Skip to content

Instantly share code, notes, and snippets.

@adamws
Created October 22, 2018 21:21
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save adamws/d1e1092a1c31fa3a40500085e2202e77 to your computer and use it in GitHub Desktop.
Save adamws/d1e1092a1c31fa3a40500085e2202e77 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from scipy.stats import pearsonr\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"plt.rcParams['figure.figsize'] = [10, 10]"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of traces: 74, samples: 17000\n"
]
}
],
"source": [
"traces = np.load(r'./1823_traces.npy')\n",
"numtraces = np.shape(traces)[0] - 1\n",
"numpoint = np.shape(traces)[1]\n",
"print(\"Number of traces: {}, samples: {}\".format(numtraces, numpoint))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAmEAAAJCCAYAAACIzRDTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3Xd4HMXdB/DvSLLce+9yL2AbdzBgA7bBNgQTWiihBAgEQkiAhJj6AobghAQSWuglJPQOprkALhhcABvce8HGvXdZ+/4hnXy6273dvZ3d2Zn7fp6HB+l0vpstM/PbqcKyLBARERFRtPJUJ4CIiIgoFzEIIyIiIlKAQRgRERGRAgzCiIiIiBRgEEZERESkAIMwIiIiIgUYhBEREREpwCCMiIiISAEGYUREREQKFKhOgJMGDRpYRUVFqpNBRERE5GrWrFmbLMtq6OffxDYIKyoqwsyZM1Ung4iIiMiVEGKl33/D7kgiIiIiBRiEERERESnAIIyIiIhIAQZhRERERAowCCMiIiJSgEEYERERkQIMwoiIiIgUYBBGREREpACDMCIiIiIFGIQRERERKcAgjIiIiEgBBmFERERECjAIIyIiIlKAQRgRERGRAgzCiIiIiBRgEEZERESkAIMwIiIiIgUYhBEREREpwCCMiIiISAEGYUREREQKMAgjIiIiUoBBGBEREZECUoIwIcQwIcRCIcQSIcQom7/fIISYJ4SYI4SYIIRoLeN7iXLNxp37cepDk7F2217VSSEiooACB2FCiHwAjwIYDqArgPOFEF1T3vYtgD6WZXUH8AaAvwX9XgqHZVl4YNwirN6yR3VSyMYbs9Zg7todeGHaCtVJIZTll08XYs1W5hci8k9GS1g/AEssy1pmWdYBAK8AGJn8BsuyPrMsK1FKfQWghYTvpRAs27QbD01YjCtfnKU6KZSJpToBBABLN+7CQxOX4CrmF5Lsy6WbsGTDTtXJoJDJCMKaA1id9PuastecXA7gI7s/CCGuFELMFELM3Lhxo4SkhWvFpt3YuHO/6mRIZVmltfv+4kOKUxLc/HU7sGt/sepkkINvVm3FoRK9o8lE8vcXl6hNCJVbvH4ntu85qDoZgV3w1NcY8sAk1clQxsT61Y6MIEzYvGZbsgohfgmgD4D77f5uWdaTlmX1sSyrT8OGDSUkLVwn/P1z9PvLeNXJkKzi5bQsC9v2HFCUluyVlFgY/q/JuPz5GaqTIpWwy20a+m71Npz52Jf414TFqpMSSOJyJB5edLLv4CHsOWDeQ8rQByfhZ49MUZ0MCsjM+jWdjCBsDYCWSb+3ALA29U1CiCEAbgVwumVZxoS3Gpa93pQd15OTluGou8dpN+YlcVmmr9iiNB1h0f22+2n7PgClrZU60zko7nfveHS94xPVyQjFKo5pNYKx9WsSGUHYDAAdhBBthBCFAM4D8F7yG4QQPQE8gdIAbIOE76SQpFYq4+evBwD8uFWv2XiHWyiUJoMc6By82NHxNtuxz7xWMJ2N/mAeikaNVZ0MiljgIMyyrGIA1wL4BMB8AK9ZljVXCHG3EOL0srfdD6AGgNeFEN8JId5z+Dht7dh3EEMe+AJz124HAHyxaCNGPjIFxYf0HiuSGLMzefEmxSmhZC99vUp1EqTQP0g2LJokZZ6Zslx1EkgBKeuEWZb1oWVZHS3LamdZ1r1lr91hWdZ7ZT8PsSyrsWVZR5X9d3rmT9TPV0s3Y8mGXRj5yFQAwI2vfYfZa7Zjq+YDRDftKh0P9shnSxSnJJhtew7gzvfmlk84+Of4RVi0Xo+ZR09PXoZZK7cCOFzlJyYcPDVpGb5bvU1RyrKXGrq8+NVKfLlE30B/2cbdAIC3vlmD8fPWK05NbpmyeJMxDyWUe7hivmTFKbO9LC07Kg53r+jabZR61v/68UI8/+UKvPvdWuw5UIx/jl+Mkx+chOnL4z9m7J6x83HWv7+0/du9H87HGY9OjThFMpVeqdvf+QEXPP214rQEd8Nrs3HFf2aqTkZg363ehpmajKf85TNf45a3v1edDGkOat57Qv4wCJNEpEUrZb9rFoM5HIX2DpWUFmwlKUHyuU9MU5GcrOkaFKdK5BcduyNXbt6NH8t2LDDleqQ649GpOPtxvfKGKdgtmVsYhCXZvvcg9h3Mbn2stOAlJQbbsHNfbKex79pfnDZVPa5pzZYou0JmHZVeDhSXYOvu0u5tnWOXQfd/jmPHTASg93Gk2rL7gBatMJZlYcPOfWmvT16cvrbk3gOHsGOfXkNCtu/VK70UDIOwJD3u+rR8TJdfqU/Eyb/OW7sD/e6dgJemx3PcwpH/9wmOumuc7d/SW/j0VB4UMwpT5pr/fYOeo+3vMx3tNmgh4EMlFnqNHoeb3pijOimu/vv1KvS7dwIW/FRxeZN129MDsyEPfIHud34aVdKIfGMQlmLh+p0oGjVW2kBPyyrd2gQAvly6WcpnhuFAyhPwis2l6+zoFIOd+/i08haK1Ja8xHGM+Wh+1MnKWXe8+0OFKfeJ5U6STVgQ/xVrHp6wGEWjxqat7r/ngP67SiQk8st7s9OWeIydqWUztZeXTYbI5EdDNrof9eYcLl9hKAZhDl74coWv96e1hJV3R+rV9KJzy9f0FVtcC13d10YSGnWA/WfaSse/6XSbPTyxdGawXVedTvnlyyWbMOj+z9KGXOzeX1x+HCUaNRXrk1J/7C7BKzNWp78YM5ZloWjUWHS87fCuhCMfnYq3v12jMFXxxyBMktTKUafKMjfocz0mLdro+yHgzVn6FHQ//LhdqyAs062j02Hc9f48rNy8B8s3VWxBmrv2cLdeagAw+oN5aZNZVHO8d+KVzJyTWBngQNI+qrNXb8P1r85WlSQtMAgrs257OM3WlqVX2eBlduTEBeu1224mueCOe4B88bPT8X/vzfX1b258XZ+C7rSHzd/X7+MfflKdhDTZjIt8ZspyLCkbThE3GjXa2TpQXIJnpixPW9D7y6V6rpcX71I1vhiElTn/ya8q/L7Q70KeDt2RyRb9tDO0YC8sqd0tXy/bjMuen4nh/5qsKEX+HSguqXB5dOsiJrWctsCyYDm2yvzmv7NCTVMQdve/abOhU82I4ZpnT09ZhtEfzMP/UsYfz1mzXVGK5EoeQ7l2215tFseOGoOwMut3pO8pPm9t8NYeC4cL8cUbduGY+yYG/swoJdcxqzbvwS9SgtW4Sq5S7vtovmv3ly4DeLXqxssgU2tk3K5FpvGdcW9VTVY+7itlaNvuA3qPkyyX4VKc8/g0bNiRPnsyk7Dvw51l41N3ZTHLdse+g7ZLb2zfexA7I1ySY8e+g1j4k31w9fgXS8t/HjBmIk5+cFKg79pzoLh8iRuTMAjLYNte7xc8Of9PW7o56elZrydMpwkGALRbbydhyYaK3SmpFef05Vtw7JiJsRtXpcuK5TJNmL8ex46ZiHEx2vpn38HSqOW5qSvUJiSgzbtKHzTvS5kh/KvnZqhITtaynfS018cakB9+vw7Hjplou/aYLHnl3cP+64jud35qu/RGj7s+Rc+7o1sGpvudn+KUf07C6i170v6WOvYwqCH/+MKoJW4SGIRJktxtt/CnHVquCG63UK1OT/qZZDqORNfzN6u2+v7cXfuLUTRqbCirXC/eEGwszqD7P8NJf/9cTmJClLze0/c/bq/wfzd//2QhikaNjWTw+LSUJWZ0yxvbyvaxVbFUzs1vyVtiwfG8S7wFEvuxpvaGvDpjFYpGjUXRqLF4JeC6j+ULSPtId9Gosfjepbsydeu8INrcPBaXPDvd9X3rd+xLO/2yc8dam3XgTMAgLAM/hWzqOxNNzF8v3+KpbPjzG3Nw81veF0o86R+fu7bcfDL3Jwy4b0KF2SqZ7Nh7MJYVy9fLNqPX6HGeW+LCbI6/7Z3vccOr35X/vnFnaevC6A/m4ea31O5f1/3OT7Bp1+Fu9ZWb92BZFk+jkxdvRJ97xqftoiBV0m0WZP/ORJfHoQiedlJbXjKNCfPrs4Ub0O/e8Vnt2LHv4CH0/8t4fOa25lqGtIZ99l6eLm+JhcR1eOfbH6V9ppP7PlqA12auxs8fm4pnpizHS0nH8XKGZSPOeHQqnvX4YOb33E8JuNH9QxMW46JnvO3TalnAF4uyaw20yxvHjpmIj75fl9XnmYpBWAZBBnAntp544NOFnt7/6szVeHn6atw7dh4sy8K+g4fwp9dnV6hUky3buNt1Rtwd7/6Atdv3YUtI/ej/Gr/Y83vfn70Wo96cg79/4u18JHtw/CJs2X0AP3hsHZlrM5bPb2X57aqtuP+TBeW/W5aF0R/Mw3+/WoW3HAr/lxXviLBjXzGmLA4+s+q+Dxdg0679WOZhMcxsOV2O58uW5nhowmLXgbyPf7E041P/0o27cMe7Pzi2kh0oLsGoN+fgJ49P2H7jvD++PtvzeJ97PpiHDTv3Y83W9G4dN2u27sH6Hftxz9h5Gd8XJF588auVnirPn7bvw5/fmOP5wS8bxYdKL8T4+ZmDziUb0u+f/0xbgU/mls5cnb9uB0Z/MM+2OzD5tZvemINvV23D6A/mYXZZC5mb71Zvw90fuFwPj7NVvX6nna27D+CPr8+u8ED1wLhFmCyhnHBj90D/47a9+N3L3wb63LgtmRIUg7AyfsYLuAnSLPvU5OXYsa8Y781ei9dnrcF9Hy5w/0chyhS8PDh+EZ6ctNRTi8nvXv4Wr8xYjUc+W1Lh9Q/mrJU+a2bOmm2Bu4F//tiXePSzpXj8i6XYX3wIW3Yf8NTl+L7EFcezOYbnpi7H9j16jt0DDneZAcDFz2TuBhnzkX3e+GDOWixevxNX/mcm/jNtZfmOFak+X7gBr8xYjdveCacF841Za/Bc0j0zb+0OfPyDulYArw8iqS3OT3yxDLe/8wOu/t83Gf/d7NXbcOxfJ+LVmavx2UL7AOmJL5amLckQlstfmJn22h3vzsVVL5bOXD3/qa/wzJTl2Koov3itF0Y+mt1WegDw0MTFeGPWGpz972m247ZksZBeXjndb0G7S+f/pNfySG4YhAGON+deH9uSON1wdv3YB4pL8LlDIZX6WW4F52KJAUw2WeMvHy7A3z5eiEmLNmbVlXLtS98GnjVjl6ZUmU7jjAzdYWM+WoCnJi1Le33a0s3Yd/AQpqQM3A36lOfGbYX22Wu2Y5SPbm2g9Kl/4oL1mLJ4Exb+tNM1KE68P+wnUj+tl58t2FA+Jf7al77F0AcnYWlZS57753j7otRKZkPKjGq78/Ht6m3lLW0jHpqM3/zXPpCJ4tne61CD29/5ocLvb37jbcLKyEenll+DxDdNXbKpwkPafR8tyNhiPGPFFmzbk7nl3ut9keltq7fsKQ/47d4X5U4IYS6Zk192HPPW7cDPH0sP5iYvzq7c9iKsUxjHITNBMAiDc2R+w2veFsDcd/BQxhsj9dNvemM2Ln1uBmat9DcWZt/BQ/hp+z6s3Hy4m2io5AAmOeNYllWhMHLKVM9/uQIXPzsdd72fufk9VfJxhC35OFK7eN32y9ttE4yf/9RXuPalb3D7u/4WVZXJaYBuois8k70HDpVP2X9/zjpc9vxM/PKZr3HKPye5Pqm+N3stLnt+Jv4zbYXfJJdLvh4yhnNd+eIsPDU5PViWKbWyPO3hKRXyxHM2uxxMXLABA8ZM8PwdKzdXfCDctb8YG3buw6rNwVsxPLeEebh/vFi1eQ8ufPrrtE3BnfbcLCmxcM7j03CRSwuojEr4+L99lvHvXmYsrtq8O9js97ILEnQCjpPd+4uxLelabtpVMbidv24HLnpmOu56P6wyzPk6fRegi9U0DMIy8FKZAcA1//vGV9T/znellf7W3fafn5yvk3++/IUZOPq+CRh0/+fevyyAt7750Vdxt3xTaWHipWD6bMGGyI4j1f5iOU9+MtaRC8LPEiqpzn/qK/T7S2lwsN7nrKNEy47X2Up2XbRhPMv+uDXcdZ3sbuvkYNLp+700GCY+5fIXZuLd7w6PORzxr8nod+8EDLz/s8C7VORlKKTCmNeQGA+XukSMYxrK/j93beaxn7JbWLI99K17DuK/X2c/DjRxGGPnrMPaENYkG/noVLyRYfJWon5bKmnsZ+pDSqbrdMajU0Mbq6wbBmESTFywIbQG0je/WVM+JXrqEn9Ty4MWrHPWVHxa8fJ5P39sKjrc+pHr++b5qFCyOQ4/BUIqWVPpU322YAOKRo2tsCRDEE4tBl7OV+JJtGjUWPzgUukFJaOL9vWZq1E0amzGHSe+Xb01tGsH2FfW2eT7zbv2o2jUWDw1aVl53k6uCL9cshlFo8biyUlLsSppqMTwf03GMpvxbV7zR1w6caIaVr0ipfXQ6aGv1+hx+GpZyvIjHguMb7NY1sbO5l0+1qT0eCG9Br8y2D6guPybXqPH4R6XyQu5gEFYBJxuxvnrdqDtzWPTVmZWuSp6iZV98AIA367aJnWdmgppUVSNJJahCCoxK+vbVd6a4m95W86A8aJRY9Hm5rG2FTgATHCYZXbaw1MqbD2i0ttlM1Izzdj84Ud/wa2qI1tT1mL23FT7iR4by7rLX7FZ1sFu5m+CrHFMXs/LoRILvUePw9vfZh4ztsBhRXXZgoytOu/Jr/DXj6OdBJXt5UoNeCYt2lgezLs578lpaa9NX74l62UonHy9zFuDwdNTlqPz7R9h576DOPWhyXhkovuMe7eWUt0wCJMliwz10vRVKLFKVwlPJqtrIJtMnmmGi9v+a8lPcze89h2KD5Xg4KGSCutqBRGkkE0O4Pye39RFOg+nJ1rz1+3IOgy1LODVGavx25e+Sdu+JdMyCn67bifMX48Hxy1yfZ+fe/Pd735UssBoGpcL/qxDUAWgwnInv30p8yzDxDlf63Of2Sh25/j350sxdk7pDM/dB4qxefcB3PGO/Zgip2ss81Eq+ZhfzbBulxf//vzwNjtRnMtsHypTg8UHx7vnt4Svlh0uw/+YtMTRP318hp3fvfxNhYlsj3+x1HMe33ewBIvW78TctTvw908XpXXNbttzANf87/BerEG6gOOoQHUC4mDWyuBNyn4G5h/+N5k+L5iNO/fb7oeZybx1O9ClSa3y31PT7TbwPnmA6Vvf/IgL+7fCwxOX4POF6U9ZqRl0zpptWL1lL07t3tT1vX5NXrwJHRrVLP/d6XpYqLjfWcU0qO/MuerFWbhkQJHr+5yS+v7stVi7fR++sLkesiSWBbh+aMeM70vOL26LT/7+lYpBvGVZUgbhy7iiXm+LRz87fF+tcRm7lhh2kNguSVYaMi/W6i3oSAQAxSVHuY6JdIpjHPOfx8An+Xh3Jj1AfOOxhdnNrJVbXNcgky3IA+bqLen3k5dtv9zuQz/W79iP9+dUXH7FTyt68oz2i5+djr5Fdct/f2bKcnz4/U/BExlTDMJQ8YkgW5kKwn0Os4HCfNb63cuZn7bt/Oq5Gfj6lsEVXss0mNfNU5OW2wZgQHoBffojpdOnT+1+atbfl4mXw/hq6Wa85OMpK4qwLLUg+9LDatmWVdpF4SSbDYMrfH4W/yZTi5rffSK/W73NdhmSsMnewDsOgX2C34af1MDYFN+u2oqz/p3eZeck2PV3/pufNb3sFvT+9X/S10iLkgXgFR8tk8kNIUs27Ip0PJtq7I6UJDk/pc76cHvKWbFJ/iJ6O/ZmV9EmF8Ybd+4PFGh8PFfd00tat6qHf7M/wyrfqgqFxAryCZ2a1LR/Y5L1O/bhYg/7vWVjxabdWS22+bePK+6U4LerLdnBQ2pGcy3ftBsHI1poNGqvzcy+K8+xpd9n4eE1KM0U+GwNOOPu5499mfW/3b7nIDbslLO/odsSGrGUUuj2b1Mvku/RHVvCJEluXXh4YsVV4d2eluzGkgQdEO1nwddkyzYdDjY++uEn9GhRO1A6ZJCR55InC/j9vB+37cW5T3h/OnaSzXGsTxq/ZcFCi7rVXP+NzN0fkm3atR8nZLkheOqTferaUV4Vl1iolO//38iwadcBjE6ZzbU8i705ZUu9rw6VWBAA8vIqZvxMrdp3KFzvLiGbMs9KiYl7jh4nKTX+9bl3HA4esrDonuHK0pCtxJ1hWRaKSyzkCYH8PH9RdPLVO1RioXuLOhXGoJE9toRJkqni89vf//TkZRgVcDPoiouuev93aTMBQ+oyyeZjgzT9J7coOS1OGKPeIUcq0+h13bwwXfLsdHzocwPgYf+cjM02XTbZhGapkzRktXzIkGhJ6nTbRxj8wBfRfa+kz+l4m/vSNqmuzWLYRVgSLbRejyOOxc1d789Dh1s/QrtbPgz0OZMXb5J2fGmfo0NB7QODMElkLp+QaYE9O798+mtp3x0Vt8Bw+96DKBo11nEPuiCcZtqF3codtOywG4AbpbgUfX7HkAHAugwLy+pcph/314l4KKXlvbjEirSFzi7bXPniLMdZxYElXa8oNqKOwt0+dxsJS/LDqt1yFpmEVX4G2YtZBwzCJMlUkH+32n5dE1k3k93sMllB4WxF20ssLFtb6NGkCsZPi2LQwedBpO69F0TqjLGoC6C3vvkRD4xbhLlrt+O3L2W/6KrM8ln28gE6DTGZtmwzbnrj8ESiNVv3lu9I4HZeksuo6Rn2S5V1Ppw2vB/z0QJs3X0AXyzaiFvf/h7rtu8NdZHdKATdhWNmljP0/Uwk8itoV+KHIW1Wr1F29YRjwiLgtGFtGDdT8aESPDxxCXYfCD4wPyyrt+zBc1NX2P7tk7k/4bmpy8sLgGwLJ7utctzIahF58auVGH3Gkfjw+3VoUKMy+rSui0c+W1K+YXAQQbup/bqtLKAcO2dt2vYmYQeEcfx81RVAotI9vUdz3xV/8vFmaj2XvXCnnRe/WokHytaTm7igYmu32wD9/R6X7ojSi9NWKvleWQs6Jwghrw6Q1XJvWstXKgZhLvYcKEa1wmhPU7Y33ZTFmzB/3Q78a0LFVYf9BBdB1qvx6pfPfG07rRooXQtLFdndUtf8r3S8yguX9SuvcFQKcmXt9pfz83lxDHhWRLiBvGy/fCbYEIQDMZrlmdpV7NaiN36+/+7osOwrPoSPf1iHe8bOt/371t0HULd6YcSpsiczwLITxQK3gHlBGbsjXdz2treuJamrQGfxbzbt2o9fPvM17v3QvjCIk537wu8q3J1Fd6TXxTH92rI7+22PsllLKo6FVLbFs6yxTXanUcVaY7kkqkpZpbFz1uE3/3WeHHDZCzMiTE1mXi5HkEtm/tUOB4MwF143ms5mFrxTZZlNRuhzz3jHv5lSFh4oLkGJxxP990/9tzzJ2iMSQIX1pK5/teJiwHEMksKW7T14os2SGEEWOT14qATFh0p8LYapC7fzEvXisJm+L8h6a7Wq6NOBk+khQqcJIU77ziYrVrR+n+4YhLnwuuaS235wdmQtcpgrLn1uBm57V96g9zAd/ZcJjn/zU1Rl05oQx6JQZhdSkBaWDrd+hEH3f16hOzxX8lucDjN1LUU/Tj6iicSUhEuXB2C3AH3TLvdFcHXohYkjBmEuVm6O/olZZWEZ90IjzNlAMm0OuHI3hZcPftymdqkPyqzEAk76x+eOf49TMGmSj0OazSibaQ9NDMIUcuyOlP09Pm7aex0GmMqUC2NFcoFOZWHqki2JjcaBYA8eXocrRMHPEhVxt8xmIkgCS49wPPb5Uvc3KbDbYe9lUzAIU8ipMJEdo/jZ95AtOPpzqmt/2hGf1d29kLq2GCxMSVrYM3l/1/Hz1+Nzj4sCp+alJ75YJieBkdAoCssBcdrAfdbKrZizxn49S0BtAJ+6ZIppz/AMwmJI9g1/YcxW1I9T4aOCn6OXuQ+k7MIr7LLQKb3Z3j+ZlnW49Ln4zGLTTVQt29OXb4nFXp256OGJSyrsY6uSYTEYgzAv1m03YwzJ92u2e55dGKaghfaelIVoS0osfJ/hKU5n//3K/xi4KK/wys27sW1POK2nTrFWNvfPR9//FDA18u3cJ3cvTpUPN35a27N17hPTcOLfP9eqPc+UoReTFm3E6Y9MUZ0MAOa15zII8+CY+yZG+n2Z9rnL1jertuJnj0zBY59nPytJlqDF0tUp6/I8M2U5fqaggMh2rIIZxXLplPRB93+Okx+cpDoprh75TP19n2pHBOvlJQsrRhNCYEiEG4brSnbQHbX1O+Qt4ROEaR0pDMJyxE9lgd3cteoHEgfNQ18tq7gx8IKyfSajtn1vPAvVqMqoZ6eW7g24QeL6akQmSbROzlq5Fd3u/BSfzo1fi2zcpbYmGtK4WI5BmEJhtHg5SWyhM3ftDhSNGov5MZrV5df+4hK88+2P5b/na3YX3xzx/o+6kj0mzHRLNuzCaQ9PTnv9iS+WhrpBdtRdbq/PWhPp9wWRGP4xe/U2AMCXSzdnejvlIM2qLwpqVdlK4Z/OVbf/mowi+/EvDk+nTl1+gMyg22zOOPjhx/SHq/s+Kt2eKepcwvXYgJ37izGNgVcgdvvWmoRBWI6KYqNuojCYMtg5amGdNbZMZnb9q9/ZjmPiacuOaeeNQViOKrFKN7l+U6OmfdN8/MM6bAihtWdthN3cFH+JSius2JVBcWb5eeZEDYdKLLwyfRWKA+z9SRUxCMth//feXNz4+mz3N0oWh2UyVDtQXILf/PcbnPfUV6qTQoZLhAA6zs6btXKL9kFenkMtq+Mwise/WIpRb32Pp6csV5aG71Zvw7y1O7B7/+HZxQeKS8rH3emGQViWdC8YYFnKFj6UNTV/38FD+HHbXq27Vlcp2Js0DDv2HazwdLw1xJ0Xwur+istilLJs2X0A+4sPL6Oyv1iv1ovx89bjrH9Pw3812S/WSXKwpXu9cf8nCwEAW0NaG9ALywJGPDQZFzz1FfYcKMa+g4dww2vfYeSjUzFt6WbsO3gIa7buwf7iQ9ix7yAWrd+ZtrZknBSoToCu4rrPllclVum0aV1ZFtD59o8BAHWrVVKcGv8SccQhzQvlhO53foqRRzUr/73n6HEKU5Od/n+ZgPE3DEL7RjVUJ0WKXqPHoXuL2tC14Xll2SSipREsBBs2/dq84m/2mu3oescnFV47P6lnoWntKhVWIFgx5tTI0uYHW8J8+PD7dSgaNRabdu3HuHnqZhcSsHD94bXBtu7Rr5vFkNijagh/AAAgAElEQVSrgne/WxvJ94Q56860bXEy7QcYd6M/mAfAvIHYFI0ol4AKgkGYR8s37cYLX64AACxevwtrtnL6NQVnWcCpD03mNPaY+PV/ZmJv2U4Ib3+7Bhc/O11xiihP8ygsOfnJz15//XhB5GnJZec+MU11EmzldBC2YtNu/M1jRjjx75+Xr1tUYlnYtEvvVcLjuI1LLvn1f2aW/zx37Q7c/u4PClNDyf785hz8a/xiXP/qbExatFF1cnLeM1OW4xONV5pfuXkPXpmxGgDwn2kry4N8nek4qWD68i2qk2Arp8eEXfbCDCzzsRDcyrJB1CUm9iVRpL5IqdwFgFve/h5DuzZWkyAq997saLpVyburXpylOgmBJG+t9vyXK3D1Ce0UpobiJKeDsOJD2QVTug50pfhavGEXFm/YhZc0nwlGRJmZ8BBvWRaHUEiS00FYtuK6cTMREcWbCfXHc1+uwBOTlqlOhhFyekxYtutLXffyt5JTQkSkJ/3bdaL15KRl2i9YfUCzNefiLKeDMCIiCmaPAQPNo3bGY1NVJ4FigkEYERFRhHRev43kyukgbPUWrvVFREREauR0EEZERESkCoMwIiIiIgUYhBEREREpwCCMiIiISAEGYUREREQKMAgjIiIiUoBBGBEREZECDMKIiIiIFGAQRkRERKQAgzAiIiIiBRiEERERESnAIIyIiIhIAQZhRERERAowCCMiIiJSgEEYERERkQIMwoiIiIgUYBBGREREpACDMCIiIiIFGIQRERERKcAgjIiIiEgBBmFERERECjAIIyIiIlKAQRgRERGRAgzCiIiIiBRgEEZERESkAIMwIiIiIgUYhBEREREpwCCMiIiISAEGYUREREQKMAgjIiIiUoBBGBEREZECDMKIiIiIFGAQRkRERKQAgzAiIiIiBRiEERERESnAIIyIiIhIAQZhRERERAowCCMiIiJSgEEYERERkQIMwoiIiIgUYBBGREREpACDMCIiIiIFGIQRERERKcAgjIiIiEgBBmFERERECjAIIyIiIlKAQRgRERGRAgzCiIiIiBRgEEZERESkAIMwIiIiIgUYhBEREREpwCCMiIiISAEGYUREREQKSAnChBDDhBALhRBLhBCjbP4+UAjxjRCiWAhxtozvJCIiItJZ4CBMCJEP4FEAwwF0BXC+EKJryttWAbgUwEtBv4+IiIjIBAUSPqMfgCWWZS0DACHEKwBGApiXeINlWSvK/lYi4fuIiIiItCejO7I5gNVJv68pe42IiIiIHMgIwoTNa1ZWHyTElUKImUKImRs3bgyYLCIiIqL4khGErQHQMun3FgDWZvNBlmU9aVlWH8uy+jRs2FBC0oiIiIjiSUYQNgNAByFEGyFEIYDzALwn4XOJiIiIjBU4CLMsqxjAtQA+ATAfwGuWZc0VQtwthDgdAIQQfYUQawCcA+AJIcTcoN9LREREpDMZsyNhWdaHAD5Mee2OpJ9noLSbkoiIiIjAFfOJiIiIlGAQRkRERKQAgzAiIiIiBRiEERERESnAIIyIiIhIAQZhRERERAowCCMiIiJSgEEYERERkQIMwoiIiIgUYBBGREREpACDMCIiIiIFGIQRERERKcAgjIiIiEgBBmFERERECjAIIyIiIlKAQRgRERGRAgzCiIiIiBRgEEZERESkAIMwIiIiIgUYhBEREREpwCCMiIiISAEGYUREREQKMAgjIiIiUoBBGBEREZECDMKIiIiIFGAQRkRERKQAgzAiIiIiBRiEERERESnAIIyIiIhIAQZhRERERAowCCMiIiJSgEEYERERkQIMwoiIiIgUYBBGREREpACDMCIiIiIFGIQRERERKcAgjIiIiEgBBmFERERECjAIIyIiIlKAQRgRERGRAgzCiIiIiBRgEEZERESkAIMwIiIiIgUYhBEREREpwCCMiIiISAEGYUREREQKMAgjIiIiUoBBGBEREZECDMKIiIiIFGAQRkRERKQAgzAiIiIiBRiEERERESnAIIyIiIhIAQZhRERERAowCCMiIiJSgEEYERERkQIMwoiIiIgUYBBGREREpACDMBt3jzxCdRKIiIjIcAzCUgzu3AgXH1OkOhlERERkOAZhRERERAowCEtxXr9WqpNAREREOYBBWIqhXRurTgIRERHlAAZhRERERAowCCMiIiJSgEEYERFprWqlfNVJIMoKgzAiIiIiBRiEERGR1ixYqpNAlBUGYUREREQKMAgjIiKtCQjVSSDKCoMwIiIiIgUYhBEREREpwCCMiIiISAEGYUREREQKMAgjIiIiUoBBGBERaY3rhJGuGIQRERERKcAgLMnCe4apTgIRERHlCAZhSSoXcBNYIiIiigaDMCIi0hpXzCddMQgjIiIiUoBBGLnq3KSm6iQQEREZh0FYmfrVC1UnIbby89jUT0RE/tSoXKA6CbHHIKxMzSq8WYiIiGSxLK7f5oZBGLliPiKiOONiraQrBmFl8gS73IiIdGTKg2LdapVUJ4EixiCsDGMwIiJSqVZVs4IwQ2LjUDEIKyMYhTniqSGiODOlsv/3hb1VJ4EixiCsDCcAOjOlqZ/UO6d3C9VJIBMZUkY1qV1FdRKkYt3hjkFYmZtO6aw6CbHFfESyHNehgeokEFFEOGHCHYOwMkO6NladBAqZKd2qVSvpu8cpn4zj5dj29VUngQzG/O6OQRi5MmWtF0NiMNTTeGHhEkPuJVM8dXEf1UmQgi0u8VRYwBDDDc8Q5YwGNSqrTkLOq89rECvVCs1YpNqU2N6UB8WEwnyGGG54hkJ01cC2qpMghSkF3IB27HpRbVDHhqqTQAYypIhKc1r3pqqT4Fvr+tVUJ0ErDMJCVJBv2nONfn53Uvvyn7kMCVFmzQybnae7Ng2qq06Cb3ec1lV1ErTCIEyyo1rWKf/55K5NFKZEHp1jlxM6NSr/uYrGA9qvOaGd6iRQkqcNGUuVStcWpdRxq6ZsHN2qnn6tSsnnfng3M+rAMDEICxEHJcaLTsFk6gzIKw3p2jYFZ1PHS2rweH6/lkrSIZvurfeF+fo++EaFUUKITBlLNZDjeCLXp6iu6iRQDtK1zNI13W5MmZlOzhiEka06SRvJ9mhRJ8M7KQy6PwHnkvoaLxmSiks9xAuvhvkYhJGty49tozoJOa19wxqqk0BJLujfSnUSiLTAB0h/GISRLVPyka7HcdOwTo5/YxdF9OomtQyTer8+vuJDYqOaFdef0zWLpJVXMToOpzIp05IUbFl1xyCMAAD53ME8VipxkcNYOb1Hc9VJiIQuwUur+hWXbnjz6gEVfi8u0eRAXMQpiGnbgK3zYWBJTwCAd397rOokSMHFQCkMufKMEp8q35+WKUs5XMbhFJHJlDWEcXsAyMcgLEQ6dYUd2bx2hd91eSJOpePihn5xzEX03E55X85mjZZLAVWzihnrhA3uwqVQTMcgTDIT60cTj4lIFiGAAe0aqE4GGShO+912a1Hb9vXLj2OrYxAMwly0rFfV1/t1bUHKBYwlo3dWrxYZ/96tuX3BTmqw/CInzetUxYoxp+LVK4+u8PpFxxSpSZAhGIS5+OPJnTD9lsGqk0ESsEUvejznutEkCjPkxjpZw50X+retj+m3OteJnL3tD4MwF3lCoFEtbmqri1pVzVxKgANcifTRuJa3bsRqhXpu69OoJutEWRiEOWhQw9sq2J/98YRwExIDOj3Y/PZEbnQdJ/k+WizGnNktxJSQFzrl9TjLdpcRPmzlHgZhDvq3re/pfbkwG08nlQucnyx1qmBMKYqvPam95/ee14+r0pMZvC5TxpnOJCUIE0IME0IsFEIsEUKMsvl7ZSHEq2V//1oIUSTjeyk8GsUrnsXxmE45Qr8xIX6YslRArvj9kA6qk2AEr+OidAnB7jita1b/jjGmu8BBmBAiH8CjAIYD6ArgfCFE6hW7HMBWy7LaA3gQwF+Dfq8OeAMSkU46N6mlOglG+JVhi8VexmUoQiOjJawfgCWWZS2zLOsAgFcAjEx5z0gAL5T9/AaAwYLtsNow8UpVrRSPAbE6dZEm9GtTT3USFNAnEywYPaz858oFHHEStQfO7YHjOnhbN07D7E+SycihzQGsTvp9Tdlrtu+xLKsYwHYA3gZdKdK5cU0AQJPanAUSN9/ePhS9WmU38DXh9B7NMHXUSZJSRMm+vX1o+c86DTSefcfJqpMgRZWkB4w/neK8EXwc9Wmt/84DTWv7W1vSNGxf8UdGEGZ3xlMDfC/vgRDiSiHETCHEzI0bN0pIWvauObE93rx6APoWmfHUf93gDnjrmgHub7QRpyzVt6gu6lYvRPXK/scapR5H3WpmLmcRtiYuS7bUre5tZnHc1K5WCX8wZExUjbL8kadZhVjHY550OyqVh31Mu8ztC59ePzCilMhRYMjGqZ2b1FSdBFsygrA1AFom/d4CwFqn9wghCgDUBrAl9YMsy3rSsqw+lmX1adhQ7UbM+XkCvQ14KktoUacqerXS53jO7JXamFqqZd1qtq/rSsfuiL+c2Q2XDigq//3Mns0xNMtFJ62YnYGGNeOzTUwQH//heDxzSR8U5JtRgZqkY+PDwQCvTnQ6NDY3CJsBoIMQoo0QohDAeQDeS3nPewAuKfv5bAATLS6rG62y3K7LU5hba0vCrSO64ObhnbP6DtV34L8v7KU2AVmqUbmgvMWodtVKeOAXR+HYsqf/RhoFMccnjdspNGzsVIu61TC4S2P8om9LXJE0qDru3ZOq82QYHvxFD7x4eT/bv6V3Bzl/zt/O6i4tTX5o1piqncAlT9kYr2sBfAJgPoDXLMuaK4S4WwhxetnbngFQXwixBMANANKWsaBoJD+FDenSSGFK5OjYpCauGqTfAq1DujTG8G5Njat0hh/ZRHUSPGtmM3ZnxJFNcUQz/WYIdm1qn+bKBfm4LWl5gZ4Bx1KGzbDsAAD4ec8WOL5DQ5zeoxn+cU6PrD/n3L4t3d8UAl3KqNO6Ny3/eVDHhrguZY3C3w+O51ADKY9/lmV9aFlWR8uy2lmWdW/Za3dYlvVe2c/7LMs6x7Ks9pZl9bMsa5mM743STcO8PUE63a/XnBC/QOHpS/qqToKri45uHejfx60AObdP6YbWqU+XqQGxbk+fAzuWDh84/Sj7buQ4Sj7HiR/rVi/E2OuOR+/WdXFce28z3FS7/bSu+PD3x6tOBrl46PyeOKt3xQ3tNcvmsWGXN5PP7Q1DO+KGkw/X2cd3aID2jWpEkja/zGqDD9E1J7THijGn+vo3yTPDLjy6NR69QF33U2pmj3uLRQ2HRT6DxFRps0ViUAIOLgu+bh7RxfP9FYd0p2rbsAZWjDnVmHGUb149AP+9or/n96uM9S83aA2nwQa0ztNhcSmqXrzce16OGoOwCKkYhPyzHs3SXpt39yl4+Pyenj8judJvXif86dcPn9+zvHulY+N4Pr1kK7Vl7ry+LfH9nSejXUOzjrNcXEphG52SZku5BbaZ/y7i1+SqkeR1zc7vG/7WVb87qT2GdInHThWm3zVhHV+3FrXTXmuctKl43Wr6zNBmEGa4SmWzo5LXbqlWWICC/Owu/Z+Hd8b9Z4c7QLRaYT5O6NQI7117LH4ZsDsyWWo9GkW9mdpKkfjKRFqEEKhZxd9SGSrq+xcucxhYrHHwcemAIrx65dGqkxGpOK7bVqVSPtpm2IP3kz8Em0w08cZBFX4vyMtD1cJ4LNasg9b14zcj/cahHfHMJX3w9S2Dy2c0d21WC29fMwDvX3scWpWleeqokzDj1iEqk+qKQZhPX/zpBDz/q/iPpUpIbGgta62XSnkCXSMauNy9RR3Hhf8SC1Lmx7Fvrkz3FrXTVs7WMWbp1rx2WiUZx8rcLyGE7RN1nNx2ahdl3/3MJX0i+65Xrjoaz17aB3k25VQnm/Wd/GT7tjatzDo/PETt5QAPKmGd5oL8PAzu0hiNa1XBe9ceW14n92xVt0Kebl6nauyXneHuuj61rl898yr6McvcN4/ojLrVKlWYORJ3mU5houwdc2Y3dGlSEwNcFkas8G8jjht0OueZHNk8PeiO2/peQcU1qPxZj2a4Z+z8yL4vOY8MjrDLrlHNKjipc8Vy9W9ndUcHTYYj3HPGkbjtnR9UJyMUjWrGe9eYprWrar1LAVvCIqKqiK9VpRJuGtbZd/ej7PT2k7zzQP0alXHDyZ1sn5y9yDYgO7qtv+NQXbXLaQF1/gxuUeLP+f3kLDNw7Ynt3d+kuXP7tkTPsgWm/3FOD1x8jLyhCTIkz9CTNWxCdXYqTKonLujfCv867yiFqckNDMJkS8pFqa0FMWski9RrvzlGyucEmh0p4fy/cmV2x5FfFgwdFfE6TU9e3DvS7wvLqCwX5E2VOiA70V1/y4iAn++x9izIk/Mw9MdTOqFRzcr4jYZr5GXjrN4tcPfII1UnQ5rEcgm1HGaBy9KjZR20bZg+3m7YEfaz4x+/6PAM/r/8vBtGarTkjK4YhGUhDl0X/43xlNugoopVZX1P7aruA+sHtKuPFWNORcMa3sYn5EoLU5R56a7Tj8CTF1UMSvPzBFaMORUXHVMUWTr8yHSPTr91SFpwOqJbsKVnwnhQnHzTiRV+b1FXfdfRgHbB14ALkkV/0ae0RbRSlhOkgqpb3b7MikPdlmsYhIVI1Q2dPOU7Kkc2r4XRZ4TzpNq3KN5rT53nayVrHZtDs0+zW0XldWyZn5x0e9IK8cni1p2V7O8BVlJPWHjPMDx8fvy2wkpsJi5T0GDx+A56LMTrx8k+9m/t3TrzsApZCxXnyLNkIAzCFPoohFWuC/PzymcOyuOek/KEQOUs9t9LLGDbKWk7pdSZS8//ql/WW05EUgg4fEfyYaS2bAVJl4xjeue3x0r5zjjOMqvksGm1ECLrc5fpn6V+5vgb/C+p4JR3/CS3ckF+ebe3ExWVYt3qhRh/w+FlIlRXzBYs1zT0bxN8DOuMW4dg+q2DA39OMqd7u/Rv6fdQS5tWxw+vOx5n9crczeh2H5E8DMIilJpJujjs95bM7yr7Ucwmsqt3s82y7Ro5rw+UUL1yQSzXqvFDZrAioxILuoVHWK28b159eMzd/3ysWJ+sUFEXT0L7RulLKrhxqlxlh7gyY+ZqPtbaituWMW7noXmdqoHzWcOalaXPLPz8Tyd6ntzxxEW98VebTb+7NqvlPNyBsVfkGIRFaGjXxvjDEH8tOkO6et/G45zeLfDUxdGt7ZNM5hgm1W0rNw/vjD+d4m2v0EwsxHdsV7ZdRGHvmNC7dT1UL6vce7TMbhLDWb1b4DqHllPV18Ou+/X3gztgaNd4byOWjfvP7o4Pfndc2usyAvhALckaRxrN61RFP4+tdKcc0QTVQ+gKdpP8wKnvmY4Og7AI5ecJ/GFIx0Cf8bMezfDXs7rZ/u2qQW3RrKySvPiY1oEWW/QbCIVdt51yRBOc2Kkhbjw52PlLVr0wHz/vWbFZvjA/D1cNaoffelwCIDHA1ivZvXeF+XkYVLZ5dsIlx7SW3p3QtHZVnNa9KR67MPwxR0FPUaX8PNwwVN59Erbrh3Z0vF7JryZ32Ufl7pFHOP7N7V4+p09LHNnc/2K4V5/QLvSlEdzHKqY7oVNDm1fNckzb+hjSpRH+72f24ypJPgZhMTagXf20p7bfD+6AXzjsr5ZcKN498shIF1uUWeXbFe7VKxfguV/1Q4u68rolhRB48BcVC/uCDGMu7LSqXy0tkKvwHY6vZ3/Gks9PraqV0rYUumvkkRgoeeBxfp7AIxf0yrp1KhsCQGHZWClVY1Sa1IrPQpWfXB9s+55sXHxMke3+s2H687DOsVgaIbUcev5X/UJfUiKbu7x21UrSgqYqlfLx9CV9bXcZoHAwCIuJFWNOrfD7dYM74KVfp28XoXq8pNMT5BkZApFM4jauO5vKvnOTWlj2lxFpr4d1bF4+99TupRVnB5/jk1LvQ9Uu6Ff6wJEX027dsNUIudLPVpBu6ThdyuZ1qvoahD/nzlPKf050bSeOp2aVAjSuFf0WObP/72T86tg2sez7i1nxHkvxzOHkyMuaVFFbcu9w5OcJvD5rTdafkVwwq1xH6MRO3sfg+ZEInGQXSk4V2tm9W2DkUc1CW4co0UI1sGPmLhpZ9YIphbnfwLxaodwiOpsAyG5SSZsG1bFl94G0138/uAP+NWFxNkmLjOwtt569pHTfwu/uOFlZGso+lDTEICxEQZ74GtlsOvr5H09AfY+LfYYpdVB3Ykuk+tULK7w+/oZBGPLAF54+M7mcz2YciQyT/nQiGtf2d34zXeOGNSs7/j2K1oAwF4KsWpif1fnyo3RiQ2gf7zENrNmc2F0bPy3J7117LBrHqLs3WWJ2pJd9bBM/ZNOKrvr+DpvhhycFuyNj6PFf9irvhkkoyBMoanB4OQe7zBtVdVHUoDqeu7Rv2usndW6Ex395eEXy9o1qYMqfT8y4JlWUhZDbd7WqX618GxvPn5mhmDmrV/PyQEjmgpVhnLMhXRrhzasH+Po32ZwvL/wc3p+HydnOyI3rrMq49auHTMb9XLNKJWVBWKbL9cRFvfF7P7PYc+vSk2RsCctC2IHDsCObun6X6jL/xM7p3XZCCAw7suJU+xZ1q9kOpr/iuDauXVk6yHQvCCHQv009jBre2eeq+tFrWrsqere235lA9b3m5NYRXXDF8W3w148XZHzfx384HvPW7ogoVcH95efdULUwD1UrxbN4/vOw0vt5wJiJgT4nm2K0X5t6mL58S8Dvzbxw8ikO+yqmfY5hzTyndW/q/iaSLp65nIz2sx7N8KdhnVC5IB8Lfop/5Xhmr+Z465sfbf+WKIedux1FhU2WwwporhrYFk9MWhbOh0fM7hTZjUv69cC2nj6vc5Na6Nzk8MLIlw4owqkKKpwR3ZrgD0M64n9fr8r4vgv6289+BoBnLumD2au3yU5aRqmtgFefIGfT8GyyQruG1QMHYYCcAEr1w0mtKgW4ZECR6/u8HqrTQxiFi92Rit00rJOS9X9Uevj8nqF0Y7nJdlmIB851XrMo621wJD9F3zyii9wPhPpJIAL216xNg+qO+0N6cefpR6BvUfBtafx67MLeaGgz1tOPwV0a44aTgy8krJKMWz/QEi8p4Z9TMKU6yHJzUudGuNHDvRDzw8h5DMIUu+aE9hnX//FTEDSWvEVGFFQVdKZ0JYR5/kYNj2a8lV+f/fEEXH5cG9u/mbgxc5wUuAw+P7Z9fc+fFeW+o/1Sgu661UonEaW2OvrZXimMMsTPjg6pZy85uAx7PTOSh1dKNoeCJWiGTf33dp9Xu1r8lq/wKoqgKMhMt75FdTFjxda01/0+kSf2wOzdOvqWGBXcKpVM9bBWT/CaRPXZpDIRLP3rvKMyLqLqdY05FVtHvfabY/DAuEV4qGz5jOqVC8rTO2nRRgDAS7/uj2PaHg4i3WZHJgQpV7KJQ93KnEcv6OXY3c7gLH54RTQR96bxuEouroKcwxcv74/tew+mf77P+uTI5rUx6U8nomU9dWuhedWwbDmUqNdtSz6lzcu+u5GiWXTZdnt9c/tQnPHoVKzaskdyitRRve9mWJIPy88xxvVsOAWFr155NLo2q5X2+pk9m+Otb39kHaMIg7AQSRn7ENecHoJPrx+IQslrW8kqV6pUykeVSs7j2PwU3q3qy9t6SRa7jX4Hd2mEZy/tg0Edw1nA1otfDShCUf1qOKlzI1z38reu75ddkXhp5RA2X1yveiFqVc1cvH78h+NRLaYzIO3I7j6MvM7PMv3v/PZYNKhR6Pj3IKclq8VzHc6c0wND4tX6NQpRs0p6b0mtEMd+5lL9lS19SgCqIMqnlki6Ci2go4YTFHRqHfjrWd3w5ze/T3t91PDOuNRmlpUQAid1jm7/0YTkWzsvT0S6B6qTIFf5xqEdcazNWLXkGZtx5nSPJ4KBf/7iKLTzsdeg6hzjt3Wza9Na5TtEVPgcxXlf9Xn0gq1r7jgwn2xFlXk0imG057Tx+28GtcvYyhcmTyuSaypxbCd0aoRercyb/l9SdnwnH9EY3Vqo2eUiG6bsgmDGURCDsJgz/UlC5+OrUbkAw4/0trBjXPz6+DYY5nExStU0vjUq0OlBw1dayy6Q383Vbz+tKxrVrJzVJuCBygunFr2AN1rUZZjfljyvyZN1GGG3EN40TO8lWlKxOzILcShTdSrYvdDxeH6465TovkzS+bn11OzX1wqDXcGv4a2Qkc4PGoDzWLCSstf95t0TOzfC9FuHBEpTHMqLMJIQ5DPdW/gcxoyFeC5l3/ojj2qGa05oL/lT1WJLWMx5zSD3n9093IRoKrn+iEPBnWty5ZTbBpMxPPggrRSp/zYRhPltCYsbt+Q7/f2YdqXLWcRlok2irHNuKbMPiXR/SNAdW8IiwhudKHx+Ftskf1JbxEqy7I5URnIhfPlxbTCiW1M0y6JbNQzlQVjqmpIe/70mV9E4DMIkMz/WYlaleHrpiv7oo2A7IpPYxSlurWcui+iHItCyEJLKMCFE1gFYkPQ7dTsmXs/26MKou1hbuGMQFqJQ+9q53Y9vFQtfjQ/EIHZXIdtbe0B7NVsW6ZwnZIhyqQYpG2/H6FFZ5rlzaglzT4O0JIROo6R6xiBMgQd/0QMFefoMxzPlxo9T4RtExRW+1aUjFwRqsTDjdnP0we+Ow6fz1qtOhnchzY6MmlNLnpX0jriwO+XXDe6Af3++BAcPaXbiQ8IgLEROmfvnPVt4/oyCPIHOTWri2pMqzghJvbl1vZ0PHioBAOSr6NPQlKzulDjQZXakW7CrW0Uuw5HNa+PI5vqsD+aXgF7lqlNLWNyO4YahHTFp0UZ8t3qb6qTEgj7NMTlKCIGP/zAQp3VvpjopoWhRt3Rm0eXHtQnpG6Ivgnq2qoNW9cKbMWVKi55J7K5JHFsps9omJ0YRZhhJcTon8TlqrwKOCVN8ne127UilepeCMLAlTLIYlVdaqFe9ECvGnKFuHmoAACAASURBVKo6GVK9fc2xkX1XcpF0fIcGmLx4U2TfTaSK67ISEttTo6z2g8QYh1vCKn6I20eG2bLupz688/Qj8PyXK0JLS1wxCCNfzHsOMcczl/TFngPFqpNRgYEPrjnHmNYHQ56QG9eqAgBp+3Umjk6Hq5XtLdWuYXW5CYkBBmGaSt3rr0ZlXspcV1iQh8KCwrTXv7p5MHbHLDgjouwc064+XrnyaPRNWY7FynIHA51cbdhq+QCDsKxk82QoO2P0alUHY87shiFdG+OjH36