", " alternative='`top`', obj_type='argument')\n", "C:\\Users\\chp17ba\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\axes\\_base.py:3604: MatplotlibDeprecationWarning: \n", "The `ymin` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `bottom` instead.\n", " alternative='`bottom`', obj_type='argument')\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t1, t2 = 0, 5\n", "dplot(d, timetrace, binwidth=1e-3, tmin=t1, tmax=t2, figsize=(8,5))\n", "plt.xlim(t1,t2);\n", "plt.ylim(-45,45);\n", "plt.ylabel(\" Photons/ms in APD0 Photons/ms in APD1\");\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Background Estimation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Background estimation works by plotting log of photons by the delay between them, assuming a poisson distribution of photon arrivals and fitting a line. The plot will contain single molecule bursts however, so a threshold (in microseconds) has to be defined where the fit begins. Choosing the right threshold is a trade off between correctly ignoring the burst photons (accuracy) and getting enough photons to calculate the background (precision). \n", "\n", "\"time_s=\" will change how regularly the background is recalculated" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Calculating BG rates ... [DONE]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "threshold = 1500\n", "d.calc_bg(bg.exp_fit, time_s=300, tail_min_us=(threshold),)\n", "dplot(d, hist_bg, show_fit=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This code will plot the calculated background in each window and acts as a good reporter of whether anything important has happened to the solution over the time course of the experiment. Adsorption to the coverslip can cause a decrease in signal, whereas evaporation (and hence concentration) can cause an increase." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(d, timetrace_bg);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Burst Searching and Selecting\n", "\n", "\"d.burst_search()\" can be used to do an all photon burst search (APBS), however \"burst_search_and_gate(d)\" will apply a DCBS / dual channel burst search (Nir 2006), this effectively does independent searches in the DD+DA channel and the AA channel, and then returns the intersection of these bursts, ensuring that any FRET information is only included whilst an acceptor is still active in the detection volume.\n", "\n", "The two numbers given to \"F=\" are the signal to background threshold in the DD+DA and AA channels respectively. If your background is particularly high in one but not the other you may want to change these independently. Additionally if your sample shows signs of photobleaching, increasing the F value can increase the discriminatory power of the dual channel burst search to remove the single dye sections of the burst, at the cost of smaller and fewer bursts." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "bsearch=burst_search_and_gate(d, F=(20, 20), m=10, mute=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following will plot a graph of burst number vs size (under green excitation) which can inform your selection thresholding. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "(0, 200)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sizes = bsearch.burst_sizes_ich(add_naa=False)\n", "plt.hist(sizes, cumulative=-1, bins = 200, histtype=\"stepfilled\", density=False)\n", "plt.xlabel('Burst size (n photons)')\n", "plt.ylabel(\"N bursts with > n\")\n", "plt.xlim(0,200)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now set thresholds on how many photons we want in each burst, this can be done on all channels together, or just one channel. Thresholding DD+DA will reduce the width in E, thresholding in AA will ensure there are no donor only bursts." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "allbursts = bsearch.select_bursts(select_bursts.size, add_naa=True, th1=20,) #all channels\n", "dlbursts = allbursts.select_bursts(select_bursts.size, th1=50) #DD + DA\n", "dlbursts = dlbursts.select_bursts(select_bursts.naa , th1=50) #AA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For good measure, we'll do an all photons burst seach and all photons selection so we can see a spread of all three populations" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Performing burst search (verbose=False) ...[DONE]\n", " - Calculating burst periods ...[DONE]\n", " - Counting D and A ph and calculating FRET ... \n", " - Applying background correction.\n", " [DONE Counting D/A]\n" ] } ], "source": [ "d.burst_search(L=10, m=10, F=20)\n", "allphotons = d.select_bursts(select_bursts.size, add_naa=True, th1=50,) #all channels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Histograms\n", "\n", "Now we can start plotting and fitting the data. We'll plot all 3 populations first, then the result of the dual channel burst search and selection." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\chp17ba\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\seaborn\\axisgrid.py:1847: UserWarning: JointGrid annotation is deprecated and will be removed in a future release.\n", " warnings.warn(UserWarning(msg))\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g=alex_jointplot(allphotons) #plots all photons burst search with allchannels selection\n", "g=alex_jointplot(dlbursts) #plots the dual channel burst search with doubly labelled selection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we will plot the 1D FRET efficiency histogram and plot a gaussian to it. We can also plot two or three gaussians but you will need to change the model to do this. \n", "\n", "If you set pdf=True then the data will be displayed as a probability density function, pdf=False will give it as number of bursts instead" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
amplitudecentersigma
011.21170.2483110.0531923
\n", "
" ], "text/plain": [ " amplitude center sigma\n", "0 11.2117 0.248311 0.0531923" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model = mfit.factory_gaussian()\n", "dlbursts.E_fitter.fit_histogram(model=model, verbose=False, pdf=False)\n", "dplot(dlbursts, hist_fret, pdf=False, show_model=True, show_fit_value=True, fit_from='center');\n", "dlbursts.E_fitter.params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This will export the data to a .csv file, type the save location between the \"\"'s. This csv file can be opened in excel or origin and contains information about each burst, most importantly E and S but also things like burst length and width." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "csvfile = filename+\".csv\"\n", "burstmatrix = bext.burst_data(dlbursts)\n", "burstmatrix.to_csv(csvfile)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This will give you all of the plots again. Unhash the plt.savefig lines to save the figures as .svg's which can then be used in any vector graphics program." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjYAAAE2CAYAAAByXtioAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xd8U1XjBvDnJk2aljJK6UDBWooMQQREfKuAgOw9CiK+LKlQFVxMZZUpInuqgOILCPhDXstUpvqyFAciVmRVZLWlhQJtSdIk5/dHmjQ3q2lpSkmf7+fTT3LPPffcc9KMJ+feJJIQQoCIiIjIByjudQeIiIiIiguDDREREfkMBhsiIiLyGQw2RERE5DMYbIiIiMhnMNgQERGRz2CwISqFfvjhB3Tp0qXQ2zVq1AiXLl1yW+fEiROYPHlyUbsms3nzZsTHxxdqm1OnTqFZs2Ye1Z0xYwa6d++O7t27o379+mjfvr11WavVut02MzMTo0aNQo8ePdChQwd89dVXsvVCCIwbNw6rV6+WlT/11FPWfXTv3h1bt24t1PgKY/Lkyfjf//4HAOjYsSO0Wi2WLFmCadOmeWV/ixYtcmj7o48+QocOHdC2bVssWbIElm8AuXDhAoYMGYLu3bujU6dO+OSTT6zbrF27Fs8884z1Nurfvz8A8226YMECtGvXDt27d0dCQgJ0Op1XxkLkit+97gARlayzZ88iNTX1rtrIzMzE/PnzsW3bNjRt2tSjbQwGA9atW4eVK1ciJyfHo20mTpxovd66dWvMnTsXjz32mEfbjh8/HtHR0Zg3bx5SUlLQtWtX/Otf/0JERATOnTuHqVOn4sSJE6hVq5Z1m/Pnz6NSpUpITEz0aB9365dffsG4ceNw+fJlBAcHQ6PReGU/KSkpmDVrFr7//nv06tXLWv7dd99h165d2LJlC5RKJYYOHYro6Gh06tQJ48ePR69evdCnTx/cvn0bsbGxqFu3LmJiYvDrr79i/Pjx6Nq1q2w/W7ZswbfffovNmzejQoUKWLZsGRYuXIhx48Z5ZVxEzjDYEOXZv38/VqxYgdzcXGg0GowbNw6NGjXCO++8g5ycHCxatAhnzpzBwIEDsW7dOlSsWBGTJ09GRkYGrl27hgcffBALFy5ESEgIWrdujS5duuDo0aO4efMm4uLi8Msvv+CPP/6An58fVqxYgfDwcLRu3RqdO3fGoUOHcPv2bQwZMsT67tdCr9dj7ty5OHbsGIxGIx599FFMnDgRQUFB+OmnnzB9+nRIkoTHHnsMJpMJAGAymTBr1iz89ttvyM7OhhACM2bMwAMPPIDFixfj9u3beOeddzBz5kyn9Z544gm3t9WuXbsQFhaGcePG4cCBA9bynJwcJCQk4MKFC8jMzES5cuUwd+5c1KhRA0lJSfjrr7+wdOlSvPTSS3f9/7p16xYGDBjgUN6hQwe88MILOHz4MBYsWAAAiIiIwBdffIGKFSsCANavX48+ffrggQcekG3766+/QqFQoH///rh9+zbat2+PV155BUqlEgMGDMCLL76IDh06AIBsefHixdizZw9UKhWCg4Px3nvvISwszGXfJ0yYgJ9//hlpaWno378/rl+/DkmSsGDBAvj5+eHcuXN48cUXcfPmTdStWxdTpkxBUFAQWrdujUWLFlnDnWU5ICAAo0aNctjPwIED0bt3b2zevBlNmzZFdHQ0bt68aV2/Z88edOnSBYGBgQCAXr16YevWrejUqRNiY2PRqVMnAED58uXx0EMP4cqVK9bbKSsrCx9//DHCwsIwduxY1K5dG3/88QfatGmDChUqAADatWuH4cOHM9hQyRJEJJKTk0WXLl3E9evXhRBCnD59WjzzzDMiOztbZGdni3bt2oktW7aIzp07i8TERCGEEGvWrBEfffSREEIIk8kk4uLixOrVq4UQQrRq1UrMmjVLCCHEjh07RJ06dcSff/4phBDi1VdfFStWrLDWmzRpkjCZTOLq1aviqaeeEqdOnRJHjx4VnTt3FkIIsWTJEjF79mxhMpmEEELMmzdPTJkyReh0OvH000+Lw4cPCyGE2LZtm6hVq5a4ePGi+OWXX8TIkSOF0WgUQgjx0UcfieHDhwshhPjyyy/FsGHDhBDCbT1P2LYlhBC7du0S06dPty5PmjRJTJs2TbbNxYsXRcOGDT3eh0WrVq3EiRMnPKr722+/idatW4tly5aJ559/XvTs2VNs377dod64cePEqlWrrMubNm0S06ZNE9nZ2eLmzZvi+eefF59++qkQQoh///vfYteuXda6luUrV66Ixo0bC51OJ4QQYvXq1WLPnj0F9vHbb78VkyZNEkIIMWvWLLF7924hhBCLFy8WLVu2FBkZGcJkMolRo0aJOXPmOL0NCnObWNqeOnWqdfmll16S3S6HDh0SPXr0cNjuu+++E0888YRITU0V2dnZ4qWXXhI//vijEMJ8/27evLnIysoS//3vf0WPHj1ERkaGMBqNYs6cOaJevXoe94+oOHDGhgjAoUOHkJaWhsGDB1vLJEnCP//8gzp16mDBggXo27cvunXrhm7dugEABg0ahJ9++gmffvop/v77b5w5cwaPP/64dft27doBAKpXr44qVaqgTp06AICHHnpI9q65f//+kCQJERERaN68OQ4dOoR69epZ13/77be4ffs2Dh8+DADIzc1FSEgITp8+DT8/P8TExAAAunTpYj13plGjRqhYsSI2btyIixcv4ocffkC5cuUcxu1pPU916NAB1atXx9q1a3HhwgX8+OOPaNSoUZHbc8fdjE3Tpk1x6dIlBAUFYePGjbhw4QJefPFFREZGon79+i7b7Nu3r2x5yJAhWLt2rex+YSHyzkUJDw9HnTp10LNnT7Ro0QItWrSw/k/c+euvv1C3bl0AQFJSkmwsbdu2ReXKlQEAvXv3xpw5c9y2dfbsWbczNq4IISBJkmxZoZCfevnVV1/hvffew+LFi62zULbnJXXq1AkrVqzA77//jh49eiA1NRWDBg1CYGAg+vbtC5VK5bbvRMWNwYYI5kM3MTExWLhwobXs6tWr1ify5ORkVKpUCX/++Sf0ej3UajU++OADnDhxAr1798ZTTz0Fg8FgfbEDALVabb3u7sndzy//YWgymRxeWEwmE9599108++yzAIDs7GzodDpcuXJFtj/btr799lvMnDkTQ4YMwXPPPYcaNWo4PQnW03qe+vzzz/HFF1/gxRdfRNeuXVGpUqUCT2YuqgoVKrg8F+bixYsAYD2fJDIyEo0bN8aJEyfcBpuvvvoKderUsYZQIYTs/2N7wrLlukKhwLp16/D777/jyJEjmDVrFpo3b46xY8e63M+ECRPwzTffICQkBBs2bEBycjJee+01tGzZEn5+flAqlda6JpNJ1gfb/7lerwcA1KxZs0jnBVWtWhVpaWnW5bS0NERERFj38/777+Obb77BmjVrrCHs8uXL2L9/vyyIWW6nzMxMdOnSBcOHDwdgPocoMjKy0P0iuhv8VBQRgJiYGBw6dAjnzp0DYD6pslu3btBqtbh06RJmzpyJTz75BDVq1MDcuXMBAAcPHsSgQYPQo0cPhISE4PDhwzAajYXet+XTOleuXMGhQ4fQokUL2fpmzZph/fr10Ov1MJlMmDRpEubPn4/atWtDCIHvvvsOALBv3z7rTNChQ4fQqlUr9O/fH/Xr18fevXutfVMqlTAYDAXWK4qDBw+iZ8+e6NOnD6KiorB///67aq+oqlevjnr16llv2/T0dPz6669uQw0AnDlzBosXL4bRaIRWq8X69eut55kAwPfffw/AHJws95VTp06hS5cuiI6OxvDhwzF48GD8/vvvbvczc+ZMVKpUCdu3b8f777+PZ555BomJiXjrrbcAmM/3unnzJoxGI7744gvrfaJy5co4efIkAPMn565du1aEWyffc889h61btyInJwd6vR5btmxBmzZtAABz5szBsWPH8OWXX1pDDQAEBARg4cKFOHHiBADzY+XOnTto0KABTp48iREjRiA3NxcGgwEff/yxwwnGRN7GGRsimN/xTps2DW+//bb13eeKFSvg7++PUaNGYejQoahVqxYmT56Mrl274umnn8Zrr72GOXPmYNGiRVCpVGjcuDH++eefQu/70qVL6NWrF7RaLSZOnIgaNWrIXrBeffVVvP/+++jZsyeMRiPq1q2L8ePHQ6VSYdmyZUhISMD8+fNRt25dhISEAAD69euHUaNGoWvXrjAYDHjmmWewe/dumEwmNGzYEMuWLcOIESPw1ltvuaxnP3PkiZdeegmTJ0/G5s2bAQANGzbE6dOnC9xuwoQJqF+/Pl544YVC79OVpUuXYtq0adiwYQNMJhNee+01NGjQwO02I0aMwLRp06y3R4cOHdCnTx/r+mvXrqFjx47QaDSIiooCANSpUwcdO3ZE7969ERgYCI1GY/0016JFiwAAb7zxhmw/f//9N6pXrw6VSoWffvrJ4ZNllpB069YtPPHEExg2bBgAYPTo0UhISMCmTZtQr1492SHLomjdujVOnz6NPn36IDc3F8899xx69OiBlJQUrFmzBlWrVsWQIUOs9S2HthYuXIjJkycjNzcXQUFBWLZsGdRqNZo1a4Zjx46hW7duMJlMaNOmjdPDeETeJAn7uWwiKjH2n3Ipqw4dOoR//vmnWINNcbP/VJQn/v77b2zevBmjR4/2Ys+IyBZnbIjIwapVq7Bt2zan64YOHWo9gbq4ZGZm+uQhi+TkZKcnOBOR93DGhoiIiHwGTx4mIiIin8FgQ0RERD6DwYaIiIh8BoMNERER+Qyf+1TUjRvZMJmK/3zokJAgZGRkFXu7pRnH7PvK2ngBjrms4JjvfwqFhODgwv/Ei88FG5NJeCXYWNouazhm31fWxgtwzGUFx1w28VAUERER+QwGGyIiIvIZDDZERETkMxhsCrBz5zZ07Nga1apVQ8eOrbFzp/OvmSciIqJ7z+dOHi5OO3duw7Rpk6DVagEAV69ewbRpkwAAnTr53u/aEBER3e8YbNxYsmSBNdRYaLVazJo1DXq9HuHhEYiIqIrw8HAEBhb+I2lERERUvBhs3EhJueq0PCvrNhISJsjKgoLKIyIiAuHhzv8iIiIYfoiIiLyMwcaNiIiquHr1ikN5uXJBaNmyNVJTU5CamorU1KvIyrqNs2dv4+zZMy7bsw0/YWERToJQOMqVC/LmkIiIiHwag40bI0e+JTvHBgA0Gg0mTJgiO8dGCIHMzEykpl61hp2UlKtIS0tFamoKUlJSkJaW4nH4sczwhIWZw05ERFWEhYVbD3sx/BARETnHYOOGJbwsWbIAKSlXERFRFSNHvuVw4rAkSQgODkZwcDDq1HnUaVv54cccclJSUvJCUIpD+MnKuo1z59yFnyCEh5tDTv6l/LAXww8REZVFDDYF6NSpKzp16orQ0PK4du12kduRh5+6TusIIXDzZqY15NiHH8tfVlYWsrLOFBh+XB3uMoehCAQFMfwQEZFvYbApRSRJQqVKwahUqeDwYzm3x3yZYj30Zbk0h5+zOH/+rMv9WcKPs8NdYWER0Gge8dZQiYiIvILB5j5jG35q167jtI4QArdu3XQ54yOf+XEffsqVK+fycJc5FEWgfPny3houERFRoTDY+CBJklCxYiVUrFipwPCTf6Jz/qEvy8xPamoKsrOzcf68J+EnP/Tkz/zklwUFBUGSJLf93rlzW4HnMxEREbnDYFNG2YafWrVqO61TpUoQzp27ZD3cZTn0Zf+JL3P4OYfz58+53F9gYKDscFdYWLjsCw5/++04PvhgFr/lmYiI7ookhBD3uhPFKSMjCyZT8Q/pbk8evh95MmYhBG7fvuX2sFdKSgq02jtF6oO/vz+aN38Wfn5+8PNTQaVS2Vw3X/r5+eWV2173y7uudlKmkrVluy4iIhg3b+pkZX5+fgXONt1vyvLsGB/LZQPHfP9TKCSEhBT+Qy4lMmOTlJSEyZMn4+zZs4iMjMTUqVPRsGFDh3rLly/Hhg0boNVq0aBBAyQkJKB69eol0UUqIkmSUKFCRVSoUNHlzI8l/FhCjvxwl/kk6L//Tna6rU6nw969u705BI+4CkL2Icl2vbOw5ck6T/flaYCzD2X8DTTyZWU5tJOZ12dsdDod2rZti/j4ePTp0weJiYlYuHAh9u/fD7Vaba23f/9+zJ49G+vWrUNwcDBmzZqFc+fO4T//+U+h9scZm+JTkmPu2LG10295Dg4OxjvvTIHBkIvc3FwYDAYYDAbrdfNlrpMyg902ucjNNeTVtb1ukLVrNBqg1+vtyowlcht4i+3Mk0qlws2bN2EymRzqqdX+iIl5Gmq1P/z9/aHRaKBW+0Oj8Ye/v/y6+U8Nf38NNBr/vG00Nuv98/408PMrXUe8+Vj2XfahHTB/qerkydPLRLgp6f+zt0NkqZ2xOXr0KBQKBfr37w8AiI2NxWeffYYDBw6gffv21np///03TCYTTCYThBBQKpXQaDTe7h6VEq6+5XnMmHfRrl2HEuuHsycGk8mUF4D0LoNV4UKX8yDmaUhz3JezAJcf3Cx/BdHrdfjuuwPFfpsqlUpryDGHJc8Ckavrlu00GnO57XVLXbVaXaoOH/rqLILRaERubm7en97meq71DYL5vqnPK7OvJ9/Gsp3lPu3YjmOZpVyv1+PKlcsOoV2r1WLChLF4//0ZkCQJkqTIu5SgUEgAJJtlBQBYr5vvQ+Z6ljr5bcCD9vKXLe2Zt1O4aMu2Pdj1Ib9e/rK8PY1GBb3eKOureUzO2rMfj4SCxpS/PXD27Bl8//0B63NLaZr59XqwSU5ORnR0tKwsKioKZ86ckQWbzp07Y9OmTXj22WehVCoRFhaGDRs2eLt7VEp4+i3P94JCoYBarZbNMN4vhBA2Yckcdvr164W0tFSHupUrV8akSdOh1+ug1Wqh0+mg01ku5de1Wi30ej10Oq21ru125uvmbYxGI3JycpCTk1Ni45YkyRp6LLNPluXy5ctBofBzEpqchS/zdfP2BYctpVLp0JeiHPoTQrgNDQUFAHMIzy9TqxXIzMwqtiBhacfZzF9pZP7+r5v3uhs+T6vVYsmSBff8edvrh6KWL1+OpKQkLF261Fo2duxYhIWFYfTo0dayixcvYvny5Rg+fDhCQ0Px3nvv4ezZs9iwYUOpeudFdL/bsmULxo4dizt38k/oDggIwJw5c9CrV69i3Zc5WBmg1Wqtf5ZgdOfOHet1+3X21+3/3NUzByt9sY7DUyqVChqNxhqkNBoNLly4gNzcXIe6fn5+iIyMtIYG2/Cg0+lwP3yuwxIgVSrzuV+WNwCW664u3ZWpVCqHNj2tExsbi5SUFId+Vq1aFbt374YQAkII65EB22UADuvs69lvU5hyV2272y+Au+6Ps7YL2qcnt8P8+fNd3icuXbpU7Pe1wvD6jE1AQIDs8AJgTnWBgYGyshkzZqBt27Z4+OGHAQATJ05E48aNcfr0adSu7fykVGd4jk3x4Zh9U/PmbTFp0jSH2bHmzdt6eeyavBd9oGJFL+4G5kMker3ObobJPIsUEKBAauoNtzNS5pko86Xt7JPtdWfbWYLJ7dsF344GgwHnzrn+igSlUik7Ydz2Rd1Sbl+mUtkvm+tUqFAOubnCoR1z22qo1fbbOm/Htj+WE9VLk9dfH+X0kPbIkW/DaFRZy8yHXO5FD72rJJ+/NmzY6PS8yIiIqsXWh1J7jk2NGjWwbt06WVlycjK6dOkiK7ty5YrsXZZCoYBCoSh1DxwiX1Bcv4FWWimVSgQEBCIgINBhnbfGLIRAbm6uNURZAtXw4YORnp7uUL9KlVCsXPmZyyDh7LBWUfnq/9leaT6k7WtcnRc5cuRb97BXZl5PDTExMdDr9Vi7di369euHxMREpKeno1mzZrJ6LVu2xOrVq9G8eXOEh4dj3rx5eOSRRxAVFeXtLhIR3TVJkpyei/X22+OcvgC8/fZYREXVKOlu+jxfD+2lRWkOkV4PNmq1GitXrkRCQgLmz5+PyMhIrFixAoGBgYiLi0OTJk0QHx+PkSNHwmAwoH///tDr9WjcuDGWLVtmPUudiOh+VJpfAIjuhiVEljb85mEPlcX0zzH7vrI2XoBjLis45vtfUc+x4XQIERER+QwGGyIiIvIZDDZERETkMxhsiIiIyGcw2BAREZHPYLAhIiIin8FgQ0RERD6DwYaIiIh8BoMNERER+QwGGyIiIvIZDDZERETkMxhsiIiIyGcw2BAREZHPYLAhIiIin8FgQ0RERD6DwYaIiIh8BoMNERER+QwGGyIiIvIZJRJskpKSEBsbi4YNG6J79+44fvy4Q524uDg0atTI+vf444+jdu3a+OWXX0qii0REROQD/Ly9A51Oh/j4eMTHx6NPnz5ITEzEiBEjsH//fqjVamu9VatWybYbN24cDAYDGjdu7O0uEhERkY/w+ozN0aNHoVAo0L9/f6hUKsTGxiI4OBgHDhxwuc3evXtx9OhRTJ061dvdIyIiIh/i9WCTnJyM6OhoWVlUVBTOnDnjtL7BYMB7772HcePGISgoyNvdIyIiIh/i9UNROTk5CAgIkJVpNBpotVqn9Xfu3Al/f3906NChSPsLCfFeGAoNLe+1tksrjtn3lbXxAhxzWcExl01eDzYBAQEOIUar1SIwMNBp/S1btqBv375QKIo2mZSRkQWTSRRpW3dCQ8vj2rXbxd5uacYx+76yNl6AYy4rOOb7n0IhFWmywuuHomrUqIHk5GRZWXJyMmrWrOlQNysrC8eOHUPHjh293S0iIiLyQV4PNjExMdDr9Vi7di1yc3OxefNmpKeno1mzZg51T548ibCwMISHh3u7W0REROSDvB5s1Go1Vq5ciR07dqBp06ZYt24dVqxYgcDAQMTFxeHDDz+01r18+TJCQ0O93SUiIiLyUZIQovhPSLmHeI5N8eGYfV9ZGy/AMZcVHPP9r9SeY0NERERUUhhsiIiIyGcw2BAREZHPYLAhIiIin8FgQ0RERD6DwYaIiIh8BoMNERER+QwGGyIiIvIZDDZERETkMxhsiIiIyGcw2BAREZHPYLAhIiIin8FgQ0RERD6DwYaIiIh8BoMNERER+QwGGyIiIvIZDDZERETkMxhsiIiIyGeUSLBJSkpCbGwsGjZsiO7du+P48eNO6+3ZswcdOnRAo0aN0LdvX5w6daokukdEREQ+wuvBRqfTIT4+Hr169cKxY8cwYMAAjBgxAnq9XlYvKSkJ7777LmbMmIGff/4Zbdq0wRtvvOHt7hEREZEP8XqwOXr0KBQKBfr37w+VSoXY2FgEBwfjwIEDsnobN25Enz590KRJEygUCgwZMgTz5s2DyWTydheJiIjIR3g92CQnJyM6OlpWFhUVhTNnzsjKkpKSEBgYiIEDB+Kpp57CsGHDUK5cOSgUPA2IiIiIPOPn7R3k5OQgICBAVqbRaKDVamVlN2/exMaNG7FixQrUrl0bixcvxiuvvILt27fDz8/zboaEBBVLv50JDS3vtbZLK47Z95W18QIcc1nBMZdNXg82AQEBDiFGq9UiMDBQVqZWq9G2bVs89thjAIA33ngDa9aswfnz51GrVi2P95eRkQWTSdx9x+2EhpbHtWu3i73d0oxj9n1lbbwAx1xWcMz3P4VCKtJkhdeP89SoUQPJycmysuTkZNSsWVNWFhUVhdu38/8hQgjrHxEREZEnPJqxMZlMOHr0KH788UekpqZCoVAgIiICMTExeOKJJyBJksttY2JioNfrsXbtWvTr1w+JiYlIT09Hs2bNZPV69uyJ0aNHo3v37nj88cexcOFCREZGFmq2hoiIiMq2AoPN//3f/+HDDz9EYGAg6tevj9DQUBgMBvzzzz/Yvn07jEYjXnnlFfTu3dvp9mq1GitXrkRCQgLmz5+PyMhIrFixAoGBgYiLi0OTJk0QHx+P5557DgkJCZg0aRJSUlJQr149LF++3G1oIiIiIrIlCTfHel5++WVER0ejb9++qFGjhtM6p0+fxoYNG/DPP/9g9erVXuuop3iOTfHhmH1fWRsvwDGXFRzz/a+o59i4nbGZPHkyqlev7raBWrVqYcqUKbh48WKhd05ERERUnNyePGwbarKzswEARqMRO3fuxJEjR1zWJSIiIroXPPpU1NatW9GiRQsAwNy5czFz5kyMGTMGH3/8sVc7R0RERFQYHgWbVatWYdmyZcjNzcUXX3yB5cuXY9OmTVi3bp23+0dERETkMY8+7p2SkoJ//etfOHr0KDQaDR5//HEAQFZWllc7R0RERFQYHgWbiIgI7NmzB9u2bcMzzzwDwPwx8IcfftibfSMiIiIqFI+Czfjx4/Huu++ifPnyWL58OQ4fPoy5c+di6dKl3u4fERERkcc8CjZPP/00vv32W+tyREQEDh48CJVK5a1+ERERERWaxz+CuWnTJmzfvh3p6emoWrUqevbsia5du3qzb0RERESF4lGwWbBgAbZv346BAwciIiICly9fxoIFC3Dt2jW89NJL3u4jERERkUc8CjabNm3C//3f/8m+hK9Vq1YYOHAggw0RERGVGh59j41SqUSFChVkZWFhYVAqlV7pFBEREVFReBRsBg8ejNdeew3Hjx/H9evXcerUKYwZMwZt27bF2bNnrX9ERERE95JHh6LmzZsHAOjXr5/DurVr1wIAJEnCn3/+WYxdIyIiIiocj4LNqVOnvN0PIiIiorvm0aGomzdvYvTo0Th37hwAYOnSpRg7dix/UoGIiIhKFY+CzYQJEwAAISEhAIAePXoAAKZMmeKlbhEREREVnkeHon788UccOnTI+k3D1apVw/Tp09GiRQuPdpKUlITJkyfj7NmziIyMxNSpU9GwYUOHep07d8alS5egUJjz1gMPPIAdO3Z4OhYiIiIq4zwKNhqNBleuXEFkZKS1LC0tDeXKlStwW51Oh/j4eMTHx6NPnz5ITEzEiBEjsH//fqjVams9rVaL5ORkHDx4EJUrVy7CUIiIiKis8+hQVN++ffHyyy9j7dq12LNnD9atW4e4uDinn5Kyd/ToUSgUCvTv3x8qlQqxsbEIDg7GgQMHZPVOnz6NKlWqMNQQERFRkXk0Y/Paa68hJCQEO3fuRHp6OsLxdty3AAAgAElEQVTDwzFs2DD07t27wG2Tk5MRHR0tK4uKisKZM2fQvn17a1lSUhL8/Pzw/PPP48KFC3j00UcxYcIEh22JiIiIXPEo2GRnZ+OFF17ACy+8ICv/9ttv0bJlS7fb5uTkICAgQFam0Wig1Wod6j722GMYM2YMqlSpguXLl+Pll1/Gzp07odFoPOkmACAkJMjjuoUVGlrea22XVhyz7ytr4wU45rKCYy6bPAo2gwcPxpo1axAUZA4NN27cwIwZM7Bv3z4cP37c7bYBAQEOIUar1SIwMFBW1q9fP9mhrbfeegvr16/Hn3/+iUaNGnk0GADIyMiCySQ8ru+p0NDyuHbtdrG3W5pxzL6vrI0X4JjLCo75/qdQSEWarPDoHJtHH30UgwYNwq1bt5CYmIiOHTsiMzMTW7duLXDbGjVqIDk5WVaWnJyMmjVryso2bdqEw4cPW5eNRiMMBgP8/f096SIRERGRZ8Fm2rRpePLJJ9GmTRt88MEHmDRpElavXo2HHnqowG1jYmKg1+uxdu1a5ObmYvPmzUhPT0ezZs1k9dLS0jBz5kxcvXoVWq0Ws2fPRo0aNVCnTp2ijYyIiIjKHLeHomx/2DI2Nhapqak4f/48oqOjrevsZ17sqdVqrFy5EgkJCZg/fz4iIyOxYsUKBAYGIi4uDk2aNLF+HDwrKwt9+vRBdnY2nnzySSxbtsz6nTZEREREBZGEEC5PSKlTpw4kSYKrKqXxhy95jk3x4Zh9X1kbL8AxlxUc8/2vqOfYuJ2x4Y9fAnsvf4NVf32Ia9o0hGrCEFc7Hm0ebF/whkRERFTi3B7n2bBhg0eNmEwmrF+/vlg6VJrsvfwN5v0+G2naVAgIpGlTMe/32dh7+Zt73TUiIiJywu2MTU5ODnr06IGuXbuiffv2qFatmmz933//jd27d2Pr1q3WH8b0Jav++hA6k05WpjPpsOiPuUjXpSNAqYG/UgONMgAapT80yoC85fzrAUoN1Ep/KCXlPRoFERFR2eE22AwdOhTt2rXDqlWr0LVrV2g0GoSGhkIIgbS0NABAp06d8PHHH+OBBx4okQ6XpGvaNKfl2YZsfHxqWaHaUivU0OSFIP+84GNetoQjjdNlcziy28ZPA3+FBhq//EDlJ/lBkqTiGDYREdF9q8Av6KtevTqmTp2KiRMn4o8//kBKSgokSULVqlVRr149KJW+OxMRqglDmjbVobycXzl0rt4dWuMd6Iw63DHegc6ohdbmz7x8B1qjDjqjFnqTHnqTHrdyb3mlrwpJaTODJA9Ilpkj57NLrkOUPiAE2TqDNYwpJO9+Qo3nMxER0d3y6JuHAUClUqFhw4be7EupE1c7HvN+ny07HOWv8Mcb9UYX6gVXCAG9SZ8XdPKDz528YKQ13IHWpIXWoJUFJF1emTYvJOWHKJ1DWwZhQLYhG9mGbG/cFNaxy8OQOfAE+AXkzSBpoMm7dFYv/7rGIYQdSj2IhSfnWG9ry/lMABhuvIAhknwV79vk9uPe96Pi/rj3/fIgMZgMsgBkG3xclZtDlC5vnU1dgzlU6YUOObl3oDXccTjXqKQoJAUiAqpCISmhlBRQQJF3XQmFpIBCUji5rsy7roAC8nW2dfPr5bUtKREUqIH2jsFNXXObSkXeOhSwf0mZ12cFlAollJC3qbS7tLYDpev2bMZcFJaT4u0D+6jHxpfK+3Zxuxcfib3XzyO+9jFgV3jfLtn/s7fv10X9uDeDjYfKyhODLdsxm4QJurzDavZhyfWhOMfDcg4hKm+9N2eafJl94LMPavkhSgGl5AelpMCl7EswCoNDWyqFCvUqPQZJkqztSJDy2pGggBKSJFnbliCZ61jqw3LdUl8BySaQua0Pc5m36yskJUIqB+FmptaD+pbbT14mWcfm2TltRXmxFULAJIwwChOMwgiTMMEE86Uxr9wk8pdN1rL8ZZPNcvmK/rh+I0vWlqUNo13dgtoyCiNM8LS+wbrOsmzev01b1vVGm7E571t+/+Xrbcfi8rGS9z9TSIq8+7UCEsz/XwkK6//act32/+xwmXd/kGTb2FzmPSYt+5Nvr3CzrcKuf5JdX2y3lV+XICGonAZ3cnIdtrXct2Xbw7GfsseEw5jN6y3bnrh+HIn/bEGuKdfj+3VhMdjkYbApPiU55n77ezo9nynEvwoW/GuZ7MnT4QkPrp+Y3T0pO7xwCCMCAlW4nXXHWs9oMto8ibp+wrV/snW7f8s65D8pO3sBkbft+RM4lQz7FzlXQeiG7jpMMDlsL0FCeVV5p0FFwKeelqkMCdOEY2Pr/xZLW175gj5bFy5cwJYtW5CWlobx48dj79696N27d6F3SOSMq/OZhtd5DdXKVS+xftxPAVb+Tjc/LFnCmNFFsBrz4xu4rstwaC9YHYyJjabZBDJhE9hMEDbvtIXdOlf1jXlhz2V963JeGUT+vu6qvt31vD8BEyQFkGswuKwvrAHSXN9oM/b8dsx9gUCRQ6aAcPthAgXMhy/dzcblHwY1l1uXLYcy87bX+KthzBV29eWHOGWHVKGEQuH88K/9ZUF9kx9Wta/veBhXaX9Y18WhXKXk59D/f3/bx+kbpDBNONa32my9HwrL/QYm6/1WwCRfl3d/k13K7ifCcRu7bWX3F6dtm2CCkN1/7ffnfFvz40G2PUwIDFTjdvYdWV/NbQvrWB0u89qwPk5h1z8n25iEEYfTDjq937r6NHFJ8ijYfPfddxg7dixat26Nb775Bm+++SYWLVqE9PR0DB8+3Nt9pDLAMnV5P5zPVFpYnuAL8f4EABBfZ4TTEPlK3dfRKOSJYu5l6VMc4dX2haugIPTqoTik6645tFFFE4qVzf5jfSGXhYtCHOryxP0U2O+GqzdIcbXjzd8l5uPfiFEaZtlDNWElsn93PHpGnDdvHpYuXYonn3wSe/fuRXh4OD799FMMHTqUwYaKTZsH2zPIlACGyLtnOW/Bky/eHFbnVacvtsNqv4qK6ore7GaZw/t2yXEXIu81j4LN1atX0aRJEwCwvouIiopCdjZP+CS6H1lCZFl5J38v8cW2ZPG+XTJK8/3ao2BTp04dbNq0Cf369bOW7dq1C7Vr1/Zax4iIfAVnI8kXldb7tUfBZuLEiRg6dCg2btyInJwcDBgwAOfPn8eqVau83T8iIiIij3kUbGrXro1vvvkG3333Ha5cuYLQ0FC0bNkSFSvy+DARERGVHh59dembb76JcuXKoVOnToiLi0P37t1RsWJFxMXFebt/RERERB5zOWNz5coVrFu3DgCwb98+zJkzR7Y+KysLv//+u3d7R0RERFQILmdsHnjgAQghcOPGDeul7R8ALFiwwKOdJCUlITY2Fg0bNkT37t1x/Phxt/U3b96Mp556qhDDICIiIirgHJtx48YBMJ9jM3jw4CLtQKfTIT4+HvHx8ejTpw8SExMxYsQI7N+/H2q12qH+xYsXMXv2bCiVBX8/BBEREZEtj04eHjx4MI4ePYrU1FRYfloqNzcX58+ft4YfV44ePQqFQoH+/fsDAGJjY/HZZ5/hwIEDaN9e/jExo9GIsWPHom/fvvjyyy+LMh4iIiIqwzwKNgkJCdi2bRsqVqwIg8EAtVqNy5cvo23btgVum5ycjOjoaFlZVFQUzpw54xBsPv74YzzyyCN49tlnGWyIiIio0DwKNrt27cIXX3yBGzduYP369ViwYAFWrlyJpKSkArfNyclBQECArEyj0UCr1crKTp48icTERHz55Zc4efJkIYYgV5RfAvVUaGh5r7VdWnHMvq+sjRfgmMsKjrls8ijYCCEQHR2NzMxMa5gZNGgQWrduXeC2AQEBDiFGq9UiMDBQtjx+/HjMmDED5cqVK0z/HWRkZMFkEnfVhjNl8eu5OWbfV9bGC3DMZQXHfP9TKKQiTVZ49D021apVw8mTJ1GpUiVkZ2fj+vXr0Gq1uHPnToHb1qhRA8nJybKy5ORk1KxZ07p88uRJXLx4EfHx8WjSpAni4+Nx8+ZNNGnSBFeuXCnkkIiIiKis8mjGZujQoRg4cCC2b9+O3r1744UXXoCfnx+aNWtW4LYxMTHQ6/VYu3Yt+vXrh8TERKSnp8u2bdKkCX777Tfr8g8//IDXX38dP/zwQxGGRERERGWVR8GmZcuW2LZtG8LCwvDmm2/ikUceQVZWFnr27Fngtmq1GitXrkRCQgLmz5+PyMhIrFixAoGBgYiLi7PO0BARERHdLUlYPr/tRsuWLbF9+3YEBXnvxNziwnNsig/H7PvK2ngBjrms4Jjvf149x6ZcuXJITU0tdONEREREJcmjQ1HVq1dHbGws6tatiypVqkCSJOu6RYsWea1zRERERIXhUbCpX78+6tev7+2+EBEREd0Vj4LNiBEjvN0PIiIiorvm0Tk2RERERPcDBhsiIiLyGQw2RERE5DM8OsfG4urVq7B87Y1Go0HlypW90ikiIiKionAbbEwmE+bMmYMqVaogLi4O7du3R25uLoQQKF++PHbs2IGwsLCS6isRERGRW24PRa1atQo//vgjWrZsCQDw9/fHzz//jJ9//hmNGjXCp59+WhJ9JCIiIvKI22CzdetWzJgxw/pL3JIkITAwEOXKlcOIESOwf//+EukkERERkSfcBpvLly+jdu3a1uVHHnnEer1BgwZIS0vzXs+IiIiICsltsFGr1cjOzrYur1+/3npdq9VCo9F4r2dEREREheQ22NStWxf/+9//nK7bs2cPGjRo4JVOERERERWF22AzYMAAzJo1C0eOHJGV//jjj5g9ezYGDx7szb4RERERFYrbj3s/99xzuHjxIoYNG4bQ0FCEh4fj2rVrSElJwdixYxETE1NS/SQiIiIqUIFf0Dd48GB069YN33//PdLS0hASEoJnn30WVapUKYn+EREREXnMo28erly5Mnr06FHknSQlJWHy5Mk4e/YsIiMjMXXqVDRs2FBWR6/XY9asWfj666+Rm5uLpk2bIiEhAeHh4UXeLxEREZUtBf5W1N69e7FkyRKcOHECWq0Wr7zyCho1aoShQ4ciPT29wB3odDrEx8ejV69eOHbsGAYMGIARI0ZAr9fL6i1btgznzp3D119/jSNHjqBSpUqYPn160UdGREREZY7bYPPRRx9h0qRJ+PPPP/Hqq6/i9ddfh9FoxIIFCxAYGIiZM2cWuIOjR49CoVCgf//+UKlUiI2NRXBwMA4cOCCr9/rrr2PlypWoVKkSMjIykJ2djeDg4LsbHREREZUpbg9Fbdq0CZ999hlq1aqFP//8E7169cLBgwcREhKCxo0bo127dgXuIDk5GdHR0bKyqKgonDlzBu3bt7eWKZVKKJVKLFmyBMuWLUNYWJjse3OIiIiICuI22Ny4cQO1atUCYP5OG39/f4SEhAAAKlSogNzc3AJ3kJOTg4CAAFmZRqOBVqt1Wn/YsGF4+eWXMXfuXAwdOhQ7duyASqXyaDAAEBIS5HHdwgoNLe+1tksrjtn3lbXxAhxzWcExl01ug40kSbJltVotWxZCFLiDgIAAhxCj1WoRGBjotL6/vz8AYOzYsdi4cSNOnz6NevXqFbgfi4yMLJhMBfersEJDy+PatdvF3m5pxjH7vrI2XoBjLis45vufQiEVabLC7Tk2QgicO3cOZ8+exdmzZ2EymWTLngSbGjVqIDk5WVaWnJxs/WFNi3feeQeff/65ddloNMJkMqFChQqFGQ8RERGVYW5nbO7cuYMuXbrIAkznzp2t1+1ndJyJiYmBXq/H2rVr0a9fPyQmJiI9PR3NmjWT1WvQoAFWr16NFi1aICQkBDNnzsQTTzyB6tWrF3ZMREREVEa5DTanTp266x2o1WqsXLkSCQkJmD9/PiIjI7FixQoEBgYiLi4OTZo0QXx8PPr164eMjAy88MILyM3NxTPPPINFixbd9f6JiIio7JCEJ8eT7iM8x6b4cMy+r6yNF+CYywqO+f7nlXNsiIiIiO4nDDZERETkMxhsiIiIyGcw2BAREZHPYLAhIiIin8FgQ0RERD6DwYaIiIh8BoMNERER+QwGGyIiIvIZDDZERETkMxhsiIiIyGcw2BAREZHPYLAhIiIin8FgQ0RERD6DwYaIiIh8BoMNERER+QwGGyIiIvIZDDZERETkM0ok2CQlJSE2NhYNGzZE9+7dcfz4caf1li9fjpYtW6JJkyYYMGAATp8+XRLdIyIiIh/h9WCj0+kQHx+PXr164dixYxgwYABGjBgBvV4vq7dlyxYkJiZi7dq1OHr0KGJiYjB8+HCYTCZvd5GIiIh8hNeDzdGjR6FQKNC/f3+oVCrExsYiODgYBw4ckNW7ceMG4uPjUb16dfj5+WHgwIG4cuUKUlJSvN1Ft0xHDsA4ZjBSurWAccxgmI4cKHgjIiIiuif8vL2D5ORkREdHy8qioqJw5swZtG/f3lo2dOhQWZ39+/ejUqVKiIiI8HYXXTIdOQDx2WJArzMXZKRBfLYYJgCKmFb3rF9ERETknNeDTU5ODgICAmRlGo0GWq3W5TbHjh3DlClTMG3aNCgUhZtUCgkJKlI/nUn76j8QllBjoddBrFkI5bEDkPxUgEoNSa2GpFIBKhUkleW6+VJSqV2X521nbUelsmkr79JPBUmSim1MhRUaWv6e7fteKWtjLmvjBTjmsoJjLpu8HmwCAgIcQoxWq0VgYKDT+l999RWmTp2KSZMmoWvXroXeX0ZGFkwmUaS+2jNdS3O+IjcX+uM/Fcs+POJnDk3wy/vLC0v5y/mXkrs6tst+8vCUX0dtXa4cXgnXb+tl6yWF0mvDNB05ALHlMyDjGhASCqnXoBKfGQsNLY9r126X6D7vpbI2XoBjLis45vufQiEVabLC68GmRo0aWLdunawsOTkZXbp0cai7bNky/Oc//8Hy5csRExPj7a4VLCQUyHASbipUguLl0UBuLmDIhci7hCHXXJard7ssLOVut8m7bjTkl3ugsJHOXf10Z4UKhSz85IcqNeDnZ7essgtOaocgZrkUf58FDu4GDAbzfjLSID5dCOPVf6Co/wQgSYBCad6/QgFIdpfO/iRn1/PakCRIhZwN9CWWEJly/RpQ+d6EyLKkNIT2soL37ZJTWu/XkhCieKY3XNDr9XjuuecwbNgw9OvXD4mJiZg3bx727dsnm7X58ssv8f7772PDhg0O5+QURrHO2Bw5gItrd+MvZTPckSogQNxCbeNBVB/QrsT+ecJkMocbDwKTNTTZBidLnVy7clnIsq9jXlaYjDDp9PL9ePfuUvIUNoFHUkBSKiAkKS8IKe2CkmQXjlyUFxCuJHeBzG1gU9rsy1JPadcH1/2W8sZoOvMHsH+7PCz7qYB2PaCo1wiAZN7GcghUkvLKbK/brrO7tK1vbcvmukNbLtp12ebdtVsltDzS07M87Cvu+lCww7l6AKD2hzTo9UI/jwghAGEyvyMRAoDIe3ciAMsnSIXIf5zm1alSuRzS02/nrcurL2z+4KLcrh2YhE2du2jHWbnDPgrfjumvk8B3O/PfIAHmN1zPdoT0SD0ANv9PZ/9XWZkku5Cvl5yUuWjH3fqC9gcn9SSHK9b1lSoFIvPmHdd9gZN2nPah4DGZfv8J2LHJ/LphUcT7tStFnbHxerABgFOnTiEhIQF//fUXIiMjkZCQgIYNGyIuLg5NmjRBfHw82rdvj0uXLkGtVsu23bx5c6GCTnEGm4s/peG3z/+C0Zj/D1UqBR7vXxvVm4QVyz5KM/tpTSEEYDR6FJgsdYQnISs3F+Lgbtcdqfmo+YnLZDQ/eQuT+dJkkpfb/gmTY137dUSF4So8FRQEtXdcvCGQAH+N+f4IOIYDS4CBcLE9OXPJ71H85d8q/82o7gCqGZLudbd8ktPbumI6lB+sKZb2S3WwKUnFGWx2JxzDnRs6h3JJKSH4oSBICgmSUoJCqch7g6+ApJCgUJrLba8rFPZlCocyRd512/r5ZQrrdYVd245l8v5IiqK96yzJ47XGMYNx6WYVrz5I7An7oGMyoUrlQKRfu2UXhox5Aco2HBntwpXJMWC5CGOioMDldL2zPlj2KezqO++bsNT59ajrJ/86DZy8wLp4B229IZ29k7a9bv+uHI77cDYL4HT/BfTH1f7tA4JH+y+lXM1IuQxX5ucB84hs6igUcAxn5vrOZ8LsymXt2PfFrp797FuBdT0Yn8M64NJvmfhd0wlGKf8NslLo8Zh2J6o3rJx/6F32/xWyC/l64VBNXibs6ttxt95pHzzcn4t9qFRK5OYa4X5McL7eaR9c7+/SJZWL23oXIj/+wHG7Iii159jcz5yFGgAQRoHryffXCVrOw5JtmTkM2QYuf40fDEaTvL5DgHIMWo4hzr5M4dDmteghOJ8kYJLMd8k7UkWc0HTBnVoSIi5m2Q3G2Wys5bCBvJ5toSSrb1kln171VyuQo1XJG7A8hyrcbO90RtlxnSTZX3Ey6+usv277bVdFkpyUWW8hXBw9A78bn7E+Id2RKuJ3TSfArwIix06GrytsYBeFCXpOQpZp0qu4dDvMMUiWT4NixoeFeuEv6mExT8cshDBPFJkEhEnAZDRfirxLk811j5ZttjeZLOWwW3bTvovr8mVYt7kekAGT3cuaUVLjt4CuSM6p6PQoj/zojJPHs2Wds41t2nD6r7F/LnDWdkH7d9YlJzuTJECt9oNeb3MYznq3cjYgJ0Vu6tmPPyXjKkxQyaoaJTX+CmiNSMdWShRnbNxwNWPjX16FJ4fUkT24TEabB6ddmfnBanJ8kBudPPCNttub8tcVYj/2ZYU+o5jKKGEOq1LeE1zeO+b811nJ6aUkSYD1zXzeOoVk81ptVyblPX0rbNZZL/P3XeA6BQDY1bGZnbTWkWz6opAQEKiGVpvrwX7lZZDM2+cNU14m5b0o5S3bbp/xwylcPCsgpPwXXEkY8WCUhEqNaxb7i7vJvj2jgEKSYMg1FhhELEfFiIpOoPui5sXSEmdsvKBul0j8tvEsjLn5j3alSoF6PaIQEl3xHvascGRPgkb5k5nJ6DpAVawQgBsZ2fIAZQlcLsJVfpuWJ1dT3pEb98Hu2l+ZLvtfsVo5m8HAcTrZ9sIuxAknU7uutgfMDySjUcgqO8wIW1c5hkZhX1nelH0lx5nevALZWNxs73SdQ1n+FSHg0Od8kvl/KN+I7prS4d2xkJS49Ddw6e/z96RH7kiKvHBmN6srKfKue7wMmxldRd557pJj286WlfnlDjPA1m0gX1ZK+Pmzv6C77fgJUv/yKjz18qMO5fLHn7PDM07qOZkLcDo9IJw8klw9pl014q6ek6NWFSsE4Kb15GHhpm+2zdk/iTmp7mQQJ/7vHPTZBoe6AcEaJzssWQw2blhOEP5z+wXcydQhoJI/6naJvO9OHLY+QRTyvx0aWh6qa+qCKxYDV7NjAcH+aDmmUYn0AfC974Fwxt1t3WbiE3lHU0TeURbLJQBhDkbCZHnCzFtnsqmDvNkDd9s7KXO7ziTy27bfn8gLYib77V3vt1w5f2Td1trtP+8wjKXMZNN23j6d9Te/bVhDpbBbd/FHF9+HBSCqRVXPXtxdXHf24u6svZAqQbhxM0cWEuxDw92cj1da1OsR5fLNaHCk739xXUk+f5mMwultXbdLZIns3x0GmwJUbxKG6k3CysQL3r3kanasNDxIfI2721rh5/vf7VPSj+X0MzddBskGvYv+1RaFUSk0CLlq35+F85U3o/cD2W19Q4eA4NJzWzPYUKlQmh8kvoZP/iWLob1k8c1oybHc1qUNgw2VGqX1QeKL+ORfchjaiUoWgw0RkZcxtBOVHAYbIvJZO3duw5IlC5CSchUREVUxcuRbGDSof7HuY9So13HixK8AzD8hI0kSVCrz93u0a9cRY8a863b73377FYsWzcWlS5dQpUoVDB06HM89105WJzMzE0OH/hvz5y9FZOTD1n0tW7YQ3367H3q9Ho8/3hBvvz0OYWHhxTo+X3Ovft9o+vRJ2LdvDzZv3oYqVUIBmO+fs2dPh7+/PwDziecPPlgdsbHPo2vXHoVq//LlS+jUaSA2b95u/bminJxszJ07Gz/8cBiSpEDz5s/izTfHWPf373/3xdWrl6HI+5LF8PCqWLfui+Ia8j3DYENEPmnnzm2YNm0StFotAODq1SuYNm0SypfXoHnztsW2n3nzFluvT5w4FlFR0Rg6dLhH2xoMBrz77miMGzcJLVq0xC+//IS33noN9es3QHh4BADg+PFf8P77M5CamiLbds2aVTh79gzWrNmAwMAALFw4F9OmTcLSpR8X29h8jcPvdmWkQXy2GCbAq+Hm1q1bOHz4EFq1aoOvvvoScXHx1nWPPFIbq1evNffPZMLPPx/D1KkTYDAY0LNnrEft/+9/32LevPdx69YtWfnq1R9Dr9djy5Yd0Ol0GD36DXz++X8wZMjL0Om0uHjxAr766msEBwcX32BLAQYbIrpvjBgxHAcPflfk7bVaLUaOHOlR3WbNnsXSpR8VeV8WRqMRHTq0xIIFy1C/fgPZulu3buLmzZswGAwQQkChUEClUkGpVAIAfv31ZyQkvIv4+JGYOTNBtq1Op8XgwUOtL0o9e8Zi+PAhEEI4fGQ7MzMTU6dOwZEjB6FSqdG5czcMH/4afvrpRyxdugD16j2GPXu+QXBwMOLjR6J16zYAgM8/X4vNmzdCp9MiKioar7/+NmrVqnPXt0lxMi6cApw45lCe4qSuU3odxMoPYFzpwc8ANHgSyjenFqp/APD11zvQsGEj9OrVBxMmjMWgQUOts3q2FAoFnnzyKbz22ptYtmwRunfvBYVCgX//uy8GDhyCdu06Omyze/curFz5IQYPjsPcue/J1l28+A/8/PysX1qrUCisszXnzp1F5cohHoUanU6HFSuWYO/er2EyCTRr1gKjRo3H9esZGDjwebz44iBs3Lge/v7+ePHFQejb94W8vn2NTz75CJmZmahWrTqGDXsVTRnKYI0AACAASURBVJv+q9C3X2Ex2BAReZFSqcSePf9zuq5y5RB069YTkyePh1KphBAC77wz2XqoIjq6Jr74YiuUSqVDsBk58m3Z8sGD3yM6+hGn30MzefJkaLVabN68HTqdFiNHDke1atURHh6Bc+fOokmTp7Bjx178/PMxTJgwBtHRNSFJ5lmhtWs3ITQ0DKtXf4SlSxdi8eIPi+eGKUO2bfsvhg9/DY899jiCg4Nx4MBepyHF4qmnYjBzZgL++ecCHn44yu3hoSeffAqtW7fFtWuO35fUt+8LmDBhDNq3fxYmkwlNmjRF377mQ7GnT/8FPz8/DB8+BJcvX8Qjj9TGG2+MxsMPRzm088knH+OPP05gzZoNCAgIwDvvjMaaNavQrVtP3LlzB2fPnsF//7sTFy78jTfffBUPPRSJhg0b4733pmLFik9Qp05d7NixFe+/PwObN2/z+nclMdgQ0X2jMDMoHTu2xtWrVxzKH3zwQezYsa84u1VkRqMRAQGBmDlzDp5+ujl++OEwpk+fjNq166BGjZqoUMH8DecGg+M3vNravftrfP75fzBv3lKHdTqdFvv27cMnn6xHUFAQgoKCMGfOQvj7++Pvv5MRFBSE+PgRUKlUiIl5Bk2aNMWBA3vRuXM36PU6JCZuQatWbTB06HDruRiliasZFGef+DOOGQxkOPnCxJAwr/3Y7u+//4asrCzExDQDAHTv3htffvmF22Bj+b9nZWW5rGMRHFzZ5TqDwYAuXXpg8OA45ORkY+LEsVi16kPEx48AANSp8yheffV1VK5cGWvWrMaYMW9g3bov4O8v//bgvXu/wZtvjrYG7okTpyI3N/8bnt94YxQCAgJQp05ddOzYBXv3foMmTZrC31+DrVu3wGDoivbtO6FTp64l8gWQpe9eSkRUDEaOfAsajfwJWqPRYPz48feoR44OHNiLM2f+wrPPtoZKpUKzZs+iadMYfP31To/b+Oyz1Zg/fzbee28uHn+8ocN6y6Eu25OKq1WrjtBQ86e0wsLCZYdFQkPDkJGRgdDQMHzwwUKcOpWE+PghiI3til27tt/FaO89qdcgQO0vL1T7m8u9ZOvW/+LmzUz07NkJ3bq1x+rVH+KPP37HqVN/utwmM9P8EzMRERFF3q/BYEBCwgT06tUH5cuXR3h4BF5++VVs3fpfAECPHr0xffpsVK36APz9NRg27FXcunUTZ86cdmjrxo3rCA3Nv/+EhYXjwQerAQDUan/rfQkw33+uX8+An58fFi1agczMTIwaNRLdu7fHunWfFXk8hcEZGyLySZ06dQUAh09F9erVq9R8d09qagpyc/WyMj8/P/j5FfzUbDKZMHv2dPz6689YvnwVatSo6bRe5coh8PPzw7VraQgKMv+g4JEjh5CdnYWKFSvh+vUMmEwm62xMSkoKGjZsjBs3rqNcuSDMn78UOp0O+/btxnvvTcO//vW021mC0kwR0womoMQ+FZWVlYUDB/Zi4cLl1iAAAIsWzcOXX25Co0ZPON3uhx8OIySkCkJCqhR53zk52cjKui2bWbG9byUmbsEDDzyIJ598CoB59tBgMECtdvwZnSpVQpGengagLgDg1KkknDx5As880wJ6vQ63bt1ChQoVAACpqVcRFhaO7Ows5ORkY9asD2AwGPDTTz/i3XdHo1GjJ1C//mNFHpcnOGNDRD6rU6eu2LVrP3799U/s2rXfGnZKi6ZN/4VTp/7E11/vgBACP/98DAcPfo+WLVsXuO3KlSvw22+/4qOPPnUZagDzi1mHDh2watUK5ORkIz39GpYtWwi93hyoMjMzsX79f2AwGHDo0P/w22+/oHXrNrh8+TLefnsEzpz5C/7+/qhYsRL8/f0dDlPcbxQxraD8YA2Un+yA8oM1Xv001Dff7MCDD1ZHgwYNrUElJKQKunTpjn37dltnZiyMRiOOHDmEjz5ahpdffuWuDttUqFAR9eo9huXLFyMnJwc3btzAJ598jNatzZ8ITE+/hkWL5iE1NQU6nRZLly5AZOTDqFmzlkNb7dp1xNq1a3D9egaysrKwYsVSXL9+3br+o4+WQq/XIynpJL75Zic6dOiMO3e0GDVqJH744Qj8/PzyQppkDUDexBkbIiIvcvepqEceqY1p097DqlUfYf78OYiIiMCUKdML/ORRbm4uNm1aD5PJhOefl3/fyY4d+xzedU+ZMgWTJ09F3749oFQq0KNHLDp16opjx35AxYoVceXKZXTt2g4hIVUwc+YHePDBanjwwWqIi4vHO++MRmbmDUREPIBp02ZbvyOFCrZ161do06a9Q3mTJk1RsWIlGI0GnDnzF9q2bQ4A8PNToVq1anj99bdl27n7VJQ706fPxuLF89CnT1f4+anQqlUbvPKK+fyaQYOGIicnG8OGDUJOzv+3d+dxNab9H8A/56TloEmTso0xJAqNdqWSLMWIppRnppGMiUJqLBnLoEehfoSxRVlSw0SJMtbJ8oxBKRSDJhSDhEOLVKdO5/r90dM9ztNGnJbj+369er06132d+76+93Wqb/f2LYWBgSFWrgyt9TqqSZOmoLS0FN9++w0qK8UYOnQEvv12KoTCZwAAgaAtxo93gIqKCvz85sHAwAgAsGTJcmzYEIqnT5+gQwd1zJkzH59+KvtSIjxWo2Z56/b8eTF3a9v79CE+ep5iln8fWrwAxfy61NQUBAYuRWLiiWYYlWzRPMve48e5cHUdh5Mnf5dJwsvn86Ch0f7t3/feR1KLmzdvwsXFBQYGBnB0dER6enq9/YOCghASEtIUQyOEEEKIHJF5YiMSieDt7Q1nZ2ekpqbC3d0dPj4+3Pnd1+Xn52PBggWIjo6W9bAIIYQQIodkntgkJyeDz+fDzc0NioqKcHFx+e8Dis7U6Ovm5gYFBQXY29c8J0kIIeT9MjUdJJenoUjT6NKlK/74I63FXXcl88QmJycH2traUm09e/bE7du3a/SNjIzEihUrWtxOIoQQQkjrIPO7okpKSiAQCKTaVFRUuMJ0r+vU6d2r0jbmQqM3pampKrN1t1QUs/z70OIFKOYPBcX8YZJ5YiMQCGokMWVlZTI7KkN3Rb0/FLP8+9DiBSjmDwXF3Pq12LuievXqhZycHKm2nJwc9O5d9wOlCCGEEEIaQ+aJjYWFBcrLyxEdHY2KigrExcVBKBTCyspK1psmhBBCyAdG5qeilJSUEBERgYCAAKxduxY9evRAWFgY2rZtC09PT5iYmMDb21vWwyCEEJmxsjKBsrIy+Hw+GGNo164dLC2HwNt7FvcI+RUrAvDbb8e5gpN8Ph86On0xdeqMWotX1icnJxvffeeO7dt3c+UU9u6NQnj4FqmClmvWbMDAgYbIy8vDjz8uRUZGOtq0aQNb2+GYOfP7WusCEdkIDFyCU6d+Q1zcYa5KdrVXr4rx5ZejYWBghNWrf3rrdYtEIsya5QVfXx8MGGACAJg71xfXrl3l+kgkEohEIoSF7YC+/kCcO3cWERFhyMvLg5ZWJ0ydOh02NrIrL9GUmqSkgq6uLmJiYmq0b9++vdb+wcHBsh4SIeQDkPToBLb/tRXPyp5CU0ULnn298bWmi0y2FRHxT5Lx5EkeQkOD4e/vh7CwHdxj6l1cvoKPz/cAAJGoDEeOHMbcuT7YvHk7+vatv4xCNbFYjKCgZSgvF0m1376dhWnTZsLNzb3Ge/z9/fHJJz1w8OBRFBe/xMKF8xAZuR3Tps14l5BbpQdpT3Hr1/sozRdBoK4MPYce6G6i1fAb30FRUREuXDgPW9sROHToADw9pf+ZP3nyOMzNLZGamoxHjx5KFcxsSHb2HYSErMDNm39KtYeGbpB6HRS0DJWVldDXH4i//76PwMBlWLVqDYyMTJCamoLFi/3x2WfR6NHjs0bH2VJQEUxCiFxKenQCodeD8bTsCRgYnpY9Qej1YBzJPiLzbXfq1BkBASuRk5ONCxf+qLWPsrIKnJ1dMWzYSERF7QBQVVl75Ehr5OXl1bnuiIgwGBub1mi/ffsv6OjULGBYUVEBgUAAD4/voKysDA2NjrCzG4U//7xW6/qzs+/Ax2caRo4cAldXR5w8eQwAsGPHNixbthC+vt4YMcIKU6d64Pbtv7htrFz5b4wZMxyOjqPw44/zUVhYUOv6m9ODtKfIiLmD0vyqpLA0X4SMmDt4kPZUpts9fvwIDAwM4ezsisTEg1IVtwHg8OGDGDlyFGxtRyI+fr/UstWrV2L16pW1rjcv7zFmzfLC0KHD0alT5zq3//vvZ3HlShr8/Rdy7xs79ksYG5uCx+PBzMwc3bv3qJEcVTt4MA6uro6ws7OBn990PHr0EADg4jIWO3eGw9l5DOztbRASsgIiUdW+zcrKxLRpkzFq1FC4uY3HL7/8/GY76z2gIpiEkFZjYepcpDy72Oj3iyQiLDi34I36DtK0wCrT0EZvq23bttDXH4hr19JhZTWk7u0MssD69WsAAJ07d8Zvv52rs29GxlVcunQR4eG7sXdvFNdeVlaGBw/+RmxsDAIDl0JVVRVff+0OBwdHKCoqIjw8XOpumfPnz6F3b50a66+oqIC///dwcHDEunWbcedOFnx9vdG3rx4A4PTpJAQErMDatZsQHb0LCxbMRUzMQZw4cQT37uUgLu5X8Hg8LF48H7GxMTWOTMhC8rYbeHIzv9Hvr6yQ4Ep0Fq5EZzXYt1M/dZh79X/rbRw+fBBeXjOhrz/wvw+oTeIKWt66dQNCoRCDB1tBS6sTvv9+Bjw9p3OPSfH3X1TnetXUOmDfvgS0b98eBw7sq7WPWCzGxo3rMHOmH9q2bQegqqq8mZk51+fRo4e4dy+71sreyckXEB6+BaGhG9C3rx62bduMwMCl2Lp1JwDg1KmT2LJlO5SUlDB//mzs3BmO6dNnYf36NbC1HYGvv56I7Oy7mD59CiwtrZukCCYdsSGEEBn56KOP8OpV8Tv3AaquwwgODsSiRQFS19EAwIsXz6GvPxBOTuNx4MCvmD9/MTZtWoeLF89L9WOMYf361bh//x7c3b+tsY3r1zNQVlYKD4/voKioCD29/tiyZTs6duwIADA2NsXw4XZo06YNV/H5+vUMtGvXHg8fPsCxY7+ioKAAq1evb5KkpjW4fj0DxcXFsLCoumHG0XE8Dhz456hMYuIhjB7tgDZt2kBXVw/du3fHiRNH32jdAoEA7dvXfzv06dO/QVlZCba2I2pdLhQ+g7+/H0aPdqj1iF9S0gmMHj0G/foNgIKCAr79diq+/34et9zD4zt07twFH3+sgUmTpiApqepJ1u3bt8eFC+dw/vw5dO3aDceOnWmSpAagIzaEkFbkbY6gfHXaCU/LntRo79KuC/bYHHifw6pTYWEBevbsVW+fgoICaGnVfRqh2rp1q/HFF2Nr/ePTtWs3bNoUzr0eONAQ9vZf4Ny5s7CwsARQdU1PYOBS3L17B5s2hUNd/eMa63nx4jk0NDpy1wQBgI5OX+77Tz7pzn2voKAADQ0NPH8uxMiRo1BQUICjRxPx009r0KuXNvz9F6FfvwENxvWu6jqCUtszXU4GpHKnoV4nUFeGXUDN03vvQ2LiQRQWFsDJ6QsAQGWlGIWFhcjMvIVPP+2BpKQTUFBQwLFjvwIASkpeIT5+P778cvx72f6RI4cxbpyT1JxWy8rKxA8/zMHgwVaYO7f2I5kvXryAtvY/R/cEAgF0dftxr7t1++czoaWlhRcvngMAFi0KQHj4ZoSGBqOgIB/Dh9th9uz5TVJZgI7YEELkkmdfbyjzlaXalPnK8DPya5Ltl5S8wvXr17jTOHVJSbn4RhcOnz6dhD17dmPUqKEYNWooAMDb+zucPHkcf/2ViejoSKn+5eXlUFKqir+goAA+PtNQVFSEbdt2oWvXbrVuQ1NTC8+fCyGRSLi2+PhY3LhRde2FUPiMaxeLxRAKhdDS6owHD/6GsbEJIiKikJh4AgMHGiEoaFmDMTU1PYceUFCU/rOnoMiHnoNsjiQUFxfjzJkkrF+/Bbt27cGuXXsQFbUPw4aNxIED+/Dbb8fx6ac9sGdPLLd89+4YPHr0EFeupL3z9ktKXiE9/TKGDRtZY1ly8gXMmuWFCRPc4O+/qNbEBwA0NTUhFP5zDVJJySts3LiOu07o9c9EXt5jaGl1AmMM2dl34Os7F/HxRxAevhu3bt2QOlIlS5TYEELk0ohu9pirvwBaKp3AAw9aKp0wV38BxvQaI/Nt5+Y+QkDAYujq6kldy/C6srIyxMbG4Ny5s5g0aUqD6zx9+jyOHz/LfQHA1q07YGc3CgKBALt2ReDMmSRIJBKkpV1CUtJJjB7tAMYYZs2ahY8/1sDatZvw0UdqdW6jX78BUFX9CHv27IZYLMbNm38iPHwL2rWrujYjOfkCUlNTIBaLERm5HWpqHTBggD7OnfsPAgIW48WL51BV/QgCgQBqanVvp7l0N9HCwK96Q6BelfAJ1JUx8KveMrsr6sSJI+jWrTs+/9wAGhoduS8HB0ecOnUSe/dGwc5ulNSybt0+gbX10DqvmXkbmZm30LGjZo3by7Oz7+LHH+fD338Rvv56Yr3rsLMbjePHjyArKxNisRi7d+/EzZt/cqdDf/45Evn5LyAUChEVtROjRzuAx+Nh3br/4z5HHTtqgsfjNdlngk5FEULk1ohu9hjRzb5JtjV1qgf4fD54PD7U1NQwZMhQeHpOB4/H4/rExcUgIaHqNJiysgr09Prhp5/CoK1ddZt4Xl4e3N1dER0di86dGz49Ve3TT3tg+fJViIjYghUrAqCpqYVFi5aib19dXL+egUuXLkFJSRmjR//znJI+fXSxeXOE1HoUFRURErIOa9eGYM+e3ejQ4WMsXLgEn33WE0BV4rNnz24sXjwfffvqYvXq9VBQUMCECV8jN/chJk36CiKRCH376mLhwpZ3xAaoSm5kfXt3tcTEQxgxoubnz8TEDHw+H48f52L4cLsay0ePdsD8+d/jyZM8REVVXaRb30XEdXn8OBcaGh1rtMfGxkAkEiEkJAghIUFcu4/PbDg6Okv1NTY2xfTpvli6dBHy86uu5QoIWMEt7927D7y8vkVxcTHGjBmHiRMnAwACAlYiNDQY+/fvhaKiIkaOHI0xY8a9dQyNwWOMvf/CSs2IakW9PxSz/PvQ4gUo5sbasWMbcnLuIijo/97TqGSL5ln2XFzGYvbs+bC0tJbJ+ltsrShCCCGEkKZCiQ0hhBBC5AZdY0MIIaRB333n1dxDIC1MXNzh5h5CreiIDSGEEELkBiU2hBBCCJEblNgQQgghRG5QYkMIIYQQuUGJDSGEEELkBiU2hBBCCJEbTZLY3Lx5Ey4uLjAwMICjoyPS09Nr7RcZGQlra2sYGRlh3rx5KCkpaYrhEUIIIUROyDyxEYlE8Pb2hrOzM1JTU+Hu7g4fHx+Ul5dL9Ttz5gx27NiBqKgo/Oc//0FhYSE2bNgg6+ERQgghRI7IPLFJTk4Gn8+Hm5sbFBUV4eLiAnV1dZw5c0aqX0JCAlxcXNCzZ0+oqqrCz88PcXFxqKyslPUQCSGEECInZP7k4ZycHGhra0u19ezZE7dv34a9/T9VT7OzszFy5EipPi9fvsSTJ0/QtWvXN94en89ruFMjyXLdLRXFLP8+tHgBivlDQTG3bo2NReaJTUlJCQQCgVSbiooKysrKpNpKS0uhoqLCva5+T2lp6VttT129XSNH2rDGVBlt7Shm+fehxQtQzB8KivnDJPNTUQKBoEYSU1ZWhrZt20q1qaioQCQSca+rE5p27WSXqBBCCCFEvsg8senVqxdycnKk2nJyctC7d2+pNm1tbWRnZ0v1UVVVhZaWlqyHSAghhBA5IfPExsLCAuXl5YiOjkZFRQXi4uIgFAphZWUl1W/cuHHYt28fbt++jeLiYmzYsAFjx44Fn0+P2iGEEELIm+ExxpisN5KZmYmAgAD89ddf6NGjBwICAmBgYABPT0+YmJjA29sbABAVFYXIyEgUFRXBxsYGQUFBNa7PIYQQQgipS5MkNoQQQgghTYHO8xBCCCFEblBiQwghhBC5QYkNIYQQQuQGJTaEEEIIkRuU2DTgTSuTtyZpaWlwdXWFsbExRowYgZiYGABAYWEhZs6cCWNjYwwdOhSxsbHce8rLy7Fo0SKYmZlh8ODBCAsLa67hvxOhUAgLCwuuVtnDhw/h4eEBQ0ND2NvbS9Uwq29/tAZ5eXnw8vKCkZERhgwZgqioKADyPc9XrlyBs7MzjIyMYG9vj8OHDwOQz5ivXbsm9diMxsbIGENoaCjMzc1hamqKoKCgFluj739jzsvLw4wZMzBo0CBYWloiMDCQK7DcUFyRkZGwtraGkZER5s2bh5KSkiaP5038b8zVJBIJ3N3dERISwrXJyzy/M0bqVFZWxqytrdmePXtYeXk5i42NZZaWlkwkEjX30BqtoKCAmZqasoSEBFZZWcn+/PNPZmpqys6fP89mzZrF5s2bx8rKylhGRgYzMzNjt27dYowxFhwczDw8PFhRURHLyclhtra27NSpU80czdubNm0a09XVZadPn2aMMebs7MzWrFnDysvL2dmzZ5mhoSF7/vw5Y4zVuz9aOolEwpycnFhwcDArLy9nWVlZzNTUlF2+fFlu51ksFjNzc3N27NgxxhhjqamprF+/fuzBgwdyFbNEImGxsbHM2NiYmZmZce2NjTE6Opo5ODiwJ0+esKdPnzInJycWFRXVLLHVpa6YJ06cyP7973+zsrIy9vTpU+bq6srWrl3LGKs/rtOnTzMrKyuWnZ3NioqKmKenJ1u1alWzxFaXumKuFhERwXR1dVlwcDDX1trn+X2hIzb1eNPK5K1Jbm4ubGxsMG7cOPD5fPTv3x+DBg3ClStXkJSUBF9fXygrK+Pzzz+Hg4MD919fYmIivLy8oKqqis8++wwTJ07E/v37mzmat/PLL79AIBCgS5cuAIC7d+8iKysLM2fOhKKiImxsbGBmZoZDhw7h1atX9e6Pli4jIwNPnz7FvHnzoKioCB0dHcTExKBTp05yO89FRUV48eIFKisrwRgDj8eDoqIiFBQU5CrmrVu3Iioqinv+F4AGP6/1xZiQkAAPDw9oaWlBU1MTXl5eLS7+2mIuLy+HQCDA9OnToaysDE1NTYwdOxZXr14FUH9cCQkJcHFxQc+ePaGqqgo/Pz/ExcW1qCMYtcVcLTMzE/Hx8VKFo4HWP8/vCyU29aivMnlrpaenh9WrV3OvCwsLkZaWBgBo06YNunfvzi2rjrWwsBBCoVCqDEZr2w/37t3Drl27EBAQwLVlZ2ejW7duUsVXq+O6f/9+nfujNbhx4wZ0dHSwevVqWFpawt7eHhkZGSgsLJTbeVZXV4ebmxvmzJmD/v3745tvvsGSJUuQn58vVzGPHz8eCQkJ0NfX59rq+7w2FGN2dnaNZXfu3AFrQY84qy1mJSUlhIeHQ1NTk2s7c+YMdHV1AdQfV23LXr58iSdPnjRBNG+mtpiBqoTuhx9+wPLly6VqLsrDPL8vlNjU400rk7dWL1++hLe3N3fU5vU/8MA/sVYXJH19X7Sm/SAWi+Hv74/FixejQ4cOXHt981tSUlLn/mgNCgsLkZKSwh1hXLVqFQIDA+uNq7XPs0QigYqKCn766Sekp6dj69atWLlyJYqLi+UqZi0tLfB4PKm2d5nX0tJSqfcKBAJIJBLuWpWWoLaYX8cYQ1BQELKzs+Hl5QWg/rhqW1b9npairphDQ0NhZWUFExMTqXZ5mOf3hRKberxpZfLW6MGDB/jqq6+gpqaGTZs2oW3btnXGWv3D8Pry1rQftmzZAj09PdjY2Ei11ze/rX3ulZSUoKamBi8vLygpKXEX027YsEFu5/nkyZO4du0aRo0aBSUlJQwdOhRDhw7Fxo0b5TbmavV9XhuKUUVFBSKRiFtWWlqKNm3aQFlZuQlG/u7Kysrg5+eHc+fOITo6GhoaGgDqj6u2ZQDQrl27ph38W7p48SKSk5Ph5+dXY5m8z/PboMSmHm9amby1uXHjBiZMmAArKyts2bIFKioq6NGjB8RiMXJzc7l+1bF26NABGhoaUvuittN0LdXRo0dx5MgRmJiYwMTEBLm5uZgzZw5ycnLw6NEjqf9YqmOub3+0Bj179kRpaSnEYjHXVllZiX79+sntPD9+/LjGf59t2rRB//795Tbmau/y86utrV1jWa9evZpu8O+goKAAEydOREFBAfbt2yd1Kq6+uLS1tZGdnS21TFVVFVpaWk03+EY4evQo/v77bwwePBgmJib49ddf8fPPP8PLy0uu5/mtNeulyy2cSCRiVlZWLCoqirsrytzcnL169aq5h9Zoz549Y+bm5mzbtm01lvn4+LA5c+awkpIS7q6K9PR0xhhjq1atYu7u7iw/P5+72v7o0aNNPfz3wtbWlrsrysnJiYWEhDCRSMTOnj3LDAwMWG5uLmOs/v3R0pWWljJra2sWHBzMKioq2OXLl5mBgQG7evWq3M5zZmYm69+/P4uLi2MSiYSlpKQwQ0NDdu3aNbmMOTk5WepumcbGGBUVxRwcHNjjx4/Zs2fPmJOTE4uIiGiWmBryeswSiYRNnDiReXl5sfLy8hp964vr1KlTzMrKimVlZbGXL1+yqVOnsoCAgCaN5U397zy/7ocffpC6K0pe5vldUWLTgFu3brF//etfzMDAgDk6OrKrV68295DeSVhYGOvTpw8zMDCQ+lq7di3Lz89nvr6+zNTUlNnY2LDY2FjufaWlpWzJkiXM3NycWVhYsLCwsGaM4t28ntg8fPiQTZkyhRkZGTE7OzuunTFW7/5oDe7du8emTJnCTE1Nma2tLYuLi2OM1R9Xa5/nU6dOsXHjxjFDQ0M2ZswYdvLkScaYfMb8v3/wGhujWCxma9euZZaWlszMzIwFBgYysVjcpLG8qddjvnz5MuvTpw/T19eX+l3m5ubGGGs4rt27dzNbW1tmbGzMJYQt08HDPQAAA+NJREFU0dskNvIyz++KqnsTQgghRG7QNTaEEEIIkRuU2BBCCCFEblBiQwghhBC5QYkNIYQQQuQGJTaEEEIIkRuU2BBCCCFEblBiQwh57zw9PWFoaAhDQ0P069cPAwYM4F4vXboUaWlpGDZsmMzHUVFRgW+++QZCobDeft7e3rh7967Mx0MIkT16jg0hRKZ8fX2ho6ODWbNmNfm2t23bhoqKCvj4+NTb79atWwgMDMTevXubaGSEEFmhIzaEkCaXkpKCQYMGAQDi4+Ph7e2NBQsWwNDQEHZ2dkhNTcXcuXNhaGiIMWPGIDMzk3vv3r17YWdnh0GDBmHmzJl49uxZrdsoKSlBZGQkJkyYAAAoKirCjBkzYGZmBltbWyxevJgrCqinpwexWIyLFy/KOHJCiKxRYkMIaXZnzpzBkCFDcPnyZQwcOBCTJ0+GnZ0dUlJSoKenhy1btgAAjh07hvDwcGzevBm///47unfvjtmzZ9e6zqSkJPTq1YsrbLhz504oKCjgjz/+wKFDh3Djxg0kJiZy/e3t7REXFyf7YAkhMkWJDSGk2XXr1g1ffPEF+Hw+zMzM0LVrV9jb20NJSQnm5uZc1eq4uDhMnjwZOjo6UFZWxpw5c5CRkSFVtbhaWloaPv/8c+61qqoqbty4gSNHjqCiogLx8fFwdXXllg8YMACXLl2SfbCEEJmixIYQ0uw6dOjAfa+goABVVVXuNZ/Ph0QiAQA8fvwY69evh4mJCUxMTDB48GDweDwu8XldXl4eNDU1udeTJ0+Gq6srdu7cCWtra0yaNAn37t3jlmtqakIoFKKyslIGERJCmgolNoSQVkNTUxM//vgj0tLSuK+DBw/C1NS0Rl8ej8clRABw+/ZtODo64vDhwzh79iw0NDQQGBjILa+srASPxwOPx2uSWAghskGJDSGk1XBycsKuXbtw//59SCQSREdHY8KECSgtLa3Rt0uXLlIXFu/fvx/Lli1DcXEx1NXVoaKiInWk6NmzZ9DS0gKfT78WCWnN6CeYENJqODo6wtXVFVOnToWJiQkSEhKwbds2qKmp1ehrYWGB9PR07vXs2bPRrl07DB8+HObm5igsLMTChQu55RkZGbCwsGiSOAghskPPsSGEyKXS0lKMGDEC8fHx6NSpU4P9nZ2d4e/vT8kNIa0cHbEhhMglgUAADw8P/PLLLw32vXbtGlRUVCipIUQOUGJDCJFbkydPRkpKSp0P8au2ceNGLF++vIlGRQiRJToVRQghhBC5QUdsCCGEECI3KLEhhBBCiNygxIYQQgghcoMSG0IIIYTIDUpsCCGEECI3KLEhhBBCiNz4f2YkF+QjrGMjAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "c = loader.photon_hdf5(filename) #loaded as c this time so as not to overwrite \n", "for i in range(0, len(c.ph_times_t)): #sorting code\n", " indices = c.ph_times_t[i].argsort()\n", " c.ph_times_t[i], c.det_t[i] = c.ph_times_t[i][indices], c.det_t[i][indices]\n", "bpl.plot_alternation_hist(c) #alternation hist\n", "#plt.savefig((filename+\"altplot.svg\"), format=\"svg\")\n", "dplot(d, timetrace, binwidth=1e-3, tmin=t1, tmax=t2, figsize=(8,5)) #timetrace\n", "#plt.savefig((filename+\"timetrace.svg\"), format=\"svg\")\n", "plt.xlim(0,5);\n", "plt.ylim(-45,45);\n", "plt.ylabel(\" Photons/ms in APD0 Photons/ms in APD1\");\n", "plt.legend()\n", "dplot(d, hist_bg, show_fit=True) #background plot\n", "#plt.savefig((filename+\"bgplot.svg\"), format=\"svg\")\n", "dplot(d, timetrace_bg); #backgroundtimetrace\n", "#plt.savefig((filename+\"bgtrace.svg\"), format=\"svg\")\n", "g=alex_jointplot(allphotons) #plots all photons burst search with allchannels selection\n", "#plt.savefig((filename+\"ESall.svg\"), format=\"svg\")\n", "g=alex_jointplot(dlbursts) #plots the dual channel burst search with doubly labelled selection\n", "#plt.savefig((filename+\"ESdl.svg\"), format=\"svg\")\n", "dplot(dlbursts, hist_fret, pdf=False, show_model=True, show_fit_value=True, fit_from='center'); #1D FRET histogram\n", "#plt.savefig((filename+\"1DEHist.svg\"), format=\"svg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This will give you all the metadata in your file. This code may fail if you did not enter information into some of the fields. If that happens, just hash out the corresponding line." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aquisition length = 1799.9\n", "Buffer = '5mM NaCl, 20mM MgCl2, 50 mM Tris 8.0'\n", "Description = 'Enter additional notes here'\n", "Dye names = 'Atto550,Atto647N'\n", "User = 'Default user'\n", "Alex Periods = [0, 4500] [5000, 9500]\n", "Laser powers (g,r)= [52. 15.]\n", "Filename = exampledata/1a1.hdf5\n" ] } ], "source": [ "h5file = tables.open_file(filename)\n", "#print(\"Sample name =\", (str(h5file.root.sample.sample_name.read()))[1:])\n", "print(\"Aquisition length =\", h5file.root.acquisition_duration.read())\n", "print(\"Buffer =\", (str(h5file.root.sample.buffer_name.read()))[1:])\n", "print(\"Description =\", (str(h5file.root.description.read()))[1:])\n", "print(\"Dye names =\", (str(h5file.root.sample.dye_names.read()))[1:])\n", "print(\"User =\", (str(h5file.root.identity.author.read()))[1:])\n", "print(\"Alex Periods =\", h5file.root.photon_data.measurement_specs.alex_excitation_period1.read(), h5file.root.photon_data.measurement_specs.alex_excitation_period2.read())\n", "print(\"Laser powers (g,r)=\", h5file.root.setup.excitation_input_powers.read())\n", "print(\"Filename =\", filename)" ] } ], "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": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 2 }