{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exercise: Principal Component Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this exercise you learn how to analyze high-dimensional neuronal spike train data.\n", "The data you work on are spike trains generated by a large neural network model.\n", "Below are descriptions of the model, recording, and data format." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulation experiment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](images/model_setup.png)\n", "\n", "* Model network consisting of 10,000 neurons of either excitatory or inhibitory subtypes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Stimulation protocol" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Continuous recording with regular stimulation\n", " - 990s total recording time\n", " - Stimuli presented at 300ms intervals\n", " - First stimulus occurs 100ms into recording\n", " - Each stimulus presented 1100 times\n", "* 3 different stimuli types: A, B, and C\n", " - Transient activation of a different subset of 2400 neurons for each stimulus\n", " - Stimulation in the form of a double exponential which peaks at ~50ms and decays over 200-300ms\n", " - Presented in a random order" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data format" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Data are saved in .npy format (i.e. the standard file format to save numpy arrays)\n", "* **spikes.npy** contains spike times (in ms units) of all 10k model neurons\n", "* **stim_on.npy** contains the time stamps (in ms units) of the onsets of stimulus presentations, separately for each of the 3 stimulus types\n", "* **stim_ids.npy** contains the neuron indices associated with each stimulus" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 1: Load the data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As with previous analyses, we must first load the data from file.\n", "Data files are again provided in .npy format and can be loaded as follows:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "spikes = np.load(\"spikes.npy\", encoding='bytes', allow_pickle=True)\n", "stim_on = np.load(\"stim_on.npy\")\n", "stim_ids = np.load(\"stim_ids.npy\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The array `spikes` contains spike trains of all 10k neurons. The spike times of the 1st neuron (referred to as unit 0 hereafter) are stored in `spikes[0]`, those of the 2nd neuron (likewise, unit 1) in `spikes[1]`, and so on.\n", "\n", "The array `stim_on` contains the time stamps of the onsets of the 3 types of stimuli, which can be accessed by `stim_on[0]` for the stimulus type A, `stim_on[1]` for the stimulus type B, and `stim_on[2]` for the stimulus type C.\n", "\n", "The array `stim_ids` contains the indecies of the units associated with each of the 3 types of stimuli, which can be accessed by `stim_ids[0]` for the stimulus type A, `stim_ids[1]` for the stimulus type B, and `stim_ids[2]` for the stimulus type C." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* **Task 1**: Calculate the mean and standard deviation (across the population) of the per-unit average firing rate (in Hz)" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Rate = 3.88 Hz\n", "SD Rates = 0.44 Hz\n" ] } ], "source": [ "# !!!!!!!!!!!!!!!!!!!!!!!\n", "# TO BE IMPLEMENTED\n", "# !!!!!!!!!!!!!!!!!!!!!!!\n", "#\n", "# calculate the average rate of each spike train\n", "#\n", "# hint: divide the number of spikes by the total time\n", "#\n", "time_scale = 990 \n", "counts = np.array([len(s) for s in spikes])\n", "rates = counts / time_scale\n", "\n", "# calculate the mean and standard deviation of the spike rates\n", "mean_rate = np.mean(rates)\n", "std_rate = np.std(rates)\n", "\n", "print('Mean Rate = {:.2f} Hz'.format(mean_rate))\n", "print('SD Rates = {:.2f} Hz'.format(std_rate))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the firing rate is quite low and does not vary much across the population (i.e. all spike trains are similar)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 2: Select a subset of units" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We do not wish to analyse the response of units we know to have been directly stimulated. We must therefore first identify those units which are only indirectly affected by the stimuli. We'll call these *response* units. There are $10000-(3*2400) = 2800$ such units in the network." ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [], "source": [ "# Get indices of response units\n", "mask_resp = np.ones(len(spikes), dtype=bool)\n", "for ids in stim_ids:\n", " mask_resp[ids] = 0\n", "resp_ids = np.nonzero(mask_resp)[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In real experimental data we would not have recordings from all neurons, we would only have a fraction of the neurons available to us in this dataset. \n", "To make our analysis of this simulated network more comparable to the analysis of real data, let's imagine that we only recorded from 100 units in this network. \n", "* **Task 2**: Select 100 uints at random from the 2800 response units identified above." ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [], "source": [ "# !!!!!!!!!!!!!!!!!!!!!!!\n", "# TO BE IMPLEMENTED\n", "# !!!!!!!!!!!!!!!!!!!!!!!\n", "#\n", "# select a random subset of 100 response units\n", "#\n", "# hint: use the function `np.random.choice()`\n", "# to select 100 random entries from the `resp_ids` list,\n", "# then form a new list of spiketrains using those indecies\n", "#\n", "spikes_resp = spikes[np.random.choice(resp_ids, 100, replace= False)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 3: Inspect the data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can visualise some of the data we are going to analyse. Let's draw a raster plot and mark the times of each stimulus onset. \n", "\n", "The recording is too long to view the entire session (more than 15 minutes!) so we just look at a short (5 second) sample. \n", "\n", "* **Task 3**: Complete the code to plot spike trains and event times within the given window" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Unit Index (within subset)')" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "# time range to plot\n", "t_start, t_stop = [15000, 20000]\n", "\n", "# create a figure\n", "fig = plt.figure(figsize=(20, 4))\n", "ax = fig.add_subplot(111)\n", "\n", "# set the figure title\n", "fig.suptitle('Network Response to Stimulation')\n", "\n", "# plot a spike raster\n", "for i, spike_times in enumerate(spikes_resp):\n", " \n", " # !!!!!!!!!!!!!!!!!!!!!!!\n", " # TO BE IMPLEMENTED\n", " # !!!!!!!!!!!!!!!!!!!!!!!\n", " #\n", " # find spike times which occur within window\n", " #\n", " xs = spike_times[(spike_times > t_start) & (spike_times < t_stop)]\n", "\n", " \n", " # plot spikes\n", " ys = np.ones_like(xs) * i\n", " ax.plot(xs, ys, 'k|')\n", "\n", "# mark stimulus onsets\n", "legend = []\n", "colors = ['r', 'y', 'b']\n", "for i, stim_on_times in enumerate(stim_on):\n", " \n", " # !!!!!!!!!!!!!!!!!!!!!!!\n", " # TO BE IMPLEMENTED\n", " # !!!!!!!!!!!!!!!!!!!!!!!\n", " #\n", " # find stimulus times which occur within window\n", " # \n", " # hint: just do the same thing as you did for spikes above\n", " #\n", " xs = stim_on_times[(stim_on_times > t_start) & (stim_on_times < t_stop)]\n", " \n", " # draw markers for stimulus onsets\n", " for x in xs:\n", " l = ax.axvline(x, color=colors[i])\n", " \n", " # add the last marker to legend\n", " legend.append(l)\n", " \n", "# create the legend\n", "ax.legend(legend, ['Stimulus A','Stimulus B','Stimulus C'])\n", "\n", "# label the axes\n", "ax.set_xlabel('Simulation Time (ms)')\n", "ax.set_ylabel('Unit Index (within subset)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the activity appears to be both asynchronous and irregular. \n", "Moreover, responses are clearly different for each presentation of every stimulus." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 4: Compute the PSTH" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The response of the network to each stimulus may show some statistical pattern if we average over many trials. \n", "Let's next compute the PSTH for each unit and for each stimulus to see if this is the case. \n", "\n", "* **Task 4**: Complete the code to compute a PSTH for all spike trains" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "# size of bin used for PSTH\n", "binsize = 10\n", "\n", "# length of response\n", "window = 200\n", "\n", "# create an empty N (stimuli) by M (spike trains) by P (bins)\n", "# mean spike count response matrix\n", "response = np.zeros((len(stim_on), len(spikes_resp), int(window / binsize)))\n", "\n", "# for each spiketrain\n", "for i, spike_times in enumerate(spikes_resp):\n", "\n", " # for each stimulus type\n", " for j in range(len(stim_on)):\n", "\n", " # for each occurrence of that stimulus\n", " for stim_on_time in stim_on[j]:\n", "\n", " # find all spikes in the specificed\n", " # window after the stimulus\n", " spike_times_in_window = spike_times[(stim_on_time <= spike_times) & (spike_times < (stim_on_time + window))]\n", "\n", " # !!!!!!!!!!!!!!!!!!!!!!!\n", " # TO BE IMPLEMENTED\n", " # !!!!!!!!!!!!!!!!!!!!!!!\n", " #\n", " # add each spike to the corresponding bin\n", " # \n", " # hint: you need convert the list of spike\n", " # times to a list of (integer) bin indices\n", " #\n", " bin_indices = ((spike_times_in_window - stim_on_time) // binsize).astype(int)\n", " for bin_idx in bin_indices:\n", " response[j, i, bin_idx] += 1\n", "\n", " # normalise spike count bins by the total\n", " # number of occurrences of each stimulus\n", " response[j, i] /= len(stim_on[j])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's first look at the average population response to each stimulus." ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Spike Count')" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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vv5GdnZ1vmB4YvtW/evUqP/30U6HXS0lJKTYujUaDSqXK16sSERFRoCJf165dAfjxxx/z7f/uu+8KnG/AgAEsW7aMEydOFLheWcpj571Gly5dWLVqVb6hdjdu3OD333+nVatWxqFUuWbNmkVWVpbx+fTp08nOzs73IT4wMJDt27cXOK64HqfcHo68PRqKovDNN98UaJubIPw3QTPFPZrasGHDqFSpEpMnTwagYcOGBAYG8uWXX5KcnFygfe7PNicnp8DwRC8vLypUqFCgTH52djYzZ840Ps/MzGTmzJl4enrSsGFDAHr06MH169fzzfnLzs7mu+++w8HBgbZt25bqvlJTUwusYRYYGIijo6Mxvq5du+Lk5MSnn36a7/fmv/daknMJIYS5SY+TEOKh8ueff5KUlETv3r0Lfb1Zs2bGxXBzE6THH3+c7777jokTJxIUFGSc05HrqaeeYvHixTz//PNs2bKFli1bkpOTw+nTp1m8eDH//PMPjRo1KjKunj178tVXX9GtWzeeeOIJoqOj+eGHH6hWrRrHjh0ztmvYsCEDBgxg2rRpxMbGGsuR5/YO5O1J+fzzz9myZQtNmzZl9OjR1KlTh7i4OA4fPszGjRuJi4u7p/cwr08++YQNGzbQqlUrXnzxRbRaLTNnziQjI4MpU6YUaJ+ZmUnHjh0ZPHgwZ86c4ccff6RVq1b5fh7PPvsszz//PAMGDKBz584cPXqUf/75xzh87W5q1apFYGAgb775JlevXsXJyYlly5YVOrcoNxl45ZVX6Nq1KxqNxlhevqz3aGo6nY5XX32Vt956i3Xr1tGtWzd+/vlnunfvTt26dXn66aepWLEiV69eZcuWLTg5ObF69WqSkpKoVKkSAwcOJCQkBAcHBzZu3MiBAweYOnVqvmtUqFCByZMnExERQY0aNVi0aBFhYWHMmjXLWMzjueeeY+bMmYwcOZJDhw4REBDA0qVL2bVrF9OmTcPR0bFU93X27Fnj70KdOnXQarWsWLGCGzduGH8WTk5OTJ8+naeeeooGDRowZMgQPD09iYyM5O+//6Zly5Z8//33JTqXEEKYnQUr+gkhhMn16tVLsbGxMZZ2LszIkSMVnU5nLOOt1+sVPz8/BVA++eSTQo/JzMxUJk+erNStW1extrZWXF1dlYYNGyoffvihkpCQYGwH3LU89C+//KJUr15dsba2VmrVqqXMmTPHWKI6r5SUFOWll15S3NzcFAcHB6Vv377KmTNnFED5/PPP87W9ceOG8tJLLyl+fn6KTqdTfHx8lI4dOyqzZs0q9r3y9/dXevbsWWy7w4cPK127dlUcHBwUOzs7pX379sru3bvztckt1b1t2zblueeeU1xdXRUHBwdl2LBhSmxsbL62OTk5yv/93/8pHh4eip2dndK1a1fl/PnzJSpH/u+//yqdOnVSHBwcFA8PD2X06NHK0aNHFUCZM2eOsV12drby8ssvK56enopKpcr3HlNIOfTS3OOBAwfy7S8szsLk/qxjYmIKvJaQkKA4Ozsrbdu2Ne47cuSI0r9/f8Xd3V2xtrZW/P39lcGDByubNm1SFMVQUvytt95SQkJCFEdHR8Xe3l4JCQlRfvzxx3znbtu2rVK3bl3l4MGDSvPmzRUbGxvF399f+f777wvEcePGDeXpp59WPDw8FCsrKyUoKCjf+6ood8qRF1YaPO97e/PmTeWll15SatWqpdjb2yvOzs5K06ZNlcWLFxc4bsuWLUrXrl0VZ2dnxcbGRgkMDFRGjhypHDx4sNTnEkIIc1EpSglnswohhLCYsLAw6tevz/z58xk2bJilwylg7ty5PP300xw4cKDY3jdRvtq1a8fNmzcLHdIphBCi5GSOkxBC3GfS0tIK7Js2bRpqtZo2bdpYICIhhBBCyBwnIYS4z0yZMoVDhw7Rvn17tFota9euZe3atTz33HNmrfAmhBBCiLuTxEkIIe4zLVq0YMOGDXz88cckJydTuXJlJk2aVKBMuhBCCCHKj8xxEkIIIYQQQohiyBwnIYQQQgghhCiGJE5CCCGEEEIIUQxJnIQQQgghhBCiGJI4CSGEEEIIIUQxJHESQgghhBBCiGJI4iSEEEIIIYQQxZDESQghhBBCCCGKIYmTEEIIIYQQQhRDEichhBBCCCGEKIYkTkIIIYQQQghRDEmchBBCCCGEEKIYkjgJIYQQQgghRDEkcRJCCCGEEEKIYkjiJIQQQgghhBDFkMRJCCGEEEIIIYohiZMQQgghhBBCFEMSJyGEEEIIIYQohiROQgghhBBCCFEMSZyEEEIIIYQQohiSOAkhhBBCCCFEMSRxEkIIIYQQQohiSOIkhBBCCCGEEMWQxEkIIYQQQgghiiGJkxBCCCGEEEIUQxInIYQQQgghhCiGJE5CCCGEEEIIUQxJnIQQQgghhBCiGJI4CSGEEEIIIUQxJHESQgghhBBCiGJI4iSEEEIIIYQQxdBaOoDyptfruXbtGo6OjqhUKkuHI4QQQgghhLAQRVFISkqiQoUKqNVF9yk9conTtWvX8PPzs3QYQgghhBBCiPvE5cuXqVSpUpFtHrnEydHRETC8OU5OThaORgghhBBCCGEpiYmJ+Pn5GXOEojxyiVPu8DwnJydJnIQQQgghhBAlmsIjxSGEEEIIIYQQohiSOAkhhBBCCCFEMSRxEkIIIYQQQohiPHJznIQQQgghhABDKers7GxycnIsHYowI51Oh0ajKfN5JHESQgghhBCPnMzMTKKiokhNTbV0KMLMVCoVlSpVwsHBoUznkcRJCCGEEEI8UvR6PeHh4Wg0GipUqICVlVWJqqqJB4+iKMTExHDlyhWqV69epp4nSZyEEEIIIcQjJTMzE71ej5+fH3Z2dpYOR5iZp6cnERERZGVllSlxkuIQQgghhBDikaRWy0fhR4GpehPlt0UIIYQQQgghiiGJkxBCCCGEEEIUQxInIYQQQgghHnKTJk0iNDTU7NeZO3cuLi4uZr+OJUjiJIQQQgghxAMiJiaGF154gcqVK2NtbY2Pjw9du3