SvodhkHFHL//6aNSswlsrLprUruLr/c9e2get65v3xBkmu0YWnWZAJ6geFySLbfnlUAhXyi+9TlFOeAl6lo9uW9/xM3UOwt68egDO+veXjn83cQIXa0rJkjN/mJlBCIHz+rUCAFx0dOvwvigLie084iBInfLYhb3Kt2ZJdtupXXBUyzoBUiVPGPfYSZ0by/9QB6ZU+nYeuaAnXpy2Ekc0q6U6KZTB/Wf3wNOTl6Ffm4otS1HMjpSZfd23LYq/3q3rqk5C5BiESWZinSJrTMiJnRpiRLemUj4rKC+H5JTWK45vKzk1FMTvTmqPHXsPhvLZQbJzi7rVcPOILtLSorsbhnbEuu37VCcjTZPaVXDbafHa2D4b5fdqStl2zxndMPqDeWgZ4oxtJ07l7G2ndsWtb3+Pnq3q4OXpq6NNVMwwCCNfkgOyQR0bYuXm3Z7/7XO/6hdGkgI7s1dzjJurz6KTOj/phuHGkzuF/h25fM7P6d0C789ei16tgrVSXDe4g6QURUO35+nyMWEprx/Trj4+/P3x0Scog96t6+LjPwwEAAZhqhNAFXVvoc/ihy9cFs+gyolTK+UD5x4VbUJipBbH7pGLgR0bxmYZGRU9DbrMDj2pcyNMXrwJRRzPqRWWwDHyw12noFJ+PDJ8cmFn4rgdnQ+pwrjDAC008+4+BXkhVzAyW5Aa1CjEpl0HpH2eTBrfTlrK5q5q06C0Oy7OQUqQ/HLpgCKccVRz1K2ePkM643fGo8rJWQzCYoTLTMiXXDmaUtjICiCrFcbzfmtRtxoWrt+J1IlQn14/CFt2RxuEGXLLeKZLq082zjiqOVrVqxa4W1UmmcG7EMJ3ABYGEx/awxTPUpiUYzbKjsF1WCjsyusXr+iHWSu2pgWJ9aoXol4MKpmwjLt+IDbu2q86GcYSQqB363rub0y8H+GVgywmKIFBGPmic+ER9uDqW0Z0xvEdGob6HbmgUc0qGB6TWbReCJ931ofXHY+pS9K3l+rQuCY6NK4pL2FZYCtGNOJ4lsO49Lyd3DEIC5XOIYs9tvQ4u3Jgu8i/k9dDP12b1UJXrh0WKl0q/zhk3zikIZfpt6QzRSI5Y5o8TkQbmlQqfsX91jLttMf8dJNh4p6/44BBWBZ4X5FKLNii53bOTQvWyPxrOqKb3K3u7KQ+wI+7fmDo36kbBmGS6dIM7sb0it6U44v7YbgGL4bkF1OOg3LHQ+f1xLy7T0GHxjUAAK3rR7+iPnFMGDlgpaIHdhWb76ubBxvz0BCU7cbcIYli78i074zwOhfk56EgPw/n9mmJLk1roXuLeOyHCwDVCvOx58Ah1cmIBFvCyBdWBvHC2Wzma1K7ChrXqqI6GbHCckgeIYTUACxoifTi5f0w7oZBUtKiA7aEUc6I8imaiMKj8tnjzasHYNnGXeoSoDG7y3bX6Uegf9vD67fl2jI/DMIikssbAKvEhqLcddXAtmgVwTgXIfQJ8KOYYPDYhb3w2YINEj4pXRzK0d6t66J36/isuq+7SwYUqU6CUgzCJDNxmxxST5dKPk5uHtFFdRJy0ohuTTFC8WK7cc8tfDikBI4JI1cmxpKmHJPuA/PjHlyyssxdF/ZvDSDkskLv7EsSMAgjX+LQHUBEFLa7Tj8CC0YPQ17qTvLkGScOuWN3pGSm3HRmHIWZGAgThS8vT6BKXr7qZBilaiWez1RsCcuC5j1AOcUpKOY1JKn41BKJuHdfk7PmdaqiZT0uCJuKQRjlDLYgEZmBD1H6Gdq1seokxBKDsBBp3TOpdeLtseCm0Ghzb2mTUNKUgVVHqBiEkT8sw5UwtWAz9bh0xetBFC0GYSFiywtRZqzzKRdxbBslMAgjW06LzuocV/IpP3r6P4h4vGl4b8WKLrPUTR+nqvs6hlFgEEZE5IJ1CVEwzEP2GIQRaYAFGBHpzPRWv2wxCKOcYeI4DAZnYeMJjhNNehk9Sy2TmJ9zD4Mw8sWUPn5Tnsp0vxy6jN1xo8tRuN0vutxPuudf3dPvVaOalVUnIfYYhJHRKkwwyJGCj6JnSjBJJJMpD+1hYhCWhVy4sVinxAuvR3yZVBrwPqOgTBz2ESYGYZIlF2LJhbPOcRsLZsoWWx+J0jFQoQQGYUQaY5BDfvCBKl5yKf/q3BARJgZh5IqZh3IXoxYd8aqpkxxYsupwxyCMjJb85G9KFwCD4ui5jQNlCxMRZYNBGOWM5nWqlf+scyDDCp+ypfN9D5jfwpVL3ZNUikGYZE6tLaw41dO9ArKj8zG1bVBddRKIiJRiECZRjcoFxgRbpnTdJRMOP+sg+Wp0aFRDWTpkalK7iuokSJELS9bEhdczzSsSP7wm9hiESdSlaU3VSQgdM5J6jTUKXhif6MXEhy+KFu8hf3I6CJtz58mhfr7OT8hs0SPyjncZ+WFK+UrB5XQQVqtKJdVJIEVMKQP1DfNLmXIdiLKh8XO6I04u8Ceng7AwmFipJBcUJhYapFDMM4xpLRa5kn0Nu2zakllfvHBZP3kfFiMMwihnsGCmbOVK8EIUV4M6NlSdhFAUqE4AxZNTwMKmZvV4BYjMZFpPQ4W9lLM8tusGd8CKTbvlJCiGGIRRmsa1KqtOgjwO0aQp3Uw6T/4wiSn3U9zxNOeeG4Z2VJ2EULE7kkgDlkMtH/cQLFP6TIofOQs3YgbdO5TbGIRRzqiwWCsL8Vhg6EJEuYxBWIhYzxMRUS5hq7A/DMIiwpYXInPpMmGFYwjjhVeDGISFSNfnAZFSpST/xjI8Zng9YoFP/5QN0++aimtMsrCywyCMbJleOFA86FIss/7QC2erxo/T5KJcxyCMSDM6BQR8+iXyjrkl9zAIk4zRPoXB1LvK1OOicLB4JdMwCKOcxCdO9XQZzE7xwzuHTMEgTCIBYfyTvc6FH3vGKCy6tNC4ZgFNjoP0w6EJ9hiEhYi3nHqOe2CyQCAiIsUYhBEREZEcbE31hUGYbIbcgBW6V9hoFFu8NOEyJDtTTJmef00/PhkYhFGatJ46QwIyXcbtmMTtdtFlNjEnEVAUOEwi9zAII19YGaln0jXQIwRz171FbdVJyClu9w13MCBdMAiTiBk/fjRpaHGVehxVKpVm3ca1qihIDaXq3qIOAKBtw+qKU0IUT+Y8OsrFIIxIQ78f3BEAcESzWopTkj1Tel50Og6d0pqJIYdBxCBMJpPWCTOxVc+UCggA8gw6FjOYkV/MOAqKJZZZthiEhcikSp/iSeeBvJZlTndxQtyvhmnnm0h3DMKIKDQax4hEodFlVnA2zD2ycDAIC1nDmpUBxP8JOSMB9GtTr/RHzQ6kc9OaqpNAGjO5siT1dCtP/dK5pT4qDMIojUnZpm61QtVJkIJlmVo8/xQFk28zk5bWkYlBmGSdGuvf8sJn//hhgwwFkZhFmzPBJPMLaYJBmGRn9W6hOglEFCEdAps8HRLpgYmztim3BQrChBD1hBDjhBCLy/5f1+F9HwshtgkhPgjyfTowo6gDnyQpdEKwUo0bXcovjjUiUwRtCRsFYIJlWR0ATCj73c79AC4K+F3xx3Ih1jgmIXq5UFma1FVs0KFQDHBii7ugQdhIAC+U/fwCgDPs3mRZ1gQAOwN+l3ZY6cdXDsQGREQUc0GDsMaWZa0DgLL/NwqeJL0x7icyhykteez2JdUMyUrSFbi9QQgxHkATmz/dKjsxQogrAVwJAK1atZL98ZQlU/IOKyLKdWydp7CxB9If1yDMsqwhTn8TQqwXQjS1LGudEKIpgA1BEmNZ1pMAngSAPn366Hcp9UuxLdti2pBjS9CtMmIAqQbHtFCUTGstMqUlOUxBuyPfA3BJ2c+XAHg34OdRTDhVPcxSJFPTWlVVJ8ET3vdEFIagQdgYAEOFEIsBDC37HUKIPkKIpxNvEkJMBvA6gMFCiDVCiFMCfi+FjC0A8WXSw+VlxxUBAIZ00Xc4qUnXwxQsvUgXrt2RmViWtRnAYJvXZwK4Iun344N8j67YhUSU2eHuCkYy5AGLVG0xh9vjivky5cBdxjKQwsDWpHjQpQGct0t8sfHBHwZhIdJt8HdGBhyKUdeDYiXuwUvc0ycbczrpgkEYkYZyrE7VRtxng8U8eTnD5KDY6WGX9549BmEhMyGzxb1iyWW8MkT6Yus8MQiLikZ5TQhhRPBoFF4PJXjaKUqmPfAmH06Vgnx1CYkxBmGUkwwr6yhsvF9ihcGxPkZ0K91wp3GtKopTEk8MwqLCUiNWdG7pYzygRuUC++KSXUoR4qnWTvXCQCthGY9BmER25QNbXOKJ06gpl+j80FGBx+Mw5XDJfAzCyBVXz6cwmDb+haLDO4dMwSBMsuTCgXVMvPB6EBFRnDAIIyKShK3GROQHgzCJTC1+Tek20rl+1DjpOcGQLEIRYX6mBAZhkjFz6YEz2uIlrgFyXNNFZjAxeE+e9GTg4UnHIIy80bQyYiEQb7pcn1wJ2jlrmChaDMLIF1OqIhOfQEkNHe4lhlakGgN8ewzCJNKgLPaM2SW+ksfo8Tqpp1OXpQ4BYyZeT7VO18R0ut9zYWMQRrZYiMWbCeWabsdgQpZwy9e65HtW7PGlyz0UFwzCKGew4I6fuJfXptwzhhyGcRiwEIMwIlIiuf7RPdhhZUp+aH67k0TcWTNkJhTOLDDUM+E+ygWmrKlH4cql7Jxt2TXxxkGoWpgvNzExxCAsKiybSRLL4jyjqJgS/BpyGMbJpZjd7zIvbRvWCCkl8cLuSCKN5VAZrlSmylKnilSntJKeGPD7wyCMiIiISAEGYRKZ9JR5TLv6qpMQKp0vFccdUa7iBulkGgZhZKtNg+qqk0BEEdMlxHF7DuGoSdIFg7AQscGCyBmzBxHlOgZhErGlnMJSKZ8hCxGRaRiEhciUoIwteurVr1FZdRJIYxxLFS+8HJTAIIzSMOgiKmVa8OJ3raa4MuWymHE1MmBl4opBGBGRi0xVCauZ6HBmMJmGQZhkpj05J5g224hlORGRfKbWgWFhECZRLlTsfBIlMhcrUKJoMQijnMRgkihdw5rxngDCIDH+eIX8YRAWIr3reWYlCpfe+cNMHRvXVJ0ET1wXa2XxRZpgEEZE5IUBFbvXwLcgjxEyURQYhJHRDKg3SQO8z8gP0yY6UfYYhIWOmY3ISdy7jfwmj+1H5IvhffJmH50cDMIiotMiiYaXCxRDcb/lMk3k4CQPImcxf85SjkEYkYbi3oJERFQBn1VsMQiTSKfWLjIEb7lQeTm9OiyboEESyRS813xhECYRB1tSFNj7RdnS/d4xroRldJzzGISFiGNF4otXRj1eA8qWW69DfsyX2GCvCSUwCCMiIqM0rlVFdRKIPGEQRkREFCEOXaEEBmEhMqXBmU3nFAZ211POYx7IeQzCKA2DLqJSXtorGEwS2WPWcMcgjIiU0Kl81imtdtj9RRRPDMIkSm1B0vUpIDXdQgCt61cHANSsUqAgRfLVq16oOglEkTOplfukzo1UJ0GKqwa2VZ0EqWpVrVT+M1fgcGdGjRojhQVmxrWjRx6J4Uc2QZemtVQnJZBW9aph1ZY9GNylseqkZM2kitQEOl0NCxbqVy/E5t0HVCclK8mVemG+GWVtXsyX0/CrW/PaqpOgFTPu4hgZ2KGh6iSEomphvjaBy4uX93P8W0FZgadDK2Wm4zCBDtfAFMmBe4MalRWmRA7eO/FlakNEWHi2JMvLE2hcq7SQ07XFIjXVuh1F/zb1Hf/271/2xtm9W6CorHs1zo5PCegTT/66V0A9W9UBoH9XxUVHty79QfPrkawgT+Cio1vj1auOUZ2UwH4zqJ2WDzL/uUy/NKe6oH8r1UnQBoMwstWibjXVSZBOCIFOTWri7+f0iP2K2nZuGtZJdRKkuOaE9qqTIMUlA4pUJ0EqIUrzyOgzjkTv1nVVJycjywJ+7TKWatTwzmkPMjoY2LFimvsW1cXVJ7RTlBp/dH9AVIFBmESJG1DXJ/yJNw4q/7lKpXwc3baewtSQ6XQrsC87rk3KK4czeuOapSu0/6JvywhT5F3y7Mi4ptGL5HsmNVAc0M65BTxu/NQRr/9mAP48rHN4iZGgZb2qFX7XtQ5UgUFYiIQATuhUOoOnamG+4tS4c1zvSLPKMpnGSTeWpVMJnZTUUcPtK0IBoHa1Slgx5lRccXy8Z7oJCJtg0gwv/fpo1UnwzZTyadz1g1JeKc04uj1oqcAgLGR/+Xk3TB11EmpUjv9EVK0qRw+EKB2jN+yIJqqTIoWul8d5ILhA/RqlS4UUNYj3GL1cqExy4BApZOnjiXlXuWEQJpFdJVlYkIfmdaqm/yHGEi1iulb6qZrULu0qMqU4EACqVy5tWa1eGP/g/sPfH+f4t75F9fDcr/rijyfrN97NlPxBJFty3kisLVmlUvx7g1SIfwlOkXGqU3R9mtEz1c6Sx/Wc368V9h44hEuPLVKXII8alY2XSki9z07spPeim7pvW/S/K/rjwqe/Vp0MTxj46iFxnYQA/nRKJzStXQWndWuqNlExxSBMovKB+WqTEZjeVYoz3a9LghBApfw8XDVIjxlTTjSPXYzRpyjeMyHt8N7RgwBQrbAAVw7Uu6wKE7sjQ6R7OWFS0GICtgLECy8HUUXlQ1mYOzxjEEblnCp5XYMY08a2Jeje/WXc9VCdAA+8nHPd7ytdDTZkD0w7vKXcMQgLgfaVjKEZx9DD0havR/RYKcZDchXRp8i89Ri1rwMjxCBMgofP7wnApoDTrsBjzokzc66OGUfCioaCMjUoTmQNXSd1RYlBmAR1qxWqToJU5dlG80rG1OxvynHpVAFlqkx0Oo5MDDkMrZgWyKfdQ7ypXDEIC4WeOcu0AsE0vD7xxOtCfpkemzBPeMcgLES6NsWWD9DVM/nlTGmhSKP5cbGAjidj8wtFLjE7kreUOwZhEhg7Hdeww9K9kjHtPtP1ISWVDveVKXeOKcdhqtS8wBm37hiESZSoVHR90ndeMV8vpgUrqXQPXsy+OvGm951D2mAm94xBWIh0fQjQNNlpdA9WUuka3DvRNX8kmBbsm5ZfSJ3DsyPJDYMwKpdayZtWyZhC9+DFNAxeyK9cKVlZVrljEBYC3TOY7v36acGkaU1ImtPpcmiU1KzpdD1Mo1nR6urwkBzeVF4xCAuRYflLP6nBpJpUkAOtKiCbtBpXz+h0PSiWEr0n5d2RvKdcMQijcqndj8ZVMoZguRYvOlQ0bJmgMDnlAXbVu2MQFgLdC7zUjKNDJeOF3ldF//sqwZSxhjpejkx52ZBsTjGgY95QhUFYiHQfS6W7xNnX7Tq4MeVw+JRMfpnyIGIqUx/gw8QgjNIkMo6uxZ2pA/MNOQxjjsMUvB4kG28p7xiESZC+tINZdH2YSZvlqSYZ0hnTgqT5YZjSrZqgQ6uFaa3apkitAzs3qQkAaFq7qoLU6KVAdQJMonulzyfieOPliSfdAwOdgklTWrWNLWzLssJvBrXD0W3ro3frumrTowG2hJFxdKpUsqF5na/V1TGm0vdApxZW3QPfBJ3OuR/5eYIBmEcMwkKga7mdvkSFpgdSpnzhQMXpIHs6VT92db5O2UOjpOYEXg9KYBAWIl0f1lKfMnU9jlS6Pz3rVOlnontwn0rvu0qv+0qjpHqSKJIeuaAnhh/ZRG1iSAmOCZMgtWAwrZLRTeWCfADAn07ppDgl4dC90k/QPSjWiZczrdPl0CiptlKriNO6N8Np3ZupSYxEul8XFRiEhUi3/n5TZnnm5wmsGHOq6mRIZ/pYtzgy9YzXqVYJ2/YcVJ2MnKdXDUFhYBBGadILBhYVsaJTk4WNFnVLp613aVpTcUq8y3TGdbwcX98yuPyhS6tAU6vEErljEBaCogbVMWfNduRpNuKuWmFpN17zumat7WJK73D96oUV/q+r3q3r4f1rj8MRzWqpTkrOSnTZJ9MpltQx8E1mWqu2KWWsCgzCJCjIKy0REgXbc5f2xTertqFmlUoqk+Vb24Y18NiFvXBchwYAzMtYuhfcF/RvjeqVCzDyqOaqk+Lbm1cfg9pVDweP3VrUVpgaOXTKH5mSmsgWVQtZHURN9zIplWnHEwXmOgmOaVsf153UHpcMKAIA1K9RGUO7NlabqCyN6NY07TVmrHjIzxM4s1cL1cnISu/W9VQnIZBMkwj0yh/pia1euQC3jOiMIV3iX2aZ1oLk5O/n9EBR/Wqqk0ERYBAmQV6ewA0nmzkTj4jMd+XAdqqT4IvTpKezerXAyUfEP5h0c3ZvvR62ciU4DgODMHLEbEXkrKhBaUvFNSe0V5yS3HV+v5b4ZuW28t//cW4PhanxTqeubD90WxEgDhiEkSvds9XAjg3x4lcr0aNFHdVJIc3YVZbN65ROXKlZpZKRS6HEWer1uO/M7moSIgnXyiMGYWS8oV0bY8HoYahSKX1GmA44i1C9RFW5+N7h2j+UmED32MXQhjDKAoMwctSqXjXMXr0N1Svrf5voGoBN+tOJqFdD7yUpTFIpX7N1Z4giYGr3ahT0r10pNGPO7IafdW+Kjo31WVTTNK04Q0opYwYcm3IYPI5Y072FUgU+1pGj6pULcPIR3FSWyJTKxZjjUJ0ASUy5HpQ9BmFEREQRMqaFlQJjEEZE5MDUbiNdmRa8mLKkg1lXJVoMwoiIXJhSWZpC+248Q6MW3S+LCgzCiIiIFNA+mKTAGIQRERnO0IYXbZl2PQrySqPJDpxJ71vOL1Hx4XXHo0olxqJElM60ypINL/FiyvWoUikfL13RH125sLRvOR+E8aYhIjfsNiKZLANnfAxo30B1ErTEJiAiItKCabELg3tiEEZE5MSwSt8cekcvpgWTlD0GYURERApw6RNiEEZERFowpQHJlOOg4BiEEREZzrSB4KaMpTLlOCh7DMKIiBwYt00Oa32iWGEQRkTkgrFLPJjSoGfKcVBwDMKIiBxw4HQ88aqQKRiEERE5MK07kuLhgv6tUKNyAYZ3a6o6KaRYzq+YT0Tkhi1icWFGUNy+UQ38cNcpqpNBMRCoJUwIUU8IMU4Isbjs/3Vt3nOUEGKaEGKuEGKOEOIXQb6TiIj8OalzYwBA7aqVFKdEDk4wIFME7Y4cBWCCZVkdAEwo+z3VHgAXW5Z1BIBhAP4phKgT8HuJiMijW0Z0xte3DEa96oWqk0JESYIGYSMBvFD28wsAzkh9g2VZiyzLWlz281oAGwA0DPi9REShM2UWW0F+HhrXqqI6GYGZcj2IEoKOCWtsWdY6ALAsa50QolGmNwsh+gEoBLA04