{ "cells": [ { "cell_type": "code", "execution_count": 4, "metadata": { "inputHidden": false, "outputHidden": false }, "outputs": [], "source": [ "from muselsl import stream, list_muses, view, record\n", "from multiprocessing import Process\n", "from mne import Epochs, find_events\n", "from time import time, strftime, gmtime\n", "import os\n", "from utils import utils\n", "from collections import OrderedDict\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Cueing\n", "\n", "This notebook is slightly different than the PC notebooks due to differences in the Mac operating system.\n", "\n", "First setup the computer by following the instructions in the mac_instructions_cueing.docx file, then return to this file.\n", "\n", "The cueing task can ellicit a number of reliable changes. A central cue indicates the location of an upcoming target onset. Here the task can be changed to be perfectly predictive, or have some level of cue validity. Task is to indicate the orientation of a spatial grating on the target, up for vertical, right for horizontal. \n", "\n", "ERP - Validly cued targets ellict larger ERP's than invalidly cued targets\n", "\n", "Response ERPs - Validly cued targets are more quickly identified and better identified\n", "\n", "Oscillations - Alpha power lateralizes after a spatial cue onset preceeding the upcoming onset of a target. Alpha power becomes smaller contraleral to the target side, and larger ipsilateral with the target. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 1: Connect to an EEG Device\n", "\n", "Make sure your device is turned on and run the following code. It should detect and connect to the device and begin 'Streaming...'\n", "\n", "If the device is not found or the connection times out, try running this code again\n", "\n", "If an error occurs scroll down, if it says BGAPIError, check that the black BLE dongle is pluged into the USB port, unplug the black BLE dongle and plug it back in again, then try again." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Searching for Muses, this may take up to 10 seconds...\n", "Found device Muse-05AA, MAC Address 00:55:DA:B5:05:AA\n", "[{'address': '00:55:DA:B5:05:AA', 'name': 'Muse-05AA', 'rssi': -48, 'packet_data': {'connectable_advertisement_packet': {'flags': bytearray(b'\\x06'), 'complete_local_name': 'Muse-05AA', 'incomplete_list_16-bit_service_class_uuids': bytearray(b'\\x8d\\xfe'), 'slave_connection_interval_range': bytearray(b'\\x18\\x00\\x18\\x00'), 'tx_power_level': bytearray(b'\\x02')}}}]\n" ] } ], "source": [ "# Search for available Muse devices\n", "# muses = list_muses()\n", "muses = list_muses()\n", "print(muses)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, choose the Muse you want to connect to. Check the ID on the side of your Muse device, and find the matching device in the list above and define the appropriate index in the my_muse_index variable. That is, if your Muse device is the first device listed above, the index is 1, if it is third in the list, the index is 3, etc.\n", "\n", "If the connection is successful, the output will be:\n", "\n", "`Connected to Muse: [your_muse_id]` \n", "`Connected` \n", "`Streaming ...` \n", "\n", "\n", "If this doesn't work, try re-running the cell. You might also need to re-run the cell above. Just keep trying- it will work eventually! Sometimes it just takes time for the connection to be established." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Connecting to Muse: 00:55:DA:B5:05:AA...\n", "Connected.\n", "Streaming EEG...\n" ] } ], "source": [ "# Start a background process that will stream data from the first available Muse\n", "# if the connection fails, run the list_muses cell above again\n", "\n", "my_muse_index = 1\n", "\n", "stream_process = Process(target=stream, args=(muses[my_muse_index-1]['address'],))\n", "stream_process.start()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 2: Apply the EEG Device and Wait for Signal Quality to Stabilize\n", "Open a new terminal by typing \"command\" + \"T\" at the same time.\n", "\n", "Run the following to start the viewer and see the raw EEG data stream.\n", "\n", "`conda activate nbmac` \n", "`muselsl view --version 2`\n", "\n", "The numbers on the side of the graph indicate the variance of the signal. Wait until this decreases below 10 for all electrodes before proceeding." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 3: Run the Experiment\n", "\n", "!!!MAKE SURE THE VOLUME IS ON AND TURNED UP TO FULL!!!\n", "\n", "Modify the variables in the following code chunk to define how long you want to run the experiment (# of seconds) and the name of the subject and session you are running. \n", "\n", "Once you run the cell below, open a new terminal and run the following:\n", "\n", "`cd ~/eeg-notebooks/notebooks` \n", "`conda activate nbmac`\n", "\n", "Then, paste the output from the cell below into the terminal and press `Enter`. This is the command to start the experiment, so make sure that the participant is seated in front of the computer at this point. Then have them quietly view the screen until the experiment is completed and do their best to minimize movement that might contaminate the signal. With their jaw and face relaxed, subjects should look directly at the flashing stimuli.\n", "\n", "Data will be recorded into CSV files in the `eeg-notebooks/data/visual/cueing` directory\n", "\n", "Here is an example of the experiment command for an cueing experiment that will last 120 seconds, for subject 1 and session 1: \n", "\n", "`python mac_run_exp.py --d 120 --s 1 --r 1 --e cueing`" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "inputHidden": false, "outputHidden": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "python mac_run_exp.py --d 240 --s 100 --r 1 --e cueing\n" ] } ], "source": [ "# Define these parameters \n", "duration = 240\n", "subject = 100\n", "session = 1\n", "experiment = 'cueing'\n", "\n", "# paste the output of this cell into the terminal\n", "cmd2run = 'python mac_run_exp.py --d ' + str(duration) + ' --s ' + str(subject) + ' --r ' + str(session) + ' --e ' + experiment\n", "print(cmd2run)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Repeat Data Collection 2 times\n", "\n", "Visualizing the effects can sometimes take many rounds of stimulus presentation. Depending on experimental conditions, this may require as little as one two minute trial or as many as 6. We recommend repeating the above experiment 2 times before proceeding. \n", "\n", "Make sure to take breaks, though! Inattention, fatigue, and distraction will decrease the quality of potentials such as the SSVEP" ] }, { "cell_type": "markdown", "metadata": { "inputHidden": false, "outputHidden": false }, "source": [ "## Step 4: Prepare the Data for Analysis\n", "\n", "Once a suitable data set has been collected, it is now time to analyze the data and see if we can identify the cueing effects\n", "\n", "\n", "### Load data into MNE objects\n", "\n", "[MNE](https://martinos.org/mne/stable/index.html) is a very powerful Python library for analyzing EEG data. It provides helpful functions for performing key tasks such as filtering EEG data, rejecting artifacts, and grouping EEG data into chunks (epochs).\n", "\n", "The first step after loading dependencies is use MNE to read the data we've collected into an MNE `Raw` object" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pygame 1.9.4\n", "Hello from the pygame community. https://www.pygame.org/contribute.html\n" ] } ], "source": [ "from muselsl import stream, list_muses, view, record\n", "from multiprocessing import Process\n", "from mne import Epochs, find_events, concatenate_raws\n", "from time import time, strftime, gmtime\n", "import os\n", "from stimulus_presentation import cueing\n", "from utils import utils\n", "from collections import OrderedDict\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating RawArray with float64 data, n_channels=5, n_times=61296\n", " Range : 0 ... 61295 = 0.000 ... 239.434 secs\n", "Ready.\n", "Creating RawArray with float64 data, n_channels=5, n_times=61284\n", " Range : 0 ... 61283 = 0.000 ... 239.387 secs\n", "Ready.\n" ] } ], "source": [ "sub = 104\n", "raw = utils.load_data('visual/cueing', sfreq=256., \n", " subject_nb=sub, session_nb=1,\n", " )\n", "raw.append(\n", " utils.load_data('visual/cueing', sfreq=256., \n", " subject_nb=sub, session_nb=2,\n", " )\n", " )\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Power Spectral Density\n", "\n", "One way to analyze the SSVEP is to plot the power spectral density, or PSD. SSVEPs should appear as peaks in power for certain frequencies. We expect clear peaks in the spectral domain at the stimulation frequencies of 30 and 20 Hz." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Effective window size : 8.000 (s)\n" ] }, { "data": { "image/png": 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2dvEJ9vFqF5+QX16feOIJLrzwQh555BFuuummyHPytNNO46233uLBBx/kO9/5DqFQKK38h9Nr3k9aySV2mLTicrmYMWPGcBcj59jFJ9jHq118Qn547enp4ZZbbuGJJ57g4osv5oUXXuDxxx/H5/NhGAZFRUWMHz+es846i1deeYUTTjiB1atXM3369JR0htOrrQOetd3PaEbXddra2pg0aVJefHvMFXbxCfbxahefMDxedV3nrbfe4qWXXuK1116jsrKSmTNncvrpp3PQQQcxc+ZMpkyZQlFREQ6HA7/fT3t7O7t37+aUU07hX//6F2VlZUyZMoUzzjiDz3zmM5x77rmMHTs277xa2DvghfcUHM2EQiEaGxsZN27cqH5o2MUn2MerXXzC0Hqtrq7mkUceYcWKFUydOpXly5dz//33c8wxx/TZ5SQZDMOgoqKC1157jUcffZSrr76a8847j2uvvZZTTjkl7rDRcNarrQOenmYf9EjC6/XyiU98YriLkXPs4hPs49UuPmFovG7atIk77riDN954gyuvvJLXXnuNBQsWZJSnw+Fg0aJFLFq0iBtuuIGWlhZWrlzJN77xDYqLi/mv//ovPve5z+FwHJguMpz1autJK3v27OGBBx7gxRdfHHT9RoECBQqMROrr67n88ss577zzOPXUU6mtreVXv/pVxsEuHtOmTeOGG26goqKC//mf/+Huu+/muOOO4803+53FmhOOP/74hOm2DniVlZU8v2oVK1aujBy7M9rw+Xxs2rQpcgzIaMUuPsE+Xu3iE3Lj1TAMHnzwQZYuXcq8efP4+OOPufHGGxkzJqVT1NJC0zQuvPBC3nvvPW666SYuvfRSrr32Wjo6Ooa1Xm0d8Pbu28efLruM3t7eyLlNow1ro9ZsbQuUr9jFJ9jHq118Qva97tmzh3PPPZcVK1bw5ptvcvvtt1NSUpKVvFPB4XBw6aWXsnXrVpRSLF26lE2bNg1bvdo64LU3NTL9L39h3Lhxozbg5dP6nlxiF59gH6928QnZ9bpp0yaOOeYYli1bxr/+9S+OOOKILJQwMyZMmMAf/vAHfvnLX7J8+XJefPHFnNTr1q1bE6bbOuA56upxHnEE00tLR+0ShVAoRFNTU9qLREcKdvEJ9vFqF5+QPa+vvPIKZ599Nvfeey933XVX3rWOP//5z7Nu3Tpuv/12fvKTn6CUymr+gz3H7RvwlGJ8dzfO0lKWFxfT09Mz3CXKCXY5dsQuPsE+Xu3iE7LjdfXq1XzlK19h1apVXHLJJQAEFfzIgO8YsGcYTkNTKBpQ7EDhwwxuhx9+OH/+85958cUX+c///M+sB71E2DbgLevt5eJAAGbM4LR9+1CjdE2e1+tlwYIFebcLe7axi0+wj1e7+ITMvb7++ut87Wtf46WXXuKkk06KvP6Kgr8D/wIez05RU6IXaAO6gJbwa16vl5NPPpn169fz6quvcueddw5ZeWwb8GYHgxxxww0wbx587nNM2LWLDz/8cNR1nyil0HV9SL9FDQd28Qn28WoXn5CZ16qqKr74xS/y5JNPcuyxx/ZJOxYoA2YDp2alpKnhBYoxT+q2psxYXidOnMjLL7/M448/zooVK4akPLYNeBqw99xz4Zxz4JOfRHg8/O4Xv+Cjjz4a7qJlFb/fz+bNm/NmF/ZcYRefYB+vdvEJ6Xvt7u5m+fLl3HHHHZxxxhn90ksd8KQGz2lwwjA87Z1ozMMMupMwd12J9jpjxgxeeOEFbrzxRjZv3pzz8tg24AE4rQHdiRNZ0NHBrT4frevWDW+hsozH46GsrGzUH3ZrF59gH6928Qnpe/3+97/PsmXL+MY3vjHgNU4N3MN4MIyGhoMDBYj1umTJEu677z4uu+yynM+lsHXAU1E3gbZsGYdefz2z//znUdWt6XA4GDduXJ+tfUYjdvEJ9vFqF5+Qnte1a9eyZs0afve73+WwZNknntfLL7+cJUuWcPvtt2eUd2lpaWLtjHIf4YT0qGlLX/4y2okn8o7bTc0HHwxfobJMMBhk586do/4oJLv4BPt4tYtPSN1rIBDg29/+Ng8++CDjx4/PcemySzyvmqZx//3389hjj7Ft27a08547d27CdFsHPEXMALHXy5Tly9n7738PT4FygFKKUCg06gf+7eIT7OPVLj4hda//+7//y5w5c7jgggtyXLLsM5DXGTNm8MMf/pBbb701Z9q2DXgK4q70/+z11xOoqEAphWEMw8KVLOPxeJg/f/6oHwexi0+wj1e7+ITUvPr9fn72s59x9913D0HJsk8ir9dddx3vv/8+GzduTCvv7kGWl9k24AHE+zLlnDgRb1sb9bffzoa//nXoC5VlDMOgt7d3VATvRNjFJ9jHq118QmpeV65cyZIlSzj66KOHoGTZJ5HXoqIivve97/HrX/86rbwHm2Vv64AX0uNPTvF+9BGv792LNgq6NgOBANu2bSMQCAx3UXKKXXyCfbzaxSek5vXhhx/mu9/97hCUKjcM5vXqq69mzZo1OTmyzbYBTwNczvjn33b4fLRMn46xd+/QFioHeDweFi9ePOq7heziE+zj1S4+IXmv27Zto7GxkXPOOWeISpZ9BvM6fvx4LrzwQlauXJl17bwPeEKIk4UQ7wohOoQQ1UKIa8OvTxJCPB9+vU4I8fVU845z+jwAvqlT+e4tt2AAoY6OjMo/3DgcDrxe76if2m0Xn2Afr3bxCcl7fe6557jkkktG9AkSyXj90pe+xHPPPZd97aznmEWEEJOAF4H7gUnAF4C7hRBnAo9ibtE2HbgE+IUQIvFxt1EoQIV09NiZmkD76afjcrnYP2cOL9x3X+ZGhpFAIEBVVdWo7xayi0+wj1e7+ITkvb700ksjcmZmNMl4PeOMM9i8eTNtbW1Z1c7rgAccCrwkpVwppTSklB8A/wROBC4CbpNS+qSU7wErgf9INmND03BpEG/VyyXhxY+fveEGDtqyhY9G6GwoMNe3eL1etIGas6MEu/gE+3i1i09IzmtPTw9btmzhxBNPHMKSZZ9kvBYXF3Psscfy9ttvZ1U7rwOelHKzlPIK6//hFt8pmENwQSllTfTlQNInHeqAQzcIYa4L8fl8kVlDSinz28eECbzqclH7+utmWiBAIBCILJjUdR2fzxdZT+L3+yO7tOi63mdfPJ/PFzn6IxQKRdJitYPBYOSbj2EYfdJS0fb5fIB5knJpaWmk+2AotXPh20qL1Xa73cyaNavP8SqDaVtpmWqn4zsTbbfbzfTp0yMPjFhtv98/bL7T0Y69Fyxtt9vNwQcf3GdT5aHSjuc7EAgk1LbS0tF2u93MmDEjkl+0tmEYvP/++6xdu5ZFixbh9Xqzqp0L38CA2i6Xi9LS0ki37EDaJ554Im+++SYbNmygt7c3Je2ByOuAF40QYgLwN+B9zFZeb8wlPcCYZPPTNY3yPXuoVdBjGJSXl0fWcDQ2NlJXVwfA9x57DMPjIeD3w333UVtbS3NzM2Cu+SgvL4/cGNu3b6e1tRWAtrY2KisrI3oVFRW0t7cDsGfPHqqrqwGzgqO1m5qaItp+v5/y8vLIjTKYdktLSz9tXdepqKhg3759ALS0tCSlHQgE+mk3NTXF1a6uro6rDVBZWRnxHa2tlKK8vDxyYGMi7bq6uoh2V1dXXG1d12lubu6nbXWJxNOO9l1bWzuotuXbekhE+25vb0+ovX379rjazc3N/bStP9yBtHVdp6qqit27d0e0Kyoq4mq3trYmpR0MBvtpNzY2xvVdU1MTmUGXrDbQp76bm5vZuXNnXN/19fU0Njai6zotLS0Dand0dPTTtu7zTLXBbFGVl5dHHtrV1dWRzzxWW0rZx3dVVVVc7V27dvXTtgJDTU0N9fX1/bQvu+wyzjnnHK6++moWLlxIR0dHn91IorX37t3bT3v//v39tK36tgJIfX09DQ0NcX3X1NT08Z2u9o4dOwAzEEbfhw0NDXG1Fy9ezIoVK7jgggtYuHAhDQ0N/bSt+ra0lyxZQkKUUnn/U1ZWdlhZWVl5WVnZi2VlZcVlZWVHl5WV9cRcc31ZWdlrSeY35/qZM9XPdu1WqwxDNRuG6u3tVbquK6WUCgQCyu/3K6WU0nVdrb39drVv7VplLF+uAmvWqEAgoJRSKhQKqd7eXmUYhlJKKZ/Pp4LBYCTN5/Mpi97eXhUKhZRSSgWDwUiaMYh2dJrf709au7e3N6K7ceNG1dXVNeTaufBtpcVqWz7b29uT1rbSMtVOx3cm2pbX/fv3x9X2+XzD5jsd7dh7wdKOrtOh1o7n2+/3J9S20tLRtrx2dnb20X777bfV3LlzVUdHh5o3b576yle+knXtXPhWSg2o3dPTozZu3Ki6u7sTaq9fv1653W61e/du9dWvflXddtttg2rX19ersrIyVVZWNkfFefZrKs+37RFCHA28DPwF+IGU0hBCjMM8V3CulLIufN1vASWlHHSBihBizqdhx8lvvoVj6hRO1OAQzF2947Hp5Zfp/cEPGFNSwlGXXAI/+EG27OWcSEVr2qgeC7GLT7CPV7v4hIG9rl27lrvuuou1a9dGWnpXXnnlMJY0c5Kt1127drF48WJaW1u555572LdvH/fcc0/CvBsaGvj0pz8NcJiUcmdsel53aQohpmMGu19LKW+SUhoAUsr9wAuYMzbHCCGOBS4Dkj5FUM2dx5KgH2vpuZ7g2oWnnIIRCHC710trnn9BiEXTNBwOx6h/YNjFJ9jHq118wsBei4qKIt2OnZ2dTJ48eTiKl1WSrddJkybR2dkJQG9vL0VFRYPmXVNTkzA9rwMe8HVgGvATIURX1M/PgGswD9JtAJ4FbpZSvptsxsa4cYz1+fEBE4BEBwJ5x45l2W9+w/fuvJNNmzal72YYsMYBR/shmnbxCfbxahefMLDXoqIienvN6Qo+ny+ph36+k2y9ejwegsFgZLJKMt4H250l/lYjeYKU8i7grgSXfDHdvHVNw+l0mptIKwgN8iWy+LOf5RTgrf/9X3jySfjyl9OVHlKcTidTpkwZ0QtVk8EuPsE+Xu3iEwb2qut6ZIa10+kcFfuKJluv1nCbw+HA4XD0mYGdLnkd8HKJEQ54s4EWzFXtybBbCFRNDZpSA2/Vkke4XK4+051HK3bxCfbxahefMLDXlpYWpk2bBphr0wY7DWAkkGy9Wt2YmqYxbdq0yAzTTMj3Ls2coTs0DMOgFGgF9hHnfLw4eI48kqf37KH19ddzXcSsoOs6ra2tWfl2lM/YxSfYx6tdfMLAXvfs2RM5xXvatGk52VB5qEm2Xnfv3h3xXlpamhXvtg14huYgFAoxDWhFYwqQTGfBeeedh3/hQhpWr4YRMLYQCoVobGyMLNAcrdjFJ9jHq118wsBeo1t4Bx98cGS92kgm2XptaGhg1qxZgBnsrTWvmWDbgBdyOPB4PEzRwA84STxT00LTNL581VU4q6vhb3/LcSkzx+v18olPfAKv1zvcRckpdvEJ9vFqF58wsNfogHfEEUf0Wew+Ukm2XisqKliwYAFQCHgZY4SH34rDa+9cmPtqhpLp1vR48O3fT/MHH+SugAUKFLA9Y8aMieyudOSRR464WeKZsGnTJo488kjAXJNXXFw86HtKSkoSpts24IWgz7TY15TZ0utM8v27DYOGqK2L8hWfz8emTZv67EE3GrGLT7CPV7v4hIG9XnXVVfzlL3+hp6cnsn2etd3cSCXZel29enXkmt///vdcffXVg+a9ePHihOm2DXg6Gm63G4DJwKsK/AqSPYjkoEsuoaeoCN/TT6M+/jhn5cwUt9vN7NmzI15HK3bxCfbxahefMLDXww47jLPPPpuFCxdyxhlnsGTJEl555ZVhKmV2SKZeGxoa2L9/Pw899BBLlixh8+bNXHrppRlr2zbgGUpF1recgHmoXgfJr9M4+tvfBqeTt++6ix0bN+aolJljl7VMdvEJ9vFqF5+Q2OuKFStYvXo169ev5/rrr2fVqlXDUMLskUy9/u1vf+P8889n48aNPPTQQ2zfvp2xY8dmrG3bgBfSiEyLdWtwmgabAS2FncOWfulLlC5dSm9TE+rll3NT0AwJhUI0NTWN+pludvEJ9vFqF5+Q2KumaSxevJiFCxeyfPly1q9fz97xojGrAAAgAElEQVS9e4ehlNkhmXr985//zKWXXsq0adM45ZRTkm7lb9iwIWG6bQOegdZnHcg4NF5SibcYi2X8Zz5D6W23sW/VKqp++cvsFzIL6LpOe3v7qF/LZBefYB+vdvEJyXudMGEC559/Pv/3f/83RCXLPoN53bp1Kzt37uQzn/lM1rVtG/B0ZeDxeCL/H495qmwA2J3ETE2LCTNmMHb7dvaGpw7nG16vl4ULF476qd128QnZ95rMhgvDQaFO43PDDTdw//33j9iW72Be7733Xq677jpcruxvBGbbgGeoA3u1gXk8UBFmCy+YQj7eoiLKzzuPPQsWwOrVWS5l5iil+pwYPVqxi0/IrleFIl+XMhfqND7HHnssHo+H448/ns2bNw9B6bLLgF67uqj+0pd44Ykn+OY3vpETbdsGvHa3O3KqNYBTg6s0DZ3UNxj98u9/z0eahnznnayWMRv4/X42b9486nect4tPyL7XVL7gDSWFOo1Pe3s7+9raeP/99/nRrbcOQemyy4Be77iDHz/9NDf6/UxZvz4n2rYNeD1uV58uTTDPGvJgfih6Ct08brebiy6+mN15uD7G4/FQVlbWz+towy4+Ifte83UL9EKdxqekpISysjLcbjftbW1DULrsMpDX11wuNjgc3DRrFixalBNt2wY8dKPfAYQeYCca+1NYj2exePFivD4f5Fm/usPhYNy4cZElGKMVu/iE7HrN587CQp3Gx+Vy8c9163jnnXeoqanhvffeG4ISZo94Xjs7O7n2ySd58NFHGfv++7BwYW60c5LrSMAw+g36eoAPlLnbSjoPgtmbN8Nf/4rx9tvZKGFWCAaD1NbWEgzma8dVdrCLT7CPV7v4hNS9FhUVsWzZMh588EEuv/xyOjo6clzC7BHrVSnFddddx6c//WnO/9rXIHxCQjrMnTs3YbqNA17/QVMXsBezdZfOMYsbzj0X/emn+dt//zfkyUC7UopgMDjqB/7t4hPs49UuPiF9r1/4whc466yz+MpXvjJilm/Een3ggQfYsmUL9913X8Z5lw4SLG0c8FS/xYweYA9mwOsm9enaxWeeyftz5tAwZgzB2tpslTQjPB4P8+fPH/XjIHbxCdn1qsjvMbxCnQ7Ob37zG7q6urjxxhtHxJeDaK/PP/88P//5z1m1alVWdlIZDNsGPBWnhefGXJagYQa8VFt588vKeM7jYcbpp9OZJzM2DcOgt7cXw0inzTpysItPsI9Xu/iEzLx6PB5WrVrFG2+8wY9//OO8D3qW17///e9ce+21rF69msMOOywreQ92SKxtAx6G6rMsAcALCA58490FdKXQyps+fTofbtnCnNNOo+ujj/Dt2JGt0qZNIBBg27Zt/byONuziE+zj1S4+IXOvEyZM4NVXX2XNmjXccMMNed29GQgEeOCBB7jqqqtYtWoVy5Yty1reNTU1CdNtHPCMft0HUzT4lgY+zODnwZrAklzQKykp4Uc//CHz5s1j9aRJvPmzn2W71Cnj8XhYtGjRqO8WsotPyL7XfO7SLNRp8kybNo1//vOfbNmyhYsvvpj9+/dnsYTZQSnFfffdxwMPPMCaNWs48cQTh1TfxgFP77csAczdVnxouDEnsYRI7iR0MDd5PfXUU5k4cSLX3XwzXsMwuyiGsYvB4XBQVFQ06qd228UnZNdrPnd+Feo0dSZOnMgrr7zCjBkzWLZsWV4dGLt3714uuuginn/+ed57772stuySZfTfSQOhG3GnALs1M8gVhf/vJPmAF4/nLr6YyoceyiCHzAgEAlRVVY36biG7+AT7eLWLT8iuV4/HwyOPPMJPf/pTzj77bG677bZh3a1GKcWzzz7LkiVLmD9/PuvWraOnp2dY6tW+AU/1X3gezXg0/CqzgOf3+zlk+nR61q9n+623wjCM6WmahtfrTeh1NGAXn5B9r/n6iRXqNDMuu+wyNm/ezIcffsiiRYt49tlnh3xCy4cffsjZZ5/NT37yE5555hl+/etf4/V6h61e7RvwdH3A3bhDQEjBP4CASm9NHoB7+nTGL1tG60EHseXVV+HNN9MtbdrY5dRou/iE7HrN5y7NQp1mzqxZs1i1ahUPP/wwd955J0uXLuWpp57KaetKKcU777zD5z73Oc455xyWL1/Ohx9+yEknnQQMb72OmIAnhPikEKIp6v+ThBDPCyE6hBB1Qoivp5ShoQacAlyu4BEFuxX0kn4Lb8m3vsVhX/gCe4AOrxd/d3eaOaWPrut0dnbm9aytbGAXn2Afr3bxCbn3etZZZ/HBBx9wxx138PDDD3PooYdyyy23sGnTpqy1+hobG7nvvvs4+uijueKKKzj99NOpqanh+uuv7xPchrNe8z7gCSE0IcTXgFcwJ05aPAp0AdOBS4BfCCGOTzpjFX8MD8wZmh8A7UAPkG7v9+TDD6do0iS+fNNNfP573xuWAeRgMEhVVdWo357JLj7BPl7t4hOGxqumaVxwwQWsX7+etWvX4nQ6+fznP8/s2bP5+te/zh//+Ee2bt2a1HifYRjs3LmTZ599lptvvpmjjjqKxYsXs2XLFn7xi1/w8ccfc8MNNzBmzJh+782l1+OPTxwCtHxfpCiE+DHwReAvwC1SyqlCiBLMeFQmpawJX/dbwCml/HYSec7RDpu749VH/8AhhxzSL/33CsYAbSiOxhzjOEkDLcPRjje/+lUO+elP2b55M5++8EIYgj5spRRKKTRNG9VjIXbxCdn1GkSxCzgkD0fyCnU6NLpSSl599VU2bNjAxo0bqa2tZebMmcyYMYPJkydHZo/6/X46OjrYvXs3dXV1TJ48maOOOorjjjuOM844g+OOOy6pQ1tz6bWhoYFPf/rTAIdJKXfGpmf/SNns80fgLuC0qNcOB4JWsAsjgYuTztXQ+2xe6vf78Xg8OBwOloVCTFMGO91umpSiUzf4pNNBwAGuQBCnpuF2u9F1Mw9rANbv9+N0OnG5XOi6TigUipzq6/P52DNuHP++/HKODoUI1tbi/u53+2lbe8x5PB4MwyAQCETSAoEAWpLawWCQoqKiSJrb7cbpdBIKhdB1Ha/Xm3Nty3c2ta20eNpWWrLaVlo2tFP1nal2IBAYUNvv9+NyuZLSDigFHnfWfKeibfmOvReita204dCO95k7HI4Bta1ypasdDAaHRfuII45g7ty5fPOb38TtduP3+6murqatrY22tja6urpQSjF27FjGjh3LlClTmD9/PiUlJf20rbqK/RuI1gYi95rlLVu+ByPvuzSllM1Sythm6FjM4bVoejAbZslhGNSG97s0DIPy8nK6w2Ns0xobCNXVcRoa9SGdxr172a+H2APUNTTQ3NwMQHd3N+Xl5ZE+8O3bt9Pa2gpAW1sblZWVEbmKigoOueIKPtnTw/iSEvY99xx88EE/7aamJurq6gCzQsvLyyMDzLW1tQm1W1pa+mlbeVhpLS0tVFdXx/UdrR0IBPppN4XP+4vVrq6ujqsNUFlZSXt7ez9tpRTl5eV0dXUNql1XVxfR7urqiqtt+YzVbgufFxZPO9q3dS8k0rZ8W2O/0b7b29sTam/fvj2udnNzcz9tq0tpIG3Lq3UvtLe3U1FREVe7tbU1oXZjYyNgdjPFaltpsb5ramoiWzglqw30qe/m5mZ27twZ13d9fT2NjY0RnwNpd3R09NPet29fVrQBenp6KC8vjzxIq6ur2b17d1xtKWUf31VVVXG1d+3a1U/b5/NFvFp/A4Npb9u2La723r17+2lbC9Cjta369vl8Ed8NDQ2RtN7eXo477jjOP/98jjrqKE499VQuvPBCli5dimEYlJSUpKy9IzxL3bqfOjs7AbNVZmnH+q6pqYn47uzs7Ofbqm9Le+vWrSTEal7m+09ZWdnpZWVlreHfjy4rK+uJSb++rKzstSTzmiM+dYaqqqpSSillGIbq7e1Vuq4rpZQKBALK7/crpZT6b91QvwkEVb2hq1plqP1+vwoEAkoppUKhkOrt7VWGYSillPL5fCoYDEbSfD6fsujt7VWhUEgZP/qRKr/1VvXEJz6h1EMPJdTWdb1Pmj8F7d7eXqWUUsFgUNXV1UXKEgwGI7/nWjvad7a0rbRY7WAwqBoaGlRXV1fS2lZaptrp+M5E26pTSy9W2+fzJa293+9X9crImu9UtC3fsfeCpR1dp0OtHc+33+9PqG2lpaMdDAZVfX296unpGXLtXPhWSg2oHQgEVF1dXeT/2dR+5plnVFlZmSorK5uj4jz70+7SFEIcDswBioEWYIuUcqimIVYBHiHEbCllnVUkYFuC9/RBGXqkaaxpWuR3oM+MogY0FrtcuDXFWMDpcbMPc6aM0+nE6XRGrrWa8sRJi+R/7rmM6eig8R//YH8wyLgE2tbuCxbR2w4lq+1yufqMU7pcrkg/eyLf2dDu4ztL2rFp0dqzZs0imqHUHkrfsXWaqD4G0zbCCxOy5TsVbYvYtGjt2DodSu10/wbS0XY4HBx88MHDop0L38CA2m63u8/9mwvtgUgp4Akh5gDXAZcBM+i7ZjUohHgLeAR4Ok43ZNaQUu4XQrwA3C2EuAZYFC7TZ5POpK0tqZ3Jf6LBJmA8plmDA0cHpTWJ5ZRTmNHRwVk//SnvPPkkZ4VC4HTmbKBa13Xa2tqYNGkSTqcz/XLnObE+RzN28WoXn1DwOlQkPYYnhLgP+AiYC/wQWAhMwFwqMAM4F/gXcCewRQhxTNZL25drME/0aQCeBW6WUr6b9Lt9vqSmxc7RYBbQqDQcmIvSnaS/GB2gaMIEjjz/fLylpcjVq/nLr36VQW6JCQaDNDQ0RLzmxyl92SfW52jGLl7t4hMKXoeKVFp4buBwKeWuOGl7gHXhn58KIT6HOZNyY+ZFNJFSrgemRv1/H+ZyhbSJbhIn4iBMgw7Mw2G9mIvRM/1uUlpaypjvf5+ZRx4Jzz0HFyc/yTRZioqKOOqooyL/H60ni8X6HM1k02s+HwBbqNPRyXB6TTrgSSmvT+Ha59MrTn4yBnOFuxPz6KAxmM3KuRnmO/trX2Pd889TOnUq+sqVOE8+GQY5or5AgQIFCqRH3i9LyCXJ7iBegjlup4VHv0pIZf3DwIwtLeWc9esJnH46e2pr4U9/ykKuffH5fGzevDky/Xi0YhefkGWvSuGKWk6RTxTqdHSSS6+lgzQYUp6lKYQoAuYB1VJKnxDiSOAmzLVxz0kpn0inoMNBspuXujG3FzMUTNXAg4Y3S9vueoqLGbtgAfeMH8+vDSPjbtJYrBlRo30DXrv4hCx7NQwmfvs6WLcu87yyTKFORye59Dp3buJ+t5RaeOG9KpswJ6/sEEKcArwOHA8sAP4ihPhqekUdepI9bFHTQIZPT/BGjXh0o+jKQuCbPHkyWx0O1m/ZknFesTidTqZMmTLqZ37ZxSdk16tSCvL0MyvU6ehkOL2m2qX5M8xNnJdg7m35LPAHKeURUsrFwO3Ad7JbxNyRym7d/6mZkV6Pim97Mcf2MmXatGl84ZJLzPJkeW/TUChEc3MzoVAIldeHwWRGtM/RTla96joqT/epLNTp6CSXXrsHOZEm1YC3FLhDSlkO/DcwBYjuwlyJ2d05Ikgl4GkavK3MFfZg9gU7yc5mpGPHjuXaa6/FOXUqhLfhyhbWmhdd11HAuMcey2r++UK0z9FOVr0aBiTZ0zHU5LpO/Sj0PPkSWLh/s8NHH32UMD3VO30i4We+lLIXc//Kzqj0Tsw5HSOC6FX8yfBdDR4L/314MRejOyFrLafe8eMxmpshFMpaS8/r9bJw4cLIEoySv6zISr75RqzP0Uw2veZzl2au6zRI+mddZpvC/Ts0pPPVLvZJnB9fkdJApRhUxgHN4d89aIzDXIyerbVthxxzDDvWrsW45x4Ib2CbKUops3WnRnOHZl+fo52setX1ITmmKh1yXaeK/Hl4Fe7foSGdgPeEEOLvQoi/A0XA41H/H1HNh1SPuR+HufB8v4LecF05yd63xPknncSep56i4fHHaRmkaZ4sfr+fzZs3J70EY6RiF5+QZa953KU5FHWaL+GlcP8ODane6f8H1AO7wz9/AXZE/b8eyP5ishyRapfmBOA4zdw/7UPMXkcXZtdINhhbWsrsffv4zfjxdH78cVby9Hg8lJWVRbzm53f5zIn1OZrJpldlGHnbpZnrOs2XYAeF+3eoSGnOhZRyxCw5SIZUN2z2aHCcglcUTNDMP5jj6DuImSmz1q4lcOedONavN7cai3Mieyo4HA7GjRsHQCiv/sSzS7TP0U5WveZxCy/XdZpPfw2F+3eItIdFNU9IZ1rsBMxdV1qUOWPHgZbd/SlnzuTun/+cnUrh27Qp4+yCwSC1tbXmRq2jeHygj8806ELhz6tH4MBk6rUPhgGalpdLVrLqcwDyxfVQeM0XhtNr0i08IUTSWzFIKc9IrzhDSzqDphPCPwpzPC8WHYUzw47DcePGMeW229jx1FNMOf74QbfLSYRSimAwiFIKzedDjdJZYNE+06Ebc6ugkfDpZOq1D3ncpZlVn/Hyz0mu6ZFrr/lELr0uWbIkYXoqLTwZ9VMFLAMOBXaFfw4Nv5adwachIJ2tbUqAGRrM1A4EvCCwH0UQRR1EDtXMhBmzZrF10yY2b96cUT4ej4f58+fj8XhQoRAkcUjiSCTaZzpo27fj2Ls3y6XKDZl67UMed2lm1ecA5Et4GQqv+UIuvY4dOzZheiqnJXzL+l0I8QvgKeCbUkoj/JoD+B3ml+URQTrfMBwafEGZMzNfCr9WCjRiLlAswtx3szjDsk2dOpXG3bsJtrQMfnECDMMgEAiYN5euo0ZpwIv2meyWcdEUWadVnPHpHJQuu2TqNSazvF2WkFWfcciXYAe595pPDKfXdNWuAn5tBTuA8O/3h9NGBKkuS7DQNHBp0A6sUuYpCtMxuzqztUzB4XDw9e9/n7Lnn4cM+roDgQDl5eWm11HcwuvjMw203l4ozvRrytCQqdc+5HGXZlZ9DkC+BL2h8Jov5NJrTU1NwvR0A56X+MfBHYZ5uMCIINMmdYUy12KsV+AOHx2UzXV54+bOZe/evVTcfXfaN4fH42HRokWRFl6+PtwypY/PNNB6e1FFRVkuVW7I1Gs0KtylmS8P/miy6TMe+eQ5117ziVx63bNnT8L0dL/uPw08JoT4IfBO+LUTgbvCaSOCVJclxNKKOWj5lIKTATTzG4SOud2YDrjCE1gCKFyYszqT5vDDOfWBB3h7+XKKPvUpDjv55JS7nxwOB0XhB3koFEI5nShloGmjq9sk2mc8QiicEP5aEgel8nYsK5bBvKZEHo/hZdVnnlPwOkTaab7vO4RPSgAqwz+PAM8B381O0XJPptNiFTANczF6Xfg163GqY67PC4Yns/SQxgL10lKKlyxhc0kJjqeegvffN19/4QXzX59v0C3IAoEAVVVVB7o0PZ5RuTyhj884tAC9iTJwOMyH/whgMK8pYRjmwHQeklWfccinrcVy7TWfGE6vaQU8KaVPSvkdzNMSloZ/pkgpvxPeVHpEkGkL7yDMc5JOBd7APDrIgRn0ApgBrgNzvZ5O+l2d1YsXU/PMM+x4910+2riR0NtvmwmNjfD66wnfq2kaHo/H9KrrKI878YP93/9Os5TDSx+fcXAwyMPN6TS7fEcAg3lNiTxu4WXVZxzyJdhB7r3mE8PpNZV1eIullFujX5NSdgP9Ti0VQriBOVLKqsyLmDtcGU7guF0zexjHK3hDwSmaOWOzGNiH+QflwQx0BukHvKWnn86sN95AW78e74MP0jtrFuOUgu5uaGhI+F63282hhx4KQEDXweNB6TqaK85QayhktiKPPTbNkg4f0T7joTHIJt8jKOAN5jWWXhTFA3Xl5nHAS9VnOuRL0BsKr/nCcHpN5U5/WQjxpBDiDCFE3L8eIcQMIcQPMNfpfSorJcwhRoZdWNYXFLdmLlruxvxAPeHdV5wcmMHjBNI97vDqa65hwptv0lFZyXNeL/v37CHQ3g5dXezfsQN6eqC5Gaqr+71X13U6OzvNs6dCIXPh+UAP9kAgoxmhw0kfn3EY9FQLl2vEBLzBvMaSsMsljwNeqj5TJV+CHeTeaz4xnF5TudOPALZjTkppF0KsE0L8WQjxqBDiWSFEJdAAnAdcKaX8Qw7Km1WyubXNWZp5+rn1gR6ERhFmE9r6dpDuH5imaYybNo0nJk8mdPbZbHS7eWv1aujqYk1TEzz/PLzyStyAFwwGqaqqMr1aY3gD3Wg+34gNeH18xkFjkM/f4RgxAW8wr7EkDPR5PEszVZ/pkC++h8JrvpBLryUliY9jTWXheRfwX0KIO4BzMYeuDsOct9GCOWlljZSyMu3SDjHZnBZ7POYJCtEfaAkHxvMCHDgsdsCZggkoLi6mZf58vn/zzXgvuogf3XgjR117LRVtbbBxI4wZA3F2GfB6vSxduhRN0yJdmgM+2P3+ERvwon3GY9AWntOJGiEBbzCvsSR6qCtdz9sWXqo+U8X19ttos2fDwZlt0J4Ncu01n8il18WLFydMT3kQS0rpB1aFf4YVIcRSzEC7CLMb9ZtSyg3Jvj+bH/gYwEDr84FaSxCcqMikiWZgKgpPikFP0zROPfVUpk2bBm433zj9dD7etAnnrFnoUuIsLaV18mSmRr+prQ2tqgrtk580/x/u0hzwwT6CW3iapiWsz8HG8NQIGsMbzGssCVsxSmHkSzMnhlR9poqjq8u85/OAXHvNJ4bTa35+tUsCIUQR8DfgcWAi8ADwohAicZs2imxOi/UAPuLP+Hdite7MMb0uzOUKeoodKldeeaX5y4QJzC8upnfrVmYuWkSzx8Oepib+uS68v/eOHbBrF/zrXwQ3bGDbtm3mYYu6Dl6vOVb3pzjHFo7gFp7f7z/gMw5aa2tib04n2ggJeIN5jSVhCy8U4uW/v5TgiuEjVZ+xKFTifW11PW++5GTqdSQxnF5HbMDDnBRjSCkfllIGpZR/xNz45LPJZuDM4q4jLs2chXm3Mo8OisaDOXPTw4Fuzq7wT1poGmOuuQatoYFDP/EJ3tY0Kltb0Xbvhmeeoe7666G2FvbtwzFmDKXV1bheeMH84/Z40O6/P/5yBp+PUHBkrgNyOp1MmjRpwDp1vPcezubmRBmMmC7NwbzGkijgGcEgIT0/1x+m6jMWA/NE6oHQrHHtPCBTryOJXHrdsCFxB99IDnhHANtiXpPh15PCmiWklMLn80VmbQaDwUjrzzCMPmmBQCAy2KrrOj6fL7IJtR4MMl4Z7AynWd9gHGgYPj/FukERoOsGwWDI3JElTW1j2jT2hELMX7KEp51Ojj3/fA6fORNj9Wp2lJfjb20FzJtrvNeLtnkzhEIYThdGY5PpOyb/YHc3/vADIBXffr8/craglWbh8/kin3MoFIp8Jmn7DqfFartcLkpLS/uccRitrfwB9M79fbSttGAwiIG5TjEd7XR8R2un6tvlcjF58uSIVqy23+/vox0K6QNq+/1+lMOBrmfHd6x2Mr5j7wVL2+VyMX36dHOHoDS0ff6AOVlpAG0tFEKF9KR9BwKBhNpWWjq+XS4XU6ZMiWgNpXYufAMDalsBz9o4OhfaAzGSA95YzDXd0fRgDqclRV2duT+KYRiUl5fT3W0e9NDY2BhJ8/v9lJeXRyqktraW5nBLobu7m/Ly8kjlbOjsJNDdzV6gra2NysoD83cqKiroaG9HQ6OzszOy51usdlNTUz9t60bpo+33o047jUMOOYSpU6fScMIJ9M6axe7x43nj8MNpXLMG1q3DMAzqt22jx+PB19XFexs3sm/iRDjvPIy2tj7arY2N9OoH/gBitZuamuL6rq6upiV8qkOs78rKStrb2wFoaWmhOjyTVClFeXk5XV1d/XzHatfV1UW0u7q64mrruk59fX0/7ba2NgB6u7poC+dhaUd/5j6/H8K7uA+kbfm2HhLRvtvb2wfUbmlpYfv27XG1m5ubqa2t7ePb+sMdSFvXdT7++GN2794d0a6oqIir3draSltHx4Da7Xv3YTgdhML3WrR2Y3gXn1jfNTU1kft3MG3LN9Cnvpubm9m5c2dc3/X19TQ2NqLrOk1NTQNqd3R09NPet29fRHtHbW1kpDyethYKocf4trQBenp6KC8vjzy0q6urI595rLaUso/vqqoDS5CjtXft2tXPtxUYqqurqa+vT0p727YD3/Wjtffu3dtPe//+/f20g8FgRNvy3RBe0xurXVNTkxXtHTt2AGYgjL4PGxoaktLu7Ozsp23Vd6z2QGjpHJEjhPgT8Dsp5bspvzlLCCFuAs6SUp4b9dpfgc1SyjsHee8cYMcLL7zAEUccgVIKv98fOa7COpzQ4/H0O8oiEAigaRputxtd1wkGg3i9XjRN49aQzhHAeKeTCwydUCiEN3zgqs/nw+1243Q6aQ23JNxuFxMVtAcCaG43E9PUrqysZO7cuZRv3UrjU0+xe8IELn7/fYKBAN7PfpZ9TU3MmjmTjqlT+eezz/K5efPwnHsuatYs/LNmHch/9Wr8H37IuB//OCXffr8fp9OJy+WKpFl75UX7DoVC6LqO1+tN+zO30mK1Q6EQFRUVzJ07lwkTJvTT7nziCUIHH8zkU06JaFtpwWCQnt/+Fs9hc/Auvyhl7XR8R2un6tvv91NRUcHhhx9OSUlJP22/34/L5YpoN2kw2+mKq926di3rvvtdvrB1K4ZhZOw7VjsZ37H3gqWt63qkTsePH5+ydq+h0+nxcJAirnbgmafRywTeJUvi+vYbBirKdyAQwOFwDKhtlSsd34FAgIqKCubPn8+4ceP6fea51B6svtPRjv0biNbu7e2lsrISIQRjxozJqvbf/vY3fvzjHwMcJqXcGfvsT3erka8Ay4UQZ0kp34sKJGOAz0sp/5xmvqlQAVwf85oAViabgbVmQ9O0PpuZRh8MG7vRafRSBqfT2acfutTh5CjNXKz4nMPJTI/T3JldEyIAACAASURBVFQa+uShOx2MdToIAF0adHs9GJgzb5xuV2R2Z7LaCxYsAOCwuXO5f88err7gAlzPP89VkyZx0lNP8R9HH4131iyCdXU0+XwEzjuPgNtNydatFM2bZ2a4fz/O3h4YPy5l39YNHi8tOg+XyxXZ3Sbdzzw2zdJ2uVwsXbqUaKKvcxo6Wnh8Mp62w+MGXU9Le6h9FxUV9fGaqD5cLhdaeBQvrrZSKKcThzLwZMF3rHYyvmPTLG23292vTlPSxomWQDug62iGPuBn3ujQmJvG30A6vmPrNN2/v0w/82xpW57iaRcXF/fxmgvtgcikS/NuYI0Q4uio18YB/y+DPFNhHeAVQnxHCOEWQnwNmA78Y4j0+zFPgyM1OBpYCHwUbjy/oyAU1ZCeitkfq2GeqTeGAycstEHKszctJk2axAnHH8/s2bPZcPHFHHnccfSOHYu+axdMmYLatYuGgw5iXWcHb1dVwW9+A5hdXep3vzN3bBnkxOCUyZeNqkMh6E2w58gIWnieKgknreghlNORP/WURQwSP+C0YHDU1nmB+KQb8BTwR+BHwD+EEEuyV6TkCK8HPBe4FHPryu8AF4b390yKbE+LvSA8YDBHg0UazAz//10FbVHXOdHQ0HBjbjA9BrN1p2NuP5ZJqb75zW9SUlLCe4bBsmXLmHLkkVRWVXHb/fdjNDZwxoUX8NSTT3LvihX0fulLrPjTn6j+8EPq1q83A1+218esWmUGUjC3P8sRPp+PzZs39xnU7kMwaB7yOhBOp3k23AhgUK8xmKcCxA9oRjBoHhmVh95T9RnLYAGPUChvlqJk6nUkMZxeM9o9WUr5ByGEB3hNCHE6ZuAZMqSUWzDP4UuL6GZ2LnADKxSUaObZedNi0sdgtvRcmMsWujhwykImlJSUsHPnTi6//HKOW7aMVevX88nzziP0yO+ZNn8+J59yClMnTmJrWxv7n32W3q4u9nR1cbDPh7O6Gt57D/buheOPh0mTDmTc3m6u71u3Dr71LfP3mTMTF6a93dzkeswY+Otfzffl4NR1t9vNIYccMnCdahpaT+wcpyhG0Dq8Qb3GkLCFFwqhHM68PBopVZ+xKEi4vYMWCg26FCXdnZFSJVOvI4lcep07N9655AdIt4UXuQOklA8C9wBrMcfQRgzWtNhc0Y4Z0L4E/EP17zVyoDEGc1G6F9iP2d2Z6WPX4/HQ1NzM9OnTOWj2bL71zjss/tSn2Nvro3jMGL5+zTUsWbKEP2/dyoJx49jz1lt0TZ0KL7xI9223wc6d8NFH0Nxszop67DEz43feMYNhZSX8/e/wox/FL4Cuw53heUM+X6SFt+vjjyE8awuA557L0OkBnE4nU6ZMGXhtjzPxQ30k7bQyqNcYEndp6hh52qWZqs94JAxVoRBagnV4Q7kXSDa8jhRy6bW0tDRherpP/O8RtW5aSnkv5k4nw77dWCrkerfuizB30h6nwSc12AMEFfQq2B5+vowLd29qaEwGisMnLcR2QYVQA3ZLxaJpGmedeSbFxcWEQiF27drFhIkT2VJURHFxMQCHHXYYX/3qV1l25pnUbt3KtHnzqL/9doySErPltm8favdu1qxYAR9+aAanDz+ElhYoLjY3qq6tjb9wd9cusKYP+/1mCw9o3LaNYGOj+XDVdVi7NuXPdCBCoRDNzc191uGlgqZppDNjeSBUGjvpJEs6XgcsSSiEcubnSRGZ1umgn34olND3oEdKZZFMvY4khtNrugfA3i+l7Il57efArzAbKiOCXAe8sZp5dBCYLbdm4GPgn8Av4/w1jg1/pxyDeVp6e9TWSK2Yxw8ly/e+973I1O62tjaKiop4ZuoUJk6cCBzYwLXk3HNZ8JnPUPwf/8H7zU28++abvP/GG7x71FH4168nsH07em0trFwJ27ebAW/MGBg3Di64wOyyjKWhAQ4+2Axsvb1mC08pVE8Pof/3/6C11ewybW0d9Dy/ZLF85svxKkH6LxLNFql6TdRSMUIhNJcLI08+t2hyXqeDbC026AkbWS1Kft2/uSSXXq01mgORUsATQhwvhPAOlC6lvEtKOTGVPIeTbJ6WMBhTgFcVvAv8S0EZA/ciFWN2c/ZifnvoQeHEOnVB4Uvhz9Dr9bJw4UKKioqYO/9wnE5n33dPn84J99zDIfPn88fHHqO2pob/bGnh3lWraJgxg2Pff5/ytjYzQClF+euvo4qK0A2DupkzzaBloZTZZbl7N8ybB11d5r6d3d3w5ptMbm4m1NgIUkJNjRkU770X9uw58GG88ELf2ZRt0dN9BveZL11CuXxQWl6jp2UPXA6VsDwqEASvl2Ae7uGYis94DDaGN9i47VAGvEy9jiRy6bWmpiZheqotvLeB/UKIzUKIx4QQ3xJCfDI8cWXEkc0urMGYCNQBHys4XoOF2sB7aWpolKBRijlrcz8Hula6Sa3loJTCMAyUUhxz3CcjpzbEMnbsWBYsWMgJp59O6UEH8fWvfY3ygw6i2OGgTtPA6cSYOpX9O3bw6ptv8tZbb/HDlStR69dbQnDffXD//XS/+CL7J06Em282x/C6u2HvXp4+7TRzpubatfD227BwoTlW+P3vm/8CvPgihHcXAcxNrpUiGAxGdnSIxprpZfn87YMP9jnYd8uWLYnHp8JjiprlIUsocvewjK7TZBiozgFUKIjm9RL0598eqqn6TBmnM+FempO/9a0hC3g595pHDKfXVAPeJ4BvAu+Ef38w/Pt+IcQH4cNgv5HlMuaMbJ6WMBhOzVybVwJcpMFszC5OC///J++94+Oorv7/952tKiutilWsLpd1LxjbYAyYXgMECHkCAYcSCGmkkOebkPIkT/LkyUMCIY2QkAQIJAFCL0kwGBswBhwbV9keq1i9S6u62t3Z2fv7486uVrIkWwbZTn7n9dqXtDOzc+fM3Hs/c84953PGCGqxIeKuMRsqmCX2Hn6k63mhUIjt27cTCoW45tprJ3xr/crX/x+etDTSPB58Pp+i+ios5I3iYnqmTaMTyEtOpqq5mZbmZoJOJ1t27IC+PmWJbdsGWVl0bd3K6wcOwMqVcOAA9PUh33mHgcxMZH8/hq5DRQXMnQsLF0JW1rBrMzUVBgbw+/1qQDQ2Ih96iO9///u899JLI653586dMVaFuJ5NTU1xOi6AF154AXnrrUT6+sZW+kc/AqC2pma4hH2itLcfWQTjqIc3HuAdMsj7+zGRhCcxtSY+08NeFhNbOTIURrjdRCInXpWMyeg5lhyJhTeRS9O+Xz9mgPdBdf1XkuOp66QAT9f13bqu/0HX9dt1XT8Z1Z8+BXwR2AosQwWv/EvIsXRpAnxKwLesO14GHLS2d0n4rFTUMaNFQ1mHKSgrL4gCwNjKWQ8SY4Jh6XQ6mTVrlqITYmI3TbrXS2pqKh6Ph2nTpnHw4EHMyy+n2+nkHwMD7KqvJ62wkJOXL8dtt/OfX/saW7dtg4cfVpZZXh6yqIhgSgrdhYV8r6aGSGcnkYMHeX/zZtyZmfRJyd7Nmwns3cs7TU1w6qlw7rlqbRCQKSnQ38/d3/8+W//2N2hoILBvHzu2baPoySfVhTY0wJYt1NbWUlBQAMEgzq4u5tTX46utpS2Bb6+1tZXBxkaqt/zzUIWHhlRwTTBIxc5datvg4LC1CfCPf6ggnMPJI4/Arl3xr2Pe440beeo3vxm57bLLRrzIHIkkPtMjkYmeuTTC2NxuIifgRDtZPScth4vMtduRx6hc1pTrOknpnUKoP566fhhx+Tt1Xf+Nruu36rp+EpD2IZzzmMixLkKYlNBcsoB9Eh6S0GVtGysrxYair0myXJxO67sEgkiCDK/tDYwRyalpGmlpafEUjAknP8BhMdQnJydTVFTEkhtvZNGiRZR+85s8FIngfOklZtx5J7aLLuKUU05h/oIFhOx22LgRPvIRnm5owOnzqXtrt3NwxgyG9u/n2awsUlJTqXI6Sb3nHl6YM4d7//pX5FVX0b1qFQwOsumlF3nprbeo+/zn+fiWLeTecw9yYIDBlhYemD4d28CAKlhaV0f0kUcYHBggS0qor0d79llSnn6aOe3twxGiAE1N1Pj9yJjFaEllZSV9NTWwejXs2UN/by9DwZAC3veGKWIDbW0jXaxjSTgMdXX033or/U1Nit1/rPvc2kqXRZ4NKMB1u2HduklNL6Of6URyWCsnHAa3G/M41UGcqF7dZPQ8GpF2+4RpCdLjQY7nGfiQZap1naxMZfzk8dT1Q29R1/UTbzFgHDneIcArBGQA/ychk7ETzlNQoAdqbc8NpFvsiH2oB2hYny6gd9TvDcOgrq4uXu1hwvUc1OR4ySWXACrSMy0tjZSUFHw+H0np6aR4PGTNnMkln/0sAB02G6+//jr35OfTPmMGf3r1VfJuuAEpJcXFxdyfnk60ooJwSQler5fKwUFyzj+fy371Ky668ELe3ryZ//u//4P6evQv3kFPcjLv9vYyiLKAt/T2Iru7cXk87MrPp7OqitYHHuD+deswKys56bXX2PTqq5g7d9LncBD1eAhb1iJS8rl332VvczOipwetoyMeBPPGG2/QsmsXcsECdq9fjxmN0t/XqwJtGhv59C23wOOPs2n9emhtxTCM+D2ksZG+W26JW6Wx5PrawUH+8/bbVTWHse7z4CCB9nYaGxu58847obub7owMeh97bFKAN/qZMoF1djirXpomDrcb4xi69xOljvHd84foeRTyQVyaMi0NcYwA78PQ9cOSI0+AOjo5nrqeGK8Tx0mO9wLxKqFckxcL+KxQ7srR4rZy9GIS4z0xUEEvUesTQUWCJq42SSSGFfAhpTz85IfqEPPmzRux/ZprrsHr9XLttdfGreLY33mXX87mlhbeqari9489xrWf+ATuNWvIzc2lqamJ2bNn8/yVVzJ3yRJyc3N5u6iI1NRUkpOT0TSN2tpaZs6cCatX40hJpre0FP9JJ7F53jweATaFQoR7e3ENDbHhwAG2PPQQSXv2kHn22Xh278YUgj2bNhHdt48nt27FnZyMaZUMiT78MLjdDNntRMNhbLt2I597DnbsoLW1lRceeogNVVXs276dVI+H/t4+GBggOjBA5/79GI8/Tn13NwwMUPHEE+zYsQOA1q9/nR0vvIC5fTsA4bY2pN9P/dAQF59+Og0NDTj++78PTbkYHMTs7aWyslIN9q4uujMyiHR2xp9Jy5491G3ZwkQiE54pAD/+sfr77LNjHj9hWkJUYnc6iBzHiXbc/jhazw9bNG1iMoLUFPUCdAxkynU9geR46jrZtIS/+3y+//b5fJf6fL48a/O/7BM6EWh8BLAalYrwiIQdo+5mvYQnZOLxw7l6doZdD1GUNQgwhKQXSQTocDoomTkDnI54e+M9sChjT46x0ixnn332Ifvmf+QjOC64gNKSEoaGhpg2TRGonX322Vx//fWcdtppbGluxufzkZWVReacOSNcyZFIhBdfeon9M2cSvubjzL/pRsyzz+Zrv/0taYsWcd3tt1Pb3Y24+mouu+02cnWdqlNPZcaaNXhra9mfn4+npob2886jY9o0Mmw2IoEAgaYmDj77LFpBAalLl7L+mmto3r2Lrl/9CvbvJzMzk3BjI7KggJ7WVtLS0+nrVRZeQNNYKQQtOTmkZWURbWuj8O676Wtpwb93L1v7+qgvLsZfWUkgEOBLN95Ia2MjjVJy6iuvsOOZZ2gaCuLYvJlnEtlkgkG0oSF+/otfkJycDN3dtMyaRdvcucjOTrZu3cru55/H//zz8OqryGiUUIzlJmHibWtro7S0dHgNZO9euOceFf2a6LWwXnImsuqj0Sh2lwszHFapImOIPIJ3fillvG7ZZGSi/uh0Opk5c+aUrfW0NDUx0D8+oEmnE3mMvEBTretkZCojjGFqdT3llFMm3D9ZC88AbgZeAJqsbT/1+Xzf8fl8F/t8vtzJX+LxkxPhbeo8iK/NZQG11vawdWkHGTt9IQ1BLsNuUGW9KSAZQkV0moAmJQOhML1RiZSHidjj6OiUvvzlL3PDDTcwMDCggkhQpUFKSkooLCykuLiYlStXsnz5csrKyka2KSWXXnIJBw8eJHnBfBatXMnatWsBWLBgAXnz5vFaXh6uM8/kohtvxF9YSMWyZeQuWoS3vZ2moiKKOzq44/XXSZs9G6fbTcXevTR/5zv0NjejlZRw/hVXUDzHBwODbF2+HKOvjxSHgxsKCuiXku62NjIyMhgKDiEHBuhISWGulBw0DGb7fIRff536OXPof+45an73O9r9fqovvZRdb7xB1+7dXLZ6Nfq2bTSlpODu7cXb2UmTv5ttGzaw+9e/pj0GBElJ2INBenp6yNI05KOP0urx8KY7iV9eeRXr1q2jtaoKWVND2xtvsPmpp3j7rrvUb3/1K/bv38/BzZupePBB6urqGBoaUtGh5eUquKajA3oTnNr336/6QyAwvhUVjeKI5eHdfLM6X0Ju5eOPP06IUakwluX6xvr18cKdPT09/OMf/5h035nwBWxUBfgPW/x+P4P9E/Bk2GyqosIxkKnW9USS46nrZKM0L9N1vQCYDlwOfA81v34GeAlo9vl89R/6VU6RHMu0hPFkulDR8C5UMAqoqM2nrf97Uet7Y4kLwXjFfNxYk5RpcrChHsM0eYKJ3/bhUMCLHMG7nsfjYdGiRaSmpzOtYPqIfZmZmfznf/4nNpsNTdO4/fbb4/uklEgpueKKK6ivr8fp8SAZrlN48803w8qVBE4+WdW6stvpPu00+gIB8mfOJHfePL5w112Up6Vx8urVMG0aNo+HtTfcQNfbbxMZGEDm55Oel8epp59OJD+fztNOY+8//sH8V15h+uc/T2dXF4s0jRnFRSAl93z3u/xp61bykpOJGAbpaWkEAwHaUlKw7d9PtKmJLilJSU1laUoKe371K2ZmZ+NZu5ai66/HXLKE/+jqIhgKYfp7+NjevZjf/a4KfElJIctuJykpiRnp6dS++Sb9wN7eXj5+9tm8+dZb9Le04GxrY/1TT9G+ZQstbjehQICet9+mpqaGzn37cNbU8Nr69XzqxhthaIh1zc0Yd90Fl10WB7yW6moq/vIXJPDYbx8c+8F1dCCjJikeD4GBAfB64eBBms49N37Ia6+9xhsbN/KnR1WJy+amJgZ++1v1bH/+cxobGujv76e/v5++xPWuI3yZnAjwRlefHy319fUfaNKMGBHM6ARRmg7HMbPwDqfrsZSptvCOp65HSy3Wquv6S7quf0/X9Y/ouj4dKASuBB76UK9wCuVEcB/ExIni3BTAHqDD6nExq+s1CXXWtu0JvTEHgUZiYIuK9nSi1gSdmo20snICNhv1Uh0X+7k5ylU1upNHkTRMQofTL70ELTl5zH2xPLOg3RbnmJwxYwbJyclkZGRQV1eH5vGMANyY63P58uXxbYsXL6alpQWXy0X+WWfhdDpxC0FWURGnXnwx3vx8UjQNBgepKyzEOPlkSEkhzesl+603+eQnP4k/J4fMhgZsRUU88eSTLHK58A4OYgJLZs+m3mYjubgYu5Sk5eTQLyXhrCzqhobwBwJ05+Xh9/vJ+MxncLz7LumDgyz78Y+xZ2djfO1rZDudrFq1ipPnzydlwQL8PT34N28GISgpL+e/W1o4v7CQiMdDt99Pa1srqVlZpKWkwOAgmQMDzD/tNPpaWpi1dCkvPfww2997j/b2dgKtrbi6uqivq8PpdFKzbRvv19XxWjBIcObMOODtXr8egkGklKS98QbrXrHKRPb2wp/+pP5/+GFsfX2kpqcz6Pcj09Nhxw7qkpOR1dX09fbS3tFBTXU1RiQCg4O88eKLNGzfDqEQtqYmql5+map16whv3ToS8F56SeVQSjkcHBazlgIBtR+w19TEPS0tLS3sTkgJcTqdzJ8/f9xxum7dOnp7R4dpHblEIgaGMQGgORzD1zzFcjhdj6VMtd9rKnXds2fPhPsnVafF5/M9AjwLvKLr+ojiYrquNwPPW59/CTnWaQkTiR1lyV0AvIliYomBXi/wooTrBZQA24DpEnIFRKVae0sT8E8JMwCXUMBmAEmaoF8K3ke5TGNv1BFkvPjsaIiKlUSJoMAzikRDEEUiiKVBKCvSkQBRS5YtO0QvP5IMBF2Am+E1pWTg9NNPJxwO43A4aGtroygzc0yX6jXXXBP/f9asWZxxxhnqyy23ABCZPZvMnGksPPUUHGVl4PFgr6vD9uabsGABzJ+vjree995FiwiXlVE+axZnnnEG6Zs2oXV00BUxmZ+WxmmrV9OnaWRt2IC3vJztfj+zPnIpj73zDi/097Ni0SIcTiesXMn8WbNIs8ix582bh6ewEHJykFlZ2AyDzG9+k18/9RRXvfMO0zMyqD7tNKKZmSzbtAntkktoa2tT1aeLi5iXkYGnq4t8u51oWRnBTZvwzpjBe/v3M9/no8YwMLq7cTocHKisxOVy0bJvH47sbO772c8o/sIXKAX2hMOEGhroys1l5/33U7ZjOz/5v7uZ29jEjJ4etGAQNm2C6mrs/X140tLoqKrizZoapr3wAk1JSZj33kvXTTdxe0sLnQcqEQ47vY89RsHWrWh9faDrHCgtZfrmzbgCAWxC4OnrU0EggQD8859QUMC21lZaWlr4SHk58o474NVXEYODil5u40YyKivhySfA5aalpYXGxkYWLlTlNUdXv06UF198ka6uLvr6+shILGE1CTEjEcyJLLhjCHgT6Xo8ZCpBbyp1HThMkNFkLbxm4EdAp8/ne87n833K5/ON53E74eVECAGOiRCquoJbwPlCFfn7g1RuyRAqovNPEkwJ7RKekgrsNgPPILBJwUHAROC0IjvtwEbDpLmzi+SISTpqnS8MtKLALwgMJlh6AlWstgVJLwrUYk6fPmvfoPXxw4ikdxuHljbqQQGmA7UWaaLAUuks4nx6NrudrMzDdyVN07jooovUl+xsACL33ktOXj7VrW2EMzMhJYVl3/seG7OyKCsvV7XwEs4xNDSEY8UK8Hj41re+hWfuXKKZmZxyxeVMX7aMtZ/6FMyYwcAtt2A7/3xWX3UV7jPPpNPl4rm//Y0vf+Ur8aoT+d/+Ni6Lv3PlypW4kpPhm98kOmMGMiOD1Jkz2VdfT0tNDZs2bWLGjBmcunYtorMT8xOfwDRNHvrznxHp6dyYlcUMCzxdmZk4enowVqzgpLfeIuj1Yg+FiHR30+FysbKyktO7u3G8/DI5s2eTk5PDztpamn76U3b95S8U7NlDY14era+tJ2soSHp6Gh0PPkiH2w3p6ez9wQ9g4UKc/h7cqak4m5rY5fcTqauj2eHA//77BN59l8Hycha+8QZaaxsHduwgq64O0+mEzZtpXbKE/OpqaG7G8+abzGtshHffhdtuo+WZZ6jfto3Gt9/G8eqrsHkzVaeeynvr16v8w9ZWyM0leMH5SIs7ta+vT9HHhUJUPvAA4XCYqqoqjI0b4YknRvSD3/3+99TU1NA/0RpcomzefAh4GYZBxJwgD89uP2aAF9P1WLn5OieAtKm28I61roky2TW8b+i6PgdYDmwBPgu0+Hy+DT6f7w6fz1c8FRc5VXIiWXgA2qjE9GsFVEjF4XYFUIri1WxHAdYjQCOqEkMlqrL64xKarB6bDbwvNLRIhJMt66xHKpDLRD38fgltcpi5RaAiP8MoUHPJYRDTGP7fKaFSquvoQjJonT+IGkwhC0Rt1vlsKMYYCfHyR4nu1ILCQjK8XssCHX/IhZCHrCsWFBRw0vLl2ByO4WealMS9zz+voiFHSVpaGvkJhWvlWWsI/s//kLlsGdNOPx2ARYsWseikpWC347pYAey3v/WtuAs2JcVaPS0vh7y8kQ0sWoS5eDHhyy9H5OfT19dHf0cHVS0trFq1irnz5sFXvoI3O5vMzExsdjsyNZXiSISk5GR49FGchYUk+f3YVq6kXwg6c3Iobm4m0t/P65WVrHA6WVlbi3vvXooWLqS8rIzXtmzB3L+fM199ldzKSlJWrWJBIEAgN5fpGZl0TZ/OczYb7z/4IPcEAjzlcuHo6sQZiTDr9Q34k5Ox9/fT7XLxLjD47ruUX389RctPprSzk8FAAFcgQDA1FelwYM/L4628PBytrTx9/vnYc3Lo3r8fw27nn3Y7z//kJ3S++y5Fuk5fIMCD69fTun27ArzeXnS/n2BREfX790NVFX19fQx0dcFTT/HG3XcjhMDhcPDAj3+MrK5W+YYtLWzZsIEF+fn4e3pGulFHSySCtn+/+n/PnniZqm6r/5gRk8jhXJrHaA0vpuuxmpOOTXbh2HKsdU2Uo13D22tVRlgBzETFWHwEqLI4Nb/j8/lKP8TrnBKxT0Hl7Q9T8oA2YKWALAEXCehAAUgOCgB1a+5vR4FWLeoYAKcUBDQNe14eKXYHfcB/S8XjmYSixKkDalBA2iUVpycoYEoG7pHglyrVIYACRIHKD6ywzhNBuV0lw8VsW1Hg6ECBoIORFmAQ6E7Q9ZrrrsVpsxEZtX20dDM2DZfmsOPNyhyRajLe8y0vL49HkwIq2AOQxcXKBYoKxAkmJSGRRJcsQYN4Woamadx4443qt5mZkLDGGBMJqoySEDz7zDOY3d3MPOmk4WoOp5yC1+slKytLfU9NRfT1Mfdzn4PCQpJLSliYn09RURFDaWm0L1pEVjDIRatW8V/33suqiy4iVFbG1tRUypYuZeHChRxsaEB3Otn/3e9StWYNl990E0V9fYRnzmSey0VaejoR0yS0dCnl55/P46+8gtHRSVp5OSHT5NwbbyQ1GKS7qIhX3G5EZSUnXXwxrvvuY3HUpHHFCqKaRri4mNfWrycYDPK3/Hxsfj+p+fkkJSez8emn8RcU0PqJT7BwcJBpBw8STE2l5uBBrvjGN8h78UX++sc/EhSCV9eto6a+ngfv+xk8/TR9vb2cun49xqOPEkhNxd7ZScm6dZiDg3QHAqow8csvU/XozxskwgAAIABJREFUo1zd0sKP776bgf5+2LoVgEAgwH333QdAf38/to0bEW++ibUhXoUj9nIXiUQm5hA9hi5Nh8NBSUnJCZEqNdVBK8dT1w+ceK7reoOu67/Udf1cIBf4GbAEuPqDnnuq5URIS5hIHAIWJXxPB/ajgO4kAWcJRUQNCggygUuEqp0XkQoEy5A0BIewyShDEvIBQ1olZ6Vg0Kq67kWlQLyHAjQ74JWQI1QNvyAKaAyIuyeDUuX+2VEd6RWpgmg8CPKsa3ICAQndUh0zZN3yCAr8YtRSpeXlaChy7fET45UVOYQC4EQxo5KhUOiIovbOOeccPB7PYY+LMGyRaoy0POOWo90OZ5/NwARThNfrZemcOVydEKEKavH+lltuUROMRZqd9LGPqdPm57MgM5OUlBSyLrkEW2YmQxddhC0ri/TSUgyPh8VPPsmjXi+F5eVcffXV3HbrrYRmzOAjV1/NGb/4BQhB5Jyz6bvyoyzp6iLN4+H6669n5R/+wAUXXsh1116LvmIFYvFiqnJySFu4EPMb3+Dqj32MVsMgNRBACsWmw7x51PX0YMvJQc6cSZfNxu23347D6cQRCGAmJ1NWVkZyUhIHTz6Z0iVL0Dwe0np7CXo8DPT0cOqll9Jqs9Gxdy9doRCnrFzBhg0b8ZWWQm0tSY2N5NfUUHnBBUwrKiK4fTuhvXspzsmhORCAdeugoYGhhgaCHg+5ublUbtlC+LHHAOhob2fLPxVn6tO/+Q38zw/Z8YYFeAMD9La28vNf/AKblUqhaRpmZPwozR07dqrySeP1j0jkQyNAjkaj9PX1nRBpCVM9Kx5PXT9UphVd1/26rj+i6/qVuq7/5MM891TIiRACfDj5QsITSkclps8X6s0CYLEFeCYqTPYslLviT8BuYKFhcLDbD+EwFwvBhQIeRVlyG1DlirDWAA0E6yQIqUAsiKAABaBt1rqh2wK5AWAAgV0qwOyS8L4cBjQXgmkoK3II2Iiy/F63rjvC8PpgGImJsgCTrKhTE1X8NpZB1m4l0ieh1jVHREwBoYiBPxxmwDAII2lLcKsmylhE2+PlH0aJgbK6tvGGp0QekisZs4RjsnD1amy5h6apOhyOYWsw0X2WlRUPyjnja1/D7fGQOn06rF1L2OOhSdNA03j66afjVuN//Md/kHvXXQgh4u6iGT/4Aaddcgk58+aRlpoa5zD0+XysXr2alY//BQEYXi+ZJSWUXXcdZ555Juddfz3v33YbIev+DH3hC3zqU5+i9Pzz0RYsoK24GJvNRmpqKi9dfz3Y7eR4vXhyczkYDuObMweZnY0nEmEgP5+Ujg6EEPQUFrKoo4O9XV0sLC3l47d/hnS3i6GqKtzd3dRnZ/Pwzp1knnMOxgsv0GazkZmczNuzZrF7wwZMr5dIfz8DgNvvJ/WJJ2g+cIDonj1EXnqJvNxcDMMgWlPDgfJyhiw3ZqCtjW9+9as88+yzOP/yOOtffJEd779PJGIQCASoq6vj/vvvp6KiIv4IWtvb2f7uO+M8ddi4cWPcohwtXV1dY24fT8LhMJWVlSfMnDTVaQnHS9cjAjyfzzfH5/Od4/P5Ukdtv3BqLuvYyIkQAjwZSUO5OM9FRWPGxIECkGwrpy8ZlbpQBZQ7HCTl55PqdLFIwEIBOyW8irIAB1Hg8ToqCOUKAV+TYLMCZnIR9AG/t4Du61IQloJ2oBq4T4JdCmoQdCNGuCMFAocVPFMhBQ1SsE8K7FKtEdpRVmMnCkyaEkbZAQkNchjYYsnPThRQjhabw8nslFRMpxPTuh9dDAMwqEHs58hSxKQFwjHAszM+72MUZfkmWp2JR/UiiWRmIKdlj99eRgY8lJDRY7PBxRfHv+bl5cVZbFzZ2ZTfcQcul4vMUYE+a846a5QekOH1UrJkMeUzZ8a3xypigAJm/eyzybK+A1x22WXkzZkTZ/KRBQUUFBRgu/VWPLm5FJ50EgDe9HTW3nknl156KbjduAsLqa6upqioiNS77kI4HEQXL+ZAsVred+TmUtTczL6mJhx5eWQVF5M0FKSqsRGzupr3TzqJj37607gXLmSgvp7a3l6mZWaSnJLCzzWN93bvxm2aNCYlwVtvsTwUYntKCnvuvhuzpobLBgZof/NNpoXDvJSdTZdh8Mtf/pLuri4K0tJYWVDAOy+9xN8ffphZ8+ZhmiZVVVVs2bKFhoYGenp64vcgIzeH4BhBMbFK3RnhMC0tLTQ0NByy/89//vN4j3pMcblcLF26dNJFUY8kT3a0HJY1Z9JnnJwcra5HIjk5ORPuPyzg+Xy+L6JSDb4A7PH5fJcn7P7hB7q64ywnWtDK4cRpWXYOMbJ02wXAZahFVFCAeI2AZgkpQtCHwJnwg2VCuT87LTfjdhmrrK6AVKCssUEUeDqANUIwB8FC4FsSXpLwdQElAl5Eff+EUG7M5yQ0Jowav2W1vWqdKwBssSzJIApMhlDpGKCsqXZUlGrM4ZSEusaIhHSpKk0ELOSSSCIC3JpAimGLzIFiQ0is+t0o4ZsJ12ZIBaajX316UdtD1v82674o3tJR7lSrrdjaaRRpBeYMV7QI3nAD7cnJh0w2QSQhrL6YMh6NgIoAjQ1mIQSaph1x/xWA9HoR40wGArj4mo9huIbvQn5+Puecc07c+o23JASzZ8/mwgvVu25aVhYiOUkBb1YWKcXFtLe3o2kai886i3BqKp7CQuoshp1V11zDno9/nLMefpjo9dcj3G5S/N1ECwu5rLSUUGkp6RkZpGRk8EB5OeklJczJy2P+/Pnc9NWv4vB6aS0sJDJnDmzYQNa55/LRBx8kVdfpHRpihtdL/6ZNZESjHGhvo72tjeVOJwfq67lh3z4ujxg4wmGcHR1cdPVVdHZ0svOvf8Xf2UmhwzFcZNgwMG32uN6J0aAPPqgS+ac9+SQVO3fGvwMgJQNWPcfJyGSfaUyOJvhkPI9G4v6pBL2j1fVIpLy8fML9R2LhfRpYpuv6FcAa4Ns+n+8Oa9+/FmKMkhPFfTAZKRvjjtuFyr1LE8PfT0VZa7ZwiKaBAczw8FrD5SgLy0QByT6gVqq1tlIhOF0I7pOCrSjA65OqNNF84GNW9OhiAbMEXIVaUxTAQtQ6XiuqujvAY1IBwZeFAtM0YCcqorQKBXjpqI7YKZUCW62o0VhATMiK9nQDuxFUIahBcdtFrWCa3miUfXv3UWtE2CEVQNlQbRtyuKNuBtqQBC2wfAzJoBxpNUoLsMBaq0SBsgsFzH0ooIqJaemQjLLmhlAcqEhlUdqBiKYR4tC0jRiwjn6sfmQ8QX+0hEIh9u7dG18/Ck4wPcUmN7OwUEWUjt4v4Q0JRSUlI+nDLImtXyaK3W6PR6mmZmcNl5JZsoTCNWsQTicSid3tZiA7G2+Gl/T0dADKVqwg5YILKCouVhNrTg7LHU4WLl8Oc+aQ6vHg9XrJy8ujfnCQtLIyZEcHy5Yt45RTTmH5HXfwlUce4dNf+QoUF5P705+C18u+c88l3N9P7rx5dNXXYwdWr1nDqjPPYFlLC/W9veTl5TF7yRIcGRkUaxrY7VQJwfxHHqGwuprz163jnnvvJdLWhuztJZzkVne2sZFf3XcfhEJs3LiR+poa+M1vsDU385WPf5ySkhKIRAh1dxO+7joGBgZoamrioUSL3ZL29vYjeqZHKsd/xW/ycrS6fhhyJICn6bo+AKDrei0K9C7y+Xz38i8OePGIuX8h+fgRHieECmxJttnA6cCeoKsL2CShSKj0h9OFck/Gps2FKGCahoro1CyLcJpQye4LgNOtY21WOx7reB0FVG1Ar1Tu015r3xoBVwtlUdqAbQiSpLKupiHiFtIeCVVS5SRmMVwGKRuBH+UCDaNAMYCyBvOikoyMDLo0jV5LRxsKoNpQHdVpncfGMCB3WefQEJhSgaOBuuZirJQKqa7JabW5w7KIg6hK5TstfWKW6gNSWae9KJfqkFTWcmzN0kDit9YXxxtAA4xdk2yfBM1mIyMjI95/mxm/rpy0dJYzZ8KoKhhYbTwpY2QEY/8+Zt2OJZ+48cbhlgsKSC0o4COfviW+LXDF5aRmZsYBD2DNmjV4vV4AbC4XYtWpaLfdBjffTFlZGRkZGeTl5TE9P5+UkhI0i9tTCAElJTjSVMlN+Y2vY7iVW6x95kychoGzrAxz1y5STzuNT6xdy/xFi7B3dBCeORPbD36AJyeHU666klO6uzGXLcNcvZpnZ82i9J13GCoupqy0lLfOPJNASwvSCmySzz1HwV//innXXTz8yCN0HzwIKSlUXnghp+flkRQIYHzxizS/9BLNvb0MDAxQeeAALS0tSuEEbtJrE0gUEsU26pkeiXyQMj6Hs/CSnn56giM+mByNrkcqg9aa7XhyJIDX5vP5lsS+WOB3KSrNa+EHurrjLP+KgOeY5CuGw27H6XSNCNGPpQ2ch7JK1qLIUbNiKWyoSf9sodyo6Yzk83QIyBt1HVkoYCxCWUQSlSKxQCiQiHkvUlHgmmK1mWQlyZtyeH0tQwiaERQCz1pu11hzYRRIxUApZOnjsttUbp2mkYEi105HYFjrgEmWrgIVkRpABcb0yGFi5BeBt1CACqpdFwqkdqMAKwPFdGNIBaSNwD+J5RkKhqQC9GKUBboB+La1/plGDPDUPYol4sesvligTsSyaMfKV3xSSipsNnLy88Cu+m9sDbdfjr0+IxjfRWWggDzxOhLBMwaY43W7JJfrECtj5uzZ8W2n3HorWXl58RqLY507dO21UFICNhvnnHMOSUlJ2O12br75ZnLmzUMbx/UVQb1IgIqaNTwemD6d6OAgyZY1a5x1FuTkcPqPfgRWjqXQNDwlJUTLy7n9S3fQWl7Oy5dfTqam8cvPfIYir5eunTuxZWaiRUwGo1HmdnXR29rK/IEBMhsaoKSE1vx8XK2tRHftYr2UyC1b6BWCga4u7tU0rnn5ZVVv78EHqaqqAuDGtjbq6w+lG7bb7eTn5w+PUykhOFbBsGE5WrA77O+kRDuKyhdHKofo+iFKIjXdWHIkgHcD0ALg8/k+5/P50nRdj+i6fgNwxge/xCMTn8/3M5/P95NR2871+Xx7fD7foM/ne8vn882ezDlPhBDgqRbTNDl9cCC+0A4KmLJRE3gyCoy+KlRuHyhwSIyCXIUCvYkk25qTrhIwKBVQVKOS5hPvcjpQgsArFPF1q7U9hAKEapS1mArYUUEu/RboVcjh9aSQFGyQil80JAEzSldXF3uiI+0mDQUse6TAhiAkBVkoAGpDAU8vsMuy7AJI3CgQiIFjBMGgVPcqBUGbhL/F9GZ4LRSIR5KmCKVTs1T6eK11zFjtQhvD9Q8FcFAqKrl2FKCH5TCgxyJAO5BMF3BQSlr6+/Fb/VdD3YMvSUnrqNlsvPWaKJIuK/LVgQI7aW33W38jDFPBjSdjkZHH9IzvFyKeBtIAI1y1wto/lpSWltIhJeYDD4y5Xya0s3jxYrRTT4WiIkIOB8nTFYm5LCqCyy5Tyf6ATE9H9Pcz4xe/ANTkW1hYSFFxMemaRvJzzyFOP53K3/8eW0YGrqxMOru7EVlZtAeDXKZpXN7WxoG2Nqqqq7E7nRi6Tn1mJtTX0ysEznXrKDzvPKJ2OzQ0wO7d/Pr++xmqrmZ5Zibr169X1yJlfG3QNE26urqGx2lLi0rDOIxMxVqbjEYRU7jcc4iux1AOC3i6rjfquh6D+7tRFREe8vl8q3Rdf3tqLw98Pl+Wz+d7GPjiqO25wDPAN1Av3q8Bz/p8viO2gU4karGpEsMwWFJddYiu2Sjr7VLru1eo4BdQE/TChLtYIkaywIwlPutvCsoFmYea7PMYTqEABQRfF+q4FJT7730Je1Fuz99JBRgfFSpn8EKhLL9XpVoPBAWibdZ1bUMBQ8QwqG5sZJeU9KMiPMMSnAi2INhmtZ8uYLYQihtUKmA1gO0okKsFkMo9qSrMKx7QVOs3d0eVRdhlBd38I26ZDt8gD0qHEIIIgmyEAkUL0EIowOtnOFH/LVQU6IBUgTWvo146IsTyHyWD1jUGzShd/QNErQlDkyqH8mShrE05av0v0cLrsCzGdoatTYf1N8aKE6N/G0z4/USPP2aJxkRj2M2a2LZEUcyF498nPq9hGDQPBQhFo+NGx8YAb86cOay86SZwuzFTU0mdPl39QghYEndQIb1elTtZWhrfdtZZZ3HVVVeROkPFPsvVq8ncsQNRWIhj5UpqgkGYO5fXCgoo7uujdNo03tq1i23vv48QAq/XS3JBAfbmZsz0dPpqavCuXUvTwoXwhz9gNjXhaW+n65VX6CsosOoUSprefpvnn38+XhC4oaFheJwGg/FE+fHkaINLDnffZSSCmEIwOkTXYyiTzcObDvw/VD70Jp/PV+Hz+b40xXyam1DjcLRT+Upgh67rL+q6HgZ+YF3fobQX48hUhMWeaOJ2u1myZMkhZK05Vo9PdJHGXrSnCQU4k5HTreO9KLDMJZbWAOeMOtYu4HwU4J1kWUIbpLISO4FyYIlQDDOzUBZOg2UpBVD5hl0osN4t4WkpiLrcGIsWk63ZeFLC8xa4pAhlBQ5an0xU8E2YYcYav2W1JaHckQJl/XZL5VlqZdilWybgXCEIoIBum1STbhAFgluAVEScvNsFFAoVoTpgnSeEsnQdqAGYYd23WlSljDpLT491bAQFIG7rfA67jZzp+VYOn+Q94FdSdfwA6oWjAwUw++SwFdaFehmIBSvF1h2dFr+qDfXyEUloF4YniSiqsHDs/5D1fzIjazYmup8161yxQCA3o2s4ji9ut5vcwkJMt4uxnHuSmGWqriMW9dc0dy4pVomp0YAQOessgqMIAM444wxFdXXZZfD975NaWsqLRUU4s7PJueAC/h6JYLv9dja2tMAPf0jPJz5BTU8Pv/61qjd4znnnYbhc2Pv7yb/wQnp7e7Hn59Obnw8dHbxz4YV8fmgI/4EDDGZnk5mUxK7duxn43/+ls6WFR//4R4KdnWqcNjQQCoUwhwIYQ2OFEY3Uf0rEMJQrdopkvDnpWMhkuTR7dV3/la7ry1Dj603gu0CTz+f7s8/nO2uyF+Dz+ew+n887xifNOuQcXddv4dA6qHNQhkHs2kyUR2zOkbYdi9KUUo4oSGgYRnzf6GKF4XA4/mZimiZBqwQLqOijWCkU0zRHRCEFg8G4CZ/I0DBVbQcT/P9jtX3lFLXtiZpcEgqSi1oTDIWCuKKH6p2NxB4KkiGjnCqgMGpSFjG4QMAMOdy2F3jIlCwxTT4voFRGiYaCLELiFZBjmjTJKFXA5miUKwx1/WHgTcOgJxplCKiWUZot3ZxS0hcOQTRKnhA0mSZlZoQuKbgIiT8UxhOV/FTCaxGD16NRPEB/NIrDCJMqVY5eoxFhmpSYCAajJo3hEIMIPEDUiBCNRpknoNg06YxE6ERQEQVnOIwwo8qlbEQQYUMFxEhJdcQkLFXkqMswCJhRUoCkqMQVCuOyrM+ksMFrpmSPBL+UFEpJuVD7ekyTXjOKAfwzKjFCYRolVEdBM01ao2qNMMWIEDEM7IARlUgjwkapgKnHjFIRjWICIiqJhI14CkeHYRCImASsfiKDoWHKuFAIEVVu4a5olIgRYRDFyjMYCmM31TlDhkHYiKgJSDJmX5NIwlIStNruRxJM6GsRM4oRicRzP0OhEKZp4li9GtNUPJkioZ+bpglCEI1GE8Z+QtvLlxM2TTLnzqXoS18iyZ1EUnIKA4EA02bNorOjA/uCBbivvBLXtGmIzExwOEhzuzGiUTrKy5l97bUs/81vCIVCBDIyaHS52O31kjlvHkZFBWZmJucsWsSmB39HU20tS95/n9KKCoxbb2XojTcY+uIX2XDddUTXvUqof0CNsbo6jHXriEQiNDY2Do8/detGjL+x5pbY2E8c3+Pdc4BoKEw0FI6P73A4PO7cMl7bo+edxLZHzzsj2rbmnQ/a9nhy1Ewruq5v03X9dpTn6XZUvMJrPp/vwCRPtQb1sjz6s8tqp3mc36XAIZHUAQ6tdjOu1NXVAeomV1RUxCN8mpqa4gvLoVCIioqK+AOpq6uLR18NDg5SUVERfzhVVVV0WhFZfr+f/THiWmDfvn3xpNb29naqq6vHbLu5ufmQtmMd5XBtd3R0HNJ2MBikoqIivq+jo4Pq6mrsYuK2RxdprKuro7m5ecy2q6urD2nbYaUs7N+/P653rG1Qnb6zooLFVjmPVU2NZDY0UA4YCW3bBfy/2hqKm5tIE7BgYICKigpuR5KM4NKqSmzhMLphsKevD39NDbnATQI2DAzQHg4r92I4zP6mRqKAE8mB2jp2BkMsBfShIYoa6kkS4DMMftfdzZtGhMUCjNZWTu3qxAMcGBqit7YOl4ySimCn38+p3V1cK6C9r48djY30SVXXsLGjI35fg709NPT20gXsR3J/eyeDg4NkAo2trexobCQCCDNKZu1BbEaEXgQvd3QRGOjHg2BfKEy1roOUGEaEPRUVvBMO8Tdge8TE6OnBRAFec98Abw4FaQFaQyGqqqqoRyXG+5ubCZoRBiS0t7RQ39xCEuCOmjTt2kW7hEej0NXXy+9CERokdAWDNBw8SCgaJQK0d3XSEhzCRPFX6vv2xV2Luq4TGgqoPM5QiPbOjjjBQFVtLcbgIBGgoa+X5tZWNNRkVVFREZ+wGhoaaGpqYigYwt/bR2NzE4aMEgRqamvjof39g4N0dnQQQlmc+/fvp7u7m7Vr19LZ2Ul7+3DgRUVFBQMDigCuv6+f2tpaGKft5uZm8vLzcblcNDU1sebMM0lPT+fKK6+kvb2dvLw8lp10Eq3d3cg85bBvbWnhzYsvVnRlQGVlJQN2Oz+12wkbBgOf/CRvnH46/vR0/O+/z4rycgavv54Wm42MYJCWwkK2fvvbbNU00pqb6XzzTbqbmhRgtLfj/+MfefLJJ3niiSfo7e1l7974uz66rsfz/rq6uqisrByhd2ydsLW1ldraWgWU1tiPAUhDQ0O8en1oYIBAb28crGpqamizglg+SNsHDx4EVAmfioqKeC3DxsbGeNuBQICKioox2+7r6zuk7e7u7jHbHk/Eh8EnaVVJuAX4HJCu6/qHHn5jreN16rp+p/X954DDAt3YMVuB+3Rdf+ww5yoFDr788svMnDkTKSWhUAin04mmaertUkqcTmf8bTC2LxwOx9m+TdPEMAxcLhdCCEKhEDabDbvdrt4wI5G42zQYDOJwOLDZbEQiEUzTxOVyTVnbhmHgdrsxTZP29naysrJwOp3HtO2p0Du2L7HtX9sdaMBWI8I90Qi/cyfzdQFfjZiENI1yIWiWURZGo5xkt1MgJS9HImCzcYNN46BhMF1KqhxOsmSUX5hR5tk0coTGmYZqe5/dQbeMkmQY4HCyRwiqTZPbkUibnf1Rk37TpMrupEBAVyRCjqbh1TSyzQivSMEqu40+KQlFIlxl0xCajc9FoyyNRvHabSRLSYFhUOdw8Doas6Imt8koLoeD30Wj2CMm6XY7PVISGehHT0klz6ZRG4V5UZMrHDZelYKIZcl81Cb4vin5UcTgSaeTIqlqwC20aTwpNFaZJk4ped3u4Gai/C1iss1upxDBuZEwj2s2Vtk08qUkxTDY4HBykQZ2I0LEpmHTNBzRKMlhg4DbRSaCxlCIFLsdj00jGDExolEMpwO7VOusmTYbnTYNYZo4opI0h51eCdIwyLTb0TSNfiOME4GpaTQaYdKEwOl0ERLgCYVxW32txzQZikYxHXamAYTC2O32eF/rlhKHw066hHAohMPhYNCmMWSaeM0oAacDKSE5oR/G+ppmt9ErIWJGmGZXzP7hcBhN0+L9vAFJsa6j7d7Db/v6SElO5rrrrov389b2NgqnF2AYBg6Hg29/+9tcdN55nLptG+GiQjrOPQ9HKIT+wAO4Nm1iQ0MDPp8Pc+5cyt9/n+KTTybnRz+i86mn6HjiCb4yOMjCBQv40Y9+hGEYaG4XXUBmKIxpmiQnJ485xmLjLzbGhNNBi4ScMfR2OBz0NTYifv1rUn/wgzH1ThzfiWM/se3RYz9xfEciETo6OsjOzsbhcEw4vifb9osvvsg3v/lNgDIrjW6EHLWFZ7kir/b5fK+gCPdvAn7NSNarqZR9DMdK4PP5bKjKDXvH/cUoid04IQRutxtNU7fD4XDEacdixQpj+5xOZ5zl22az4Xa742sHLtdw+L/NZhuxRuh2u+NpEHa7Pb5vqtqO6WazqXD92DmPZdtToXdsX2LbZ2gaPULjOy4n05KTVd0/AffYbazWBLkCUoWGbrMzE8U+s9vuIGCdv8zhwOV0Ml9AnqbxLbudoNBITmjbA3QKjTSni5OF4EZgQLORZrNTLCCg2bA5nPEgELvNTkDTyAVSbGoSDlp6Zzgc9Go2FbwiNFpsdtIQLBAapU4XmtAQQINmw2Xp3YlGtd1BjxCkahrVnnRm2zSkhOs1QbbdRgpq3a1RsxEWGgNSEBYaPU6X4icV0Oew06HZqEDwis0ODgfJAiJCo9HuYL5Qa45hhxOvZiOEoF9o2J1OdmCt+znspAiNHgl2TaPDpRK0w0i+7nDSpWnYEaTa7WQ4naQCCLBb+aAaIGw2+u12NQEJMJ0OoprAQBJ0OOh02Om2aUxzu9nndIGwcgJdTqTdRgSJsGk4HPZ4FQ6Hy0m/TYv3NYfDYkoRw/1QWn3U6XRY/ZBD+tqQw063ENi0kWVsnE7niH4ubDZkWRksX443PZ00Kz8w1s9Ti4ri48Fms5GcnEzO9OnYp03D1tmJOzOD6dOnc9add9Lr97N4zRqCHR3kXXopNZ2dvPb6eu6+806e/+MfOdDczNz0dPx+f/ycMZemy+Xit7/97bhjLDb+EsfYWHrHxpgwI2jIcfVOHN+JYz+x7dFjP7HtWFpCrL2Jxvdk244VDx5PJg14Fq/mT1BpRo+j1qCvAkp0Xf+Wrut1kz3nUcqzwMk+n+/Bf6bXAAAgAElEQVRKn8/nBL6FSovafqQnOB5hscdaIpEILS0tcV/3v6OcJGBQRgm0txGJROKMM0IourOLgOlCRTgmC5XQHmH86KYkoZLFkxK2paECalyoZHtNKIq2GBmYhhoIYZSP/2yhqtOXoAJV/NZ+ifrNX6SKwpzBcIpImYBMoYJVylE0bXstB0wHMEeoqKxc06Q7FOSjpsktApYCxVbeoQc1MNMFPC2hAMV3GkQQRDCEoN66znKhgn+SLN36GE6O7wYyhIokVUV8VaBNEspt2odgB0qh71oRqH1SPYvRE0Aygp4ER1IKKsjnb4CQimtVWvcowDBRd3bEZKCjk71RFe3pQOVH9aMiSPut+x5LgzAZptqKBbLEAnZibDSHC5TBek6Hi0yNJb9Ek5KgvJzk5GSSkpNGRJOOnl28Xq+qzp6TQzQ7e5haKy2NyrIyZq1ZQ1d/P0uXLmXI5cSTm8eqt97irGXLGAyFOFfTSElJiS8lxKM0/X4C7713GK0Sr31YhzFliqM0p3JOSpmAng8mCXg+n+9toAK4BmXNleq6fqmu689bQSPHTHRdb0WxZP0XatyeC1yp6/o4T/FQ+f8D4Jmmid/v/7fXdUhKhvw9mKbJ0lH7soRKBP9eQm8vRwHWeNLPSMDzoCrNJ8b1rhUq4hRU2HIxasJdBMwVcK5QbecJRckWk2Tr/H8FThOKAi5x4Tkd8Ak4X8B6qzcbqOjSCwSsNCPccbCGNNMkQwicAk6xzu9DRcbaUFFeJUKB11IUyCejIj5jxzZZ21pQIJSFYLtU7Rag1t7+KeEBKXAiSLLuS7O1L4yKdDWs9rIs3cJymKS7S8LL1jWBymUU1nH9qNQQFwpgDBSgOgBMk77OToakCl7KREW0hlEvCx4gKlUOpbT0U+uF0mLPGeY/jUWtxiRxkhiyEv5jEvvNRJNjjFA89quUlBRcqanxyLoY+XiinHzyyYpzdMUKjAsuGAGo5//v/0JBAWtvv520tDTmXHsti1euICsYZEZqKld9+csUpadTXFxMa2vr8A/DYcLvvEP0wIE4EAYCAbZt28ZEIiZYyhKGMaWFb4/nnDTZtbYOFE/x33VdP6ZZ27quf2qMbRtQaVlHJf9q1RKORlwuF/PGoJT6d5Pv2mxk+HwIoYBhtFw0CtzOPsxr/lqhUgVi4hSKyWS8QOpSoThFH5Qqp3G0LBeKVFswnKtYK2GV5UIsSJh/0hmmU9uJIsyeBZRZ+10uF/PHeaaLBewAVqBSOwZRoDcDlfSNdd6lqPSOf1hWWTMKQJKBuwT8l5XCsU8qoPJb12WTgibrd2nW78osS9BAWatBlPtlGsrqkyiquFQBf7fOu1yAKaFHKFYcp5UyEUaVosoC3C4X8+fO5RmLidsmwIOMW3HTUOsar0lYIYiXmApbn0QQ1axriaIs/27U5Gei7lEnMN3KdYwB3ujHaCBxWFtHl4zKzs4m6nbFUzli5OGJcsopp6h/srIYTSs3x+eD2bPjOYPzvvQljB/+kJaZM6G5GfeddzJvyxYGS0q46eab+fs3voFcshjn3r3s/cY3yPJ46O3txev10tPTQ0VFBcuWLWMskUDyQw/BTTeNvT8SQUwh4E3lnFRTUzPh/smmJVyh6/rLxxrspkpO9AKwH4ZIKVXo+L+5rhlIpDxyPecfBvCmC+X+TJQgIy28seRnE5x3gGFKtUwUoMYANJFsZBrKaorRmvWhKNrSrWMO90yvRoGQTygwW239ttqa8FNRQJuJAqwMFOl3vmVpJgtYZLlWYxGWDtRE+SJq3SCEYr55Vqrw7AEshhkUo00aqiJGpVTul2RUweE64LdScZdmCrhHKkCPr8MB9ZbrNaZnL5JnLN1ixwnU5NVk6RqFeC5hhOFSUrGqH61S0bzFbKMhFLuNG/VcndbvY7RyMQtPuXNVongiS0yfdW9iE+HChQspmzUrgZ5t4jw5ycjJV0pJVEqkxTkaBZxZWSy67bZ4krzd6+UUu52zV6yg6pVXkB0daM0ttHR1cfLixbz99tv096sI1J5YtYYdO8Zs32FFS48phgHah1oqdYRM5Zw0Hjl3TI5KK5/Pt8/n8+0d73NUV3oc5F+xWsJkJRQKsX379uPCTH4s5VjoeSSAlzIB4LVKxTyTKqDYsgjHOl+6UIDsRLlJ32PYuoPD6zreNZxsWUEeq11NKLfmAuAeaz0y5lr9pHVcmlDHpqLApA8FCpcIBXRR1JplD6r2YYySLYRajzzLsozPFco9lIxizwHIQ3CBGGaeCUtVYDi2lvcnI8IfqmsYjEZps+ZGgaAI1XaHFFQykuc1KC13KlbwEIKgVFyoMXabd6Sy+n4vidPWxVylMTdlbK1PosAxVtEiVtY1RlAeYNhVakJC8eLDA16ijH6mEhBer+IE/cIX1EHf+Q7C7+eaRx+lce9e6j77WcQrr/D3wkJmz55NR0cHuq6zadMmSl+3Si2/+uqYbduamse9PmEYio1miuR4zklHC+OPA08kfJ5BEUXkcygjygkrscigf2dxOBzMmjXr317XY6HnWjH5NYBEyRNqgICa+FeIkZP1aHGhAkvet6yomBytrrEK9GkM1//7D6GCdLyxoB5ruxDquEyUFRT73SBqYj9NQL4QhBHk8v+1d+5xclVVvv/uevYrnc6DhCQdkgDJhgRCAojhLYFBVB4aQAdHHFRkxEG5MyMqXNHB0XHwgjxGuaCIOuOAyh0RBeMgoIL4SiAQ6HR2p7uTfqU7/X53vff9Y59TXV2pfiTpTnfXPt/Ppz9J1Tl11vnVqTqr1t5rr2WGFb+vnbk3jHP4OGYoNua89inMcLNrW2OcagRTpu27GioR9GMcivL7EeXl+ISPbkypuj9o2K8F27Xg90C1M7foDkHuxkSgvRqUFiQ03OMk1LjzjM2YDhgLMVV23EScCMORbOYcXgQTCbtl0frQpmA5xom6TlA771+E8ecA3ffIJdc1TZ5+OixbNhz+BwKgNaWLFjHU0EBVVzf/UVTE2z/1qXSGaFtbG/X19SxsaDCTqLkiHq3xtbQMT7Jmb04k0FP4PZrOe9JhfX+VUnflel5KeTsjSyfOaHxTGLbPFPx+f/rLkM8cDZ3njZfeNw4fynj9BRgnMFYPzNUYB/kiZv7K5XC1LsPctDOHUhdkHDfMcNYpmKHNy7QpX1SIifbedBwHAs7FDCkW47SUcY7foE1tz6t8Zt7vc8LMBfZqOMNnkn8G9LDNKCaK2o9xdCHn/+/0+VhWUMBfnH1rcfobYto1zRemjF0K070ChrtoVCGo1PBxYZxSN4JjnDm6FIK5aOZhHOC89LycTreQijlzhiGGHXTYOX4cWOa8JujMPbqEMFGwWzZuNLJdTa5rmlq9moNmEgcGmHfKKRTv3s2rfb2UX3A+f33FlYjHHmNBXR3tfj9LqqpY0tkJg4MkW1rwd3dDWcaMdH8/urgYYjEI55iVjsfB76enp4e6ujrWr18/hpJDZzrvSZN9x38SuH6Sjzll5HOqvks8Hqeuri7vC2XPNp1zxdjODoyDWcTIbFE4fK2lAk4UpmZpSQ7bF2KccCZCmMoxJQLWYBzOJc5r1wnjOAswyTJu54X5wsx9ZTKHYcdxNsPDQAWYIdIOBBqTWLMYaNJQmojjq6/jtmScs4SZExzCzDf2AqcD1wHPOk75y9o4u27ML/m3CZP0czyCbiCGYC+mtuqTCBYIkXZWWpu6qA3aZJX+CjPcuUCb4dxi3DnKkd0/3MQXNwnFHQadSISXSfY1HXU4dP58WL6cCy68kL4rr+I9732vWetWXU359u2IpiYWdXaye8MGeOkl3njmGZTTGcLl/ru+zEBhIXq04tTRKITDdHd3pyvSTCbT+V2dbId3GsO1YWc8+Z7IAUZjLBbLe635qjMgTAJNJlOltWgUJ7wRE91I4HZhlly4lGCc3DUM3+Q/KExSTCalGMcJZvh0jvO6MPCyhtcwDX7f1LAJ0w2jzNF5nNacinG2rU6WZwAnq1TAR4SJ2o5F0OI4w4WYfo912iT8xDAOd4c2iSvN2jgvdxnBbRoqnY4XblHwFxDUYPo1/kyb9k2mi8YwQYzTHsJtKSXSc4BmDeDwNerHdLFIF7vO2J7rmua8uuXlsHw5rFjBBz70N8PncvfdBO66i8Jf/pJYPM7gsmXor3+dwWCQrh07jEdvagIglEjQmkqO2m9PxGLsrq4hEo1MyTzbdH5XD2tIU0r5UNZTApN8dimQu3nVDCTf57XALL1YvXr1dJ/GlJPPOi/Meny0ta53MjyDmAgxk7IMJzmf4T6KH8varwRzg3CZw/D8YAdmKcJxwCeE6eAR1HBMMESho3OO42xuEibSelibY4BxkFud47UiOA4zjDkPMwxdwPCC+XKGF69n9u3rx0TTGkEvxhHv08M/Ng5o6BXm9Zm36QYtWCjMUGnmfKybcerWNwUTfQ4655XZg1Aw8pr2MrKt0gjOOQdOOQW6ujjhxBNGRBcr167lmTPP5LLSUuqXLCG5cydccQUDRUWwcyds3Yr+3OdYPn8eLfubkKNEeMmhITp6ewlEo1OS2DeVn98Sp0vGaBzuHPzJWY9TmG4stwA/OMxjHnXyLRrIRXZdynwln3WenOU8pkPrBnJnlJ6V8f8bGF5cno1PmIo3LmsZrrji9v17rxhuV3WcgLBOEYkanYXCx1yGl4q4TYLBRMFD2rS82qNNNBnArJ28ADPvuByTcHObMB3oOzERmRu/LMQ4ozrn8RKMg3KHPEuc1wcRZP5M/g3wQWdfvxNv9TvvVSnGmS/GlF1LODqLM2y7UbF7TYOhEN0+QQmjVHoJBmHBAliwgBQ6HUUKTJPd87dsYeN55+F7/XX+cswxNPT2UtjUxBsPPMBpS5bQ29hIWSBAbN58dN/w7OO+ffsIh8MsWbKERH8/MUzB9cgoUeCRMJWf31NOOWXM7YdlTSl1UdbfxUqp65RS31VKzZqJMRuWJWR3PchXbNEJ06N1lcjdBDiz3XJwlH1ysVSYecw5mEjm7QKWZ7z2/YzUKYRZJ+jyLkYOv8ZxllFgIq3M3/klwGphIsy5QqSHWxcz7FRKMY7oGW0c0RVOZNiAGXKdK4zDO6BN1qxLsxN5hjGZqgC7NbRrs0QiDnSiaQcGtbHnZoMGGJ7/cbUOxmLpcmgT+Tme3XH+vPPOA+C0DRt4bf9+giUlxBYupO3FF4kVFpJ69FHmJZL0LZiP6OxMv+7RRx9FKWXey/4BopjlA1MxpDmd39X8+il8iNhQaSUUCrFu3bq812qLTsgvrUXCZI9ek+Uo54iDdb4vY/uCrP1PYriO6WpMFXmXlcA7MXN6AGdiokm3D7rWJqFnoTDOo0kb51iMcaJVwAqnFmkdUI+pEhNzIkU/grCG57QzVYZ5/kkEndoMXe7Qpqu9u97P50SKbnSQDIVYu24dyVCIYobrcI5a79Ihc1g2k35Mp4SCggLOu/xyTiwqojISYejll5nT1Un/4sWkWtvS+7udCgASUdPHLhqLTdmQ5nR9fq12eGK8NLk8ILvzQL5ii07IP63ZZd9csnVmV77J5AwBVwlTTm2OGFneTTiRp/t1L8CsSfQJM5S5AzN/txBTB/XvnHnCEgHvF8b5LMBEZnswDus7mAXICYyTe8KpLtOKye78kTbrBl/Ugic0PKmhWw8PC7+gzVrABE4neZ+AgjApn1m87+fg6C2TIWdx+2hzfUPA0NAQoVCIpcuWsfDEE3m6t5c3i4oo7uiAZcuItZgO7mhNSUkJ/f39kEqRam0jnkwSGxqaEoc3lZ/fP/3pT2PbnnSLs4jZksJ+JMRiMaqrq/N+qM8WnZB/WrMTYVwOR2d2dmgulgFulclzMLVHFwDvxnSkKHaGM91h0TmYtYtB57lOzALzOZi5wT1AlzbOdiewVAgKnKozFZiOF2YoU6SPUQ30I0hi5vlKY3HqDrQykEig9fCi9uzyym7EF2G4sksuh5fE9KNz2+mE1qzhTzU1/KG0lPDAIHNKS0lW7KJx2zb49rdZW1trHF5TE6W/+Q1RrUkMDKTb+0wm0/n5tdrh2RDhuY0V812rLTrBHq1TpVNkJMcIJ+FlHmah+Tud54MYZwhm8fw85985mOHOSzBDpJcLuFubub4TgD9rM1R6hjCL3tfhJNBgioS/oQVaC3q1SXhp11CiISwE/mCA3fhoYTixxXUJGk0MTRcmIowxXOA615BmAkjpjJ52Gzdy48c+RnsgQLijg4WLFlFfW8MrPT3UvPUWc/v7iUajtL72GqlUklQ4THxgYER/u8liOj+/U1cwbRYQmMJ6cTOFYDDIihUrpvs0phxbdII9Wo+WzjJhlkRkIsRwObdLMZmgxzpDkBcw3BZKAh8B3sLMI8YxdU9XYJzqCoxDPUeYxe9/xqnd6Sz1qAAWC8FlgSCpefPpAxoQhDSUC9PmqBgzRNmlTdQXcRJoCjAOrxNYjE5niYKJ+jadvWk4Qvubv2EL8Lvf/Y7o8uWs37CBCp+finiCspdeYt211/L7tjYeuvderuvpIbDuFJIDA4RCIdMlfRKd03R+fvP/jj8GtixLGBgYoLi4OG/mfHJhi06wR+vR0nkFw2v6cuE6t5Ocx9n3/uMxlV6EgI9iIsXh3n9wrBDpubu4NguV3yVMbdZ/0IIhDf+Jpi2RoDcQ4BTgJeDvEUSFWaiewizODwPl2sxnuj35IhhHmzn4qIF3X345gazFDfPmzWPwU7dQCgyeey6rolE2VVUxt7yclu3b2RgO82TZXFbPm0dqcJD1O17n4WSSm2++edIc33R+fvP32zIB8mUOZCxisRhVVVV5r9UWnWCP1qOls1TkrjCTjRhlP7ePIJjeg5m8AzNnGMI4v1JnecQZmAhwrrNfIJkk0d2NTqVMwgmmdZLGrOsrwCyXaMbM+ZUx7PDCGKeXmdFpujYcTFlZGQWFhQjgoi/eyUduv5253d3Q18dZPT2sAZ5fsoRgSTGL9+yh/M03qXn1VQY7OrjxxhsZHBwc/40ah+n8/Frt8PIhrXs8wuEwGzZsmJKx+JmELTrBHq2zRWcJpvxaLkKCdGeF9Zg5vY+L4QouK4Vxljf5/VyyYAHS56MDs0D+PGHW7pUDSS14WQ83uXUjUoFgEcbhtQFdTumy0ZYrnHrqqelEFnPyJfDww1Bby2X9/ey7/HIWH3ssb23fzpJnnmX/KadwalUVQ5//PMvq6+nO7L7w6qvD5ckGB6G+fkLv13ReV6sdXr5P+oPR6Pf7816rLTrBHq2zRacQo2eagonOwphKMGcIWJyx77sx83lzhOBin49bhUg36d0E/MKp8dmFyers16Yl014tmKuhUUOtNnVEg5ihzTZGrs/rQjPkRH+bL94MPl96ATwAJ5wA991H2fvfj16zhiuvvprr77mH71x4IbGiIooKCvC/+iprUymaKyuHs9t374YOpzlSSwts2zbB92vqruvxxx8/5narHV6+DwmBqZawa9cuKxrA2qAT7NGaLzpXYtb55WKZMNFhLBZlX+UudCyaHgJdIOCffKbJbTdm7WAvZrjzaxpeRPACpg/hkDOaqTFOUGiT2NLnDHS6zs3tCZjClEMbwXXXcdWWLbzryispk5L4sccSjUYpnjuXN845h+OKitj+7//OLz//eXjjDRPd9ThHGRgAt8v6OEzldV20aLR32mC1w5uKNSYzDb/fz7x58/Jeqy06wR6t+aJzsTBzd6PxdjFS6/k55gp7MAW5ezBOqwyzsH2bNhHdbqBCm24SlZi6oP0Md4PQQL1Tz3MBJoLM0QmPwsJChBCEQiGOXbKEOLB61SrqOztZ6vezpraWefX1aKUY7OpCuw5vcBAySpWNxXReV8/h5TmBQIAlS5bk/RIMW3SCPVpt0Qkjtb4th3PswkSJUYzzusBxfkPO4x9p+L02ji8O6Y4PbuKK25nBnQMMIkYt9A1mucM1f/0BLjvnHI6/4AL2dnSwQAgWtLURqaqifts2KnfsoKe+Hhob4a23Rm03NJbWyaY1V4f3DKx2eG7tuHwmmUzS0dFBMpkrZyt/sEUn2KPVFp0wtlY/ZkiyEOPw3PpQW5x1fsXAsZhhz19o01l+B1Ctzd+vtekw73PWEfox5dBg7Fqdy5cvh5tuwn/55dR3dlK8aBH/7+STKentpTMaoT+ZZLC5GfbuhR07oLj4iLUeKbW1tWNut9rh2VBaLB6P09DQkPdabdEJ9mi1RSeMrfVy4AOY6i8bnH/9mDJopZhEmI8JuEIIFgD7EFRqwfNasE2DcoY5W4BODdu14BeMXaszXaPTGQW79e678bW20rt2LaXxOHtq99KfSDDU3m6yNevqJuzwpvO65v9YwRjM9HTnyaCgoIANGzaMv+MsxxadYI9WW3TC2Foz5/NuFvAHbebowLQtugozR3gusBjBD7Vp2vuGNk5uvYADCMJokpj2RklM77914uCoJ5cTPHXzZujv55idO/nD+vX4ensJCEGks5PYb39LUmuGBgaYr/W4ixrHu65NaJbl7gZ4xFjt8Dw8PDxmGwsxXRnARHyZnSFOdOp3bhGmTdLvMH3/qpz2RCnn9f2YdkZrAL8wtTnDjpMRjFKj88oreXtREc9Fo9zU1kbjX/5CKhikS2v+6/LLOa+1lbP6+2FO7ro1E63UMpU5uTN+SFNK+QUpZb2UsltK+Vsp5SkZ2y6RUr4lpRyQUr4spVxzKMee7enOEyESifD6669PSefimYQtOsEerbbohEPTugI42fn/xhz+4xrn31MFfBgz7OkWmm4CjhfGYTZiklv6tRnqBDOnF9cQ0MNzhZlccsklLDzmGOaXl7P8pJMIt7Wx7a/+iu1vvUWvzwddXWitefbZZ0e8rquri5/85CcT1jpeH8DDZUY7PCnlDZhr9g7MD5PngWellD4p5WLgp8DtmGLmzwNPSSknHAsHg8HJPuUZRzAYpLy8PO+12qIT7NFqi044NK1hcXAD3Ewyg6hCMVz27DMCzhcm27MY6MM4vPu1qdMZ05pqDduBXU7rolZt6n+mMhzQFVdvIfCF/80Jjz/O9iuuoHHxYs484wz6QyF0ZydPPfUUP3acG1rD1q10dHRQU1MzIa2j9fibDGa0w8M4ua8qpWqVUgngAUxh83JgC/C6UuoXSqkY8BVMmbq3TfTg+Vx418Xv97Nw4cK8X4Jhi06wR6stOmHqtAYRlCEoFlAkBH8rBHMwWZ2FwD3aNLr9qTYNbZ/UJtuzznn9DuAApn6nRrNbQ+nSZex0PNKrBw5w8SWX8I//+I/ESkpor6ri8See4EN+PyQS6EceQf/kJ3R3ddHlLEwfT2teOzwpZUBKWZbjr1QpdY9S6gcZu1+Jee8bMcXLd7kblFJJTNHyk5ggbkittSYSiaSXKcTj8XQVllQqNWJbLBZLZxclk0kikUi660I0GiWRSKS3ZQ6ZRiKRdBpuIpFIb5sq2662RCJBQ0ND2t7RtD0Vut1t2bYTiQRNTU0MDAxM2La77UhtH47uI7HtXlPXXrbtaDQ6bboPx3b2Z8G1nXlNj7btXLpjsdiYtt1th2M7kUjQ2NjI0NDQpNsOpZIUZ9guAuaiuTCR4AI0xcBFqSS7Upp2IKk1exMJnk1BK5o/JxPEUilSwI9SKVricd5wbH/4wx9m1apVALQlk9Tdey+P3Xory+vqiP3857Q+/TT7pKSzro6SkpL0e9DQ0JB+H7Lf81QymV42cai6N23axFhMu8PDDFd25fjbmbmTlPJCTGeNTyulUpioPLt09yDDEfy4NDQ0AOZNrqioSN8sm5qaqHcKoUajUSoqKtIXpK6ujubmZgAGBgaoqKhIfyirq6tpb28HzJj17t2707YqKyvp7u4GzOJIN7zPtr1///6DbLsfjPFst7W1HWQ7mUzS2tqa/nXV1tY2IduxWOwg2/v3789pu6amJqdtgN27d6d1Z9rWWlNRUWG6LI9ju76+Pm27v78/p213bc+ePXtG2M6l27Wdqbuurm5c265u9+aYqbu7u/sg3Zm2q6urc9pubm4+yLZ7wxrNdjKZpK2tbYTtysrKnLbb29snZDsejx9ku6mpKafu2tra9ALfidoGRlzv5uZm9u3bl1N3Q0MDTU1NJJNJOjs72b17d07bPT09B9nudKp9HKltgMHBQSoqKtLOqqamhgMHDuS0rZQaoTvzc5hpu6Wl5SDbrkNsa2tLX+/xbO/alf6tP8J29negoqKCeH8/JRm2C4FgMskJb+5kUSrFHGBFdxc6EuFMAfFEkj1dXbRozQDws3iS56MxXtGQjMVobGujx3FIQoi07dahIYpOP53SV18lGIux9777ePnss2lJJul8802W1dTA00+bRrOtrenOC42NjTQ2NqLRDA4O0tfbS8LRXVtbm9bd29t7kG73emfrHg0xG3rCSSmvBx4CPqWU+r7z3INAUCl1c8Z+24H7lVI/HOd4K4G9W7du5fjjj0drTTQaJRQK4fP5iMfjaK0JhUKkUilisVh6WywWS3fsTSaTxONxwuEwQgii0Sh+v59AIEAymSSRSKSXPkQiEYLBIH6/n0QiQTKZJBwOT5nteDyeroqeT7bdbZNh292Wb7aj0SiBQGDW2M7+LMxU27FYDJ/PN6pt97xmmm0RDNLi87M0YWzHgyF+rTWXxaK8HgrRIQRnJBM8iY/T/T7e0Jq+ZIoyv59iAU2pFB1CMB+BT2vWp5K84g/wPiFYFzO2u/0BqpNJNiYThG+5haquLioaGviPhQs5Ixzm7OOOo6yxkfUbNxK4446DdCMEg8EApSlNnU5R7vMTPAzdbW1tXHzxxQCrlFL7su/9M97hSSnvBP4XcK1S6sWM5292ntvsPPZjhjs3K6VeG+eYK4G9zz//vKkmkMdordPpwDO96vyRYItOsEerLTrh6GrVGtqBYwQ0atMpvVBoBhxX8BegC8FiNI3AmcDD2tTgXAg0YJY1zHGMJ5gAAB0OSURBVEFwpzCZnw9o+ICASwXoz9xGxcIF7KyrZ9Ntn2Hr977PmWo35R0dzD31VIrvu+8grSk0XcACBPVolmDmHw+VX/3qV9x6660wisObCUOaoyKl/AjwD8C5mc7O4SngTCnlFillCPgCZm5vx0SPb0u3hB07duT9EgxbdII9Wm3RCUdXqxDG2QGUC8ESYRJFwgKWIngngksxiS0LML334pjuCylhkloSmEovj2n4ljYLumuBqIanrrsOzj+fyos2c/zxx9P4vvdRsm8fhd3dDDi5DTu2bSO2fTtUVaXPyw29jsTdu0PHozHTF57fjnm/t0spM59/m1KqUkp5FXA/8APgdWCLUmrCIast6c6rV6/Oe6226AR7tNqiE6Zfqxv5CGcZQxGwQIPEJEaEMd0VijDJE+c50aEUkNSmEe02DScL+P3GjZS3NLPnuBU0akiUlpKIx/nGN+5j0/btXBYMsrq4mODWrfDLX8JvfoNm5EL3qRp3nNEOTyk15kJypdRvgNMO9/i2LEsoLS2d7tOYcmzRCfZotUUnTL9WAQd1Tyh0hhsLNZwIrBSaeg3nCsG7hJM0hqnTqdHMAaoRLANqjj2WtUnN0xpSRUU8evXVDG3aRNfrr9PZ2kpDTy/rKncTWCMJdHdD2Vw0UKlhzhSO6Ob/HX8M3JTWfCYej1NfX5/3BXht0Qn2aLVFJ0y/VsHo0Y9fwLkCLkewRQjOwdTi9AlT8SPoOKhjnL/1AhJCsDHgZw8wWFjEgWMWscQfYOeGDdz3q1/xx4YGogL+8+2b2L+nmqg2keJLjk03wtMaEpMY7s3oCG+qmekJO5OBm6mV71pt0Qn2aLVFJ0y/Vh9jRz/nOE5tlfO4EVOpZY7z1y/gIszwZxDTwaFamxqdqYIwDeecy3kBP9Vac9qPf0xq82Z+8Y37iHV28Zs9ewgD84FubZrUauf4dUAncEHGuVRpWHOYUaDVEZ4NcwOhUIjVq1cTCoWm+1SmFFt0gj1abdEJ06+1ACg8hHSRhPOakIDLMM7qGEwx6xXOPmsEfE3AR0NBYvE4xwpB38AAf5wzh1P//Gd+O6eUk+eVsbq2hrO3bmVrNEpvIkHb5z7HDwcH+YaGn2vT6PZ5bYY7n9XwlIZXnMivV0NEw8vO74TkOBmuVjs8G345ZlfQyFds0Qn2aLVFJ0y/VnGIuZHLMZFcADOkWYIwiS1CExQmySWCyfw8w+en5At3MB9YvGIFy9evJxSJ0LOrgt7eXs5qqGfx/iZav/ktYs37WVpbS3X/AHcIU+vzLQ1/1PCMNg1u92BKoT2g4Wngv4CtGn6s4cWzzxnzvK12eDYsS8iuHJKv2KIT7NFqi06YfVr9CPwYh+fDDGfOA9owzs51eCkgIODBHz2BH1h96qlc+8EP0tLRQeqF53n0oW8RPXCAPa/8gYWDA7xjby3zCgtZMzREUMCNAqqB9wi4Rpi6kccBmwVcJcy6wE5t7OzQcHzR2IW2rJ7Ds2WoZO3atXmv1RadYI9WW3TC7NRawnDvPNO9wSxWd0kxvNRgTmkp5Ro2AqWrVtG+eDFfvO466nfvpvtf/oXmVIrSDRuIdHbS3tfLufX7eKGmmosvvpgvAiucAPTTmLY4JwHHCZM9eimgMHOJr8bHXsdotcPL9+oNYJZeFBYWTvdpTDm26AR7tNqiE2an1iCCFHrEMGHm0Gggo6udwAx3FgJRITjrf9+BWLSIFaEQkY4OWouKKJ5TQl9HBw09vez66VP0Ll/OxRdfnHZ2YDJDT9MmmnTxC1jr/P9Pg0NjnrPVQ5o2pDvHYjGqq6tnzVDJ4WKLTrBHqy06YfZqFYzuRMKYCK8LTSmmHNk+oCeRpHr+AmKxGHPnzuVnF11Ey+AAc3p62P+7l6g8cID91XtYsGBBzjyLxcIky+SiPqNgeC68CC/PcYvR5rtWW3SCPVpt0QmzV6tAMG+UuihlQAsQwsnoxJnXE4JgKJSupfnjHTvYrGHty7/n46eeQvXJJ1EzMEBvYSGRSOSQIl/fOEk/Vkd4gUD++/tgMMiKFSvyfgmGLTrBHq226ITZrXW0DM8wguMw2ZzuwvYCIOn3UX7c8rTWL955J8GlSxFdXTA4yOLTTuPiQICNzz3HI488ckgjcZ7DGwNbliX09fXlfWq3LTrBHq226IT81SoQaIyjKcHU4oxrTV//QFrrhg0bWHnW2xgcGEAPDaGXL4f+fvxLl/LGzp20O30fc6G1TjfNBfClkmOej9UOb7aNlx8OsViMqqqqvNdqi06wR6stOiG/tQYwC9Vd50cqRe2+fWmtvnllnHv11bTGYlBYCPPmEbv3XubMn88J27ZRcMMN6WP19fWNCFRaWlq46e/+Lv3Y70V4ozObUoAPl3A4zIYNG9KNaPMVW3SCPVpt0Qn5rbUEcGfhCoEFPj8nnXwy4XCYFJpBYO7q1ax8/7Xo4mIoKUELQeny5VzS28tAJMLOnTsBePzxx+nr60sfO5VKpbvCgzekOSazbYL4cBBC4Pf7816rLTrBHq226IT81hpEpMuWBRGEBQi/z3Ryx9TN9IfDbLzjDnRREZSUAFCwaBFLQyGqhoZ49JvfhGSS9vZ22tvb08d2O6e7eA5vDPJx+CCbaDTKrl278r6Jpi06wR6ttugEu7QmojH27qsjEo0SwyS1aExiS3L5ckQoZIY+ly9n6aWXwrJlfLyqCioq6OvrSzu8ZDJJb28vBeEwOFHe+pNOGtO21Q7P78/uAJV/+P1+ysrK8l6rLTrBHq226AS7tIb8fgrmldEaDDCA6cPnOrzYddel18rpVSsJ3HEHm7dsIVFWRnttLev7+znw6U/z5+eeY/cbb/Dcc88xRwj49rchmWTuOD1O8z8vfwxs+HAFAgGWLl063acx5diiE+zRaotOsEtrKBBgzlzT8DXp/MUw83sJzIL1GNAFzF+2DMrK2AqUfPWr3BgOo84+m8A99xBcu5bGZJIThobgwAGorqboT38c07bVEV6+pQDnIplM0tHRMWJiNx+xRSfYo9UWnWCf1mh/P3OSKYqBKMbpudmcAYzDS78TV1xB89KlXNPXR8F73sPGT36SspYW6n/9a7pbWjh2YICq9nbo7KSjpnZM21Y7PBtKi013J+WjhS06wR6ttugE+7S219VDPM5cBEuBpZghzQTGKY1YIS0E5StWsPTnP8d3221w4onUXXUVpS0tFCaTLAgEqG1rg44OogdaxrRt9ZBmPqYAZ1NQUMDGjRun+zSmHFt0gj1abdEJFmpdty792OdkcBaiSWLW6y1G05Xxmuuvvx4yhnzLL72UY194gfX79jHn9NOprqujr6GBSDwxpm2rIzwPDw8Pj5mBQDDHcX5uubIBND3og+Y3V27YQMG8eawZHER+6Uv4g0Fe/eMfqa6pGdOG1Q7PlmUJb7zxRt6nO9uiE+zRaotO8LTmQmCKTecqANlRUkxy9YlccsoplC1fzqJVqwjF4/R2d495TKsdng3FowOBAMuWLct7rbboBHu02qITPK25SDCyiSxAn+P+YkIQu/lmxMMPA7D58stZVFxMcJxpqvx/d8fAN86ajXzA7/ezcOHC6T6NKccWnWCPVlt0gqc1F27WpkscTR+ms7kfSEgJbqeGoiJKfT7mz58PPT1jHnPGIqUMA/cB12LaKf0W+KRSqsnZfglwP7AKeA34mFKqaqLHtyEFOJFI0N7ezsKFC/P616MtOsEerbboBE9rLuY5zqwDTZdTc9MtIuZjZORHIkHZhg2UCwF79456zJke4tyJ6d4ugWOADuDfAaSUi4GfArdjOr4/DzwlpZxwMTobHJ4t63ts0Qn2aLVFJ3haxyKF6ZZeipnPa0PjYzj6S6Fh82ZCN9/MCaePnek60x3el4B3KaU6MZFsKeBWDt0CvK6U+oVSKgZ8BbOc420TPbgt3RLWrVuX90swbNEJ9mi1RSd4WsdCA/OBOQiCmCivGOgB+tE0AAgBQpAqKBjzWNPu8KSUASllWY6/UqVUUik1JKX8EtAGbAL+zXnpScAu9zhKqSRQ4zw/IdwsIa01kUgkXXklHo+nMzhTqdSIbbFYLL04NJlMEolE0v2ZotEoiUQivS0zCykSiaR/0SQSiSm3HYlE0scfGhpKbzuatqdCt7st27bWmng8PqIZ5Hi23W1HavtwdB+JbfcY2dfDJRqNTpvuw7Gd/VlwbWutSSQSDA0NHXXbuXTHYrExbY/1HRvPttaaaDR60PU4GranQjcw5mdtcHAwvW082yRT+B3bhZEocxGEESyNxuhOpQgBcce2HseJTrvDA96BKZuW/bczY5+7MU79v4H/kVIGnceDWccaxDTVnRD19fWAeZMrKioYGBgAoKmpKb0tGo1SUVGRviB1dXU0NzcDMDAwQEVFRfriVFdXpyt5d3V1sXv37rStyspKup2U2dbWVmqc9SLZtvfv33+QbfeDMp7tNqczcKZttwq7e15tbW0Tsh2LxQ6yvX///py2a2pqctoG2L17d1p3pm2tNRUVFfT3949ru76+Pm27v78/p+1oNMrOnTtRSo2w3dXVNartTN11dXXj2nZ1uzeJTN3d3d0H6c60XV1dndN2c3PzQbbdm8Zott3PhftZ6O7uprKyMqft9vb2CdmOx+MH2W5qasqpu7a2ltbW1kOyDYy43s3Nzezbty+n7oaGBpqamtLp67t27cppu6en5yDbnZ2dk2IbYHBwkIqKivSNuaamhgMHDuS0rZQaoXvPnj05bbe0tBxkOxKJEI1Geeutt2hoaJiQ7V270r/1R9ju6Og4yLbbPy7Ttnu9XefV0NBAY2NjTtu1tbWTYnuvM7c2MDBAZWUlvb29ADQ2No5pu7+nBx/Q29s7wnaVUqT6+igC2rq62LNnD7v2DF/zXIjM7rEzHSllCDOcuwm4AQgqpW7O2L4duF8p9cNxjrMS2Pvss89y4oknpn9dhUIhfD5f+tdlKBQilUoRi8XS22KxGEIIgsEgyWSSeDxOOBxGCEE0GsXv9xMIBEgmkyQSiXTYHolECAaD+P1+EokEyWSScDg8Zbbj8TgFBQUkk0m6urooLS0lFAodVdtTodvdlm1bCEFvby/hcJiioqIJ2Xa3Hantw9F9JLZTqRTd3d2UlJQQDocPsh2NRgkEAtOi+3BsZ38WXNs+n4++vj6CwSBFRUVH1XYu3bFYDJ/PN6pt97wOx7bWmp6eHoqKiigoKDiqtqdCd/Z3INN2IpGgu7ubuXPnEgwGx7Ud9/koDPjRyVRO2/GAn0QiSSiZ5Ln77+Mzj30PYJVSal/2vX9GOzwp5WPANqXU/3UeFwG9wBrgncC1SqnNzjY/Jqlls1LqtXGOuxLY+8ILL1BeXj6FCjw8PDw8ppI4mgim2PRL997Lbd/+Dozi8GbCkOZY/AX4jJRypePsHgBeVkrVAk8BZ0optziR3xeARmDHRA/ujj3nM7YUpbVFJ9ij1Rad4Gk9EgJAN8aZBYPBMfed6Q7vEeAHwCtAHWZ+7loApVQLcBUmk7MDuATYopSacMg6k6PbycIdush3rbboBHu02qITPK1HgkBQDpQi0MGxM+9n9JDmVOENaXp4eHjkH7949FE+83/+D8zSIc0pxQZn72b15XuzW1t0gj1abdEJntZJO/YsH9KcUmzolhCLxXjrrbfyXqstOsEerbboBE/rZLH85JPH3G61w7Oh0kooFGLt2rV5r9UWnWCPVlt0gqd1sliU1Tcvm/yuUjoOQky47OasxefzUVhYON2nMeXYohPs0WqLTvC0HjXb02J1hmBDCnAsFqO6ujrvh0ps0Qn2aLVFJ3haJwu3Cs9oWO3wbIjwhBAEAoG812qLTrBHqy06wdM6WdTW1o653eohzXzvOwVmIebKlSun+zSmHFt0gj1abdEJntajhdURni3LEvr6+vI+3dkWnWCPVlt0gqf1aGG1w7NlvLyqqirvtdqiE+zRaotO8LQeLfJ/TG8MbEgBDofDbNiwAZ8vv3/b2KIT7NFqi07wtB4trHZ4tkwQ+/3+6T6NKccWnWCPVlt0gqf1aGGrw/MD6WaL+UwsFqO+vp7jjjsuryNaW3SCPVpt0Qme1snCbUaLc4/PxlaHtwTghhtumObT8PDw8PCYApYANdlP2urwtgHnA82YvoEeHh4eHrMfP8bZbcu10cr2QB4eHh4e9pH/KUEeHh4eHh54Ds/Dw8PDwxI8h+fh4eHhYQWew/Pw8PDwsALP4Xl4eHh4WIHn8Dw8PDw8rMC6dXhSyo3AI8A6YA/wCaXUn6b3rCYHKeV5wL3ASUA78HWl1CNSynnAY8BmoAe4Syn13ek708lBSrkYeBP4qFLqGSnlSuC7wFmYNZb/qJR6ZhpP8YiRUpYDDwMXAL2Ya/pgPl5TKeU5wIPAGsz1u0sp9Xg+aZVSngX8TCm11Hk8qjYpZRh4CHgfEAceVEp9dVpO/BDJobMc+CZm/XMceBL4jFIqKqUUwL8CN2J80n9gvruTvkbaqghPSlkA/AL4HlCG+XL9XEpZMq0nNgk4X5yfAw8A84Brga9JKS8BvgP0A4uBa4CvSyk3Tde5TiLfBRZkPH4S+AswH7gVeFxKedx0nNhk4NwIfgZUYnS+E/hnxzHk1TWVUvoxWv9NKVWKufn9wPkRM+u1SimFlPKjwHNAZj2tsbR9FVgBrALOA26UUr7/6J31oTOGzh8CjcAyYAPwNuBOZ9vfA+8B1gMnA+cC/zQV52eVwwMuAlJKqf+rlIorpR4DDgDvnubzmgxWAM8qpR5XSqWUUq8BvwHOAd4LfEkpFVFK/QV4HPjwNJ7rESOl/AQwADQ4j08GTgW+7FzbrcDvgL+evrM8Yt4OLAU+72iqAM4Gmsi/a1oGHAMEHEefAmKYSkj5oPUOzI+wdITm/NAeS9v1wL8qpXqUUnswEdINR/WsD51cOkOY7+pXHJ0twH9h7k1gdN6vlGp2tn2NKdJpm8M7CdiV9Zxynp/VKKVeV0pd7z52Ir7zAQHElVK1mbszizVLKddgfgHenPH0ScA+pdRQxnOzWidwOlCB+dXfIqWsAjZhIti8uqZKqQ7M8N0TmCGvl4FbgIXkh9bHMJFNZsmr1Yyizfn+LmLk/Wo26D5Ip1IqppR6j+PMXK4A3nD+n31fVoB0fvhMKrY5vGJgMOu5QaBoGs5lypBSzsUM3b6KifKGsnaZtZqllAHgP4FPK6U6Mzbl47WdjxmVaAeOw/zq/XeghDy6pgBSSh9Gw7UYHVcA9wOl5IFWJ3rJruNYzOjaijMeZ2+bsYyiM40z5Pkgxsl9zXk6+7s7iPFN4ck+P9uSVgaBwqznijBj6HmBlHIV8AymUvgHMGPiBVm7zWbNdwKvO0OWmeTjtY0CnUop98bwBynlfwN3kV/XFGAL8Hal1G3O42ellM8A/0z+aXUZZHRtrgMoxCQrZW6blUgpCzE/Vk8FLlRKtTqbsr+7RUBCKRWZ7HOwLcKrBGTWc5KDhzlnJVLK04E/A/8DvNcZ3tsDhLKSN2az5g8Afy2l7JZSdmMinx9hNK10MttcZrNOMEM7ASehw8UP7CC/rimY65j9iz4BvEb+aXUZ9bvpjF60MvJ+NWt1SynnY+bU5wNnK6X2ZmzOvi9L57lJx7YI70UgLKX8FCbV+3pMdtT/TOtZTQJOiv6vgHuVUne7zyul+qSUT2MyNj+OWY7xQWZpoo5SasQchpRyH3CLsyzhGuBfpJR3YtK83wF88mif4yTya8yv3y9JKb+MWW7xPuCvgJXkyTV1+DVGz0eA72OWYbwPcx1Xkl9agQl9N3+Iycq9BpOlewvw2Wk52SPAmYv7KdACXK2Uimft8kPgNinli5j529sxkeCkY1WEp5SKAu8CrgM6gU8BVyqlBqb1xCaHj2Gy3O6UUvZn/H0V+DgQxKQF/zdwm1Lqz9N4rlPFFuA0zC/j+4HrlFKztq29E6G/A+PoWjEZfJ921o3m1TVVSr2JScu/FbMe7VvA3yqltpNnWrMYS9sXgCpgN/B74DtKqSen5SyPjLOBCzE/1Loy7k0vOdsfAp7GLCnaBbwCfGMqTsTrh+fh4eHhYQVWRXgeHh4eHvbiOTwPDw8PDyvwHJ6Hh4eHhxV4Ds/Dw8PDwwo8h+fh4eHhYQWew/Pw8PDwsALbFp57eBwWzgL3FTk29Silyo7u2cw8pJRB4I/AtUqpvVJKDbxLKfWrrP0uA7YqpcYtDCyl/CmmB9xvp+KcPezDi/A8PCbO54AlWX9rpvWMZg7/APwhq2TUkfIF4CGnvYyHxxHjRXgeHhOnN6vFiQfposCfxbQumjSUUruklI2Y+qlTUmrKwy48h+fhMQlIKf8ZOBNTAPltwE2YDuyfxXR0nocphPwPTnNetwHog8DVQDcmSvpv4GSl1O7sYcHs4UAp5VLn9e/EVNR/GvisUqrf6RS+1zn21zDDsduAjzrNRJFSrgfuwziqDuABpdS9UsqHnHO4KEPfLcBNSqn1OeRfB7QopaoP8T27Afhejk3fV0p9xPn/05gSgJ7D8zhivCFND4/J4z3Ac5hOzs9jGtT+HXAjcAamWvxvpZTHOvs/inE278R0uf7XiRpyCvI+hWkh9HZMHdENmAacmfyzY/8sTK3Vf3NevxBTTL0e46j/HrhLSnktphv1BVLKJRnHuc55PhfvdnQfKj9m5PDwJ4AIpuefy/8AZzrn6+FxRHgRnofHxLlfSnlP1nPnK6V2OP/vA+5xG2BKKT8P/JNSynUGX5RSXgLcKKX8FqZY8nucYtBIKT+LiWgmwkWYNirnudXnnYhJSSnLM/b7slLqZWf7Q8BnnOc/gHGWNzmvr3S6iESBP2Ac4bXAg1LKFRjHfN0o53ImkN2fEOApKWUy67l0qyOnOPaQc24S+Dqm88VrGfvXAjHHxogEGA+PQ8VzeB4eE+erwBNZz2V2Y9ib4exKgOXAD6SUmcN2YUxz3tWYm3/mzf33h3AuazHdwLuMrxiBdGyAqbbv0oupzO++/vXMVi1KqfR5SikfxzjFB51/X1FK1Y9yLoswXdmz+STwctZz55MVhTrv1VPA/1NKfTdzm1IqJaXscmx4eBwRnsPz8Jg4bePMUw1l/N/9bn0I2Jm1Xz/gDtFlpufHxrEfyPp/DabdVTbNmOHLXMcUozyfzQ+B251o8QPAd8bYN0Xu6ZHm7PdLSnlijv2+hxnK/PtRju93bHh4HBHeHJ6HxxSglOrGNLxcqpSqdv+Az2N63NUwPP/mcnrWYWKYKM7l+Iz/VwLlmHWA7rGDwL1ZrxmNKmB9Zjd1KeXdUspHnfOvBF7HzEGegknAGY0Whh34ISGl/BxwCaYxaCTHdh+mS7aXHetxxHgRnofH1PF1TCLIAczQ5ccxEd+DSqkhKeWDwH1Syh5MdPjNrNdvA26RUr6BGR69NWPbrzFO7wln7k8AjwAxpVSzk6U5Fv8F3IWZo3sAM8T5SeBvs/b5CvCcUqpjjGO9imm8e0g485lfAf4GGMhI5kkqpdqc/6/DaNuR4xAeHoeEF+F5eEwdD2A6N98LvIXp+HylUsod4vwC8Evg55hklR9kvf4WoAAzJHq3sz9g5raAqzDzcr/DOMA9wPsmcmJKqV5MduUG5/jfAD6nlPppxm5POPZHy850eRa4YCJ2s/gQ5kf3j4EDmKHYZoyjdzkf+NM4DtfDY0J4Hc89PGYIGWvnTlZK7Z7m00FKeTrwW2Cxk1E52n5FmKzOi5RSb07yObwCPKyU8tbheRwxXoTn4eExAinlIinlNZgMzf8Yy9kBKKUGMVHsJyf5PE7DZGdmZ8Z6eBwWnsPz8PDIpgSzdMAPfGmCr7kX2CSlPH7cPSfOl4FPKKUSk3hMD4vxhjQ9PDw8PKzAi/A8PDw8PKzAc3geHh4eHlbgOTwPDw8PDyvwHJ6Hh4eHhxV4Ds/Dw8PDwwo8h+fh4eHhYQX/H6/IliYZx6LoAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "raw.plot_psd();\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Should see the electrical noise at 60 Hz, and maybe a peak at the red and blue channels between 7-14 Hz (Alpha)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Filtering\n", "\n", "Most ERP components are composed of lower frequency fluctuations in the EEG signal. Thus, we can filter out all frequencies between 1 and 30 hz in order to increase our ability to detect them." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setting up band-pass filter from 1 - 30 Hz\n", "Setting up band-pass filter from 1 - 30 Hz\n", "Effective window size : 8.000 (s)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "raw.filter(1,30, method='iir')\n", "raw.plot_psd(fmin=1, fmax=30);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Epoching\n", "\n", "Next, we will chunk (epoch) the data into segments representing the data 1000ms before to 2000ms after each cue, we will reject every epoch where the amplitude of the signal exceeded 100 uV, which should most eye blinks." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "167 events found\n", "Event IDs: [ 1 2 11 12 21 22]\n", "sample drop %: 85.62874251497006\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "events = find_events(raw)\n", "event_id = {'LeftCue': 1, 'RightCue': 2}\n", "\n", "rej_thresh_uV = 150\n", "rej_thresh = rej_thresh_uV*1e-6\n", "\n", "epochs = Epochs(raw, events=events, event_id=event_id, \n", " tmin=-1, tmax=2, baseline=(-1, 0), \n", " reject={'eeg':rej_thresh}, preload=True,\n", " verbose=False, picks=[0, 1, 2, 3])\n", "print('sample drop %: ', (1 - len(epochs.events)/len(events)) * 100)\n", "\n", "%matplotlib inline\n", "conditions = OrderedDict()\n", "conditions['LeftCue'] = [1]\n", "conditions['RightCue'] = [2]\n", "\n", "fig, ax = utils.plot_conditions(epochs, conditions=conditions, \n", " ci=97.5, n_boot=1000, title='',\n", " diff_waveform=(1, 2))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Spectrogram\n", "We can also look for SSVEPs in the spectrogram, which uses color to represent the power of frequencies in the EEG signal over time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With this visualization we can clearly see distinct peaks at 30hz and 20hz in the PSD, corresponding to the frequency of the visual stimulation. The peaks are much larger at the POz electrode, but still visible at TP9 and TP10" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Applying baseline correction (mode: mean)\n", "No baseline correction applied\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Applying baseline correction (mode: mean)\n", "No baseline correction applied\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from mne.time_frequency import tfr_morlet\n", "import numpy as np\n", "\n", "\n", "frequencies = np.linspace(6, 30, 100, endpoint=True)\n", "\n", "wave_cycles = 6\n", "\n", " # Compute morlet wavelet\n", "\n", "# Left Cue\n", "tfr, itc = tfr_morlet(epochs['LeftCue'], freqs=frequencies, \n", " n_cycles=wave_cycles, return_itc=True)\n", "tfr = tfr.apply_baseline([-1,-.5],mode='mean')\n", "tfr.plot(picks=[0], mode='logratio', \n", " title='TP9 - Ipsi');\n", "tfr.plot(picks=[1], mode='logratio', \n", " title='TP10 - Contra');\n", "power_Ipsi_TP9 = tfr.data[0,:,:]\n", "power_Contra_TP10 = tfr.data[1,:,:]\n", "\n", "# Right Cue\n", "tfr, itc = tfr_morlet(epochs['RightCue'], freqs=frequencies, \n", " n_cycles=wave_cycles, return_itc=True)\n", "tfr = tfr.apply_baseline([-1,-.5],mode='mean')\n", "tfr.plot(picks=[0], mode='logratio', \n", " title='TP9 - Contra');\n", "tfr.plot(picks=[1], mode='logratio', \n", " title='TP10 - Ipsi');\n", "power_Contra_TP9 = tfr.data[0,:,:]\n", "power_Ipsi_TP10 = tfr.data[1,:,:]\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from matplotlib import pyplot as plt\n", "import numpy as np\n", "import matplotlib.patches as patches\n", "\n", "# time frequency window for analysis\n", "f_low = 7 # Hz\n", "f_high = 10\n", "f_diff = f_high-f_low\n", " \n", "t_low = 0 # s\n", "t_high = 1\n", "t_diff = t_high-t_low\n", "\n", "# Plot Differences\n", "%matplotlib inline\n", "times = epochs.times\n", "power_Avg_Ipsi = (power_Ipsi_TP9+power_Ipsi_TP10)/2;\n", "power_Avg_Contra = (power_Contra_TP9+power_Contra_TP10)/2;\n", "power_Avg_Diff = power_Avg_Ipsi-power_Avg_Contra;\n", "\n", "\n", "#find max to make color range\n", "plot_max = np.max([np.max(np.abs(power_Avg_Ipsi)), np.max(np.abs(power_Avg_Contra))])\n", "plot_diff_max = np.max(np.abs(power_Avg_Diff))\n", "\n", "\n", "\n", "#Ipsi\n", "fig, ax = plt.subplots(1)\n", "im = plt.imshow(power_Avg_Ipsi,\n", " extent=[times[0], times[-1], frequencies[0], frequencies[-1]],\n", " aspect='auto', origin='lower', cmap='coolwarm', vmin=-plot_max, vmax=plot_max)\n", "plt.xlabel('Time (sec)')\n", "plt.ylabel('Frequency (Hz)')\n", "plt.title('Power Average Ipsilateral to Cue')\n", "cb = fig.colorbar(im)\n", "cb.set_label('Power')\n", "# Create a Rectangle patch\n", "rect = patches.Rectangle((t_low,f_low),t_diff,f_diff,linewidth=1,edgecolor='k',facecolor='none')\n", "# Add the patch to the Axes\n", "ax.add_patch(rect)\n", "\n", "#TP10\n", "fig, ax = plt.subplots(1)\n", "im = plt.imshow(power_Avg_Contra,\n", " extent=[times[0], times[-1], frequencies[0], frequencies[-1]],\n", " aspect='auto', origin='lower', cmap='coolwarm', vmin=-plot_max, vmax=plot_max)\n", "plt.xlabel('Time (sec)')\n", "plt.ylabel('Frequency (Hz)')\n", "plt.title(str(sub) + ' - Power Average Contra to Cue')\n", "cb = fig.colorbar(im)\n", "cb.set_label('Power')\n", "# Create a Rectangle patch\n", "rect = patches.Rectangle((t_low,f_low),t_diff,f_diff,linewidth=1,edgecolor='k',facecolor='none')\n", "# Add the patch to the Axes\n", "ax.add_patch(rect)\n", "\n", "#difference between conditions\n", "fig, ax = plt.subplots(1)\n", "im = plt.imshow(power_Avg_Diff,\n", " extent=[times[0], times[-1], frequencies[0], frequencies[-1]],\n", " aspect='auto', origin='lower', cmap='coolwarm', vmin=-plot_diff_max, vmax=plot_diff_max)\n", "plt.xlabel('Time (sec)')\n", "plt.ylabel('Frequency (Hz)')\n", "plt.title('Power Difference Ipsi-Contra')\n", "cb = fig.colorbar(im)\n", "cb.set_label('Ipsi-Contra Power')\n", "# Create a Rectangle patch\n", "rect = patches.Rectangle((t_low,f_low),t_diff,f_diff,linewidth=1,edgecolor='k',facecolor='none')\n", "# Add the patch to the Axes\n", "ax.add_patch(rect)\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We expect greater alpha power ipsilateral to the cue direction (positive values) from 0 to 1.5 seconds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Target Epoching\n", "\n", "Next, we will chunk (epoch) the data into segments representing the data .200ms before to 1000ms after each target, we will reject every epoch where the amplitude of the signal exceeded ? uV, which should most eye blinks." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "167 events found\n", "Event IDs: [ 1 2 11 12 21 22]\n", "sample drop %: 82.03592814371258\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "events = find_events(raw)\n", "event_id = {'InvalidTarget_Left': 11, 'InvalidTarget_Right': 12,\n", " 'ValidTarget_Left': 21,'ValidTarget_Right': 11}\n", "\n", "epochs = Epochs(raw, events=events, event_id=event_id, \n", " tmin=-.2, tmax=1, baseline=(-.2, 0), \n", " reject={'eeg':.0001}, preload=True,\n", " verbose=False, picks=[0, 1, 2, 3])\n", "print('sample drop %: ', (1 - len(epochs.events)/len(events)) * 100)\n", "\n", "%matplotlib inline\n", "conditions = OrderedDict()\n", "conditions['ValidTarget'] = [21,22]\n", "conditions['InvalidTarget'] = [11,12]\n", "\n", "fig, ax = utils.plot_conditions(epochs, conditions=conditions, \n", " ci=97.5, n_boot=1000, title='',\n", " diff_waveform=(1, 2))" ] } ], "metadata": { "kernel_info": { "name": "mne" }, "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": "3.6.10" }, "nteract": { "version": "0.8.4" } }, "nbformat": 4, "nbformat_minor": 4 }