Zl165dxjYqlYqVK1fmO+7NN99k06ZN5RyteXXt2hWNRsOBAwfK5XpSVU8IIYQQQogHxIABA8jMzGTevHlUrVqVGzdusGnTJmJjY4s8zsHBoczrGN1PIiMj2b17N2PHjmX27Nk0btzY7NeUHich7kFCRgKvbXmNPy/8aelQhBBCCGECiqKQmpld7g9FUUocY3x8PDt27GDy5Mm0b98ef39/mjRpwvjx4+nduzcAAQEBAPTr1w+VSmV8/t+heiNHjqRv3758+umneHt74+LiwkcffUR2djZvvfUWbm5uVKpUiTlz5hiP2bp1KyqVivj4eOO+sLAwVCoVERERhcace528xo0bR7t27YzPly5dSlBQELa2tri7u9OpUydSUlKKfC/mzJnDY489xgsvvMAff/xBWlpake1NQXqchLgHf5z+g42RGzl44yA9qvRAq5a/SkIIIcSDLC0rhzof/FPu1/33o67YWZXsc0Rur9HKlStp1qwZ1tbWBdocOHAALy8v5syZQ7du3Ypct2jz5s1UqlSJ7du3s2vXLkaNGsXu3btp06YN+/btY9GiRYwZM4bOnTtTqVKle77HokRFRTF06FCmTJlCv379SEpKYseOHUUmlIqiMGfOHH744Qdq1apFtWrVWLp0KU899ZRZYswlPU5ClFKOPodl55YBEJ8Rz8EbBy0ckRBCCCEeBVqtlrlz5zJv3jxcXFxo2bIl7777LseOHTO28fT0BMDFxQUfHx/j88K4ubnx7bffUrNmTZ555hlq1qxJamoq7777LtWrV2f8+PFYWVmxc+dOs91TVFQU2dnZ9O/fn4CAAIKCgnjxxReLHFa4ceNGUlNT6dq1KwBPPvkkv/zyi9lizCVfkwtRSjuv7uR6ynXj8w0RG2jm28yCEQkhhBCirGx1Gv79qKtFrlsaAwYMoGfPnuzYsYO9e/eydu1apkyZws8//8zIkSNLda66devmWwTY29ubevXqGZ9rNBrc3d2Jjo4u1XlLIyQkhI4dOxIUFETXrl3p0qULAwcOxNXV9a7HzJ49m8cffxyt1pDKDB06lLfeeosLFy4QGBhotlgt2uM0adIkVCpVvketWrXu2v6nn36idevWuLq64urqSqdOndi/f385RiwELDm7BIA67nUA2Bi5kRx9jiVDEkIIIUQZqVQq7Ky05f5QqVSljtXGxobOnTszYcIEdu/ezciRI5k4cWKpz6PT6Qq8B4Xt0+v1AMYkK+8wuqysrCKvoVarCwy7y3uMRqNhw4YNrF27ljp16vDdd99Rs2ZNwsPDCz1fXFwcK1as4Mcff0Sr1aLVaqlYsSLZ2dnMnj27mDsuG4sP1atbty5RUVHGR1FdgVu3bmXo0KFs2bKFPXv24OfnR5cuXbh69Wo5RiweZVHJUey4ugOAT1t9irO1M3HpcRyOPmzhyIQQQgjxqKpTp06+Ygo6nY6cHNN/qZs77C8qKsq4LywsrNhj8rYv7BiVSkXLli358MMPOXLkCFZWVqxYsaLQ8y1YsIBKlSpx9OhRwsLCjI+pU6cyd+5cs9x3LosnTlqtFh8fH+PDw8Pjrm0XLFjAiy++SGhoKLVq1eLnn39Gr9c/dDXpxf1r2bll6BU9TX2aEugSSAe/DgCsj1hv4ciEEEII8bCLjY2lQ4cOzJ8/n2PHjhEeHs6SJUuYMmUKffr0MbYLCAhg06ZNXL9+nVu3bpns+tWqVcPPz49JkyZx7tw5/v77b6ZOnVrkMR06dODgwYP8+uuvnDt3jokTJ3LixAnj6/v27ePTTz/l4MGDREZGsnz5cmJiYqhdu3ah5/vll18YOHAg9erVy/cYNWoUN2/eZN26dSa73/+yeOJ07tw5KlSoQNWqVRk2bBiRkZElPjY1NZWsrCzc3NzMGKEQBln6LJafWw7AoJqDAOjs3xkwDNfTK3qLxSaEEEKIh5+DgwNNmzbl66+/pk2bNtSrV48JEyYwevRovv/+e2O7qVOnsmHDBvz8/Khfv77Jrq/T6fjjjz84ffo0wcHBTJ48mU8++aTIY7p27cqECRN4++23ady4MUlJSQwfPtz4upOTE9u3b6dHjx7UqFGD999/n6lTp9K9e/cC5zp06BBHjx5lwIABBV5zdnamY8eOZi0SoVJKUzzexNauXUtycjI1a9YkKiqKDz/8kKtXr3LixAkcHR2LPf7FF1/kn3/+4eTJk9jY2BTaJiMjg4yMDOPzxMRE/Pz8SEhIwMnJyWT3Ih5+my5tYtzWcbjZuLFx4EZ0Gh1ZOVm0XdSWpKwk5nWbRwPvBpYOUwghhBDFSE9PJzw8nCpVqtz1M6R4eBT1805MTMTZ2blEuYFFe5y6d+/OoEGDCA4OpmvXrqxZs4b4+HgWL15c7LGff/45CxcuZMWKFUX+wn/22Wc4OzsbH35+fqa8BfEIWXzW8HvZr1o/dBrDxEmdRkf7yu0B2HBpg8ViE0IIIYQQ5mXxoXp5ubi4UKNGDc6fP19kuy+//JLPP/+c9evXExwcXGTb8ePHk5CQYHxcvnzZlCGLR8TlpMvsvrYbFSoG1MjfPZw7XG/9pfUyXE8IIYQQ4iF1XyVOycnJXLhwAV9f37u2mTJlCh9//DHr1q2jUaNGxZ7T2toaJyenfA8hSmvp2aUAtKjQAj/H/L2WzSs0x15nT3RqNMdijhV2uBBCCCGEeMBZNHF688032bZtGxEREezevZt+/fqh0WgYOnQoAMOHD2f8+PHG9pMnT2bChAnMnj2bgIAArl+/zvXr10lOTrbULYhHQFZOFivPrwTuFIXIy1pjTTu/doAM1xNCCCGEeFhZNHG6cuUKQ4cOpWbNmgwePBh3d3f27t1rrBEfGRmZr+779OnTyczMZODAgfj6+hofX375paVuQTwCNkVuIi49Di9bL9pWaltom9zhehsubSiwyJsQQgghhHjwaS158YULFxb5+tatW/M9j4iIMF8wQtzFkrNLAOhfoz9adeF/ZVpWaImt1paolChOxp6knke98gxRCCGEEEKY2X01x0mI+014Qjj7r+9HrVIzoHrBNQNy2WhtjL1R6y/JYrhCCCGEEA8bSZyEKEJuUYg2FdvgY+9TZFvjcL0IGa4nhBBCCPGwkcRJiLvIyMlg1YVVQOFFIf6rVcVW2GhsuJJ8hVNxp8wdnhBCCCFEiU2aNInQ0FCzX2fu3Lm4uLiY/TqWIImTEHexPmI9CRkJ+Nr70rJCy2Lb2+nsaF2pNSDV9XJl6bP4YNcHzDw609KhCCGEEA+FmJgYXnjhBSpXroy1tTU+Pj507dqVXbt2GduoVCpWrlyZ77g333yTTZs2lXO0phcREYFKpTI+rKysqFatGp988onZR/xYtDiEEPez3KIQA6oPQKPWlOiYLv5d2HBpA+sj1vNK/VdQqVTmDPG+t+3yNlacX4EKFU/UfgJHK0dLhySEEEI80AYMGEBmZibz5s2jatWq3Lhxg02bNhEbG1vkcQ4ODjg4OJRTlOa3ceNG6tatS0ZGBjt37uTZZ5/F19eXUaNGme2a0uMkRCHO3TrHkegjaFQa+lfvX+LjWldqjbXGmsikSM7eOmvGCB8MS88Z5ogpKLI4sBBCCFFG8fHx7Nixg8mTJ9O+fXv8/f1p0qQJ48ePp3fv3gAEBAQA0K9fP1QqlfH5f4fqjRw5kr59+/Lpp5/i7e2Ni4sLH330EdnZ2bz11lu4ublRqVIl5syZYzxm69atqFQq4uPjjfvCwsJQqVR3rX6de528xo0bR7t27YzPly5dSlBQELa2tri7u9OpUydSUlKKfC/c3d3x8fHB39+fYcOG0bJlSw4fPlzkMWUliZMQhcjtbWrv1x5PO88SH2evszcO63vUh+tFJUex++pu4/PD0eb9x0wIIYQoE0WBzJTyf5RieFlur9HKlSvJyMgotM2BAwcAmDNnDlFRUcbnhdm8eTPXrl1j+/btfPXVV0ycOJHHHnsMV1dX9u3bx/PPP8+YMWO4cuVK6d7LUoiKimLo0KE888wznDp1iq1bt9K/f/9SDbs7ePAghw4domnTpmaLE2SonhAFpGWn8deFv4CSFYX4r84Bndl8eTMbLm1gbP2xpg7vgbHy/EoUFLRqLdn6bMKiwywdkhBCCHF3WanwaYXyv+6718DKvkRNtVotc+fOZfTo0cyYMYMGDRrQtm1bhgwZQnBwMACenoYvfF1cXPDxKboisJubG99++y1qtZqaNWsyZcoUUlNTeffddwEYP348n3/+OTt37mTIkCFluMm7i4qKIjs7m/79++Pv7w9AUFBQsce1aNECtVpNZmYmWVlZPPfccwwfPtwsMeaSHich/mNd+DqSspKo5FCJZr7NSn1820pt0al1XEy4yIX4C2aI8P6Xo89hxfkVADxd92kAjt88TpY+y5JhCSGEEA+8AQMGcO3aNf7880+6devG1q1badCgAXPnzi31uerWrYtafScd8Pb2zpe0aDQa3N3diY6ONkXohQoJCaFjx44EBQUxaNAgfvrpJ27dulXscYsWLSIsLIyjR4+yePFiVq1axTvvvGO2OEF6nIQoIHeY3qCag1CrSv/dgqOVIy0qtGDblW2sj1jPC6EvmDrE+97eqL1EpUThZOXE6ODRLDqziMTMRM7EnaGeRz1LhyeEEEIUpLMz9P5Y4rqlZGNjQ+fOnencuTMTJkzg2WefZeLEiYwcObJ0l9bp8j1XqVSF7tPr9QDGJCvvMLqsrKK/FFWr1QWG3eU9RqPRsGHDBnbv3s369ev57rvveO+999i3bx9VqlS563n9/PyoVq0aALVr1+bChQtMmDCBSZMmYWNjU2RM90p6nITI41TsKY7fPI5WraVPYJ+7N7x6CDZ+CEcXgj6nwMu5i+Guv7TeXKHe15adWwbAY1Ufw1ZrS6hXKABHoo9YMCohhBCiCCqVYchceT9MUIG3Tp06+Yop6HQ6cnIKfj4pq9xhgFFRUcZ9YWFhxR6Tt31hx6hUKlq2bMmHH37IkSNHsLKyYsWKFaWKTaPRkJ2dTWZmZqmOKw1JnITII7e3qXPlzrjbuud/MSsNjiyAWe3hpw6w8ytYMQZmtIKz/+Sb3NnOrx1atZbz8ee5mHCxPG/B4mLTYtlyeQuAsSJhfa/6gCROQgghRFnExsbSoUMH5s+fz7FjxwgPD2fJkiVMmTKFPn3ufOEbEBDApk2buH79eomGvZVUtWrV8PPzY9KkSZw7d46///6bqVOnFnlMhw4dOHjwIL/++ivnzp1j4sSJnDhxwvj6vn37+PTTTzl48CCRkZEsX76cmJgYateuXeR5Y2NjuX79OleuXGHt2rV88803tG/fHicnJ5Pca2EkcRLitpSsFP6++Dfwn6IQceGw/n34qjasehGuHQaNFdR6DGxcIPpf+H0wzO0Jlw2Va5ytnY3zozZe2ljet2JRf138i2x9NkEeQdR0qwnkT5zMvThdiRxfCidL902WEEIIYWkODg40bdqUr7/+mjZt2lCvXj0mTJjA6NGj+f77743tpk6dyoYNG/Dz86N+/fomu75Op+OPP/7g9OnTBAcHM3nyZD755JMij+natSsTJkzg7bffpnHjxiQlJeUr4uDk5MT27dvp0aMHNWrU4P3332fq1Kl07969yPN26tQJX19fAgICeO655+jRoweLFi0yyX3ejUq5Lz7FlJ/ExEScnZ1JSEgwa0YqHjyLzyzm470fE+AUwJ+9V6C6sAn2/wTnNwK3/5o4V4ZGT0OD4WDvAWm3YOfXsHcG5NwuC1q7N3T8gBW3TvDB7g+o5VaLJb2WWOy+ypOiKPRZ1YfwhHAmNp/IwBoDAUjPTqf5H83J1mezpv8a/Bz9LBfk5f3wi2EoJS/sAe86lotFCCGERaSnpxMeHk6VKlXMNh9G3D+K+nmXJjeQHichMHzgX3rWsFjrIJ0Xqu/qG3qRzm8AFKjWCYYuhFfDoPXrhqQJwNYVOn8ErxyG0CdBpYZTf8IPTWl/aiMalZrTcaeJTIy02L2VpyPRRwhPCMdWa0v3Kne+KbLR2lDXva6xjcUoCqyfcOf5zq8sF4sQQgghHiiSOAmhKJz4dwmn4k5hpSj0Obwc4iMNw/Caj4WXD8OTy6Bmd1BrCj+HcyXo+wM8vwtqdAMlB5fD82mSlg7AhtvrQj3scotCdAvohr0u/5oU98U8p9N/w+W9hqGWACeWQdyjNQdNCCGEEPdGEifx6MpMhcO/way2LNnyfwB0TU7F2TsY+vwAb5yGrv8D98CSn9O7DjyxCEaugUqN6ZycBMD6Q98bhvNlm6/Si6UlZSaxPsJQRTC3KERexsp6NyyUOOVkwcaJhu0Wr0C1zqDoYdc3lolHCCGEEA8USZzEoyf2Aqx7F76qBX+OJfHGMdbaG3pHBrX7FMZsg/pPgs723q8R0BJGbaBDpy9RK/CvTsOVje/C940MhQlur4fwMFkbvpb0nHQCnQMJ8Qwp8Hpuj9OFhAskZCSUd3hw+FeIPQ927tDyVWj9hmF/2O+QaIF1O4QQQgjxQJHESTwa9Dlweg381g++awB7f4D0BHDx56+Gg0lXq6jmUo3Quo+b7poqFe4hT9DYtzEAG129If4SLBsFP7WDC1tMd637QO4wvf7V+6MqZE0KNxs3ApwCADgac7Q8Q4OMZNj6uWG77Ttg4wT+zaFyC8jJhN3fF328EEIIIR55kjiJh1tyDOyYCt+EwMKhcGEzoILqXeGJJSgvH2FJdgwAg2oMKvQDf1l19u8KwAb/EOjwPlg5QtRR+K0v/NrXsP2AOxV7in9j/0Wn1tErsNdd2+X2Oh2+cbi8QjPY8z2kRINbVWg48s7+Nrd7nQ7NgZTY8o1JCCGEEA8USZzEw0dRIHIfLBsNX9eBTR9BwmWwdTMM0XrlCAxbDDW6EBZ7jPPx57HV2hb5gb8sOvp3RIWKY7EniWrwpKEyX9MXQK2Di1tgZhtY9izcijDL9cvD8nPLAehYuSOuNq53bWeRAhFJN2DXt4btjhNBa3XntcCO4BsCWamwb3r5xSSEEEKIB44kTuLhkZkCh+bCzNYwuwscX2wYhlWxEfSdAa+fMpQOd6tiPGTxmcWAoQqco5WjWcLysPWggXcDADZGbjSUMu/+OYw9AEG3F9o9vgS+awRr34GUm2aJw1zSs9ONCwcXVhQir9wCESduniAzp5wKZWz7HLJSDL8Hdfrkf02lujPXad8sSE8sn5iEEEII8cCRxEk8+G6eMyQcU2vD6lfh+nHQ2hgKPDy3FUZvgtChoMu/4Fl8eryxCtzgmoPNGmJnf8OCqxsubbiz060KDPgZxmyHqu1Bn2Xo9fgmFLZ/YUgEHwAbLm0gKSuJig4VaerbtMi2AU4BuFq7kqnP5N/Yf80fXMxZODTPsN3lY0Oi9F+1eoFHDchIgIO/mD8mIYQQQjyQJHESD6acbDi1Gn7tY6hUt2+64YOvW1Xo8j9D71KfH6BC/bueYtWFVWTqM6ntVtu4OKu5dKrcCTAMUbuRciP/i74hMHwlPLUCfIIhMwk2fwLf1oeDsw33eh/LLQrRr1o/1Kqi/0lRqVTGXqew6DAzRwZs+hCUHKjZA/xbFN5GrYZWrxu29/wAWWnmj0sIIYQoZ5MmTSI0NNTs15k7dy4uLi5mv44lSOIkHizJ0bDtC/gmGBY9CRe3Aiqo0d2wSO3YQ9BiLNi5FXkaRVFYenYpAINqmqcoRF7e9t6EeoYCt4frFSawAzy3DQb8Ai7+kHwD/noNfmwG//5pmLt1n4lIiODQjUOoVWr6VOtT/AFAAy/DsMXD0WYuEHFpD5z+C1Rq6DSp6LZBA8G5MqTEGNb2EkIIIe5TMTExvPDCC1SuXBlra2t8fHzo2rUru3btMrZRqVSsXLky33FvvvkmmzZtKudozWfZsmW0a9cOZ2dnHBwcCA4O5qOPPiIuLs5s15TESTwYIvfB0mfgqzqw5RNIvAp2HoaeglePwhMLoVonQ+9BCRy4foCIxAjstHb0qNLDzMEbdAnoAvxnuN5/qdWGD/FjD0C3yYY1h2LPweKn4JfOcGl3ucRaUsvPG4pCtKrYCh97nxIdk7fHSTFXMqgosGGCYbvBcPCsWXR7jQ5avmLY3vXNQ71QsRBCiAfbgAEDOHLkCPPmzePs2bP8+eeftGvXjtjYoqvDOjg44O7uXk5Rmtd7773H448/TuPGjVm7di0nTpxg6tSpHD16lN9+M98XoJI4ifvfzmmGYg8nlhnmAVVqAv1/gtf/hU4TwdW/1KdccnYJAI9VfQx7nb2JAy5c7nC9wzcOczOtmAIQWmto9jy8EgZt3gadHVw5AHO6w+9DIPqU+QMuRpY+i1XnVwHFF4XIq457HazUVtzKuEVEYoR5gjv1p+H90tlBu/ElO6b+U2DvBYlXDIVFhBBCiPtMfHw8O3bsYPLkybRv3x5/f3+aNGnC+PHj6d27NwABAQEA9OvXD5VKZXz+36F6I0eOpG/fvnz66ad4e3vj4uLCRx99RHZ2Nm+99RZubm5UqlSJOXPmGI/ZunUrKpWK+Ph4476wsDBUKhURERGFxpx7nbzGjRtHu3btjM+XLl1KUFAQtra2uLu706lTJ1JSCp/rvX//fj799FOmTp3KF198QYsWLQgICKBz584sW7aMESNGlOi9vBeSOIn724GfYeNEw3bIUEMhhWc3QPBgQ3JxD2LTYo3D5QbVHGSqSIvl6+BLsEcwCgqbLpWwq9zGCTq8Zyih3ugZUGng7FqY3gJWvgQJV80bdBG2X95OXHoc7jbutKnUpsTHWWmsqOdRDzDTPKecLNg4ybDd4mVwLFlPGDobwzBPgJ1fGxZNFkII8chQFIXUrNRyf5Rm9IWDgwMODg6sXLmSjIyMQtscOHAAgDlz5hAVFWV8XpjNmzdz7do1tm/fzldffcXEiRN57LHHcHV1Zd++fTz//POMGTOGK1eulO7NLIWoqCiGDh3KM888w6lTp9i6dSv9+/e/6/uyYMECHBwcePHFFwt93Zzzq7RmO7MQZXV0Efz9pmG79ZvQcYJJTrvy/Eqy9dkEewRTy63WPZ0jOSObrzecJTtHj6+LLb7ONvg6G/70crLGWqsp9LjO/p05dvMYGy5t4PFaj5f8go4+8NjX0OxFw7pUp/6EsPlwYik0HQOtXgPbu6+fZA65RSH6VOuDTq0r1bH1vepzOPowR6KP0K96P9MGdmguxF0Ee09D4lQajZ6BHV9B7HnDe1zXxLEJIYS4b6Vlp9H096Krw5rDvif2YaezK1FbrVbL3LlzGT16NDNmzKBBgwa0bduWIUOGEBwcDICnpydgSCB8fIr+8tDNzY1vv/0WtVpNzZo1mTJlCqmpqbz77rsAjB8/ns8//5ydO3cyZMiQMtzl3UVFRZGdnU3//v3x9zeMIgoKCrpr+3PnzlG1alV0utJ99jAFSZzE/en037DyBUCBJmOgw/smOa1e0RuLQgysMfCezpGjV3jljyNsPh191zYeDtb4Otvg42xDBWcbfJxtqeBig4dVIwAO3DhAXHocbjZFF7EoeOLq8PhvcPmAoSfu0i7DnJxD8wzrETV5rkDZdXO4nnKdXdcMk1BLM0wvVwPvBvxy4hfTL4SbnghbPzdst3sHrEu5Npe1IzR93rD2046pUKdv4SXMhRBCCAsZMGAAPXv2ZMeOHezdu5e1a9cyZcoUfv75Z0aOHFmqc9WtWxd1nvnh3t7e1KtXz/hco9Hg7u5OdPTdP/OUVUhICB07diQoKIiuXbvSpUsXBg4ciKtr4V8Im21+dAlI4iTuPxe2wJKRhjLSIU9At89N9uF177W9XEm+gqPOkW5Vut3TOT75+182n47GWqvmqWb+xKZkEpWQRlRCOlEJ6WRm67mZnMHN5AyOX00ocLxdQEWwvUrH6d9TUdve2FNlSLJsjX96O9+95wq/xjDybzi33jAsLfpfQzGEfTOh55dQs/s93VtJrTy/Er2ip7FPY/ydSj/HLMQzBICIxIh7SyDvZve3kHoT3KtBg3sc49x0DOz+zrAe2LkNUKOLaWITQghxX7PV2rLviX0WuW5p2djY0LlzZzp37syECRN49tlnmThxYqkTp//22qhUqkL36fV6AGOSlTd5ycrKKvIaarW6QLKT9xiNRsOGDRvYvXs369ev57vvvuO9995j3759VKlSpcD5atSowc6dO8nKyir3XidJnMT9JXIfLHwCcjKhdi/o/V2JK+WVxOKzhkn/vQJ73dM/VL/tvcScXREAfDU4lJ7BvvleVxSFuJRMohLSuZ6Qni+hikpI43pCOjdSgsH2KulWYZy43JATVxPvej13eyt8XWzwcbo9HNDFxpBkORl6sLyrdMLm+U5wdCFs+Z+hsMHi4TBqA1QILfX9lYRe0bPi3Arg3nqbAJytnQl0DuRCwgWORB+hY+WOZQ8sMcqwDhMYyo9r7vEfUzs3aPQ07PkednwJ1TtLr5MQQjwCVCpViYfM3W/q1KmTr/y4TqcjJ8f0c3VzhwFGRUUZe4TCwsKKPebEiRP59oWFheVLelQqFS1btqRly5Z88MEH+Pv7s2LFCl5//fUC53viiSf49ttv+fHHH3n11VcLvB4fH2+2eU6SOIn7R9QxWDAIslINaxoN+AU0pvsVjU6NZuvlrQAMqlH6ohDbzsYw6c+TALzZpUaBpAkMf/HdHaxxd7CmXkXnQs9zKaEqj61ci5XjRT5/ojqJqdZExafdTrTuJFsZ2XpiUzKJTcksNrnyca5MZddZvMqn1ErcZeixG7PdUFzCxPZe28u1lGs4WjkaKwXei/re9bmQcIGw6DDTJE5bPzP87vg1hVqPle1cLV6G/bPg8j5DCfiAlmWPTwghhCij2NhYBg0axDPPPENwcDCOjo4cPHiQKVOm0KfPnfUUAwIC2LRpEy1btsTa2vquw95Kq1q1avj5+TFp0iT+97//cfbsWaZOnVrkMR06dOCLL77g119/pXnz5syfP58TJ05Qv359APbt28emTZvo0qULXl5e7Nu3j5iYGGrXrl3o+Zo2bcrbb7/NG2+8wdWrV+nXrx8VKlTg/PnzzJgxg1atWhWaUJmCJE7i/nDzHPzWDzISoHJzeHz+PVfNu5vl55aTo+TQwKsB1VyrlerYszeSGLvgMDl6hf4NKvJS+9Idn5e/sz+13GpxOu40etuTPBVcsACBoijcSs0y9lJdS0jnem7vVXw61xPTuRafli+5OgnsZgRrrM9Q8VY4rH4VBs42eW9JblGIx6o+ho323udT1feqz9KzS00zzyn6NBy5vW5D54/Lfs+OPlD/STg429DrJImTEEKI+4CDgwNNmzbl66+/5sKFC2RlZeHn58fo0aONBR0Apk6dyuuvv85PP/1ExYoV71oqvLR0Oh1//PEHL7zwAsHBwTRu3JhPPvmEQYPu/oV0165dmTBhAm+//Tbp6ek888wzDB8+nOPHjwPg5OTE9u3bmTZtGomJifj7+zN16lS6d7/7tIPJkyfTsGFDfvjhB2bMmIFerycwMJCBAweatRy5SrHkDCsLSExMxNnZmYSEBJycTP9tvLgH8ZEwu5thUVvfEBixGmwK7625Vzn6HLot78b1lOt81vozHqta8h6Jm8kZ9P1hF1dupdEkwI3fnm1y97lHJTTr2Cy+O/IdrSq2Ynqn6fd0DkVRiE/NytdLtf1sDDdP7WCR1cfoVDnw2DTDsDMTiUuPo+OSjmTrs1naayk13YpZWLYIlxMv02NFD7RqLXuG7ilTEsbvQwxl2mv3MiTdpnArAr5tYJhrN3oLVGxgmvMKIYSwuPT0dMLDw6lSpQo2NuYvqiQsq6ifd2lyA1nHSVhW0nWY19uQNHnUhCeXmzxpAth1bRfXU67jYu1CZ//OJT4uPSuH0b8e5MqtNPzd7ZjxVMMyJ02AMYa9UXtJyChYQKIkVCoVrvZW1KngRMfa3jzZzJ8ZTzakbtPOfJE9GIDsNf8H108Uc6aSW31hNdn6bOq61y1T0gRQybESHrYeZOuzORl78t5PFLHTkDSpNNBxUpliysc1AIJuf4O28yvTnVcIIYQQDyRJnITlpMYZhufdCgcXfxi+Euw9zHKpxWcMRSH6BPbBWlOyIYCKovDW0mMciYzHyUbL7JGNcbO3Mkk8VZyrUM2lGtn6bLZd2WaScwKo1So+6lMXdctX2JITglafQdy8J1Ayksp8bkVRWH5uOXDvRSHyUqlU1PcyjG++5+F6igLrb6/v1ehp8Lj3IZSFavWa4c9Tqw3DAYUQQgjxyJLESVhGRhLMH2Aoo+3gA8NXgVMFs1wqKjmKHVd3AKVbu+nrjedYffQaWrWKGU81JNDTwaRxdfE3lLleH7HepOdVqVS806MOF1tN5briilvaJY7PGl3mdQ+OxhzlYsJFbLW29KjSwySxljlxOrkCrh0GKwdo+38miSkfr1p3Ck3s/Nr05xdCCCHEA0MSJ1H+stIMc1KuHQZbN0NPk1vBOv2msuzcMvSKnqY+TQlwDijRMSuPXOXbTecA+F+/erQINH1PWJcAQ+K0+9pukjLL3iP0X6O6NuZQoy/JUVQEx65l6S9fkKO/9+QptyhEF/8uOFiZJonMTZzCosPQK/rSHZydCZs+NGy3eAUcvEwSUwGt3zD8eXyJYd6TEEIIIR5JkjiJ8pWdCYtHwKWdYOUITy0Hr8LLTZpClj7LOLxsYM2S9TYdjIjj7aXHABjTpiqPN65sltgCXQKp6lyVLH2WSYfr5dWz10D+rTnWsH35Syb/tpKsnFImKEByZjL/RPwDlK7Xrjg13Wpiq7UlMTORi/EXS3fwwdmGRMbBG5q/ZLKYCqjYwFAeX8mBXd+Y7zpCCCGEuK9J4iTKjz4HVoyBc/+A1haGLYYK9c16ye2XtxOTFoObjRsd/YpfKygyNpXnfjtEZo6eLnW8+b9utcwaX26RiA0RG8x2jaAhHxLj2Rw7VQb9L0xg3G+7ycgu3aJ4a8LXkJadRlXnqoR4hpgsNp1aR5BHEABHYkoxXC89AbZNNmy3Gw/Wph1GWUBur9OR+YaCJkIIIR4Kj1hx6UeWqX7OkjiJ8qEo8Nc4OLkc1DpDyWj/Fma/7JKzSwDoV60fOo2uyLYJaVk8PXc/cSmZ1KvoxLQhoajVpl0D6b9yE6edV3eSkpVinouoNXgOn0eGjQe11Jdpdf5Lnp13kNTM7BKfIm9RCJWJ14UK9QoFDMP1SmznNEiLA48aUP8pk8ZTKP+W4NcMcjJhz/fmv54QQgiz0ukMnwlSU1MtHIkoD5mZmQBoNGWrjCwL4ArzUxT45z04/Cuo1DDgZ6jeyeyXvZx0mV3XdgEwoMaAIttm5eh5acFhLsSk4ONkwy8jGmNnZf6/HjVca+Dv5M+lxEvsuLKDblW6medCjt5YD/4F5de+DNVuYc+FOoyYncMvIxvjZFN0Qnk67jQnY0+iVWvpFdjL5KE18DKsj3T4xuGSHZBwFfb+aNju9CFoyuGfMZXK0Ov0+yA4MBtavQ52bua/rhBCCLPQaDS4uLgQHR0NgJ2dncm/GBT3B71eT0xMDHZ2dmi1ZfvMIImTML9tk2HvD4bt3t9D3b7lctllZw3FDFpWaImfo99d2ymKwgerTrLz/E3srDT8PKIR3k7lsxieSqWis39nfj7+M+svrTdf4gRQtR2qNm/B9il8ZvULPS9VZdhPen59pgmuRZRZz+1t6uDXATcb0ycLwZ7BqFBxJfkKMakxeNp5Fn3A1k8hOx0qt4Cad19V3OSqdwbvILhxHPbNhPbjy+/aQgghTM7HxwfAmDyJh5daraZy5cplTo4lcRLmtecH2PqZYbvbZKg/rFwum5WTxYrzKwAYVGNQkW1/2RnOH/sjUang2yH1qVfR9AvwFiU3cdpxZQepWanY6ezMd7G2/weXdmF/aRczrL+jz9VJPD5rD/NHNcWrkGQxPTudvy7+BcCA6kX32t0rRytHqrtW5+ytsxyJPmKsNlioGych7HfDdpePDT1B5UWlgtavw9KnYd8MaDEWrB3L7/pCCCFMSqVS4evri5eXF1lZWZYOR5iRlZUVanXZZyhJ4iTM5/Cv8M+7hu3270Oz58vt0psubyIuPQ4vWy/a+LW5a7sN/97gf2tOAfBej9p0quNdXiEa1XarTSWHSlxJvsLOqzuLThzKSqM1DJWc0YpaqRF8YreQt24MZ9DMPSx4timVXPMnbRsjN5KUmUQF+wo0q9DMbGHV96pfssRp4yRQ9FCnL1RqZLZ47qpOH3CvBrHnDVX9Wr5a/jEIIYQwKY1GU+a5L+LRYNHiEJMmTUKlUuV71KpVdBWzJUuWUKtWLWxsbAgKCmLNmjXlFK0olRPL4M9XDNstXoY2b5br5ZecuV0Uono/dOrC5/CcuJrAqwuPoCjwRNPKjGplvrWkiqJSqegccLu63iXzVdczcqoA/WYCMEi/jiedjnApNpXBM/ZwMSY5X9PcYXp9q/dFrTLfPxd513O6q4vb4Nx6UGuh4wdmi6VIag20es2wvft7yEq3TBxCCCGEKHcWr6pXt25doqKijI+dO3fete3u3bsZOnQoo0aN4siRI/Tt25e+ffty4sSJcoxYFOvsP7D8OUCBhiOhc/kOqQpPCGf/9f2oVeq7Di+7npB+u7JcDq2re/Bh77oWnRTaxd/Qy7LtyjbSs8vhw3j1zsbeko+YQSv3JK4lpDN45l5ORSUCcCnxEgeuH0CtUtOvWj+zhpNbIOJU3ClSswqpcKTXw4bbyVKjUeAeaNZ4ihQ0GJwqQUo0hM23XBxCCCGEKFcWT5y0Wi0+Pj7Gh4eHx13bfvPNN3Tr1o233nqL2rVr8/HHH9OgQQO+/17KA983InbC4uGgz4agQdDzq/KdhwIsPbsUgNYVW+Pr4Fvg9dTMbJ799QDXE9Op5uXA9080QKex7F+Fuu518bX3JS07zVgJ0Ow6TIBKTVBnJjHHcQbBPrbcTM5gyKy9hF2OZ8U5wxyxlhVa4mPvY9ZQfB188bbzJkfJ4cTNQr4IObkcosIMiya3fdussRRLa3VniN6ubyBHxsULIYQQjwKLJ07nzp2jQoUKVK1alWHDhhEZGXnXtnv27KFTp/xlrLt27cqePXvuekxGRgaJiYn5HsJMrhyC3x83VDyr0R36TjcMbSpHGTkZrLqwCoDBNQcXeF2vVxi3MIwTVxNxs7di9ojGONsWXY67PORW14NyGq4HoNHBwNlg44Lu+hGWVPuH+pVdSEjLYthPu1hyxjBMz1xFIf4rd7je4ej/lCXPzoBNHxq2W40D+7t/uVJuGjwF9p4QHwnHl1o6GiGEEEKUA4smTk2bNmXu3LmsW7eO6dOnEx4eTuvWrUlKSiq0/fXr1/H2zj9539vbm+vXr9/1Gp999hnOzs7Gh5/f3ctSizK48S/M7w+ZyVClDQyaa/hgXs7WR6wnISMBX3tfWlZoWeD1yetOs/7fG1hp1Mx6qiGV3c1Ywa6UchOnrZe3kpGTUT4XdfEzJLiA9cEZ/NEmjhaB7mRYnSQx6xaOOpcii2uY0l3nOR342ZCgOPpCsxfLJZZi6WzvxLLzK8NQQiGEEEI81CyaOHXv3p1BgwYRHBxM165dWbNmDfHx8SxevNhk1xg/fjwJCQnGx+XLl012bnFb7AX4rS+kx0PFRjDkD9CVzzpI/5U7TG9A9QFo/tPbtXB/JDO3XwRgysBgGgXcXwuYBnsG42XnRUpWCnuu3b0X1eRq9TAmATZ/jWV2P198Kh0F4NaNEDaevFkuYeQmTkdjjpKjzzHsTLsF26YYttu/C1b3T6JL42fB2hlunoXTf1k6GiGEEEKYmcWH6uXl4uJCjRo1OH/+fKGv+/j4cOPGjXz7bty4YVzArDDW1tY4OTnlewgTSrgCv/aF5BvgXQ+GLQFrB4uEcv7WeQ5HH0aj0tCvev5iBrvP3+T9lYa5M690rE7f+hUtEWKR1Cq1sUhEuQ3Xy9XpQ6hQH9LjiV/1DElqw3uVfqsRL/1+mGWHrpg9hOqu1bHT2pGclcz5+Nv/Buz82pCQe9aGkCfMHkOp2DhB0+cM2zu+BEWxbDxCCCGEMKv7KnFKTk7mwoUL+PoWnNAP0Lx5czZt2pRv34YNG2jevHl5hCf+KznGkDQlRIJbIDy1Auws14uz5KyhBHl7v/Z42XkZ91+ISeb5+YfI1iv0DqnAa52qWyrEYuUO19sSuYWs8iw6oLWCgXPA2olVSWfRK3oaejVkUHB99Aq8seQov+2JMG8Iai0hniEAHIk+AvGXYe8Mw4udPzSsQXW/afoC6Owg6ihc2FR8eyGEEEI8sCyaOL355pts27aNiIgIdu/eTb9+/dBoNAwdOhSA4cOHM378eGP7V199lXXr1jF16lROnz7NpEmTOHjwIGPHjrXULTy60uJhfj+IPWcozTx8FTh4FXuY2cLJTmP1hdUADKoxyLg/LiWTZ+YeIDE9mwaVXZgyMNiiZceLE+oViqetJ0lZSeyN2lu+F3ergr7XN6xwMPQYDnCqyef9gxnZIgCACatOMmPbBbOGkK9AxJb/QU4GBLSG6mZcFLgs7N2h4dOG7R1fWTYWIYQQQpiVRROnK1euMHToUGrWrMngwYNxd3dn7969eHp6AhAZGUlUVJSxfYsWLfj999+ZNWsWISEhLF26lJUrV1KvXj1L3cKjKSMZFgyC68cNlcWGrzIUGbCgdeHrSMpKopJDJZpVaGYIMzuH5387xKXYVCq52jJreCNsdPf3yuBqlZqOlTsCFhiuB+xz8+WqTotjjp5Ou35CnXydib3q8FJ7w7pJn689zdT1Z1DMNCytvvftAhFRB+DoQsPOzh+We0n7UmkxFtQ6uLQLLpXj3DQhhBBClCuLjn1ZuHBhka9v3bq1wL5BgwYxaNCggo1F+chKh0XD4Mp+sHGGp1aCRzVLR2UcpjewxkDUKjWKojB++XH2R8ThaK1l9sjGeDhYWzjKkukS0IWFZxay+fJmJugnoFOXX3XC5ecMJch7KDbYpl6BZc+iGr6Kt7rWwt5ay5R1Z/hu83mSM7L54LE6Ju+9C/YIRqPSEJV+k+saNT61+0LFhia9hsk5VYDQJ+DwPNgxFfylPLkQQgjxMLqv5jiJ+1xOFix9Bi5uBZ09DFsGPpbv7TsVe4rjN4+jVWvpW60vAD9sOc/yw1fRqFV8P6wBNbwdLRtkKTTwaoCbjRsJGQkciDpQbte9lX6LTZGGeToD230OVg5waSdsN1S1e7FdNT7qUxeAObsieGfZcXL0pu15stPZUcPOMMfxiK2dYZHeB0GrcaBSw/kNhvlOQgghhHjoSOIkSkavh1UvwZm/QWMNQ/8Av8aWjgq409vUqXIn3G3d+evYNb5cfxaASb3r0raGpyXDKzWNWmMcrrf+0vpyu+7qC6vJ0mdRx70OtQI7w2PTDC9smwIXtwEwvHkAXwwMRq2CRQcvM25RGFk5JlzDSK+nQUI0AEcq1we3KqY7tzm5VYV6txcK3jHVsrEIIYQQwiwkcRLFUxRY8yYcWwQqDQyeB1XbWjoqAFKyUvj74t8ADK45mCORt3hjseEb/6dbBvBUM39LhnfPugQYiiFsjtxMtj7b7NdTFMU4TG9A9dsJQPAgqP8UoMDy0ZBsSGgGNfLj+ycaoNOoWH30Gi/MP0R6Vo5pAjm+hNC4awAcsb4Pq+gVpdXrhj///RNizlo2FiGEEEKYnCROonibPoSDvwAq6D8Lana3dERGf1/8m9TsVAKcAvCxqsPoXw+Rka2nQy0v3u9Zx9Lh3bNG3o1wsXbhVsYtDt04ZPbrHY05yoWEC9hobOheJc/Pt/sUwxpKyTcMyZPe0LvUI8iXWU81wlqrZuOpaEbNO0BKRhkTvKx02Pwx9dMzADibcJGUrJSynbM8edeBmj0BBXZNs3Q0QgghhDAxSZxE0XZMNSxCCvDY1xA00LLx5KEoCkvPGibi96ran2fnHeJmcga1fBz5dmh9NOr7uBJbMbRqbblW18vtbeoS0AVHqzzzwazsYNBcw1pFF7fCzjvD0NrX8mLu002wt9Kw63wsw2fvJyGtDGtP7Z8FCZfxtvehor0vekXP0ZgHbL5Q69u9TscWQXykZWMRQgghhElJ4iTubv9PsOkjw3bnj6HR05aN5z9O3DzBqbhTWKmt2H7YnzM3kvB0tGb2yMY4PGjDvAqRuxjuxksbydGbaChcIZIzk1kXsQ7IM0wvL69a0ONLw/aWT+HSbuNLzQPdmf9sU5xstBy6dIsnftpLbHJG6YNIjYMdt6/R4X1CvRsAtxfCfZBUagRV2oI+G3Z9a+lohBBCCGFCkjiJwoX9YZjXBNDmbWj5imXjKURuUQgfbRN2nknDRqfm5+GNqOBia+HITKOJbxOcrJyITY81awKxLmIdadlpBDgFGBegLSD0CQgeAooelo6ClFjjS/Uru7Lwuea421tx8loij8/ay/WE9NIFsWMqpCeAdz0IfpwGXg9o4gTQ5vbfm8O/QtINy8YihBBCCJORxEkU9O+fsOpFw3bT56H9u5aNpxCJmYnGXpLTZw0l0ac9HkqIn4sFozItnVpHe7/2gHmr6+UtCnHXdZlUKug5FdyrQ9I1WPm8cb4TQJ0KTix+vjm+zjacj05m8Mw9XI5LLVkAty4ZhumBYbFbtYZQr1AAjsUcK5fiGCYV0BoqNYacDNj7g6WjEUIIIYSJSOIk8rsWZlirSdFD6DDo+pnhQ/N95q8Lf5GWnYY+w5ucNH/e7laTbvV8LR2WyeVW19t4aSN6xYRlv287E3fGuAZWr8BeRTe2djDMd9JYw7n1sOf7fC8HejqweExzKrvZERmXyqAZezgfnVx8EJs/gZxMqNoOAg3zuqq5VMNR50hadhpnbp25t5uzFJUKWr9h2D7wC6Tdsmw8QgghhDAJSZxEfqf+BH2W4UNsr29Bff/9iiiKwoJ/FwGQeaspgxr68ULbQAtHZR7NfJvhqHMkJi3GLIUSVpxfAUB7v/a427oXf4BPPej+uWF704dwOf8CvX5udix5vjnVvRy4npjO4zP3cPJawt3Pdy0Mji82bHf60Jikq1VqQrxCAAiLDivNLd0fqncFr7qQmWyYKyiEEEKIB97996lYWFbcRcOf1TqD5v4ssLDl0n4iky+i6HWEuHTgf/2C7j7E7AFnpbGinV87ANZHmHa4XkZOBqsvrAbuUhTibho+DXX7GwogLH26QI+Kt5MNi8Y0p15FJ2JTMhk6ay+HIwvpdVEU2PCBYTtoMFQIzfdy7nyrwzcOlzy2+4VafafC3t4fIaMEPW9CCCGEuK9J4iTyi71g+NP9/uzBSc/K4b2Nhm/wbTIa8vNTrbHSPty/xrnV9TZc2mDS4XobL20kMTMRX3tfmvk2K/mBKhX0+gZcq0DCZVg11pAE5eFmb8Xvo5vR0N+VxPRshv+yn6OX4/Of58ImCN8GGivo8H6By+QmTmHRYSj/Of8DoW4/cKtqSCwPzbV0NEIIIYQoo4f7E6coHUWBuHDDtltVy8ZSCL1e4ZXFu0jSGBaE/V+n0bjYWVk4KvNrUbEFdlo7bqTe4MTNEyY7b25RiH7V+qFRa0p3sI0TDJpjSHpO/wX7ZhZo4mSj47dRTWhW1Y3kjGxGzNnPmetJhhf1ObBhomG7yXPg6l/g+Hoe9dCqtESnRXM1+Wrp4rsfqDXQcpxhe/d3kH0PZdqFEEIIcd+QxEnckXITMpMAFbgU/CBraV9vPMuWq2tQqbOpbF+dLoGNLR1SubDWWNPWry1gusVwIxMj2X99PypU9K3W995OUqE+dPnEsL3+fbhacEidnZWWn0c0JtTPhfjULIb9vI/wmymGBWJvnAAb5zuFFP7DVmtLbffawANalhwgZCg4VYTk6xD2u6WjEUIIIUQZSOIk7oi7PUzP2Q90NpaN5T+WHbrCd5vPoXPZD8CIoCEP7bymwnTxN1TXWx+x3iTD1nKLQrSo2AJfhzJUI2zyHNR6zFBQZOnThrWY/sPBWsu8p5tQy8eRm8kZPD1rG9kbPza82PpNsHO76+nzDtd7IGmtoMXLhu1d0yDnASutLoQQQggjSZzEHbmFIdyqWDaO/9h7MZZ3lh9DY3cRjXUMdlo7elbtaemwylXLii2x1dpyLeUa/8b+W6ZzZeuzWXl+JVDKohCFUamgz/fgXBluRcDqVwvMdwJwttPx26imVPWwp1vKKrTJ18hxrGRIvIpgLBAR/QAWiMjVYDjYuRven5PLLR2NEEIIIe6RJE7ijvuwMMTp64mM/vUgWTkKlQMM5bh7Vu2Jvc7ewpGVL1utLW0qtQHKvhjujis7uJl2EzcbN9pVameC4Fxh4GxQa+HkCjg0p9Bmno7W/P5kNcbq/gTgy+zB3Mos+p+g3IVwL8RfIDEzseyxWoKVPTS7vaD0jq/yLRwshBBCiAeHJE7iDmOP0/1RGOJqfBojZu8nKT2b+gEa4lWGXodBNQZZODLLyFtdryzD9XKLQvQO7I1OozNJbPg1ho63iz2sfQeuHy+0mU/YDziQyhmqMONWA0bM2U9SetZdT+th60Flx8ooKByNNv06VuWm8bNg7QQxp+DMGktHI4QQQoh7IImTuOM+SpziUzMZMXs/NxIzqO7lQKcml8nWZxPkEWQsGPCoaV2xNTYaGy4nXebMrTP3dI4bKTfYfnU7AP2q9zNleNB8rGHh15wMWDKy4NpFceHGxWDte32Kq70Nx64kMGruQdIyc+562txepwe2QASArYsheQLYMbXQ4YxCCCGEuL9J4iQMFCVP4mTZoXrpWTmMmneQ89HJ+DjZMOfpRvwVbugleVR7mwDsdHa0qtgKuPfFcFddWIVe0dPAqwFVnU2cIKvV0Hc6OFaA2PPw9+v5E4TNHxuKSAR2pFLDHvz6TBMcrbXsj4hjzPxDZGQXnjw18GoAPOCJExiG62lt4dphuLjV0tEIIYQQopQkcRIGqbGQkQiowDXAYmFk5+h5+Y8jHLp0C0cbeKFnKp8cfIMryVdw1DnSrUo3i8V2PyjLcD29ojcO0xtQo4xFIe7G3t0w30mlMZQcD1tg2H/1EJxYBqig84cA1KvozNxnGmOr07D9bAyv/HGE7JyC839yC0Qcv3mcrJy7D+u77zl4QsMRhu0dUy0bixBCCCFKTRInYZDb2+RU0WKlyBVF4YM/T7Lp/HFsfdbgWONzvgx7l13XdgEwJmQMtlpbi8R2v2hTqQ1WaisiEiM4F3+uVMfuv76fq8lXcdA5GBMws/BvDu3fNWz//SZEn76z2G3IUPAJMjZt6O/GT8MbYaVR88/JG7y99Bh6ff6EsIpzFVysXcjIyeBU3CnzxV0eWrwMah1E7IDIfZaORgghhBClIImTMDBW1LPM/KbUrFTGrp7JiuvjsQ/8Cq3rdpKy4vGw9eCZes+wuu9qRtQdYZHY7icOVg60qNgCKP1iuMvPGnqbelbtaf4EtNXrULU9ZKfBvMcMiYLGGjq8V7BpdQ9+GNYAjVrF8iNXmbDqRL7eNJVKRahnKPAQDNdzrgQhQwzbO7+ybCxCCCGEKBVJnISBBQpDKIrCsZhjTNo9idYL27H91g9o7S6hQk27Su34pv03rB+4ntcavkaAc0C5xXW/y10Md0NEyROn+PR4NkZuBKB/9f5miSsftRr6zwIHb0iJMexr9rwhcShE5zrefDU4BJUKFuyL5LO1p/MlTw9FgYhcrV4DlRrOrrtr9UEhhBBC3H+0lg5A3CfKMXG6lX6Lvy7+xfJzyzkff964X5/pTkO3rnzZfRRedl5mj+NB1c6vHVq1lgsJF7gQf4FAl+KLefx18S+y9FnUdqtNHfc65RAl4OAF/X+C3/oa1npq9XqRzfuEViQtM4d3lh9n1vaL2FtpebVTdQAaeN8pEKEoCiqVytzRm497INTpa1gMd8dXMKjwda+EEEIIcX+RxEkYxN0eqmeminp6Rc/ea3tZfn45myM3k6U3TPLXqa3IiK9H+q1G9K3Vmi/7hzzYH4rLgaOVIy0qtGD7le1suLSh2MRJURSWnVsGlFNvU15V28KYHWDtaCjJXYwhTSqTkpnDx3/9y9cbz2JvreHZ1lWp414HnVpHXHockUmR+Dv5mz92c2r9hiFxOrkC2r8HHtUsHZEQQgghiiFD9YShZHSseXqcopKjmB42nW7LujFm4xj+ifjH2PMxpu5b6CM+IOXqYFr7NeXzAcGSNJVQ3up6xTl+8zjn489jrbGmR9Ue5g6tIJ964FryRGdUqyq83rkGAJ/8fYo/9kdirbGmrntd4CEZrudTD2p0AxTY9bWloxFCCCFECUiPk4C0W5CRYNg2QSnyzJxMtlzewvJzy9lzbQ8KhrkqjlaO9KzSk/7V++Omq0L/H3cTn5JGSCVnfhzWAJ1G8viSau/XHq1Ky9lbZ4lIiChyDlhub1MX/y44WTmVU4Rl83KHaqRkZDNz+0XeXXEcOysN9b3rExYTRlh0GH2r9bV0iGXX+g3DPKejC6HtO+DiZ+mIhBBCCFEESZzEnYp6ThXByu6eT3P+1nmWn1/O6guric+IN+5v4tOE/tX707FyR2y0NiSmZ/H4zL1cjU8jwN2O2SMbY2clv4ql4WztTFPfpuy6tosNlzYwOnh0oe1SslJYG74WMOPaTWagUql4p3stUjKzmb83ktcXH+WlngEAHI4+bNngTMWvCQS0NlQc3PM9dJ9s6YiEEEIIUQT5tCrKVBgiJSuFdeHrWH5uOcduHjPu97L1ok+1PvSr1g8/pzvfpGdk5/D8b4c4FZWIh4M1vz7TFHcH6zLfwqOos3/nYhOndeHrSMtOI8ApgAZeDco5wrJRqVR81LseqRk5LD9ylRnr9FhXg/CEcG6l38LVxtXSIZZd6zcMidOhedD6TcMiuUIIIYS4L0niJPIUhihZ4qQoCkdjjrLs3DL+ifiHtOw0ALQqLW392tK/en9aVGiBVp3/10uvV3hzyTF2X4jF3krD3KcbU9n93nu4HnUdKnfg470fcyruFJcTL+dLUHMtP2dYu6l/9f4P5PwxtVrFlIHBpGbmsO7kdawyvVBZRRMWHUb7yu0tHV7ZVW0HFRrAtcOw90foNNHSEQkhhBDiLmRSiShxj1NsWizzTs6jz6o+PLX2KVaeX2nszXi94etsGLSBae2n0aZSmwJJE8D/1pxi9dFraNUqZjzVkHoVnc1xN48MVxtXGvs0BmBDZMEiEWdvneXYzWNoVVp6BfYq7/BMRqtR883QUNrW8CQrtTIAGy7utXBUJqJSGXqdAA78DGnxFg1HCCGEEHcnPU6iyMQpR5/D7mu7WX5uOVsvbyVbyQbAVmtLF/8u9K/en/pe9Yvtzfhp+0V+2RkOwJeDQmhdXYYkmUJn/87sjdrLhogNPFPvmXyvrTi3AjCs++Rh62GJ8EzGWqthxpMN6fNrPaI4yOozuxlZO4ka3o6WDq3savYAz9oQc8qQPLV509IRCSGEEKIQ0uMk7hSHcL+zHtCVpCt8d+Q7ui7ryoubXmRj5EaylWyCPIL4oPkHbB60mU9afUID7wbFJk0rj1zlf2tOAfBuj1r0rV/RbLfyqOlQuQNqlZoTsSe4lnzNuD8jJ4PVF1cDFli7yUxsrTRM69MXAMXqMsN+3sml2BTLBmUKajW0vr048N4fITXOsvEIIYQQolCSOD3qUuMgPd6w7RrA9ZTrPLf+Obov786sY7O4kXoDZ2tnnqz9JMt6L+P3nr8zqMYgHKwcSnT6HedieGvpUQCeaVmF0a1Nu07Uo87D1oOG3g2B/Gs6bY7cTEJGAt523rSo0MJS4ZlcbY+quFq7oVLnEJd9kSd+2se1+DRLh1V2dfuDRw1IjYUVz4Neb+mIhBBCCPEfkjg96uIMw+dw9AUre1aeX8meqD2oUNHctzlftPmCzYM2839N/o8arjVKdeoTVxN4/rdDZOUoPBbsy/s9az+QBQrud7mL4a6/tN64L3ftpn7V+6FRaywSlzmoVCoaeNcHwMPjGlfj03jy533EJGVYOLIy0mhhwC+gsYZz/8Duby0dkRBCCCH+QxKnR52xop5hmN7FBMN8p7H1xzKryyy6VemGlcaq1KeNjE1l5JwDpGTm0LyqO1MHh6BWS9JkDp0qd0KFimMxx7iecp3LiZfZF7UPFSr6Vetn6fBMrr6XIXEKqnaLii62XLyZwlO/7CM+NdPCkZWRb/CdtZw2fQSX9lg2HiGEEELkI4nTo85YGKIKABEJEQAEOgfe5YDixSZnMGLOfm4mZ1Db14mZwxtirX14ej3uN552nsZkYuOljaw4bygK0aJCCyo4VLBkaGaRe69nbh3n11GN8XCw5vT1JEbMOUByRraFoyujhiMhaDAoObD0aUi5aemIhBBCCHGbJE6PujwV9RRF4VLiJQACnAPu6XSpmdk8M/cA4TdTqOhiy7ynG+NkozNRsOJuugR0AWBtxFpWnl8JPDxFIf6rtlttrDXWxGfEo9LFsODZprjY6Th6OZ5n5x0gPSvH0iHeO5UKHvvaMN8pKQqWj5b5TkIIIcR9QhKnR12einrRqdGkZqeiVqnxcyy4mGpxsnL0vLTgMEevJOBqp+PXUU3wcrIxccCiMB0rdwTgWMwxYtJicLV2pb3fQ7BAbCF0Gh1BHkEAHIk+Qk0fR359pgkO1lr2Xozj+fmHyMx+gJMNawcYNA+0tnBhM+yYaumIhBBCCIEkTiJPj1Nub1NFh4qlntekKArjlx9ny5kYbHRqfhnZmEDPklXeE2XnY+9DiGeI8XnvwN7oNA9vT1/ucL3D0YcBCK7kwuyRjbHRqdl6JoZxi46QnfMAJ0/edaDn7YRp66cQvt2y8QghhBBCEqdHWtotSLu9ZoxbVSISIwAIcAoo9ammrj/L0kNXUKvg+6ENaFDZ1XRxihLJra4HD+8wvVyhXqEAhEWHGfc1qeLGrKcaYaVRs+b4df5v2XH0esUyAZpC/WEQOgwUPSx7FpJuWDoiIYQQ4pEmidOjLLe3ycEHrOwJTzCUJi/t/Kbf9kTw/ZbzAHzaL4hOdbxNGaUooZ5Ve+Jp60kX/y5UdXm418sK8QxBhYrIpEhupt0poNCmhiffPVEfjVrFssNXmLT6JIryACdPPb4ErzqQfAOWjQL9Azx/SwghhHjASeL0KMtdw8nN8CH7Xnqc1p2I4oM/TwLwWqcaDGlS2ZQRilLwsPVg8+DNTG338M+JcbZ2JtDFUPkxb68TQNe6PkwdFIJKBb/uucSUf85YIEITsbIzzHfS2UPEDtg22dIRCSGEEI8sSZweZcbCELcTp9ulyKs4VynR4fvD43hlYRiKAk80rcwrHauZI0ohCpU7z+lI9JECr/WtX5H/9TUUkJi+9QI/3O4RfSB51oBe3xi2t02B85ssG48QQgjxiJLE6VGWpzBEZk4m11KuASXrcTp7I4ln5x0gM1tP5zrefNynHiqVLHAryk9RiRMYkvn3etQG4It/zjBnV3i5xWZywYMMazyhwPLnIPGapSMSQgghHjn3TeL0+eefo1KpGDduXJHtpk2bRs2aNbG1tcXPz4/XXnuN9PT08gnyYZMncYpMjESv6LHX2eNh61HkYdfi0xgxez+J6dk09Hflu6GGOSVClKfcxOlU7CnSstMKbTO6TVVe7VgdgA9X/8viA5fLLT6T6/Y5eAdB6k1YOgpyHvDFfoUQQogHzH2ROB04cICZM2cSHBxcZLvff/+dd955h4kTJ3Lq1Cl++eUXFi1axLvvvltOkT5k4m4P1XMLzDe/qaieo4TULEbM3k9UQjrVvBz4ZUQjbHSacghWiPwqOlTEy9aLbCWbEzdP3LXduE7VebaVYfjpO8uP8dexB7S3RmcLg+eBlSNE7oYtn1g6IiGEEOKRYvHEKTk5mWHDhvHTTz/h6lp0Cevdu3fTsmVLnnjiCQICAujSpQtDhw5l//795RTtQyQtHlJjDdtuVe4kTkVU1EvPymH0rwc5F52Mt5M1855pgotd6dZ7EsJUVCqVsSz53Ybr5bZ7r2dthjapjF6BcQvD2HTqAS3t7R4Ifb4zbO/8Gs6ut2w8QgghxCPE4onTSy+9RM+ePenUqVOxbVu0aMGhQ4eMidLFixdZs2YNPXr0uOsxGRkZJCYm5nsI4Nbt+R72XmDtaCxF7u/kX2jzHL3CqwuPsD8iDkcbLfOeaUJFF9vyilaIQhU3zymXSqXik7716BNagWy9wgsLDrP7/M0ij7lv1e0HTZ4zbK94DuIf4OGHQgghxAPEoonTwoULOXz4MJ999lmJ2j/xxBN89NFHtGrVCp1OR2BgIO3atStyqN5nn32Gs7Oz8eHn52eq8B9sxop6hpLOuT1OVZwKVtRTFIVJf57kn5M3sNKomfVUI2r5OJVXpELcVX1vQ+J0NPooekVfZFuNWsWXg0LoXMebzGw9z/12iMtxqeURpul1+QQq1DcsYr30acjOtHREQgghxEPPYonT5cuXefXVV1mwYAE2NjYlOmbr1q18+umn/Pjjjxw+fJjly5fz999/8/HHH9/1mPHjx5OQkGB8XL4s384C+dZwUhTFWIq8sKF6P269wG97L6FSwdePh9I80L384hSiCDVda2KrtSUpK4nz8cWXHNdp1Hz/RH0a+buSnJHN64vDyNE/gAvkaq1h0FywdoYrB2DTh5aOSAghhHjoWSxxOnToENHR0TRo0ACtVotWq2Xbtm18++23aLVacnJyChwzYcIEnnrqKZ599lmCgoLo168fn376KZ999hl6feHfNltbW+Pk5JTvIchTUa8K8RnxJGYahjBWdsy/gO3ig5f54vYCohMfq0PPYN9yDVOIomjVWoI9DUVl/rsQ7t1YazV8/XgoDtZaDkTcYtb2i2aM0IxcA6Dvj4btPd/D6b8tGo4QQgjxsLNY4tSxY0eOHz9OWFiY8dGoUSOGDRtGWFgYGk3BSm2pqamo1flDzm2nKA/gt8aWVEhFPR97H+x0dsYmW05HM375cQBeaBfIyJYlWxhXiPKUO8/pcPThEh/j52bHxF51APhqwxlOXE0wS2xmV/sxaPaSYXvlC3ArwqLhCCGEEA8ziyVOjo6O1KtXL9/D3t4ed3d36tWrB8Dw4cMZP3688ZhevXoxffp0Fi5cSHh4OBs2bGDChAn06tWr0ERLFCHPGk7GYXp5Fr4NuxzPiwsOk6NX6N+gIm93rVn+MQpRAvU9DYlTSXuccg1sWImudb3JylF4bVEY6VkFe7kfCJ0mQaXGkJ4AS0ZCdoalIxJCCCEeShavqleUyMhIoqKijM/ff/993njjDd5//33q1KnDqFGj6Nq1KzNnzrRglA+g9ERIiTFsu1UlPNEw3yk3cboYk8wzcw+QlpVDmxqeTB4QXOTaTkJYUrBnMGqVmqvJV7mRUvIy4yqVis/6B+PhYM256GSmrDtjxijNSGsFA+eArStcOwLrJ1g6IiGEEOKhdF8lTlu3bmXatGn5ns+dO9f4XKvVMnHiRM6fP09aWhqRkZH88MMPuLi4lHusD7Tc3iZ7T7BxylcYIjY5gxFz9hOXkklwJWemD2uATnNf/ZoIkY+DlQM1XGsAcCSm6LLk/+Vmb8UXAw1zpGbvCmfXg1qi3MUP+t3+Amn/TDi5wrLxCCGEEA8h+UT8KMozTA/ylyJfdPAyl+PS8He3Y/bIxthbay0UpBAllzvPqbTD9QDa1/JiWFNDUZQ3Fh8lITXLlKGVnxpdoeU4w/aql+8sOSCEEEIIk5DE6VGUpzBEtj6by0mGEu0BzgGcikoCYEjjyng4WFsqQiFKxVgg4kbJC0Tk9V7P2lTxsOd6YjoTVp0wZWjlq8MEqNwcMpNgyQjISrd0REIIIcRDQxKnR1GeNZyuJl8lW5+NjcYGH3sfzt0wJE41fRwsGKAQpZObOJ29dZbUrNIvamtnpeXrx0PRqFX8efQaq8KumjrE8qHRwsDZYOcO14/DuncsHZEQQgjx0JDE6VGUZw2n3PlNlZ0qk6OHCzHJAFT3crRQcEKUno+9D772vuQoORy7eeyezhHq58LLHaoBMGHlCa7Fp5kyxPLjVAH6/wSo4NAcOLbE0hEJIYQQDwVJnB5FuXMf3O+s4RTgFMCl2BSychTsrTRUdLG1XHxC3INQr1AAjtwoXYGIvF5qX40QPxcS07N5c8lR9PoHdH24ah2hzVuG7dWvQsxZy8YjhBBCPAQkcXrUZCRBSrRh27UK4QmGYXv+Tv6cuW7obarm7YhaLeXHxYMld7jekeh7T5x0GjVfDw7BVqdh94VY5uyOMFF0FtDuHQhoDVkphvlOmaUfwiiEEEKIOyRxetTkzm+ycwdblzsV9ZyrcPb2/KYaXjK/STx4Gng1AOBozFGy9dn3fJ6qng6817M2AJPXnebM9SSTxFfu1BoY8AvYe0H0v7D2LUtHJIQQQjzQSp04Va1aldjY2AL74+PjqVq1qkmCEmaUp6IecGcNJ6cAY+JU00fmN4kHTzWXajjoHEjNTuXcrXNlOtewppVpX9OTzGw94xaFkZGdY6Ioy5mjNwz8BVRqODIfwn63dERCCCHEA6vUiVNERAQ5OQU/RGRkZHD16gNaiepRkmcNp6TMJGLTDUlwgPOdxKm6tyRO4sGjUWsI8QwByjZcD0ClUjF5YDCudjpORSUybWPZEjGLqtIG2o03bP/1Otz417LxCCGEEA+oEq9u+ueffxq3//nnH5ydnY3Pc3Jy2LRpEwEBASYNTphBnsTpUuIlANxt3LFS2xERa5gDUVMSJ/GACvUKZde1XRyJPsITtZ8o07m8HG34rH8wz88/xIxtF2hf04smVdxMFGk5a/0mRO6BC5sN851GbwFrGZIrhBBClEaJE6e+ffsChm9iR4wYke81nU5HQEAAU6dONWlwwgxibydO7oHGwhABzgFcjEkhR6/gaKPF20kWvhUPJuNCuNGHURQFlapsRU661fNhUMNKLDl0hdcXh7H21dY42uhMEWr5UqsNJcpntIKbZ+Hv16HfTCjj+yOEEEI8Sko8VE+v16PX66lcuTLR0dHG53q9noyMDM6cOcNjjz1mzliFKeRdwylPKXLj/CZvxzJ/2BTCUoI8gtCoNESnRhOVEmWSc37Qqw6VXG25ciuND1c/wMPc7D0Mi+OqNHBsERz+tdhDUjOziUp4QNezEkIIIUys1HOcwsPD8fDwMEcswtwyUyD5umHbraqxMETeinoyv0k8yOx0dtRyqwWUfZ5TLkcbHV8/HopKBUsPXWHdCdMkZBbh3wI6TjBsr3kLrh+/a9PT1xNp98VW2k7Zyv7wuHIKUAghhLh/lXioXl6bNm1i06ZNxp6nvGbPnm2SwIQZ5PY22bqBrWu+HqedNwxrONX0lnkP4sFW36s+J2NPciT6CD2r9jTJORsHuPF820Cmb73A+OXHaVDZFS8nG5Ocu9y1eBUu7YZz62HxCHhuK9g45Wty6FIcT885QGK6oaz7a4vCWDuuNU4P4jBFIYQQwkRK3eP04Ycf0qVLFzZt2sTNmze5detWvoe4j+UpDKFX9EQmRgL5K+rVkB4n8YAzxUK4hXmtUw3q+DpxKzWLt5cdQ1EUk56/3KjVhvlNTpUMyxOsfgXy3MuWM9EM+3kfienZNKjsQmU3O67GpzFp1UkLBi2EEEJYXql7nGbMmMHcuXN56qmnzBGPMKfY22s4uQdyPeU66TnpaNVa3Kx8iIw7AUANWcNJPOByE6dzt86RlJmEo5VpfqettGqmDQnlse92svVMDPP3RfJUM3+TnLvc2bnBoLkwpxucXAH+LaHJaFaFXeWNxUfJ1iu0q+nJj8MacCoqkUEz9rD8yFXa1/KiV0gFS0cvhBBCWESpe5wyMzNp0aKFOWIR5panxyl3fpOfox8RN9NRFHCzt8LDQSrqiQebp50nlRwqoaBwNOaoSc9dw9uR/+tmmEP1v7//5WJMsknPX678GkPnjwzb/7zL6nVrGLcojGy9Qp/QCvw0vBF2Vloa+rsxtn01AN5bcZxr8VIsQgghxKOp1InTs88+y++/y+rzD6Q4Q/lx3KoSnni7FLlT3mF6Mr9JPBzMNVwP4OkWAbSs5k56lp7XFoWRlaMv/qD7VbMXUWr1hJxMQna/gqOSwojm/nw9OBSd5s5/Dy93rE6InwuJ6dm8sfgoev0DOkxRCCGEKINSD9VLT09n1qxZbNy4keDgYHS6/JOFv/rqK5MFJ0ws7vZQPbdAIq6sA2R+k3g41feuz+qLqwmLDjP5udVqFV8OCqHr19s5eiWB7zef57XONUx+nfKgV2CybizD9PuprI5hecXfCey1HJU6/5IEOo2aaY+H0uObHey5GMsvO8MZ3aaqhaIWQgghLKPUPU7Hjh0jNDQUtVrNiRMnOHLkiPERFhZmhhCFSWSmQNLtMsp3WcNJSpGLh0V9T0OP07GYY2Tps0x+fl9nWz7pFwTA91vOcyTywSuMk5mtZ9yiMGYeuMXY7FfJUemoFrsF1b4Zhbav4mHPB73qAPDFP2f491pieYYrhBBCWFype5y2bNlijjiEud2KMPxp4wJ2bv9JnOIBw+K3QjwMqrpUxdHKkaTMJM7EnaGeRz2TX6N3SAU2/nuDP49e4/XFR/n7lVbYWd3TCg/lLjUzmxfmH2bb2Ri0ahWjBvdHk2ENa9+CDRPArwlUalTguCGN/dh0KpqNp24wbtER/hzbChudxgJ3IIQQQpS/Uvc4iQdUnop6adlpXE8xLITrYV2Jq7cne8scJ/GwUKvUxnlOh28cNtt1Pu5TD19nG8JvpvC/v0+Z7TqmFJ+ayZM/72Pb2RhsdGp+HtGIPqEVocloqNMX9NmwZCSkFlz0VqVSMXlAEB4O1py9kczkdafLPX4hhBDCUkqdOLVv354OHTrc9SHuU3kq6uWu3+Rk5URMguEbci9Ha1zsrCwVnRAml5s4hcWEme0aznY6vhwUAsCCfZFsPn3DbNcyhRuJ6Tw+cy+HI+NxstGy4NmmtKvpZXhRpYLe34FbVUi4DCtfAH3BwhfuDtZ8MTAYgDm7Ith+NqY8b0EIIYSwmFInTqGhoYSEhBgfderUITMzk8OHDxMUFGSOGIUp5EmcjBX1nAM4H20opyyFIcTDJtQzFDBU1jPnYrUtq3kwqlUVAN5eepzY5AyzXassIm6mMHDGbs7cSMLL0ZrFzzenob9b/kY2TjBoHmis4ew62PNdoedqX8uL4c0Na1i9ueQot1IyzR2+EEIIYXGlHpD/9ddfF7p/0qRJJCc/wGuaPOyMiVOgcQ0nw/wmSZzEw6meRz20ai03025yJekKfk5+ZrvWW11rsv1sDOeikxm//Dgzn2qISqUq/sBycvJaAiNmH+Bmcgb+7nbMH9UUPze7whv7BkP3yfDXONj4IVRqAv7NCzQb3702u87f5EJMCuOXH2f6kw3uq3sWQgghTM1kc5yefPJJZs+ebarTCVPLu/jt7cIQVZyryBpO4qFlo7WhjruhCtyRGNOv55TvWjoN04aEotOoWP/vDZYcumLW65XGvouxDJm5l5vJGdT2dWLp8y3unjTlajgSggaBkgNLn4GU2AJNbK00fDOkPlq1inUnr99X9yyEEEKYg8kSpz179mBjY2Oq0wlTykqDxKuGbff/9jjdTpx8pMdJPHwaeDUAzFsgIlfdCs683rkmAB/+eZLI2FSzX7M4G/+9wfDZ+0nKyKZJFTcWjWmGp6N18QeqVPDYNHCvDknXYPUrUMhwx3oVnXm9i2ENqw//PMml2BQT34EQQghx/yj1UL3+/fvne64oClFRURw8eJAJEyaYLDBhQnGGOU3YOKPYuBh7nNytKnEj0VBtr7qX9DiJh0+oVyicxCwL4RbmuTZV2XI6mv0Rcby+OIxFY5qjUVtm+NqyQ1d4e9kxcvQKnWp78f0TDUpXOtzaAQb+Aj91hNN/wZHfoMHwAs3GtAlk65kY9ofH8dqiMBaPaY5WIwVbhRBCPHxK/b+bs7Nzvoebmxvt2rVjzZo1TJw40RwxirLKM0zvZnosKVkpqFVq0tJcAKjoYoujjc5y8QlhJrkFIi4kXCAhI8Hs19OoVUwdHIKDtZaDl24xY9sFs1+zML/sDOeNJUfJ0Sv0b1CR6U82vLf1lnxDoMP7hu2179xZ1iAPjVrFV4NDcLTWcjgynh+3WuaehRBCCHMrdY/TnDlzzBGHMKe42x9k3AKNvU0V7CtwMdpQ/au6zG8SDyl3W3cCnAKISIwgLDqMtn5tzX5NPzc7Jvaqw1tLj/H1hrO0reFJvYrOZr8uGEYATF1/lu+3nAdgVKsqvNejNuqy9Hq1eBnOb4SIHbB8NDzzD2jyf9FSydWOj/vWY9yiML7ZdI42NTwJ9XMpw50IIYQQ9597Hk9x6NAh5s+fz/z58zlyxLwTr0UZ5S1FnnCnFPk5Y2EImd8kHl6hXqGAoSx5eRnYsBLd6vqQrVd4bVEY6Vk5Zr9mjl7hvZUnjEnTW11r8n7Pe0ua9Iqe87fOs+LcClaHr0HpOx1snOHqIdg2pdBj+oRWoFdIBXL0CuMWHiElI7tM9yOEEELcb0rd4xQdHc2QIUPYunUrLi4uAMTHx9O+fXsWLlyIp6enqWMUZVVIRb0ApwCOXJTESTz8Gng1YOX5leWaOKlUKj7tH8ShyFuci05m8rrTTOxV12zXy8jO4fVFR/n7eBQqFfyvbxBPNK1c4uNvpt3kWMwxjt88zvGY45yIPUFK1p1CD//WfpK3e36Fatko2PElVOsIlZvlO4dKpeKTPvU4GBFHRGwqn/z9L5/1DzbZPQohhBCWVuoep5dffpmkpCROnjxJXFwccXFxnDhxgsTERF555RVzxCjKKvZ24pSnol4V5yqcM67hJEP1xMMrt8fpxM0TZOaU30KtbvZWTBloSBzm7Ipg57mbZrlOSkY2z847yN/Ho9BpVHw/tEGRSVNadhqHbxxm3sl5vLH1Dbos7UL7xe15dcur/Hz8Z/Zd30dKVgq2WluCPQ3xzz81n68yLqEEPQ6K3jBkLz2xwLmd7XRMHRyCSgV/7L/M+pPXzXLPQgghhCWUusdp3bp1bNy4kdq1axv31alThx9++IEuXbqYNDhhAllpkHh7fZU8PU4uugrEpiSgUkE1qagnHmIBTgG4WrtyK+MW/8b+a0ykykP7ml482awy8/dG8uaSo6wb1xoXOyuTnf9WSiYj5x7g6OV47Kw0zHyqIa2r3+n11yt6IhIiOHbzGMdjjnP85nHO3jpLjpJ/6KAKFYEugQR5BBHkGUSwRzCBLoFo1VoWn1nMx3s/Zu7JuejqjOCVy5UhPhLWvg39ZhSIqUWgB8+1rsrM7Rd5Z/lxQiu74OUoS1UIIYR48JU6cdLr9eh0BSuw6XQ69Hq9SYISJnTrkuFPayeyrJ24mmxYzykr3R1IwM/VDjurUv8aCPHAUKlUhHqFsuXyFo5EHynXxAng3R612XU+lvCbKUxYdZLvhtY3yXmjEtJ46pf9nI9OxsVOx9ynm+DnkcPWy1uNw+5O3jxJUlZSgWM9bD0I8ggi2DOYII8g6rrXxcGq8C9QBtccTJY+i8/3f85P/87DqkEfnt/yAxz9A6p3gXr9CxzzepcabD93k1NRiby99BhzRjZGpbJMWXYhhBDCVEr9iblDhw68+uqr/PHHH1SoUAGAq1ev8tprr9GxY0eTByjKyFhRryqXk6+gV/TYae2IuWX4BljmN4lHQX2v+sbE6WmeLtdr21lp+frxUAZM383qo9foVNuLPqEVy3TOizHJPPnLTq5nXMTdN4omtZN4Z/9Xxi9G8rLR2FDHvU6+3iQfe59SJTLDag8jW5/Nlwe/5IfwVehCejIqbDX8NQ78moBzpXztrbUavhkSymPf7WTrmRh+23uJ4c0DynTPQgghhKWVOnH6/vvv6d27NwEBAfj5+QFw+fJl6tWrx/z5800eoCijvBX1Eg0V9fyd/DkbLfObxKOjvpehlycsOgxFUcq99yPUz4WXO1Rj2sZzvL/yBI0D3KjgYlvi4/WKnkuJlzh+8zhbww+y8eIB9D7XsFfpyQR2RhnaqVBRxblKvt6kaq7V0KnLvk7biLojyNJn8c3hb5iWcBSdX22GXz4FK56H4atAnX+dqBrejozvXosPV//L//4+RYtAd6p5yRc1QgghHlylTpz8/Pw4fPgwGzdu5PTp0wDUrl2bTp06mTw4YQJ5K+rdLgwR4BzAuX8Nw3dq+sgHGfHwq+NeByu1FbcybhGRGEEV5yrlHsPY9tXYciaGo5fjeWPxURY82/SupcLj0uM4cfPEnUp3N4+TlJlnyJ01qABXazdCPIMJ8gwiyCOIeh71cLQy39/pZ4OeJTMnk+lHp/OFNgWdixtDI3bA7u+g1bgC7Uc0D2Dz6Wh2nLvJqwvDWPFiS6y097wKhhBCCGFR9zS5RaVS0blzZzp37mzqeISpxd4equceSETiKcAwWX7ddcOHsOryDbB4BFhprKjnUY/D0YcJiw6zSOKk1aiZ9ngoPb7ZwZ6LsczeFc6zrasCcCXpCruu7uJQ9CGOxxznSvKVgserrMhM9SU71Y9ApzpM69eb6m6Vy7337IWQF8jSZ/Hz8Z/51NUBbU4GgzZ/AlXbQYXQfG3VahVfDgqh27TtnLyWyNcbz/J/3WqVa7xCCCGEqZT4q7/NmzdTp04dEhMLlqBNSEigbt267Nixw6TBCROIMwzPy9vj5GZVicT0bDRqFVU97S0XmxDlKHe43uHowxaLoYqHPe8/VhtUWXyxYzXvbP2EXit60X15dz7Z9wlrw9cak6YqzlXoHdib95u+z7NVvyXh1ERSIl6grccolo94kRru/hYpuKBSqXil/iuMqDMCgI893FlpZ2UoUZ6ZWqC9t5MNn/UPAmDGtgvsuxhbrvEKIYQQplLiHqdp06YxevRonJycCrzm7OzMmDFj+Oqrr2jdurVJAxRlkJ0BCZcN226BxlLkORkewC383e2w0WnuergQD5O885wsITIxkp1Xd7IraSfONfehV2Xy9+2ilxqVhhDPEJpVaEaIZwj1POrhZGX4t3bmtgt8vfY0oGFwo0p82i8Ircayw91UKhVvNHqDLH0Wv5/+nQ883NDFXKHnhgnQc2qB9t3q+TK4USUWH7zC64uPsubV1jjbln3elRBCCFGeSpw4HT16lMmTJ9/19S5duvDll1+aJChhIrciAAWsHInXaInPiAcgMdEFuEUNGaYnHiG5ZcgjEiOIS4/DzcbNrNdLy07j4PWD7Ly6k51XdxKZFHnnRRWQ7URmcg06Vm7L5z37GxOlXIqi8Pm608zcZpinOKZtVd7pVuu+KeutUql4p8k7ZOmzWHJ2Ce95uqM9uYCu1btAja4F2n/Qqy57L8YRGZfKxFUnmDbENGXZhRBCiPJS4sTpxo0bha7fZDyRVktMTIxJghImYiwMUYWIJMNX29523oTHZAFQQwpDiEeIs7Uzgc6BXEi4wJHoI3SsbNrlExRF4VLiJWOidPDGQTJyMoyva1Va6nvXp1XFVrSs0JKLV514YcFh1l6HESFZNK1651zZOXreW3GCRQcNPcbju9diTNtAk8ZrCiqVivebvU+WPouV51fyjpcH2rUv07HCLnDwzNfWwdpQln3wzD2sDLtG+1plL8suhBBClKcSJ04VK1bkxIkTVKtWrdDXjx07hq+vr8kCEyaQpzBEeIJhrlOAcwBnz0kpcvFoCvUK5ULCBcKiw0ySOKVmpXLg+gF2XN3Bzqs7C6yj5GPvQ6uKrWhVoRVNfZvmW2S2phsMaliJJYcMw9fWjWuNo42O9KwcXl14hH9O3kCtgs/7BzO4sV+ZYzUXtUrNpOaTyMpO5++IdbzpbMU3K4bT5sk18J/esYb+roxtX41vNhnKsjcKcKNiKcqyCyGEEJZU4sSpR48eTJgwgW7dumFjY5PvtbS0NCZOnMhjjz1m8gBFGeQtRX57flOAUwB7btwuRS6L34pHTAPvBiw7t+yeC0QoikJ4QrgxUTp04xBZ+izj61q1lobeDWlVoRWtKrYi0CWwyKF1E3vXZW94LJfj0pj0579M6l2H5349xJ6LsVhp1Hw7tD7d6vncU6zlSaPW8Enrz8hOj+ef63t5Lfsy3239gBbtPy7QdmyHamw7G0PY5XjeWBzG7882u2tZdiGEEOJ+UuIZxu+//z5xcXHUqFGDKVOmsGrVKlatWsXkyZOpWbMmcXFxvPfee/ccyOeff45KpWLcuHFFtouPj+ell17C19cXa2tratSowZo1a+75ug+1QtZwctVVJCUzB51GRYCHVNQTj5b6noZ5Nf/G/kt6dnqJjknJSmFz5GY+2vMR3ZZ1o8+qPnx58Ev2Ru0lS59FRYeKPF7zcb5t/y27huzi5y4/M7LeSKq5Vit2PpKDtZavBoeiVsGyw1fo8a2hVLmDtZa5zzR+IJKmXFq1ls86/0hHhypkqlW8ErGCfaeWFWin06j5+vFQ7Kw07L0Yx087LlogWiGEEKL0Stzj5O3tze7du3nhhRcYP348iqIAhjHuXbt25YcffsDb2/uegjhw4AAzZ84kODi4yHaZmZl07twZLy8vli5dSsWKFbl06RIuLi73dN2HXtztoXpugURcWmLYzjLMO6jq4YDOwpW5hChvlRwr4W7jTmx6LCdjT9LQu2GBNoqicD7+vHGu0uHow2Trs42vW6mtaOTTiJYVWtKqUiuqOFUpU8GGxgFuPN82kB+3XuByXBpu9lbMe7oJQZWc7/mclqJT6/ii9xLG/d6G7epUXt43ienOlWhYoWm+dlU87PngsTq8s/w4X64/Q6vqHtSt8ODdrxBCiEdLqRbA9ff3Z82aNdy6dYvz58+jKArVq1fH1dX1ngP4//buOzyKqgvg8G9Leu8JCQkECC0U6VWqdBDQD1CkF0UQsIMNARVUVMBK7woiCAgivfcWegklIUAKENL77nx/TAhGIAWSbALnfZ592J29M3N2XLN79t57bkJCAr1792bWrFl89tlnObadO3cu0dHR7N27N6tQRZkyZR753E+0jFSIVdeDMTj5ZVX0SkxwBu5QQeY3iaeQRqOhlkctNoVu4ljUsazEKSEtgf3h+7OSpcikyGz7+dj60MS7CU19mlLHow7WZtYFGtfo1gGcCY8jKi6V719+hnJuJff/TzMzC77t8jsjl7djr4We1ze/xox287KqGt7Vs25ptpyLYtOZSEYvDeKvN5rI8ghCCCGKtXwlTnc5OTlRt27dAglg+PDhdOzYkdatW+eaOK1Zs4aGDRsyfPhwVq9ejZubGy+//DLvv/8+Ot2DP3BTU1NJTb1X2epBC/g+kWKugmIEc1tukEGGMQNzrTnht9X5aTK/STytarrVZFPoJnZe2wnAnut7CIoKIkO516tkobOgjmcdmno3pYl3E/zs/Qo1JnO9lvkD6hXqOYqShZMf0xp/zohd73PAypJhG4cwu918qrpWzWqj0Wj48oXqBIXtJDgqgcnrz/Fpl6o5HFUIIYQwrUdKnArK0qVLOXr0KIcOHcpT+8uXL7N161Z69+7N33//zcWLF3n99ddJT09n3LhxD9xn0qRJjB8/viDDLhnuVtRzLsuVzMIQvva+BF9NBKCCJE7iKVXLoxYAx6KOcSzqWNZ2P3s/tQKedxPqeNTBUm/5sEOIPLCs2p3pFzczLGITRy1h6KYhzGk7l0rOlbLaONuY8/WL1ek/7xDz94bQopI7zQLccjiqEEIIYTomm+QSFhbGqFGjWLJkyX1V+h7GaDTi7u7OzJkzqV27Nj179uTDDz/kl19+eeg+Y8eOJTY2NusWFhZWUC+heHtAYYgy9mW4GKWWIq8oaziJp1RF54pUcKqApc6SZ32e5YP6H/B3t79Z220tY+qNoYl3E0maCoh1u6/4KdWGGimpxKXFM2TjEILvBGdr07yiO/0aqj167yw/TnRimilCFUIIIXJlsh6nI0eOEBUVRa1atbK2GQwGdu7cyQ8//EBqaup9w++8vLwwMzPLtr1y5cpERESQlpaGubn5feexsLDAwsKi8F5IcfWAUuROZt6kpBux0GvxdS7YORpClBRmWjNWdF6BQTGg15q00/3JZ2GLTfc5/Dy3DUM8XThNDIM3DmZeu3n4O9xb8Xdsh8rsuXSbi1EJjFlxghl9aj9WwQ0hhBCiMJisx6lVq1acPHmSoKCgrFudOnXo3bs3QUFBD5yz1LhxYy5evIjRaMzaduHCBby8vB6YND3V/l1RLzNx0hvUqofl3W3Rybop4imm0WgkaSoqPrWxazaGGRFRVErLIDolmsEbBhMaF5rVxNJMx9SeNTHTadh4JpLlh6+ZMGAhhBDiwR4pcVq0aBGNGzemVKlShIaqH35Tp05l9erVeT6GnZ0dgYGB2W42Nja4uLgQGBgIQN++fRk7dmzWPsOGDSM6OppRo0Zx4cIF1q1bxxdffMHw4cMf5WU82R4wVC85yRmAAJnfJIQoSk3fwsG7PjPDIyiv6LmZfJNBGwZxLf5eghTo7cDbbSoC8Olfpwm9nWiqaIUQQogHynfi9PPPP/PWW2/RoUMHYmJiMBgMADg6OjJ16tQCDe7q1auEh4dnPS5dujQbNmzg0KFDVK9enZEjRzJq1CjGjBlToOct8TLS1Kp6QIK9JzeTbwJw6466ToqUIhdCFCmtDrrPwElvw+yrIfibORCZFMmgDYMIT7j3N35IU3/ql3UmKc3A6GVBZBiMORxUCCGEKFoa5e5KtnlUpUoVvvjiC7p27YqdnR3Hjx/H39+fU6dO0bx5c27dulVYsRaIuLg4HBwciI2Nxd7e3tThFI5bF+GH2mBmzemhm+j190s4WzpjFT6RcxHxzOlXh1aVH22xYiGEeGTHl8Kfr3JTb8aAgJqEJkfiY+vD/Hbz8bBR/yZdj0mm3dSdxKdkMLp1BUa3DjBx0EIIIZ5k+ckN8t3jdOXKFZ555pn7tltYWJCYKEMrioV/DdO7Eh8CgJ99GS7fVP/7yFA9IYRJVO8JVbvjlpHO7Mhb+Nh4cy3hGoM3DuZmktoz7u1oxWdd1eHa32+9yNGrd0wZsRBCCJEl34lT2bJlCQoKum/7P//8Q+XKlQsiJvG4sgpD3Jvf5GLuTZrBiLW5Dm9HK9PFJoR4emk00OlbsPfB8/YV5uhK42XjRUhcCEM2DuF28m0Anq/pzfM1S2EwKry5LIjE1IxcDiyEEEIUvnwnTm+99RbDhw9n2bJlKIrCwYMH+fzzzxk7dizvvfdeYcQo8usBpcjNFU8AKrjbopWKekIIU7Fygm6/ABpKHf+dOeVext3anUuxlxiyaQgxKTEATHg+kFIOloTeTmLi2jMmDVkIIYSAR0icBg8ezJdffslHH31EUlISL7/8Mj///DPTpk2jV69ehRGjyK8HVNRLT3YBZJieEKIYKNsUGo8EoPTGT5nTaDKuVq4E3wlm6KahxKbG4mBlxjc9aqLRwNJDYWw4HWHioIUQQjzt8p04xcXF0bt3b4KDg0lISCAiIoJr164xaNAgLl68WBgxivy6rQ7VMzqX5Wq8Wl0vOlatqCeJkxCiWGjxEXhWh+Q7lNnyObNbz8TZ0pmz0Wd5bdNrxKfF07CcC0OfVRfKHbPiBFFxKSYOWgghxNMs34lTx44dSU1NBcDa2hp3d3cAzp8/T/PmzQs0OPEIDOlZpcijrOxJzkhGr9ETFmUNQICnJE5CiGJAbw4vzAa9JVzeRrnzm5jVZhaOFo6cun2K1ze/TmJ6Im89F0AVL3vuJKXzzh8nyGchWCGEEKLA5DtxsrW1pVu3bmRk3Juse/bsWZo3b84LL7xQoMGJRxBzFRQD6K24YkgCoJStNyG31F9qA2QNJyFEceFWEdp+rt7f/CkBaenMfG4mduZ2BN0MYviW4RiUVKb1qomFXsvOCzdZuC/UtDELIYR4auU7cVq5ciWxsbH07t0bRVGy1m966aWXmDZtWmHEKPLj3/Ob4tUvGG6WPhiMCnaWejztLU0YnBBC/EedQRDQDgypsGIwle3LMvO5mdia2XIk8ggjt42ktIsZH3RQq7Z+8fdZgiPjTRy0EEKIp1G+EycrKyvWrVvH+fPn6dGjB61ataJv3758++23hRGfyK+sxKlsVmEIK9SKegEedmg0UlFPCFGMaDTQ5QewcYOoM7BlPIGugfzc+mes9dYcCD/A6O2j6VXPi2YBbqRmGBm1NIi0DKOpIxdCCPGUyVPiFBcXl+2m1WpZtmwZBw4c4IUXXuDjjz/Oek6Y2ANKkRtS3QAZpieEKKZs3eD5n9T7+3+Ci1uo6V6TH1v9iJXeij3X9/DOjnf4ontlnKzNOBMex+L9MmRPCCFE0cpT4uTo6IiTk1O2W5UqVbh27Rq//PILTk5OWW2EiWVW1MOlXFaPU2yc+t9FKuoJIYqtgDZQd7B6f9XrkHibOp51mN5yOhY6C7Zf286UY5/wVpvyAPy47SIJsjCuEEKIIqTPS6Nt27YVdhyioGT2OKU4+BCeGA5A+E21p0kSJyFEsfbcRLiyE25dgL9GQs/FNPBqwLQW03hj6xtsvroZnZ8eP5e2hN5OZe7uK4xsVcHUUQshhHhK5ClxatasWWHHIQqCIQNi1OEroeYWKCjYmdkRdlvtWJTESQhRrJlbqyXKZ7WCc2vh2CKo1ZfG3o35rvl3jN4+mg2h/1CzYjqhe1sxa+dl+jTww8nG3NSRCyGEeArkaajeiRMnMBqNWfdzugkTir0KxgzQWxJiSATAw6o0iqLBydoMV1v5ciGEKOa8akDLj9T769/PGn7crHQzpjw7BZ1GR9CdLfj5BhOfmsEvOy6ZMFghhBBPkzz1ONWsWZOIiAjc3d2pWbMmGo3mgYsQajQaDAZDgQcp8uhuYQinsoTEqT1PNlovQCrqCSFKkEZvwMXNELILVgyGQRtBZ0Yrv1a8Wv1Vfjr+E1ZuO+FqAPP3hjCgcVk8HWSpBSGEEIUrTz1OV65cwc3NLev+5cuXuXLlyn23y5cvF2qwIhe3M6+/S7msinqk362oJ8P0hBAlhFYH3X4BSwe4cRR2fJn11MuVX8ZKb8X1pEtULhtBaoaR6VuDTRisEEKIp0WeEic/P7+s3go/P78cb8KEHrCGU0KCMwABnpI4CSFKEAcf6PSden/XNxC6T91s4cALFV4AwM5zNwC/Hwoj5FaiScIUQgjx9Mj3ArgA58+fZ8SIEbRq1YpWrVoxYsQIzp8/X9CxifzKTJwUp7KEZg7Vi7ilJkwB7rKGkxCihAl8Aar3AsUIfw6FlFgA+lTpg06j42zMEepWTCTDqPDd5gsmDlYIIcSTLt+J04oVKwgMDOTIkSPUqFGDGjVqcPToUQIDA1mxYkVhxCjyKlqdJH3bzp349Hg0aIi4LaXIhRAlWIevwdEXYq7C3+8BUMq2FO3LtgfA0WsPAGuO3+BsuCzCLoQQovDkO3F67733GDt2LPv27ePbb7/l22+/Ze/evXzwwQe89957hRGjyAtDBtxRe5lC9DoAXCw9QDHDzc5CyvUKIUomS3voPgs0WjixFE6pP9D1r9ofgINR22lZTYuiwJQNMvJBCCFE4cl34hQeHk7fvn3v2/7KK68QHh5eIEGJRxB3DYzpoLPIKkXuoPMGoKL0NgkhSjLfBtD0HfX+2jch9hoVnSvSxLsJRsWIa6n96LQatpyL4nBItGljFUII8cTKd+LUvHlzdu3add/23bt307Rp0wIJSjyCzLVOcL5XilxrcAeggofMbxJClHDN3gPv2uo8p5WvgiGDgYEDAdh6fR1dnlF/IPpqw/kHLpchhBBCPK48reP0b126dOH999/nyJEjNGjQAID9+/ezfPlyxo8fz5o1a7K1FUUkq6Kef1Yp8uTEzIp60uMkhCjpdGbqkL1fmkLobljcjTovzCPQJZBTt0/h7nMY8+OVOHglmp3Bt2gW4GbqiIUQQjxhNEo+f5rTavPWSVVcF8ONi4vDwcGB2NhY7O3tTR1OwfnnA9j/IzQcQaek44TGhWJxaxi3bvqxYlgjavs5mTpCIYR4fOf/gT8GQnoiOPqyqflo3jo+FXtze1rbfs+CPeEEetuzZngTtFpZ9LvYiL0O5/+GyFPQ5C1wkuVLhBDFQ35yg3z3OBmNxkcOTBSizIp66U5+XItcB8DtO46ADNUTQjxBKraDwZth6UtwJ4SWaz/Er3xFQlOjKeVzAhtzT05dj2P9qQg6VvcydbRPL0WBm+fg3Fo497e6kPFdd0Kg72qThSaEEI/qkdZxEsVQ5lC9MCt7DIoBC60VSoY9pRwssbc0M3FwQghRgDyqwJBtUK4luoxk+l0PBmDFpV8Z2MQXgG82nSfDID/0FSmjAa7uh40fwfe14KcGsPWzzKRJAz71QGsGl7fDpW2mjlYIIfItz4nTvn37WLt2bbZtCxcupGzZsri7uzN06FBSU1MLPECRB0aD+gseEKJXh6Y4mpUCNFSQ+U1CiCeRtTP0/gMaj6ZLQiLOBgPhieH4eh7DydqMyzcTWXH0mqmjfPKlp6jDJ1ePgG8qwty2sPd79cc8nTlUaAudp8Hb52HwJqg7SN1vy3i1V0oIIUqQPCdOEyZM4PTp01mPT548yaBBg2jdujVjxozhr7/+YtKkSYUSpMhF7DUwpIHOnJCMeADMjB4AVPSUxEkI8YTS6uC58Vh0n8Mr8SkA/HZ4Mh/WUb+QT9scTEp68ZtrW+Il34Hjy2BZH/jKH37rCccWQeJNsHCAaj3gfwvgvcvQ+3eo3R/s1M8kmr4DZjZw4xickeF6QoiSJc9znIKCgpg4cWLW46VLl1K/fn1mzZoFQOnSpRk3bhyffvppgQcpcnG3op5TGULirgKQmuwCQAV3md8khHjCVXuRHo7ezN4ylGAduJ8dyku2Q/gt9hmWHLjKoCZlTR1hyRcTphZ3OLcWQvaA8q+E1N4bKnWEih2gTBO1AuLD2LpBoxGw40vYOhEqdQJdvqdbCyGESeT5r9WdO3fw8PDIerxjxw7at2+f9bhu3bqEhYUVbHQib6LvruFULqsU+Z1YB0B6nIQQTweH0g15MaAHC4N/Z76NOXPjv6aUvis/bX2ZnnVLY2shX87zRVEg8jScWwfn10H48ezPu1dRk6VKHcGrJmjyUcGw4Qg4NBtuX4SgJVC7X4GGLoQQhSXPnyQeHh5cuXKF0qVLk5aWxtGjRxk/fnzW8/Hx8ZiZSRECk4i+ov7r7E9o7B4AYuPU8uPlpcdJCPGU6FNjCL9eXMkhK0tOmpvzBquokh7Kom1uDGtXy9ThFX+GDAg7oCZL59ZCTOi/ntSAb8PMZKkDOPs/+nks7dUhexvGwvbJUL0HmFk9dvhCCFHY8pw4dejQgTFjxvDll1+yatUqrK2tadq0adbzJ06coFy5coUSpMhF5lC9WAcvoiOjATCmueLrbI21ufzKKoR4OnjaeNLBvwNrLq1hXpXmfH1iB604hv++l4mp8geOvoGmDrH4SUuCy9sye5bWQ3L0vef0luDfQk2WAtqpw+wKSp2BsP8niA2DgzOh8aiCO7YQQhSSPH+rnjhxIt27d6dZs2bY2tqyYMECzM3Ns56fO3cubdq0KZQgRS5uq0P1QixtALDVORNvtCBA1m8SQjxlBlQdwJpLa9gce57QXvOx/W0kZQkndf5z0GOO2lvytEuKhgv/qMnSxS2QkXzvOUtHqNheTZbKtQRzm8KJwcwSWnwAq4bBrm+hVj+wciyccwkhRAHJc+Lk6urKzp07iY2NxdbWFp1Ol+355cuXY2srX9SLnNEAd9SheiFatZKUJZ4AUopcCPHUKe9UnmY+zdhxbQeLbh+iVde/uLKiP/U5py6a23wsPPseaJ+yZQzvhKgL0Z5bB1f3gvKvNa4cfNWEslJH8G1UdMUaqveEPdPUhXL3TIPW44rmvEII8Yjy/dfRwcHhgdudnZ0fOxjxCOJuqKXItWaEpMcBkJHqCkBFSZyEEE+hAYED2HFtB2suruH1F15npNcU2l6fTn/9Rtg+CcJPQLdf1Lk2TypFgYiTmfOV1kHkyezPe1S7V9zBs1r+ijsUFK0OWn0CS1+G/T9D/VfBzrPo4xBCiDySCTAl3d2Kek5lCIlXS5HfLQxRQYbqCSGeQrXca1HDrQbHbx7n13O/8lb7Pvzvl/6coSxfms9Dc34dzG4NvX4F1/KmDrdgZaTB6ZWw7wc1cbpLowW/xmrJ8EodwKmMyULMpmIH8KkH1w7Cjq+g07emjkgIIR7qKRur8AS6u4aTs39WKfLEBGe0GijnJomTEOLpo9FoGBA4AIBl55ZRxduCFhXd+D2jGd/4TAU7L7h1Hma1hAsbTRtsQUmKhp1TYGo1+PNVNWnSW6rrJHX9Gd65CP3XQsPXi0/SBGpPV+tP1ftHF2TN2RVCiOJIEqeSLjNxMjiV5Wrm4rfGNFfKuNhgaabLaU8hhHhitSjdgjL2ZYhPj+ePC3/wTtuKAPxwwZHzz/8FpetDaiz82kNNOBTFxBE/olvBsPZN+LaKuqBsQgTYeqpD4N46C72WQM2XwcbF1JE+XJnGUP45MGbAts9NHY0QQjyUJE4l3W01cbph70aaMQ2dxgwl3YkAmd8khHiKaTXarF6nhWcWEuBhTecapQD4cncM9FsLtQcAippwLO8HqQmmCzg/FAUu74AlPeCHOnB4rloZz7M6dJsJo09C07fBugTNPW71ifrvqRX3L7YrhBDFhCROJV1mj1OIhQUAVngAWilFLoR46nXy74SrlStRSVH8feVv3nouAJ1Ww9ZzURy+lgCdp0KnqaA1gzOrYc5z94Y/F0cZqXBsCfzSBBZ2geANgEadJ9RvLby6E2r0BL15rocqdryqQ7X/qfe3TDBtLEII8RCSOJVkRuO9UuQaAwBKurpAYYCn9DgJIZ5u5jpzXqn8CgDzTs3Dz8WKHnVKA/DVP+dRFAXqDID+68DWA6LOwMwW6tpGxUnibdjxNXwXCKtfh8hTYGYNdYfAG0fgpd+gbFPTVMYrSC0+AK0eLm6GK7tMHY0QQtxHEqeSLP4GZKSAVk9IWiwACfFqRT0ZqieEENCjYg9szGy4FHuJXdd2MbJVecz1Wg6GRLP9wk21kW99GLodvOtASgwseVFdV8jU855unoe/RsF3VWDbZ5AYBXal1GIKb56GjlPApZxpYyxIzv5Qu796f/Onpr/+QgjxH5I4lWR3h5Q4+hEaHwZASrILZjoNZVwKabV3IYQoQezM7egR0AOAuafm4uVgRb+GfgB8/c95jMbML+f2pWDA3/DMK+risJs+gRWDIC2paANWFLi0FRa/CD/WgyPz1R/IvGpC99kw+gQ0ebNkzV/Kj2ffU3vTrh9W158SQohiRBKnkuxu2VaXclyJU4fsGVPdKOtqg7le/tMKIQTAK1VeQa/VczTqKEFRQQxrXh5bCz1nwuP4+1T4vYZ6C+jyA3SYog4ZO7UC5raBO6GFH2R6ChxdBD83hkXd4OImQKOWEx+wXu0Rq/4/0JkVfiymZOcBDV5X72+ZAIYM08YjhBD/It+uS7LMHqckR1+ikqIAtRR5BRmmJ4QQWdyt3ens3xlQ5zo525gzpKk/AN9uvECGwXivsUYD9YZA3zVg7aquhzSzuVrFrjAk3ITtk2FqIKwZAVGnwcwG6r2qzl/qtQT8GpX8+Uv50XgkWDmpa22dWGrqaIQQIoskTiXZ3Yp6to4AmGEHRmsqSuIkhBDZ9K/aH4BtYdu4HHuZQU3L4mJjzuVbifxx5Nr9O5RpDK/uUIfIJUervUD7fiq4eTdRZ2H1CPiuKmyfBIk3wd4bnpsAb52GDl89WfOX8sPSQS2nDrBtktobJ4QQxUCxSZwmT56MRqNh9OjReWq/dOlSNBoNXbt2LdS4irW7iZOZWopcm+EOIKXIhRDiP/wd/WlRugUKCgtOL8DWQs/rLcoDMG1LMCnphvt3cvCBgf9A9V6gGGDDWPjzNUhPfrQgFEWtGLeoO/zUAI4tAkMqlKoFL8yBUceh8Si1t+VpV3ewmkjGXYNDs00djRBCAMUkcTp06BAzZsygevXqeWofEhLCO++8Q9OmTQs5smLMaITozFLkpAGQnKROFpaKekIIcb+BgQMB+OvSX0QlRdG7vi+lHCwJj01h8f6HzGMys4Juv0C7yaDRqUPH5raD2Af0Uj1MejIcWQA/NYTFL8ClLaDRQuXOMHADDNkK1V588ucv5YeZFTQfo97f9Q2kxJo2HiGEoBgkTgkJCfTu3ZtZs2bh5JT7r2wGg4HevXszfvx4/P39iyDCYiohQl0pXqMjJC0GgPRkV8z1Wvykop4QQtynpntNarnXIt2YzuKzi7E00zGqdQUAftx2kfiU9AfvqNFAg2HQ50+wcobwIJjRDEL25HzChCjY9oU6HO+vkXDzLJjbQv1h8MZR6LkYfBs8XfOX8qPGy+AaoA6V3PuDqaMRQgjTJ07Dhw+nY8eOtG7dOk/tJ0yYgLu7O4MGDcpT+9TUVOLi4rLdngh3K+o5+RESfxVQC0OUd7NFp5UPYSGEeJABgQMAWH5+OfFp8bxQywd/NxvuJKUzZ/eVnHf2b6ZWt/OoBkm3YGEXODjr/nlPkadh1XA1YdrxJSTdBofS0OYzeOsMtJ8MzmUL5wU+SXR6aPmxen/fj2oiKoQQJmTSxGnp0qUcPXqUSZMm5an97t27mTNnDrNmzcrzOSZNmoSDg0PWrXTp0o8abvGSOb9JcSpLSFwIAMY0N5nfJIQQOXjW51nKOZQjIT2B5ReWo9dpefu5igDM3nWF6MS0nA/g5AeDNkLgC2DMgL/fUavhpSdD8CZY+Dz83AiCFoMhTV1U98V5MDIIGr2hFj4QeVe5M3jXhvRE2Pm1qaMRQjzlTJY4hYWFMWrUKJYsWYKlpWWu7ePj4+nTpw+zZs3C1dU1z+cZO3YssbGxWbewsLDHCbv4yEycIh29Sc5IRoMWY5ozAZ4yv0kIIR5Gq9HSP7A/AIvPLCbNkEb7QE8Cve1JSM3gp20Xcz+IubVazOG5CepcpWOL4evysORFuLxd3VbleRi0CYZsgcDuau+JyD+NBlp/qt4/PC9rbq8QQpiCyRKnI0eOEBUVRa1atdDr9ej1enbs2MH06dPR6/UYDNkrHF26dImQkBA6d+6c1X7hwoWsWbMGvV7PpUuXHngeCwsL7O3ts92eCNHq6w2xVl+P1uAK6Alwl8RJCCFy0rFsR9yt3bmZfJN1l9eh1Wp4p43a67Rwfyg3YvJQNU+jUSvg9f4DLB0hLQHM7aDBcBh5DHoshNL1CveFPC3KPgvlWoIxXZ0zJoQQJmKyxKlVq1acPHmSoKCgrFudOnXo3bs3QUFB6HS6bO0rVap0X/suXbrQokULgoKCnpwheHl1t6KemforZlqyCwAVpcdJCCFyZKYzo2+VvgDMPTUXo2KkWYAb9co6k5ZhZPqW4LwfrHwrGLYHus9W5y+1+wKcyhRO4E+zVuPUf08uVxclFkIIEzBZ4mRnZ0dgYGC2m42NDS4uLgQGBgLQt29fxo4dC4ClpeV97R0dHbOOY25ubqqXUvQU5d4aToo6Ht+Q6oqVmQ5vRytTRiaEECXCCxVewM7MjpC4ELaHbUej0fB+O7XXafmRa1y+mZD3gzn4QPX/geUTMqKhOCpVE6p2BxTYMtHU0QghnlImr6qXk6tXrxIeHm7qMIqf+AhIT1JLkadGA/cKQ2ilop4QQuTK1tyWHhV7AGqvk6Io1PZzplUldwxGhW83XTBxhOI+LT9S19IK3gChe00dTeFRFIg6C4YMU0cihPiPYpU4bd++nalTp2Z7PH/+/Ie2nz9/PqtWrSr0uIqdzN4mHEsTEq8u2mhMdaWCLHwrhBB59kqVVzDTmnH85nGORR0D4J22FdFoYO2JcE5dl0VXixWXclBLHWLJ5k/vLwP/JFAU+Ptd+KkBLHvlyXyNQpRgxSpxEnmUWRgi1aksNxJuAFKKXAgh8svVypUu5boAMO/UPAAqe9nTpUYpAKZsPG+y2MRDNHsf9FYQdgAu/GPqaAqWosD69+BQ5pIrF9bD6T9NG5MQIhtJnEqizB6nqw4eKChojFYoBlsCpMdJCCHypX/V/mjQsP3adi7eUUuRv9k6AL1Ww/bzNzl4JdrEEYps7L2gwWvq/S0TwGjIuX1JoSiw/n04OBPQQNlm6vZ/xkCK9HwKUVxI4lQS3S0MYaX2MBlSXQCNJE5CCJFPZRzK0Mq3FQDzT89Xt7na0KOuWqn16w3nUGS4VPHSeJS6kHDUGTjxu6mjeXyKoiZIB2cAGujyPbz8OziXg4RIKYYhRDEiiVNJdDszcdKrJdsNaW7YWejxcsh9IWEhhBDZDQgcAMC6K+uISIwAYGTLCljotRwKucP28zdNGZ74LysnaPKmen/bF5CRatp4HoeiwD9j4cAv6uMu06FWHzCzhE7fqdsOzYZrR0wXoxAiiyROJc2/S5Eb1UUa1cIQtmg0UlFPCCHyq7pbdep41CHDmMHiM4sB8HSwpH+jMgB8teE8RmPJ6nVSFIWouBTuJKaRlmE0dTgFr96rYOcFsVfh8DxTR/NoFAU2fAgHflYfd55+r/gFgH8zqN4LUGDtKKmyJ0QxoDd1ACKfEqIgPRE0WkJSbgFqYYiK5WSYnhBCPKoBgQM4HHmY5ReWM7TGUOzN7XmtWTl+PXCVs+FxrD0ZnlU0ojhLNxhZe+IGM3Zc5lxEfNZ2M50GGws9NuZ6rM116n0LHTbmemws1G22FnqszTO3/2ebrYUe66z2OqzN9ehMufyFubVaKGLtaNj5NTzTGyxK0OegosDGj2D/j+rjztOgdr/727X5TC2CEXFS7ZVqNKJo4xRCZCOJU0mTWVFPcfDhyt1S5GluVHAvQR8YQghRzDT1bkp5x/JcjLnI7+d/Z3C1wTjZmDP0WX++2XSBbzeep32gJ2a64jlQIyE1g6UHrzJ39xVuxKYAoNHcq2adblCISUonJim9wM5pZabLSqLUpOxeQpaVbN3dlvmvnaUZ5dxsKONq8/jX8plXYO/36ufivh+h+ZiCeWGF7W7StO8H9XGnqVC7/4Pb2rrBcxPgr5HqsMQqz4Nj6aKKVAjxH5I4lTSZw/SinfyITwsFRYMxzZWKnpI4CSHEo9JoNAwMHMgHuz9g8ZnF9KnSBwudBQOalGX+3hBCbifxx5FrvFTP19ShZhMZl8K8PSEsORBKfIo6lMvV1oIBjcvwSn0/rC10JKUZSEzNICktg8RU9X5i2t1/M0hKNZCQ+XxCqiGzndpW3ZZBUpoh619D5rDF5HQDyekGIC3fcZvpNJRzs6Wipx0BHnZU9LCjoqcd3o5WeV/IXWcGrT6G5f3VBKruYLBxzXcsRUpRYNPH/0qavoM6A3Le55k+cPw3uLpPLVf+0m+FH6cQ4oEkcSpp7s5vsneDuFCMGQ6gmFFB1nASQojH0q5sO6Yfm05EYgR/XfqLFwNexNZCz/AW5Zmw9gzTNgfT7RlvLM10pg6V4Mh4Zu68zKqg66Qb1ETG382GoU396fqfGB2stDhYmRXIeRVFITXDmJmI3Uu4ckvIElMNJKZlcCcpnYuR8SSmGTgXEZ9tOCGAjbmOCh52VLqbUHmqN1dbiwcHVPl58KoJ4UGwcwq0n1wgr7NQKApsHqcmeQAdv4E6A3PfT6tVE6xfmsD5v+HsWqjcqXBjFUI8kCROJc1tdaheiJUNxIEx1Q0nazPcHvahIoQQIk/MtGb0rdKXrw59xfzT8+lWvhs6rY7eDXyZs/sK12OSWbQvlCHP+pskPkVROHAlmpk7L7P1XFTW9rplnBj6bDlaVXLPe2/NI9JoNFia6bA00+HyiMdQFIXrMcmcj4jnfGQ8FzITqEs3E0hMMxAUFkNQWEy2fVxszLMlUnfv21roofU4WNQNDs+BBsPAye+xX2eBUxTY/CnsmaY+7jBF7SHLK/fK0Ggk7P5W7XXyb1ay5nQJ8YSQxKmkudvjpFV/YTSmuVHBw04q6gkhRAF4ocIL/HL8F0LjQtkWto3Wfq2x0OsY1boC7/1xgp+2X6RXvdLYWRZMD05eGIwK/5yKYObOSxy/pi6GqtFA2yqeDG3mTy1fpyKLpSBoNBp8nKzxcbKmVWWPrO3pBiOhtxM5F6EmU+cj4zkfEU9odBK3E9PYd/k2+y7fznYsb0crKnra8Yl9XcrEHSJm/QSseszEQm/6XsEsigJbxsOeqerjDlOg3pD8H+fZd+HUCogJhW2ToN0XBRqmECJ3kjiVJP8uRW7ILEWe5kZAWRmmJ4QQBcHazJpelXox88RM5p6aSyvfVmg0Gro/482MHZe4dDORWbuu8NZzAYUeS3KageVHwpi96wpXo5MAsNBrebG2D4Ob+lPW1abQYyhKZjot5d3tKO9uB9XvbU9OMxAcpSZRFyLV3qkLkfFExqVyPSaZ6zHJ3NJ0YY3FIezPr6DjuHqku1TKmjd1t3fK19m66CsBKgpsmQC7M9dkav/1oyVNoFYS7PgtLHlBLWFeoyd41Si4WIUQuZLEqSRJvAlpCYCGkBR1mIYx1ZWKHtJdL4QQBeXlSi8z/9R8Tt46yeHIw9T1rItep+XtNhV5fclR5uy6TL+GfrgU0hDp2wmpLNwXysJ9IdzJrILnZG1Gn4Zl6NvQ7+Hzff5FURRiU2NxtHQslBiLkpW5juo+jlT3ccy2PSYpLSuZOh/py/6zjWmQuoe3tMsYEvU2F6MSWHcyPKu9pZmWCu5qIlXJ044AT7UohYe9ReGM2lAU2PqZOrwOoP1XUH/o4x2zQmuo2h1Or4S/RsHgLaAtRr1rQjzhJHEqSTJ7m9IdSnMt/jpwb6ieEEKIguFi5ULX8l35/cLvzDs1j7qedQFoH+hJNW8HTl6P5aftl/i4U5UCPW/IrURm777M8sPXSM1ctNbX2ZrBTcvyYm0frM3z9pF9LvocE/dN5MStEwwKHMSoWqOeyOHcjtbm1Pd3ob5/5myrJtNQfqzPc7ojrGyr47CxAucjEjgfGUdwZAIp6UZOXo/l5PXYbMdxsjZjRMsKDGxcpuCuk6LAts9h1xT1cbsvof6rBXPsdpPg4ma4cQwOzXn8ZEwIkWeSOJUkmYUhrjv7kKFcQzGaoWTYEyCJkxBCFKh+VfvxR/Af7Lq+iwt3LhDgFIBGo+HdthXpO/cgi/aHMqhJWUo5Wj32uY5dvcPMnZf553RE1rpL1X0cGPqsP+2qeqLP43pHiemJ/Bj0I0vOLsGoqInXnFNziE6J5pOGn6DXPuEf+a4V0DzTG44upNaFadQa8Lc6GQx1ntjV6CTOR8RxPiIhc8hfHCG3k7iTlM7EtWc4cS2Gyd2rY2X+mD04iqKuubTza/Vxu8nQ4LXHfHH/YucJrT6Bv99RhwFW7gz2XgV3fCHEQxXPlfzEg92d32Sn/rpmTHPF1dYKZxtzU0YlhBBPHF97X1r7tgZg/qn5WdubVnClgb8zaRlGpm0OfuTjG40KW85G0uOXfXT7aS/rT6lJU4uKbvw2pAGrhzemU/VSeUqaFEVhU+gmuqzqwqIzizAqRtr4teGdOu+g1Wj58+KfvLntTZIzkh853hKj2RjQW8LVvRC8KWuzTquhrKsN7QK9GNW6Aj/2rsWWt5tzenxbxnWugl6rYXXQDbr/vJewzPlkj2z7ZNj5lXq/7Rdqpb+CVmcgeNeGtHj4p4Qs/CvEE0ASp5LkbuJkYQmow/QqekphCCGEKAwDA9U1dtZfWU94gjpXRqPR8F67SgAsPxLGpZsJ+TpmaoaB3w+F0WbqTgYtOMzBkGjMdBperO3DxjefZd6AejQs55LnIWPX4q8xfMtw3tr+FlFJUXjbevNTq5/4pvk39Kvaj6nNp2Khs2D7te28uulVYlNjcz9oSebgDfUyh65tGQ9GY47NLc10DGhcliWD6+Nqa87Z8Dg6/7CbXcE3H+382yfDjsy1pNp8Dg2HP9pxcqPVQaepoNHBmVVwYWPhnEcIkY0kTiVJdOYaThr1g8CY6koFdxmmJ4QQhaGqa1Xqe9YnQ8lg4ZmFWdtr+TrRurIHRgW+3XghT8eKTU7np+0XafrlNt5bcYKLUQnYWeh5tZk/u95ryZT/1cjXsOt0QzqzT86m2+pu7Lq+C71Wz9DqQ1n1/Cqa+jTNatfCtwUznpuBnbkdx6KO0f+f/kQmRub9IpRETd4ECweIPKWW786D+v4u/PVGE2r4OBCTlE6/uQeZseMSyt2xk3mx/UvYPkm93+YzaDTiEYLPB6/q93qz/n4b0h6zp0wIkStJnEoKRYHoKwBcyVB/4VR7nCRxEkKIwjIgcAAAK4JXZOuteadtABoNrDsZzqnrD+/FuR6TzMS1Z2g0aQtf/XOeqPhUvBws+bBDZfaObcnY9pXxdLDMV0yHIw7z4l8vMu3oNFIMKdT1rMuKLit445k3sNTff6zaHrWZ324+7lbuXIy5SJ/1fbgcezlf5yxRrJ2h8Uj1/rbPICPtgc2MipFZJ2bR4vcWrL28Fi8HK5a92pD/1fbBqMCk9ecY8dsxktIycj/njq9ge+a6Ss9NhEZvFNCLyUXzsWDvAzFXYceXRXNOIZ5ikjiVFEm3ITUO0BCSrP5aaExzI8BDhuoJIURhaVSqERWdKpKckczSc0uztlfytOf5GqUA+HrD+fv2O3MjjtFLj9Hsq23M2X2FxDQDlTzt+LZHDXa824Ihz/rnexHd6JRoPtr9EQM2DOBy7GWcLZ35oskXzGkzB38H/xz3DXAKYFGHRZSxL0N4Yjj91vfjxM0T+Tp/idJgGNh6wJ0QOLrgvqdjU2N5Y+sbTD82nVvJt/ju8HekG9KxNNPx1YvVmdg1EDOdhnUnwun+015Cbyc+/Fw7vlYr6AE8N+Fe0lYULGyhQ2YRin0/QOSZoju3EE8hSZxKisyKenGOPkSnRANqcQgpRS6EEIVHo9Fk9Tr9eu5XUjJSsp5787kA9FoNOy7c5MDl2yiKwq7gm/SZc4AO03exKugGGUaFRuVcWDCwHutHNaV7LR/M9fn76DUqRlYGr6TLqi6svrQagBcDXmRN1zV0Ltc5z/OhStmWYmH7hVRzrUZMagyDNw5m9/Xd+YqlxDC3gWbvqfd3fAWp9+ainb51mp5re7Lz2k7MtebYmdsRlRzFhtANgPrfvE8DP34b0gA3OwvORcTT+fvdbD8fdf95dk5Re7UAWn8KjUcV8gt7gEodoFInMGbA2tG5zusSQjw6SZxKiruFIZzUXziN6XZ42Tlin89fLIUQQuRP2zJtKWVTiuiUaNZcWpO13c/Fhl71SgPwyerTdJy+mz5zDrIr+BY6rYbONUqx9o0m/DqkAc0C3B5pjaALdy7Q/5/+jNs7jtjUWLXnqP0ixjUch4OFQ76P52TpxOw2s2lcqjHJGcm8seUN/rr0V76PUyLU6gdOZSExCvb/jKIo/H7+d/qs78P1hOv42PqwpOMS+lftD8DC0wuzzWmqU8aZtW804RlfR+JSMhgw/xA/brt4r82ub2DrRPV+q3Hq3CpTaf8VmNtC2IEH9rAJIQqGJE4lxd3EycYRkIVvhRCiqOi1evpW7QvA/NPzMRgNWc+NbFkBSzMt5yPjORMeh5WZjv6NyrD9neZ8/9IzBHrnP7kBSEpP4tsj39Lzr54cizqGld6Kd+q8w7JOy6jpXvOxXo+1mTXft/yejv4dyVAy+GD3Byw4/QR+2daZQcuPAEjeN50Pt7/DxP0TSTem07x0c5Z1XkYl50r8L+B/WOosORt9lsORh7MdwsPekqVDG/BSPV8URR2W+fqSo6Run6KuoQTqmkpN3yrqV5edgze0+FC9v3kcJDygd0wI8dgkcSop7lbUM7cAMgtDyPwmIYQoEt3Kd8PRwpGw+DA2X92ctd3d3pIPO1ahoocd77QJYN/YlnzapSqlna0f+Vzbrm6j6+quzDs1jwwlg1a+rVjTdQ39qvYrsEVszXRmfNHkC/pU6QPAlMNT+Pbwt/mrIlcSVO1OiFcVXnax5q+rG9FqtLxZ+02mt5iOvbk9oPbCdSnXBYBFZxbddwgLvY5J3avxRbdqmOk0+J2dicX2zJ6mlh9D07eL7OXkqN5Q8KwOKbGw4UNTRyPEE0kSp5Libo8TanUfmd8khBBFx9rMmpcqvQTA3FNzsyUYfRr4seHNZxnRsgKO1o++IHl4Qjgjt45k5LaRhCeGU8qmFN+3/J6pLabiaeP52K/hv7QaLe/WeZc3a6tDzOadnsdHez4i3Zhe4OcylY1XN9PLJp2L5ua4GAzMbjSJgYED7xs2+UqVVwDYHrad0LjQBx7r5fq+bGt4gjFmapGQ6fRiq3ufQo0/X3R66DwV0MDJ3+HSNlNHJMQTRxKnkkBR4HZm4pQRB4Ax1Y2KkjgJIUSR6VWpF5Y6S87cPsPBiIMFdtx0YzrzT83n+dXPsy1sG3qNnoGBA/nz+T9pXrp5gZ3nQTQaDQMDBzKx8UR0Gh1rLq1h1NZRJKWX7DWB0o3pfHXoK97e8TaJhlRqKxYsvx5O3dPrHti+rENZnvV5FgWFxWcWP/ige6bjc1hdp2mpTR++TenCoAWHmb4lGKOxmPTUede+twDwurcgPSXn9kKIfJHEqSRIiobUWIxAaGIEoA7VK+8uQ/WEEKKoOFs607V8VwDmnZpXIMcMigqi59qefHPkG5IzkqnlXovfO//Om7XfxNrs0Yf75VfX8l2Z1mIaljpLdl3fxZBNQ4hJiSmy8xekyMRIBm0YlDXsbkDVAcxu8QNuBiME/Qo37y8fD9C3ijqPbfWl1dnW7AJg7/ew6WP1fvMP6P7mdPo08ENR4NtNF3h18RHiU4pJT13Lj8DOSx2psusbU0cjxBNFEqeSIHOYXrijN2nGNBSjDm+7UthYFMxYdyGEEHnTr2o/tBote27s4Vz0uUc+TmxqLJ/u/ZQ+6/sQfCcYRwtHJjSawLx286jgVKEAI867ZqWbMavNLOzN7Tlx8wT9/ulHROaPdSXFgfAD9Fjbg2NRx7A1s2Vqi6m8Vect9H4N1JLdivFeUYf/qOdZjwCnAJIzkvnjwh/3ntj7A2xUi0zQfCw0fx9zvZaJXQP56oXqmOu0bDoTSdcf93AxKuGBxy5SlvbQbrJ6f/d3cPOCaeMR4gkiiVNJcLcwhKMXAMZ0Fyq6P1qlJiGEEI/Ox86Htn5tgUfrdVIUhTWX1tD5z86sCF4BqIUn1nRdQ7cK3dBqTPuxXNO9JgvaLcDd2p3LsZd55e9XuBRzyaQx5YVRMTLrxCyGbhpKdEo0FZ0qsqzTMlr5trrXqOXHoNHCubVw7fB9x9BoNFm9Tr+e+1Wd67XvR9iYWWih2RhoPibbPj3qlub31xri5WDJpZuJdP1xDxtPF4Nks8rzUKENGNNh7ZvqkH8hxGOTxKkkuFsYwlpNloxprgR4yvwmIYQwhbsL4m4I2cD1hOt53u9yzGUGbhjIh7s/5E7qHco7lmd+u/lMaDwBJ0unwgo338o7lWdx+8WUdShLZFIkfdf3JSgqyNRhPVRsaixvbH2D6cemY1SMdC3flcUdFuNr75u9oXslqPGyen/zpw9MJtqXbY+LpQtRSVFs3PQubPhAfeLZ9+5Lmu6qWdqRv95oQr2yziSkZjB00RG+3XTBtPOeNBroMAX0VhC6G47/ZrpYhHiCSOJUEmQmTlfM1KF5xlQ3AqQUuRBCmERll8o09GqIQTGw8PTCXNsnZyQz/eh0XvjrBQ5HHsZSZ8noWqP5vdPv1PaoXQQR55+XrRcL2y2kumt14tLiGLJxCDuv7TR1WPc5fes0Pdf2ZOe1nVjoLJjQaAITG0/EUm/54B2ajwGdOYTsgktb73vaXGeeVT1xQeh6FIBn34UWH6jJyEO42lqwZHB9+jcqA8D0LcEMWXiY2GQTznty8ruX7G34EBJvmy4WIZ4QkjiVBLczh+qRBqiFIQKkop4QQpjM3V6nlcEruZNy56Htdl3bRbfV3Zh1chYZxgya+TRjVddVDKo2CDOdWVGF+0gcLR2Z1WYWTbybkGJIYeTWkay+uNrUYQHqkMffz/9On/V9uJ5wHR9bHxa1X0S3Ct1y3tGxNNQdot7f/CkYjfc16RGfhIXRyFkLc47U66cuLJtD0nSXmU7Lp12q8s3/amCh17LlXBRdf9xDcGT8I7zCAtJwOLhXheRo2PSJ6eIQ4gkhiVNJkNnjdPnuh3O6G+XcpMdJCCFMpYFXAyo7VybFkMLSc0vvez4yMZK3tr/F61te53rCdTysPZjaYirft/web1tvE0T8aKzNrJnecjqd/TtjUAx8tOej+9axKmrJGcl8uPtDJu6fSLoxnealm7Os8zIqu1TO2wGavg3mdhBxAs78mf25AzNx2vwpnRMSAVhkqclT0vRvL9T24Y/XGuHtaMWVW+q8p39OhefrGAVGZwadvlPvBy2GkD2miUOIJ4QkTsVdUjSkxJCk0XAzLRoAHxs/LM10Jg5MCCGeXnfXPwK1kEByRjIAGcYMFp9ZTJdVXdgUugmdRke/Kv1Y03UNrXxb3bfwaklgpjXjsyaf0b9qfwC+O/IdUw5Pwajc31tT2EJiQ3h53cv8dfkvtBotb9Z+k+ktpmNvbp/3g9i4QOOR6v2tn4EhczjdwVmw/l0A+pTvDsC2sG1cjbua7zir+TiwZkRjGvq7kJhm4LXFR/l6wzkMppj35Fsfaqs9pKx9EzLSij4GIZ4QkjgVd5m9TaEOmRX1Mqyp6O5hyoiEEEIArf1a42PrQ0xqDKsuruLkzZO8vO5lvjz0JUkZSVR3q86yTst4p+47RbomU2HQarS8Xedt3q79NgALzyzkg90fkG4oujk8G0M20mtdLy7GXMTF0oXZbWYzMHDgoyWjDV4HGzf1M/boQjVp+vsd9bnGo/Fv9w1NvZuqC+KefciCuLlwsbVg0aB6DG5SFoAft11i4PxDxCaZYN5T63Hq6711HvZOK/rzC/GEkMSpuLtbUc9BTZYUmd8khBDFgl6rp1/VfgBMOzqN3n/35mz0WezM7fik4Scsar+Iis4VTRxlweof2J8vmnyBXqNn3eV1vLH1DZLSkwr1nOnGdL469BVv73ibxPREarnXYnnn5dT1rPvoB7WwVSvlgTr3JytpGgWtPwWNhj5V+gCw6uKq+xfEzSO9TstHnaowrVdNLM207Lhwky4/7uZ8RBHPe7JygraT1Ps7vs6aOy2EyB9JnIq7rFLk6pwmY5qrJE5CCFFMPF/+eZwsnEhMT0RBobN/Z/7q+hf/C/ifyddkKiydy3VmesvpWOmt2HNjD4M3Ds6xQMbjiEyMZOA/A1l0ZhEAA6oOYE7bObhZuz3+wWv3B0dfSMtctLbRSGg9PmtOUwOvBlRwqkByRnLWmluP6vma3qwY1ggfJytCbyfR9cc9rD1x4zFfQD5VexH8m4MhFda9LWs7CfEInsy/6k+SuxX19OqcJqmoJ4QQxYeV3ooJjSfQonQL5rSZwxdNv8DFysXUYRW6pj5NmdVmFg4WDpy8dZK+6/tyI6FgE4H94fvpsbYHQTeDsDWzZWqLqbxV5y30Wn3BnEBvDu0mq+XJm7wFz03IVgji3wviLjm7RF0Q9zFULeXAXyOa0KS8K8npBkb8eoxJ688W3bwnjQY6fgs6C7i8DU49XjIoxNNIEqfiLrPH6VLmxGPS3SnramPCgIQQQvxb89LNmd5yOvW86pk6lCJVw60GC9stxNPGk5C4EPr83YfgO8GPfVyjYmTWiVm8uulVolOiqehUkWWdltHKt1UBRP0flTrCh5HqHKAHzJXqULZD1oK4m0I2PfbpnGzMmT+gLq828wdgxo7L9J93kDuJRVSwwaWcui4VwD9jIblwegqFeFJJ4lTcRV9CAUJS1Yp63ja+mOvlP5sQQgjT83f0Z1H7RZRzKEdUchT9/unH0cijj3y82NRY3tj6BtOPTceoGOlaviuLOyzG1963AKP+D+3DP1PNdeb0qtQLUAtiFEQZdr1Oy9j2lfnh5WewMtOxK/gWXX7czZkbcY997DxpPBJcAyAxCjaPL5pzCvGEkG/gxVlSNCTf4aZOR6qSiqJoqeRa1tRRCSGEEFk8bTxZ0H4BNd1qEp8Wz9BNQ9l2dVu+j3P61ml6ru3Jzms7MdeaM77ReCY2noil3rIQos67HhV7YKGz4PTt0xyNevSk8L86VS/Fn8Mb4etsTVh0Mt1/3sPqoOsFdvyH0lvcW9vpyDwIO1j45xTiCSGJU3F25woAIfbuACjpTlTycDJlREIIIcR9HCwcmNlmJs18mpFqSGX09tGsDF6Zp30VReH387/TZ30fridcx8fWh8UdFtO9QvdCjjpvnC2d6eTfCSCrSEVBqeRpz5oRjXk2wI2UdCOjlgbx2dozZBgKeY2sMk2gZm/1/l+j761lJYTIkSROxdntzIp6mYmTMdWNip62poxICCGEeCArvRVTW0yla/muGBUj4/aOY/bJ2TkOb0vOSObD3R8ycf9E0o3pNC/dnGWdl1HZpXIRRp67u6XJt17dSlhcWIEe29HanHn96/J683IAzN59hb5zDxJd2POenpsIVs4QdRr2/1S45xLiCSGJU3GWWRjiiqW6cKIxzZUKUlFPCCFEMaXX6pnQaAKDAgcB6vpWXx76EqNyfw9KSGwIL697mb8u/4VWo+XN2m8yvcV07M3tizrsXJVzLEcT7yaPtSBuTnRaDe+1q8TPvWthba5j76XbdP9pD1dvF+IaWTYu0OYz9f72yXAntPDOJcQTQhKn4iwzcbqI+mudJsMdP+eSvfq8EEKIJ5tGo2F07dG8V1ddYHbJ2SWM2TmG9H8NB9sYspFe63pxMeYiLpYuzG4zm4GBA9E8oLJdcXG31+nPi38Sl1Y4hRzaV/Ni1fDG+DhZEXI7ie4/7+XU9UdbfDdPar4Mfk0gPQn+flfWdhIiF8UmcZo8ebL6x3b06Ie2mTVrFk2bNsXJyQknJydat27NwYNP8KTGaHUNp8uGRAC8bHzR64rNfzIhhBDiofpU6cPkppPRa/SsD1nP61teJzY1lq8OfcXbO94mMT2RWu61WN55OXU965o63Fw19GpIecfy6oK4FwpvDaQADztWDmtEZS97biWk0mvmfvZcvFU4J9No1EIRWjMI3gBn1xTOeYR4QhSLb+GHDh1ixowZVK9ePcd227dv56WXXmLbtm3s27eP0qVL06ZNG65fL4IqNKYQfZk04KZB/WWrorO/aeMRQggh8qGjf0d+bPUjVnor9ofv57k/nssqsDCg6gDmtJ2Dm7WbiaPMm4JeEDcn7vaWLHu1AQ38nUlIzaD/vIOsOV6wCwxncQuAJm+q99e/DylFVBZdiBLI5IlTQkICvXv3ZtasWTg55VwxbsmSJbz++uvUrFmTSpUqMXv2bIxGI1u2bCmiaItQcgwk3eaqmRkKCorBgkAPH1NHJYQQQuRLI+9GzGkzBycLJ5IzkrE1s2Vqi6m8Vect9Fq9qcPLlw7+HXC2dCYyKZLNoZsL9Vz2lmYsGFiPjtW8SDcojPztGHN3XymckzV9G5z9IT4ctn1eOOcQ4glg8sRp+PDhdOzYkdatW+d736SkJNLT03F2dn5om9TUVOLi4rLdSoTM+U0hdq4AGNPcqOhZ/CbMCiGEELmp5laNxR0WM6zGMJZ1WkYr31amDumRWOgsshbEXXB6QYEsiJvj+fQ6pr/0DP0a+gEwYe0ZJq8/V/DnNbOEjt+q9w/MgOsFt16VEE8SkyZOS5cu5ejRo0yaNOmR9n///fcpVapUjknXpEmTcHBwyLqVLl36UcMtWncr6tmqSaExzZWKUlFPCCFECeVr78vrNV/H197X1KE8lp4Ve2KuNef07dMcizpW6OfTaTV82qUq77atCMAvOy7x9vLjpBf0Wk/lWkC1/wEKrB0NhoyCPb4QTwCT9ZGHhYUxatQoNm3ahKVl/lcFnzx5MkuXLmX79u057j927FjeeuutrMdxcXElI3mKVrvjL5pZgjEebYY7Pk5WJg5KCCGEeLo5WzrTuVxnVgSvYNGZRdTyqFXo59RoNAxvUR53OwvGrDzJyqPXuZ2Qxk+9a2FjUYBf5dp+AcEbIfw4HJoFDYYV3LFLMEVRSDemk2JIITUjNevfVGNq9scG9VbRuSKVnCuZOmxRCEyWOB05coSoqChq1br3B8dgMLBz505++OEHUlNT0el0D9x3ypQpTJ48mc2bN+daUMLCwgILC4sCjb1IZFbUu4QBAE9rX7Ta4lumVQghhHhavFL5FVYEr2DL1S2ExYVR2r5ofpD9X53SuNia8/qSo+y4cJOXZ+1nbv+6uNgW0PccW3doPV7tcdr6GVTuAg7eBXPsAqQoCmnGNBLSEkjOSCbNkKYmL4ZUUjIy//1PMpPtuX+1ydo3s2225MiQqj6fkYJC/oZHNi7VmKHVhxZJYi2KjskSp1atWnHy5Mls2wYMGEClSpV4//33H5o0ffXVV3z++eds2LCBOnXqFEWoppE5VC/MqJYiL+9Y1pTRCCGEECJTeafyNPZuzJ7re1hybglj6o0psnO3rOTBr0MaMHD+IY5fi+XFX/axcGA9ShfUOo+1+sHx3yDsAPzzPvQsuAV//53wJKYnEp8eT2JaIgnp6uOE9AQS0hIe/vhf+2UYTTOUUIMGS70lFjoLzHXmWOossdBbqP/qLNBoNByNPMqeG3vYc2MPdTzq8GqNV6nvWb9Yr1Mm8sZkiZOdnR2BgYHZttnY2ODi4pK1vW/fvnh7e2fNgfryyy/55JNP+PXXXylTpgwREREA2NraYmtrW7QvoLDdvsQdrZYkUgGo4VnexAEJIYQQ4q6+lfuy5/oe/gz+k9drvo69edEVcKrl68QfrzWi39yDXLmVSPef97JgQD2qlCqAGLRadW2nGc/C2b/g/Hqo2J50YzpxqXFqMpOekC3hiU+Lz0p0HvT4bvKTkJ5Q4AnP3cTFQnfv9t9k5t/P//c5S73lvQQos+2/2/w3OTLTmuWaAIXFhTHn1BxWX1rN4cjDHN54mOpu1Xm1+qs09W5apAlUSrqBlUevczM+FT8Xa3xdrCnjYoOTde6vQ9yvWNcBvXr1KlrtvfoVP//8M2lpabz44ovZ2o0bN45PP/20iKMrRCmxkHSLEAtzAIzpjlTxcjVxUEIIIYS4q2EpdUHcizEXWXlhJf0D+xfp+cu727LydTV5OhcRT88Z+5jRtzaNyhXA9wWPqtBwOOyZBn+/S5CtI6N2jyE6Jfrxj53JxswGGzMbbM1ssTW3xdbMNuuxjZkNduZ29x6bZ7a7ezNX21jrrdFpHzxCyZRK25fm00af8lqN15h3ah4rgldw4uYJhm8ZTmXnygytPpSWvi3RagqvRpvBqLDq2HW+3XSB6zHJ9z1vZ6HHz9UaP2cb/FysM2/qfQ87S5ke8hAapbBraRYzcXFxODg4EBsbi719MS3vfSMIZjZjpYsn4+zNyUiowJbeSyjlKMUhhBBCiOLiz+A/+WTvJ3jaeLK++3qTrEsVm5zO0IWHOXAlGnOdlm971qBT9VKPf+C0RPipAbfir9GjTDluGtURMHcTHjszu6yE5qEJkHlmu389f3f/x00aTt+I5eftlyjtbM2gJmVxLah5XoXgVvItFpxewLLzy0jOUJOYcg7lGFJ9CG3LtC3Q942iKGy/cJMv15/jXEQ8AJ72ljSp4EpYdBKht5OIiEvJ8RgWei2+zvcSqTIu1vi62FDGxZpSjlaY6Uy+mlGByk9uIIlTcXRqBfwxkK98KrHILAliG3HijV+kS1UIIYQoRlINqbT5ow3RKdF8/ezXtCvbziRxpKQbeHNZEOtPRaDRwLhOVejf+PHnRqefW8+Q7SM5YmVJORtvljy/AhszmwKI+NFFxqUwZcN5/jh6jbvfYC3NtLxS34+hzfxxt8t/peaiciflDovPLubXs7+SkJ4AgK+dL4OrDaZTuU6Yac0e6/jHw2KYtP4s+y+rPYN2lnqGtyhP/0ZlsDS71zOXkm7gamYSFXo7kdDbSYTcTuRqdBLX7iRjMD48NdBpNfg4WeHrrA75+3dPla+zdbbzlBSSOOWgRCROO7+GrZ8xpEw19mticUvtydahH5k6KiGEEEL8x89BP/PT8Z+o5lqNJR2WmOxHToNR4dM1p1m0PxSA15uX4922FR8rnq8Pfc3CMwuxMRr5LcOVsoO2gomGxiWlZTBr5xV+2XGJ5HS14nDHal5ci0nmeFgMoPaUvFTPl9ealcPTofgmUHFpcSw9t5RFZxYRkxoDgJeNF4MCB9G1QlcsdPnrPbtyK5EpG86z7mQ4AOZ6Lf0bleH15uVwtDbP17HSDUZuxCT/J6lK4mq0ej81I+f1wzztLe8b+ufnbIOfqzX2lo+XGBYWSZxyUCISp1WvQ9ASnitTmQhNIvUs32dOz1dMHZUQQggh/uN28m3a/NGGNGMai9ovoqZ7TZPFoigKP267yJSNFwB4sbYPk7pXe6ShVRtCNvDOjncA+O52Aq3jouGZPlC1G5SuBxZ2BRr7wxiNCiuPXefrDeeIjFOHC9bydeSjTlWo5euEoijsDL7FtM0XOHo1BgBznZaedUvzWvNyeBfjaQ5J6Un8fv535p+ez+2U2wC4WbnRv2p/Xgx4EWuznCsl3oxPZfqWYH47eJUMo4JGA92f8eHN5yrg41RAVRb/xWhUiIpPVXunMnupQqPvJVjxKTkX/nCyNruXTLnY4OdszXNVPUyeUEnilIMSkTjNaUtG2H5qlymDUWNkoO9s3mxR39RRCSGEEOIBxu0dx8rglTzn9xzfNv/W1OGw7NBVxq48iVGBFhXd+LF3LazN8z6P5nLMZXqt60VyRjIDAgfwVoYtrH/3XgONDrxqgF8j8GsMvg3A2rnAX8e+S7f5/O8znLoeB0BpZyveb1eJjtW87utJUxSFvZduM21LMAevqEPVzHQaXqxdmteblyu4cu2FICUjhZXBK5l7ai6RSZGAutBynyp96FWxF7bm2StHJ6RmMHPnZWbvukxSmtr71qKiG++3r0QlT9N8t1UUhTtJ6VlJVFaPVeaQwFsJqQ/cb8+YliZPbiVxykGJSJy+rkBoajSdSpdCMZrxU+N/eDbA3dRRCSGEEOIBLt65SLc13dBqtKzrtg4fOx9Th8TmM5EM//UoqRlGapZ2ZG7/ujjb5D5sKzE9kZfWvcSV2CvU86zHjOdmoNfo4MwquLABQvdAzNX/7KVRK/H5NVJvvo3AzuORY798M4FJ68+x6YyaRNhZ6HmjVXn6NSqDhT73oYL7L99m+pZg9l5Se3H0Wg3da3nzevPylHE17RytnKQb0llzaQ2zT87mWsI1AOzM7Xil8iv0rtwbK50dvx28yvQtwdxOTAOgRmlHxrSrRMNyLqYMPVcJqRlczZZMJXLtTjLzB9RDZ+IKfpI45aDYJ06p8TDJhx1WlozwdMeQ4sn2l/7C3b74jtUVQgghnnavbXqNPTf28ErlV3i/3vumDgeAI6HRDFpwmJikdPzdbFgwIOeFchVF4e0db7MpdBPu1u783ul3XKwe8IU8Jgyu7lOTqNC9cOvC/W1cyt/rkfJrBI6+ucZ7JzGNaVuCWbw/lAyjgk6roXd9X0a1qoDLI1TNOxQSzfQtwewKvgWohQ2er1mK4S3KU86t+K7/mWHMYP2V9cw6OYsrsVcAMNdaoY1vzK3rDVAMtpR1teHdthVpH+gpxcMekyROOSj2iVP4cZjxLHNdPPjO3gJNYg2OD1sk/1MIIYQQxdie63t4bfNrWOut2fy/zdiZF80coNxcjIqn75yD3IhNwd3OggUD61HZ68HffxacXsCUw1PQa/XMazsv7/O1EqLUBOruLfIU8J+vlw6l7/VI+TVWE6vM7zZpGUYW7gth+pZg4jLnybSq5M7YDpUo7/741/Ho1Tt8vyWYbedvAqDVQOcapRjRojwVPIrHf6cHMRgN/HTwT+afmU2a7rq60WhGHZcOfNZiON52XqYN8AkhiVMOin3idPpPWN6fD0pV4C+LVFzSO7J98GRTRyWEEEKIHCiKQrfV3bgUe4l36rxDv6r9TB1SlojYFPrNPcj5yHjsLPTM7FvnvqFdhyIOMWTjEAyKgQ/rf0ivSr0e/YTJd+DqgXs9UjeOgWLI3sbGHcWvEWfNA/n6vCvb77iioKWSpx0fdaxCkwoFsJDvf5y4FsP3Wy9mDQHUaKBDoBcjWpZ/aDKZI6MRkm5D/A2Ij4C4G5AQCc7loEoX0D/62lJnbsQx+Z9z7LxwEzBi43gBD9/d3Ey/CICZ1oxu5bsxsNpAvG29H/k8QhKnHBX7xGnnFNg6kR6lK3FWn0Qtq9dZ0GOYqaMSQgghRC5WBq9k3N5xeNl48Xf3v02yIO7DxCalM2ThYQ6GqAvlTu1Vkw7V1B6LyMRIeqztQXRKNJ39O/N5k88LdqRLagJcO3SvR+raITBkLxYQhw3x7nXxqt4KbZnG4FUddIVTbe30jVh+2HqR9acisra1rerBGy0rEOjtcC/m+Ag1KYoLh/h/3bIeR4Ax/cEnsXaF2v2gzkBwyPuct7DoJL7ddIFVQddRFLXARe/6foxoWR4XG3P23djHjBMzOBp1FAC9Rk9H/44MqT4EP3u/R74mTzNJnHJQ7BOnVcMhaDEN/cqToE3jFd9veL9FG1NHJYQQQohcZFsQt9nXtCtjmgVxHyYl3cCopcfYcDoSjQbGd6nKS/W8GbhhIEE3gwhwCmBxh8VY6QuvytmNmGS+XX+SkBO7qKc9RyP9OerpgjE3JmdvaGajlj33awxlGkOpWmBWAPO9Denq0ML4cK5dvcTeY6e4FR6Ch+YOHkRTzjIed+6gS4/P+zFt3MDOC+xLqQnT5W0Qlzm0TqODSh2h3lAo0yRreOJ/RSem8eO2iyzaF0qaQV0rqXONUrzTJgA/l/sLWhyOOMzMEzPZF74PAK1GS9sybRlSbQgVnCrk75o85SRxykGxT5zmtichbB8Ny5QGYHrDdbQIyH1CpRBCCCFM76egn/j5+M9Ud63Oko5LTB3OfQxGhY9Xn+LXA2plvLq1d3AuaT12ZnYs7bQUX/vC+c6RkJrBjB2XmLnzctYiqt1refNu24p42ZpBxPHs86RSYrIfQGcBPnXuzZPyqQcW/yrwoCjqEMH7eoXu3s8cTpcQxX3zrx7CoLdB51AK7L3UxOjuzd4L7EqBnSfYeoD+P9UKDRlw/m84OBNCdt3b7lYZ6g2B6j2zYk9OMzB3zxV+2X6J+FR1flfj8i6MaVeZaj4OucZ4/OZxZp2YxY5rO7K2tfJtxZDqQ6jqUjVPr/NpJ4lTDop94jQlgFNpd3jJ2xNjhh27em3PU/lQIYQQQpjereRbtPmjDenGdJMviPswiqIwfctFvj/4O1beSwGY2nwarfxaFvi5DEaF3w+H8c3GC1lr+dQr68xHHStT3cfxwTsZjXDzbGYStQdC9kBiVPY2d9eS0lveS4oyUvIWlFYPtp6ZCZBnVhIUpXFmRbCRlcEGbhidSMSKphVcGdmqAnXLPOI6VZFn4NAsOL4U0pPUbRYOGGu+zDrLjny2LzVrYd8qXvaMaV+JphVc8z1U8uzts8w6OYvNoZtRMhPDpt5NGVp9aLF8DxYnkjjloFgnTqkJMMmbv2ys+cDdFU1KOU68usrUUQkhhBAiHz7Z8wl/Xvyz2CyI+yAX7lyg118vk66kknqrBU1d+vDDy7WwMs99naS82hV8k8/XneVchDrsrYyLNWM7VKZNFY/8JQaKAtGX7xWbCNkDsf9dSyqTlbM6ZM7O897wuX8lR1nD6bTah54u9HYiP227xIqj18gwql+TG/q7MLJVBRr4Oz/a/K/kGAj6FeXQLDTRl7M2bzfUYK1VZ5q270XnGj5oH3NNo0sxl5h9cjZ/X/kbo6L27NX3rM+IZ0ZIAvUQkjjloFgnThEn4ZcmTHXxYI69Bc6GZ9kx8EdTRyWEEEKIfAi+E0z3Nd2L1YK4/xafFk+vtb24Gn+VAPtanDrSg9QMqOXryJx+dXF6zJEuwZHxfPH32azy3w5WZoxsVYE+Dfww1z88YcmXmKsQdhA02nvD52w9C2YeVKaw6CR+3nGJ5YfDSDeoX5frlXFmZKsKNC7vku8E6nBINJP/PoPNtZ301W2khS4I7d1hg05loO4QeKY3WDk9duxX464y59Qc1lxcQ4aSgV6j56tmX/Gc33OPfewnjSROOSjWidPpVbC8H697+bPLMoNqVq/wa4/isYieEEIIIfJu6Mah7AvfR58qfXiv7numDieLUTEyettotoVtw8vGi2WdlnEpQmHQgsPEJqdTzs2GBQPr4eP08IVyH+ZWQipTN1/gt4NhGIwKeq2Gvg3LMLJVeRytS+60gxsxyfyy4xJLD4ZlFW6o5evIyFYVaBbglmsCFRwZz5f/nGfzWbUMuqWZlsFN/Hm1uga7Ewvg2CJIiVUb662geg+1mIRn4OPHnnCDKYensCl0EzqNjsnPTi52RUtMTRKnHBTrxGnXt7BlPO18ynPdLI0XfcYxrtWLpo5KCCGEEPm0+/puhm0eho2ZDZte3FRsFsSdfXI2045Ow0xrxsL2Cwl0Vb+cX4iMp9/cg4THpuBhry6UW8kzb9+TUtINzNsTwk/bLmYVOGhTxYMx7Svh72aby94lR0RsCjN2XuLXA1ezClzU8HFgZKsKtKzkfl8CFRGbwnebLrD8SBhGBXRaDT3rlmZUqwp42P+rZywtEU4uhwMzIer0ve1+jdViEpU6PVZpdoPRwCd7P2HNpTVoNVq+aPIFHf07PvLxnjSSOOWgWCdOq0dgPLaI2n5lyNAamVR3CZ2qVDd1VEIIIYTIp+K4IO7+8P28uulVjIqRcQ3H8WJA9h9nb8Qk02/uQYKjErCz1DO7bx3q+7s85Gjqa1x7IpzJ689xPUYtJx7obc9HHavQIIf9Srqo+BRm7bzM4v1XSU5XF/atWsqeN1pWoE0VD+JTM/hlxyXm7r6SlWC1rerBu20rUd49h0RSUeDqPjgwA87+dW/RYDsvdT2oWv3AzuORYjYYDYzfN54/L/6JVqPls8af0blc50c61pNGEqccFOvEaV4HblzfT9vS3iiKjh3/24eLTeGtpSCEEEKIwvPHhT8Yv288pWxKsa77OpMuiBuRGEGPv3pwJ/UO3cp3Y3yj8Q8cYhaTlMbgBYc5HHoHc72W6b1q0i7Q6752R0Lv8Nm6Mxy7GgOAp70l77WrSNea3o9d4KCkuJWQyuxdV1i4L4SkNDXJCfCwJSo+lZgkdWHcumWcGNO+MrX98jlvKe4GHJ4HR+ZBojpXDK0ZVO2mDuPzqfPQNaEexqgYmbBvAiuCV6BBw/hG4+lWoVv+4noCSeKUg2KdOH1Tib0Zd3jV0x1NujsnBm8xdURCCCGEeEQpGSm0+aMNd1LvMKXZFNqWaWuSONIMafT/pz8nb52ksnNlFrZfiKX+4UUUUtINvPHbMTadURfKnfB8IH0a+AFqwYQv/znH2hPhAFib63itWTmGNPUv0Ip8JUl0Yhpzd19h/t4QEjKHKgZ42PJ+u0oPHMKXLxmpcGYNHJwB1w7d2+5VU02gAl/IV0EMo2LkiwNfsOz8MoAH9jw+bSRxykGxTZzSEuGLUvxqZ8skV2cclJrs7r/I1FEJIYQQ4jH8GPQjvxz/hepu1VnSwTQL4k7cN5HfL/yOvbk9yzoty1OVvwyDkY9Xn+a3g2rZ79ebl8OgKMzbHUKawYhGAz1ql+btNgG42xdcJbuSLDYpnWWHr+Jqa8HzNb3RFXTP2/WjcGg2nPwDDOraT1g5Q+1+6lA+x7wtXqwoCpMPTubXc78C8HGDj+lRsUfBxlqCSOKUg2KbOEWcgl8aM8HVg+V2FlSy7MLynp+bOiohhBBCPAZTL4i7+uJqPtrzERo0/NjqR5r6NM3zvoqiMHVzMNO2BGfb3ri8Cx92qEKVUsXoe9TTJPE2HF0Ah+dCbJi6TaOFih3UYhJlm+U6jE9RFL469BWLzy4GYGy9sbxc+eXCjrxYyk9uUEDF9MVjy1wM7YKZOqepgrO/KaMRQgghRAFwtXLNqmC26EzRjiQ5F32OifsnAjCsxrB8JU0AGo2GN58L4PNugei1Gsq52TC3fx0WD6ovSZMp2bhA07dgZBD0XKImSooRzq2Fhc/Dj/Xh4CxIjX/oITQaDe/VfY8BVQcAMOngpCJ/f5ZEppulKLKLvgRAqF79haCmZwVTRiOEEEKIAtKnSh9WXVzF5qubuZ5wHW9b70I/Z2xqLKO3jSbVkEpT76a8WuPVRz5W7/p+dK5RCltz/VNT+KFE0Omhcif1FnUODs2CoN/g1nn4+x3YPB5qvqz2Qrne/71So9HwZu030Wl1zD45m68OfYXBaKB/YP+ify0lhAzVKy7WvEHysUXUK1MagH+6bcXb3s3EQQkhhBCiIAzZOIT94fvpW6Uv79Z9t1DPZVSMvLH1DXZe24m3rTfLOi3DwcKhUM8piomUWDi+FA7OhNsX72139lcX19Wbg84C9Jk3nTmKzpwfMyKZkaYO+xtlV5nBDtX+1cYi+3468//8m/m83vLBz+mKdz9NfnKD4v1KnibRV7hqpv7n0BitJWkSQgghniB9q/Rlf/h+VgSvYFiNYdiaF97CsDNPzGTntZ1Y6Cz4rvl3kjQ9TSwdoP6rUHcIXN6mDtm78E/WlJAH0QAjAJ2jPT85OTIt/iyGq/t4NSauYGLSaO9Pvu4mVX1Xga17wZynCEjiVFzcvsQVM3VVaGvN/eslCCGEEKLkauzdGH8Hfy7HXmZl8Er6Vu1bKOfZfX03PwX9BMBHDT6iskvlQjmPKOa0WijfSr3FXoc7IWolvoy0//ybCoY0yEhhWEYaujtBfB93ih+cHDF41WSYWSk0hrTMNqn39s1I+de2/zxnSFXnXN2lGCEjWb3dp2QN/ZTEqThIS4L4G4Q4qt2DHlalTRyQEEIIIQqSVqPllSqvMGHfBH499ysvV365wBfEvZ5wnTG7xqCg8L+A/9G1fNcCPb4ooRy81VseDAV0J+cw9ehUfk4JwRDQhhE1R+R/LSpDxn2J2QOTNivHfL8cU5LEqTi4EwLAxcyKev4OZU0YjBBCCCEKQ2f/zkw/Op3rCdfZenUrbcq0KbBjpxpSeXPbm8SmxhLoEsiYemMK7Nji6TKo2iD0Wj1TDk9h5omZGIwGRtUalb/kSadXb+Y2hReoCUg58uIgs6JecObKz9U8ypsyGiGEEEIUAku9JT0r9gRg4ZmFBXrsLw58wdnoszhaOPJt828x15kX6PHF06Vf1X68X/d9AOacmsM3h7/hKasn90CSOBUH0ZdRgOvqFCfq+1Q0aThCCCGEKBy9KvXCTGvG8ZvHOX7zeIEcc8WFFawMXolWo+WrZ7/Cy1bmSovH90qVV/ig/gcALDizgK8OffXUJ0+SOBUH0Ze5pdOSqlVA0VDBWYbqCSGEEE8iVytXOpTtABTMgrinb53miwNfAPDGM2/QsFTDxz6mEHe9VOklPm7wMQCLzy7miwNfPNXJkyROxcHtS4RkVtSz0LhK97oQQgjxBOtTpQ8Am0I3cSPhxiMfJyYlhre2v0WaMY3mpZszMHBgQYUoRJYeFXswvtF4NGhYen4pn+3/DOO/q+Y9RSRxKg6irxCSuYaTq4WPiYMRQgghRGGq6FyR+l71MSpGfj376yMdw2A0MGbXGG4k3sDXzpfPm3yOViNf60Th6F6hOxMaT0CDht8v/M6EfROeyuRJ/g8ztfRkiLuW1ePkZ1/GtPEIIYQQotD1raKu47QieAUJaQn53v/n4z+z58YeLHWWfNfiO+zN7Qs6RCGy6Vq+a1aCviJ4BZ/s+QSD0WDqsIqUJE6mdrcUuV6tqFfVTSrqCSGEEE+6Jt5NKOtQloT0BP68+Ge+9t0RtoMZJ2YAMK7ROAKcAgojRCHu07lcZyY1mYROo2P1pdV8vOfjpyp5ksTJ1KIvA3DJTJ3XVNtL/vgJIYQQTzqtRssrlV8BYMnZJXn+8hkWF8bY3WMBdeJ+J/9OhRajEA/Swb8DXz77JTqNjr8u/8XY3WPJMGaYOqwiIYmTqd2+RDpwM7MUeQVnf5OGI4QQQoii0blcZxwtHNUFccO25to+OSOZN7e/SXxaPDXcavBunXeLIEoh7te2TFumNJuCXqNn/ZX1vL/zfdKN6aYOq9BJ4mRq0ZcJM9Nj1IAOS9ys3EwdkRBCCCGKgJXeih4VewCw8HTOC+IqisJn+z/j/J3zOFs6802zbzDTmRVFmEI8UGu/1nzT/Bv0Wj0bQzfy3o73SDc82cmTJE6mFn2ZK5mFIZzMvNFoNCYOSAghhBBFpVfFXui1eoJuBnHi5omHtlt+YTlrLq1Bp9ExpdkUPGw8ijBKIR6spW9LpjafipnWjM1XN/P2jref6ORJEidTi76cVYrcx9bXxMEIIYQQoii5WbvluiDuiZsnmHRwEgCja42mrmfdIotPiNw0K92MaS2mYa41Z1vYNt7c/iZphjRTh1UoJHEypfQUlNh7pcgruZQzcUBCCCGEKGp3S5NvCt1EeEJ4tueiU6J5a/tbZBgzeM7vOfpV7WeKEIXIUVOfpnzf8nssdBbsuLaDUdtGkWpINXVYBU4SJ1OKCUWDwiUzCwBqeEopciGEEOJpU9G5IvU962NQDPx67t6CuBnGDN7b8R6RSZGUsS/DxMYTZUi/KLYaeTfih1Y/YKmzZPf13YzcOpKUjBRTh1WgJHEypduXALLmOJVzlIp6QgghxNOob1W11+mPC3+QmJ4IwA/HfuBAxAGs9FZMbTEVGzMbU4YoRK4aeDXgp9Y/YaW3Yu+NvYzYMoLkjGRTh1VgJHEypejLxGi1JOjUh372fqaNRwghhBAm0cS7CWXsy5CQnsCqi6vYcnULc07NAWBC4wmUc5Th/KJkqOtZl59b/4y13poDEQcYvmU4SelJpg6rQEjiZEr/Kgxho3PB2szaxAEJIYQQwhS0Gi19qvQBYN6peXy0+yMA+lTpQ7sy7UwZmhD5VtujNjOem4GNmQ2HIg4xbPOwrJ7UkkwSJ1Nq+jbf2v4PgFI2UlFPCCGEeJp1LtcZBwsHIpMiSUhPoJZ7Ld6s/aapwxLikdR0r8nM52Zia2bL0aijvLbpNRLSEkwd1mMpNonT5MmT0Wg0jB49Osd2y5cvp1KlSlhaWlKtWjX+/vvvogmwEBjsSnEoQ+1xCnCS+U1CCCHE08xKb0WPAHVBXDcrN75p/g1mWlnkVpRc1d2qM6vNLOzM7Qi6GcSrm14lPi3e1GE9smKROB06dIgZM2ZQvXr1HNvt3buXl156iUGDBnHs2DG6du1K165dOXXqVBFFWrBCbyei6KMAqOomFfWEEEKIp93gaoN5vebrzGozC1crV1OHI8RjC3QNZHab2ThYOHDi1gmGbBxCbGqsqcN6JCZPnBISEujduzezZs3Cyckpx7bTpk2jXbt2vPvuu1SuXJmJEydSq1YtfvjhhyKKtmBdiIxHa3ETAH/HsiaORgghhBCmZm1mzbAaw6QYhHiiVHGpwpw2c3C0cOT07dMM2TiEmJQYU4eVbyZPnIYPH07Hjh1p3bp1rm337dt3X7u2bduyb9++h+6TmppKXFxctltxcS4iFq3ZbQDKOJQxbTBCCCGEEEIUkorOFZnTdg7Ols6cjT7L4I2DuZNyx9Rh5YtJE6elS5dy9OhRJk2alKf2EREReHh4ZNvm4eFBRETEQ/eZNGkSDg4OWbfSpUs/VswFKSYtEo3WgE5jjpeNl6nDEUIIIYQQotAEOAUwt+1cXCxduJZwjRuJN0wdUr6YLHEKCwtj1KhRLFmyBEtLy0I7z9ixY4mNjc26hYWFFdq58qtldXX177IOfmg1Ju/8E0IIIYQQolCVcyzH3HZz+aX1L1R1qWrqcPJFb6oTHzlyhKioKGrVqpW1zWAwsHPnTn744QdSU1PR6XTZ9vH09CQyMjLbtsjISDw9PR96HgsLCywsLAo2+AISEhsCQFkZpieEEEIIIZ4S/g4ls5q0ybo5WrVqxcmTJwkKCsq61alTh969exMUFHRf0gTQsGFDtmzZkm3bpk2baNiwYVGFXaBC4kIAKGNfxqRxCCGEEEIIIXJmsh4nOzs7AgMDs22zsbHBxcUla3vfvn3x9vbOmgM1atQomjVrxjfffEPHjh1ZunQphw8fZubMmUUef0F4rcZrtPZtjafNw3vMhBBCCCGEEKZnssQpL65evYpWe69TrFGjRvz666989NFHfPDBB1SoUIFVq1bdl4CVFO7W7rhbu5s6DCGEEEIIIUQuNIqiKKYOoijFxcXh4OBAbGws9vb2pg5HCCGEEEIIYSL5yQ2klJsQQgghhBBC5EISJyGEEEIIIYTIhSROQgghhBBCCJELSZyEEEIIIYQQIheSOAkhhBBCCCFELiRxEkIIIYQQQohcSOIkhBBCCCGEELmQxEkIIYQQQgghciGJkxBCCCGEEELkQhInIYQQQgghhMiFJE5CCCGEEEIIkQtJnIQQQgghhBAiF5I4CSGEEEIIIUQu9KYOoKgpigJAXFyciSMRQgghhBBCmNLdnOBujpCTpy5xio+PB6B06dImjkQIIYQQQghRHMTHx+Pg4JBjG42Sl/TqCWI0Grlx4wZ2dnZoNBpTh0NcXBylS5cmLCwMe3t7U4fzxJPrXfTkmhc9ueZFS6530ZNrXvTkmhctud5FR1EU4uPjKVWqFFptzrOYnroeJ61Wi4+Pj6nDuI+9vb38j1GE5HoXPbnmRU+uedGS61305JoXPbnmRUuud9HIrafpLikOIYQQQgghhBC5kMRJCCGEEEIIIXIhiZOJWVhYMG7cOCwsLEwdylNBrnfRk2te9OSaFy253kVPrnnRk2tetOR6F09PXXEIIYQQQgghhMgv6XESQgghhBBCiFxI4iSEEEIIIYQQuZDESQghhBBCCCFyIYmTEEIIIYQQQuRCEqdC9uOPP1KmTBksLS2pX78+Bw8ezLH98uXLqVSpEpaWllSrVo2///67iCIt+SZNmkTdunWxs7PD3d2drl27cv78+Rz3mT9/PhqNJtvN0tKyiCIu+T799NP7rl+lSpVy3Efe44+nTJky911zjUbD8OHDH9he3uP5t3PnTjp37kypUqXQaDSsWrUq2/OKovDJJ5/g5eWFlZUVrVu3Jjg4ONfj5vfz4GmR0/VOT0/n/fffp1q1atjY2FCqVCn69u3LjRs3cjzmo/xteprk9h7v37//fdevXbt2uR5X3uMPl9s1f9DfdY1Gw9dff/3QY8r7vOhJ4lSIli1bxltvvcW4ceM4evQoNWrUoG3btkRFRT2w/d69e3nppZcYNGgQx44do2vXrnTt2pVTp04VceQl044dOxg+fDj79+9n06ZNpKen06ZNGxITE3Pcz97envDw8KxbaGhoEUX8ZKhatWq267d79+6HtpX3+OM7dOhQtuu9adMmAP73v/89dB95j+dPYmIiNWrU4Mcff3zg81999RXTp0/nl19+4cCBA9jY2NC2bVtSUlIeesz8fh48TXK63klJSRw9epSPP/6Yo0ePsnLlSs6fP0+XLl1yPW5+/jY9bXJ7jwO0a9cu2/X77bffcjymvMdzlts1//e1Dg8PZ+7cuWg0Gl544YUcjyvv8yKmiEJTr149Zfjw4VmPDQaDUqpUKWXSpEkPbN+jRw+lY8eO2bbVr19fefXVVws1zidVVFSUAig7dux4aJt58+YpDg4ORRfUE2bcuHFKjRo18txe3uMFb9SoUUq5cuUUo9H4wOflPf54AOXPP//Memw0GhVPT0/l66+/ztoWExOjWFhYKL/99ttDj5Pfz4On1X+v94McPHhQAZTQ0NCHtsnv36an2YOueb9+/ZTnn38+X8eR93je5eV9/vzzzystW7bMsY28z4ue9DgVkrS0NI4cOULr1q2ztmm1Wlq3bs2+ffseuM++ffuytQdo27btQ9uLnMXGxgLg7OycY7uEhAT8/PwoXbo0zz//PKdPny6K8J4YwcHBlCpVCn9/f3r37s3Vq1cf2lbe4wUrLS2NxYsXM3DgQDQazUPbyXu84Fy5coWIiIhs72MHBwfq16//0Pfxo3weiIeLjY1Fo9Hg6OiYY7v8/G0S99u+fTvu7u5UrFiRYcOGcfv27Ye2lfd4wYqMjGTdunUMGjQo17byPi9akjgVklu3bmEwGPDw8Mi23cPDg4iIiAfuExERka/24uGMRiOjR4+mcePGBAYGPrRdxYoVmTt3LqtXr2bx4sUYjUYaNWrEtWvXijDakqt+/frMnz+ff/75h59//pkrV67QtGlT4uPjH9he3uMFa9WqVcTExNC/f/+HtpH3eMG6+17Nz/v4UT4PxIOlpKTw/vvv89JLL2Fvb//Qdvn92ySya9euHQsXLmTLli18+eWX7Nixg/bt22MwGB7YXt7jBWvBggXY2dnRvXv3HNvJ+7zo6U0dgBCFYfjw4Zw6dSrXsb4NGzakYcOGWY8bNWpE5cqVmTFjBhMnTizsMEu89u3bZ92vXr069evXx8/Pj99//z1Pv5SJxzNnzhzat29PqVKlHtpG3uPiSZGenk6PHj1QFIWff/45x7byt+nx9OrVK+t+tWrVqF69OuXKlWP79u20atXKhJE9HebOnUvv3r1zLeQj7/OiJz1OhcTV1RWdTkdkZGS27ZGRkXh6ej5wH09Pz3y1Fw82YsQI1q5dy7Zt2/Dx8cnXvmZmZjzzzDNcvHixkKJ7sjk6OhIQEPDQ6yfv8YITGhrK5s2bGTx4cL72k/f447n7Xs3P+/hRPg9EdneTptDQUDZt2pRjb9OD5Pa3SeTM398fV1fXh14/eY8XnF27dnH+/Pl8/20HeZ8XBUmcCom5uTm1a9dmy5YtWduMRiNbtmzJ9uvvvzVs2DBbe4BNmzY9tL3ITlEURowYwZ9//snWrVspW7Zsvo9hMBg4efIkXl5ehRDhky8hIYFLly499PrJe7zgzJs3D3d3dzp27Jiv/eQ9/njKli2Lp6dntvdxXFwcBw4ceOj7+FE+D8Q9d5Om4OBgNm/ejIuLS76PkdvfJpGza9eucfv27YdeP3mPF5w5c+ZQu3ZtatSoke995X1eBExdneJJtnTpUsXCwkKZP3++cubMGWXo0KGKo6OjEhERoSiKovTp00cZM2ZMVvs9e/Yoer1emTJlinL27Fll3LhxipmZmXLy5ElTvYQSZdiwYYqDg4Oyfft2JTw8POuWlJSU1ea/13z8+PHKhg0blEuXLilHjhxRevXqpVhaWiqnT582xUsocd5++21l+/btypUrV5Q9e/YorVu3VlxdXZWoqChFUeQ9XlgMBoPi6+urvP/++/c9J+/xxxcfH68cO3ZMOXbsmAIo3377rXLs2LGsKm6TJ09WHB0dldWrVysnTpxQnn/+eaVs2bJKcnJy1jFatmypfP/991mPc/s8eJrldL3T0tKULl26KD4+PkpQUFC2v+2pqalZx/jv9c7tb9PTLqdrHh8fr7zzzjvKvn37lCtXriibN29WatWqpVSoUEFJSUnJOoa8x/Mnt78riqIosbGxirW1tfLzzz8/8BjyPjc9SZwK2ffff6/4+voq5ubmSr169ZT9+/dnPdesWTOlX79+2dr//vvvSkBAgGJubq5UrVpVWbduXRFHXHIBD7zNmzcvq81/r/no0aOz/vt4eHgoHTp0UI4ePVr0wZdQPXv2VLy8vBRzc3PF29tb6dmzp3Lx4sWs5+U9Xjg2bNigAMr58+fve07e449v27ZtD/xbcve6Go1G5eOPP1Y8PDwUCwsLpVWrVvf9t/Dz81PGjRuXbVtOnwdPs5yu95UrVx76t33btm1Zx/jv9c7tb9PTLqdrnpSUpLRp00Zxc3NTzMzMFD8/P2XIkCH3JUDyHs+f3P6uKIqizJgxQ7GyslJiYmIeeAx5n5ueRlEUpVC7tIQQQgghhBCihJM5TkIIIYQQQgiRC0mchBBCCCGEECIXkjgJIYQQQgghRC4kcRJCCCGEEEKIXEjiJIQQQgghhBC5kMRJCCGEEEIIIXIhiZMQQgghhBBC5EISJyGEEMVaSEgIGo2GoKAgU4fC/PnzcXR0NHUYQgghTEASJyGEECbTv39/NBpN1s3FxYV27dpx4sSJrDalS5cmPDycwMDAxzqXRqNh1apVjxmxEEKIp5UkTkIIIUyqXbt2hIeHEx4ezpYtW9Dr9XTq1CnreZ1Oh6enJ3q93oRRCiGEeNpJ4iSEEMKkLCws8PT0xNPTk5o1azJmzBjCwsK4efMmcP9Qve3bt6PRaNiyZQt16tTB2tqaRo0acf78+Tyf8+4xV65cSYsWLbC2tqZGjRrs27cvW7v58+fj6+uLtbU13bp14/bt2/cda/Xq1dSqVQtLS0v8/f0ZP348GRkZAEyYMIFSpUpl269jx460aNECo9GY30slhBDChCRxEkIIUWwkJCSwePFiypcvj4uLS45tP/zwQ7755hsOHz6MXq9n4MCB+T7fhx9+yDvvvENQUBABAQG89NJLWUnPgQMHGDRoECNGjCAoKIgWLVrw2WefZdt/165d9O3bl1GjRnHmzBlmzJjB/Pnz+fzzz7OOX6ZMGQYPHgzAjz/+yN69e1mwYAFarXwECyFEiaIIIYQQJtKvXz9Fp9MpNjY2io2NjQIoXl5eypEjR7LaXLlyRQGUY8eOKYqiKNu2bVMAZfPmzVlt1q1bpwBKcnLyQ88FKH/++We2Y86ePTvr+dOnTyuAcvbsWUVRFOWll15SOnTokO0YPXv2VBwcHLIet2rVSvniiy+ytVm0aJHi5eWV9fjSpUuKnZ2d8v777ytWVlbKkiVL8nZxhBBCFCvyc5cQQgiTatGiBUFBQQQFBXHw4EHatm1L+/btCQ0NzXG/6tWrZ9338vICICoqKl/nzukYZ8+epX79+tnaN2zYMNvj48ePM2HCBGxtbbNuQ4YMITw8nKSkJAD8/f2ZMmUKX375JV26dOHll1/OV4xCCCGKB5lpK4QQwqRsbGwoX7581uPZs2fj4ODArFmz7hsa929mZmZZ9zUaDUC+5w097jESEhIYP3483bt3v+85S0vLrPs7d+5Ep9MREhJCRkaGFLoQQogSSHqchBBCFCsajQatVktycrJJ46hcuTIHDhzItm3//v3ZHteqVYvz589Tvnz5+2535zAtW7aMlStXsn37dq5evcrEiROL7DUIIYQoOPKTlxBCCJNKTU0lIiICgDt37vDDDz+QkJBA586dTRrXyJEjady4MVOmTOH5559nw4YN/PPPP9nafPLJJ3Tq1AlfX19efPFFtFotx48f59SpU3z22Wdcu3aNYcOG8eWXX9KkSRPmzZtHp06daN++PQ0aNDDRKxNCCPEopMdJCCGESf3zzz94eXnh5eVF/fr1OXToEMuXL6d58+YmjatBgwbMmjWLadOmUaNGDTZu3MhHH32UrU3btm1Zu3YtGzdupG7dujRo0IDvvvsOPz8/FEWhf//+1KtXjxEjRmS1HzZsGK+88goJCQmmeFlCCCEekUZRFMXUQQghhBBCCCFEcSY9TkIIIYQQQgiRC0mchBBCCCGEECIXkjgJIYQQQgghRC4kcRJCCCGEEEKIXEjiJIQQQgghhBC5kMRJCCGEEEIIIXIhiZMQQgghhBBC5EISJyGEEEIIIYTIhSROQgghhBBCCJELSZyEEEIIIYQQIheSOAkhhBBCCCFELiRxEkIIIYQQQohc/B9648mou6XbrwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create a figure\n", "fig = plt.figure(figsize=(10, 5))\n", "ax = fig.add_subplot(111)\n", "\n", "# set the figure title\n", "fig.suptitle('Average Population Responses', fontsize=12)\n", "\n", "# compute the population response (sum over the units)\n", "pop_response = np.sum(response, axis=1)\n", "\n", "# plot the response profiles\n", "for ys in pop_response:\n", " ax.plot(ys)\n", "\n", "# create a figure legend\n", "ax.legend(['Stimulus A', 'Stimulus B', 'Stimulus C'])\n", "\n", "# label the axes\n", "ax.set_xlabel('Bin Index')\n", "ax.set_ylabel('Spike Count')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We find that, by looking at the ensemble response as a whole, we do not see any clear distinction between stimuli.\n", "\n", "Instead, we can look at the responses to each unit individually using a color map." ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Bin index')" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create a figure\n", "fig, axes = plt.subplots(1, 3, figsize=(20, 8))\n", "\n", "# a common parameter used in the color plots of matrices\n", "image_extent = (0, response.shape[2], 0, response.shape[1])\n", "\n", "# response to stimulus A\n", "ax = axes[0]\n", "ax.set_title('Stimulus A', fontsize=12)\n", "ax.imshow(response[0], interpolation='nearest', aspect='auto', origin='lower', extent=image_extent)\n", "ax.set_ylabel('Unit index')\n", "ax.set_xlabel('Bin index')\n", "\n", "# response to stimulus B\n", "ax = axes[1]\n", "ax.set_title('Stimulus B', fontsize=12)\n", "ax.imshow(response[1], interpolation='nearest', aspect='auto', origin='lower', extent=image_extent)\n", "ax.set_ylabel('Unit index')\n", "ax.set_xlabel('Bin index')\n", "\n", "# response to stimulus C\n", "ax = axes[2]\n", "ax.set_title('Stimulus C', fontsize=12)\n", "ax.imshow(response[2], interpolation='nearest', aspect='auto', origin='lower', extent=image_extent)\n", "ax.set_ylabel('Unit index')\n", "ax.set_xlabel('Bin index')\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we find that, while the responses seem different for each stimulus, the high-dimensionality of the data make it difficult to determine the precise relationships between conditions. Is, for example, the response to stimulus A any more different to the response to B than to the response to C? Do the responses have different dynamics?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 5: Perform the Principal Component Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To investigate the dynamics of the responses further we can perform a principal component decomposition.\n", "\n", "This will allow us to reduce the dimensionality of the data for further analysis.\n", "\n", "* **Tasks 5-8**: Complete missing elements of the function princomp() below.\n", "\n", " Hint: Pay attention to the orientation (shape) of your matrices!\n", " \n", " You will need the following functions: `np.dot()`, `np.argsort()`" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "def princomp(A):\n", " '''\n", " Perform a principal component analysis on a given data matrix.\n", "\n", " Parameters\n", " ----------\n", " A : array_like\n", " A 1-D or 2-D array containing M variables and N observations.\n", " Each column of `A` represents a variable, and each row a single\n", " observation of those variables.\n", "\n", " Returns\n", " -------\n", " w : ndarray, shape (M,)\n", " The principal component eigenvalues (eigenvalues of the data\n", " covariance matrix) in decending order by magnitude.\n", "\n", " V : ndarray, shape (M, M)\n", " The normalized (unit \"length\") eigenvectors of the data\n", " covariance matrix (principal component coefficients), ordered\n", " such that the column ``V[:,i]`` is the eigenvector\n", " corresponding to the eigenvalue ``w[i]``.\n", "\n", " score : ndarray\n", " The projection of the data matrix on to the principal\n", " component space (principal component scores).\n", " '''\n", "\n", " # center the data\n", " # (subtract sample mean from each variable)\n", " X = A - np.mean(A, axis=0)\n", "\n", " # compute the covariance matrix S from the centered data\n", " # (using the dot product, as explained in the lecture)\n", " S = np.dot(X.T, X) / (X.shape[0] - 1)\n", "\n", " # compute the eigenvectors of S\n", " [w, V] = np.linalg.eigh(S)\n", "\n", " # get indices in the descending order of eigenvalues\n", " idx = np.argsort(w)[::-1]\n", "\n", " # sort eigenvalues\n", " w = w[idx]\n", "\n", " # sort eigenvectors\n", " V = V[:, idx]\n", "\n", " # hint: the matrix `V` is the transformation matrix\n", " # we use to project the data into PC space (below)\n", " \n", " # project data in PC space\n", " score = np.dot(X, V)\n", "\n", " return w, V, score" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have a general purpose PCA function, we can use it on our data.\n", "\n", "We are interested in how responses vary across stimulus conditions. We therefore wish to treat every bin of each PSTH (for each stimulus) as a single observation of our 100 variables (units). To do this we simply concatenate the three PSTHs together into one single data matrix. \n", "\n", "Notice the matrix transpose operations (`*.T`) both before and after the call to `princomp()`." ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "# concatenate response matrices for all stimuli\n", "A = np.concatenate(response, axis=1)\n", "\n", "# perform the PCA\n", "w, V, score = princomp(A.T)\n", "\n", "# extract the projection of response matricies\n", "# for each stimulus from the result of the PCA\n", "pc_score = np.zeros_like(response)\n", "num_bins = pc_score.shape[2]\n", "for i in range(pc_score.shape[0]):\n", " pc_score[i] = score[i*num_bins:(i+1)*num_bins, :].T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 6: Inspect the eigenvalues and eigenvectors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The (sorted) eigenvalues of the covariance matrix give us the distribution of variance in our new principal component (PC) space. \n", "\n", "Each eigenvalue tells us how much variance there is in the data along the corresponding eigenvector, i.e., an axis of the PC space, with the total variance being the sum of all eigenvalues. \n", "\n", "Therefore, to see what proportion of the total variance is explained by a given number of PCs, we can plot the eigenvalues against the PC index and visualize how much variance in the data we would throw away if we were to reduce the dimensionality of the data by focusing only on the first few PCs.\n", "\n", "In a plot for such a purpose, instead of the eigenvalues themselves, we plot the percentage per component of the total sum of the eigenvalues. Furthermore, we typically plot those percentages in a cumulative manner, i.e., for PC index $i$, we do not plot the percentage of `w[i]` but rather the percentage of `w[0] + w[1] + ... + w[i]`.\n", "\n", "* **Task 9**: Complete the code below to plot cumulative percentages of eigenvalues." ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Component')" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# !!!!!!!!!!!!!!!!!!!!!!!\n", "# TO BE IMPLEMENTED\n", "# !!!!!!!!!!!!!!!!!!!!!!!\n", "#\n", "# calculate the cumulative eigenvalues in percentage of the total sum of eigenvalues\n", "# \n", "# hint: use functions `np.cumsum()` and `np.sum()`\n", "#\n", "cum_eigval_percentages = np.cumsum(w) / np.sum(w) * 100\n", "\n", "# create a figure\n", "fig = plt.figure(figsize=(10, 5))\n", "ax = fig.add_subplot(111)\n", "\n", "# plot the cumurative eigenvalues for the first 50 components\n", "ax.plot(cum_eigval_percentages[:50])\n", "\n", "# mark the cumulant of the top three components\n", "pct_3pcs = cum_eigval_percentages[2]\n", "ax.plot([2, 2], [0 ,pct_3pcs], 'r--')\n", "ax.plot([0, 2], [pct_3pcs, pct_3pcs], 'r--')\n", "ax.plot([2, 2],[pct_3pcs, pct_3pcs], 'k.')\n", "ax.text(2.5, pct_3pcs, f'{pct_3pcs:.2f}% / 3 components', verticalalignment='top')\n", "\n", "# label the axes\n", "ax.set_ylabel('% Variance')\n", "ax.set_xlabel('Component')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While the eigenvalues give us the distribution of variance, the eigenvectors themselves tell us about which variables (= units) contribute to the variance in each PC dimension. Therefore, by looking at the coefficients of the top three eigenvectors, we see to what extent the activity of each unit affects the distribution of variance along each of the PC axes. \n", "\n", "Let's plot the eigenvectors for the top three PCs and see how they look." ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Unit ID')" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create a figure\n", "fig, axes = plt.subplots(3, 1, sharex='all', sharey='all', figsize=(20, 9))\n", "\n", "# plot the (real) coefficients of the first three principal components\n", "ax = axes[0]\n", "ax.bar(x=range(V.shape[1]), height=np.real(V[:, 0]))\n", "ax.set_title('Component 0')\n", "ax.set_ylabel('Coefficient')\n", "\n", "ax = axes[1]\n", "ax.bar(x=range(V.shape[1]), height=np.real(V[:, 1]))\n", "ax.set_title('Component 1')\n", "ax.set_ylabel('Coefficient')\n", "\n", "ax = axes[2]\n", "ax.bar(x=range(V.shape[1]), height=np.real(V[:, 2]))\n", "ax.set_title('Component 2')\n", "ax.set_ylabel('Coefficient')\n", "\n", "axes[-1].set_xlabel('Unit ID')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 7: Analyse the dynamics in 3D phase space" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then inspect how the (average) population responses to the 3 different stimulus types are represented by the first 3 PCs. First we look at the PC scores as functions of time." ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'PC score')" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create a figure\n", "fig, axes = plt.subplots(1, 3, sharey='all', figsize=(20, 5))\n", "\n", "# Plot responses per PC\n", "for i in range(3):\n", " ax = axes[i]\n", " ax.set_title(f'PC {i+1}')\n", " ax.plot(pc_score[0, i], label='Stimulus A')\n", " ax.plot(pc_score[1, i], label='Stimulus B')\n", " ax.plot(pc_score[2, i], label='Stimulus C')\n", " ax.set_xlabel('Bin index')\n", " ax.legend()\n", "\n", "axes[0].set_ylabel('PC score')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's clear that each PC responds to different stimuli in distinct manners. A more informative view on these responses is given by the phase space representation. In the next plot we see the time course of the response to each stimulus plotted as a trajectory in the 3 dimensional PC space.\n", "\n", "Note that you may need to rotate the plot (see below) to get a good view on the dynamics in this 3D representation." ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "# create a figure\n", "fig = plt.figure(figsize=(10, 8))\n", "\n", "# set the figure title\n", "fig.suptitle('Principal Component Analysis')\n", "\n", "# create 3-d axes\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "# plot the response to each stimulus in the top three components of PCA space\n", "ax.plot(pc_score[0,0], pc_score[0,1], pc_score[0,2] ,'r')\n", "ax.plot(pc_score[1,0], pc_score[1,1], pc_score[1,2], 'g')\n", "ax.plot(pc_score[2,0], pc_score[2,1], pc_score[2,2], 'b')\n", "\n", "# mark the initial point of each trajectory\n", "ax.plot([pc_score[0, 0, 0]], [pc_score[0, 1, 0]], [pc_score[0, 2, 0]], 'r.', ms=10)\n", "ax.plot([pc_score[1, 0, 0]], [pc_score[1, 1, 0]], [pc_score[1, 2, 0]], 'g.', ms=10)\n", "ax.plot([pc_score[2, 0, 0]], [pc_score[2, 1, 0]], [pc_score[2, 2, 0]], 'b.', ms=10)\n", "\n", "# label the axes\n", "ax.set_xlabel('PC 1')\n", "ax.set_ylabel('PC 2')\n", "ax.set_zlabel('PC 3')\n", "\n", "# create a figure legend\n", "ax.legend(['Stimulus A', 'Stimulus B', 'Stimulus C'])\n", "\n", "# set the view aspect (try different numbers to rotate your plot)\n", "ax.view_init(elev=20., azim=-45)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now quantify the extent to which the response to stimulus A differs from other stimulus B or C. \n", "\n", "* **Task 10**: Complete the code below by calculating the time-resolved Euclidean distance between the responses in the top three components of PCA space." ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Bin Index')" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create a figure\n", "fig = plt.figure(figsize=(10, 5))\n", "ax = fig.add_subplot(111)\n", "\n", "for i in range(3):\n", " for j in range(i+1, 3):\n", " \n", " # !!!!!!!!!!!!!!!!!!!!!!!\n", " # TO BE IMPLEMENTED\n", " # !!!!!!!!!!!!!!!!!!!!!!!\n", " #\n", " # calculate the distance between responses for \n", " # each time point as the Euclidean distance in\n", " # the first three dimensions of PCA space\n", " # \n", " # hint: the Euclidean distance is just the\n", " # square root of the sum of the squares of\n", " # the distances along each direction\n", " #\n", " dist = np.sqrt(np.sum((pc_score[:, i] - pc_score[:, j]) ** 2, axis=0))\n", " \n", " # plot the time-resolved distance\n", " ax.plot(dist)\n", "\n", "# create a figure legend\n", "ax.legend(['A to B', 'A to C', 'B to C'])\n", "\n", "# label the axes\n", "ax.set_ylabel('Distance')\n", "ax.set_xlabel('Bin Index')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we see that the different responses to each stimuli are equally spread out in phase space (with respect to each other) throughout each trial. \n", "\n", "It is also now clear that The network responds to each stimulus with distinct activity which is most prominent at the peak of the increase in population activity. However (according to the assumptions of PCA) there is no further temporal structure to the differential responses to each stimulus." ] } ], "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": "3.11.10" } }, "nbformat": 4, "nbformat_minor": 4 }