PcSUYxNuHEQFq/fqToZ0rD3K154OcgUrkGYEGI8gCY2f7rVzxcJIZoCeBHAJZZllTi850oAVwJAq1at/Hw8Zen+s7ujZhXOzyC52jWsgXYNa6hOBhmGDWFkGtfa17KsIU5/+//27jVGrrKO4/j3b2trUJByTQMVWoLWxhdSN4oXmlgM0EZAVAjGhCIgwWAiMRpRDOGFJqDRF0ZjUyORyh2V0MQQIYboGy4WLBQCpaUWLdRWLgqJKKB/X5xnyelmZ3dqZ+fZmfl+ksmcffacmef88pyZ/57bRsTuiFhY9oItpDnUONl8BwG/Br6ZmfdN8V7rgHUAY2Njbm99cPbYotpd6ImLVyzh5X+9VrsbGjJ+CM1O7pnUsNjfXSAbgDXA1eX5jokzRMQ84HZgfWbetp/vN2vMn/smVi6d8uir+ugbq99duwsaYn7nS5oJ+1uEXQ3cGhEXAn8GzgaIiDHgksy8CDgHWAEcGhHnl+XOz8xN+/neVW351qraXZCkkTJs/4hc2q8iLDOfB06epH0jcFGZvh64fn/eR5Jq8Et/dvJwpIaF/7ZIkqbhzUElzQSLMEnSQJg7p/nK8t9IaVh4bwJJ0kD49lnvYdGCAzjp+MNqd0XqCYswSerAM8JmlyMOfAtXnr6sdjcEXPrR43jl1Ulv+al9YBEmSdPw4Je0t6+eurR2F4aC54RJkiRVYBEmSR14hwpJM8kiTJKm4R0qJM0EizBJkqQKPDFfmkVu/PwHeObFV2p3Q5LUBxZh0izyoeO8/9Fscu35Y6y/9+na3ZA0pCzCJKmDlUuPZOXSI2t3Q9KQ8pwwSZKkCizCJEmSKrAIkyRJqsAiTJIkqQKLMEmSpAoswiRJkiqwCJMkSarAIkySJKkCizBJkqQKLMIkSZIqsAiTJEmqwCJMkiSpAoswSZKkCizCJEmSKrAIkyRJqsAiTJIkqQKLMEmSpAoswiRJkiqwCJMkSarAIkySJKkCizBJkqQKLMIkSZIqsAiTJEmqIDKzdh8mFRF/A57uw1sdBjzXh/cZdObUPbPqnll1x5y6Z1bdMafudZvVMZl5+L688KwtwvolIjZm5ljtfsx25tQ9s+qeWXXHnLpnVt0xp+7NZFYejpQkSarAIkySJKkCizBYV7sDA8KcumdW3TOr7phT98yqO+bUvRnLauTPCZMkSarBPWGSJEkVjGwRFhGnRcSWiNgWEZfX7k8NEbEoIu6JiMcj4rGI+FJpvyoinomITeWxurXM10tmWyLi1Fb7UOcZETsiYnPJY2NpOyQi7o6IreV5QWmPiPhByeKRiFjeep01Zf6tEbGm1vrMlIh4V2vcbIqIlyLiMsdUIyKujYg9EfFoq61n4ygi3lfG6baybPR3DXujQ07fjYgnSha3R8TBpf3YiHilNbbWtpaZNI9OmQ+iDln1bHuLiMURcX/J6paImNe/ODe8BQAABJVJREFUteudDjnd0spoR0RsKu39G1OZOXIPYA7wFLAEmAc8DCyr3a8KOSwElpfpA4EngWXAVcBXJpl/WclqPrC4ZDhnFPIEdgCHTWj7DnB5mb4cuKZMrwbuBAI4Ebi/tB8CbC/PC8r0gtrrNoOZzQH+ChzjmHpjfVcAy4FHZ2IcAQ8AHyzL3Amsqr3OPczpFGBumb6mldOx7fkmvM6keXTKfBAfHbLq2fYG3AqcW6bXAl+ovc69ymnC778HXNnvMTWqe8LeD2zLzO2Z+SpwM3Bm5T71XWbuysyHyvTLwOPAUVMsciZwc2b+OzP/BGyjyXJU8zwTuK5MXwd8otW+Phv3AQdHxELgVODuzHwhM18E7gZO63en++hk4KnMnOqmyyM1pjLz98ALE5p7Mo7K7w7KzHuz+SZY33qtgTJZTpl5V2a+Xn68Dzh6qteYJo9OmQ+cDmOqk33a3spenpXAL8ryA5vVVDmV9TwHuGmq15iJMTWqRdhRwF9aP+9k6uJj6EXEscAJwP2l6Ytlt/+1rd2qnXIbhTwTuCsiHoyIi0vbkZm5C5qCFjiitI9yTm3nsveHmmNqcr0aR0eV6Yntw+gCmr0Q4xZHxB8j4ncRcVJpmyqPTpkPk15sb4cCf28Vv8M6pk4Cdmfm1lZbX8bUqBZhk50nMbKXiUbE24BfApdl5kvAj4HjgPcCu2h200Ln3EYhzw9n5nJgFXBpRKyYYt5RzgmAct7IGcBtpckxte/2NZuRyCwirgBeB24oTbuAd2TmCcCXgRsj4iBGJI8OerW9jUqGn2HvPxj7NqZGtQjbCSxq/Xw08GylvlQVEW+mKcBuyMxfAWTm7sz8T2b+F/gJza5q6Jzb0OeZmc+W5z3A7TSZ7C67p8d3U+8ps49sTi2rgIcyczc4pqbRq3G0k70P0Q1dZuUihI8Dny2HgyiH1p4v0w/SnNv0TqbOo1PmQ6GH29tzNIfB505oHxpl3T4J3DLe1s8xNapF2B+A48tVH/NoDptsqNynvivHwX8KPJ6Z32+1L2zNdhYwfjXJBuDciJgfEYuB42lOUhzqPCPirRFx4Pg0zQnCj9Ks4/iVaWuAO8r0BuC8aJwI/KPsnv4NcEpELCiHB04pbcNor78sHVNT6sk4Kr97OSJOLNv2ea3XGngRcRrwNeCMzPxnq/3wiJhTppfQjKHt0+TRKfOh0KvtrRS69wCfLssPXVbAx4AnMvONw4x9HVP/75UGg/6gufLoSZoK94ra/amUwUdodqU+Amwqj9XAz4HNpX0DsLC1zBUlsy20rrwa5jxprhh6uDweG18/mvMlfgtsLc+HlPYAflSy2AyMtV7rApqTYbcBn6u9bjOU1wHA88DbW22OqWadbqI51PEazV/VF/ZyHAFjNF+4TwE/pNyQe9AeHXLaRnPe0vhn1doy76fKdvkw8BBw+nR5dMp8EB8dsurZ9lY+/x4o+d8GzK+9zr3KqbT/DLhkwrx9G1PeMV+SJKmCUT0cKUmSVJVFmCRJUgUWYZIkSRVYhEmSJFVgESZJklSBRZgkSVIFFmGSJEkVWIRJkiRV8D9AAtNc4aDDKwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(traces[1,:]) # whole aes\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(traces[1,0:4000]) # 2first rounds\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def autocorr(x, twosided=False, tapered=True):\n",
" nx = len(x)\n",
" xdm = x - x.mean()\n",
" ac = np.correlate(xdm, xdm, mode='full')\n",
" ac /= ac[nx - 1]\n",
" lags = np.arange(-nx + 1, nx)\n",
" return ac[nx-1:] "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(autocorr(traces[1,0:17000]))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"import itertools as it\n",
"\n",
"np.seterr(all='ignore')\n",
"\n",
"# only reasonable idea I have to produce 'similar' plot is to calculate cross-correlation pairwise \n",
"# between columns of captured traces.\n",
"numpoint = 4000\n",
"results = np.zeros((numpoint, numpoint))\n",
"for i, j in it.combinations(range(numpoint), 2):\n",
" pearson_array = pearsonr(traces[:,i], traces[:,j])\n",
" results[i][j] = np.abs(pearson_array[0])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 0. 0.45656585 0.33310689 ..., 0.15462466 0.24811375\n",
" 0.00481033]\n",
" [ 0. 0. 0.37953282 ..., 0.11362007 0.11419228\n",
" 0.2198105 ]\n",
" [ 0. 0. 0. ..., 0.14802683 0.10064483\n",
" 0.01933982]\n",
" ..., \n",
" [ 0. 0. 0. ..., 0. 0.30008124\n",
" 0.23843423]\n",
" [ 0. 0. 0. ..., 0. 0. 0.20933833]\n",
" [ 0. 0. 0. ..., 0. 0. 0. ]]\n"
]
}
],
"source": [
"print(results)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(results, cmap='gray')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment