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@sherdim
Last active February 5, 2019 18:36
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Current Source Density with mne-python
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Current Source Density with mne-python"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This demo shows how to transform EEG data to reference-free CSD and compare it to average referenced data.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from __future__ import print_function, division, unicode_literals\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import numpy as np\n",
"import mne"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's load ERP data and correct baseline at once."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<Evoked | 'Left Auditory' (mean, N=55), [-0.1998, 0.49949] sec, 376 ch, ~4.5 MB>,\n",
" <Evoked | 'Right Auditory' (mean, N=61), [-0.1998, 0.49949] sec, 376 ch, ~4.5 MB>,\n",
" <Evoked | 'Left visual' (mean, N=67), [-0.1998, 0.49949] sec, 376 ch, ~4.5 MB>,\n",
" <Evoked | 'Right visual' (mean, N=58), [-0.1998, 0.49949] sec, 376 ch, ~4.5 MB>]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_path = mne.datasets.sample.data_path()\n",
"fname = os.path.join(data_path, 'MEG', 'sample', 'sample_audvis-ave.fif')\n",
"evoked = mne.read_evokeds(fname, baseline=(None,0), verbose=False)\n",
"evoked"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we select EEG channels only and show sensor positions to get idea about their neighbour relations. "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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klcCVku6UtFrBogUNTCjFoMNImkXSscAovDLFymZ2QESTdg1JkyWNyCxXpPYhkt4uW7dwWjdI0lBJYyS9IukhSdtWOP5ekoanZc9M+yqSnpE0StIZkqZJ7YenY46QdIekuXriOnQUM/vWzP4FLAXcBNwg6VZJKxUsWtCImFkssVS1AP2B3wMfAhcDixctUzMtwPgK7UOA7XPaFwBeBdbPtK0OHJez7QDcou8PzIS7uudO60biLm8AA94CRgBjgatT+zBgfGovLQundYPwBO1jgFeAh4BtK5zLXqnv4cCemfZVgGfwF60zgGlS+07AS6m/54A1q7iOfYGDgLeBG4Fli/5uY2mcJSzFoF3k7Ig/yJYDfmxme5rZmIJF6+0cCFxsZveWGszscTM7JmfbdfEcsl+a2XjgTmAjSYsCE8zspbTd13j1kYFmtrCZ7ZTaPwWeTe2lZWwqGXUrcKqZLW5mSwC/xYsQt0LSgLRuFXy+6pFpsj54kvDdzGwpfF7iNql9DH6/DQSOAI5v76KY2ddmdhZeUeVh4N5kAc/W3r5BEEoxaBNJywL3AUcBu5rZTmY2qmCxGo70YrGmpBMkHZMy+5TTL899mjg9x336A+CxKkWYH0/AXeJDYN6cdkvt5SwO5KVdq4VivhovOYWZPWUtE/aXqCBDLuYBOacBywDTA8Ml/bLkHg6CPKYrWoCgPpE0K3AssEv6e76ZTSpSpiKQNBl36ZUYZma7ShqCZ+nJJq/eKFlPg4CT8AAQA94BvsTnbJY4VtJg/MX0iNT2TbKIkLQKcIGkUXjig1+Z2XVpXX/g7nTsaVPbCsA1+MP/v2a2a87pTE6yzUzr3362vmFfYF1JI0rnCzwKzABsJWnd7PniivmUnL7yqFYxl9pJ5zYrPs1nHK5YO4SZfQzsL+kC4ExgH0kHmdmTHT1W0PzEG1PQCknTSCqN+8wILGNmZ/dGhZiYUOYyzCqbQ6t0J15Ha4UI/ts7FziaFndinwruxL7AagCSVgdGp+1fwYv5YmbPJYU6GJgl5zwmAb/ClctjuOU/AHgPmDOz3UTghtI5Af/BsxLdn3e+gMgo5mTFjimzcrOUFxju0047ZvaZmS0IHIYr/k5hZv8D1sQV482S/pW53kEAhFIMMkhaFXgc2BvY0sz2NbOPChar0ZjKnYhHReYxAzAq406cRL478TXSGF1yTc6PW2+XA7+QtHnmmFMpxJT1ZQ9au0X70qJAZ5E0MLVPh9exRNI++L2wKVCpsPPzVK+YyxXwXKmtUns5d+GWaacx5zLciv8UeEnSoZLCaxYAoRQD3D2VXEv/Bs7BAxueLlismiNpLkkHSfpTGynDumOcr5JCAX8wl5gOOBV4AFgy09fXwI+zfeEK9VO8GPM+qf0FPEfohWV9/BBXAuVMA/wSr1hytaTRuEv28rT+aGAh4L94zcPTc45xClUo5sT9wBaS+kmaCVe296eAraxi3okWxbxlchcDbAc8W+HYHcLMxpnZ4Xipqi2AZxST/wNiTLHXI2kj/CE6FBhoZp8XLFKPIGlt4DY86UCJGyXtWOYqnlAa58vhUDO7vuy4rdyJuLtvpgr7T8SnGpT4Q/r7IPCHjKv2L8D0ZrZRpp8HAMxsOLB1heOXmLOtdWls7QfpuJNx6wlcGbcaQ82MNULLGOrGwImSTsFfAD7Ep1W0wsxelacBHIa7Xf9uZq+l1SXF3B+3CEuKeWXgDEnf4lMsftnOuXYIMxuefgPb4/MbLwX+aGZfd2c/QeMQSrGXkt7UTwY2Bwab2d0Fi9RjyKu+X0prhQiwLe5mLLe0OkLJnXiXmT0HDJS0Dj5+uBSuDMADby7Eg15KzIVHV1brTqyWJ3BlNX3OugezH8ws13tkZntUOniVirm07QV46bDy9imKuaz9WDzQq2aYmQHXpReNc4GnJf3CzIbVst+gPgn3aS8kWUnP4eNKy/cmhZhYEU8qnUduNpgOUMmd+Ao+peBAfAL7wrg11SF3Ymcwsw/JVyz/w5MwBEy5TtsDJwB3SDpWUt6LRNDERD3FXoSkGfHJzzsD+5nZvwsWqRDk6b8qWQFDzWyLzLadmZKxNHAi8H0y7kQzuzlHlr2BX9PiTrwwta8GnI9noLkLOMTMvkvtZ6djv4nP+zu8yvPeHLeEZwHuAc5OAT5BGZLmxy35eYCfZ4KegiYnlGIvIUWWXoq75w7ozVGlafL2KHxCejl7mNklPSxSUIek8eHBwF/xeaenmtl3xUoV1JpQik2OpD7AMcA+uLXR6XlezYS8mvvtwOyZ5stxpRgPvmAK8vR0F+NzJ/cws9GFChTUlFCKTYykBYFr8Wrlgy1KOrVC0sx4mP+ceBLrJy1+EEEOybtwEB4hfEB51HHQPIRSbFIkrYdnRTkTONHMyjOGBEHQQSStDFwP3AAcZWZtzUENGpBQik1GGgc5Ek/ptbuZ3VOwSEHQVEiaHXe1zwTsGB6Y5iKmZDQRkmbBi6xuA6waCjEIuh8z+wTPgnMPPqdxrYJFCrqRUIpNgqTlgafxMP2fmNlbBYsUBN2OpMl5afckDZH0dk7aPSQNkjQ0JSp/RdJDknLno0raS9LwtOyZaV9F0jOSRkk6A8DM/oxn2blf0vupzy9TYE7QoIT7tAmQtDueM/NXZlapOkEQNDySxpvZVGnz0rzR23LS7i2AFxreu5SkXV5pZDMrq/mYlNl/gJXweaNP4S+YH0gaCWxrZi9Jugq4zsxuTPstgo8zvg0MApY1s4ndd9ZBTxKWYgMjqY+kc/CIuHVDIQbBVNS0CHI63ht4ar+F8MQIefNfgwYhlGKDksYP78ALtK5qZi8WLFIQdBl5Pc+ZKlQsge6pWlKJThVBTvQFZsPnBD+g1sWYgwYilGIDImkh4BHgJdylM65gkYKgS8g5HHgHT503Jg0LlNOhos/0QBHkxCHApWZ2HrADXvFjlzZPOqhLQik2GCmg5lFgCP4QiOwrQTPwG7xqyzzp86LApZK26+Jxa14EWdL30jFLATgPAOsBf5X0uzas3qAOCaXYQEhaHw8DP9LMTonsK0EzkLLFHFFhdaX2aqlpEeTEgcC1aaoGAGn8cQ08+f4/U7myoAGI6NMGQdJu+A98BzN7sL3tg6BRSJZWpSGAj81szsy29Va1pB9eKPqHeZP4UyrBG4AJwM5mNqHdCxIUSijFOie5Xn4H7AtsHiVsgmYj3eOvAgNyVt9vZuv1rETdS0rKfwEwENjSzD5oZ5egQMJ9WsdImg6vnbcjsEYoxKAZScMAx+as+g6v/9nQmNk3eB3Lu4DHJC1ZrERBW0xXtABBPunt8mo8v+LaEWEaNDNmdomkCfgY4uJ4gMxxZnZfsZJ1D0nxHyPpTeAhSZua2bNFyxVMTViKdUhSiNfi388WzaYQ6yVVVwrwyO63uKTPJa1Sy/MP8jGz68xsNTObw8zWbRaFmMXMzgcOBu6U9IOi5QmmJizFOiOjEMGDar4pUp4aMSGFxudxaIVUXbeSk6oLuLFs2wHAb8mk6pI0NI3jXEHrVF3blPaXNAM+zeUTgqCGmNn1aZbGnZI2CYuxvghLsY7oJQqxM9Q8VRdwOh5d+EZNziAIMqQXv4MIi7HuCKVYJzSLQpS0vKSTJZ0radtyF2WirlJ1SdoZmM7MLquyjyDoMqEY65Nwn9YBTaQQB+Oh56UMHvsCt0jarizzTkfdp61SdQHXANMD/y1L81Wi6lRdSekeBGxQ+cyCoDaEK7X+CEuxYJpIIc4GnEmLQiyxNfCzLh6+lqm6FgIWBJ6RNAJYDbhe0ppdlDkIqiIsxvoilGKBNItCTKwNzFhh3aZdPHbNUnWZ2aNmtkgpiTTwJLC9mT3SRZmDoGpCMdYPoRQLIuVCvDJ9bHSFCPBVB9Z1aEwxRY5uDOyT2l4ADgUuLO/IzF7FCy4PA57GU3W9ltKD9QGelfQNHp16efk0ENxSnAdqOw1E0h6SPs2c57A2rl9dU49TbCRtLun5dOwDan0NuoMyxbh00fL0Wswslh5ecBfjGcB9wAxFy9NN59QHeAuwnGXNOpBvfIX2IbhlWN6+AJ56bP1M2+r4hPLybQcAI/G8mDMBw4G507qRwKD0/1X4lBDwDCdnFX1dmvTargU8AcyTPk9b9DXq4PX8BfAaMG/RsvTGJSzFYvg1XlpmWzObWLQw3YG5pbsdmZI6wCS8okcjuiJ7YhpIb6XW1/ZI4Ddm9n46dkOVVzOzS4CLgKHyZOlBDxJKsYeRtCPwK2BTM/usaHm6EzN7Aq+DtzWwG7CImZ1c634lbSPpnuReGyJpqZzN6moaSGIXSaMl3S1pmSr76lEkzSzp95Lul3SzpK1zNqu3a/sD4CBJL0p6Qp7oodE4HvgfcK2k6YsWpjcRUzJ6EElr4xGaG5jZm0XLUwvM7Gvg3z3Vn6T98aTpJQYCW0tazcxGZ9rrZhpI+nsVcImZmaQdcFfjahXkK4QUqPQwsHymeWtJx5hZNlF3vV3bWYAjzOxNecmnGyUtZGYNUxIo3Rf747+lcyTt3UjyNzJhKfYQyRK4Dq+p9nzR8jQD8tRsx+WsmhUvt9UValqx3cwmZh5y1wP1WDlhMK0VYoljJM3dhePW9NoC44GS6/RJ4Btg9i7IWwhmNgnYAVgRyHMtBzUglGIPIGl+4Hbg8Ow4StBlBgBzVFi3ahePXdOK7ZLWllSawrIdHilbb1Saq9mHrl3fml5bvETTAQCSlgUmmtnHXZC3MNI46ubAntnI26B2hPu0xqSB8qHA+RZpxLqb9/FK6nljLuXu6X5pykWJYRlX3emSsu7AUsX2jYETJZ1CpmJ7eUdm9qqk0jSQUsX219Lq3YCrJZUqtl+e2n8MXCrpa+BtYO/qTrlH+bCNddnxvHq7tr8BLpa0L/AprjAbFjN7T9KmwIOS3jGz/xQtUzOjcFPXDnmR4KHA68B+MSbQ/Ui6APhlzqpN4uHRNSStiFuw5R6lZ4CV437uWeRZlm7CXyyeKVqeZiXcp7XlxPT3wHiA1IxD8OoWpeQH7wJ7hELsOunBuwutLcZHgW3ifu550tSmg/DAoUrDBkEXCUuxRkjaHvg7/kbdkOMZjURyU88JvJkCFIJuIgU0LQeMM7NRRcvT20nu5KWBzc2sPAI36CKhFGuApO8Dj+BzEesxgCIIggYlzVu8D7jHzP5UtDzNRijFbiZFyD0BnG5m5xctTxAEzYek+fDgo73M7M6i5WkmQil2I2lS8hXARPxmjYsbBEFNSMlArgN+aGavFyxO0xCBNt3LQcAywAGhEIMgqCVm9hBwEl7/s2/R8jQLoRS7CUlr4FkntjOztsoo1SWqs/I/kpZI+TaHp/Vr9cR1CIIG41S8osbpRQvSLIT7tBtIKa+G4RbirUXL0xkkjTezmXLahwC35eSvXADPi7l3KUtPSry8WXm1A0kDgP/gNQwFPAX8xMw+kDQSrxbykqSrgOvM7EZJtwEXmNktkn4IXGpm3+/esw6CxkfSzHhx7BPNbEjB4jQ8YSl2EXmx4Kvxh3ZDKsROUuvyP33xfJbgcw8bvQhzENQEMxuHpwo8OSVYD7pApHnrOofh1/H/ihakEikAaE1gQ2AccLWZvVW2WYdSdeHleU6pUoTOlP85GHgkzfechvysNUEQAMnT8hvgckmrWJPUaS2CsBS7gKRBeDWGPeq1kGkao7sIeAgf8zwZeEVT18WbYGYDM0u2hM+hZevG4m7QKeV/0ljjGLWupZelo+V/9gF+DxwFfIxnrgmCXIoaE8/0/W22b0nrpLZvJU1My6ga9D1A0tvp42XAK8CxklaT9FQ69l+7dHF7G2YWSycWPAn108C+RcvSjpzbApazfAr0y2w3vsL+Q4Dtc9r/BhxX1rYOPv5Yvu1g4OTM59OAvYDFgacy7VvjbmiAz0hj3unze8CcRV/PWOpz6cT9uwDwKrB+pm318ns6tQ8ARgL9gZmA4cDcad1h+Ivd+LJ91sGT0te67w+yfQPz4B6X14AlU9u0RX8/jbSEpdh5ShZMvU/Q36ZC+6zA2l04bq3L/7wBbAkgaSl87ucnXZA3CLJ0eUw87XMaMKGovs2sVV1LM3sfD2Tri1dfwerUi1WvhFLsBJJWwse8Blt6Fatj2sqNmF2gzb01AAAgAElEQVTXL8/9lDi93P1kZh8AGwP7pLYXgEOBC8s7MbNX8dDxYbh1nVf+ZzSu9Erlf34OHJXGOS8HdrHI89hrkbRocjlOW2GTDt2/+Jj4Y1V239bYN0C/sv5Lfc+L39sTJL1Ro77zmBkvx/WGpOckbVllXwERaNNh5MmRLwV+bVMHq9Qj1wK/yGn/AHiw9MHMcl+QzGyPSgc2s+G4y7NdzOwC4IKc9ifxh0R5+3O4SynoxaQI5cvw+pMAYyXta1OnNptgZgPJ51CbekpRqzFx4Bp8SOS/lhlPl7Q0XilkMXl9xn/hww99MoebAJDtX56f9ArgNjx6+hpgaTOzavvOUGncvRJzA3sCl+CT+8+T9IiZfdrOfgFhKXaGPwGjabFo6p078DG8LF/glldEqAV1S7IKh9KiEAEWBm6WtHgXD/88sBb4C1hSaIPJDAFIWhBP7L8M7o5cBPgz7uZ/r62Dm9m3mf8fxacUzV5t3xnew6u/lJirvb7xeIHX8WC1v+DPq8Xa2SdIhFLsAPLJ6XvQQAWDzfk1sDzwa3xqwyLZ8YwgqFN+gpdIKmcGPFCrK1QzJn4ALYosyyA8+KUiKeFEn/T/j4BvrKWEXJfH49vqG38RPtjMbseV+opAlPyqknCfVomkfrg74qA0mN1QmNkLwAtFyxEEHWCeNtaVj6t1aJ6tmY2VtDFwoqRT8DG4D4EzMtst20b/MwFI2h+PDEXSV/i4+APA3cAWwM+AScB7Sb5q+wZ8PF5eP3EYPg1qynh86nswMKOkp4FTzOwqvLj5eam/r3H37pq4sgzaIdK8VYmkE3ELa+eiZWl0JE2m9ZvrMDPbVZ5SbkPcvVui9BAZhI+PDMTHdN4B/mFmN+Ycfy/giPTxJDO7OLWvgo9r9sej+H5lZpMlrQj8E4/IHY1XOInC0AUjaTFgTIXVvzSzf9W4/1Nw70oeS6To6bpH0nr41JSlzezLgsWpe0IpVkGaEvAYsJyZvVu0PI2O6i/P6ghgBzN7XtKhwEAz2797zzroDJJOZ+rEDcOANc3s6xr3vTjwLMkqzHCdme1Qy767mxQR+5qZ/aFoWeqdUIrtkCLFbgfuNbO/Fy1PM9AJpXgC8JWZHdfOcScD7+NjTh/gD88PgJWBpXBL8PW0+cl4dOvFwF148ILhkYKDzGyqsaRKFmhaNwB41MwWyLTNiGcTWhn4CNg1MxUlqIL0+9sN2J0WC/8fZvZFmzt2X/+r4mOAa+EpEi8GjrIGq4STXiyfA35kZq8ULU89E0qxHSRthWdvWcHMIil1O0iaDtgZDwiYAFxmZg+WbdMh9ylwLj5e0mZwkKTxwF+ByWb219R2NPBT4GZgbTPbOLWvgUcSLoZbApub2VOStgGuMbMZyo49gMoW6GF4Mod+WWUv6f+AGc3sqDSGdKCZbdXWOQT1SZpi8V0jz5WV9Fvcwo55i20Q0adtIC/c+Q/gkFCI7ZNC6G/B53HujAcBPJB+jFl6Os/qNBXaF8Pf/LcBzpL0IpXD7TuUWSSxPl75AzP7D7BasnyCBsPMvm1khZj4B7BUWdRrUEYoxbY5AnjGzO4uWpAGYTtaSj9lOV7S/F047vPAhpKOBI4GbsWrkpSHsfcDDgKOzGQWmQv4Cs9AtE4p6wge6t8HeMzMHjOzH5rZssBZuJupnM5kFinfZxwwR1s7qOcSW5ukd7P9yJNLf1nWzzvpuCMlDZMXfu7OJNaltvUkPZv6eVnST9u5tkEHSfOSD8WjcfsWLU+9ElMyKiBpEeBX+HhQUB0bVGifDp9zdlUnj3sZHvCQTfH1DfC/su0m4BO9h+Lf2zR4WrkX8bfkE4BtzGxECrT5BJhWXklkOeB6YCG8okgeHc0s0pl9OpqZZQH8JWGqICTgxrJtBwC/xV3A7+NJ17Mu4CeTfFP6kbQm8DIwI369R5vZ4h3oR8BTkoaWu5rLzu0DYFMzezcFtt0F3NTmlQo6jJndKeklPKr2hKLlqUfCUqzMKcAZZvZ60YI0EOPaWPd55v+O5qk8gNYKEfzhPX+5O9Jy8qwC49Pq8jyrd+IBFPsBN+BK9f/IL2jcmcwi5fvMiluY3Umnkkunz+26gM3sETP7JPVzHZnvIa+fNF78OH59hgHnpX6uT9bhvvi175e1dPFx+0ckvYIr2dzr1FELNLNudklj5fU5ezuHAb+RtFDRgtQlVgelOuptwceCXsODJAqXp1EWPGvOZKYuU/UW0KcLxx2Vc8zSMl9mu46WD5obGIsH2ZTatia//NVieNmefnhgjuFz6Eak5Qpc+Q7BqxOMwCNOP8JTk22MW2Iv4cr3y7TNdmX9TE7t7+KVQT7H81hmjzsGn/C9MB4ZvX7atw+uuLbHJ43fgFuR+6Z1v8cjJ0v9fIhbaCOAK1L7t5l+Skupn6uB49v5rsZn+0ltR+OBSduXf1eUlVHCrdL3gXNyjj2ADpRRyuwn4N9p+6nug9644EFm1xQtRz0u4T4tI0WZnQkcZg0Wdl005vP89sLH5fqn5jfwuYFdCVSqFH4/GVcuJWqR1QTIzSwy0VrciFMyi+BZTC4zs8PkWZCG4OWwxuHpwbJRrd/HFcYNmbYJwCZ4pOsStES6PoePBy2Eux8nJvmFu4AXTtvNhbs0s+7JLXBl/xgt7twJpJy4ZlbuRstz086d5B2sziWxruSVamXpmtkykpbDLUtZeoInWlm6kkqW7uXmJZxOk0cgl/M7/NpE6bEWTgSGS1rXzNpLG9erCKU4NT/H3V63FC1II2JmQyTdhI/tTQAeMbNJXTzsxfj4VDk3mNkUl631YKWP7MPXzM4BzkntQ4BHU/sEYIfUfn2Fc1hJ0rJm9mKmLe/hv3I6ZvnD/3lgLTO7C5gnXfu8Gpqb4lXZs0ng56KK1H+SNsCTYV+FzxfcEX95eAm3IrOUgp36JPdmaa7oV7R+MSm5T3+AD1VMwcxeSC+nc+CWdokOBztJWgt3kW+BzxkN8HtT0u/wF8Iflb189GpCKWaQ1Ac4Bp9kHTdJJzGzz3F3W3dxNl6pYD/ccgIPhqlJ1hlJ/XEX5OK40rnFMlUPEh2ySmk7YGstPBioRN7Df8YK+54CPC3pv2Y2lLaVRH88iveP6fOm5FjFWSRtARyPzx99lNYW6JrAx5KmtZZCtm0GO1lLAM/4Mkt3QzxP5wW4a3RmM8sqxBJVBy7JE2ifirvHJytmw5RzDe7q3gz/vgJCKZazFzDCvNRLUCeYzw87QNLf8Iz/bwDP1uLFRZ5v8z7cMirxjKQNzANOSnQ0SrQt93E2qKQfHvVskn6BW1ov4cplKksrxwW8YBv9vAr8Nx2zPz6l5Y6kLMalPqYFrpSnV/sCtwTH4ZGg5RGj4NbclnhyBCA/iTWuQPOSWL+DvxS8DRyOj9V+gY/pl/Menvu2RHuW7mz4S8JD6Rznw18KpjWza9rYr1eQXhT+CPxZ0u1hCCSKHtSslwWvl/YmsFrRssRS6H0wlPyAnjPLtutoUM/Z+Jhl+XG/AvqWbTsYODnz+TQ8SXk1/V+G19Mr7+drPKF9Z6/LwRWui+Ep7zp7XboS7DQCWLSa69KWDL15wV+EnsGnKhUuTz0sMSWjhb1x6+PJogUJiiFNaN60wuquTiY/FldWWZfgWOBJmzqxdWdq6JX4Dp9/NjrT9j4e7PRGZwRPtDX9JLuuQ9NtzOwDPDJ3n9T2Ah5QdGF5J5Yz3cYyZZSS5TmjpKclRTWbKjD3wpSsxdAHRO5TYEri5jH42+ozRcsTFENSil+SHyn5ppktnNm2M+Wvlsbn4y2HW41v4XNhb6YMSXvjE6xLNfQuTO0l9+OK+Bv+KWZ2lbxK/M34tIXPcTfpaXi061PWxTSF6dqMZmr37BfAktaANUYDJ43rPolb/NcVLU/RhFIEJP0aT5Sbm7Iq6D1Iupn8aNTTzKxSbb1egaRlcPdsKYp2FDDYzB4pTqqgO5C0KR60tZy1BE31Snq9UkyRhmOADc2r0we9mJTl4x681FSJx/AUZG1l7OkVJKticXyO4khr/CTZAVO+10eBs8zsyqLlKZJQip5kemUz27FoWYL6IE3N2YqWKRl39fa356D5SfNR/4nXE+3q3OKGpVcrRUnfwyc0r2M+iTsIgqBXkqzFB4CLzOySgsUpjN4ebbQX8EAoxCAIejvmFtJxwBHqxZkOeq1SlBfEPRgvKRQEQRB4nl7DiyL0SnqtUsRTG32Ch64HQRD0epK1eAZwSNGyFEWvHVOUdA8wxMwuL1qWIAiCeiFVd3kD+JGZjSlanp6mV1qK8qKmywDXFi1LEARBPWFe3eVf+PBSr6NXWoqSzgPeNrM/Fy1LEARBvZHm6z4HDOht83N7nVKUNDs+WX9gpKYKgiDIR9K1wMNmdmbRsvQkvdF9ujfw71CIQRAEbXIGcHBvSxTeq05W0nTAgcDpRcsSBEFQ5zyKJ3yvVDmmKelVShHYBnjDzP5XtCBBEAT1TJqecTq9bHpGb1OKBwBN4R+XNDmvbp2kIZLeLq9bl9YNkjRU0hhJr0h6SFJuZRBJe0kanpY9y9YNkPR2Wdtckm6T9LKklyR1tf5gEATFcw3wA0lLFC1IT9FrlGKKploBuKVoWbqJCWY2MLPsmll3aNm6sZIWAG4FTjWzxc1sCeC3eF2+VkgakNatAqwKHClp7rTuMLz22ixlu/0RuNvMlsETI1yQ3NVBUDcU9TIp6VpJr0oaJenMUho1SYenY46QdIekuXriOlSLmU0ErgZ2bW/bZqHXKEVgZ+D69CV3K/VmtQH7lfX5GV7c9mIzu7e0kZk9bmbH5HS5LnC7mX1pZuOBO4GN0j6nmdncOfv0BUo/6PeALhW1DYIaUcjLJF6HcnFgaWAJYCt5oepDgFIFlvmAowtU0DslL88ISc9JWjMj++6l7ZqdXvEmn77M3XH3aS2YYGYDK6w71MyuL5On9EPbu6SkJK2OW1g3JnnXxIu5fgkckf4X8JSkoUA/Se8DcwDTSLoi8wNfmtaV3z8C5gUurvJ85gc+yHz+MO3fFscAj0paF/gU2L83l58JmoYDyXmZBB7P2XbKyySApNLL5OVmdmva5jtJL+O/pwlmtnBpZ0lbArsAE+nEc6Ns2wG4gm713DCzD3AltyNuFN2Gl0m7BZ+q9mMz+0zSRsDxwDrAMGAS8EN6QVrM3mIpLg98D4+mqgdyf2hmdoykGYE7gIfwZOUX4BbY7GVW2wQzm8fMpkv/577xAicD/wG+BaYFkLRCehscU7JqcygvHtunnXPaAc8QtAfwGvBredL1IOgxJM0naQ9Ju0qaNWeTfnlencTpOdbZD/Ai09XQ7sukPIXa1niJpnJ2wxNyV6LicyNn27a8Pbea8x1QUtCY2VNm9lnafwnghdRuwOVJvqantyjF3YAralglvDt/aL8DNi5rmw04J/1fjdUGTKkEcjhwEl4sdy0AM3suKczBTD02CO7+nDPzea7U1hZ7A/80s9FmdjDuTp3KxRQEtULSfnjOzovxh/ibyfrK0iH3KW5ldehlUs4OwC+AgyQdK2nW5AG6CLjMzEbS+rnxHrA2Ld6cQhR0kvMt4CDcUixxJbCjpOmr7L9haXqlmBTDLkClm7itfftL+oekjyV9JekmSUvmbNqdP7QdK4izmaSZ0//tWW0ldgWeMLM3gFOAX0jaPLM+TyEC3A9sIamfpJnweUr3t9PXGOCnAGkcZW7g9SrlDIIuIWkZ4Gwg+9CeCbhKnsWqs3TmZfI4PGpzKWARPAjtITyf6Gdm9qe0fWnY5QTcuzIwWW/QTQq67POU50aOgiad42dmtiBwWDqHUvurwEimfmFvOppeKeI+8ffM7OVO7Hs9cCgwO275bAM8JGnONvdqn7Z+aJXGeYV/XyWrbcpbZvp/KusUd72uLWnhNJawMbBP2u+FdG4XlneUfgCn4mMJTwN/N7PXACTtL+lpYEZJT0vaOe12CLClpJHA3cCvzOyjzl2eIOgwO+K/kXL6A+XWYkfo6MvkNri3p5zl8ECb/bONkvbBvSybmtnn7cjSLd6epBDPo7WCLucu3DLNcjkem9HcmFlTL7g74rBO7LcSXmwzbzmibNvxFY4xBNg+p31uYCyweaZta3zQ+9QKfT6Mv/mOABZtr39gJ+C6Gl7XyUmW0nJF5pzfLlu3cFo3CBiKW5Wv4G/P21Y4/l7A8LTsWbZuAJ7QPdu2KHAPPkZyb/k1iqV+v1N8LPpVYBQ+j1iZdf1xl+Eq7ch+Yhu/1326eI5L44EoI/BxtvuAbSrIcVYbcozLHPtSYDzuTXm9rN8hdPC5kbPtYuk69yPz3MAtzUuSnCrbZ0ugf/p/e+CBsvVzAJ8DsxR9r9b0d1C0ADU9Ob8hPgXm7cS+u7Zxc19Utm23/dDw8cP/lfX3Of7QGQH8MtPv/rgl9136u3NqVzrmijW8th19EVgAf/Ctn2lbHTguZ9sBuKumf/pBDwfmTusOw8dKxpftcx/+tk26jncUff812lLgd7olLa7BO4CtM8d6Bw8Sa08prlXht/pd6TfXQ9fwh208N04v27bWCnrvdJ2nPDfS91De76Vp3bG4G3cUbvUukXPMmyh7SW22pXABanyD7gjc2cl9V27j5j6yxnL3wedVnoRPI5m16GuZI2NHH6AnAMdUeew9gdMyn08Ddmurf+AzWlsYb5DeemNpjO80tZ8C7FvW9kAVSlF4Auvy32qHvURdvIbChx3K5fgWWLbo77gbzm874L6i5ajl0uxjitvS+ULC/8OnMpTzPj5AXTPM7Bszu8rMjjSzs60lTLpHkLSWpAskXSNpsKS8wJ5CQ9tzGI3Pt0KeFURUHvvplUiaQ9Jiqlz1oJ6nK7SJ+RP7UDyG4FTcnbqimZ3W0WN1hSTH1sCDmeZ3gR3M7MWelKVGDAVWkTRH0YLUiqadvC9PMbYh8KvO7G9mJml7/G14d9wVeyc+nti0ASSSDsXnR5bYAdhF0iZm9m2mvaMJC1pFzuGRbdMD/7XW0bolOjpPcnfgXEkn4G66mWn9EO61pAfYBbhbWcBrkg42s6Flmxb2nVaKhuwISSE9SGuF1OOY2VvAOpIWxe/Dl8t+O3WHPLvOqEzTMDPbVdIQ/DmaTQbyBLCRpOdxb9ZA3Bp+B/iHmbVKJJCOvxeehATgJDO7OLVfi2cAmoQbIYek77G03+K4gbK+mT3dHefaHs1sKa4BvGZm73b2AGY23swOMbPZgL5mtrWZjWp3xwYlRdWelLNqPbqe+7Cm8yTNbISZrWNmg/BI2DcsMuqUuBafLlOKzlwUuEnS8l08bk9GQzYcZvZaui51rRATVU8rA27A3ag1SX+X2W8G3HX/SbeeaTs0s1LcDDf1u4Xs20sTsyaVLbL1u3jsms6TLLkEJfUHzsVzvfZ6JA3CX2rKmR7Yt4uH7/J3muYRD8Fz5e5fYd+gvrgd//6GWI2y6yROB87H4wN6jGZWipvjX15QPW3NkxpX9rlD409W+3mSm0t6NW1/nZld2Ynzb0YW7MC6Ir7ThXDX9wbA8HScSwEkrZa+65WBSyX9vVNXoJcjaQlJf5F0vqTduxojkNq+o3oLrsPjyel3PZ2ZXVZlH92GmtEASkEAw/CpGN+1t33gpHHYkfgcp3JWM7OnelikoItImgd4i/z4gT+Y2V96WKSgB5G0Be7uzCrCx4ANzWxCZrvxZjZTzv5D8HmQ5ePJrwKPmdlu7Y0nS/o9MMnM/pY+Hw1gZiekzwKuAoab2Z/S8/sqYAMz+0rSA8DhMabYNTbFp2KEQuwAaQxua3wSdokJeIh8KMQGxMzeB/IsrNdxN3PQpMjzlJ7P1EMia9B1V/XjpCGVGownL4R7MZ5JlulqwPVqKWVVU5pVKYbrtJOksPGBeHLizYEFzOz8YqUqHtVfcdo5JN2Z2u9U2/k9j8arlzwMvIjP51vdzD7ulosT1CvL4zUa89isi8c+AphHUrZyRreMJ5vZo2a2SCaw50l8nuwjXZS5KprOfSqpL+6/HmBmPRq1FDQvnXAvLYAroalq35UHI6TovP+QqX0H/MTMPpBXebiNltp355rZLZIuwpO9nydpX2CQmR3SneccNDbyJOkvVVh9m5ltmdm2I1MyNjIvwHwHMA8+Xe1bfKzwDDO7OUeWvYFf4/f3383swnTfl9L7lXjSzH5etu8D9KD7tBmV4sZ4lo0eMbWD3kEnlOIJwFdmdlwVx94TWN7MDkufT8MfSpeXbXcKMCopwjeAFcwLws6Stl+is+cXNB/JqzCM/BJuO5nZNTntHTn+L4AtzWz7rhyn3mhG9+lmhOs06ACSfiLpDkmvJ1fkujmb1Vu2lzksZToyr67QlfJIQROSppHtjOdNntKMRwF3NtNXljuBDdRkNRabMaPN2sR8p6BKkmfhdlpeEBcBNpS0hZndkdm03rK9lLt4qq2xGfQizGykpIF4UMxceMToq9107PclvQmsgE+zaQqaylJMg7hLAc8ULUvQMPyZqX8H06T2rlDrbC+fpvud5D6N8fMgFzObZGb/MbPLu0shZngcr2bSNDSVUsRTCD1nZhOLFiRoGFaq0L5yKdKzk9Q628t9eBUY8NqZ9xIEPU/TKcWmCrRJk0RnN7PfFC1L0BhIegXPvVjOa2a2WGa7zkTnLY1Xa/g+3RydJ68EcgVeH+91YFcz+7ADpx4EXSa5Zu80swFFy9JdNJtSvA242MxuKFqWoDGQdCBehbycQ8zszJ6WJwgaCXnO4Q/xWpGdLr5QTzSN+zS5un6Em/NBUC1nA0cCpYnsnwC/I19RBkGQwcwmA/+liVyoTWMpSloKuNvMFilalqDxSGHlcwIfWWOU+gmCukDSH4BZzOyIdjduAJrGUsTz+YWVGHQKM/vWzN4NhRgEHeZx/PnbFDSTUlyd6idLB0EQBN3Dk8APlF+SquFoNqUYlmIQBEEPYmZfAKPJTyfXcDSFUpQ0Mx5W/1zRsgRBEPRCmsaF2hRKERgEvGxm3xQtSBAEQS/kGWC5ooXoDppFKQ4ERhQtRBAEQS9lBP4cbniaRSkuDQwvWoggCIJeynBg6S6mRqwLmkUphqUYBEFQHB/hlV7mLlqQrlL3SlFSf0kztLNZWIpB0EkkTc6rFSlpiKS3c2pFImmQpKGSxkh6RdJDkratcPy9JA1Py56Z9r9JGi1ppKT7JM2TWddH0nWSmqqAbbOSajcOx5/FuUiaRtJs9W5N1qVSlLSwpIMl3YsXX/1C0seSnk5JkrPbzgAsROtCmkHQZQpUFtdKelXSKElnlh4iklaU9JiklyXdImmObjrVCWY2MLNk6z0eWrZurKQFgFuBU81scTNbAvgtOSH56ff6W2AVvIrNkZJK1sSdwNJm9n08Vdj+aZ+F8UToW3bT+QU9Q65STPfwWOBr4C1gtKS/S1orVYKpK+pKKaa3iMeB/wEr4/kn5wb64i7Su/Gq0VmWBF6PyNOgBhSlLC7DpxgtDSwBbJXarwL2M7Nl8NJRx3f3CVfJgXji/SnlqszscTM7JmfbdYHbzexLMxuPK8KN0rp7gRcljUjHXC+1/xmvFjIROL2nLFRJu6W2kZIelrREF65Rb2SqYBtJmwCbAD8BvgfMBPwM+BI4E3i30vdXGGZWNwtwflqmq7C+L/4GuWGmbXvg5qJlj6X5FmB8hfYhwPY57ScAx1R57D2B0zKfTwN2y3yejD9kPsELDl+Pe0OGAG+ndd+mvwunfQYBQ9N2rwAPAdvinpTD8ETny6dt98Lf7Idn+hqBJ0YfB4wE3k3LiPR5XPr9fYqXqqrmPH8PHJX5fDRweOn64gryE+Ca0u++dH3LrzOwQOp//Uzb6sBxOf0OSDL3xx/Ew4G507p1M32dAFg6xzfwMl1XALukz6VrXVravNYVrkH2Wu+Zaf8bPul9JP6SM09qXw94NrW/DPy06N9Cld/1ZsBdmc990jls3sY+P07395xFyz9FpqIFyFyctdINOEs7222Vbq4+6fMfgL8WLX8sPXKPZB/eI4ArUvuQzjy8gH7poTowfW718Mr0Nw4v9DsOf7st9TcGf+OdCLyIT2Bev8pzqags0ufxSb5X8HqMAt7ELdHtgYWBLzLbV1IYNyTZLbOcRWuFMZl8hfE8cG36//9KvzPgKeDx9P8K6RqNKX0fOef527LzPLp0jumvcOV0bOb7zFOK3fbSkdr6AJcDX+Xsvxw+dJP38lMr5Vw6/2WB+dL/S+GesMJ/f1Vc88WAsZnPRwK3VrHfacCQouUvLXXhPk3jgufhLqnP29n8Vryo6sHp89JE5GlvodvcmZL2wBXbY8BwSU/hD/Ap7kz8YTkQ2BWYAZgNd2cuBByKP+B2MbMZgMH4g3RaAEkrJLffmNJYZA6Tyz6X5468CLjMzEaaPz12xMujnQqchFtYJaZyaeJWz6bA9GXHPRB41lpcmpNILk0zu9/MJqU8lv1xawlgfeDq9P99wHKSZGbPpWs0GJgl5xzfw6uPlJgrtQH0S67T4fg1/mVmu9OBn9LaffoDqs9vPD+u1Ep8CMxb+iBpoyTH9MB3OfvvhlvJeXSL+7jsWi8MvJDaX7SW2oRLltobgDeAOSXNlH57R+IeivY4BlhX0nrtbtkD1IVSxC/eGPyttk3Sw+FQ4ChJ8+E+7Ig87UGKCkABZsgLQAE2oOXhOULSl2nMLvfhBdwOXAzMmjn2KrhlNiHz8Jo27XOrOd/h7qwZ0z598Yc8+AP0K9zjQVvKQtKOwB7A0ZKukbQsGWWRzqs/sDGwc+kam9ljuNU7LW6ZzN6Owtg4I2s582f+N/IVxjS4VVjavqRkTsFfEnbKHGOWzP4zSTpd0id4vcr9JC0vaSZcSd+fNp0ILIO/2N4CXJg53qHATbS87IzFLcoOvXRImkfSIbhyWrJ0z5jZXcAc+HOnf9k9+0C6di/Q+r6qtXK+JbujpJeBc/HnY92Tfh+j8GfyScB5ZvZKFfuNBw4CzosOZuMAACAASURBVJXUt7ZSVkHRpiruHviI5O7qwH4nApfgYyBzFX0evWmh42NtVbmbgPnwh9Eo8t1NWffpeODBTL8l9+ko3F24BK78pnJnAv+itTsxu6yQtjkamFi2X8mdeSPu3ls63X93AnfhAQVjyYyhAFsDt2U+H5LT5xfp+iyKP/QvSeegsv6nSee6F+6qXSuz7g5go/R/yaX5fhvn+VBm38n4w3qKWxpXQM/jLuMRSZ7RtLilXwf+k9a9gFuP26R1t+f0Nynt/8tMv5Nw62J0Ouf+qf1aXFl9RMYti4/Bld8z62Svb6Z9cDrOl2VyXAJMk9lubWBS5vMGuCt8QSrfz3nXusPu40xbK/dx2brlcPerytfV44K/yPwB/x307+C+NwB/LvwcCr6ASj+mwzqx70x4eO+32Zs8lh753ro1AAW32G5MD2fDLa7Bad2UsaBsv7i1sm95v8BxwBHp/0oPr7dyHtqlZYO0/dFMPYb5OvBHWpRwKQjmNfwt/wparJ48ZTEDrkTz+n0sbTMg9Zvt+9K07gBcSb0ObFp2DfMUxpa4azCvvysy250G7JXzvaxNUjjAw8CgzLoPgOlz9lmxjWv727JtO3ofzU07Lx2Z9oG40s2T41T8BUPAGcA3aZ8t8ACXhdqRo6PK+eSOXOucda9SR4EobS3AOfjva4dO7LsA/nK2TKHnUPAFLL2V5UabVrH/QZS9zcfSLd/LNHhwR671TgcDXqhgsWWOd1OFh9cGlEUrpr9TAlAy/W6PK9dXgZlSe6WH18sV+vsWmDVtN+XhlR6e5wPnlh3rMzJv8LQTRYePD1VSGC+UbdtdCmMY7qbM9nUWboH3w18uRwCLpn1+RmuFcWxqP7Z0LXFr/v4K8u3SxjkO6cp9lNZVfOkoO/a6bcjxDq0t1NJ99UBZv58D+3TgWucpxcU6ca03BGZP//8IGF30M6EDz47r8ZfETlm2+BjktYWeQ8EXcCvg313YfzU8YKDwm6FZlvQweSXzAHkYWKxsm44+sCu6m/C3w0oPrxsoi1ZMD5CrgT+W94tHSB6baa/08LojPVDL+3u//OFFizvzrPIfOl6qbKv0/1LpQVvRawHMjE9gzjvX28q27TaFka7xIXiQ0bJp273xh/UIWrs0h5Lv0uyHuyNH467bJSqcY9WWYo3v45+0IcdVtbrWFWTp6LXeD/8NjsYL+K5a9HOhA9d9X5Jno5P7b1n+W+jxcyj4Am5EZl5LJ/bfqugL2EwLbtVNyHmIjCBjzdNxpVjR3QSs1MbD61FaW2yTcevs05yH1zu4pTeqmocXHhjye+Ae4Dp8PHCqhxct7szsg7HkzlwBVxAj0sPrx1Vc47MqnOsGRX//3XgfDc05v/fowbF/PJL3nQrXeruir1GOvN063Sjn+B2aK5lZPzv+YjnV77pCP1tRxTSMNvb/GXB9od9FwTfC2mQG/Dux/z7ABUWeQzMt+HhZJQW1UWa7bhsLwqMjP63Q5z+owmJLx/sdmbGbel3Sw/oftASAvA7sXLRc3XyO/dM5foxbxrcASxUgxzq4CzR7T52bd/8UvXTiN1XTuZLps4B/p+2rVYqrAk934TrsDlxe5HcxHcUyEQ9r7yzz0jLnKeg687WxLhvCX5pfVmKYtcwZPF1SNv3YRuZzBjcGTpR0Cm7RfQicYWZfSfo98M+y/ibhgQ8nmtlraYrF7rglODxF1j9pZj+X1A8PQvnh/7d33uGSVEUffn/gLkFyFAUEAQkKApKVJAoSJCmgBEmiHyhgQEQBAQMZEVCCoKySBAUMIElAlCig5F1ykrRkxXVZQn1/1JndvrM9987cCWdCvc/Tz71zuvtMdc9M1zl1KjRysTkwT0f4VUkH4GugE82sOl6xpzGz/wJfTVtOOf4iaXHg03iM6dVmdntOmVpIrXCjm0qOnRorCSCpEit5tpldm9oqsZIXF847AA/JeYn6eZZCyMkomBkfSGUjt1KcjHvkjZaFcEedoDXchK8JlHFz5R8zK41vNbNdanVsZuPx2WHZvpMlPYonhF4QN5sea2ZPF455jBpxtWY2Cf9B9wxmNpkY0LUdM3sJOD23HJJWwp3X7jOzu0oOaWigicdKHlfn29cTK/lrPLf071Pb2njM7WZ4Eol6mQgsIGmGUQ72ZiKzUswdvD+ZmCmOijYF0P8auK3k7a4zswmpj9IKDmnfppLuSn3v1cj1mNllZra5ma1uZl8vKsQg6FVSIoPL8SIH5wF3yiuczFp1aEPZmhhFIoOq11OzJ9nQRAYHpSQLPwJ2aVSxmdnreNztPI2cVyD7TDGUYu/S8goO6Qv9Mdy5ZTLuefoVYEGNUMEhjSy/iydrXxJP2xcEg86ReAhLkc2Bw5rs9y7qyJ6UGC7VHqkPw5NQrIKbmt8F/DXNXivp9rarU7ZmTKihFGleKdbKTxgMpa58jWb2H9xL81QzW8fMfsrQfI3VKc8qX/79gW+Y2XPpuLJ8kkEwMCQryudr7N6pye6PA3aWtGmhrUwhgqfV20zSrNWp9iRtIy/+Kzys6TYze9LMFqkMqpmWbu/8OmV7hlCKo6ZZpTgf7uHWV0h6n6RTJN0q6SJJ65YcNmuZ+TTR1nyNScZZ8TXCv6SmFYGvSLpH0i2S1qzzvYKgXxEe31nGbFWvG/o9m9lEfAb6xdR2N54v9oyqfjGzR3Bz6O348sixZvZo2r0LHmz/AK5UjxndpQ7hRYbOTBshu1LsBkebZpTizHhKsL5B0vtxp5a5U9MqwJaStjezXxcOnZRGcWXsa2a/rep3yBoEXr9uDHBzlem1Qs01iNTX1AoOqXlOPL3ak5JWAy6StEgyywTBwGFmb0u6Ep+ZVXNF1bEtdV4rOfZ0ShyOzGzTksPrlqEG/2P0z/XsSjH3THEKMEZSw3JIegf+kH+j5VLl5UCmKcQKAo6SNGMT/bZkDSIpxNOAV8ysuC7yGp4RBjP7O/7ZjnaxPQj6hf3wxOZFnsXX8/uVZiY7g60U0yzidUYXljETXu+u32Yia9VoX5ShsYKN0vQaRFLK43CFt2fVOVfisYLISyG9bmZ9Z9oOgkYws/vwosEHAr/CY/+WtzpKKvUwPa0Uc5tPYdoNbNQMmv3mtYlncK/OaqbgmV8qtCyAvvqNzOwRSZU1CJHWIIYLoAe+AZwp6UtJzs9W9xsEg0hyPjs8txwdJJRik4z2Bma/eW3ipyQzZxXjzItxAnnWIEYIoH+RFJ4RBMFA09NKMfeaIoRSHEJye/4GnrMRvB7eL8mcMisIgqBOelopxkyxCzGzH0k6FTejPm1m1Qv1QRAE3UooxSYJpVhCyudZliMxCIKgm+lppRjm0yAIgqCVhFJsklCKQRAE/UMzJQGzP9d7WSnOhIcpBANCmyqDFPvfTdL4tO1aaD9K0oOS7pd0jaQFU/v8ki6RdJ+keyVt1Yn7EARdzkZAvcnDqwmlyOiV4hQKqceCgaDllUEqpBjMb+Fp9VYF9i9UBrkcWNbMlsZT8FUSFxwCXGVmywGbAKenTEs9Ra7BRmH/NpL+U3g9i6Tz5OXJbpQXCg56hyuB3454VDnZlWI3/IDfxHNwNkqzeVOD/qfd1clnxlPggafu6lXLRaN5dCuDjT0q9zYlgN8EuKjq2MXwwcbKeCKIWyVdmhJaI2lJ4GtpX4VvAo+Z2edSwokTiBjYXmIsMGmU547Bw9Cy0Q0zxXkYmqmlXppJOhv0Jtkqg8irkz+L/2h/n5oPBraXdANwIbCnmb05ukvrKeoqQ5aYOthIySemliGTNDOeNnD3qnM2wAteY2ZXAKulnLtBC2i3ZQCvybp5A8sQ60l6LWXomhW4TdJc7b0LtekGpTgf/gBqlK6cKWZc97pA0iPJ5HRS5SEiaRdJLxfe8/ZO3IdGkbS6pD9LmpSuYz9Nnyi+a6qTp+ZtgQuYVn7n62ouaXvbkPROSbVyDOcabJwInArcW5QBN29PrPxm8IHzA50y36a2sZJ+I+kzdV5nL9HuZYhPAudQ/zIEwF+SteIO4HNm9kprL7l+ukUpjiY4vSuVIvnWvc4ClgCWxYP+i+amcwrv+eEWX2/TSFoeT0K+ATALsDhe163ZfJHtrE4OsAfwUzN70Mz2xr+P031uOZG0gqTr8Comr0k6V1J1rbuODzaSApOZnY2b2qbKgFdbqZyzL/AYsG4bfjOl5tukeB8BPlXjegaNRi0D9wOvVVsGzOxaM3tT05Yh7i45/wWmLUlkIatSTLOZflOKjdISU5SZ/dGct4D7GH3l6xx8HVeG1ewrqVYlj3poW3XydM7DwFbpmAWABfAHeFeQZLoGWCc1vQP4HHBJxZIwSlox2FgSWL9gMqvMFMeWnDMXQ61JbTXfmtkTZrYwyYTba0iaLQ1W5q1xSLstA5OZ5ixTzzIEwLqSHgI+DGQtUJ57pjg7MMXMRuNtlEUpppH315JJprruIWRc90ryzYon/f5LoXl7uS3/KknL1fleneQDNdpnBhYrvO5kdfL3A5elh/aZwL/x6iCbVPpLch8h6WHgKlwJ/7IZk55qr7ssLjcv3yfpatXnkbkrbvKtZnXgo3WcX4vRDDbmkDQ7abBhZkeb2ZIlDj53pb4qVVZOBd4J3N2G38yJwKnmifJ7HjkH40rnDuAZSaemgUaRdlsG3sFQD9KRliFuAOZMM/5rgK80OWhritzep/MzulkidFgppg/pePyhWuF4SVuY2V8KbY168g35wgHn46Oom6u+rBVqrnulvn4BnGVm96fm84BfmplJ2hYfGa9W80LzcD9u2qpmCvBE5YV1sDKIpNfKPkdJ44BLSj7H9wB/o3mPzMuBA5OZ6XB83eVQ4OfAMWZ2maQtgZMpr+heZIkR9v0t/d+2MmTAHOkaXwUM+CvT/+YnAVTudxrYjcPXpp4BNrVC/cFW/GY01HzbL3wB+F7h9RjgS7jpfL8m+q1YBq40szuBZSStV6PPZ/HJTkUpzk+VmTQ9iy4H9k+vi4Xi78I/93mALPVYc88UR+tkAylrQgdHFJsxVCGC/+DPKxmJNUJL1r3SfTgNeMXMDqscYGavp7Uw8NihpZqQtV0cT3k4wylmNhrP5By0ygxea91l5XQcZvY7YDlJ7xxBpjuH2XdHQc4ZymYOZraLmb2nZOaAmY03sy1S2/Jm9rEk11QkLYzPFJeuNAHrUmKWNLPZCv9PMrNt8cHEgTZ9Qd6Wmm8rJtyC+bZX+XKN9i+pufjZRi0DSwBvqc5lCLmTXcXbdDaYWoouC92gFEc1UzR3fX+bzs12t63R/i7K6x/WS9PrXnKPx3G4Yil6dCFpHUmV9bpPM209rGsws3/gZs6bU9NEfHbUzOh2WCQtIekASYdKKps5d1v4x4Mk5ylJ8+MKZqT11l/hZqpqfmdmd5S0t5ov4uuB1Wwid64aLU3/Zorm26RUKybFXo01BVioRvtsuAm6QruXIe4Dvo0/a441s0fT7l1wL+0H8M/rmNS+LHC7pAfwZ1Qnvpu1MbNsG36TftnE+f8B5uiQrOfg5p+y7ROF494GJhS2c1L7OOCpqn2Lpn3L4g+/CfjM4Bpgyxpy7AGMT8d+IbUtVvK+v0r7vo07f0wArgbel/Mzr+M+z4ibtdr5HjvjSSOKn+GxVce8VuPcccBnStovw02LAB9K9/vhyudfdeyBwLcKr78DfKfqGOHet4em18vg68T34jOoV4B31HGt78ZNwk8neQ4DZu7QZ3neML+ZrQvHdfw3U3LMa4X/F8Yf6C/U+gy7ccOTSpTd6/va/ZuqkuPXwGdHee5HgRuy3sfMH+J+wHFNnP9Ypx7ywDY1vnAvArPkvI+xNfQ5LoCvd5R9lusUjmtUKR4FfL+qbT18/bH62N3x9cHK6+OB3UqOW6fG+QsDd+a+l3Xc6wOHUYpL55av3zZgBXyiULzPb+Jrsp2U488UJgoNnrsM8EDO+5jbfDo/o19TBDcxdSr04EI8FrDI68AuZva/DskQNM9GeDL5MrZsot+2hn8oJTJI64in4kq42zmdqljPxPk2zREsaBFmdhfusHYG/r05H1jbzC7tsCjvovxzr4fnGboG3HFye5/Oh6+VjJaOKUUze1vSzrgX4Aa4i/55ZvZUJ94/aBnD5VUs7mubR6aZPSKpEv4hpl93ORZfH74RN38DbCrpBHwgdqSZnVvHtWbFzCZK+ihuBt4Qn8WMA36YU65+xswm4ObinDSjFF8B5pA0xoZ6pXYMpSlrFiT9AfiFVXmtNXD+KcDdZnZyayUL+hV5bOmTDHU8qLC6mf29wyIFQd+QvHdfw9etq0Nh6u3jeeCDZvZcS4Wrk9zm02ZCMsBHI7U8roJgOsxDPD7P9OVpDgqFGIwWdV/5rR3lCSDul/Q3eTq7TrAgMHG0CjGR1YTaDebT0QbvgyvFVUY8KggKmNlFKYB+SzwBxGVm9kBWoYJep9vKbz0GrGlmL0naHg9/6EQR7GZMpxWy5j/NrRSbdbR5ht7K8Rl0Cck0c1puOYKBpSW1PjU0f+uthb6uL5x/N7B3qy+gBq1QillnitnMp5LG4EGlzZQI6aT3aRAEA4qkGSUtPEwWoazlt2z4/K074jHKnSBmik0wL/BSk7bnUIpBELQVSTsAR+LxoZMl/RzYz4YWMuh4zmPVkb9V0qfwMKSP1LzA1hIzxSZodj0RvO7agpq+GG0QBEHTSPoEcDauEMHXoL8M/LjJrtuev1XSx4EjgM0qptcOsBA9PlPsaaVoZq/jsU+16oYFQRA0wz412nctJLEeDW3N3yppMzzedWMz+1cTcjbKu3Bfj2Z4gQH1Pm3WyabC43juz1b0FQRBUOS9NdrH4uEHFZ+IXMkearEf/oy9StMKCW3QgWQji1Mo9zZKnmdA1xRbYT4FT/K7LAXPqyAIghZxG1BW0eMlPOwB6Gytz2GOKZbfWq+efltJWsZ6P/5MboasM8Wc5tNWzRTH40lkgyAIWs1ReErHag5JyzfBNN6LO0/+Z8QjhyccbZqkMlMMgiBoKSlx+ZrAuXgZqb8C25rZT7IK1p0sQ/OzREiONlLHCsgPIbf59OYRjxqZCcRMMQiCNmFm9wFlYRLBUJbFLXdNYWaTJL2F5yd+rWmpGiS3+bQVM8UHgcVTMoAgCIIgD62aKULGsIyeN5+mANp/AUs0LVEQBEEwWloyU0xkc7bJPVNsVRjFeGJdMQiCICetnClmC8vIohTTAmqrHG0g1hWHJVdZG0lHSXowla+5RtKCqf30qvd8RdJ6HbgVQRC0AUnz4Wnqms1mUyHbTDGXo81swJtm9r8W9TceWK9FffUjucraXA4caGZvSjoc2BM41Mz2KJw/Bs/i3yqzSxAEnWdZYLy1rmp9trCMXObT+YAXW9hfzBRbS2lZGzM7uOTYqWVtzOw1XBFumM65NinEscCiuPKr5vPA1bmqbAftI6OForr/U1L7LJLOk/SApBslLd6J+zAgtNJ0Cq4fBsd8ipdBmUPSQi3q715guUH0QJU0h6TtJe1eebCUkKusDZI2xE0qY4DfV8k+I56O6ug632vgyKVYCvurK7rPL+kSSfdJulfScIVrK7k4K1sxrGHfqn1PFCwUPzKzJcxsSdwKsVKJXIulfasAqwL7S1qgRv97prZvAo+Z2fuBw4AThpE9aIwVKR/0jpZV8LjQjpNFKaaM7b8BpvsRjrK/V/GUSx9qRX+9gjwL/hPAOcAZwKOS9is5tKGHE24GnVrWJj1wH65SpkWmK2tT+cfMrsQTtj8MHFR13A7ALWb2eJ2XPCq6TbGkttUk3Zr6PmIY8bMpFpVXdD8EuMrMlsPN6adLatUyTEssFMOwAfDr1O8VwGpSngDxPmQtygskN0yaLK1L+qw6TU7v09OBL6h1ZZ9uxDNPDATyYqcXMDSz/gzAMZJWa7L7VpS1mUpaZ7gcf/hW5J8BOACvU9duWqpYqpTsw3gZoVXwhM0/kzsXVfavjSuWGQtK9jG88sG41PeQwUJRyVKy7i9pGwrB5Co4LgF34uV73qrsH41i0dCK7kVmxrONzJJkmAO4RtKXS5RjLguFAT9On8NZkmavcc6/iQo7TSOv3PF+4B8t6nIX4DfpO9lxcirF2/Av5fot6u8mBkgp4oVD566x77NN9t10WRuYOkOaIY3GP4N/5hW2Be41s1auQ7SKkWYsU5Us8APg58n68SZwBXBY2rciXs/u27gy+ZGZLYEr3GOAlSRdCIxPCvNjJbO3maqU7O9xJQtJsZAGMLhCuxVXEPU4Lo2movvBwPb4wOeHuFl8beAneN3BIrksFHua2cLAcnji7oPrOCcYPasCd7YiF2waLH8Bt3xlIZtSTLOHM4A9Rjq2TgZNKc7UwL6GRuzJc3Qj4Iup7W5gX0q+qGb2CFApa3MbQ8va7AI8CjyAK9VjYGpIzoHA4Q1e82jp5IzlVaoUC34v3ygo2ZVwb+ndgK2BpXBT5J+BrzN09vYGQ5XsvEybvZUploWBO8zsudEqFg1f0X1b4J/4DLGa7SStWuN96qElFoqU0AMzewO4kGkxzNXnzEWUnGsFa9Ii0yk+SXqNnFWPzCzbhs90XgHma0FfM+CjwoVyXlMH7938wGTcVFS9bZxbvg7eh02BW4BJ+EN1h5JjXqtx7jjgMyXtl+E178DXqSfga6LnpLa3U9sE/KH6z0J/r6a2f6Xv9qLAn4D/Ffp/IMlc9tk9B3y7cOzrwH7p/58BO6b/36iWHZ9lvQCcWNW+HnBJyXXuDhxTuKaX8AKxE/Hi3RPS9ViSY0L6+6sashtwRtl9xwcA49N2fYns2+APwyfSZ7o4Pkh4Il3T4lXHvy/1NSse4jWhcgw+Y1baTsLDggAOBb6f/t8IL9Sb/Tvc6xtwSdnvaJR9/Rr4Ss7ryWk+xcxeBv6Au+U329fbDNBs0cyeB76CP4iKnImvDfU9kjbGTZGrAbPgde/OlrRbE31+CleEl0i6HXi/TT9jKZpPD8Af3hX+hps/T8Qf5lcC6+Bm0AmSPgwsgpucyliA6S04I83eKuyQZNmyUdM3PqiYCKxlZguY2ezp+i4GJpvZTOn15Xii5loUq9FXZugPA6fg652rAh8ETqpal/1WOmcj4IvAPXjqxodw/4OTYdp6Lj7QmAtX4rfhLvzXp30XAlPSubMBl0u6FH/OfFXS//DPZzorVS2nKdUI80j7xkr6jaTPDHNf+pJk9VmD+i0rw/U1H/BJ3HEwH10wylgbH/GpBX0dRBr5DsoGfABf1zoO+Hgr7mOvbMANlM9WHi3eB+qcKQKb1+hve7wY7CXV/TF0xnI28BTTz2qOAqYUXh+KzyLL3us/xe9waqvM3qbgM7cJqf0Nps1YJ+Az0GVwc+HvU9vdwDXAljXuwR5J/reBL9S4R8VZ7nuBv6Tjq2V/Epi5pI9dgeMLr49n2ox3ZnzmuGzVfX2l6jN8nFQ1oZ7PstD+HuARvOp8pW1N0oyx6tjFgPvT+8yW7ssCI/S/KG4VmFy2v9833MHm8Rb19TXgrOzXlF0AN3FMAD7Sgr4+CVyf+5pi68w2jGIxYNbCcUVz5wSmmUHH4Uqs0v6/Gn1NLiqW6gdzQbG8CpxSIucCSYZN0+uZ0/Fl73UcNcyCVX1Wy/BZ3GOv1r2aGR+ArgbMULK/3ns0ISmCG5Oiqsh9K7Bcjfc+kKEm4e9QbhIuKsVbgS3S//PjZtR3V1934fhaSutw4OA6v0/DKe/S/kd6/37fgJ1xk+dMTfYj4D5gndzXlLOeIuAON5IqDjc3jKaP5LF0BO6KvqKksWY2pYViBt3J/fhDvpp/4QoOADMrXSYws12KryVNqvE+MwGfMLNKmMOsyUxX4XYzW1bSOGBzSUWP6g3Nwzw+ABwp6Th8hvcMXk90c2AefIZ4EvBdXPHcjj8oio5LpRQcl0qXISRtgTtJVZxMHpK0rZn9s3BYo6kAX8VnvI8BS+LOVn+UdLMN9TKtUJdDj6Rd8Fn5i8Dh8vSA9+OOPRMpv/eV9ztB0g8K+zbEnZOOq3Fd1dQT5nEE/rntZc1XmO8H1gSeBm6TtImZPdlEPzPiyw9Zya4UE78EHpQ0l5m90siJkmbCR2mL4g+YFXDvvltaLWTQdRxJVS7WSrul4WeDPEB5AohHCwqxbiVbtW88/rAfgjwF3kLARJuWC/j0tNXEzGYr/G/4eup0SFoCT5RRzPa0JL5muoQlT81RcBewtnlyhgeAP8mTupclj3iWoWkY58fNuksC6xeU3DvxNfEiJ+MD3kvNUwY2qryHhHkA5+P3om7lnf7uaWaT5VmzjsXDPPavIccgsRa+3v40cKOkzczszlH0swfupDWa321LyepoU8HcaeRKfO2mbiTNjceFjQE+bmYvAn+ldbGPQQdRg5lnzOxi/CFcCfJ9E3eueKZG/8NmnsHXysqYpfC+c9U4ZlSY2RQze9xalxy/mp0YqhArvBuPKR0tTceymtnRZrZkUnL71Dh3L9zx4qhRytnuMI+BRdL8+BrznWZ2LP5bvEqeaauRfuYEtsQnR9npCqWYOB3YI43sRiTFk12Px0xtV3io/AmP+Qp6j9Fknvky/oMaY2ZjcBPiaFOarYaHHDyUmp/FZzTvLrxvQ5aMLmCeOvflimWtMNxA9kkzO3eY/cPRqkQUGyqBh4/cPEp5+olP4sn8pwCY2fl4ko5zJDUSUbA98Of0ncpP7kXNyoYr6IdwD77NgVmGOXZFfN3oayX7ZsEz5cyd+5pia/g7kMuJYjoPSNxsth4l8X29tOHJAWo5Iy2ZW76CnN8cRs4dC8c15BCU9o3GG3cCBW9c3Ez/OL6+eSbJkQtPlnAbHn4zNZZ1EDbcwWb3kvbl8LXmA6nhDY+vly+Pr0s/g1v6sl+TWRd4n1bdqHcBe+NmrFdw+/+2wOyFYzbEF8O3GaafS/DZY/Zrim3qZzIWN1tdmAY+0yUYaPSBh1sFNqjz/UfjAbke7gDzEO4E9tHc93EUE6CURQAAIABJREFU931GPBlBtaLpqtAlPHRiUomcLxR//7F1x4b7o7yEW1HK9r8bt+L9DHhHahNujTkSeDApzh/hsbHZr6mydYujDQBm9izugXdSMm1tgY/wz5B0LR7Q+wVgazO7fpiuLsVNqOe3WeSgDuSJov+Am9sq7CDpe2Z2SKGt404UIwTF3wDMaWZvS/oIcL6kRSz9wnsBM3tL0uZ4yr3NcPPwuVSV8cqNmT2VPotxwIKp+XHgsxZent3IGnh84tNlO83saUnr4E5ef5D0ILAVPvC5EA8h+kc3/pa6aU1xCGY20cxON7ON8VnBb/Afy7ojKETwGcTGal0FjqA5tmKoQqxwkGrXgKyHVjhRTPWATF6QlbW1sWb2hnmmJMzsBjx4frg1uq4kXcfpZraFmW1rZr/rxoeRmV2O/9bXwb0alzCzLGt3jTp9pX3tLJC8o6T70/a3tAaesyzapsClmr7e5sck3SHpfjwC4Ax8LfkFfA1yWTM70Mxu78bvINBd5tNWbviscrXccsRm4Cm+aq0X7VQ4rtE1xQVIuTILbVMzz1QdWzNXZtVxRfPp6sBc6f81gAm572VsndlG8V1sd+acjwLzpP+3By7OLOeduMPRjVW/mQ+S8k/j2W4ey/1ZNrp1lfm0xVS8UP+eW5CA4Tw2Xy7831BgtrkH6kYMDYp/Hs9rOQQze0RSxQOyrqB43EHjXElv4esnZSbZIIAa5cYorx4xtY4lgKRKHcuaeW1tqHXsbtz3Iouckv6CK9d9ccvM1IoWZnZP4fylkqw9Rb8rxWNw76YgL7/CvQtnrGp/Co9PBVobFF/j2EaD4sfhI+6gz5C0NB5yMRmfdT1XdUg3ZM55NMm3ID64P9bMHgd2BCpKLYecm+CD2VPNbHxZFJ2k+4DZ03v2FP2sFG8AlpS0YMkXPugg6YezA15bsBL8/jBu3ol0fEFHkXQw8L1C0/GStjdPBlEhd+acnRk6IFsNr1f5HXx9/iMZ5dwdjx0dbma7nKTlgd9JWsaSPbUX6FtHFPPME3+muawdQYswD+x9D17JYy1gaTO7I69UwaAhaQ2GKkTwONWz1Fy2opZlzkne2keUnDc/cDSwWcWkmUHOF/BUmouVOacVTzazu3GFO+8oZc1C3yrFxMV4nGPQBZjZJDO72sxuskIu0SDoINvUaH8nmdPegWfOwR1cFqpx7kQz+1dGOQXcYmbvs2k1RSuZqKZI+oSkedK1rAG8ZWYvNCFvx+ln8yl4LNbJYUINgiAx3ESguC+X09f/UbsANcAiBbk26LScuGIcrtD1EsApkgxfd2won3U3oB4y9Y4KSb8CbjOz6T70DLK8jVcUqHC7me0gLzn0CTx7SoViyaGj8SoDhmej/7GZTVcdQl5x/pvp5dFmdmZqPwpP9/U27tzyucogQdJqwE+BufF6fN9u1fUGQbchaV3KE79PBhbplllNem7tVLJr66q1z44hL8DwGPBe670cwPWTOyak3RuubP6eW44kS66YovWZlmrpcODQ9P8SeGHPpdLrGXPfo9hia+eGz3iOY2is7JvA53PLViXnbHjmobeSjC8D+2SWaQ+GKWTdL1u/m0/Bk/8uLGlpM7s/tzAN0pLYJzOrrFeMxTOGVEaaXwUON7MHU9+xzhf0NeZP929IOg/PyjIZuMBGjlntKGb2GrC9pK/hYRAPWPvKi9XLTtQfztGz9LujTeVBfx4e25Obhsrz4DFFN9bZ93CxT5UF/Gdxb7BK3suVgK0l3Zm2T432woKglzCz28zsMDM7qtsUYhEze87cSzSrQpSXXlsOTy7f1/S9UkycDeyosijTFiBpjKTvSHpA0rOSzkpfomoaqheIm3qmxhQlZflwlTItUiv2CfMK6fPi8YEHpeYFgCPM7EP4muNpad0gCIKgyPa46bTv44oHRSnegWdnX6tN/Z8O/BBPa7QgPiu9QdJ8w541Mi2JfaqQTEeX44V2wdcpXkr7Hsbzgb6vHsGULxFxZf+QRMSF9nkkPSHpM/VcR9Bacn0vSvqvJNJeT9JrVe/bTDziwJEmEzsBZ+WWpSPkXtTs1AZ8GzilDf0uQe1k1wdWHZsl4TUemzUDPvM8kWmONofinqzgcVEPU2ftulFcS0uchtL+JalKRJzahZeoGl8mQ2zt33J9L4bpf72y30tsDX2mK6fPqLRgcL9tgzJTBPfk2qY660ILWH6YfStUvW5oTdHMJuIpnb6Y2u7Gk/CeUf1GZvYIXrDzdrwSeDH2aRc8j+ID+CzzmNR+JDB3inO6FNjD2le7rtRpyMwOLjl2qtOQucNBxWkISTPjD8DdS847AE9OfEuLZQ/aR0u+F0Fb2RF32Ovv+L3EIHifAmBmj0u6F9gc+O1IxzfAw/Xus0wJr81s05LDMbPJwM719F1CroTJJ1KSiFjS2ripeTPgF3VfRdAQkubErRKPm9lLJYd0QyLtm4G9CgO8dSU9BDwHfMtGrscaJNIkYntg3dyydIpBmikCnAx8pZUdmuf3u7Jk13+A01r5Xp1A0iySjpT0pKQXJZ2j8kLAHXcaSutMsqpExPIUVD8CdrFUFDhoLZJmSArnWeAfwLOSfiJpTNWhuZzJ9jSzhXEPyZeAykzzBmBOM1sS2B/4dbsc7vqUbYB7rPfC2UbNoCnFi/DKGSu2uN9t8NnJ6+n1zcDHzcu89BrnA98CFsarzG8PXN8C54RWOA0tCaxfMTEzbVYyLz5j+Gt6vRU+K9muSZmDaeyLm6dnTq/H4KbPQ5rst2WJtNPfN4AL8VqYmNkblYGSmd0ATMG/18EIpMHDvpSkgOtnBkopph/MycA+Le7332a2OzAH7qiyppn1XHFjSSsBZbGKi+Drks3QdMJkMzvazJa06RMRP25mixTaL8ZnJec3KXMwjb1qtO/Z5MyrZYm0lcAHqTen9tUrAzp5guopZvZiE/IOEmvgA85LcwvSSQZmTbHAz4AHJX3LzJ5vZcfmMTy9HMfzwQb25UqYHORhwRrt8+Czxsr3Pmci7dPxDDU3Asen9mWBcyW9hZtVy2oGBuXsC5xkA5bpqu8Tgpch6QzgUTP7YW5Zuok0ki5LIQdwgJkd1Ul5gu5BnjZwo5Jdt5nZcFUdgh5E0sK4aXtxM3s1tzydZFCV4vK4O/diyaQaMHUN4Vqm9zR7AViu1TProHeQtApwHR4HW+EN4JNmdk0eqYJ2IemHwBxmtnduWTrNQK0pVkgeo/cDkfWkQIpD2hL4OW6GMuAqYN1QiIONmd2G1/n7BR4HejawRijE/kPSLHhFjJNyy5KDgZwpAkjaAvi2ma2RW5ZuRNKMwAy9PpNWvhqW1f1fa2Z7Fs6bB08/+HUza2XcbBA0haTd8bqNpfHN/c4gOtpUuAQ4XtLqZhYZUKpIi+v9sMA+KXmklrFvtUKS9B7gj3h2n6tT25rAJnhIT/HYxfDwlZVxx49bJV2aMhGV9p/OE56V57+jvKYgaAvpu7kP0wZ6A8dAmk9h6kP/J7iHVRBU6ETasUhHF3Qr6+EJEa7KLEc2BlYpJs4APi5p6dyCBKNnhDi5XDUsK2nHHpSXEps9yVpJRxeez0E3cjBwzKDkOS1joJWimf0bj2dqNitHkAFJn5V0D/BWUmqfLzmsa9KORTq6oJuRtD6wKPCr3LLkZKCVYuInwAbJuSLoESRtC5wHfABXZEsDv5S0S5NdtzPt2NxEOrqgC0nWlu8Bh5nZm7nlycnAK8WUSf9YYrbYa3ynwfZ6aVvaMTN7MtLRBV3Kx/FB3bm5BcnNwCvFxE+BtSV9KLcgQd3U8ihdSlLxe52rhuX/AY/hxZ5nY1rasSDoKtLA7ft48fF+8DhvioGNU6xG0lfxIPWtcssSjIykf+JOMdXcP0wIRhAEVUjaBI/L/VAoxZgpFjkNWFXSh3MLEtRFLe/N8OrscyS9XTb7lzRO0lMlHsVI+oCkS5PT1EOS/iqvz1nW/26Sxqdt10J7df+nFPatJunW1PcR7b4HraKwlhizxETMFAtI+jKwsZltlluWYGQkbQMciDvb3A8cYWa1vESDPkHSa2Y2W0n7OOCSGgkZ/kZJQobq+NOUkOEKCgkZcAvSxGH6XwJP+LCFmT0oacZeUTAps9dhwMrhEe3ETHEoZwAryKtFBF2Omf3GzFY0szFm9sFQiEEN2p2Q4avA4Wb2YOq7VxTiDPgs8ZBQiNMIpVjAzF4HfoAvOgdB0GEkvU/SScm8OU7SyiWHdVVCBmAlYGtJd6atrFB3N/JpvNLJH3IL0k2EUpyeccAiksKEGgQdRNJyuCfvV/BY0Z2BmyVVz9S6JiFDal8AN91/CNgaOE3S3A3fgA4ir4RxNF4nNdbQCoRSrMLMpuAu+D+WNHNueYJggDgMmKuqbQweR9wM7UzIAPAyriQxs4fxMJz3NSlzu/km8A8z+3NuQbqNUIolmNkVwD3A13PLEgQDxNo12peXVCuBQj20LSFDOucyYO90zELAexlarqyrSM5E+xLPt1JCKdbma8DXJS2SW5Ag6DbaFBYxsfTNYAowqdI/8E5Jr6ftZUnnSFocd4g5T9J/03t0KiHDkcDc8tR9l+JersU6nd3GccAJZvZ4bkG6kQjJGAZJhwHLmFnkpgyCAu0Ii5C0F55dqpqX8d/hcGER1+DVHS6TtCXwJTPbuNnr7DckfRz4GfABM/tfbnm6kZgpDs9RwOqSPpZbkCDoceoJizgFOAKoJKR+G/glcDYjh0WsjIdPYGa/A5aT9M4Wyd4XSBoLnAR8LRRibUIpDoOZTcLt7idKGpNbniDoFJKWkLS+pPlqHNLysAhzvoObI08BFjazXXBHl5HCIh4ENk+yz497nDazDtmP7I2bfyMEYxhCKY7MxcAz+Eg36GPatE5W7L+h9GGSTq96z1ckrdfmezCnpEuAh4BrgKck/SA5lxRpZ1jEZOBxM3um0DZSWMROwNck3YunbJyD2muUA0dyAPo2/tnEmtkwvCO3AN2OmZmkffAaeOeZ2XO5ZQraxqRhkonvW2Od7I+UrJMBF1UduxjwLQrpwyRdmpxASvs3sz0K548B7gbGj+7S6uZkoOilORZPpfcwcGYT/VbCIq40szuBZZKC36/k2GcZWgVlfvzah4RFSLoQDy3AzCYA6wFIWhi4dNDrAlZxJHCGmXWtV2y3EDPFOjCz8fjaRrPxUkF/0e70YUU+D1zdzkFZCnuo5VS2R432emlrWIRSubC0jngq7g8QAJLWATbAs3UFIxBKsX4OBdaSJ9ANegxJi0v6nqQzJO0uz+hRTbelD6vIPiM+ozq6zvcaLbOTTJwlzFP1utvqVG4q6ZF0/G/MbOCL5QKkQcWZwF5pMBaMQIRkNICktYHzgRXM7IXc8gT1IWkD3MxZVIT/BNY3s1cLxzUaZnAZcLyZXSkvUH0+noHl5qo1NiQdCLxpZkel198BMLPDJc1sZpOTifRY4HUz279w7udxS8X9hS5vN7MdkmyfAIpxcRua2ROSPoAr0mVwxfs08GMzG2LaTe+xG26KXCJdQzWvAM8B15rZnsmZ5Uw8c4sBB5nZxSXnBRmRdDIwi5ntOuLBARAzxYYws78B5wKnlDgeBF1IMqudxlCFCJ7EudmMHu1OH1aR/wAadGwprHf+yMyWMLMl8TXNlaoFK6x3rgJsXyL7S3gB2mXMbM/UdghwlZkth6+hni4pfBS6CHnO2E3xKh5BnYRSbJyD8Pp9EdDfGyyJz37KaDa4u93pwwC2Be7FZ2ONMNr1zt8C5yTZrsAV//7Jg7TIzLhiB1fuUxqUL2gjkubCTdO7F60hwciEUmyQNKrfGV83WSi3PMGIDBekPKnqda51sr3wNcYXgVXxSi2VqugHAoc3KhvNrXfehyvJTwL/AA4rWe88GNhe0g347HbP8PbsKn4M/DESfjdOmDtGgZndKuk03GT0qYj76V7M7ElJ1wHrluw+q+rY0kFiCiCv1f94oC7nKzM7HTi92CYPjl8CmDc1rQ78U9LHzOweYPl0XKPhIkPiAhlmvTMxXLmk4nrnwcD++Az2AuDnwD54nuBLrEcK7PYzyRnwo/jAKGiQmCmOnh8A7wFiAbv72Rmf/RQ5hebi7lrFIcAHq9rmpzwHaCO0e71zD+CnZvagme2Nm1OnW68MOksaZJ0C7BLepqMjlOIoMa+7+HngKEnvzS1PUBvzagAr4LFaOwHvN7O9zKx6dpSDWsWs15E0RxP9tnu982Fgq3TMAnih3ceakDdokvQZnQKcY2bX55anV4mQjCaRdAAehP2JMB0FjSLpAWCpkl1vA3OY2X/TcW8ztEZfPSEZy+KZTJYG3sDXLU80T5hdLcceuDeu8PXOM1L7RcCH8dRrNwJfNrNJaSB4BrBo2vddM/v9KG9D0AIkfQ43b69cmeEHjRNKsUmSG/rVwDVmdlhueYLeQl6e7Lslu35vZlt2Wp6gN5G0NHA9sJGZ/SO3PL1MKMUWkLxQb8Pdny/PLU/QO6TMOhcyNDzkHvzh9nQeqYJeIpm8b8ETSUzn+Rw0RijFFpGy3fwWWN3MHsssTtBDpLWgNXFvwUfxpNlhig9GJH13zsVDj3YPT/jmCaXYQiR9Hc8I8tGw6QdB0G4k7Q3sBqxlUTi4JYRSbCFp1HYB8LKZfTG3PEEQ9C+S1sLrva6ZkkMELSBCMlpIMl3shrvTR/xiEARtQdKCeEKG3UMhtpaYKbYBScsB1+FhGnfklicIgv4hebxfCdxoZgfllqffiJliGzCz+4C9gQslzZ1bniAI+oofAG/h2ZCCFhMzxTYi6QQ8r+UW4U0YBEGzSNoaL6y8ipk9n1uefiSUYhuRNBa4DM+7uU+4SwdBMFokrYHXyNzYzG7LLU+/EubTNpLyo24NrAd8I680QRD0KpKWwj1Ndw2F2F6idFSbMbNXJW0C3CjpX2b269wyBUHQO6SE65cBh5rZJbnl6XfCfNohJC2P50jdxsyuyy1PEATdj6RZ8YolV4WnaWcIpdhBJG2Ap2T6mJndm1ueIAi6F0kzAhcBrwI7h09CZ4g1xQ5iZlcD+wF/kvTu3PIEQdCdpOxYJwHvBL4QCrFzxJpihzGzsyQtjCvGdczs37llCoKg69gf+AiwTnLYCzpEmE8zkEaBJ+MxjJua2RuZRQqCoEuQtD1wBJ7k+6nc8gwaoRQzkVI1XQi8DuwQijEIAklbAD8DNjCze3LLM4jEmmImzOxNYDt8zeAcSWMyixQEQUYKCnHTUIj5CKWYkVRz8dOEYgyCgaZKIUZwfkZCKWYmFGMQDDahELuLUIpdQCjGIBhMQiF2H6EUu4RQjEEwWIRC7E5CKXYRoRiDYDAIhdi9hFLsMkIxBkF/Ewqxuwml2IUUFOOswO8kzZZZpCAIWoCkXQiF2NWEUuxSkmLcCngOuFbSgplFCoJglMg5GDgEWC8UYvcSSrGLSVludgcuAW6StHRmkYIgaJC0BPIzYEtgTTMbn1mkYBgiIXiXk7LjHybpSeA6SVub2Y255QqCYGTS0scFgIB1zey1zCIFIxAzxR7BzH4B7IKvMW6dWZwgCEZA0ruA64Cngc1DIfYGoRR7CDO7HPgkcJKkvXPLEwRBOWmp40bg98AekfC/d4gqGT2IpMWAy4BLgf3N7O2sAgVBMBVJH8Er4BxgZuMyixM0SCjFHkXSPMDvcO/UXcM0EwT5SbUQfwzsaGZX5pYnaJwwn/YoZvYSsCHwb+AWSctkFikIBhZJYyWdBHwP+HgoxN4llGIPY2aTzWx34EfA3yR9JrdMQTBoSFoY+AuwKLCKmd2VV6KgGUIp9gFm9nPcAecYScdFargg6AySPgbcCvwB2MrMXsksUtAksabYR6R1xrOA2YHtzOyZzCIFQV8iaQZgf2BffP3w6swiBS0iZop9RFpn/BRwFXCbpHUyixQEfYekuYCLgS2AVUMh9hehFPsMM3vbzL4P7AZcIGk/ScotVxD0A5JWwM2lj+MZav6VWaSgxYT5tI+R9F7gt8BTwBfNbGJmkYKgJ0kDyy8B3wf2NbNzM4sUtImYKfYxZvY48FHgfuBOSVtlFimoA0lvS5pQ2M5J7eMkPVW1b9G07wOSLpX0sKSHJP21VjpASbtJGp+2Xav2HSDpAUmPS/pQaptX0uWp/fK0dj0wJO/Sy3HryzqhEPubmCkOCJLWAn4J3AzsY2YvZxYpqIGk18xsuhqaksYBl5jZb6va3wP8DU8ndnVqWxPYxMwOrjp2MeAKYGU8SfWtuBlwoqQDgSWA/zOzKZJmMLO3Jf0CuMXMTpP0JeADZrZPa6+6+0izw52AY4ETgSPN7M28UgXtJmaKA0KqrLEi8Apwl6RPZhYpaB1fBs4sOnyY2U3VCjGxPvAnM/tvyoJ0ObChpLHAF4CvmNmU1EclfeAGwPnp/18Dm7TpOrqGVL/0YmA/YEMz+0EoxMEglOIAkR6Ee+PVNk6TdJqk2TOLNXBIWkDSzmmbv+SQWcvMp4kTSsynK+LJp+vh3UBxbfl54F144PmMwEWp3z8WClvPW4m/M7NXgb42n6YkGHcC9+LepXdkFinoIFFPcQAxs6uTF92P8LXGXc3sutxyDQKSdgTOAGZKTa9L2q1qnWqSmdVK27dviflUuEIjrQOeD4wBbjazHUr6qE4gPxZYAC9xtI2Z/UfSV4GTgG2B6jWWscNdY6+S1kp/AnwY2MLMbsksUpCBmCkOKGb2akoRtw9wrqQfx6yxvaRZ3ZlMU4ik/8dJWqSJru8C1gYwszuTQt0dmLPk2GeB+Qqv509tLwNvmNl/UvtFwLLp/5dTsVwkzQm81ISsXYmkzfH7OBFYKRTi4BJKccAxs0uAFYC5gfGSto+4xrbxacqtM2OAZgpHHwfsLGnTQluZQgS4FthM0qxJ0W2c2u4H5pe0ajpuY6CiGK4Btkv/fxbom2B1SUtJuhQ4Gs9M81Uzm5RbriAfoRQDzOxFM9sZN5XtB1xXcccPWspMde5raE0xxZ9uBHwxtd2Npx87o/pNzOwR3Gx+O3AbcKyZPZqcaj4H/FTSfam//dNp3wS2k/QArtj3r+6315A0m6TDgZvwQcEKZvaXvFIF3UCEZARDkDQjsAdwGPAb4LspfVzQJJI+CNxdY/cHzezeTsoziCQryHbAMcB1eJHup/NKFXQTMVMMhmBmb5nZqcByuPPGfZL2SMoyaAIzuwevt1fNoaEQ24+k5fFZ4QHA58xsx1CIQTUxUwyGRdJKuEfeWDyGLRwQmkTSargZEuC3ZnZrTnn6nZTA+3v4euihwGlm9lZWoYKuJZRiMCLJ5LQjcCTuZHFoWpsKgq5F0kz4UsBBwO+Ag8zshbxSBd1OmE+DETHnLNxF/1HgVkk/SwnHg6CrkDQ2paN7EC++vbGZ/V8oxKAeQikGdWNm/zazQ4Cl8Ewo/5B0csq9GQRZkTRG0m54eMnWwLZmtpmZ/TOzaEEPEUoxaBgze8nMDgSWAV4D7pZ0gqR3ZRYtGEAkzShpJ2A8bubfycw2MrObM4sW9CChFINRY2bPm9n+uKfq27in6rE18nkGQUuRNIOkz+I5Sr+IVwn5mJldn1m0oIcJpRg0jZk9a2ZfA5YHZgYmSDq6ydRlQVBKWjPcEU/L9lVgb7zO4bV5JQv6gVCKQcsws6fM7CvASniGljslXSDpI5E6LmgWSQtK+i7wGF7pZX9gTTO7ysKNPmgREZIRtA1Jc+APr72BV/FCreeb2es55Qp6C0kr42nrNsezLJ2YEiEEQcsJpRi0HUkz4IVp9wU+CJwGnGpmz2YVLOhaJL0D2BL/ziwG/BQ43cxezClX0P+EUgw6iqTl8HJV2wGXACeY2W15pQq6hVTTcA/gy8ATwAnAxVH1PugUoRSDLKSH3xeAvYB/A2cD55rZv7IKFnSclHlmEzyc4uPA7/HB0u1ZBQsGklCKQVaSaXVt/IH4aeCfuIK80Mz+nVO2oH2kz/0j+Of+Gbx6yNl4LthXcsoWDDahFIOuQdLMwGb4g3J94HL8QXmFmU3JKVvQGiQtg3++OwCTgLNwC8ETWQULgkQoxaArkTQvsA3+AF0auAA4D7gpKhz0File9dP4Z/lu4Fx8sHNnhFIE3UYoxaDrkfQ+YHtgW/yhegXwJ+Dy8EbsPpLn6JrApvha4buBS3FFeE0MaoJuJpRi0FOkWcfG+MN2fTzF15/wh+4dMfPIg6QF8IoUmwAb4gH2l+Kfzd9DEQa9QijFoGdJXovrMG1GMhv+EP4TcLWZvZpRvL5G0ox45qLKvV8ar7X5J+CyqGgf9CqhFIO+QdJS+AN6U2AtfLZyI3BT2h4ws7ezCdjDpBCaNfD7uiawKvAkcBmuCK8PZ6igHwilGPQlksYAK+AP8MqDfE7gZqYpyr+b2X+yCdmlpHCJ5Zh239bE1wX/zrQBxs1m9lI2IYOgTYRSDAaGVO+x8pBfC1gReBi4Da/FNyH9fWxQ1sCSl++yeG3MZfFKJ6sBE5mmAG8C7hmUexIMNqEUg4FF0lhcMa7IUMWwAPAQ05Rk5e8DZjYpj7SjJ838FmXoNVb+jmHoNd4H3GJmz+eRNgjyEkoxCKqQ9E7g/UyvRJYEXgSeAZ4t/H22+rWZ/a8Dcs4IzA+8q2pbqOr1wsBLTK/kxwPPhcduEEwjlGIQ1EmKv3sPsCDTK55qhfQ6boKcBEyuY3sdeAdepLmebW5gPlzZPUsN5Zy2p2LtNAjqI5RiELSYVFB5TtwMW1FiszCyonuD+hToZOAVYGJUjwiC1hJKMQiCIAgSM+QWIAiCIAi6hVCKQRAEQZAIpRgEQRAEiVCKQRAEQZAIpRgEQRAEiVCKQRAEQZAIpRgEQRAEiVCKQRAEQZAIpRgEQRAEiVCKQRAEQZAIpRgEQRAEiVCKQRAEQZAIpRgEQRAEiVCKQRAEQZAIpRgEQRAEiVCKQRAEQZAIpRgEQRAEiVCKQRAEQZAIpRgEQRAEiVCKQRAEQZAIpRhlf8aVAAAAP0lEQVQEQRAEiVCKQRAEQZAIpRgEQRAEiVCKQRAEQZAIpRgEQRAEiVCKQRAEQZAIpRgEQRAEiVCKQRAEQZD4f8cPgss/g8kRAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"evo = evoked[-1]\n",
"evo = evo.pick_types(meg=False, eeg=True)\n",
"evo.plot_sensors(show_names=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Laplacian transform crucially depends on channels positions and does main impact on topographic mapa.\n",
"\n",
"Let us take one channel and compare it to neighbours in rostral/occipital and left/right directions."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"evo = evo.drop_channels(['EEG 060'])\n",
"evo.plot_sensors(show_names=['EEG 032','EEG 014','EEG 030','EEG 034','EEG 050']);"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 460.8x216 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = evo.plot(picks=np.array([32,14,30,34,50])-1, spatial_colors=True, time_unit='s', show=False);\n",
"fig.findobj(plt.Line2D)[0].set_linewidth(3); #label=_line0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The goal of Laplacian transform to eliminate the influence of surrounding channels (thin lines on the figure) and to leave location specific activity in place."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# conditions = [ep.comment.lower().replace(\" \", \"/\") for ep in evoked]\n",
"# devo = dict(zip(conditions, evoked))\n",
"\n",
"# colors = dict(zip(['auditory','visual'], plt.cm.tab10([0,1])))\n",
"# linestyles = dict(right='-', left='--')\n",
"\n",
"# mne.viz.plot_compare_evokeds(devo, picks=pick, colors=colors,\n",
"# linestyles=linestyles, split_legend=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Laplacian software\n",
"\n",
"Several solutions were published:\n",
"\n",
" Perrin et al. (1989, 1990)\n",
"\n",
" \\MATLAB\\eeglab14_1_1b\\functions\\popfunc\\eeg_laplac.m\n",
" Juan Sebastian Gonzalez, DFI / Universidad de Chile\n",
" \n",
" MATLAB\\eeglab14_1_1b\\plugins\\PrepPipeline0.55.3\\utilities\\private\\spherical_interpolate.m\n",
" Copyright 2009- by Jason D.R. Farquhar (jdrf@zepler.org)\n",
"\n",
" Wang K, Begleiter, 1999\n",
" \n",
" MATLAB\\eeglab14_1_1b\\plugins\\erplab6.1.3\\functions\\csd\\current_source_density.m\n",
" Copyright (C) 2003 by Jürgen Kayser (Email: kayserj@pi.cpmc.columbia.edu)\n",
" (published in appendix of Kayser J, Tenke CE, Clin Neurophysiol 2006;117(2):348-368)\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The last one from Jürgen Kayser is most cited. [MATLAB functions](http://psychophysiology.cpmc.columbia.edu/Software/CSDtoolbox/tutorial.html) included in ERPLAB were last updated at 2010.\n",
"\n",
"\n",
"\n",
"As an input Kayser's function takes channels' position in cm. Let's get them and visualize cosine distances between channels."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pos = np.array([ch['loc'][:3] for ch in evo.info['chs']])\n",
"pos *= 10. #cm\n",
"pos\n",
"\n",
"src =pos.T\n",
"src = src/np.sqrt(sum(src**2, 0))\n",
"cosSS = np.dot(src.T,src); # cosine distances\n",
"cosSS\n",
"\n",
"plt.pcolor(cosSS);\n",
"plt.axis('square');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next step - generation of two matrices with optional cosine distances from scikit-learn.\n",
"\n",
"Parameters are important - they defines granularity of mutual channel influence to be eliminated.\n",
"\n",
"Hints from documentation to [CSDtoolbox](http://psychophysiology.cpmc.columbia.edu/Software/CSDtoolbox/tutorial.html) how to tune $\\lambda$ and $m$.\n",
"\n",
"![](http://psychophysiology.cpmc.columbia.edu/Software/CSDtoolbox/N100-m.gif)\n",
"Impact of spline flexibility as determined by constant m on the CSD transform. Shown are topographies for sample point 21 (100 ms; N1) of the original surface potentials (ERP [µV]) and the corresponding surface Laplacians (CSD [µV/m²]). For the CSD transform, the use of the m = 4 default is highly recommended, not only for low-density EEG montages.\n",
"\n",
"\n",
"![](http://psychophysiology.cpmc.columbia.edu/Software/CSDtoolbox/N100-lamb.gif)\n",
" Impact of the λ smoothing constant on the CSD transform. Shown are topographies for sample point 21 (100 ms; N1) of the original surface potentials (ERP [µV]) and the corresponding surface Laplacians (CSD [µV/m²]) using the default spline flexibiltiy (m = 4) for the default smoothing (lambda = 1.0-5), a stronger smoothing (lambda = 1.0-4), and no smoothing (lambda = 0)."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def _get_GH(pos, m=4, lam=1e-5, N=50, invert_G=True):\n",
" '''calculate G and H for CSD transform\n",
" \n",
" adaptation of Jürgen Kayser's CSDtoolbox \n",
" https://github.com/lucklab/erplab/blob/master/functions/csd/GetGH.m\n",
" \n",
" to get positions \n",
" 1) from info:\n",
" \n",
" 2) from montage file:\n",
" \n",
" M = mne.channels.read_montage('../resource/neocortex.csd', ch_names, unit='cm')\n",
" M.pos\n",
" \n",
" \n",
" Parameters\n",
" ----------\n",
" pos : nchan x 3 array\n",
" XYZ coordinates, M.pos from Montage object\n",
" \n",
" m : float, =4\n",
" order of the polynomial interpolation to use\n",
" \n",
" lam : float, 1e-5\n",
" regularisation parameter for smoothing the estimates\n",
" \n",
" invert_G: bool\n",
" invert G for fast reuse. Set False to mimic output from CSDtoolbox.\n",
" \n",
" Returns\n",
" -------\n",
" G, H : square nchan matrices\n",
" \n",
" \n",
" Notes\n",
" -----\n",
" \n",
" to get positions \n",
" 1) from info:\n",
" pos = np.array([ch['loc'][:3] for ch in epochs.info['chs']])\n",
" pos *= 10. #cm\n",
" \n",
" 2) from montage file:\n",
" M = mne.channels.read_montage(os.path.abspath('resource/neocortex.csd'), ch_names, unit='cm')\n",
" \n",
" \n",
" '''\n",
" from scipy.special import legendre\n",
" import sklearn.metrics\n",
" from pylab import pi, zeros_like, eye, inv\n",
" \n",
" nchan = len(pos)\n",
" \n",
"# src = pos.T\n",
"# src = src/sqrt(sum(src**2, 0))\n",
"# EF = dot(src.T, src); # cosine distances\n",
" EF = sklearn.metrics.pairwise.cosine_similarity(pos)\n",
" \n",
" G = zeros_like(EF) \n",
" H = zeros_like(EF)\n",
"# logger.info('{} iterations for {} sites'.format(N, nchan))\n",
" for i in range(nchan):\n",
" for j in range(nchan):\n",
"# if j == 0: logger.info(r'\\8*')\n",
" P = [legendre(_n+1)(EF[i,j]) for _n in range(N)]\n",
" g, h = 0, 0\n",
" for _n in range(N):\n",
" n = _n + 1\n",
" g += (( 2.0*n+1.0)*P[_n]) / ((n**2 + n)**m)\n",
" h += ((-2.0*n-1.0)*P[_n]) / ((n**2 + n)**(m-1))\n",
"\n",
" G[i,j] = g / 4.0 / pi\n",
" H[i,j] = -h / 4.0 / pi\n",
" \n",
" if invert_G:\n",
" G += np.eye(G.shape[0]) * lam\n",
" G = inv(G)\n",
" \n",
" return G,H\n",
"\n",
"G,H = _get_GH(pos);"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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sl4trqM/8IA+zNMjPvHMtPfObes/5dTszVH7Tmr1+Xf9W3okkdHRCXdiuv/LfOImS6auynU+obhogp+sjI9/y69449IRfHl5Pu8+Cx3Nz+z//Ft9nDz2b/m520G7uIKfu7e18KvaW5Jhffks7xeGv7WJHa3yYndv3Pf06AMCHtn3Er3tdmhy5bzj2er/ugV6Ow78nxYl+LhfLYuErpb6hlBpTSh3W//2+UqpHKfUlpdRR/W/30i05OKwsuLXtcD1hOSmdn/A8b7v+749AeT4/63neVgCfBfDeZezLweFqwq1th+sCP0pK534A79LljwPYB+Cdy96LLa7cfNTCV2nN0Wpz8C4lc2CReAhIEiwhvRApNY/Tdh82GkdCUjaRoo7tlxSXoJaqGRpguEVOW5/aEpRMNEtb29gMb4sbbbw1zY8SvSAdxbb7kLRbWEsqxGaZugjPc/uf+Rqd83/j/T/LDewU1y/SdbX+ZsdVYBxL0HvPEVe8thsRoLhG+flnaxm+l9wQ211FreGVbON5KebIeZgdYSeipEWqXUTlJPqE0FmKhc56U5rSifPnRpRM5oLNrWMZBTOm/AiP84a1HA++q43ywsZFXLjRlD9b4mcSuDftj6wM8TV9/ewU3tlDtIekRTbGqc/+MNMnEvMN0oefqrFQWVEwiyVNc20ZYJmDO7qJjropxtTR2jDPg6FyjlV5vmN9vDZHeohG3Nlxwa/blqK2JI2zJcrPsF3ROKOKX7llj+dhewfdZ3eIaR7jCN6Y4TMAI1EOjGgLXTlduVwWvgfgU0qpI0qp/6WUigDo8TxvHgA8z1sA4La9Dj+OcGvb4brBcln4r/A8r6SUSgH4BwCPoDmoMNZ8GaCUekR/H/Hk5YUZPSdZYpvU8VLXylOtFslla/uW8NCmtjQCGaDM1yzZqQIOaxkaaRy0FVlHVkE9yn/LjRSxdbwt6gNCZvNkqagqOwUrfWwNVrUgmNldXHwfxuIOVfjz2LwWRxMnbb/49U/55Vfe/9PUdj+foAy0qeeh0sXLirN1SSd30y1eKZZlbUc6ulDtAOpxutT8CwClHrED0yds24QwVrlIVl+RI/pQ6WXrLt5J1vxAJzszO4WUcacOp5SyxItV2qFlhRWb7+fJMid+pbjZjnY+WToQJSt3WljW5rTrRIFDbaX0c6WPxtzRy+m8tnfLXcMZAMC2OFvefWHanciTsPMNHvNElUIfT5bZrC93i9Psa2gednbw2G/Sp1qlVR8Xlvd4jeb+cJm3UX2dPOYt7bRb2JE+y3U6/HNE6F4bqx5gy74qHMEX6vyMNmjxtbB4T0zX6Z6H4rwLagtdeZYriWWx8D3PK+l/CwA+D2AHgDmlVAYAlFIdAGZbXPsBz/Nu8zzvtkg8Y/uKg8M1w3Kt7XA6bfuKg8NVxfN+4SulEkqp+3Q5CuANAL4P4OsA3qy/9jCArz3fvhwcribc2na43rAclI4C8F+VUiMAKiAr6GMAvgzgo0qp3wEwBuCtz631JXiXSzAtLQXCljp1a3Gw2urk2Fol+Pb7NKJk9WZKJqBnbxFfk+MNSYEy43gVn9eSWqQpJirFOH3H6RLzES7yFtqMudbBjtpKW/PSkdmyJF1ltPOji0wpRKZoi/yZb37Cr3vVS9/il+tdtB2udLATS9JMJvY/mCxdty2opVAL5/RlYvnWtqLn7NNbVR631K5HlMqFErNEjTzNQVU4esMpcepW0z+piBDWEvxXRWeSmm3wM7ugMyuZJOAAIINLK9oR3NHBlNuaKMfhlz0a01iJBcaOZokHGp9jatbQOAAQ6yE6Yl0HUxSjKXZCDkapPh1iGqmiT7XmG7wOxqrMbT1dpBOyx3NcV+/ldbZOO1ilINtolJ2gBgsN7vNYhTznh4t8BmFnJztob8oQ9bQ9zpSOEU1bE+LfiHTQGipn0eN+ztZ57ncmuC2DvD7PsC3BFFd/hKml6OUexRd43i98z/OKAF5s+WgKwIPPt30Hh2sFt7Ydrjc4aQUHBweHVYIVJa1gxNOsny0VmSOjYywx8dbvLiEqZpVWEJSK2CH79EtQL19caJgUy31YRdrE9bJNmVrQlOsiCsdQHLIdSSOZcl3o2Ut6J1qgNmV8vK9Nn+FtdYC+0eJrnpgPSelEF3REzjRvRz/yjY8CAN54L7MhtV7WOa90UyRGTcg+xOeYZqp1aT33JH/up0sUcywlJK4lvBBQyzSsFGStQ0hWdFiiMDT9U+9jqqK/h+eyJ0liZEMpjtJpiIda1T+EksjPaTTryzkhzD/I9Euqj9rcuYapjA1xjqjJajribJHpm7MLFJ1TmGIHdfsAj3NDF/m2b+3kxOYyJeBQhCidTkHpLHpEbc3UOaDjaKnfLx+Yp0iasTnmo/r6OGb/1h6iX/YkTvl1G6M0j3UxR2dFWsZ9eRJs2zc74te9YYClF0xboxF+Vl2ayokrnmMZZz/doO+O15jG2V8c9cv3pI4BAC7U+Rkcq9B99kf4uUpMNVwScwcHBweHFlhRFj48j/5bylErYD0B6394BacsrQ5a8bGJT7fEydNFl+7fd5YuFWcvYCx7aS3LHYax7KUVayx8+T2b9HMjJi1jkYlqkaySUImtyfIAOfjqSe4nsGswRXHwLzbDVpqx7D/1zY/7dT+hLftaL4uAVTrZUWmczlIu2ozt4u8a+IJxYncjdyLXFArwwh5CFZrDUFns5PrYUoxFtXNvnnc70UWy0GND7DQ1p2cBIKNPdMpE3sUaW3/zFbIq58psXS7OkRUenmKLNLGZLeNRbY1vTvMJVSll/HSFnKVHZznQPnuerPDEWX6t7LqJHY7b0rRbkFb9SJTF74wQmrHqAWBcx9kfKbMDdd8cy18fvUDx99Vpdpbec8eTfvnOzLN0P8Iaz+isUkervGCfKHGbP5wleeSxC3xvt2wc88vmBG1XiJ9RSNvO0qo/J+Lsj+vMXPI+Hlvc4Jff3H4EAHCgwucaDhZph7FLOIyzglY4W5Pnlk7hcuAsfAcHB4dVAvfCd3BwcFglWFmUjkGLWHeuk9+9RDOXG29/UflSDtaAIzggo2AZW2AwlioTZy/+7AaSf2uKwqZnDzAtE3DQ+hmvLJSLGLPsM5pj3iScr+g2+UZrmsoJiMFJyki3H13kLXJknuO3P/+tTwMAXvPih7nNNUTlVNtFvHms2f6QgmshIe1g5CICGcI05BmEpXIjXD14QFieweBPIkJGIRqhG/LKPP9hfVq/K81z2hnjI/xS095AOmgXKkR3LBSY0kGWfvqxBZ6fwQ52Do6kiWoZiHHMvMRkhZ7f4oKgnmapzbg4d2z07AFgc5yoCeOcBYB2xdRhRdufWeGMPKspneMFlk44Nc+ZpKoz2lk6zfO1LcUUyKYoUVIZERPf0KJkYzU+QyBj7sdnqf3GNI9jMNwsmRAS9rJpc07E848J2QnjgD0isro/u8CUUVTnQThWZof0cZMdSzA3RiwOAMYrVy7h5Cx8BwcHh1UC98J3cHBwWCVYcZTOxUnMfQRi5i3a9S3asn3PGutvoXdsbcuYd1uicEkhhCyRLEvRTDLO3ihfNiLcZy1picgJKFN6TWOz3XtYpha8wEmlGwlaEvV2GXMfCrR9cZ9+O+MccfGxb/yjX37NS99OY18j4ux7aLsckICQsNBqqszUhy9VIe4zUiI6xE+6Dk6leM3hKahyCJEc3W9UyLvXG0IzvkzzHp3hn2ZCqw9EReb4iojWMPRNTfB05/Mc/TSzSBE5lSxTFIkp+m6S2Q8MpnhQPVFaE2HwBI9XmQJ5Zp7kB0IXuE3TVuYsj3NrQipfUrSWicYBgLw4vDGlY+0lrfFEjqJnDs4wFbIwyTH5yQv0gBNCLWF3kiNWBjXdVRbvjHyd7unJAkfmHFhgZczSFK3T+CzPZ2+YqUeb8qWRTBircbSQVNt8KkdRTccWWQLi/CxTPiE9vmPijMHpHHE5UkIhKyidM47ScXBwcHBohRVn4XsKwQTYJv5dWtPSejV/smwOWGlhW3cNVz6+wMnOQrPFa9OBB+xZtkz/rU7nGiE0GUvesDlo5X3adPst89mxn8WkUGeLrDxEFkYtJVN3eU392Nr/zX//vF/1lvt+mtscIUum0sHLzU+cLpqUQmf+85bnI6TT1uxuxJiiUzndT1fT9641VI0sRuMDTczxuCdz4kxBg8bbIbS02sfJksyV2Zqui4VS1KdmCxVuJ7/AlmZonj6PL/A1mTPUf2aCrdSk0Ms34mgXqqxtf7LIFv7YWXI4tp3h+W0bp+eTPsPO5f5w8ynRmQbv9GSmqmfLtGs4lGNr/pkZqpud5B1LYoJ3nyk9T8lZ/rFtEdunlD75eqQmdj+6zx/MjnLfF9jyjk/qXYNwPicVz31RW/NTdZ4vI4QmT88+leOTuof0jmhynu+jPsNtlkFzdyzL45jM6sAG8dKYqfHuZqJ4eflDJJyF7+Dg4LBK4F74Dg4ODqsEK4rS8ZRCI6KsMfE23XOAZQek889KPFiF0OySBdy4EKBK6zR+gsaRicDZMWqnV4z8QT3Obcay1Gkgtj4wwGbaI5B83NAdgrIxomhSOiG+wFRI7Is/BAAsvvFOvy6gM6/bClV5JMZpW02L7fspPjY+9XtU/qN3/Ty3cwOaIZ3HmkmQ8yGfsRFxa3uSBbsW96z1y4bR6DjA++7FG4hykE7qWM72YK8+ogUPfftqKPZoffe1PMhtf86x27n15GCdeCk/swU9lzt+U0gnbOStv+rTP+NBQTcyq4XqGnJ2x4aFc/5WoiOSGRY3O/kivia0jo79FzazY3DixUyltN9A837f25/y60a1d3lQyCX895f/hF82Mhq5dUw3ZUWS88KglhIZZkpotJfafPCWw37drfec9Ms36NSCa8Vv6OGf+k/c5gD1NbNTpG8cosV37x5u8027v+SXX/nCEwCAvjDTJzf/8a/y9XpKKt0iwGINPcPRtew9vrWbJSR+ft13AQDbt4i0iCLJ+e2f+y0AwPvu/4xft32EHN4v+/o7/bpdGyb88gO9z/jlj+Dy4Cx8BwcHh1WCFWXhK88LWpsCUmBMWnC1eLNTziprbJMlvgKRLeMcDItE3PJ6q+ytCOE0p1mjbFCh0knWngyRtLVpS2wOAI1wqOnzmD7tmjjH4loqz9Z47a7dAC52FFukpQM7KqpsO8UWyV9+/C/88q89/OsAgNIa+wlpmwy0sfajeZHYPMsOxOisPtkY4hsWUYn+c8hvZlPWjLMh1kSlbWXYNLWkwszOCCraz1ZZw/c6LcLz8hS9h6Et7FSv1mmdLOxhq35xXXPC8fogP+f2TmEld5LFvS7Flrc5nZsJ8zXfu+Fmv5xdT9bt/EaR6Hs7O2Bfu/4gAODFGbaSY/rYc0mEWpZG+fnkB2iHkF3Hz6c4wvPQOUjO1jvWsnzyrW1jAIBbRKjlqMjsFdcZsQoiRLLcw87r3CDNU2kDO1gHBmkeXt3Dkse3i+xVfWHaiUzW+TckEnuh3Ef3mejlOR7ppjbv6OZx3prmnciWGJ347RenrVPi9G+4i35bI1HOAObfY4bH3h7j5yUzg10uVsavwcHBwcHhR45lfeErpd6jlDqoyz1KqS8ppY7qf6/8lICDwwqAW9cO1wuWjdJRSt0N4KdF1Z8A+KzneX+jlPplAO8F8E7btaKRlhr2LTNeKaP/fulTrZIKsSUHtzlwJb1ixK4CQmU2nXlBhcSyzcpe8qSsata8ssbut8rcFc1T+7F53vKFF4kK8eLsYCttZpGmSjs9cun8lXNr+pJ16THioT73hQ/7da/+yV/3y9n1CT0eQXfJ+VbNbUb03ERzvD2PLPB21YvqLE0b+H0q5yGqNfzN/QDiGbY4C/FcsCzrGkAj5iG/sQaVooeeFEnI525k56Dqp+e3tZOd1adzRIucvlmcuB7hueruJuphZzcfmx1IMP0yFCe6oTPMFMRZrc8+U+W48At3ccx9fkiPewOLhv3ilh/65QcyhwAAJXHi90SVBM4OFDj+/MKtTK8UB+hhJEc4Tv4F/Uyl3NVJztK7ksf9upEI0RYdIZGtSzzfg1Xq/0CJteWnb+Qx5TfSPL/0Bqae7u4gjfyXJ1nrPxPieThdo/X+9cImv66xnR3eO9bacbaZAAAgAElEQVTSdbvEYYntSXKw7kkwHTUoRO06QhRzXxbU05kar4E71hMVNBRmzneiTmO6qZ9PK0sxuu4wU06Xi2Wx8JVSawD8GYBfEdX3A/gnXf44gFcuR18ODlcLbl07XG943i98pZQC8A8AfhuAUOZAj+d58wDged4CAOvWVyn1iFJqr1Jqb7V85X+xHBx+FHi+61q34a/tei7f6msODlcNy0Hp/BaA73qe9w2l1KiovzhupTknHQDP8z4A4AMA0NY1clliB57lz5Rt6x5MQWiJ5mmpGW9rv1mUTMJQOeGyiM0VET2VzogeEzfuR/zIiJZAFE4zXSW16+PTtN1WFd4mNtJ669jLIku1hIx0MbQHtxmIyNHVMaFt/8UvUsLxV73q7X5dcZSPhZsT+QEZA5neUcf0B1IpzpV1f2IcSd62Vzqp/WqbfYn682ih96TW/FJidZfA81rXQHBtJzYNeZHOMsIRmgOjew8A1bVMzwytIe2FsFiQpRrNS3WIozJG+zmaY30bUTa72s74dW0hbjNlieYwVM7xnEhROCoit3TEzw1DTCHcmWKqxejYH6vx2Yj9OUoNuHeaRckKo/ww2vrJoLttgGkPQ68AwO4Exa1vjPA1CS2NUPJ4vo5Vee19t7AFAPDYPFM6hRH+7uAInRd4aSfHrO9J0DxlRIrCXIPn6zEtevbN+W1+3da1TLHd2T1G403xfYxG6HkMR8Q5HTAHaaicC0LG5KkKS0jc1H5G3ydfY8TqtmbY3uiKsOFQ9a789b0cL/wNAB5USr0dQBTAsFLq2wDmlFIZz/NySqkOALOXbMXBYWXBrWuH6w7P+4Xved7/ZcraEvqC53n3KKU+CODNAP4OwMMAvva8+mlhqdnEwnwruZUDWF8TdOpadgC2RN3SIo1KqWSqj4pY8nIXW6y+CJwl/t22YwHYmpdO2ZCQCG4kqP3KWrZUfKewzMZluY96zGL1A8gcJ4fav36JE44/8PZfpH5GebnIuTMWvJyPxAyPOTJX0uMQ4mcJMozLPXzqsp5k68bfLYj5lsncTUJ1eW/WZ/gcBPKo2+Vd10p5SCaqKFdoDrMLvAPbto5j7vsSZAU/Nc3SuhcmyMF6xw6O697VzicuuyN0TZuIqZ+v85o4WaRA/XMldsruP08B/ybxOABsupV3CDd3U/smCTgAjEbY2fp9nfT7A6fu8evGzlA/8dO86Xnlq/b55Vsy5Ji8JcGx6iNip8Mx9bwTPFKltvYX2YH6tZkdfvnABFnJjXN8vy954QG//JpuirV/eYr/LicVfffpKjuxf1DkHcLfjd0NADg3xsH3f/4AByzs0jH1UjI5pF+lOY/X/bNV/v2PVWkn9ZRwaJtk6QDw3zd+FgDwaHGzX/ftOdq9PNzHzvKpGjuXnynxGrlc/Cjj8N8D4M1KqaMA3gTiQh0cftzh1rXDjy2W9aSt53ljAG7U5SkADy5n+w4O1wJuXTtcL1hR0goeiCqwbcNbOmA9G6XTrJUegK9N3yrbUmseQGa8kvrtRhYgIAERttMqTeMQiC8wJRSboi2ndMrWO5gKqHTQllLG9tv6syZjF+JqiXNME33hS5Sp6pUPceh5ZVMkcC0QlDkw8xgpiGToBW7TiNDV2nnbXdUZtWzSGEALJ7l87IYiE+OoRdEEVX2OnM4yIxTykIxVUalp2qrONzOS5qTe6TA5WLNF4RTP0zU3tHPc94Y4OxGNg7cuHlChwXTDhTLRAGfyTOlk52kdycxad9015pdvSpEDdXuMHYZ18QCeLZGzdnyapRMi56nPtNDyv7PthF/eFSfKaKNwbEqdeUOHjNd57AdKRIHsyzL98cwFdhQ3JmhNpSd4bDdlmO7aHpvU/aT9OqNn/0Rp2K97dIGplHNn6Z4SEzw3/YLOSmu5j7p4TyxYMl49UeIxHylQnolDCyJJ+TmWymhsoPE/tjjq1z09Rd9dFLTnyRJfczjHbV0unLSCg4ODwyqBe+E7ODg4rBKsKEpHeZ49RR99yiX5nUvSP5embJbSw/csFIJU1YyIhOP1BG27q4JesenlS2rK0C6ZMT5OLRN1G/qmPMSRFNV0s86CjPzxI5AktST/rOuvdh5kGuFPPv/3fvnBt5KWuKFx5NglfWKTpUgd4mgTr4PHXF5L2+lqpjkKJ5ieUbRpea4hEaUjUz36n+v5rregia4lauUwJk93+RRKG5/qx9ER3qabNIZqLyto9p2i+5p5Ec/pXJXpsdkKze/ZAl8zMcfp70oztI4is/xMdSg52k7xetvzUxw9k1BUP17jdr6xyNExn3qalDXbfsAUY+cJoh5Tx1mV85V/wG2aRN3zDV5IT9b4+idKGwEA35/f6NcdnKQonOxZjk5Jn+R11D9GiyZ1niOU3vGuQ365K0Rzc7jK8euHKyQB8Zcn7/Przo7z+bnOp4gbzJzlBbktwuWCfn88K34Px6s0zh/kmBraN8OU0ZkZoomq00zPJM7zfdRfSHPz/TOjfl3xPI09toM7OltmWu7oNK+by4Wz8B0cHBxWCVaUhe8pFdSDhz3+XjpLzfelsJY5rBZIil1rdmLaBNVknzYdeimIVm7nTk0se1RkWLIl0JYWrXEAe8+yFZR/2S6/bLTcw2URiy5O8vJ9SGteNY090KfeoRx+F1uI73kNZ6oq3EgOM2lN204Ey92Rf59hno/FrWyJmITl0oI37V9JnLy03G3J643DuyJO57Y643C1EaoqJMcjMHpdmXNCROuCSLq+SPM/fJjXWfoE7QAPzrOTrlhlx+Zcnqzk0jxbj9Fp9mC3ab9rYpYnq+M4ndKOjvFWI1tna/tUneLGJyu8a/j38e1+OXaUvttziE/xxp8lB2ntFGd6kjhTo+f3dIVP4u7Pj/rlx2dJse3keT79q87SPbUJp2znSZ6blN4dh2ZYLK5LnKCda1Dgw7/nOAXbUznq59wJ7ic9zmu3Y4yeTVycJVnweCd0rEpz8mRROmXJkbx/iuPsJyd57sJT9LxSs3wfSfa741iFnq2x6gEgPk1jGq/y7uNMnndc2Xm+z8vFCvk5ODg4ODj8qOFe+A4ODg6rBCuK0lGwOE/VRf8CTbQPEIwrlxSI/7klZV8wWbr4H02L1CwUQoR9QwH9d1s/gXpNpcREQvH0f5CgU+5BpnHkmGztB+QDLNSUcWZKh3H6KB8rv/OT5ND6ynv5SHxuI289Izp5eIDO8mkz7jt9RkzE958EAGRfz4nRZf9+2XZmQqaZtMydpNCClI4ek1jB1YwRqOO6pVJXXi2oGpCYAfTOH7O7eVzrP8I3kV2v0xn+DDvV6wmiTdp/h59TZZQduMm1OnH9EPdXFSkUsZ2kF/o62Zk6kqbyjjSLo/3TTUxRhDYQ7ZLfwnRC7j6mPUbvJdrmF972KHcTo7b6hQ78O3a/1i97Q+QszW3i+1hcz23mh2l9RNYL7fk7KY7/7m4Wbrs3zdr2O6K0PjIhprNedQcrVlc3UJ8Xbme6Kq81Gu+846hf99KXsLja6zLHAABRxQvptb/xn/n6fqov9vlVKK+hcaQHWfH39s1M1e66hc4GbEvwfG+MMZ329r/7DQDAa163169bn6SE6B/4zEN+XX0T5ye4eROLt3FPl4az8B0cHBxWCVaUhQ8dlulZrPnAyU4BYxUGLd9LewJtGa8CYYb6crlTsImnLZXE3AtYxPSX2WSkAoD6jRubrpHOZ7PbaZXtyzhgA0nMtUWcPMFW/fu/ysJP737wHTSOrS3kkU22L4uwnJRMjkyyk6zwqjua7sM2n9ZQUeEIlruCkHZOB08oN8s4N6QB74fbNt/PtUYjBuTWcfLy9j62BBc2sSMup31+d/ezkFlS608/uWWPX7c4IpKY9+nJGOJd10A3nwy9oZvCZbcLa35thJ5ff4Sf479t4h1aYSONaWGDSLS9nsf80j6yjm9PsIO2W59AlYebG8N8KragE6MvruNFnhOK6JERsux3D/BR3Tu7yMJ/YeqYX2eseoAteylv3OjhgIFCP4W55ofE2hogR+7tnUKMTtyHSS5+Roj9FbvFfGtfb7mXP4/2UP+jXfy725RhC96cjO4VJ3bD4MVZbafx9cR4jhv6R1JLCXn0mDiJ3+qleAk4C9/BwcFhlcC98B0cHBxWCVYWpQOiAmxx5ag1mutawJbEHBaKIiAGJuL0TWYm+XnDxMxbnKayT0mPyOxUkWnaqtU7OHY2O6pPQJYufdrURnHJz6UGf2Kctox/8bV/8Ot+/f6f8cu5nazxbbsP/0Sw6MecKDYZtgDAS7OTrNxBW3R5v7YsXjZKR1I2IZktTD+PVlm0/CobZbMy/LQBeFEP1cEyMh209R/uZKfs0fVMQWCYPpfZq3J1mutvbWT7TGZ1ivcSRbFzLQudbclwkPcNKXIYjkanLznG3DY+D2CcqbkNPMF3D7Nr8CU6iXlviOmZgs5KdazKDuXsFnbQZodDTW0mR/iU+c0DNM4Xd7Iz9fYk0S6bxZtKOmgNlfNMVYxjlE/lLoxSn7H13M8OPU+SJtoS5fMEpvR0hc895IVDvDREMfkdgpZbrx3it3axI3Vrgk+eb4rS84gqfm4lkbGq3ke03UCU18WCzmnQ6OEzAF1p/g12xa48baaz8B0cHBxWCdwL38HBwWGVYGVROkrp/0TVUtr4OjIjVG2ug40aghQDE7HiQgjNJB+vpS1iXy0E13w5BvF5fIpTqBkqp9TP8cC2e7NF5ARoHNG+iZqJneft6ie+QhE5P/UylksobRQyBzqyxya4BthTC8andLJ0IexWGuKtupRh8Mduka0IpkX0msYRrkpZCq05LhKwW5PLW3T5A1TeypDDRzjSQEd3Ht0pWhPtgkIwCcMBYH0fJcPuDPPamavScfvCOqbuuoc5umZTJ11ze+cYtxNj+mYkSp+3hVgq4LxOlXe2xjTO/CYRE7+OnkVmPUeVPNDNomSGAimIdfJ0hdbZ9/Jb/LqFTfz88sPUZuco0xZ3rJUJzYliuV2kQFwfoVdUQDdfROQcrNLn38lzwvH5DeI+NtACeckIR+Tc2kbtb4vyfCQUvwoPVWkB7ctv8OvK6/i7AwM0/ht7OOppU4oomxsTTMX1hJny6dSJ5POCxjlf49/lUD9RQvK5T+tn1L2Gf98DGX4emQiP6XKxLBa+UuojSqlj+r9PK6XSSqkepdSXlFJH9b/dS7fk4LCy4Na2w/WE5bLwPwjg7Z7neUqpfwTwkwBeDOCznuf9jVLqlwG8F8A7L9WIyXgVrNQWhLJb68YiDmZGssTmCxgxMGmZBpKLm5OlNvEzi1Uvr4nPsxUcKvBf4MIoxTXLjFnh0uVZxjarHgBiZ+kv/2e/+o9+3RsefDsAoDTCFriUJTa7mqAwXPN9Gse1vI96O+9OqkKgzMTPW53tAgFr3uyoAucK+OaNZW87IS0h62yid8tg4X8Qy7C2o+E6BtsXkYrQ+oiF+DkO9rHFu6OTHIohMfBFLSHcPsCW3u5ezuq0I03Owd1Jtoy7haWY1lLHMmPVVJ3Wx9GicEyu42eeGCbr9BZxHuCWBFvjGUViYI9Xuc3Hi6MAgO/NsmWcF87ltmEa/21rOebdWPWyfWPVA2zZmyxVAPCsOET83QLtJh6d5STnBRFz3zZIfd7VLjJv6Zj7hOLfxUKDf7f7i9TmvlkWQuvu47k3lv2eDM/HYJQsdJkZS6KkFR3P1/l3+UyJPcGj7bP6eyx6d15LIa/NcN8pYdVXG1dury+Lhe953lf1DyINoBfAMwDuB/BP+isfB/DKVtc7OKxUuLXtcD1h2Zy2SqmfB3AewJMAfgigx/O8eQDwPG8BgHXbq5R6RCm1Vym1t1bO2b7i4HBNsRxruzJftH3FweGqYtmctp7n/b1S6kMA/h7Az6B5Mx1rvgrwPO8DAD4AAJmuEe9ix5xNu97m2AxQMpY/Y8rioJXtSOrACLHJOtN+wMFpEeaKilj1eobjhX0HsHByGXpFipI1bHH2Ir49doH/KH76qx8BALzhgbf5dZVBcvRIyiXgLDVMirgPSTOZvmILvHX0YtRWpZMfYdAxqimdSMj6uY1CM7r+0ikrBfAMRdaKevKpPEvOggCWkNm4HCzH2u7e0etJR21BJOpe38aiZkNxoncu1Hjrf7pAjtUtPeyIvSHD8gMbdaLuXuEkDIshZnVC8/kGU3LPFAcBAE/Mc1am2BDHdZuY/js7mAoZEWvTJBzfX2Rn6ffmSCrk6DlWFTM0DgDsWUs01Avbn/XrJE20MUK/EemgNVTOqRrzOI8VOavUD3SfMrG5dILf2Ef0yy2C7hrRUhUlsWDGa9znvuwoAGBsis+s3LGOrzdUzs4E02pt2inbrvh3M9Pg37+Z+xNlnhuZhHxjip7tfJ3P6Zwv0RoYSrGDXlJ9xbp12V0SyxqW6XleDcBXAdwGYE4plQEApVQHgNlLXevgsJLh1rbD9YDn/cJXSnUppV6my1EArwewF8DXAbxZf+1hAF97vn05OFxNuLXtcL1hOSgdBeC/KKX+FkAVwOcBfAjAFwF8VCn1OwDGALz1clryQiqwDffVGwPKlFLToHnr72vCV0SkiTi2b+rrcRFnL2gNP+Z+CekEGTlkqJBQnreTxU3NMgaBKB8Tn96CrjIROfHzvFX/wpc/7pdfrSNyKoN8lL3S3vxIA3SXGXIL+YH4HG1NVYW30OVe2mbWRIJ2eYbBFv8eiMix5CcwVI6kdGzpLCUV5y0VNWU5Q3AlKRQtWLa1HVYe2qIlZKu0zV+sMIWwaw1TA+Zo/d7cqF93JkvRGm9c9yRfI1UqdUROWvEzW/R4u3++TtePVTil38FFonSOTXEi7JsHeRx3dRKVY6QNACATErRHmdb7o/NMrzx9jigKdZqpo1vuZUroHi2ZcJdoc6mInBM16md/ibX6vzW/1S8/eZbuo36aUwNuuJkji8x9bIzw3ET1a+9Ijdfe94sc5fPDC5QLoH6G6ZWdOznmfkucoqJ6w83SBvMNnqOxKs/t2SpF6R3IMoX21NSAX75t8xiNqcA0z/F5en/cM8C5AEzCegCYLV95isPn/cL3PG8WwEssH00BePD5tu/gcK3g1rbD9YaVddIWZOVZLWtpBUuNLuN8DDjn9GlSmfBbWILGsg84DJdIOG7ar4lrYllu1AiLNYQ4WjXN31XW+HfzIfcdW2BLJD5BMb3/8tWP+XWvfjkbk+UBsuxlnL0fu1+3W7mmT5ujFgDCC3QftU5xH6J9v03LeQRp9cs4fjMWuYuqG8e4xUktrwnG3lt2eTI/gX/v4pIVctLW84BqI4z5Cln4kznelXX1N1uKRxbYuTczTY74DVtYX13G2RtddWldnq5x4NAzRYr3PpYXDsNJKlfP8nO+fSdb3rckxwAAoxGOT19o8NrcV6JY9SfPD/p1tTNkfbaN83O6RwqhJahNm1UPsGVvrHoA2F8ia/vRBT69+/g5jl+vjVOfmTPc5833805lj3YKm3MDALCo+3lS7Bq+P8+5KebPkrM0c5bb3BxnYTrjHI8JPXuzo5qocW4D4xgHgLECWeuHZ/kZzF9gkbe2rcQMHM/yLmxuju4tPsTznhPO5ck8r6HLhdPScXBwcFglcC98BwcHh1WCFUfp4CJKx4/xljHYAUrH0oRPB3BdIM4+3nxsP3C9Lcm5RYs9PsPOpdACbbELm4WjVkm6Qt+HRdgrUuAbSoxxhN/f/QcJob3ugZ/z68rDl3bQWqkjy23KhOCZU+xotsbch5oF12wpDJX4PCTyFxjJhLqIs2cxOtFOw0JDWeZdXmejqwLrY4VQOg0vhEIthrkiUSiLC0ylJBTTJlkduz0+w6Jm4Sl6Fr1h+7F9c82EEEI7WmLn35ML5Cg8Oc80T/Ec0QXpCbb5pIN2Y5Ti51OCCjkkZBSMs7Z4hmmJzGn6vGOMKQhD4wDABv3MbTQOwLH2jxVZmuG7i9TP3gssc1AcF1SI7rP9ND/0W9Lc5/pIVvfDv5XxGlGUjy6ww1lSU8lx+m7bBC/OYGpCWlSSQjNUzsEij1OecTi9oFNGTvHYE2dZRsFIKozN8DNSU9qJLeLtp4rstJ2Zd5SOg4ODg0MLrDwL34M1k1TgFKXFcg5Af1xP2p2y/m7BEv4Z6NNiXKYn2CIJ57hsnLUBobIlwiGNNZ56hrMTvf+b7KD9hZdQ2GV5lE9dSqve5iy1ZskSc2fyHkuHs3HUAkB5mEL4aqnmEMyWp1rNjkiMoyFO3dqyhfkWeivnss2wt+wqWt0nV64ME7/SCGM824npWbLK1CRbh0YGFwAmymQJGgcoAKS1Q7IKXltnhXNwokqWvQzpO7TAZXNitDrFJz/Tp6it9tO8Dow1DAAJRZM52+CTo9/J7/LLeyfIks2c5EnvPEEWevoY71I3C0E8Y9lLeeOT4jfyWIkcp9+c49O7T1wgB212nH8DbaLPjpO6zzEe+w0xPoXcpjNynajxQjEhnnvPrfPr5K6h9zSNKXOaxxkF7yDMqVkpb3ykRCGW++a5zSOT7KCtzNDcxyb595vmYWKuRs+7fIF3fqkpGnNOWPizOf68Mctr6HLhLHwHBweHVQL3wndwcHBYJVhZlI5H9MFSWu2B2GyLU9c4JKWTUMiPW4XQggnPbUc+6Z/YYT7FV9nOTplyT6ypTSsFYnEEP/SvT/hV7773LX65sIO24rWUiIMPiK81D9MqHGeJmU9/+QDXbeZ45HKHxRFsTju3yCTl5w8QHy91rsHmGLeJowVzDsgxNQvP8fXNp4CvNarVMM5PdvgO2JSI8T6YZYfh6SzRM+nT/Hn7OM3ssTLTNNNVpiBMjPexeT7ZeWFaZCQ7T1v/9JRoU1M5bcftibCn9NoaF47g78yxk7M6TtTUmlO8CNMnybHZOMmCaDYHbZDGGfXL39YnaA2NAwBZ7RROn+GF3XaGV1rqFMXEqwmmRQcjInOa/vdAmX+r+3O03rPn2emZOsftp88RjRWZYppIYrJOY3q2zIJtR/JUPjnHTldD4wBM5SRFHvnkNI9zQec8iM7zItd+c5Tq7NytVPj3GclfIz18BwcHB4eVD/fCd3BwcFglWFmUjkaj+SQ/IkU7VWLkCxKzMvia6gIx+hZBrQANFGsuS9GvjsfpaPXiPSyyFEwEbtqWevkySoj+7XyURa9O/zlFWnzq9x7icd5kkQpokTjdRmsYOktSIW1jHIUTPkhiUouvuonrpASF6cpyFkLejwhr9p+NLQpHwnYfrSJ/zDOoJbjN+CI3au6vlhQCdoVGU9/WaJ9rAFVViJyLo7aW6ILMjayBf/Tvd/jlnGYeXviWp/y6DUlKQv6Zd7N8T3ZYxHBrJqcwKPIm9PEz33I7CX/t6GB5ABOrvivOMgS/ctOr/bK3gWim3Aamjs7dww/o5ttJ0/43X/dlv25XTGvCh1g87RWjt/vl0AaKYMlvYdpjYZQXUn5Er6N1PPYdN9Lv5QUv5jMC92YO++VtUaJ05HL76eG7/XJkO0kyXLiX6a68ZtCG7jrv173gzjG//LJfIrpzvs6RUv/t4Xfw9cMUKZMb5BdVWd9SScggpPqYLtuwnSKXpLb9YIJTW/7rn9xL1/wkRzilbqXzGc9+YLtfFx7lBV0evUZJzB0cHBwcVj5WnoXvBaWQjSUZKQjrTliSxgqX2ads1qV03pkdRCMguczF+CJZSvFpjrNHmf6atjptautH7io6n6S/3H/8nU/7db/7ojcBALK3iRNzoeYxtbJY/XsOyDTTlxPn2UoKFfk+Si+gGGdp1cv5ts2dsewDksc5/mJpDT2kaF4OtLmdQJJzkwCshbPcOHijrBEW/G6oeRfm7xqkU79FIvurDS/WgLeuiKEesvB297Bl/dVRdv5VhulZ3dd5xK/r1mJdn97Cwp159vOi1kdrs6+frcdtXezEvK1jDACwU1jzo1H6bm+IrdT6dnbe50bJSl9cL5yZG9gifbDnabqPGFuZGW3ZLzZ47altLEqW20CO5PmNwqpfJwT3hskivmFAWN5dtCO9WYu5AcCWKMuFR/Vu/pSQOo6s59OuhU3kdF4c9atQ66cx37aGncu7UrzzTmiZ6bNVdlgbqx4AsiM0Z0V+bKh20zVta3lsgx38PDZmaJfWE5Nj5x1ZoY/WaW+KF7ynF3yui9dwLSPmK8EntC8XzsJ3cHBwWCVwL3wHBweHVYKVR+koBGXPjeOyxbF7QyNI7XlDPQQoBPGnzRcDE3HhgUThM7QlVWXeMtWHLNmrLGOS8efJad7u/tWX/w8A4FcfZCG0+bupzXBFNtTcfjAWvZmiiOR57PFpOg4eXuCtYW2NEFzTcfahqr1P01cgC5emSKTGvfzcp1UsYw+MX9JR5j6kXIKNimuRvcpcb8tZsFIctRKxaB0jvbPY0E5b+41J1ravjDDlNjpIgdrbY5xhqaL5r+x6cQZjiJ/vaA9RLbetYVpiZ5Lpm10JOjtikncDQEJRm1Xh7lzYwrRFboQmsbCenZAPDYnsVSly2mZC7Ng0kgkHRDav7BaWH1hcT33mNnCfSZHkfHc/aQ3c3SmSnPu6/CxzkFJMQ001aO0frnDsfnmz0JzX9JE3KuZrDTnM72wTCdojM37ZFzIr8W8+u477zA9rGnktP7eODmp/azcH2g8mmQIbTVD7ISVj73m+iwPUZl+SHb2zZaLISuxvRq2Dn0dH8ho4bZVSCaXUV5VSx5VSR5VS/0XXb1RKfVfXfUwplViqLQeHlQS3th2uNywXpfP/eJ63CcBuAG9WSu0B8L8BvM/zvK2gvJ+/tkx9OThcTbi17XDdYDly2pYAfEWXi0qpZwGsBXAjABOk+3EA7wfwp0u2p4Jbe0M9BNQuFZrKgcgeS+JzufU3ycGjWd4ShfIiIidEfwdLw7wdrbTRlk4mRg9GnVA5McM00Oc++td++bVvfSe1uZPjp43cQ8soHEtS7iD1pOmbHG93Gyk6ul/cyLHOAQ4wz8cAACAASURBVAXPanP4TIAqiTRTJSbtYiPG9kE1zW1GSnQDS1FogT4bzeOQsFN5zRFSgZYtMgrPh95ZzrWdiZRxV+8YuiO0ZU+FeO3dvZWTVL+gg8oyguNwhZQY1+9mmuaFazgu/YYU1cuY+t6QkB9Q9DNvCLVNox75RIm15yfv4mvah0km4cGBU37dO/u+7pe3R4nKOVxlCuLbBZJe+PLMDX6djN2PjhB988Ihpp4kfXOr1s7fGBWRP1qPPyce5KEq/4b+I7cbAPD1SU5sfvZuppQqW4me/dkbfuDXbU7QeYRb4zwOmfT9ywukCvqNCZaSyN7CvzFDu+3o5HMNfTG6t3UxpoYaYnXGdc6DcyLyR6ac7NBx+j1xjuI5V6AzEGoz13XE+f3SlhDvrMvEsjptlVJrAdwF4CCAOc/z31RTAPpbXujgsMLh1rbD9YBlc9oqpeIAPgng/9ZVF7vgYrBAKfUIgEcAIJbqIktZOv9MAmxhrRuLEgBq2tKUlquxUo0lDwDRHJdDebIgGilxWnGIxaZqyeaMWGGz04ja/0YaK/jzH/krv+41b/tVbn8N9RU8ndto6kdaw8aaT0yJmHrhjG2kiTouDzXr5QczhDVb03IcMjG72aFIC7zaRm3KxOfyevNsArssYVn7znFbbL7FCS37lwJxcp588TUpgGfbSSyDHP5yrO3OgQTWRLO+o+5EkZNV39/1jF/eFKP4+a/n+fTtt2fotOjDQ3v9OpmdqjdMz6xN8c85K3aFR3SM+liVnZD/sUDtP3aB9dtfcDMnHL+n6xgA4O4kW+DGqgfYsv9fky/16x6doJj7/EneGZsTuQDwoi4qvyjN/WyMCCdkiNZzrsHr7Nka3dt+kXD8q7M7/fIPzlB9/RSPLXMbn1Z97Qidyn1LJ8+dyVg1VuPfzQ8KfIL+Mydo11A+zPdx30v55PPt7WMAgJEoW/MGxuELACfLbMFPVylw4plFtg2OXODPH9hI5y4mCpzn4OwM9b+lnx38i2V2F+Ur1mV3SSyLha+UigH4NIB/8zzvgyCrp1N8pRfAecul8DzvA57n3eZ53m3ReNr2FQeHa4blWtuZ7iv/cTo4LDeWI0onBeDzAL7ted7/AADP8yoAjiil7tdfexjA155vXw4OVxNubTtcb1gOSucOAPcBWK+UMkHmnwXwiwA+rJT6awD7Afyc/XKGp0g0S8bHh7RfwirwBbn158rEjNaznhP0R4otrPJa2lZLnfkAtaC3w+FArLop8/faDvPW8e+/RHH2r/6Z3/DrKt08vZIC4cE3OyYzJ9lBY+gbkz4RAIqbeFsunbF+k3oelpKAqGb4b71Md2hMgHInb02XSmLOla1yAWjKR5oXvmxEC2E4yxkECf+7FkftUg7hK8CyrW3AQxgepiq0tT84N+B/8qu93/DLeU0JfO4si9udnqBn/lcbPuPXyVj0gp6kI1Veb4crLC+wN0uO2UMLrAVwYoKCu6OnmCL43bd/2C+bhOMZIYR2oMLU4l9MPgAA+PLjN/p16RPU/8Ax5uEeeS3f284Yxb93h/i3WBBr5vGKSWLOztIfLBBNtP8869nnx0S6w+O0qEyqQwC4634WV7uvneiyklh8hys0Dx86+0K/7tAEP4/kPrrnoUPsIN3wKqZvwprRGxcU2bkKbfqezXPQ/KFpnm+TtN4kJgeA9Div3Tkt3fDk06N+XUqnoZx5Mb/HJidFnoOZK981LkeUzjcAtEqu+ILn276Dw7WCW9sO1xtW1Elb5bWwhAFECmw1yETesFiC0XMkWlTr47+GZcGhSielQSAR+CXE19q/ccyvev/+z/vln3+IjLzKdh6bLUG3zWKNz3AYmqqwpVLrpbCscg+/c6Tj1FjUS1rGlkxVwUxR/HGlrdnpa9+diKLuv2HJWBW4xDLHrU5QW5O+Wyx3eY3VQbtCMl7VvTBma2mcK5IjbmpRnH4W4ZITOsPUmUkO3/OzZAmrfr7B62RcJ8B+ssQO2KdybOE/NUNKazILVvgsWfYykfZSCccfFZb398+RszR1itd7+yl6qJmTfHp2JMICYrbE6CdE5q79xVEAwcxahy6QlVw6w/PVZkmcnnqWd9t9sUW/XNeL+1CZLfjH8rRreHqc68KneCfTeaLe1OZinT8va63zmSr7HMfz9LxOznI4dOEcjzk2R88uwf5XtJ/md9p4jnYIyTP8jNvO0IKezfIOPzzN77HkuStf205Lx8HBwWGVwL3wHRwcHFYJVhSlA4+EuAKnNM2uRdAWMgtStKAFsyxO1/xQwnqNccaGhGiZLVZd0gFmHGf+jh0x777lNX45ex9v5fzLJQVhcdD65wVaJEbPDzXTx5GScGhfSiTOcpYB4Hkymv8AnyIG+DyDdJKbsQcE1USbdX0Ct5YSZyVEhjLTloypt4m02R2wzddQve0Etjkl3NTMNUepEcHR3Fo/yXV5krfpMj7+iTxRJeocr93kebovIxQGACfEic1DJVozP1wY9euOzrHzcOY80UiRSXbEGyqn7QxTQ0slHP/23Ba/vHiG6KG+cf48ozOrqZPME6XEAzTpEk7VmMZ5rMgnfR+bp/LB8xyrXpkg2iR9mhdKu0icnjxBAmUycXp3mE//mrj4pwpMcT0+S0Jr6izPcZoPKSOtE6M3TnNlrsZUylSdqJqzBabIzi7QHBcmmeZJXODfVVyzQ+nz4gT0BDtjJ/K0HpKcxgDJSXIaVwv83BKLvN4Tc1cenOAsfAcHB4dVAvfCd3BwcFglWFmUTgioJ4Lb+tg8bd+MjjsAhERmr3CRPk8+PubX5V5AXnhJS4Sq3K6hARoicblMkWg09tPP8P7q9V8g8aUP/x7TOLkX8dY0VDVhJ9xOXYiNZcZp+xaeEMex47RNzN7NaeAkFWPoKhnfHkzV2Cxp4I+nZr/GUFtCXjyQPtKnnFQzTdQq6bvpP7ZoC2/i6+qSElpqN2oonyUCEcIBSQ1LM8sXk/+8UPdCWKzG8dA6igu/aydLDrzr2w/75f4Boig+8xN/5tf1hmmN3/cP7/Hryv38I0h309ra1sshIK8cPuSXb946BgDYFGWtdhORI2mc+375l/xydpgmU6ZS7LiF2//D+/8ZAPCa17HEQ1Tbj+OC7nvkjSwvkt1EdIdMm1gY4jUTHaT72CLuY8/mJwAAW5N8mHlU3IfJFXCozHr4n3zgNm7/RrqBs/cwLVLtIRrr5hewaN2ml3GbmV+hH8cPZkf9usO/z+0vrqO2ZIrDSoe+515+Lt5NHK3U0UHleJgptLpY3MmPEi038xL+Yc5WaZ7Wfo3HXmA1Bsyx+sZlw1n4Dg4ODqsEK8vC9+g/m9PNloEJABJn6S+nt0Y4TY2TUfpxbRmc8kICeJ7/MpsTuh/65kf9unfc+1a6lg8WBqH7rIudQizLNxLSEsa1ERbNyg9RbG+rswc89mZrGuD7k9ebshJ1dXHugBN9i/Zt8e8t+ud+RNnII7c6FWvL3BVqrrMlgA/sBCynd4MZr9B8zQpBKlzBLZ3jvpTxqBDeGhic88sma9WGiJwY+pnKzFgDfRzfvqWTLOJb2tlxuTPBgQDbouaEK1uKxrI3zlkAWBgVycW1QVsfZIvz9rXc/p4ElaPCZjRO5QNldpAaqx4AFtfRd/PrhNN1gB2s2/toR31jOzt9dySp3Bvm2HqJ8zVylj6T55j66ig7rLPr6Z6rQ3yfbZ3kXN6UYau+J8rW+Iw+G3AhJ3bwQzw3Bd1VqVf8iNroB9HexfeTivE7pStOfdaEMNxChZ3GxTV65x3jualWaPdSEknMReg/vKhz2jo4ODg4tIB74Ts4ODisEqwsSgdE50jKxqcjxHY/QIHorX9hEyvW2ugCSWGYZNyxed7mhad4y/ixb30cAPDwQ6yJVdjREejv4jE1ws1jS5xjITQvTlvL8hopk0DXhy1ZqAL3YaFUAM6+FXC6mvwBMclhyWuaE30Hk4Obymbt+QClYssm1kLb3iaTYLsnK70j1kJI0lCWufHvo8UzupaIqjoGYvNoC9HWvi5src0dTC3cmD7TdO0FLaPQL2icPWvOiGuIJjIJv4Fg0u8eLYAWFXr5RjJBxtlLB219iD7fOMgO1Jd0sG7/xghdV/KYghir0m9kf37Ur5MOWkPldK7n+9i1hpO139ZB498eZ0pnMNJM5czW+QzDBU3pGGkDAFjYxDIIi3oom0Y4AGM4Tf3vTnE2r4Z4HmdL1FahxLH33npeR+VhnX+gh+mbjhQ916E0jzciDp50R4kmnq/y2PJVISI3TIu7t41j86d1HoP8IFNx9ZTIuNcueNXLhLPwHRwcHFYJ3AvfwcHBYZVgZVE6HtEHtqgVGScfFikOTcJx+bmJs5ftyGticzr59wxTLh/51sf88lte/BYAQG2It47VNPVj6CDALgsQKcqcfPzdSg+512tC7dLQK5KCCMokXDq+XkpDGBg1TRmZE0g3aK5vRXVcggLxljAPWsbMX2ZMvVVh87lE3KwQGkcipmoYic2iJ0xrLiy0Qna2MYWxJU7x5g3Bn803aOtvonEApnEAYGeCyiMR1qvvCnEEiKFyqh5TALMNoiWOV1nGoNbHUSX9a4ia2NnBibplZFFIP9TxOtMSJhb+GaG7X+rl+4j20u9uQyerUG5JM9UyGiNqqzPE92HSEc43mAodq3Kk22EdnXN6nikddItzJ910z+syHAm1Ns4ROQbzgiY6XaC2ivM8h+EO8f5oIyq4K830S0eM7i0R5jmsiR9MTs/TbJn7mS1wuZHS543qLMfQKOtyQr4feMxezallOjg4ODi0wIqy8BVIYMuauFqeQM3yX9F6G/0VDpz8DJnv8V/l+Jxw0F6g04wfevSf/Lq36Th7AKhrHfqKyPpkrNRWCceN5RxdZK3vRpqtElt2KmPhB5ymlj/BrXYqNgGxuknALhyoIYsuv9xVNCIWS0HuOnyhM3ubNst/qd1AwLFqAY9TXGLR9f9xQVTV0R9eQFQfMil5/NO7UcTMj2on5azYxI5V6XiljLPfneDyaJSch30iO5V00JY9+r3MNfg3cESLrz1eGPXrevrZmXpTD+06bmvjk7T9Yb7eZNk6UOJT4nu1eNuxSY6Db/TzNRt7aYewu4Pvd0eSdyqDEfpdxsAvAJMBTGaXerrAp16fnqUdSvYCa89HxAnYRA/tFrameaeSCtFvtCB2DRNl3iGM6d1CdJp//zVxHz3tNN9rk8wQGMs+Kl5euQq3X9Dia1MFHufiPFv4kRTtREpl8c7J0zNsxMVikJqG1Su315fNwldK3aKUekr8f49S6ktKqaP632Y5SQeHFQ63rh2uJyzLC18p9X4AX7movT8B8FnP87aC8oC+dzn6cnC4WnDr2uF6w7JQOp7nvVsp9ecAviCq7wfwLl3+OIB9AN55Oe01ws3lgLOyxJROuVcnB5ZbHV2OLfL3wrMcM/uRRz8BAHjb3W/26+prRcq5TtqKSZkEpf1dUnBNiTBYk4IxVOA+K73CKaMplmAqxWY9e9t5A0njhMu8ZTTibAERuHCz7r6NFrFp08sxSfgyBkvIHARSKVpyCVgdsC0Sn9tkEpZMZ7jMWM51reAhquo+lWMkAYCgM7QjRAv+YIXXztESOSZvTo2Ja3g9r9EOWknjSAfttI65H68x5WM09A8ucvD91i52Ct+UIYmH7TGOk28T7RuBtENFpleOzBH1VJnkfvo38b3t7CCH9NYEC6Gti7ADt10R1ZIXdJeJuT9VYUftsRwriE3OkiZ9dJqvqazl3+D6LqKJhqPcj4m5nxK6/OdK/DwM1ZJiPy/i2/hcQ3+anL49caZ0/LYFl1mqCTmGGlE1iwV2BCPHnycGqa1SiSmdcEnLtfSIF02JX45qhTltezzPmwcAz/MWALitr8P1ALeuHX5s8aN02l5sg8VsX1JKPQLgEQCIJzuh6l4gxNKc6EzIRN9F4bSNNzt1Y4v0FzEyyafe/ukbHHb55pe8ja7tZyWicpc4AWtLcq6t7UqSP0vk2Ew2p3Ybab5N6ag1lrNNtEw6TaWFHdLyzrbsUgBQS1H7gVOvxjJuIQtsrHHPko2LBmPJIGYZWyvL+1J1wS9cWhztUknfW/VjveflD9G8rHVNXfPaHhgKI6HqyDbIwpuqcbake0Sao5Si5g6LpNtH8+SFfGvHPr/O5qA1zlmArXoAOFalvg6V2Brfv0gJz49MsYP1l7Z91y8bp/BIhJ2VWbEbO1Cm6/dOs1DapM6slTrL637Lrbxr2JYiy34owqZzVCglLnp07+Mim9ezZXLKPjY/6teZxOYAgAmdjF1krAoJa3wwRe+AsFhoCzW65kCWs8sdmuU2OcG7CEyI8fsnon/ENY/vM6+dsotCEG18gU//G2dsZZqfW+K8CMHs19b8LL+H0tNUl+sUIelF/v1HCivLwp9TSmUAQCnVAWDW9iXP8z7ged5tnufdFo2lbV9xcFhJuKx1DQTXdne3i4B2uPb4Ua7CrwMwJPnDAL72I+zLweFqwa1rhx9bLAulo5T6rwBeD2CTUmovgHcDeA+AjyqlfgfAGIC3tm4hCBlDbnwgkXnepnkxHrahHmwa+Z/65sf9up+49y1+udan4+zbhShRsvlkatARrDX0RRLx+Cxv80IFKpcG2RFkFRiT0HSDzNTkZ7mCTFLOnzfESd1L0i5LODWtsfet4DW3aaVaLJRMy+8ucc2SQ7K0ebk00OViOde1B6DqhTBTp13s6TLHlafax/xyVYuRHS4ypXMqSxRHb5jZI5uDVtI4Y0I43VA5B/NM6RybJyonP8vOYamhPxIhp3BK9HNCOAlNLPyZGaYtIpM0vgSzOBhNsdN2SOvymzh4ICgiZxy0JyrslH0mT5TO8Xmer/IUjzk9SWNKX+AfayLNJ3W7Y3QfMrvUbI0CNMy8AsDsLAdtpPX4U5PsLG0IbfuQXmjluhCjqxIVM1Pkec9lmd6p60TksTmmcRJib1jS44ss8ucxfSxCNaTKAJcj7Le/bCxXlM4fAvhDy0cPLkf7Dg7XAm5dO1xvcMSig4ODwyrBypJWqAPRbA2NqKBaDGVzYtyvq966xS8bakJSJr/+z58DALzp5W/360obmWoxCdEllRJI2VezRJBodOznI9oyAqQ6QBEKlXaRbF2cHfCpFktycBm/LqmWRqY5CkfCFvnj0y+WOHjZlx/dhItTSjZTZIH2bW2a78n5kucNbGO3pT1cSlxNjMka++9/0TLH1xh1hLDYiON8jSiQ00V7NOe0FjU7tMCiZmfnaW3JhOMyNeFUnSiSQ0J+4EiJ4+tNRI6hcQDg/CS1GT/Pv7WN0Xm/3BmidVwQevePFfl3993pDQCAxgTTK0YDru0M0x9rROrAqD64Ml/nSJWpOkcrnSzT+PYvrPPrjs1Q/P3iOf79psaZ9mgfp8WZGeOY+EpUyJvoBXC8zFE4T+uzB2NnObY/OsFz236a2kyeYM5lusLzNKmItqmKA0NzeZqH/IIQXJtkCi6ZozWZFHRX2zi/dOZz1H/HOfH5BH2+uFnQQMyQITHrUhw6ODg4OLTAirLwGxGFUk8UyUm2XiJPPAsAWHg1Zw+XlmDnE/RX+J5PPOnX/fFvv4MKW/l7NqlhabkGTvLqDFSp42zxqGnqJ/uiTVxnESWT7cjzBMaKDgtJ47BxAAsz1BZLrlrEzNvi+M19yr5tbUlp5ZAlabwNAWlWy6nX56Rk3OK8wMVtA0Fnvu06uwjccxjUjwBlL4IT1T7cniQxsje3HfM/++njr/fLN3fSTvYzWz/r1yW3kfW3/VHesQ52stDZ+jZyhkqBsK0JNhVfNHAUANA5xJbv2l3008+JE7kP/s/3+OViP01cvZev2b2Rnbo/O/I9AMDGjXyGYL5BVq4UZPvEH7zCLy+O0AIqDItzJaL9njW0Gxhu43u7d+g4AKB9PTtioy/kBXu+TDuEJ2fYId3+bnbAPnbDrQCAyTtEn2m6fngdm8uJYd6VZPeQlf7Mad4xrftrv4i5EZq7En8Mf9PSLk7Cd3DZG6T2S5uEk/oWLvd/lXYQM/yaQ6WN+hn8dl3U8TXFnpUVh+/g4ODgsILgXvgODg4OqwQritIxevgB+mV0qOl78UXmYj745f8DAPjZB3/Or/NubM54FapIATKtXS909cNZjmH2M1UJCqF48yiNMZBIu5lekXXRLG/FDDVhMmcBvD2L5mXAv61Ne58Xtw0wzRS2OFoBWLOJ2Zy6gc9tSdTFMXtDU8mcBEvF13Nic8kNXbKbIGySCRbBtZWCmKphJDqDnhDRlVGwE3BHO4uJ3awTa9sctBvWNAuRAcD2JNE32+NM44xE2FnarR2wIcvPfUpkWCoOCKf4AP0e1vWxDMI9PUxD7YoTvVMV8gKzdaJSThaZ6zA0DgDk1+mzLMMcQD7aw+1v6yB6aEQEqK/V+QEaYnHI7FTFOjlecyWer7AI0FjUycfjIzwfbUmazx1dTIHJOP2jNX0OQJw7WBgVMgraH14VomYqTr/1RJopKolUguqLQu++mOUxZ4epr1qnaFNHlWSHue86X4Iq3+Zlw1n4Dg4ODqsE7oXv4ODgsEqwoiidUKmGzJFZ1Dp5y5bfSPHCHU/yNu/jX/mQX37dL/8WAKC8h/92pc/R9ikyxzSNqvBWyUvStqqR4O2VlEQwaplSl5+jX7hOyiwYWsMTfEItJaJvfBVLvt7IKHgBKQlJi1xexI4tYsYWQRRoR6YojFr6l30bZcsWNJF/FiJAd4myad42jiV0+1t+1/K9pT6/lkgrD3fGS37qwseFquIf9D7mlw2V83mR4Prxwg4AwF9t4pSca0K8EKOKFmpBqGUuiGexX2vrHytzbP/BPClFPjbFMe8PP/Adv7wnTdSSVLasCp367xY2AwA+NXGLXzc2QfRKfIx5hzWvYOrpnh6StDSqmQDQFhJUqsa5Kss17M2NAgCemec4+tOTTBmp0xQe086ZGHHmZUyldutInHsGjvt1sxWKoz+6wOcSJqa5z+hhmq+hA9zOxKuZqkl1UsRQR5znu1qjZ1Cp8hyVREx+SatkRmf583ZxpGdxMz2w+AX+PKOzWOb4ESHKAsCIt5Ttaw1n4Ts4ODisEqwoCx/1BpDNw+vlONpGlP4mvfML/+LXPfyyd/jlym76XFp30X3kXPI2slZ3tY/bLHdpCz9idxj6lqqwco2zMzEjj+Ry0WjT14S4mcxu5QuhSQNeW9O1RKuY+WbL2SboFrKdtA001HzytNHi9K7Nml/KcjZtBhzC8ppLaNJfkQUuE6vbTto2H2tYMWjAQ8Gr4bz2ukm9+3tEzLxx0H4vd5Nf98wiWebv6XnC2nbOI+tzvMZb0okan+Q9qLNbHcry6dtnF8gaP3+OLds9m0/5ZZOFSyYU31fm67+3QOdR5GnV2Bm6twyH62NdG+8QhuJ0riWhRMx7g63guRpZ3sfyLJ5mBM7OTvI41Vm+RifmQtspbnP+Hv6NZuI0n3nh7Zws0btgYorF07wL3GZajz9zSqiThfj6RoMWmHTAlnXZiKQBQERk4TKiZ/KkbGaCf2S5Uf25OImbvkD3UejndmIiyVY0507aOjg4ODi0gHvhOzg4OKwSKK9loPPVR0dywHvB5p9H4wh7YF5/gLa7H/39V/t1oSpvhdIn9DHsMc5xtvAqcT5ZI0BRaKolIClgoQtk8nADmyNWIkB1CNrESB0EUhhWmscREAizxKrbYuaDdRZHrkUITdIeASrmclMC2ugVOYznsqyWWIuyH/Uc6JtHP/OefZ7n3fYcRva8seumqPcv/7oGA2GiDuKKt/5/u8D0jomlvznGzswq6KH95vhDft26JHvs1sWJJ+iNsEevP8LyBAktWia158O6zTEhuPaur7C0f7yvQG22M4dwYxdTTzdp3qbQYIGwE0Vygj4+zakDc19mZ2t+SNOafSyd0t5R8Mt9GeqrPcafp8JEV1WE0uFilemVM/NE9WQnOOhi3Zd4Hc1t0rHsN4n4+DB93tbBcg1VQYcVZ8nBmjnGfaYvcJv5tbQOq5z33BdirCf5naHq8vevz8eU5TkdLredos////buLTaOq4wD+P8f37JOkzq+JG4KwikoAVIEqtxAhZAQqUBE4q2iF8RDK1EBUh8qCA/hhfLC7aHiKZIFokARRRTyECRSaCmoqFLAipCaPtgFWlGB3dhO2tqxXV/y8TBnfY7X63jX69mZ2fP/Pe3OjmfOWX/+PHPOmXPmD/pt5eaf0nQwRUMQ7+EzPX//2ddqim1d4YuIRCJXnba2+A5WXx7Hg+P/Wdv2xAeTzqHSXf6/PoMr/OXeZAgVe963tq08RDLsmAw7UKtd4a8fgumOHSxCXh6RFk46tu7J0nIfYtCnu25ytuUaV6Jq23jMzTo214ZgrhvauHFq56qTr+3kjV2VFcK26jyufpzae3DzMtyyVp3chVvbSlUXHL+j5DtLB9uSOJ8OvsuZ68kV7V09fmjhYLuf2K+vLelc7AiCb3fwetEF78yqH7gwez25iv3HNT/mb9+t/g7h8P7kDuKWkr9TGAh6DOdW3QRj1/xQz/E3k87WiQnfGdp2KIiDg8ldy0CvP87+kr/C7+ncOERzfjW5g7iy6KdUvjzrr+bnppKO3lKwIPicv2HCoht52bXP5w9zgyGWgqv6paCztdN1tnZf9mVf3B9Mhe5mdF7Zc+M/ol3+V7x2td9+zR+ny/dnY3mPa1XwxUTnnFssvRSseBXeqCzV/0esK3wRkUikmvBJniR5ieQYydNpnkukmRTbUkSpNemQ3APgDICPApgG8DzJ82Z2cbOf6T22hPt/O4GfHPG3mW3HkpV12v4dPJa2N1go+Ggy3jhsktk9k9xLLe+tXr1yZ2q44lW1p2qDeaF8vTZ72tQdsy1crDzsoC3fYa8bn14+38bjhJ9vOhFZlcXF1z4PmlRqXlA8+Hw7C4pzq3Paxqaleppm6qlH/uX34QAABfdJREFUmrYT2wTRwfa1BccnVn3zxVC7D4BuJk0YF97x48Jfdx2rH+ryq77t2+Xv/TtcUC4GARtOalZeVer1JT82f2Ip6ex86S0/tv4D/X5u+yM3JX9vvcFK2avBQw/TbuauV9/2nb6TM0kvZvsbviN35RZfzsG+ZAKzd+/1zVHd7b6NosO1sc4u+7rPryRNLVeCJ4/DVaXKzS/hSlIL/gHatQnODnT773vBrV61sOibcWw+GOvuilea8W2+s0PBovH7ku/buoJk4Jpswo7a8HW5eSdceLxj1gf0Qn+yb4dv4UL7/HX3mf9dslpOqUOaV/jHAVw0s0kzWwHwNICTKZ5PpFkU21JIaSb8QwAuB++nAAxW7kTyYZKjJEfnrm7jX5ZI89Ud21MzNS4rJpKitEfpVDaAdFbuYGYjAEYAYHh42B468lc8tEmziUgjyFNb71S7umN71+AoyiPIb9vi4J9qvHwSEfLrNe2X5hX+JID+4P2A2yZSdIptKaQ0E/4FAHeSPECyHcA9AJ5L8XwizaLYlkJKrUnHzOZIPgLgeQAdAJ40s7+kdT6RZlFsS1Gl2oZvZucAnEvzHCJZUGxLEelJWxGRSCjhi4hEQglfRCQSSvgiIpFQwhcRiYQSvohIJJTwRUQioYQvIhIJJXwRkUgo4YuIREIJX0QkEkr4IiKRUMIXEYmEEr6ISCSU8EVEIqGELyISCSV8EZFINJzwSQ6R/G/FthLJX5IcJ/kiycONnkek2RTb0moaSvgkHwXwNwA3V3x0CsBrZnYEwGMAftjIeUSaTbEtraihhG9mj5vZgSofnQDwlNvnGQDHSbKRc4k0k2JbWlFabfiHAFwO3r8NoK/ajiQfJjlKcnRqaiql4ojsGMW2FFb7VjuQfBZAf5WPTprZ/27wo9cr3ndW28nMRgCMAMDw8LBtVR6RnaLYlthsmfDN7O5tHHcSyR/SG+59DwBd4kiuKLYlNmk16TwH4D4AIPkZAC+b2XJK5xJpJsW2FFajo3S+QnIUQMm1Vd7vPvo+gKMkXwHwLQBfaqyYIs2l2JZWtGWTzo2Y2RkAZ6psnwfw+UaOLZIlxba0Ij1pKyISCZrlZ/AAyVkAY1mXYwf1A5jOuhA7rMh1eo+ZDWRxYsV2IRS5TjXFdkNNOikYM7PhrAuxU0iOtlJ9gNasU5MotnOuFetUSU06IiKRUMIXEYlE3hL+SNYF2GGtVh+gNevUDK32vbVafYDWrNM6ueq0FRGR9OTtCl9ERFKSi4RP8iTJSyTHSJ7OujzbQXI3yWdJ/sstjnHabb/NLZQx7hbO2J11WetF8hTJS+51H8nzrj7nSfZmXb48U2znW2yxnXnCJ7kHyRONdwM4BuCzJO/ItlTb9j0zey+ADwO4l+RHAPwIwGNuwYzXAHw1w/LVjeTHATwQbPoBgLOuPmeRTC8gVSi28y3G2M484QM4DuCimU2a2QqApwGczLhMdTOzRTP7o3u9AOCfAA4CuB3AH9xuT6FAdSPZD+BxAF8ONp8A8Cv3ulD1yYBiO6dije08JPzKBSWmAAxmVJYdQfIggI8BuATgqvme8cLUza3i9FMA34CfChgA+szsTQAws7cAtNxt7w5SbOdQzLGdh4QP1LigRBGQ7ALwawDfdJuKWrdHAbxoZn+u2F45rKso9clKUX//Gyi2iy8PUyuUF5QoG3DbCodkJ4DfAPi9mT3h3vcEuxSpbocBfJrkFwF0AHgXyRcAXCV5k5nNkbwZwJVMS5lviu18ija283CFfwHAnSQPkGwHcA+SRSYKhWQ3gHMAXjCz7wCAmS0BGCN5wu12HwpSNzN7xMyOmtn7kbRtvmJmnwDwJwD3ut0KU5+MKLZzKObYzsWDVyQ/B+C7SP7bPmlm3864SHUj+UkAzwB4Ndh8FsCPAfwcyZXeRQAPujnVC4PkEIDfmdntJAcA/ALAEJKRGV8wMy3xtwnFdr7FFtu5SPgiIpK+PDTpiIhIEyjhi4hEQglfRCQSSvgiIpFQwhcRiYQSvohIJJTwRUQioYQvIhKJ/wMYiaM408EkaAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.subplot(121)\n",
"plt.pcolor(G); plt.axis('equal')\n",
"plt.subplot(122)\n",
"plt.pcolor(H); plt.axis('equal');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Calculation above is rather long.\n",
"`G` and `H` can be reused for a single montage and `m` parameter. Snippet to save them in text files:\n",
"\n",
"```py\n",
"nchan = len(pos)\n",
"m = 4\n",
"ug = 'resource/CSD_G{}_m{}.txt'.format(nchan,m)\n",
"np.savetxt(ug, G)\n",
"np.savetxt(ug.replace('CSD_G','CSD_H'), H)\n",
"\n",
"\n",
"# later\n",
"# G = np.loadtxt('resource/G{}_m{}.txt'.format(nchan,m))\n",
"# H = np.loadtxt('resource/H{}_m{}.txt'.format(nchan,m))\n",
"\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The second function applies the matrices to 2D data. It is get executed instantly."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def _current_source_density(X, G, H, head=100.):\n",
" '''calculate CSD for 2D array\n",
" \n",
" modifies data inplace\n",
" \n",
" X - n_times x n_channels data\n",
" G - regularized inverted G\n",
" H\n",
" head = 100 cm2\n",
" '''\n",
" \n",
" n_times, n_channels = X.shape\n",
" assert(np.diff(G.shape)==0)\n",
" assert(G.shape==H.shape)\n",
" \n",
" TC = G.sum(axis=0) # compute sums for each row\n",
" sgi = np.sum(TC) # compute sum total\n",
" for i in range(n_times):\n",
" Cp = G.dot(X[i]) # compute preliminary C vector\n",
" c0 = np.sum(Cp) / sgi # common constant across electrodes\n",
" C = Cp - c0*TC # compute final C vector\n",
" X[i] = np.sum(C * H, axis=1) / head\n",
" \n",
" return X\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"X = evo._data.T\n",
"XD = X.copy()\n",
"XD = _current_source_density(XD, G, H)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ihwNwurCvMIIpi1fi3enz85at2+wM+bzf/LfvwGtQTNEizkggKCcQUZ1gMDiQiG7xeb3BAQMGOK+47FJX06ZNQGCKcFGvFUYxpJZpn61eIwO3WFlYgwCdMEqKIbVMI4aU48pzXGb4ecEifPjpxKLPv/6Ggv7A6l179rwSi8UmMsb22RtYcKgRYqgcQES1JEka4vV6bsitUsV3ff/LA5f3OYfq1MgFxYqAeASIFKM4/wDufnY0nrvxCjjkaIkgikXAiotSBJEcUbI/mSxjyh9/Ix6XcW6z4w+Zu0w9rlqBgBIhpFqHPlz2F7KDPlzYuiEcbjcktxMOl1MRRK4SUaQKIZIcSseSA5AkbNm1F5/99Bve+e7nvC279hZHovExcVl+nTG2sWz/KgKBwA4JK/YlwWDwNlmWW1566aVSYWGh+60334Tb5dQJnKR4kWVDuYkYMhE7ZeYWs2sNAkolhHR1SEJRURGmfT8L730yvnDW7LmSw+H4rqCw8GUooQDix/gIIsTQESJhRu4U8Pvvicty7ysvuSg+ZNDVwZbNmoBYXPmyx2OgeBQUKwLFo5CLC7Fi1Rp8++M8DL2ktyKEihNiKPFajsYUUaSxEMnRGFg8jrd/+RMtquWgQ53qpRZEVu6y5Lk5FDFEkgRHIj6oMB7H6EUr0K3hcTjlhOOSliKuEHK5lY4kSS+GEmUqyzdux1tT5+Z//MMCSZKkH/KLip8B8LO4qAgEhx4iquZwOG5yuVy3NW/RAnfeeWdW795nYfOmfzFjxgzcNGSIXtRkKoZKI4QOxi2mfW/iGgM47jHAnhjSviYJu/fswYTJX8Wee/m1/L179+3My89/GsDHIgzgyCDE0GEmsWHqJZXC4WFer7f2Xbfd7BvY73JHpVCw5ALAZJAcU8SQHAfFI4AcA6KK6Hl7/BdoUrsaOjdrUCKINBYirSBispyMI5LjcTwzYwEubNEA9XOUFFWuyysDQcQ9RzU+KCFu/tyxB5P+XItburVFjeywTgipliNVNClCypG0BCn9GQQRoDt2oKAIY3/4RX5h0vcF+UXFW/YXFD0F4FORzSEQlD1E1C4UDt8fjUTOvejii+Xbb7/D36xZMwCARMDw4cMx7KGH4PV6y1wMlYlbzMwlVoZiSKmXWgZjGUlgjOH72XPx/Euv7v9l0WKJiN4sLCx8WcQWHV6EGDpMEJHH7Xbf4HI5R7Rs3sx19+23Bs7qdTqckqQTQckLhmoZkuOAHFPEkRwDIsWQiwsxdOSreObmq+CUY4m4oaguhkgVRKplSBVE0WgMj039Gdd3bIGaIT8A+9Yh3jFAHxsE6AOmJ69ch/xYHFd3aA6nx520GmmFkCqcUsQQkCqIlAF0x9Tjsixj+pKVeGHSjPylf/8bi8vyiOJobHRinzSBQHAQENEpWdnZLzkcjma33HqbZ+A110pVKit7MKvyYMXyP7Fw4UIMuvZapYAZRU8pxBDPKlTWbjFdgwxdZIC1GNKWmzyrfa5dtx6vvP5WZOzH45jb4/5q79599zPG/kmdkKCsEWLoEENEbiIa6PP5nurYvp3viUeH+9u1aaX/8vOEkCyXXCTkmPI6HgHJccjFhfhx3kIUFhTgzHbNdVYhFovqBFE8EkvJNCssLMKzPyxCn+b10byacjErTfxQ8hw5IggS4Z1fV6JWpRDOb9MoWa61APGEkNIf3zXGFUSa48n5SA78/s8mDP/gq4J5K9YWF0Wiw2XG3haWIoEgc4ioYzgcfsHr9bYd/sij/iuu7AeXywVJ1QSJehIB9957L5568km4XC5u/I+ZGAIMGWUcMZSpELJ0i5lZh+wKIWNdiSN8wLEOpRFDIAkgCXv37sPLo1+Pv/za6KhENCEvP3+4iIs8tAgxdIhILCnf3+/zPdW6VavA048/EurY/kTlGO9LbyaEmKxYhtRnOQ4WjSBeVICHXn4HT95wWVIAIabEFSEWBYtFIRcVKYHUiWBqrcssVhzBqJ9+Q/NqlXFq/ZrKVNIIIiA1dV5SBYxGzETB8L+ffkfvZsejfb2aGouPpAmQ1qTbJ14DMBdEQKlE0a9/bcSD700+sHjNhqLCSPQhAO8zxqK2/ogCQQWGiNoFAoFn3G5P52GPPOLr338Aud1uUOKH2yiGfpw1E3l5eehz/vlKAUfYHIxliCuGylIIJRubu8iAzARRWlcZTwypz5KEXbt244WXX428/uZbcSbLHxUVFz/GGNtsfQKC0iDE0CGAiHr7fL43mjZuVOnZJx/POqVLp9QvPM+XzhNC2hgiOQZiDCwaAYtF8fio93DHZecg4HKUWIdUd1ksooijSNRUEDFZxscLlyPgcuLcpvWU6dgQRLpz1YgYckjYF4nixTlLMfjkVqhbJTtFCGnfa8WQsS/lOb1rLOV48r3+ArZwzUbc987ne5et25xfFIneyBibYvU3FAgqKkRU2+vzveJ2uc94YNgw79XXXOv0e73qMQCpQghMxr333ovnn3tOqWOSFZaSWp94Nr02Gttqy+0IIasgadMP4PBbh8zEkNr+vx278Ozzzxe8/c67kGX55Wg0+qTY/qNsEWKoDCGi47OyssZ4Pe5Oo/73QuCcs860ZQJOK4QSViH1mCqGhr00BsMHXQIXmM46pB5nkSJAjqcIIuM6RG/99Bs6HlcNzavl8Ncd4rjGAK1oKXl+auZi3NqtLbKDflMhpNbVvjcTRMprcyuR0sa+KJqxdCVufm18fn5R8a978wuvY4z9xT05gaCCQUQefyBwH5Pl+wYPuclx5z33eYLBAABAKqmjvDeIoXGffIxGjRqhw0knKQVWlp106wxZudcOtRBKdnQIrUNWrjITMaRakTZt3oy77ro7/4eZM4sKCwtvkmX5M5E9WzZwJLAgU4jIXykcfjoYCKy8/eYbe6xaujBwTu8zkuLFKG5sucaMx6F80Vk8DgAoKCyC0+GA2+UqmYeagcWxomjFiBq8rAqOQR1bYOKyv7E/EgU5JKzdtQ+Ltuwo6ddhEDEmj2mrN+Lk+rWQHfTb/uxUoSUbLFCqWFNeK+cMOa48AOXzUuvKcTDZUMdYL1H3jLZN8ecbwwJ3X3x616DX80dW0P8/IgrYnrBAcAxCRGeHw+GNnTp3eXDu/IX+4Y+OsC2ECvLzsGrVKr0QMsNoFdJit8zkuCqEiosj+PSLKYjFYiV1MhFCvHHtBmXzFp81sXSVhtq1amH8+PGBSZMmVc7Jyfk4JydnERE1K3WHgiRCDB0kRHSuz+db173bKbctnT/H88Bdd0g+j8eWCLIthBIPFld+5Jkcx5c/zEXfHp3MJ6au0SM5UoQMoLfEOFxO3NmjHf43eylkxvD58n8w7rc1uvpqe2M/6vOeogh+37IDpzU8LtkvACzesBU/rFoPQBE6WsuTca0jOS5DTpSnroMUz0wUaesZ6rodEob26UG/jX7Q07NN4xt9btcGIrog7R9bIDjGIKLjAsHg9Bo1a3325rvv546fNNlzfP36GfXxxhtv4MbBg5U36VxcWoxWIc4xLlzBUWJZ+nPVajwzagzW/bvZvB/ttdUMJmPv3r149d2PEI1GU+qnFUQZCDnLMs6xbt26YcSIEc7rr7/hxEAgsNjj8bxMRPbvQgUpCDFUSoiokt/n+6hqlSrjPv/4g9zPPnzXV6dWTUsBxBU5NoWQklWm/NjHo1Es+mMVWjeqXyIQzJCUVPWk+0nSx+uor7ODfpzd7Hh8t2Yj7jq1LZ4+9+SSczVYgLTlap8z//oXF7VpqI/zATBrzUb8sGo9Pz1fI3y0lqB0ViK7oshSGAGokRXC2LsGeL98eHDl6tnhD/we94TEjtoCwTENKQzwer3Lh9xya9eFvy3zn35GL0gJ64/qBUpnFdr070ZIkoTatWubj8VzjxmxsJqYZpGZiKl2rZrjpy8+RsN6x6XW5wkg4zVaw5p1GzBxynfYsWtP6lyNY1sKPnsiR4fFem4E4KyzzoLkkOjP5St8Z/bufY3P51tJRJ3NBxJYIWKGSgER9fT5vOMu6dsn8OLIJ/who1tI+89t5veWteXphRCLx5WgaFnGOxOnoG3j+mjbsK4iDGJR5Yc/FgWLRfDBt3NQp0oYpzZvoAukTgZPyzI3mFqOxfDw1Hl4tFcnQPN/oY0Z0oohoMQC9M/u/fh9yw5cfGITXbmZNUrbF5mUS1rhJaWKMOW1/XghpR9HShkA5BdF8MAHXxd8MvvXwsJI9CrG2DRuRYHgKIeIqvkDgQ+qVs3t8u7Yj0MtW7XSpMfbF0MSAQ888AAeHj4cfr8/vVXILJ3e0GbZH3/ihzk/YeiQ6/TtDddNXXvOuCnlmZImkLrUq1JzsslSgqg1fTBjfbU/ABMmTEA4XAm9zjwTn3/+uXzzTUOKIpHI6OLi4mFiKZHMEJahDCCiQCDgfysnO/ur8e+/XXXMqy8qQiiNJSgTIZSsYxBCqkVj1+492LBlG9o2rq9zm5U8y1j971as/ne7zgqixSwgWnI6cWGrhvhw8UpT8WFGgyqVsHbn3pIxOFYdnsVH92xoo7rN1GO2LUUm8UJKP3Huw+924OXr+/o/u//qylXCgYlBn+d9IgqlPXGB4CiCiC7xer1rBg66vvucBYtDLVu14tRRntNZhebMmYOTTjpJEUIqVkLIOI7JfmRr1v6DFatW69vbdTkZb0QN7dTwBN6D26exD5PXXFGWItys3WK2VsnW9gfg0ksvxW+/LcVvS5fiwgsvlH77fZn/lK5dhwQCgeVE1Na8E4ERYRmyCRG1DgYC3/Y+vUf2a8+P9GVnZZUctLgT4WZBaO9qDF84o1UIsZhO6Dzw4pu4Z8BFyA76wKKKpUi1GCWfE9lkkOPJZzWjrGSvMjnFMgQo4uKDhSvQqkZltK5ZFdqUehaXTS1DAPD0zMW4pWsbVAr4Uo5lYiHiHdO24/Vd8tpoHeJbgqzYX1CEu977uvCrhcv35xdHzmWMLc64E4GgHEFEgVA4/EEoFOo95v2xgXYndeAsmpjeKqTWleMx3HfffXjh+edLlUqvHLOZTm8qLuztdG/porKAZWAZMl0vyMo6ZJZib5VRZqgPAHFZxkMPPYQhN92M2rVrQ2YMn477hN05dGhRXJYfKywoeFZknKVHiCEbeDzugW6X+/XXnnvSe8XFJnG2nDsQXTnvi5xGCBndY9N/WoC8/AJccGqHEquQQfSwaJQvjuKypRhSpqY8x6MxPDJtPh44rT28LifM1hgC9KJkX3EEz8/6FQ+e3gFBvzeljlH02HWbacu07azqKO85QshMHHGsaJMX/Ikhb04uisXloUXR2JvigiI4GiGihqFQeEbPXmfWfOHl11wBNUuMI4bsWoXeeXsMOnXqhFYtW9pzj6nlVkLGrL2Ve8xk7OS5Z+Iy44kftZmNjVdL6poLojJxlXGeC4uKcP/99+OJJ5+C3+8HA7Bx40ZcevHFRZs3b5q9d+/eSxlj+81PXiDcZBYQkScUDLxbrWrVUXO+meS94qI+lm4wnclVfahuGo3AyUQIqT/SBfn5mP7zIvTtnsggS1iKuM/qcc1z0vLDM1cbRIQkEW7s0gpvzv9DOc6JvVHR9lfJ48bQU0/EkzMWYKPGZZasa3CL2XGbmbnbrNxnRheaqSuNE1Strd+3fVPMHnGDt3pW6IWg1/0xEflMPwiBoBxCRH19Pv/SBx95rM7oMe9aCiEzjHV37dyBbdu2KULIiJUQUudkw6LDdY9lIIRSXF8clxl37sYHrz8LSxZ3frK+H7Pz0rXlnI8VXq8X9957L554fAQYYyAAderUwey5c73n9enTI+E2a27ZSQVHWIZMIKI6fr/vm1O7dDx+7OsvBcIhJXyEkWT+j6kt5ywKZrbwopUQUt1jI98ci35ndcdxuTn6oOk0ViHVRcYLntbuN5YatxPH5GV/I+R24bSGx1lahwC9YIoyhlfmLEXbWlVxRrP6KXXSWYh4dcyOa9vz6hnr2kUbV5VXFMGNY74o+P6Ptf8WRKJni40TBeUdInK63e6ng6HQjR+NnxRo2659idVHG+sLtcy+VeixRx/BnUOHIisrq/TuMTMxYRQdQGpogUm75DmZCA3uex5pV6C2sAxl4i4rY+sQA/Drr79izpy5uP2OO5JlADB27Fjq6ErKAAAgAElEQVT5rqF3FBYWFl7PGBuX9jOogAjLEAci6urxuH8fNvTmhl98+FYgHAzoLEAA+HcRxoBdnjVI2xb2hNDKv9chFPDhuOpVddYiO1YhFo+nCB/uOae4rBy4oNUJWLplB7bsy7O0DimnVNKviwj3nNYeBdEYXv3xV8TSWICs1xeSM7IUaevxLEZ2H9q+Am4nPrzpIv/DF/U43uNyLCGinpYfhkBwBCGiLK/XO6tVm7bXz1nwq04I6eolnjOxCi1auACNGjVShJCKmXtLi1HMcI5xrSU6q4q1EDK13vDeW8GzDhmu2aYLKZqJNt7NpJVo45SnHRNAu3btUKNGdfzw/ffJMgDo37+/NGPmrEBubu6bbrf7JSILn2AFRXwgBojoEr/PN3Xye6Mr3T1kkIeSQkPWubt0ZRwBlCKCUkSPeQp9ElmGHIvizQlf44YLe+uypFShpK6lo4ieeMk8DKJCmZr+CydxrC9GbunaBm/M/wNxWc5IEMlxGee3aIDeTerh4W9+wpZ9ebo6PLFjvb6QfVFkJoxK8yjph2Hwae3dk26/vFLA4/pSkqi/5YchEBwBiOg4n9//66VX9Gv7xbfTw5UrV9EJoUyDprXI8RgmTJiAfldeqRRwfsAzdo/xhBSnDztCKEk6EcS7keUJIF4fxhtZyzkZ5mxzvtx2ss0xAVx++eWYM2c2tm/bpjuN1q1aYeGvS0MtWra8xu/3f0FEXgiSCDdZAiKigN93r9fjeeS7cW/7WjdrkmryTGkkpXxxTNMjzb5EuvJUq9DoTyajS6vGaH1C3RKrkFkGmax1n6UGThsXN+RZjHjuslXbd2P23//i+k4tdcdMP0uDaCqWZbw29zed2yydS8zKdZbyuhRuMaNrTSugrGBxGau27ESf/31SUBCJPptfHB0hAqsF5QEiau33+2feff9D4Rtvuc1JGtcXwNlcFXwxdNBB05m6x3jXxdIIIStLi4VVSO3f8jrPe29z7zFdhphZMLXZTvbGPiXOmJwg7rz8fAwfPhzPPPscHA4HtBeowqJiDLpmYOHsH2et2b9/f0/G2C7+iVcshGUIABE5KmdnjameW+XRhVPG+Vo3baS32MjxpJUnae0BdF/ylHJTwWNfCP29fiMKi4rQulEi7kZrDTJYhZTjmjsqQ+C0GXasQ02q5cDjcmLl9t1K3QwsRADgkSTcc1p7FMXieGnmIsRsuMTSry+UaimycosZ0VqReELIyn3WpGYVzHrgan+t7PD9OQHfWCJyWn4gAsEhxuFwnB4IBOa/+OronCG33l5qIWRErf/f9m3477//7AVNc49ZL45olTnGbWNXCHEsPdxrOaecez23MwerOfGCqdPN36S9aR0AgUAA1157Ld5843VlLE11j8eDDz/62Ddg4DXNw+HwMiI6PrXTikeFF0NE5A2Hgl83Or5OvwVffuStW7OaLTOqViBxTazG+izVLWYlhFg8htc++QK3XHZuMvZH6ZYfM6RbeBFIZETxhRAvdd3smJqeflW7pvhk6WoUx+KmbbUYBZEcl3Fu8/o4p1l9PPzNT9iZV6irZxQ6ahvLrDHG8M6sX/Hvjr1cYWRcI6k0MUPa89E+amSFMP3eq7zNalW5KOR1Txf7AgmOFC6Xq38gEPx67PhJvj4XXgwApRZCRquQyqhRo3Dbrbcqb6zEjB33mKGPtJljdoUQ7/qrmYNR/ADqdZKTdWpox+0/3VyS52d+/j8vWIQp06anfi4w+dySx6wFGAFo0aIFAGDFihXJMkD520qShCefGukc9vAjNfyBwBIiOjFlkApGhRZDROQNBwPTup3Utvv3H7/hzQoFrIWL2QOwPGb1peUJIQB4/8vpuKL3qXA7JJ17DIC1VQjgrpmTPGeOBSiddYgcDjgdEgZ3aYnRP/9eUm5DEBnjiE6omoUHTj8Jr83+FYvWbUmpZ2Yl4omiaDSGaX+sxZL1W3RtjHFSZfHQnVdijKDLhc9uutjbo0m9ziGv+wchiASHG7fbfV0oFH7z6+k/eDuffAoAvhDSks4iZBRPc+fMRps2bRAOh0sq8QSMiXsspSyd5aS0QsjYP5BWAPHgiSOeR4B3w2t2/rq2ms/px7nz8ONP803PwWplazuC6MYbb8Q7b49RNprVoP6NB984hN54c0yWz+f/kYjacz+QCkKFjRkiIm9WOPRdtw5tOox/daTX5XYnDvAX10q7GimQouDtBNhps8NUMbTu3834eMoMPDTo8hKrkCaVXhcrpFmUUZdmn7AMqXFBOssJJz7ITuwQAHz5x1pked3oWr+W7ng6UuJ6JMJnv/2FjXsPYEjXNgh63Cn1zGKEDiaVPtM0ezPrmpZYNIbBH35bPGvVht/2FxWfxhgryGgQgaAU+Hy+631+/ytfTJ3hbdSoMQBzIWQWMA1Yp9JHioswfPhwPPfss6krTRuFiUbIpBU02rZmQshQ15YQUs+FI4BMSVx/Y7EYCosjiEZjyM7OSgkiV63k3H3IdKnx5gsrpsQPZZpqr322mW6/evVqzJgxAzfdfEuyDABkzUc05euvcf2ga/IKCgp6VNQV9yukGFKF0Kkd2nYa/8qTbqfbpTnIF0O8tSd4Asl0xVOO2ZQnhGKRCO58djSeGzooxSqUFECqSywaLbEoaQKntWsLAUgRQ8rYqWW6eoZj6nwZY3h02i94oGd7uNWLQykFkeSQ8N+BArw5bxk61auBM5oen7wA2RFFah9m/Zu1OVh4Aikuy7hx7NTIrFXrf9tXWNxDCCLBocTn813v9wdemTx1esZCSFs33ZpCzzw9Ev369UPdOnVMrmV6awXXqmHiXrIVMJ2hEEorguQ49u4/gJm/LMGff61DPHH9JRCcTgf8Xi8cDgk79+wDAFTNycIFvbrjuBrVlHqaVe1NRYpdQZRpMLXxOC+YmvPMADz77LO44sorUatW7WQZkCqIbrju2vz8/PzuFVEQVTgxRETeSqHAtFM7nNhp/EuPe9xeT/IYV/GbvTcrSyOGrIQQ5DieffdTnN+tIxrXqaEXQiZWIZ01SBtDZLAMKWPyrUNaMaSrZ2IdWrtzL2au2YhBHVtoTtOeIFI+tlRBM/OvfzFn7Sac3fR4dExYnYx1U7fbMLcW8caxnFOivR1LEA8my4og+mha8cxV65ceKIr0FIJIcChwu93XBUOhV7UWIUAjcMpICM37+SesX78e/a+6SikwEycc91i6NPpDLYSMImjTlq349JsfsPdAHiqFAjitUzu0btwADp4fEQAltu3ZvnM3PpkyAzt270P/C85C0wb1lONGK1E6QWRm6bFpHUqOlUl2mabegbw8jBw5Eo8/8aRSX3OuqiBijOGbKVMqrIWoQokhInKFAv7vunc8sfOEl5/wulxKEpBxD6uUFEu7QijZAV8QpRNCPy35A2s3bsaAc3uWuMdMrEJcF5mJGALsWYfMxJC+jTLvUT/9hrMa10O9nHBKHTtwhQoRvl25Dr/+ux19WzdCm9q5pvXtWovSjllKzM41YSEq+mHV+iV5xdEejLFImQ0qqPC4XK4BoVD4jS+mzfAdSiGUn3cAI0aMKDv3mJkQ0rS3ElB2hZBWBMmxKKb/vAg/LlyKmrlV0O+8M5ATDqI0FEdj+Oir6fh742bce31/5GSFD14QGdxltjZxNY6TgXVo4sSJqJpbDV27dk2WAXrrkCqIrrt24IHCwsKujLGSINFjnAojhoiIciqFx7VuekKfb8e8mBRCKfXSCSPAWgglG6b6r3X7Y0EjhKD45u9/cQyev/M6EJPNrUKqS8wYdK2xEKljmQmddK4y9Zju2eAui8TieOaHRXjo9A6G087MssITKIyAL/5YixXbduGSE5ugafXKpvWtRBFgLowOJXFZRv93vipavGHrd3sLii8Q6xAJygKHw3FGIBD86qvvfvA2atKEH/9TiswxXruHhw/DbbfeimrVqpWde8xOnFA6dxrn2Xh9ZfEYZsxbjKmz5+Oc7l1wWsc23EUkdfM3YnLjtPdAAZ544wNc3LsnOrdtYS2I0lh8Su0us2Md4jzLjOG+++7DyKefARGZWocA4PNJk9itNw/Zm5+f35ox9i//Qzq2qDBiKCsceuq4Grl3/jTuDU8wkD7ph7vjOUzEkVkfHLPt8tV/o2mDuiAwTXZYHE++9REu69UNDWrm6kWTVgAZrEIpYshgGVLGNbcOlcZVpj2Xr/5ci9yADx3qVC85lqEYSn5WHNdZNC7js9/W4J9d+9D+uGo4rUk9eJwObhsrF5qRwyGQCiJRnP/aZ8Ubdu17fW9B0dBDPqDgmIaIWgcCgfljJ0zydex8Mt/ak+FaQmZWofGfjkNubi5O75nYdUYjXrZs2QyP24MqOVnp3WNHQAgtW7kG73/+LU7r3A5nd+2gF0GlvDYB0IsjkjBmwteIxOK4+aqLIDmVG2tbgiiNdUhX19BHWViHpk+fDiJCz9PPSJYBqdYhAHjllZfZ88888+/+/ftaM8ZSd94+xjj8t81HAJfLeY3f67nju/df8YTCIVtt0q07Yeeh7QcANm/dhivufBQz5y/WCaGvZ81D43rHoUHtGiUDGa1CGaIVc6VZxdlYR9+H0ve5zerj21XroRXUpXVF8dYlcgC4sl0TPHRGB1QN+vDKj79i5He/4Os/12J3fiGsd6y3v+Ci1eKLVlj14Xe7MP6GCzxBj2uwx+m8qRQfiUAAAIlNowMzX3j19bRCSAvPcqTpU9dOrbJyxXJs3bpVL4RUmIzhjzyKJ58aqStTny3XE4LG1QXohEm6BRmthJD2+vrBpCn4Yf5iPHv3YJzTrWOJEJJlvhBK3lxyHil1ZZ34u+Gy89GueUM88vIYxCIR/XmYnL9OIKr1repyXh/sVh1nnHEGZsyYAaMRhPf/c+utt9Gll19eIxQOTyciT2qNY4tj3jJERL1CAf/kBZ+/629cv26yXL8HGOefX+JbhkqFxi22ZMUatG54PBwOByDHsXP3Hvxv7Od44uYB+jghgO8is2MZSoxptA6VtasMAOas3YRINI7TGh5Xcuxg7sAS8ESV5JAgywwrt+/GvPVbsLugCDlBHy4/sQnCiUB4K2tRuvKyQmt5WrdzL8548ZOC/UWRyxljXx/SgQXHHESU5fP7f73ngYfqDL75NidgEgNkEDWliRMqKizAsGHD8PxzyhYOvB/VfzduhMfjRrUqVUqOZRonlEnANNdapLcGFeTn44nXP8TpXdqjR4fWJR+e8TpUipvKJNrfA801ZvnaDfjoq+l46q4hcLiUrGRu5pfqAjNYfEoTTH2wqfbTpk2Dx+PBqd17JMsAvnUoGo+j32WXFsydM2dqYWHBpYwZA2KPHY5pMURELbwe97zvPnw1dHK71pbZBra+KHYFEqcvphE42joPv/Yebr+iD3IqhVKDpmULYWQmhtQxytBVpn3NS7V/YvqCjGKH1L7siBIrS5PkkLBlXx4+XboaEhGuPKkZqoUClnFFpuOUoUAyuuGWbNiGvqM/yyuKxk9ljC0ps4EExzRE5PR6vT9eeuVVbUc+/z8/YC2EgFQxlEmc0OMjHsN1112H2rVqWVhj9GJGfS4z91gaIaS2Ua9tW7Ztx8g3x+L+669EzdwqJf2rmFzXWZrrPZld69VyzTXmj7/WY+J3P+Kx26/Xu8wydZcdplT7uCxj+PDhaTPLAEAGUFhYiF6ndd+/etWqUdFo9EGzz+xo55h1kxFR2Of1fDtqxH3ek9spdwvaeB+zmCBLrMyqHBMrSwgUMyG0ZPlq1KtZTS+ESovkSPkCm7nKzFDr2NmvLNmGCI1ys7EqsW9ZJqTbAgNA0hXGWwlajsuoHvTjzu7tMLBDc4xfvBJvz1+GYs0aS8ZxDmYupeXEutXx6pW9vV6XcwoR5ZRp54JjFrfb82yrNm1bPvXsC36JiCuEtFgtrGjEKISmfvsN2rRpowghI8aMLk3ZIRNCnHHUNup18u91G/Dc25/g6TtvUISQ1pVlcS1OJ4SM9XXobjiVsVo2rIdzu3fByx9M0K1Yber2Mnuvcx3acJ9ZlVkgSRJq166NDRs2KGNZ1QXg8/kw+asp4VAodCsRnZ/RYEcRx6QYIiIK+n2fXn5ur8pXX3SOS3vMVBAdhFvM+EVLEUDJR8kXdMeu3fjgqxkYcM5p+rsXG1/UN76ehQ3bNRsNG4WOJFmeT7oMLCt4sUN9W56AL1f8Y1rPij+27cLP67cCKL04kuMywm4Xbu3WFqceXwuPT5uHxRu3cQWUXcFjZ78yHmbB2X3bNnb269QiK+BxTSSyk44oqMgQ0YWhcOiG9z7+NOww3Lil227DSDr32I7/tmPBggXo26ePUsCJ20nJHjMczyRO6OeFv+Lrad9b1+e6zUqE0NI/V2LMZ1/jmbsGw+/zphVBOnTXZIuHoY+Sa3pJfwfyC/D2xCk4sVlDVK4UxPfzFulvalPihOSUz0oXMyWnHud/ThyPTgaxQ/369cP4T8el9mFClapV8enEz4Nen+9jIjrBdsOjiGPyouz3eu+vV7vmqa+NuM/PS4PPxEJkJnQs7zI4XyjtFygvPx8j3vgII4b0h/FCl45YPI7pi5djydp/+dYgjghKtzihsU6mxz1OB7J8HuxIbL6aCdNWb8A3q9Zzj9nZRNUoiurnhPFY785YvW0X3pi7FLLMuKLI2L8dSms5UoXh431P9Z2Qm9Mx4HY9llEHggoFETX2+XwffjR+UiAnR7OsBJkLIbvusdTYIuCll17CPXffrRSY/ZACqe4xmAQ/815r2s6ZtxCz5y+yjiuyEEK/LF2Gr2fNw1N3XAeXy5licVeaGa7NvGtyOjj1jYJo+Zp/8PZn32Dbjp3o36c3ps2ej30H8vifjUUwtfZcVUq1q71NwuEwCgoKUgKpk2Nr3amJ55M6dMBjjz/hCwZD047FfRiPuZghIupeKRScuvTbT7x1albXH0z5Z+PEEBnEjR2TquUXzPAFjUZjuO+lt3Hv1ZegepXskuBqQzp9cmxjzJCmji5uSJ2HIY5I7dtu3JBaptbTlXMWYVT735lXiM9+X4PBnVpy62jR9cMYGPSxEJmQklKvcfWt2LYL45asxtDT2qNywJdSx05/mdSzs9jjtn156PrMh0X7C4v7xGV5OreBoMJCRIFQOLxi2KOPHzfgmkGklKXW4wkhpTwzMTTl66/gdrtxVu/eSoFZIDOgt1ocjjghjhBavGw5ps75BQ8Nvko5J4MQ4lqBjNgNpDbeWGqt4snYIQfi8XgyeHrHnv14+cPP8ORdQ0AOR/pg6kxjhzJdldoikHrChAlo0rRZcnd7q0BqQIkfYoxh0MCri3+cNfObvXv2XHwsraF2TFmGiKhGwO/7YtyrT6UKIQBGKxHXQmQ7SNriTsMQP6TepUSiUQwf9QGGXHKOTghZImnjfjRzlCRlzhzrkFIn1VV2sHt3WdWrEvRhT0ExohqhYytOyRALYSSdqyolpV4j5JpUzcZ9Pdtj1OwlmLd2U0kbE0uRtr9DRfVKQbx/7Xler8s5kYiOS99CUJEIhyuN7dX77BoDrrmWjJYgQBEzZSWE9u/bi4ULF+qFkIGydI8p5XxriR0h9NvyVfh61s/2hBDPMp/pMiXG+po+tTemSmawUl41O4y2TRti+k8LweJxc8uZ4Tx1ZWaxQ7w+zMqMxziusl69emH6d9PM2xqQADiI8Oro1z05OTlnu1yuwbYbHwUcM2KIiCgUDHx8y9WX+Xt165KqpJMV9WXcRRStBJFNAQToTbXrNm/D3c+/hUF9e6FhHX2QoplVSj8ndb2f9GItnauM915bZieQmid0ejeth+9Wb0g7v3TYFT8pLjOttSvxN/I7nRjWqyNWbNuFWavX6+unEUWZkMlCjl3q18JtPdv7gh73pyJ+SKBCRJeFK4V7PffSKy7eisnG+CCeEMqE0aNH4/bbblPelKF7LKM0epi7g7Rj/L1uA8ZPnYmHhwywFkK8IGrtNVmzfly6R8n5c0QR9IJIW35x7x74bu78pFUlJZjaeM7Gz4fzWaS8txJFNl2BWVlZ2L9/f0q5Tmxz/q9CgQDGTZjodbpcLxBRQ1uDHQUcMxdiIrqmRtXKJz1y+2BX6kETUZRAFUS8gGo74sMylR7AFzPnYexXM/Dc0OtKhJCNOxSdJQhIWHskpZxnHTIJnDbGRdnZ6d10TlwRpfR/Yu1c/L5lR0b9HSxGUcTdT01mGNSpBVb/t0dnITLW4/XN42DS8NWxbjvtJGednHArh0RDSt2Z4JiBiGp4fb4xb70/NuD368MxjNYgwFwI2bUKbdywHsFgELm5Jfv/JUmT1ZXOPaarn8lrzhgsHsf+/fvx6tiJeOzmgZAkKSUZJSVbF0gNd+AsoJsOrihKvjYIIm07OY7eXTti2txfUse0EStktA6l1EkXSJ08ll4U5ebm4r///lPqa8rTCaLGjRrh4Uce9QSDwQlEVIaL8h05jgkxRER1vR73y+NHPRt0ezx88QOklqcTRMlq/AW3AHBjjNQvyJ79BzDs1fcgAXh4cD943K6UNtwvKE+gqAIocZy0780oA1dZptahFjWqYNnWnZZ1DsWih7zVpwG92+yGzi2xaOM2LF6/pUzHtrIKmX3eToeEt68+O+h2OJ45VrMzBPYgIgoEAmNvuPEmz4nt2gMoEUC8bLF0QsgO77zzDq6/7jrlDccadETcY4a+WDwOWZbx6GvvYdiQASXB0obwA91YWpFkZeWxuTyK2o+uPQ/DPE7v3B7f/7xQX4dnHbKIY1XbZBRIzcPCVXbGGWfgh+9nmLdV50WUIooG3zjE0bhJkxOcTufdaTs4CjjqxRARSQG/b9yDt1znadm0keGgBK67LM1CVhnHDyXQ3iUUFBZh2CvvYWi/C3B+904llTLxWUMRYqSNC9JYhZT3fOtQWbnKuHOysA6d0+x4TFmxzta5ZYqt7DKLhSKZzHBr1zb4duV67Nyfp29n07RsPPfSCCGVE3JzcP9ZXdx+t2v8sXJ3JSgVA3OrVe9w74MPuc0EEKD8eNnRO+msQn+tWY169epBZ4EqD+4xTpzQ6x9PQr9ze6JKdqWUdPfkHHnZZLxFdQ8iXkgnqgzCh5dyDyajffPGWLJ8dWrskHq+xvfGMivrkAbLuKQ0NGrUCKtWrSrpS3OMK8S1WWaShHff/zDodrsfJqLmGQ1cDjkWxNBNxx9Xq/k9g69OdY+lVDa3DKUTRLbcZRpGjfsK915zKSpnhUsK030ZjRYow4OcrhJhpHm2Q1m4yuxYh9xOBxrnZpe5dSjdgonp6moF0S2ntMY7v/yZ0fiZYvczHdytratRtZyGDqI7D+mEBOUSIqrr9XpfeefDj0Jut9u8HqestFah8ePH48orrlDeWAVNa4/bcW+lq2ejvfaHfdXf/6A4EsWJzRrpBI+VWyxtvI/azsb6QqbtNePx40eVsr6nd8NX38/RH7PjJuOU2Qqk5swhnauMiFC1alVs3bK5pExz3EwQqaKobt26eHLk0x6/3/8ZEaX/DS7HHNViiIjqeNzupyeMfi7scLnBEqmIZo+ShnzLkG1BlOaHbv2W7ZAkQt0aGn98qdM5HfqH06Vxk9mwDpXCVWYWSM2rqy9Txrmw1Qn48s+1aU+1LPcOMw2m5gijbL8X1cMBLN/8X0bzs2sVyiQOS5IIYwacHXI5HY8Kd1nFgojI7w+8d9vQu1wtWrbk10FmQshOBpnb7bZvFdKUW62bk9EmrGp9K/dYLIrXP5mMW/tdwLX8mLnFSo6bZILZsQCbiSLjGBp4sUM+rwexuLKcCsCP7ynTQGo7rjLj+ACuvvpqvPPOO6ZNTS2VCVF0zbWDHG3atq3ldDrvMZ9A+eeoFkNZ4dAbd94wwN2wwfH6AyYJOmlFkebZtiDiWGbemzwNN116bklBhq4xrfhZsvofPDBqLB5+61N8/uMvyC+OlLjJtNahUlp37AqPTGKHHJKEzvVqYs4/m03rZDq+nXrpBJE2fujKE5tg0rK/bY3NoyyEkErdypVw5+knucNe95hST0hwNHJedk52x9vuvCtlR3Arl1g6IWTFuHHj0K9fP+UN54c0bWZXaS1BuuBo8zFUsfH+5Kno3+dMOJ2J66vZOkJqN7p12ixS7FESa2R78dzke86acGo9Qx11nF6ndMAM46rU6nnbsfbYdJXZrsMRvpUqVUI4HMaWzSXJJcb/PUv3LRFGvf5m2OVyPUREtdNPsHxy1Iohh8PR0+f19Lj/5kGKaY63KBXvAaRaizIQRO9N+gaPvfa+5dxqVq2MrTv32DoPcjhSXFjkcOCvTdvwwKgPsXLDFjx5+7UYccvVOP64Wnjl0yn46Lu5OsuPKtBU6xAXKXUcnqvMzDrEn7u5deiMxnUw6+9NiNjI4LCKXcoUuynxTocEn8tpe062VvEuhRBSGdytrTPk9XRyORznlLoTwVEDEXlD4fDb/3tllN/jdifFT7q4IDsp9FarTa9cuRLDhg3D5s2JG5V0P8AHGzRtUyxprSG7d+/B+s3b0K55I11/Zns8cpcmSbelBgfz/cjsXVNS1jkCcHLbFvhl6R/GirzGacusXGVW23OkgwAMGjQIb731Vkq5ETNBVL9+fdx8y63eKlWqvsWvUf45KsUQEblCwcD7r4x40Ovz+VMtQSYiSHcsAXeFT83DKIiq5VZF9dzEEvkG65AqSq44+zSMmzYrs3NKiKL9hUV4/O3xmLHgdzx209W46rzT4XS5ITmcaNeiCR684Uqs27Id2/fsL3GBGVxhXFeZcTzdHmNlax0ihwNEhKtPaooPF6/U1TkYC1FZZKFpA6VdEiESK51YS6lzEEIIADxOJ569qIfX53a+Q0QplgLBsUUwGHywU+culXr07GmrvnGjViBzq9CqVavQpEkT1KhRQ9nPy4Cd9X5KI27sBE0DJaLm5bGf4bar9O6xjIVQcgh7G7MaMW1jNa6hDgA4HDTEArwAACAASURBVA7IaUQJL64nI1dZadH0EQqFULt2baxZvUpXxUwQ8SxFd91zr0QS9SCiUw9+coefo1IMOZ3O21o2aZjTp7fmQmK2yKLZcY6lKFlueGZEYEQghwNnn9oZN155kWX8UDjoR3EkhsKi4kSd9EHOsizjo29n4bmxk3HDJefg5iv7wOv3g5xuTayQA+R0Y+iAi/Hyp1/r3GRJK1Gavc4U0WVt2bBjHTLW4VG/ShZ8Lid+/Fu/to+ZKMok2y1TjBYjOS6jWiiAbXsPWI5hJ04oEyFkVbdnk3poV6d6yOWQjmrfu8AaIqobj8fvHvns8+YR0xp41iAzIcRbE0Zl8uTJGNC/P555+mlkZ2eXHEgTK2T1OsUqdJBB08tWrkGt3CqonFUp0adJnBBM3FU8S1KyfYYp9SYCi4vZWmVyHHVqVMPGLdtSzjVRgdfIum+7MUQJTDdu1dYBMHDgQHzwwQeWa1oZ0QqjYMCPF1/8nzcUCr1HROZm93LKUSeGiKia0yE9+vrIR/yk7svCs/xYuMms3GfJ45xnVRABSE1fNwieGy46C/e//C42/7eTezwmA0tWr8Mrn07Bw298gsfGfIqGdWvjiVuvQfWqVXSxQMksskTwdDgcRusmDTD/zzX6YGrJMDcbgdRW1h5jXaVrC2HE2dG+/0nNsLuwCC/8uAT7VHFo6JPXl9l7q7l+9PsavLVohdVp6Ni0Lw9ZPk/KXKLxOJ6YOg/rdu7V1T9YIWSHZy7s4XcQ3X80+94F1vh8/ldvuuU2R9169dLWTSeEzNsl6mreFxYWIhQKlVSystgkyzPciNWijZWbR8kCi+H9yVNxzQVnmYsaG3E7qZu0ZpBWb0yptyPGdKeUWr9z2+ZY8PtyftyQhj9X/4WBd9yPffsPmNbhDMgtHv/ZREyY9Ll1WwNutxtt27bF/PnzMxJEWvr07YsmTZpUAXBTRoOXA4469eZ2uR4ZcElfanLC8amiRYNxm43kF1Rbl8kpbdWvsdkfn0FWNuCLxxWhobaR5ZL3chy1a+Ti6aHX4Ym3Pobb5QIBcDmdkJmMSDQGhyShVaPjccVZ3VG1csldmk4EacVNYkx1vMvPOg13PjMKnVo2BiGWED0ymBRPzsEKckjc+BqSJDBZTh7n1ZMcEmSTY2p7ZQxlzhe3aYRd+YV4c/6fqJMVxEWtGsJlEFBa95WxX+44ifba8my/Fx5XzPR8teNtyytA0O1CWLOBq1ovGoli67487C2O6M7ZeJ6HgrqVK2Fg51b03vxlTwAYeEgGERwxiKhjVlZWj6F33+NWhY7Mifewu72GXavQ2rVrccIJiWTFTF0sdqxCFvWsLBda4TTzlyXoflIrJWhas7giAL3YSSOEdJi6u2TrpBM5nrx5ZHIclkuraOryaFyvDr6cOc+8fYKgz4vK2VnK4pImEJP1SUC6Yyz5u7d12zZY7vSj/vZpfgMJwMUXX4x77rkHLVu2RDAY1G3aqv53We3MSkR4bdToULeup4wgovcYY6mm93LKUbVrPRHV8Xo8q9bOm+bLrVo1UaiN/7G/2EbaOx5tdgXHxKvNfNDtFK99ryLLYIwhGlN+qN0uV8oXUbdmkGaFae3Ox8kx5ThYLIoFvy/H6rXrcdWZXYFYFCxSpIwbi+p3tI9FU+fH2ckeKBEXyXV50uxoz6ujraeUl3wWK7btwqTf/0KT3Gz0bdEADsPnoG+nv3Bmul8Yz92lipgXZi/BTd3aIuhxp7gHja/LWgjxFnjUfp67DxSg3cj3CwujsZaMsfRrFAiOGoLB4JxHH3+i87XX3VCqG9GUjVt1x/SB00DJD9ibb7yOvn36oGbNmvprnPY6J/PKOTvM866NMqcNL4MspQ+WtArd9cwoPH/PjSXXZmOsUBqrEM+CpCOdq8ts5X/ANIs4ZYFe4+4AifePvPoOHrv9Bv5O9sYwDeNCwCQp42o9GFYLBxuNBNpd7LXlJsaErdu2YfTo0RgxYoTysZlIBCvlcOUVlx+Y+u23z0Wj0cctqpUrjio3md/ne3TIgMskoxBSY3qSZTZcZWobZnS1pbjG+P94XJeZ1k1kWECRHA64PR64PZ6UeikuMacb5HIDTqdufskxEy6zjq2bY/najYizknG045WMzw+kJkdJ7E66jUYzXXsoJaA6MZ9m1Stj+Jmd0Cg3B8/++CvemLcMW/blmbSTUgRKaVLxjXNftGk7aoQDCHr4IRuHUgjZ6SPb78Xgrm0cfrfziYMeTFBuIKJTvD7fiVcNGFgmQiht/cSzRMD27dsVIaRyMC4yY5vSZJAZ+v9x4VKc1qFNiXUrQ6uQpRA6mPWFklPnB3Cb96U/TmkcTXb2ETskQdScfqpXr44uXbpg4sSJACxS6i0ejz02IuR0Ou8lokplM8lDz1EjhojoeIBdce/N16tBHgCQKoIA8FZvTj60dY1iyjSjLPGQnIZyE0GkCWrmbouhPWZ0i2mtQSbZbSVjSriwVzdMnr3AEB+UfjsRs0Bro3CwyhzjxRuZCSJ1THXc1rWq4qEzOuKyExtj+l8b8eT3C5ObvBoDrHlxRNoHr9zsfJZu2YFf1m/FVR2ac89TfZYcUsZCKBOxlo4h3dq6CdSHiBqXSYeCI04oFH5h+COP+a1Wms4EnlXItG5pRbxVcG6awF0V0721UCJuZvy8GL27dkgbK6R7nU4I2RVBVqQRPXY2f2VyHJIkJbPKrDZX1TSyNT1ufbttzUQwgN69e+Ovv/7C2rWKYdpMEJnRqFEjnHfeeZLX6z1qkkGOGjFUKRR86rZrr3JWycnmCyFAL3hUjJYdozgyCA2uCNGIICY5FVGUeDDJATidqStAAymiiCQHpsxZiCmzf9GLoIQ1KJ0Q0s5T7bdj6+ZYvOIvztiqCOCk1pusSG0UN2ZCQd9VekFkJYoqB3y4tmMLPHRGR6zdtQ8jf1iUtBRZWYn0/aUe05ap/SzZvANz/9mM23u0V1ZPtRBCxs/HakkAO6LMLqorMOz14KZubd1hr/uZjDsRlDuIqEcgGGhxRb9+Gf6sqO1LP/aBAwcQDAbtN7D4Mf130yaMfPFVxOMGSwmsLUlWP9Y7d+1CVsgPh3qDls4qZIaN7K+0Cy1atLULr9/cylnYsXsvpzbsiZfSzMmsXxvjEYC7774br732GnbuVJKAMhVEwx9+xA9gKBHlZNbyyHBUiCEiOiEel/veOfgaZ4pvVPWn8qw+xgAynrjgCKOkC01ycAWRai3iWmx0FiK9KILkwLK/1uP3NeuSx7XWIDgT4koVWwnxtWXHLmU9HM14WutQx1bNsHDF33rrEAzWHwtXmfLRWJdbpdubCSK7oogcDkgS4eI2jTC0+4n4asU6vDr3N2w/UMC1EmVkGUq0nb9xG+at34I7MhBCdkRQOg7GUnR9l1YOmbEziahZqTsRlAuysrL/9/Cjj/ldLlfm7i5OfbP/Kt4P1sqVK9G0aVPljZkoMfzYmgmbdRs2YsmyP1BYVMSfAKf/wqIi7Ni1J8UFp4qb8d/OxOVn9zw4q1AaIWQmfkq7DlEKafqoXT0XG7dut2VJsiWOMrEcWe1TZiFS3S4XRowYgSeeeAJbt24FANM1hnjUr18fF110kSMUCj1of7JHjqNCDIWCgQduvuZKV3Zi7QldkJhRBAFp9yhLWVfIaDXSihzJwRdHNgSRThQlHg8NGYCHhgzQucl41iCm6b//bQ/itfc/1Y2ntQ6d370zvvn511RXHZCxq8wqfdyuILIjisyEkd/twk2ntEa/9k3x1Yp/MPKHRZj7z2bEmLk44VqGEnX3FRXjlZ9+w8Y9+3Fb93YZCSEeZekKS0fQ48ZNXdu6w1738MMyoOCQQESd3B53w4svvUxTVqb9p5ZpXm/duhU1a9Q4uEESP5TdunTCxPfeQNDvSznGnRuT8cSrY3Dz8JH8CnIcW3fswnHqPo52rEI89xinjVrHjtixs+o0d4PYdCTqhoMBHMgvsN+unBAOhfDUU0/hueeew8aNG3XHtMLI7PHQQw95YrHYECIKHKFTsE25T60noiyvx33lTVdf6UiKABWtEAInWj4NWs+t7nLikAxf8ER/sgxGAGnFtKFtMvWe168WzfYYPCGkPYeRDw7FCfXqJOpKSp8J6xCT43B5PHA6HSiKxuB1qNYhJc0ecSUtNCWDSXIkLzzJNPpEWrzkkPDf3gPIDvggJVck4Kfca1Pj1ZT74lgMsbiMgMeddPtoBUSyTCM4tOn4AFAl6MPgLq0Ql2XMW7cVr/78O6KxOBpUroR2tXNRNydsmX4cicfx6W9r8N+BAlzTsTlyK4WSY/LcfhJH4BnrlBazZQzs0L9Dc+nlH3/tS0RVGWM7DnoygsNOOBx+4LY7hvqczswvt2Uhmvbt26dfZNGMgwjItXKR3XL15dixczf3WEFhEfyGRIa0ViEjnPLC4giKI8WoFPBzGqRn1748VM4Ol6otD6/bjZ37Dn2WuTa93hLtsjJmrxME/H6MHDkSDz/8MPr27YvOnTvbnk+9evXQtWtXNmPGjAEAXrfd8AhQ7sWQJEmDevfoGq9ZXbMDvOreSrzmiiCbgkglJaTN0J6YnNREDAAYJUURTxDB6VT+MU3GM7MGgXMuJ7VplehYk65KEhjJCfdbHH1OOwVfzlmEy3p2BhDVjyPHS2KI1Pkb1gLSiptYLIYrXpuIq05uhau7tdWJF7M1iLRCauSUX7A7rxCvXH5GUkwY1w1KflYmwkgVRU6HA10b1ELXBrXAGMPanfuwdMsOTF7+Dxhj6h8DIY8bbqcDuwpKzPd9WjRA4xpVdP3btQaVtfUnZe0kSUoVqBwqB3w4u1l99vWfawcDENllRxlEVMvr9fbqd1X/lF8oIqA0K5tk8p8pEbB3715kZWVlPlC67CWr/19N3RpVK6NG1cr61PsEcxb/jq4ntbaehtXihiaWpEffnYj/9uzHu/dfb9m3sU+SHJi7bBXueGUsvnj6bhz3f/auO06KIm0/1RM378IuOYclS1Akg6gIIkkFxAACCuZ4kkERREA8PT2VoOiZw3mnZ7jT8zzTqWBGMaACIkFy3jjTXd8f3dVdXV0dZgNw3+3Lr3/MVOqe3ul3nnrep95iWy9V0uKxKMq4vGVVahIA42ZeeYq8xovHYliyZAmef/55vP7667j22mtRr169QOe86aabMj766KPZhJAV9ATO5XNCgyFCSCg9LT7tlisnZZiskAB4XHMniK99Tya0FVc9EMXKl6EA0ACqQA6IjLY8KBLNFQi5sVvcF5TCAGdMO6SF0KV9If785ju44IxeOhOkGInAjGSQ0lmVS3k4HMb80QPRqYn+ZZeBHh4QAbCxRBN7d0JRWcJkitgY5keRAKPVH65DVFFwyakdXIERAdC6Xm20KrA7dkopjpYlUJZUUTsjrofCuBCgHxDyW7kmGv+5ZXVVbVf17Zz2xvebbyKELKWUJvx71NiJYpFI5JoLxl1I83JzIftmeAGiqgqllZWVIRaTb3cXaEl30PYp1DGA89n6HzBt8gVOYOUGtAKUU03FlSNOx+HiEvfr8bDubVtgweTRaJhvsGk+SRUB4LPvfsJjr/wL9864Ss8jJ5iqqlBSVSAzSwHsVHhc8RyScyqE4MJx43Do8GE88MADCIVCGDRoELp06SJdrVhSUoK1a9bgnXfeQXp6eu2jR48OAvDPqv8gVWMnNBgCMLxZo4bxHt262EsVDkAA3iDC60tExHCYRz+jHSUKiJa0AyJqgB8tqQMU8cEX3aBw3aL2SD+PlWjRca2sHdVslGgsGkW5qiFqaoYS2LLnAKYvfxZ3ThyJ5nVrWeBHUaTsEKD/oPdv38LGXLBXfDjNBoS41y3r1jZumWZjXmTAiPWJRcKIcvumyRgjNqaodSIAsiUhCLfVaH4gyI8V8qqXMWF8XUXAUof6+WiVnxv65re95wN4LuUBauy4GCEkHo/Hr7n2uuvT/FuLfavuOuLxOMrKyhCPOzdn9bUKbgcRyDQViWRSBw9ixmmjHgBmP/gEmtevgymjBgUeuln9Aun5TPMAN/FoFOf07mpfAONjkXAY8VjUNZ/QgcNHkZudJa3ztaoAQn4Zt2XmAsJysrMxZ/ZsHD58GG//+9945ZVXQAgxVwNSSqGpKuLxOHr27InZs2ejeYsW8WnTps1EDRiqmGWkp82Ydd0UK3DLwmN+QIj7A/rGT4n/Fx2wAA+oBqqE7YAIGggUfQUY1RxhM+dgchAku1YbKOJQPCWKnm6dWqGy/qechA+++h5ndG1rnCaE3Mw0tGlSH3lZhn6N2zLEfDg01dIvCSEz/XSWHkhWZ2OOJEwRPwZvPDga36uT2Y8fx3YvhDGDmB8b5MUEyc4VJLTFxqkI8HHrd33/Ljk3/PXdmagBQ/9NdmHXrt3U1oWFno0qGi4LYhrV95wqLS1FTk6A/HdVuJLJc7sO16GdTHWrxvXRnAM3jhCZ13YczGRAKwDICWqdC5vj922nStKY6O8PHj6CVs2bVNn5KmO2UJmPXsiLlcrOzsa5o0bh3FGjfM857oILyLRp03oQQgoppT9W5vqry6qBe6saI4S0JCCdzzt7EHEDChAZFQ5U+CVSdD24HEK2Je5iWIsttVcUeb3PeaRASNbWMGlySeM1CemryPp06YgP131nW1WWk5WFBRPPRV5munDrhE1mheX4MlAgWzHGg4pUV5GxxIaKpJ9s+bxbXZCDnY+/Brfr9VxS77IaTtrWj2EKMAYDX2e1aYpISGlFCOng26nGTgjLzMy8/vobbwqgXK5ey8jIQHFxJVYypcL+pND28NEiZKd7k2ZUVTF5xCAMPLlTxXLtpLJJa1CrQALLPfsPIj83V7qC12FVwQQJ20ql3M+vLEVLS0vDpIkTEYlELqv0YNVkJywYikWjEy8+bxiJ8rFunhUSwIItvJQqAAqFrUNRQENhUOM1FKOeJVgUAJGegNEdEFFJezFpo0MLxZtfOVcficWQVJ1hJLfd693yIVn5f5wAgQcvJtgQAIYbgLEuXYEIKnhgJM3+HADsyNrxY8uAmxsICnSuAMAoiAbJy9jYIUXB2K5tIvFwaHJKA9TYcTFCSEuAtD1zUPDQTlUaTzTVr18f23fsOC7XIRqvn9y2cw8a8QtjmFU2a3Q1medmrUrIs91ve/ahvpsYuzr0QKlYVec1cul/6YTx6dFo5DLiuYPs8bMT8qIIISQWi06ZMGZkHIA/WODYIJE1cduWgwEeGgrbQAqVZJumPAMkACKTJXIBRDJQJGWDZNfJf0YI7BBgUp0s5xAUBQV5Odi9/6AdAMFgfLy2DBFBEesDORPkBYqCACM/cMSfw+8Qr1Hsa46dAgjizY29sn8NvRM0+pnf3nAAMLZLYVQh5IR1JjVmWWZm1uQLxo0LRSRi2mNtjRo1wvbt26V1viuLKmseP6I7du9Fg7r5/uBHmk/IY4VZBU3cT7KqjCghUFAzH1QqG4ofF/PKXF0Rpsno07FjRzSo3yAOoH/lLrB67ETVDJ2ak5WZ073LSRa4kbFCIqgA7O0Nczzwxvvi4mL858OP8dnnn0EztuallCKZTKLTSSdh+LBhiEUj+jm0pN5NWEVmG5PVMw0RUeyiZ+5/227EfD1g9TE1PZo5FiXE0g+xeK4RKqNJYGCPrnjn8/UYe9qp1hhsVRlvTEBtrCjTcxGpzvIAWiIApp5Ib+vUC8lWk8mE1PqtCOaIWAjJDUjIBNJumiAZABJNFIPL9D38vXGziuqJ2tWthdy0WLw4kewH4L2UB6ixY2KEEJKTk3v5hRddXC1ISIN9Fkup9UOrUTiyAzds2BCvvfZadVxKpey3PXvRq3Mlk6t7AamqDo9VwlLWhIm/WVUIzgA4l9gHWE1mq5Ndo1gvsUmTJmX84b77rgXwbkoXfAzshARDOVmZUyaPOy9GRLaHmRcQYj9GkhAaAOzdtx8vvfwytm7dhvT0dPTp2xe/u2UawhEr8RelFF9++QWWLF2KgoICXHXllSBK2BMQyUTVACxQBIHZURT3LxMr90PhPNiCPgPp1KYVXvjHOxh7ei8QRTNzZ1BFNXMMMV8pPp9u5TwoMj9vAFAktmNtXUFQAHZEzNXjZbIVYn5JFf02Z+UBmAgAxX48IHIDQEHzDTE7s7BJ7OVvNl6FGjB0Ilv3jIyMzJNPOaXCA1CKKltRlpmZiSNHqj/hX1Bjy+qLS8qQ4aYZcgEyVbJ1BlBl4mn7lkecr+DG373vAApqCdIxwfenzNAdC3LYb0l/BUJnY8eOwYKFC4cSQuKUUpc9XY6PnXBgiBASicdiYy86dziBAGjEzMz2jgIQ4tolVQ2vvPoqvvjyK+Tn52PUqFFo3KSp3tZoo9oQAEHXbieja7eTsebjj7F4yRLMmjkzZUCkj881kDBB4kNgW4HBwA5ja2zsEMz+hFgJGPXtJnQQSQB7riHASroIF/DjxhKxuoCgSG/uDYxYH7eVYzJLWXMjYYJSBUCyOhkA9ANEVWHD2jXDc19uGHEiOpMa0y0ej08af+mlUb+d5Jm5sQZegCgIO8QmPpot1b7AVos/aLIy0bzaBOnPPgPVPLPIV9q88qulMkYq5bY2+l9o7brv0KNLgHUPDoAU8N5UFTBKcTVZRaxhgwY4qVOn8k8+/XQYgBerbOAqsBMODAEY2Kxxg2SLZk2doSTAU3MjLrc/cuQInnzqKWzbvgPDhw/HwvPOh2YkLWbghyXEFB9f3RER9OzVC6FQCHcsWoS5c+Y4ARExQmKsHw+IAAAMUPAMkfB5OOdBiTNPkT6MYqeExTG48GC39oX4asMmdG3VRAc/HCsEOEGQY6m9pI0fKBItCDDSL13OvKQKetwslVBY0K04/NIOuF4LV1/RUFlhnVqom5Whbj145CwAr6Q8QI1VqxFClFgsNm7s2AtsvrWikDgVQORl9evXx44dO9CgQYPUL6KKwI9omkalyfqq1VxAjJ9eyKyXXa+PeHrdhp8xvX8vp8881mxQRXINAVUHiIzvyaSJl2av//bbCTjBwNAx/ib6WyQSHnHBiKGZtkIJK+QFhMoTSaxYuQq/v+deDDl7KBYtWoRTe/SESnUQpGoUKmWHXkaFQy+nUDWKk7ufisFDhuDOxYtBQfRVYKboOSxdds8LsREKm5/BVi6ANx4sue6z5vGlZEvsz+zZDW+u+cp6SG2rxyyxNFs1Jt9Y1kdgzYms3YTWbqvF+LZ+YurKHuJ1Oa7DR/Qtv89yQblYx9dXleWmxdC8VlZ6LBzyT+5RY8fDutWqVUtp2aqVWeAFFaoyv5DXTge9e/fGhx99VHUnC2oSf8X8RSwaQWl1bVHBzPR5IVcgVJ1GlBBKy8oRjeryMQfbk4J/PybmJZ6uzJhc/7OHDCHJZPIMQsjxX13A2QkHhqKRyLnDzjo94scKmaZYQImC4KW/vYJ5t83HaQMH4rb589G0WXMJCDJe20CRdWjGQanuyCil6NLtFPTu0xcrVq7kmCnFexWZAZqkIEj2WdhnFM3rAeGAIltVlpWVhSMlpRbo4QGQzTmwH/CQDfyw+6r/bwGpIKCIX5IfBBi5gaOqPPhzyq5HvkQ/5HpYbeSAiK/j68Vysd5rRZm5V1s4hMa5WQoBRpCgcZgaO2ZGCDln+MiRppOviiApP0kTzW18FhpjXTp06ID169dzFxrQz3hpW0Sgn+IPeZ1aedi170BKfbzMc+l7Rfr5jBdEL3Tw8BHkZFViw/bKaou8hq7EyrCU+ghWt24dNG3atBxAn9QGq147ocAQIaR1JBzO7dxez6DsWEEGOIGHYZqmYdHiJcjKysaSJUvQurCNzvhAdww2EGRsoKpSo06zDo0xRYADEPXp1x+5uXn42yuvwErGyDM/khxHXOJGVxDkooVyfPEVyT2QmaKgx0nt8Mn6HzkmyAJAFrBJjSXSTy3W8WO7s0UyYOSVYyjIUnPz47r0ly6vDwiAvEz8fOxzsWuR9pFR725tfT57/awMZEQjMQAdPRvW2DG3rKzsseecMywN8AdCFWGFZKBIs9W7bXSmeDJH0vBJCqyFPHu+9/e4Tn4edu/b73I9AcJZQJWvsgoUIksBdL37yZcY2LO7OKDtrdtqZ69rkrarKguyBYvfPnQ+bc4/79yMWCw2ooJXWC12ooGhc4YNGmjT1+gVLgDCYIUoCG5feAeGDx+BM84809QFaTz4sQEidujskMYxQqpmACAXQDTmgguwceMmrP3kEztDJNMxyYCRLDzGfyb+f8A9XGa7cdY5WKhs6IBeeOaN95CkVAA4qbFEvqAIkLNFioxVcTI2bqEtfajgeYasW+EfLgsEgER6XUK1+wGiioIdP+vWuC66NiqIKoQMq9RANValRggpKC8va9mjd58qYYS8LAgg0oQ2jRs3xpYtWwKxDdUVzuHHbVCQj2279lYM0FTVarDKCKSFdjLd0eff/ohuHQr99UKOv8lxJn2DJmKUHQFs6NlDIrFo9PxKXmWV2gkFhvJysseNGHJmOgM6JtBgJjAiDAgtuWsZRo4chZM6d7YBISqwQZoxq2LgxwyfceCHASAdJDkBkapRXHfDDXj11dfw86bNFggyM1gbWaW5wzcc5gOIbMY5DvFemPdHCSEaieC6i8/Fokf/bAAcOQDyY4k8QRFX52CLAFfGSMYa+QGkVDRCnmO7hLxS0hYIn4mdj1273sQJiFLVD7mBpu6N6yIzGolmxSIXpDRgjVW3DenTr18iGo36NqwKrZAXILK1M/4/55xz8Prf/26vDBIuS5XJCFjWuH4dbN+919lOfE5SAD6phMqCsEyusoEAITLVQKNMJF4pgOn2e1GdVgXbcLjZyd26gQJ1CCHNqu0kKdoJA4YIIelHi4u7ntGvt1km283dYln09489/gT69OmLrt262RkhA+xoLCSm2TVDDBjZRNNCmExnjmCNwxgiEMyZNw/Ll6/Atu077AyRIlwzUSxgfZVWDQAAIABJREFUxO+Zxn8W9tpxUzigI7ZxA1AGOwRFQetmjdG3W0f86dW3QSJRbwAkskRBQBEgZYtSBUaiDqeqdEJe5/EEP7YQoOTgx0DFGSK/OrMNz9oBSItFUC8zAyWJZDtCSK7vADV2TCwvL2/s8BGjMr3auGl/Kmpu48lCYnXr1cfOnTutggoAIYffkemGAoIjQkhq98JtMiGU21hriUnrXQCN9/V4t3vnky8xsJeQayoVDVAqoOdYAaQqMkVRMPissyghZMjxvhZmJ9Id7F7Yonl5VlaWa5jMBBFGeGzL1m3Yu3cv+vXv7wBCFgPEQI712gqZUWzatBHPP/OUzhyBms5FZIX41yqlCIUjuH3hQtx9zz3YvWevLyASQZ1tliCCHb8vtld8n7AfZP1HflDv7ihNJPHeF99awCYcCcASCaEzwIMpsrNF7PzydkJbF3BUVYd1z1zAjxfYCXL/fQCR888kB0hBRNS8Nc/PQav83CSAHoE61Fi1WyKR6NOnb1/X+qA//GwBh9fBTFVVrFqxHPv27tP7Osayv8/Ly8PevXvlPkb4zjp8lCx879aeN1eWOwSFECSTKtfUDjBk+j2LrXFhZ7h2ssN5HW7Pakha73lNXPv3P12HAd27+IfIvOoU73vuBFdVHF6rRnbojNMHphUUFJwwof4TBgyFQ6E+A/v0iDtE0zx4EJiU5StW4brrrtfrYYXGeCDkeA0L9GgUWPPRh3jj9VesEJpQb4XNBHBEKaKxOObfvgALFy3C/gMHbYDIttGrYl0z/7/0i+sCjNy0Q45QGSszQUgIV14wAj9s2Y6lj/8FZUmVY3vcWSK30JmMKUoJGAH+4CiVkBVvLv3Xb9uDa1f9FUWl5b7Ax82B8s4uqar457qfoPLnhRwQBWGHKmJntG6MWunxtGhI6VelA9dYhYwQ0hBAeouWLaX1QYCQCHSCtD108CBeefklfP/9d+Y52M8Xzw6xVxdeeCFWP/qocPFOOYJnWCZoWAzuzAd7Vnp26YCPvjRWuTnYmhSefSDYRMavD+eznG19gBRXX1KWQDgUQohtZ+QVIgsAaKbdtgj/eu8DyQdwMZ8J9edffIntO3YEW1FWTYCoZ48eKCkpOWEmcycMGMrOzhrUq/vJ9iSQYogMMFmht/71L+w/cADPPf+8tYyU6vmeWWiMASHztQFyWDiMUorRF16ClU88p/flmCMZILKBI6N/ekamCYg+/exz8KvH+KX15o+vG0OUKs3pwp7xoTIGUkgojCsvGIGxQ07D7AefwLs8S+QVJpOUycJn+undwI47MHIHRwJQ8QNLPqGuaDSCWDQCJcyF44LOGjljbb7buguzn3wdG7bvsa7TBRDpVXZAJLJD0uX2PiCqXk4msmNRkh6NHJ9t0WtMtF7dTjmlTMx24BUWW/PxR7jlphtRnkgEBkGi5daqhVf+8Sb69O1nng+wM0T8MvuCOnVBCNHDZTK2R7H7FC92yCxzY6pdQBM/5uk9uuGdtV9KQIkcpJhstYwdkvXzsiDaJDetkGL3JWL7v771Hs4fcrp9rFQYIcG3x+MxxGOxYGMFsGX33IuHVz8WvEM1AKLCwtZQVTWLEFK3ygevgJ0QYIgQQoqLS07p2b2bnRUCrIeHKysrT+Cfb72NU04+GfG0dJMV0ld8WSwRrxeygRtKLeDEHWY5lQMiBzgy+mRl5+CuZXfj6/XrsWTpUj2RmAP0sIeKY3jcAFEq7JBwf0QhNb9LfYvGDXHPjGuwc/9BzF/1LEoTSQ8tkVEWjghlTrbIVVDNPq9XeMwLkPhpd4LoegC0aVQP91x+HtLjcW/QE5CR6tyiMV6/7Qq0b1zX/jcVHSZSC38F2QaEH7tTg3wUlSdOqtnF/vhbNBrt33/AaTa9kB++icfTkJ6eDq8szNTlEI0HU/x5ZSvLpkyZglUPP2wfwOPH2G1/SNdQmRtzJCmPxuNIqKqNxQoSKrOZ20RI2lbuI1zBjed55awQUUJY/9NmdCxs4RkiCyREN2zhrFvQt+eplQZBzB66/z7Mmn5Lap0qkmfIwxRFQZfOnUsB9KqyQSthJ4oTbZkWj6NRg/py0TRgzkAoUfDI6kcxdepUTJk6FWPHjnWEx0xxNLhZEQeELPBjP3hQJANElhaJA0dGewqCSydOwpixF2DGzJn4ZcuvDramSgERPw5vAjtkA0ThCEgojAuHnoHLzjsbcx56Emu//UmqJXLTE3kJrVMCRoAru+MVqqrIYbOgzJKsLWf18rLlTpN3ihL9UJBwWVDd0JjOrZEeCWsAKrn1d41V1uLx+MBTe/Qw/3BBiJ6TunTB/DsWScGQG+jxqhfZJbdwWXZOLho2bIiPPv44EDtkMzfGR2SqufZ+obJeXTvi/U/XGeN4hMrc2CFZP9bOTw8oPNsylicwK2TYtz9tRmHzpub7CofI/PRClbBatfIQ45mmVKwKQdHA0wZkhEKh3v4tq99OFDDU69STO5c5viTEuZR+1+69OHjoEFq3bm2CEoB78Nl7wwEwQKO/ppyDYOyRdfCgyA0QaVQCjoz2R4uK0aRpUyxZeheeePJJfRmrBBDZHI6tLhggkr2WskNKCAiHQSJRkHDUxhI1aVAP98y4Bt9v3oaFjzyPIyVl0tCZCX4MoOQGllIBRnJRtQdACsDW2Kyy/f3G5SwVkaUtQ7UQKpNZkFBZvewMADghnMn/qhFCYsXFxYVdu50caLWYnzYolYCZyBbx2fMBOyDi2aFLJ07C3/72N0tMTRSoGkVpaal9EQjg8MOmiSy+UOdVzv/oD+3fE3//4BMJW8NPIgQg4gaIUnnG3Z5l/txuQEgKrPSyZ157CxcNH2T3AQ7Q4wM43er4Mtnvgp9JNo5OORM1M7c8QynkHOrdu1c4PS3tjIpdQNXaCQGGQopycv9ePXNE0TQA673xRXtoxQpcc821XE4gngq2ABDAQmcckAEHeChAhX88KOL3JrPpjQRAxC+5v+SicXjwwQcRiUYxZ+48FBWXYOlddyHJNuQUw2aK80ttLr33AES2cJkPO8TGdLBESggkFMak887GlNFDsfhPL+L5t/6jAxoudOYFfpzlHMgBsPtwEW5c/jz2HCnyZX8AyAGSjM6uCGCqgnCb7RrcziHUB2WHKrLEHgA61cuPhxXS3a1PjR0T61CvXv2i9HT/bRf8tEFetcw/BekrA0RsDAqAEIKZs2Zj8ZIl0IwfyMVL78KUK6+2GsvYHpmPZuWKE+iY1+YCjkgoBCUcQbOG9bBp6w7jvGK43Pt5C8T+ysptly8BQgDuefplvPrBJ9LTy3RLO/cdRF52ll3fY3Vwfy/Wufl1DzvuiRpl5gOOunXtipLS0g4nQqj/uF8AAGRlZZ7Svk1rXTwtY0qM8NiX675G8+bNkZOba3MKolYIsMJYgB0wme9hxdI1ARzxoIglWuQBEdMMieBo6lVXY+Soc02Hc97552P4iJG4Zdo0/Lxxkzxspih2p8OHzTxmAA5A5MIOuQEiYjI9IdSvU4AlN09Fgzr5+N29q/HNpq0CsxMQFAG2uiSlKE0kkVQ1V8ao2rVDXqAmiHnR62B/Armz9hJT6/0kPw4paIwA4Jz2zZR4JNwzUOMaqy5r175DB98/WEWAEO+fZGUiOBJZIh4Q8fohCiA7Oxvjx4/HXcuWgYLgwnHjMOWyy5yhLQmbYy93+ehuwMmo48cbP3IwHn/5Dcnkh59EOMGHNZzPAgi3Z1Tma7g+pWXlKEuo9jFkWiGj7JE/v4pJo4eb1Q5GzQMQuYGZqg6RHVcTgFFubi7S09NVAA2P74UdYzBEdMsWN5hMqmrbNm1aO78YPJMCgieffgbjx08w3ruzQkw3xN4DFmBioId3JDxbJIIiGSASl9kzFunMQYNRt34Dk1HSKFDYpg3uXLwEr7z6Gu65916UlSccgMg1WaPX1h6iE0oBEDHmh2eJoITQv3sX3HXzVHz89feYv+pZHDhaXCFQxOoa1snHymmXoUFBLRuocOQBcpmxVWTFl+375tK/QuO6sVTcucx2Qp302oRNXfcXlWDr/sOu7Zwr0fTxOzYoQHlSa2Hr4/Kc1VjljRCSLu62HYvFOnbu0jXLrU+QJfNuQCiIyYBRUEDU6aTO6NOnD5bdfTdatGyF/gMG6I2JEM43y5z7QgIc8xOEHRL6kpC+uXTd/Nr4fuMWvdDBGHuEq3jAFPB5lusJnSBnzpQLMWZQXwfokY2/efsuZKSloXZeTsWF034hsmqyCofKDNM0DV+tWydN9ulqBigqLGydBNDOdj2EpBFC/FO5V6Edk7tNCGlHCFkGYAOAnQBKCCELjLqMsrLynGZNmjhnEsbDRYmCv/z1JZw76lwooZCUFQLsrJBexwAS7wCsznx8n0IOioICIqYhEvcy0ygQjcVw/Y034pxhwzF7zhz8819vW5+T2/DVzE0kABgHSySGzNj7IIBICXmyRJFoFFeMHYHrLhqF+194HSv/+iaSlKYEivRLkwmuuTYSYOQKjiSUdqXBjcQC9RdBkS/o4QGT++N275trsOC1D1K6XgCol5UOgEYJIbUAgBAyG0AJ9OfsZ0LI7wkhNRu6VsIMAHQ9IeRtAHsAFBNCviSEZABATm5ujzZt20r/uEGWzIstvMJh4qIP5/kkfpByyWThBES9+/RFr169sOzuu0FBnP5FCJdJJ2miySZzQr0ImqaMGY5HXnzdViYLl0kZIslkJfiiCvkz7baKzREeM3zh8mdfxlUXW9ttebJCRHJP+etxntT7f1nbY2hr1n6CyZdfgY0bN6Xct2vnzhmRcLg9ABBCOhFCdgI4AGA3IeQFQsjYYzGxq/a7RgjJAfAWgCSAcQAyADQDcCUhpAOANk0aNSgLhUJORgQ6ii4pLcNnn3+Bfv36cUvbnaskALluiH8Ps69TfGi+50BRqoDI9h76NTKWqGWrVlh61zKUlJZi+owZ2Lhps5zt4UNnXiwRIAdERjk/JuXyH7HxpCxROAIoIeTXysPt10xE35M7YdYfn8Bbn6yThLl8QJFnGM3ZDnABR45+lTyCfne9gJHMeYrsED+WT6js5sE9MX/kAFtZoOX4hKBF7ZxyAG0JIa0B3AygEPpzdj6AYgBvMbBUYxWy3wMYCeCPAOoAiEOf2M0EgER5ok3rwkJHp4oCIWk7F/DjBo5scgHY/aIbIOrTp4+uIaJwB0QuoMbmh9x+zEVfxVeHQojG4zh7QE+8/K8PbGwQAAfj6pg48e2ChsU92F6H7+GvQRwDwDtrv8CpndsjLR4DCYXkOwwgdVYoaIgs5ezfsqaVYId69jgVjz/2CFq2bJFy37Zt24Rq5+f3MADPAwAWAUiD7sfeNN5fWOGLC2jHAkLeCeDvlNJZlNIvqG47ASyA7lzatmtTKEfNxhdt1SOP4sorr3Q6DlhhMcAdAFkrzezL7gFr53r+4EGRxfi4AyJRVM2cj74Xmp0l0kBwzrDhuG3+7fj7G2/itvnzsX3Hb3agYiRrhKLom78KrI7IKtkAD9H7mJvE8kkgHcCLOFkiE6ToZR1bt8CyW6biUFEJ5i5/CoeLyzxXdjiYIFYvhtFYf0k7USfgCpAqahUASb6AyO08XmNyYKdWdgYa1cr2bOcWKmtTpxYB0BbAHwAspZT+ajxnX1FK5wH4M4Bl3hdbYzIjhPSGDoRGU0pfppQWUUpVALcAuIoQUnjkyOE6LVu1NvsEzSQdJKAQZHWarD3PcLNzyQCRuWoWQM9evTF48BDMnDULR4uKPQGRlPUQAZGsndBeZIcG9e2JL77/Gdt37dELbP7CBRBxZdZ7xf+wtXfxARIfJ57v4JFivPbuRxg95HT3FWRVyQqdgKYoCjp17IiKEDht27RBMploB+ACANkAHjL8125K6WoAlwD4fXVP6Kr17hJCegE4F8AMSfUKAPkAzu3Yrm3M8WAY4bHde/ahqOgomjVr5soKAU7htCxEJhrbVVjc98cGigzH4gWIeN0Qv7mryBKpnPOJxeO46uqrceNNN+PZ557DojvvxN59+91BkQhilJCtTHRGR4qLsWHjLw5GyQaITJBEbIyPfel7CEoojDGDT8N1F43CwlVP41+ffO3KEsm0Q75tAG9gFAAgpbxXmcx8gJF3+Exgh/h+AUNlelslUDve2tbNixPgHAAtAdwnaTIXwFmEkAGBB60xGJqFVQBuopQe4OsopdsA3A1geU5ObklaWhqAYGwQ4K8RkoGgIHuWyZIvioCI90nGZzF9a5euXXHjTTdjzty52LN3n5y1lrHV/GdzA0T8OMwEphoAZl8xHstWP4dPv/sRqqr6AiJpeD2oCe0d43HnlIXHQBQsWvEE5lw1yQQCnqyQDxPEv/YUpot9qsgqqx2qiBUWtsbRo0XNoE/YrjMmG6ZRStcC+AuApdV5HdUGhgyR4UoAN4uOBAAopUkA1wEYWq9O3TDgFE0DwPKVK3HVVVdLnQdjhfgQmZhkkb3W6y1WSA9dGeCHO6xxnCwRa+MGiBxhMnYuyi/Rt4fOsrKzcePNv8Nll0/BylWrsOzuu3Ho8BGH87DpiTgQ48YSPbD6Sdw07w5XZ0S59rwz8mKJ6hXk467fTcWBo0WYt/xpHDha4gRFQNUCIxkF7jXD87HA4MgHFNmuSdrfWZ7KqjKxnRc7VJCRRgAMBnA9pbRcHINSehj6s7aSEFLBTGv/k3YLgF8BvOBSfy+AwowMfUl9UDbIr5UbCApqfHuRJeJ9JfNHtrxqAOrUrYsFC+/AnYsX68ljgWCAyCUE5gqIHCBK90HpGRkYfnpfjLp6Nj5g+5aBByN2QATA+Sx7ASOXOq/QmBQIAXji5Tcw4sz+qJWb7ckKueUV8mWFUrUqAEjHGhDVr1cPpaWl2QDeo5T+x6XZHABnE0L6V9d1VCcz1A563O95twaU0vcikciBhJq0o12DFfrm2+/QoEED5OblOVgh8c9li5fLkiy6uCATAGn6wQMjGUskJltkTJA9U7WdJfIKnTFQlF9QgBmzZuPCiy7Cffffj6XL7taZIhv4cYqszXCY4JCum3oZ/njXQtfZmYMlYowTzxIBFiACTJZo7JCBuOGSc3HvUy/hkZffQtLY/FW6bN5POwTYQI18ab1POCsIJe7iaHyBkZvj9KLU/cpczC/JoptpGhBWlCJK6T/d2lBKXwaQANAlpcH/t+0CAAuoyxIZSmkZgKfCkUi4qsJiosnGpQEO1pdngvgJGj9pA4RQPgUyMjNx5+IlWP3oo3jv/Q+CM0SibxGfOw//A1iA6My+PTDt8ouwY9dea0IGF0AkY4l4CxAOrwgQ+vKHjdh38DD6czvTuy52Ye/9Xhvm2HrJgw2qjvxCxxIQKYqCcDisQWdapUYpPQTgfujPZPVcR3UNDKAcgOrmSJilpcVL+vTs4YgtUxA89vgTmDRpsudJGEBir0VqmH8tskI8EDLbanZg5GCJJIBIBzUCcySwRLLQmQwU1avfALPnzsOlEyfh4dWrsWjxEvy2c5ccFIXCTodkaIQysrLRokVLnQEKsY1jOR2Rm0PiKWuXsBkAFNSuhQXXXoruJ7XFzD8+jj8+/xrW/bzFxjA5wVFwtgiwAyNPcOR2iBYQGLmaGyASxkslVOaZgTqgkPqUZvURi4TKPBvppgII0q7GdCuHfs+8bHe/AQM8fzmCsEFOFlsIeQUcx629PfWIc4Im0xFFolHMv30BNm7apO90XxlAxNoAvoAI0J+XmyZfhLKkitff/dgdEHmAIr+wuOsqVja27Vz28h179uOZV9/CjZPGWfc8iGjajxUKyuwEaVdJluhYASJCCJo0bnwEgN/MsVr9V9i/SYWtDPqqC09LJJL5derWtR4GgxV67vnnMWbMWITCYSkrxEJkMrPPdozXQlOVUhMEqZJxQoTo9YqNckJIIQBl8XYKQgmgAAql0ECgANCIfsGUEhCis1IEgAJiY6pYmQqAEH0Mlepfjlr5BZg2fQYOHjiAPz32GEpLSzB1yhTUKcjX7xPV+S+iGB+UKKBG3gYiYFwKgITCANUADbCulKsX7yE0a7Zj1FNNtf3wEwBd2rZG58IW2LXvAD74Yj1eeudjaKqG2jlZ6Nu1Azq3aopw2BpHNHZefWyPZ0HTpCCDah6/VWJ7vi37HLL09JwTpaowvhKyj+NliuIYn4QUUCMjuRJSoBmviaKAapqt3nldep35v9GnICsd5UmtdoAriqMGDKVivj5MUZT6jRo1SpPVVYQJCjpG0BxEhrsy+uivFOOp04x6VqeAQGOSTebPCDBh4iS89+67mH/77ZgzezYi3PNs+h84/YrZRj+p5XuYv2VsEOz+h28zecwI/OGxZ/HBZ+vQ75TOxsWqpi8wfRJ7zoTnM/CCC0no2w0IHS0pw5JVT+GuGddBURT76rFUmSDJ6wqzQlUQIhONUO2YJH2sV68u3bR5cz2fZnEApdV1DdUJhkrh40gIISFFUbLrFOSbZZQoKCouwfpvv8eFF10CNeBDz+uFAEhzC/GsEDNeJyQf2PQO+luVIhJSTECkEApVI6AEIEaojBDdiWiEQqECAKKAQpygCNSgiAkASg3fQZCdm4cbb74ZB/bvxyOPPAxQissmTzZBEaUaQDQdxXNOCSQEQhVAS5qf3eGUggAiqucY4uvFO0UA1CvIx5jBp2HMYN1B7T1wCB9+9S3+9t4aEADnnt4HXVo3tffnwJXNGYrASABhehkDEe7OzgGUWNuAoAiwnKkNFHEOlyghu0OWgaVUAJR5Xjvg8bLceAxJTYsRQmJG6MbNqtWZ/D80Xx+WnpHRrE7deo5fi1SAkAhsTBbHp515Lkk5MUGO/r8bKGLfLIVYgAjQ3R4DRAAw4LTT0KhRI0ybPh2zZs5E3ToF5jVWCBBBn9B5AqJQCFRVccPEcVi8/HEAsAARYIIi2ySNPYNcG08T/YcPEEqqFPP+8DDmXXuZuYzeNEl4zKaNEsKBZrnXCjKZHQNwcqytYcOGYQD/r8GQn1izdlo8Xh6NxeN8fPnh1Y9h6hVXmA+vGytklVsDapBknxbaMFaIAaGS0hLoyRF1vxciEnCkewdjAA0KITpLBB0QaZSxQvqJGSiixM4KKUQ/rwiKmDMCKxdAUU5eLUybPgP79+3D6tWPQCEEU6dMQV5ujv5ZicKBIs1gjjQQhTFCyWCAiHNQepkBOgxABMhZIt4I9DDaqDP6YdQZ/VBSUoKX/v0hnnvjXXRq3RwXnNkH4XBI/oMhMEBSYATIzy2yMOI4zLxAkWQcAKZjto3h4WhNJ+0yBg9yggAfxiLJ2CEFGrLj0dKDJWV1oQt+3SyGGjCUivn6sHA43LhO3bq2sooyQq7zMRqsnVcb/lslskGs3vRNgMUScT6oZatWmH/7Aiy+cxFGjRqFXj1O1c+FCgAiAoASiyWCOyAiAGZddSlWPPMXbN25BxcNO9M28XCwRICdKQpiPOPtAoRAFNz2x4dxzfgxqFM7z10nxK6/AuEx1zxEqbJCboCpKkTa1WBNGjeKwx8MxQAcqa5rqM474zurApCfm5uT4MNj+w8cxNGjR9C0SRPb6gc/c8yizHKOBRJYIQAoTyTw6B/uwpp3/4UvP/4PHvvDUvy84Xt89806M38Q0xeJWiKm8+H1QqoGW/xdVi9bZcZrimzl1FqSr2oUubVqY9r0GRg/fgL++OCDuOcP92HfgUNgeiGqhC09kRK2xNWGlijIslcvHZG42syuJ2KHXbuTlpaGi845E0tuuhztWjTB3OVP4eGX/okyqfCaGwdwaoa8dEEegml55lkfbZFg0hUrEDQMsrEc43g/dqkKqAEgLy2ehJ6qwstqmKHUzN+HUVpQu5YVoUwVCLmyPZJ6JoK29QcNdLC+Ms2QfeNpdy2RRoHMrCzccedifP3NN1j58COgJOTqd2x5zlgbpmH0WnYv+B0AUMJhXHXxaGRnZmLZo89zKVhCzucQcPUDDpP4GnNcVm/8Hebd9wjGDD0DrZs1tgMhZhxwcYS6vF6zv2+AsNj/R1YIAOrUqRPBcfZf1a0ZihFCiIeIOi0jI4PPvY5Vj6zG1KlX2JyK2woyq96glR10s8UK2cYzwMm3677Ab9u2Yur0W6EZXqdzjz7QNA0fvPkafv72a/QbPAzZuXmwjcCzRIKOSCGG7odaoTM2s1IAqEZYjOmJxNmYrhnSh5aF0JiuKL9uPcyeMxc7f9uBh1evRmlJCcaMHo0O7dsZfa3ZGtVJI92UMKiW9GSIzP7CfRbDZuafTfyDSFgR1u7kjm3RrX1r/LB5Kxaufh51a+Vh0vDTkZWRbp5XajLGyDiXvZ0322ObRXLX6+jL9+fYGgdDJDNuxmq7Tsk94XVDoomMkVtboijIiEVC0FdvelkNGErNgoT609LS9dteFUCIn6zJsucDMFfL8ubmYc1wGddHoRYbBEhYaaGcZ4kY433Z5VOwds0azJ4zB3PnzEEGdw8qHDYT68GNYfid4Wf2R4NvvsMty1ZgzhUXo1ZOtpQlAngf4Q8gZNt+8KGxufc9jAnnDkWH1i2cQEgMhVmDOuorJJqWsk4VYIVOYDPydB1X/1VtYIhSqhFCEgCicBdtxuPxuMkKrV//LXJyclFQp44rK+QVImP1MuwlriADgJ+/W4+zx14CTbOXgxD0HTIcIULw+YfvYe17/8LUaXORFuf8okaggUJRjBCZETajBpiRgSLmSHRwYwdFgB38KMQCRryz4nVFlAJ16jXALdOmo7i4GH998UU89fTTuObqq9GoYQNLT6QmQRXotLQGHRBRDURLBgNEfGxfj5HZWRIJQLA7Mzjq2rVshkXXT8YvO3bh7qdeRlZ6GiaPGoxaWQYoUlU7SBGAjcjySMGRCIx4UCMDbF6gyA0QicBHIprmyyoTKrPObw+VAUA8Eibw+OE2Ut3HUCOgTsV8wZCqabFoLF5pIMS7H+pSLoIgv7CaQpxtCLHG4UERHzrPbBMoAAAgAElEQVTjQZEjrM9piXr07IlmTZti7rx5mHjppeh8Uifz+qsDEAH683Nyp/Zo0aQRlq56Ev26dcLQAT2FG2Dp+cz+ssmZjCk2X+vXcrioBLfe9wiunzgOLZs0lAMha0Cjzic8xklCKiKarrCdoCEyAIjHYoB/JOm/EwwZxpyJJxiiRIFGgdV/+hPuXmZPNSDLNi0zmXPhhdNmOw0oKy/Hs6sfwrip1zuBEIzZECFQKUWX3v3RpWdfbP9lE/792l9w3oQpqJ2fb7YRWSIAvqCIMUU8KOJZIZ4tsrFCgmNSYYGsWDwNF42fgOKio1ix/CFkpKfjiqlTEQ3ry/AJ1QADFDGWiBp6IoKk6ZB04bV7HN8sN0ARMzGEJGWOBMBAlBCaN2qA26+5FL/t2Y+Vf/kHEokEJgw/E83q5UvHkgEjwMXxieBGYHqkLJGsn6yvH0NUAdE0b24rx9wspq/w8XImUQAJSo9Ditn/XvMHQ6oaicd9F83aLMhKMFtqEO4JkLHfqZyH/znUiAWKeN+j96UOnyRjiQrq1cfSZXdjxUMPYc3atZg6ZQqIsbCD+RWgagARqGaG6/NysrFk2jV4+Z/vYPYfHsGN489Hndp5rgJqz42bJSAIANZ+8wOef/1t3Hrd5bad6B1ASBRMC2V8uM8TPAUMjx1LrVBVrSTzW5UW05+h4wqGqhsq+jmTeCwWpwDw3PPPY9y4C8F2pRefYy8PbsbXPehjnhX6+rM1OKXvQDM0xur53B6294qChi1a4fyJV6K4qAh/feoxlJSW2rRECZUioWlmrD3J6YnYijamGRJ1QExTpPFthLxEfAJH1l9M4qhSirT0DNx8y3ScedZgTJs+HTt377W0Qly+IVtcnsXxWX1AHZF9jJCZtJESAoTD0lxDTp1RCCQcRYO6BZg99WLcNOF8vP6fTzHrgSfw4dc/gBr0uGvKfYk2wDUvkfnepz3fz1Em0wVJNAvc2LLx3LJR+5lbRuq4PxiqCZGlbv5gKJkMx+KVS+rN+yhZuew9v++YXkcDHayfKR+glu6Icv6K9zFMT8Qnk+W1RCAKrr72WpzUuQtmzJxpZtAPpCMKoGH00i+OOmsgZlx+EVa+8BoeePollKuq/fkWNYayA7D10Shw7+Mv4usfNuKeOTdWGgiZxl4HBSbHOTxWlUCI/e+Wu+h/iRlys3haWhzFJaVY/+33uOji8Q6tEG98iIx/D48+ALcHmQaUJRJQVQ2t2ncyWSHN0OG4m16Znp2D9OwcnNznNLz/5t/RrHUhmrVqg1g0YrJELHQW0vloAHamiPFVJlMkxOIBgy0i+mkdYTTjOs1wGVfO09gtW7XGgjsWYcH8+bhs8iS0b9dW1wqFwhZDFHTpPVHA8hqBtePK3e+aURcOm2yTOIZ427OzsnDtRecimSjH6x98glkPPIG2zRphzFn9kRGLWGPzYTTAzhi5MT8ypkgIndnay/pw5soO+YTK3ExkgbxyDokWi4SBGjBU1eYLhpKqGonFgjNDfqyQcxJoPDcmYOLair4vwPkVrg/LaaaHxQw9I3GGz8TVr24sUfdTT0XLli1xx6JFGHbOORjQv5/5mVzDZgFC9jJ2mg+b5ebm4tbrLsOGjZsx7/7H0KJxfYw7eyBysjK5myO5OwIo0TQNr727Bu99+hUmjxmBjoUtzHMALkCIXY8H+Am0eiwAO1ThTNMVYIWqM7cQA0T8OeInADNEgoSgKjw4IRsAjKCUbnCpv3j4sGEr+vbtmzl8+HA0a97cxgrxITK3JfX8e4t54dgWqoOhhKZB04C/PfckWnbsjBZtOphACIAJhjTBWymK9QUM8d9pQrB5w3d4+5UXMemG6YjF0xBWdO2Q3pZAUfT/WfuQQsyHmlHPrEQxgJFi1hOTstbLia0fYDkIhQujEf49AFANSxbfiYEDBqB/v76AlrSW32tJHaRoSR3UMOTOLc83Q2asnL1m1ymCIf695LUJihiIMECGCUCY0+LKv9v0K/785nvQNA1jBvVDxxaNrWFFMMKDFsEB2kCOCG682vqMzX8W2eewlbHPpaom0KGaZgqj+TLbe6FcbN9s7nKUJdXHKaUTnRcOEEKaAnifUtpUVl9jTiOEzAUQp5TOdWujKIq2fe8BEg57zyuD5AjifRmrY4wNbOUco+0xnpvZfpvNMssP8W0UEIfP8fI3hBAQUPz5+efx888/4Zbf/Q7paXG7f1GTlm9hfiVIPWD5J1uZ3ads2rIVz77+L5SUlmFQn+7o0akNYtGo6/04cLgIr77zIdb/tBkjTu+Dvt276p+DT77qBoRkK8dkgumK6oRkgEpsI3vP7AQAQl6ZrNm5/vT4E7jq2utBKXVFfISQ9wHMpZS+X6UXaNjxZoZoIpnEoUOH0Lx5c1dWKMiMx8sJMMBTXFqCzj16o16T5jbQo1II7/XXehZqbmCF/ztRNC1sh8un3YptmzfiHy88idOHnYtW7ToiFo3oMydqMDUKA2Z2obXOBlFj9mWxRQBMLRAAM1+RXq6zRXq5febG2CIKipAxa1OIgtlz5mL5gw/iaFERhg4ZbMXzYaws88lFpJ9XeEB5dM+DI+4OLX7oMbRv1RwjzzqNu2vWjE5/b+8n/hkJgA6tmqN9iyYoLinFi299gCde/RfO6NEVZ/XqBsKRQ66ia44pqpSeiNcBuTA9MiF1KqvKUmGDeKudkabuOHR0n0eTGmYodSsFkOvTRkZc2CwoEBLrRCDkBoJS0REBdm0Ey37P8gmJbJGYTZ9nhZieiDHT1ABCCoCx48Zhx/ZtmHfrrbhg7Fic2v0U/VoBnZ3WNIMREu4Jq6caqJoMvMoVsHxKi6aNMefqSSgvT+DdtZ/j7sdeQFl5AtFIGLFoFMSYhB46WgQAqJWThUF9uuPS84eZY5JQCG+8/zE++nI9br9xqlEYEAix66qITshFfG2zagJCxyLTtGgMKKUF0939V4fJIvDe26d086ZNkZUrVlhsD1fJP/xuYEecSbkxXZoGvPrckzil/xmO8BgDPKKQ2rFNB//gKtbPd4NmLTBlxnxomoYX/7QSmqbi/EunIC0eh0YIFEp0YMWtPtOHIPIQmimutofRADkw4kFR0aHDmHbTdbj2+hvRtVs3sNSzV197LVY/8jD+/o83MPTsIaBK2A6IoOhxfBEQQf9Rl4mrpX8PHigZh5TyrQAoysjIwIQRg0Apxdtrv8TM+x5Fh5ZNccHgAYiFFXu2aBdQJA2dpbLqTAJmzHCZDOh4CKk9t94QQmVuy+xZeZdGdUp3HDr6uXQw3VToz2ONBTc//4VwOJwsLS2NZmbqIZmg22TIzK2ryJCb7am9jX0s9wvRhMk3ezpFYMQWechAkbjFkCN0plHUa9AIS+5ahsf/9Bje/+AD3HjDDQiH2ARM/zC2Va6GLb3vIcRjUdwwdaLOhFKih/Q5v0IAR5ieX4IPANEocFa/njirn77aLJFIIpFMgqpJUEqRkZlpMmLMeDaI10RZDQIAIZlgWuFBkn9I7FgKpo8HCBLNSB78hk+zJKrRh1X3XcgHsMejvjSelqYW1KljK3RzKLIQmcwo1R9WaoTIGKhp0KQZGjZtLu1jbcvhfvA72idUDZpGkVB1QJXQdERz7qQrMfqya7Bl00YsX7oQP6z/Bnv37UNC0/RDZX2o8V4zxdaOBI2CmJoXMPLCaz6ZYzgWQ5OmzZBXuwAURkoB4//LLp+C73/YgE8/+9x6mEXhoiFs3LZrL0aOvwLrf/jJbMPaOTZl5DZ+5Y9Z112BkUPO9BRfs/FEsTUTNV+18A9Y/PAztnIlFMag3t2x9OYp6Nq+NRY+/Ax+/9TL2HdYn+l5bb646uW38PqHn6cssLaZV5JFWXt+XNbGZePWilppUgW8Z0174J/UrMbs5ue/EAqHk/piitSAkBsrZPo2WMJls47rSwXfRIV/bCw3P8b/Y3ICXlQtW+TBrktcCGL5Iu49tWQKEyZOxtlDz8Et06Zhy69bYUvSyC3AYL6nSeNGaNK4kRVachFWu4mr2THr9ytw3xMvmM9aJBJGelocGZmZyMzKMkNh4oatrP/ZA3pjwc1X6TfdcZ5gQOiJF17CyAlTuboATJAHEPr08y9wx9Jlzr7MgiSaBMz7dyyAUJBzlJaVAf6sT7X6sGpjhgghCoBaAPZ7NCuJRCIa4GSFmAUNGMhWkvH273+8io4nnyplhdhDy0y2catuToIWAFSVGsyPpTFqWtgOE383BwoheOXpR6EmEjhz5PnIzMpBWjxmiRQJbGzRkyv/iMZNmmHQsJFmGM06E1yF12yJfjgSw8xbbweBDqJCiiEg16duuP7GG3H7bbehdu3aaNG8mV1UzQkX83LzcHKXk1C/fn39oQuxWZjBFBEI4TF5GM28U6yMKNIYshtTNLR/LzSsV+B8wI3cPie1aYVOrZtj5979WPHi64iGI7hi9FBkp8ecTJGmYvfBw4joYuOUWCJpXiKujZQdCtKfH0rcciMFdqjMHwwdBhAPsH9ZjVlWAOAbrwahUChRVpra7ZQBIS/vxSecdeiHuJ5euYtE45O7spHMcD3TMQLSTaT5fRfFUNkHH7yH9999B/Pm326F6ilF6zZtsWjxEtzz+7vRrm1bjD7vXP2sLO2HppkM9bgxo/UwmZew2vAnsrAZs5PatUbdgtrmZMvLPDU5AkhJhRHq26u7foE+oCcIEAKAvXv3YdfuPaAgzs8dEAQdD6Mufp9ZaWkgMLQX+jNZLVadYbI8AEcopQmPNqWlZWXSGVWQEJlY75XRdcO3X6PXoKFmWx4IMeNfi0JqAA4eTaWWQFrVNKxf+wHadu2O9LR0ExiplGLYRZMAADt+2YSXnliN04edBzVZjsL2Hc0wGtsPNqmqSCSTSAj7n1lhMms1GgBbQseQQnQ6WyNm2A0asQMiCsyZNw+zZ87AvLlzUSs324rTc4AoPSMD82b8znQ4ej4i4T7w+mg3cCQDRnB3YCLVPWLQAONcqtnXZgYoql+nAHOmXoztu/fi90/+BfVq5+Hy84YgohAbUJk7eQzXN6CWKAXtj/n5vdpy7yuqERKtNJEEgBK3ekopJYTshT6z2l7pE/5vWD50B+xq4VAoUVZWNTIGWRJZ3nimiGd/+Hpbe5/zUWp/Dn/+6UeEQiE0bdHSDoyoM2RvTsAIzM2oFQIkVX0xgH5ddi1RJBrDrNlz8OYb/8D8BQsxc8YMxKNha7UZ2Moy7hpZLjSiC6atsBn3+2D8b8d2Gi4cebb5OvBKLDfNTkW0PoqCFk2boEWzZlZfr5BYgNDY2UMG4+whg+39T2AQFNRK9WfI1X8ZxvxXtVh13iFfihlAaWmJ/vnZFzrVmLvYXgNPHeumqhQjxo0HMRIpypbjm2EyjTrE1OxgdfyRUDWolOLQwf1YfdftWLf2QyQ0qh+qZhx6aKxu0xa45PrpqN+8Jbb+ugV/fmI1vvnyC3z52VqUJZNIaBounHo9Ths6ysxbxMZICrmLGNWtUivnh5mLyABHFDByJRn6HaNdKBzBnHm3YvGSJaAkZNG3sjxDXAjMQU2zPYbY4UJXS8NjfI4RR52Vs8gtfObYBw06AGlUry5uv+ZSDOzRFdPvXY2Pv/lRr3MJmzGT5iYyX7uEzIRx/Gaf4li8sVBZKjmHeCtNJCmCzaxqQmXBzdeHEUUpKy0NDoaCsEJ8iMy+ObUxhgCEWGiLwn5Y4XT3g/kVCuDxlQ/gyYeXm/mGRD/DQmXO8JhV32fAQMyav8AROqNcn0GDz8aEiZMwc9YsfPfDj2bYzAyJsXxEYljKLWymhO1tKnPof1Tpaz8gJN2Jnu/rNr4whnSbD74tM5+Q2LEMhVXWyoIxQ/+dYTLodJbnrApAydGjRwPBH5k+iC/xmlH98vMGfLf+awwcdr41HhceY0CHmTMjtf0aFGGSoaoUGdl5mLP8aeTULtBZHYVYy/XZMlVKoRlf9B5n6LMWtbwUX370Pn7+6UeseftNnNS9Bzqd0hMhY8aVADWW6TMH6Nz6Q5+B6eGzEChUlhVbZIWMVWYUFNk5uTjv/NF4+JFHMPXyy8z7SZjzoc4ZmElNc2yP7VaErHIWTtPHlaxIM0w6q7PVpya0ZkxRu5bNcM/0K/HU6//GPz78DL+bcB5y0uOObTR8V5xVJOQVsJ9XFutUQ2VHyspVBJtZVRvN/P/QfH0YpbSopLg40GBeQIjXCnFjm0DILAO1gSB+DMDKqcafQ9M0HNy/D9u2bEaT5i3xy88/AQQobN8Rhw8eRO2COohEo7h+zgKEQyEkjTH4Va8Ax0rzbBGcoXqbyJrC9D08S9SocRMsXXY3HvzjH/HVunW4aNwFOiAytg8CYOVC81rpKmbM9wnH642Eci+2ho0pllcGCLmM5SqUll2fCwg6kYGPV6isqLgICOa/OlXxZZl2vJmh3QcPHoy64RhHDg14i6cppTbHwcTTpSUl6Narrz4mdU+waDJA1C44ZP3YwQue2ZHQKDJqFZiZoBmjw9ijhKpZjBFXRsIxnHLaWajfvDVGXjoVCIXx9RefYtXvF+OXTRtRrtqF1zxjxDNFzEmqxmySMUR6nTWz1EwHS9H91FNRWlqGL79aZ83AuB2lbTMwF5E0Y3ikgkaBMfJkinxmdhVhipRQGOOHnYHrLh6FWx98Aht37HaKq5n5sT9ubTzYIddxhPcV2aXePpSCA8WlEQC7fZrWiKhTM39mCNi1d4+fm/MP9YttHYw3dQIhGQOkUYrv13+Npx5+CNu3bcWDyxbh32+8hh07tuHw4cNQoUAFQXlCxZEjRfjwvXfw6Zr/4K3X/4bHl9+P/QcP4I1XX8LO37brrDfHHMlYabmQmmOSAFeWCETBtTfciLy8Wli46E4kVGr5IJGlZhmrGYvkkTHf06cAcjZILAfsrIqPX0oJCEnKAgMhFzbov4UBcrPffttVjuPsv443M3QgkUiES0pKkJaWJk0qFsQcGxjCDoq2/voLmnfo7GB/eFaIX02m/8+1lcTuVO6cIY4q4psqhNjGUShFAiwhoyWghqaLF0OhCFp27AoAaNmuE5Ll5Xh6xf1QFILzJlyO9LQ0m8aICa8jIcUQS1tC7BAoKNU1RLq+yGCFiF1QfeXVV2PhgttRXFKCPr16GvfPeAY1cCyRIV7kZl6y7NNS1ogxRhr7+xwjpshgiQrycnD3LVfg1gcfx9iz+qFrYXO74Nlo67oE34Xp+XzDZsx95EU8On0y6tcW0tH4aIpk5rZs3o8dUjUNRWWJOPwnHzXMUEAjhMShb2x7xKtdIpHcunv3rpTG9mKFKOcD+fCYDAiZmfUpxcH9+/DSM0+gbecuyMzKxpkjRiOvdj6m3jwbgJ3t7tCtu/n6nLEXm6/7DR4OTdPQuFkrrF+3DtlbfsXa99/GWSPOQ6PGTZCWnmFjpfX7JGTUF5gipl90Y4lCoDjjrMFo1qIFps+YgdtuvRW52ZmWjpETVvMWhCXi2wLQWQkfwOAAFEGYnFSBkDCuVz4i01wAUEomaT/58ino3asXLr9ssn//KtjW0I0d2rptWymAnT7d/2sF1L7iQ0opzcjIOLh79+7aTZs2rdBJvMTTgB7C2vjDd+h/9khjxmKJo8XwGGNOAJFu9r4GTUI1sfT2zEIKsYAWB4BY2ExRiB0YKWFE0iM47/JroYDi15834O2//RlnjhiNpi1bIS0eRwSKHg5TNQcgIsZYIYXoszrojopQYu5mrREgRBTcett8rFyxAlu3bsW4sWMsAESMjLAMxBgiaQeICQqMZKDIz4G53HMvUER5YGOURSLAnTdMxh0rn0ZxaRn6nNRWuvu88cdwhrYk9S0b1ceg7h1RW8+RYetnM7Fcsot9ZYTU+4pKEA0pRSWJpNdiBaCGGUrF8gHspT4zs6Kio7/s2rlTBeAqGJOFx6z3zvZe/kYEQlu3/IIXn3wUE665EaMumYjMLB2UM3ZGdk693jl2iAAgBE3btEPTNu2gEIIO3bpDTSbx0rOPo6y0GINHjUYsEkVBnbp6HzNcLwdFUGALnUGjsLYSYkE3ffug2XPn4fYFC3DdtddaK10VQCastnoDYj402SSLtQ9sbsCkCoFQIDYoVRCUIkA6bcAAnHLyycEas7ErCYpkgGj7jh0qgoGh/7cCaoQjkT27drnPrLxckZ94WqMUZWWlOH/C5Y7VYeztrm1b8PZLz0qBEBvLlvcn4GELiWnUHubiRNFlLHymaihNqvZwmtkOaNSqLSbfMg+NW7fFI/cswedrPjTDZywspztJfRamatb9YNQ0c6LsszK6moLgyquuQkZmJpbctQzliaSdauYoaT00ZgiceZEjH0aThNRslLUkfOZOQwcPnwFwhs74MkIw94qL8dm3P+Gld9cCgF30HDQkZlheVgZ+N24YohH7nMI1VCa+l27sGuyRNDdqVRTsPlyMSDjkx8ICNQLqVCyQ/wKwc/u2rR6r+FzKhTZeomnGCvHPcHFxEd558+/Ys3sXauUXIFGeRGZWLhfq14+ExnL+6AfzQfLFINbBcqclKaCEwxg1/jJcOPV6kFAUr/3lBXy97gt8suZDlJSVOxZ22MJnYuiMD6kJYbOc3DzcuWQpHnv8cXz48Rp3YTW/0StrQyyf4hWOD3wArq+rDQjx/fhx2fdEFgqTXXcKNmH8JWjfvl1qnSp4Li/buXMXgT8YqtbJXHWCoSBhMhBg+65d3vegMuLpv//lOZSXl9vG4VeOfffFJ1j79j+gGjN1CyzA4Vj4ww5uAhws6aKmSQCStVqMB0FlSREY6fOeybfMRUGDxnj3zb9D9QBEzMlo1KkfUgVApFHg7KHn4NzzzsfMWbOw5pNPLafDHkJFsUARK+dWfgVxMjZgw4EiB8BSxPO4rz5jDtCmJwJcAdEN489DWXkCq/76pt4uFR2RW8JFWbkjkaPL2JJVaI7d6RX7e952Hy6CQoifIwF0Z1ITJgtmgfwXgN+2b9smZeREv+QWHnMzNyCkUYpnV69Ey3Yd0KRlId576w38+P23+v6LAgDiV72yla9mwlevQ+UP5sMoMvNqY8xlV6FFu5OgqhTPPLoKW37ZjIOHDslBEQd+qPla1BIxcEShhMK49bb5WPf113juhT9bzz4/GZP4GttEi9MS+folZgEAkWM8oHJASNaWjSlkrHaIuKsBkKRslbgOEdTt278/BuA3n25HAMQIIbGUTxjAqvNuBppZlZaWbtntwQwxYz6DUjs4snZ1ZuyHxe6olCIaiyO/fkMbAAIsQNR/+GhMu/9xfdk9e5gFEGQuM9W4mZULSLJmZKJzscBPWVJ/X5q0wFFpUrMBI8fyfO59UgPy6jVEXkFd/PWpx0xwZjodCIwQpebs084K2QGRqlE0b9kKS5fdjZ9++hnzbr0Ve/buM0GJKZYWRNamQ5IBIxlLJAKbygqtActJAr6ACADGDR2IJvXr4N5n/mZq1PwAkVUmiKZlDI8HO+RmqQqpWfvdR0uQULVfA3SpYYaCW2BmaOdvv/lGYGRAyKxzYYVYOx4IbfhuPf781GOYcM2NqNugMdKzsvHAc6+gW+9+UgDEgA/PFDGw5DZxY6yQdYgASW/X/pSeGD3pCqggeHzFA9i8eSMOHDzoBEUylkiz/A8PjhibPfWKKxFPS8O9990PCt0XSIXVom8QWCJXf8LMDxSBA0GsHpD4LCV1ICSenwNB0mXxbsDDC+xV9ghqFejDPlsikUBJSUkMgNfeijBC1tXmw463gBplZWWbN23aXA7Atq2wLCrpp91hxhyJqqqoU7+BWc6niOeX1muU2oCQFS5j56XcGPaLkImrZabC3o6JrjVq7U6vKdQQXQMA0w5ZWVw1Q3itEX2DlhYdu6B1x8544+UXMWTUaGgaQQJGlmhjUEMGYNMPsfSFCghU6ACSzxYLQnDhxRdj//79WLlyBTLS03HF1Kn67tNEgZmIMcRiv4pDK8MnYfSL4bslc6yI0JrXElHAFFHrrzUdEEHXFQ3pdyqyMtJw28pncevUixBW4C6sNkTVgZfUe7QxdU0ufYIKqZn9uv+QVlye+Nn7xABqmKFULCgztPW333Y4Zqq8m/DaNkhc/CGGxwB7aGzjTxsw6sIJ0DTLV5kpPGwLQdikz6pj5p5h36gXBEWWrpG91+v1hRwEtes3wsQbpiNRVoo/PfQHtD+pM04fMgwKIQCIqSeCoQ+iFKaWCEaqDz4NCCX64o6hw0bg808/wbzb5uO2W29FJKTYhdVm+g/dJ7GDAu4aRcPcfBIzz4zUqew+L4IgWTt+TH48sY3b9VSn8ecJqhVifQK2/3XrNqSlxfcfPVoUZMUJE1FXeeLY6hZQB5lZff/tt+vLNWoHQ0GMnz2JplGKDeu/wZHDh/WZkgug8QJCYliNBz5uICgoOGJgiP+fAaMEKEIKTGCkEGoDRQgpgGbsWKcQKOEIvlj7Ebr16I0IFCMLNUAUfUWHnncI+moOA/jwgIhlA+LzgFAK5ObVwsxZs/Hrli1YdOditGjRHJdcfDFi0YgFioz/rWdGAozchNI8sEJAUGT0scZ2AiKWcTYIIOrTrRMK8nJxyz0PY8HVE8xtPKT5iHhA5FYO2AXTLsJs8b1XziE/+27H3lIAPwRoWsMMBbeg/mtrcXFx9Mjhw8jKzgbgrxMSXQTPCrF6PjwGAF99ugbffbMOYyZOcQAh24IQDgSJLDh/Xj9AxBufJ01/b4Ejti2HRgiUaByTb5oJTVXxzKOr0LhZcww44yxr9Zli5UNjkzPVfIIpbJnzoa80O7n7qcjPz8f0GTMw/7bbkJOdZdvoVW/tFE2bfglwgCLWx9dEwKE4QYwUCAVhg8QxEQAEeQGgoOCoMuLnFEFOkPaUKPjxx5+Qnpa+OeBVVJtuqDrhZdCZ1Q8bfvhBURy/aN7GHmwTEMEungaA/Lr1cErfAVYfzVqeyu9H5gaELDGg/ShPao737FA1PQzmd4i+4LQAACAASURBVJTLDlUSVmMaIyOEplFw9LdOh/cdPAy5BfXw3ddfGdoh/bNQyPVDlmjRCo+x+8bCZixfkqpRNGrSFLcvXIhTe/TE7QsW4pFHH0NZecJOUXP5hmQZqd2obZ3SdtEFyYTWgJQed5QDlrDaJ2RW2Lwx5l5xMeY++Dh2HTist5UJq8WwmCz8ZcsflLqQWtQI+WmHSEjBDzv3AsD3zotx2F4A+UTcqrvGZBbIf1FKtZzsnB0//fSj8d5e7xYeY6xQkPDY0aIiJFUV542/3AyHi3srMj9hhb84H2GEvfj8ZxU5mIaxlFv0wbREpaqGsqSKhEpBlRBGjb8MaZnZ+Gztx/jtt9+Q5EJkGvM9jrCZPXzPcqY1bd4CM2fPwW3z5+PXbdsdwmqHb3HLms9nzA8aIuIz7AM2NshVw2hr5wKEJCExs14WGhPBTlWEsyoaHkv1vD7tvv/xJyih0LcBP0G1La+vFjBECEmDTlx45ugw7OedO3fGmMg5iIlzGtnqV5VSvPTM44ilZ9qEfIA1Y2KsEHsNCEBIAoB4IMSADRM/s/ciQJIdbuCopFy1AyMOFDEgJAKihEpRt1ETvP3qX3GkqMgSSRqCahMkSgARA0GynacZKGI7V7dp1x4L7rgDPXv1xoKFd2D5ylUoKi5xip09QBHTFXk9iF6gyJHkrAoAEVFCyM/LweIbL8OSR1/Axh167q9A22sAcu2Qm5Ba9t6wwOfjTNU0bN1/OApgg19bSmk5gGIAOSmf6H/PfFODMFNCyrc///ijKxASzZU5koTHDuw/gPvunI9Op/QwJnzUNjkSgZFV5gKANAsgMb/ld8iSxbKxShlIMoBRKacratPlFDRp3Q4vPvUn7Duw39ISmRNNCwixBR7iSjP2f16t2li0eAkeemg5vvjyK8tPMB2REpZu4+HwSaJP8TsAx8TLd3+yIEAIAUGQ+N4FhKiahq3btmHN2rX46OOPzeOrdeuwZcsWHDhwAJos7YebBQVHQUGRR5vvvv8+sXv37rUBr+y/TjNUGwFydAAApbQsOztnz6aNG+sVtk1tiZ89dT3HgGgUqqoiOzfP0YenjPnwGOAOhPQ6/f+k8N75WpOWi2aFx/QvicqFy8KKntiMP2BkF4soChJGXqGEnlgICgWgEUy6ZR7Wffw+uvfuB8RiQAhQ9DgbGPWsADZqWkyfH4JzJ2qWF0ShOiFd2LYdbl+4EJs3bcJdd9+NnOxsXDphAmrXrq1/OKLIQ2gSmtordm+jumHeArO/NBGbmFiNcmEoQBoyY2UZaXHcdfMUIzljf3QtbObcjd4tXMabbSNWIfzlESpjJmqE3IyEFGzdexDRcOhweVI96trQboxmPhiw/f+qBQ2TYf++fZ9s+OH7s+DiT2XhMRkrpLe1wmOlpWXYumUzpt48C4ACjWo2NkgeJrPnT7Mz4HbfFTCiD6ZfBDitIwvZAzYto0IpNI0gEtKTw0bSMjDhulvw68af8OSK+zH1hmnIysw0w2Z6yJ6yAeG2hZAKfaPXhYsW4b5778XWrVsxcsRw8/4SH98g/i1SpUZdQ1gSIOQHgmzjuY0re29YWXk51q1bh08//RR79uwBIQSKoqB+/fpo1KgRwmH9a0gpxZ49e/D111/j0KFDOHTokEkcsP8VRUG9evXQprAQHTp0QK1ateQ3gF2LW8jLr561kdSvW7euhFIahNkGqjFMVl1gKGiIDACgKOTbDT9ucIAhGZQKlrSMYtuWLRg0crSpF3KGyKjttRsQ4kGQCIz015qkzH5R4vuQQsyykELNMv1/BaoBgMIKQTTMIwknINI0Pas1FP2LXadxMzy96kFMvPYmm6CacPF5Boh0+RGx4v76Xcf/sXfdcVJTa/tJpmyHpe3Se5OOKAiIBUWwNxQb2K967XrVa9erKCoWbKggFhQVKQqClSpd2gLSl7K7sI1dtk3ZmSTn+yM5yTknycwsXhTvx7u//HaSnGRSJm+e87zP+x4delkjUWvEEltLIMZRSGjTrj2efOppFBcW4oPJk6FEo7j5ppvQvLklWgfgDIooYEoEFBn/rQJr+j6IMcI96zScABFtxwIiABYQYQARLc74wqRpqKoJ4PQTu8cHRMy+XLVDAEQBdsyR7RlzE1IDwK7icnhlOS4rxBilmRMRXP9/toR9mKqqv2/auLEagNn7cvNTscJjLINLAEx+czwuvHo00jLqmyyJExCKBYJYAMT6P6djjGWy8YKPasZYiZLlt5wSPFRCdP+kl51Gi/adcNnoW7A3dw8yMtLRum07AFKdAZEM4L4HHsCsmTPx6utv4P777tOLyEIARBIMcbVxjvRFLHTURKPFAB0LG8YBQfp28dkg1304fQ/0d8z69euxbNkyVFRUwOfzoU+fPhg5ciSysrJigtp48hNFUVBUVISdO3fi82nTUF5eDk3TkJSUhBP79kX//v15gPRHQZGwnhCC3bl7/EhM8wjoz2T3BNvWyY4WGEoDoCTauLKycu2WzVtOvfCiS1zrB1AnQY397KQX+nnOLFx56z9NJ2K21diekv4/FhASQZAT8+MMktzBETt8Byug1kGSanyWAa8MKJrFDnkBERABMnzQe2dRVUN2q7a4/KY78NuKZTh50KnwQTYBkdcARAQws8egkZiDLFJWiLAgSW9ogqImTZvhoYcfQWVFBT7+6CMEAjX4x623omnTptx5m6DmD4AiXV+pGUDjyAERV6laAETQVDx26zUY/9HX8Ho9fLXqWEyQm3BanDfTchwqXtexIvX2ojKlOhxZG7ehZQqA9Dq0//9qdfFh27Zv+938sbEgg33yKRByMhoeo0AoEAiizymD0SS7BacPjAeEnDJkAecsWfFYYxsxAZFmdODcEjwoKAI0Q2ytQSYS6jdpiozMhvh4wku4eNS1aN+xMyggkogFhOgwHk6AiPqsyy6/HDkbNuCRf/8bTz/1FNLTUoWq+bRr55K84XiKWt1EzIkAoVhsUIzvUjUNq1atwoIFCxCNRnHiiSdi9Jjr0aABH+2Ix+7FWy97vGjZsiVatmyJoUOHmsvD4TBycnLw6dSpKCsrQ3Z2Ni684AKYI0UkAnoSYIlKSkuhqqqK+OOSUYviKPkvqa7jgCW0U70oUj6AQYSQuD1QSZJGDh586nvzf/ypESD2lqy6OXReJZb+hdamoPFmqq/JWb8OnXr2teLkzH+quYlqVgHFWECIBUFuAIj+j0ajiIZDKNyeg9K929DljIuwfcEsZGS1QL3slijYtAptTz4ToapypNZvhCbtukCSrHAYUSLQorVIr58Jjyyby5O8+me/V4ZPluGRAZ8s63S0JMEn62OU+WTdEX332WT06tcf3Xv35dp5ZD1jTZYACfpnjwSdapX08JgMIywm6aBBlqx5gF8G6PCMbg8AlRUVmDTpA4AQ/OPWW/WeBX0waAosrF6YCSC4dcS2jH6W2HmNLhPa03a2bQ2aWFUBTbWYGXoMxjzRVBBCMPaDaTh38Eno17U9tx27DdFiLKPzzHaELhfnje+nYTUKhigLpNF5ZvkVb31dvnDb3nsJIZ8hjkmS1ArARgCtCCGJDbX+/9QkSXobeqj/mQTaen0+X3XOjtzkBg0aHpFomoIYQoB9e/di8U/zccWNt5sgRhROUz+WKAhiy4SwmWSxsmI9Aq3AdeIk6k/0eVmS4JH08FjloWI0ymoKn0fWlxk+ySfrbbwycOhgAQr25WLImWcbsgDdH3lkum/9v2T4J+q3JOM4qM85VFKMl18ah7vuvBMdO7Tnn32Nf/45H8H+pxaPzXD5nDAbFIcVIgBKSkrwxRdfoLS0FIMGDcKZQ89CUpIzR1CXN3ddw4Iio1RUVIS5c+ciNzcXw885B2eeeSa4PIxYwCfGuu+++w433fqPZVVV1UMSOS5JkhYA+IAQ8lUi7etiRwUMAYAkSeMBKISQfyfQtnlqamruweLSZEmS6gyGWCGeohGUlJZgxeKFOP2Cyy0RMgOIzArSmmayQhFViwmEnPRD9H91eSkKNq1Gw7ZdkbviR7Q66UykNmgMT0oGPF6f4zlXFe5HxYG9aNS6I3YvnYsOA4chq10XrJn2JqpLDuCCh8ebQMjv9TgCIp/HckBeAwxR5+OVgaK8ffDIEtp36GgMDgsDSEmGU7EAkQ6CEgdF9DEwl1n30nyQXh3/CoqLitCxY0fcesst8Pl8dnADARS5Oa//MiAydTwJAKKn3v4EV404Hd3bteS2o9tY26uuAMn2fSz4Yb+ffjcDiNzAkKaq6PCvNwOVodrehJBc249MMEmSngaQRQi5M17b/+8mSVJvAHMBtCOExK15UL9+5up3J3/U/8yzhwGoGxCirBAtPjhv9gycNvx8wOOzASHrc2wg5BT+B2Kz2dTYZW6AyNIy8sAof/sWfPTsA7j7lffQqn1nDgjp/snqxM37cipOPnUI2rfvmBAgot8hAiJVieK1V8ejZ/fuuOjCC+wdrnigSPxs2PJVa1B6qAyXXHCuKyCqMxByAUE5OTmYOXMmGjRogCtHjUIzpj7e0XlDWxYPKLE/AUIIfvrpJyxatAj9+/fHpZdcAplNFnEDPi7LH3v8idrXJ7w5LsFORwcAK6F35mrjta+rHU0w1BXAYugHHm8ASaSnp5cuXbaiccdOnWKCIdYRqJp+cygYUjS9xzRv9gx07N4LTVu3dwRDTqwQmyXmBoRYQBSqqUbuqp+R2aIDDhfmIbtrX6Q01MNCsRwNa9SZSJqK2kAV8lb/hKTUNGS1PwHZ7bsyYEiGR5bh98qOgMjHaIy43hhR8dFrY3HlTXegabNm8MmyDRBJkuV46gKIAJdlxvaapuHaq0dh1Kir0K1bN3w05UNcfvnlGDRwoL1nxoIbN5ZIZJZiASIn4ETsDjFRQKSqKv79+mTcf+3FaN6kEQ+IWPDjtCwGO6REo9hXVIqOzZocETtUUF6J/k9Pqg5HlfrxkhUkSfIA2AvgIkLIxlhtj5tukiStAfAMIWR+vLZer3fsP++9/+F/P/G0F+DBEL0zTmCIlr6gYf5Jb76GUTffDsnrjwmE2KyxeCCID/PrnyPRKNRoFLs3rELZgf3oOugsrP9xFpp11OUYhbt/R59hl2Hzornw+pPQbfDZKNm3Cy269ESDJtk2UOQxWB+iqti9YQV6DjgNXo8Mn0eGLMFkrWnnjfqu/D27sWvLRlw08qo6AyKdjbL81cwZM3DwQAHuu/deSCB2lghwZp/pcsFefuMtFJeW4tWx/7GFsf4bIEgzgMXixYvRo0dPXD5yJPx+vdye28McL+wVzxIpYePWRNx25cqV+Oijj3DJxRfjvPPOS4wpEpYPHDykcmNOzihCyI9xj0uSXgTgJ4Q8GK/tkdhRA0MAIEnSUgCvE0Jmx2vbsGHDeS+Me+m8a669zhUM0aEmxFTM7+d8i8LCA7jm5jsQVTXs2LEDzdt1dAyRKRrPCkU1PmVeMT9rNgCkagSlebux97claH/KMESjUdRv3jYma5RYRpn1v2L/DmjRMPx+P5p17mkAITsgostZQOTkeGRo2LdjK9LT0tCuYycTEOlOSTYBEQ2beeTYgAg4MpYIhODr6V9h69atuPuuu5CVlWUHOHBmiWrDIcz+di5GXnwBzy79iYAoGAzi0QkfYfz9N8Hn9SYULovHDk1fshbjZy3A4hfuQorPY+2LYYdigaFZa7fhoS9+XFReE7KC/S4mSdK5AP5DCDk5XtvjppskSbcCOJcQclkCbc8/8aSTp839aWG9uobHCg8exKQ3X8Ol11yPfXtzcfrwC3W/ZIbDYgMhLoQmgCA6EUKQt20TivP2on5WM+zZsAo9z7oIiqIgvWEWklLTOD2kaEqkFuX5e+BLSkbhjhxUFB/AkFG3wu/3ISkpyQaK2PC9U0eNBUQLv5uNQaeficaNGh8RIGI7dDkbNuDLL7/AY48+igaZ9Z1ZIoD3BRCAkYslWkXaCQgtXLgI7dq3R7t27UAALF68GPPmzcPw4SNw5tChum5T+L5EgI/b+7uupcTcQFIsYKQoCoYMGYLBgwdDkiSMGT0avXr1Yg4uNiCKRqNonN0sGolEsgghMbNbJUnyAcgDMLQOmWd1sqNZgRoAJgO4FUBMMCRJkgxg/8oVKyLXXHudYyVq8Z6z8+FwGOFQGKpGEAgFsWj+t7j2zge5LDL6X9UsylgTHIbFCNnZoLKCvag+VARCgK7Dr4LkTUISYIIoAI6gSPxMjc8os8BQRqvOkEGwZ+m3SGnUFPUbNobXCMz7vUCEkXT6vTI8EkHUJPGZlHtQVCOjbZdu+OytV3DtbfegXr0M+CDrYkVVgyzpjkqDLoRUNb1CLK1C7SSuZjPM6M+dW0ZZIqInuerrJVw56ipUVlbinbffQnZ2Nm65+Wb9IXQSPxsCaRAN23buxqtvvYt+ffugc4d2zu0BXlQNRsAnyXylaprJYNQgosLoWKLq1NRU3H3NxRj38Uw8ecso4/tiC6etFH7nNPuLB/VBp+ZZSE0yeoMOmWViBhmbWbYmt0CtDNbukSRJJiRW0B6A/hxOitPmuPH2JYCXJUlqSgiJNxBu5PfNm5JVVYXs8TgCIX3enj0WjUZRWVmBbVs2YcRlV3GZY25AiPoqJzaIDfmHAgFsWjwPLU44EWXFheg0aBi8/iRkd+0LwPJNoUgcrbjsQ6N2XQEA9Zq3BTQFgWAAS6Z9irY9T0K7PqcgOTnJ7KSpRAc7GiHwEStjQhdUsxkUMoZecCly1qzAyuJCXHj5KAASPLLui/S6IZaAmlbOZ6tVy0amGSFA77590aZtW7zw4ou4+qqrcGLfPuYpEDCuQ3haEqpIDcAxXJYAGzR5yhT07NkT5557Lj7//HOcOmQIxr30sgmCRADNHdsREBbxthHBEvu9XFiM3UZo7/V68d5776Fz587w+/2YMmUK5syZg7vvvhv169e3zl90TYZ4evOWLUhKSiqLRCLpiF/q43wAuUcLCAFHnxlKhS6k7ksIyXNp4wcwBUDvdu3atd2waUs6AI4ZohqheHqhiKqhsLAQlVVVaNamA6KaZgyG6s4KsVWjrQKLqvU5EkGougo7ls5Dl2FX6pVPAQ4osfPiZzrPmlMc3ol2DpXkIXfpHJx8xW1ITUuD32SEeIbI77EE0rkbVmP/1hxcetM/OdGizyPh93WrQVQF/QefpvfaDM2Rm7A60bCZfh9dlln3mWOWNuVsxNSpU/HwQw/pWWduWiKD7QkGg0hNSbZYHzfmB7AzRGLv0LYsPkNEl81dtBKRaBSXDx3oHi6LoSc6Eu2QGzs08Kn3a7YXlu0GsAvAGEJIGA4mSVJT6BWqWxNCEimEetwMkyRpMoDdhJBxMdpcAeCd1LQ0+ZsffmnUrXuPOofHPpgwHhdfewNSMzJ5TSOxF1plgRCre2TZoNraWvy+fAEymjSHJykFDVu2Nzt5QHwGW+yoUXPSDMkSsHXhHFQU5uGsG+9Dss9jsdlMWIxlra3/FkO08pcf0Pvk/pj67gRcf9udaNGyRVyGSPws02MkBG+8/hp69uiB4cOHO7PJGu9vTGM6UfabnRgTJLbNLyjApEmT0LpNG4wZcz1kpsCqCIDc3skJwjVHczgTmzmxSU6MkbiIbVNcXIy3334bvXr1whUjR1r7dOirTZw4EY8/+dS6UCiUBeB8QsjmGMc2D8B0QsgnCZzKEVki1+iIzchY+QLATU7rJUnKBPAD9DTWUw8ePOgtLY2fYcemp1JnQpcs+mEeWrTraE+pj8MKOQGhytIi/PrReERqwzjh3GtBZK8ZUotw4EnjKlSbn1W9krRVcdXQJxnLaQ/OrUp1SlZrdBp2FcoP5qGitJjZt1XF2qxWbQzBUXW4DIfLSs1UXKsKLUH3fgOQt3cPgqGQA71OmTPLSeu9WsOBm/OWY7cGvuWrWWvsMuu3wN2rXr374Jln/4N33n0XCxYsgFPFU7OKtSQjNTUVZkEztuqp8ZkbMdpY7jRStdOI92aVagDsMB1OQ3dceOZA7NhXgB37C4QhO1gn6TIMhyzbh+hgtqvLEB2VwTD2lFb4AJwB/TL/LEmSS8U03ABg5nEgdEQ2CcAtBnttM0mS7gfwOoBzPB7PD8uXLiHsy80tPMY+Y5s3bsDIG25FRr0GfHZrDCBER5M3O3Wq4ROiKspKirFy7lfIbNkBTTp0R/3mbRFRVJt/MavdC1MwopqV8YMRFUGXdnT7qErQ9cyLMPDqf2Lvlg345fMPEAgE9fW0MrVilyyYlbQNXefAs0dg4fzvsP33HFRVV5u+SNSKEmIN2UEYn0P9jZ5hLOH+Bx5EUXEJJk2ezD3zMYcNAvjP7DzLBCUIhBRVxfsffIApH32Ee+69DzfceJMJhKg/BPTfBp303419Yo0Q98nJnPZn3yd/DOwxsr9plskSzyM7OxvPPfccGjdujIcefhgFBQXO1xTADz/9HAiFQhMAPAJggSRJjuF+Iwv2FABfO5/df8eOKjMEAJIk9YIupJ4GYBaApYQQxTjB+ca6+wghaoMGDX4a9/Irw666+hrHlFNRPM3+j6oE1YEaTJv8Pq78xz0xhdP0AaQPNasTokCmZO9OEElGUqPmgMfnygTZltEfs7GM84zitWEgtWwwOGLlaY8sQVYj2Dj9LZx8xW2o37CRyRD5vR5OUE0ZIrEXJjJEa5cuRKCqAudeegWXEksZIlZH5GF6XBy7E0Nc7aQtAqx9ALzWaPpXX6KgoAAP3H+/1RN1ywgRRdU2HZDG6Yec2nI6o0QZIlb4HIniX69Nwsv33gC/z2fTD9nYoLqyQ6JmyYEdmrX6d9w/9ftlhwOhIcaLehyAC6FrXPYZgulTAVwO4Fpj+RqXn+JxczFjHLd1AIoATAcwhxBSblzfVwEMg35t8yRJurRf/wEfz/7+l3q04wCAA0Oq2SHQfVcoFMIbLzyDu58YCw1gyn8Qzn+JQMipJEggGMIPH7yCbqefh2ZdejuG+1lfFa+aPmtibTSvA5MN6KH76pIDkDQFtTWV6NznZMeEj1gM0bpfF+PkQYOQkZZmZr1ajFBiGiLWXy1dsgS/Ll2Cxx97TJccODHQgPXcOZnMv8jjgSACYN26dfjs889x4w03okfPno6hMA54OHzt0Xg9x5ITOSF+kTFimaBYLFEwGMSbEyagefPmGDNmDMcSRSIRZDdrXhsOh1sRQkolSToDwFcAHiCEfG58bzsAlwEYDWAJIeTehE7wCO2ogyEAkCSpM3SnfDmANtBTVocBmADgVZoJI0nSzeeed/7rn381PYOGxXTUz4un3VLqc3Nz0bh5S2iQrTFyHEJkUZVYPSmT0VFNluZwUQG2/PINel/2D2iQHB2KEwhiARALgjQHB8OOTEtBkWQAFxYU0Rg8lAiCxftQv1EWGmRl2wCRKbROEBCtX74EXbv3QuMmjU1A5JRpdiRhMydABFjbg9kHbbNj+zZMnjwZzzz9NOrVq+cMcjQW0BBznWso7A/WINJXOQOiPXkHMXXeAjx961WJh8tEMbVD3aF4afZ6ew03vz87MGP1748QQt4xf0eSdBeARwF8Dx0YHQQwEzordNRi7f/rJklSPejX83IAZwFYA70gYwqASwkhh412GT6//1DOzv3+tPT0hMJj+fv3w5+ailSGFaI+yhp7UHMFQhFFQ1RRsea76WjWtTfqN2sDeLyu/ooFQHVJ9gCcEz7of3YIIb9X9z3bFn6L7Nbt0KH3yaa/ShQQff7u6xg64nx07dbdDN97mOwxPdFDyCyLAYh279qFSR+8j+efew4pyUk2QAQwoMjFEh2So6KyEm+++SZatGyJMWOuNxldlgWi5sT4iFaXSuFuJsdAQG6rRGB0pKBo+fLl+Pbbb/HwQw+hSRN9jNXFixbi6muv3Xb4cEU3Zv/dYREkPQG0BPANdBJlQSJZ6X/E/hQwxH2hJLUBcCl0MdRcYV3zlJSU3P0Hi5I9Hq8JhmhM3AkMmaMyqxpeH/sMbnnoSRMEmQMIxmCFWDAUUTQc2J4D2Z+MtGbtrdBarMkAQSwAMkGRw7XVNMIBIeO8AegASTImCorYbDJZiyBn+tsYeN19SE1NcQREseL0IiDKWbUMu7ZsxOjb79ELPP7FgKisrAwvjH0e9993n17p1AnkiIDIgeWJqx8y2v9RQPTLinUoKC7FDReeFRsQxUm1rys7pCoqWt/1SrA6HOlJCNkj/JZGQC9XP1tcd9z+uEmSlAZgBIBO0DNluXon9etnrnr17fcGnH3e+XGLK+asX4cdWzfj/CtHc/qgRIrE0hB71eFylJUUIRKuRXanHhy77Zwc8sfBEPtZZLHpEELUZ0FTsOzTCTjj6n+gYZMmCQMiGRq2rf8NvU/sh/S0VBMMyRJcARFbmNEJEBUePIBXx4/H0089pWeaAY6gKPYPwB0EaYTgm2++wdq163D3PfegSVaWsdz4ChcQxL4mYgGfur6pYxBAANwBkrg4FihKFBBVVlZi/PjxOHXwYIwYMQIPPvhg+P0PPnhJUZRnhH03h57ssRjAskRqfP237E8HQ/GsXr16O7/8emanUwYNtoEhlgkSQ2QRVcWa5b+i+8mDzZ4VZYdisUJseCwUqsWar99Hr8tv54CQk3NxA0FmzDeBMBlgsUIUIOmD7umAyGMAGzMM5pXhk4Hi31ehRdc+yKhf3xUQuVWpZgGRLEsoyd+H2mAAHU/ojmSf1wREbqn3fwQQgVkOOIfNIpEIxj7/HC688EIM6N/fDnI0B/ASL1xmLosBiIjQDg6AyEHs/MH079C1bQucdmKPIwuXxatK7cAOrd97EOeP+zS/JlzbOuaP67j96SZJ0gOXXXn1s+PfeV9PBGF0Lmx4TFFV5Kxfi669T4RKJEbj5xze1wg4/6VqBHk7t2LtD7Nw2nV3Q/InC9pHzQaC4iV9sKZq9grUgDMrJIbJxAKxiIZxOG8XmrVtjwaNGscE4S9WyAAAIABJREFUREle6zOUKN554Un866mxevIEZYdkSyjNhs4SAUSVFRV47j/P4oEHHkDrVq34Zz+hG2wHQwRAXl4e3n77bZxzznAMPessh6KblhZIn7d2IwKgRN7ITq8Vh9vlaG7NRHB0NEDRjBkzsH//fkycOLHq4MGDZxFC6jKU0FG1oyqgPhILBAJfz58/z8yKMX9MDm2puA4AfpozGx1O6GEKD8XR6XkQxU4GMKqtxZ61S9Dvyn/WGQhpGoGqalBVTf+saNCMiWgEmqq5T0Y7lU7Gfuh8VBBZRzWgQbvu2Pjtx4LzUy1BtaJx4koqrhZF1ZpGkNWqLWSvF5PGP2+KvTUTZOpAknXktFer93Ttwmrrvlnb6duCEzoC1j7ofSIA/H4/nnn2P1i5ciXmzJljEz7aY/eSXeBIzaG92I6I2xrCa0VREKyNmEJmTuzMCKpvveJ8/LR6I/YeKNbF0Yz42iaeZucBvr3ZznmeFV5/v3Fnba2izMBxOxZt3i8/fi9Zzwb7+ybm73zqB++iUdNmAGSzBAhlh9hkC40QDghR/7Xmx2+Q2jALZ978MCR/sk3cXMt09hKamKSOcFRF1PjPLo+oGkJRlRNPhyKqOYnfTz/Dl4wmHbtj0bQPUJC7y/RPIuijPocug9eHq269G3v35iKqaqbwXK8zZ0gnqP+hPob5zPoaavUzM/HCi+PwzjvvYN26dbzvcMseiyGwDgSDeO211/D11zPw1NPP4EwDCJl+zxAka4DJDlIJCJ0Ayz+yICrW5GRim4qKypgCaPb7AIdjItYE4/h5RothuoT9i8dFbeTIkejRowcOHTokA1jvfCZ/jR1zYEjTtO9mz5hRy19o8ebYs5dyd25Har1MYx9sbSGrOBmbQSb2mDbO+wIN2nThlotAKGIwTRTsiOCFaEQHN6qmiyUZgKSDJGsylxltNVXjwBUhFqiKUmdkOBcpOQM9Lr8D25bOR21EsVXPrisgatGhC0bf8zBWLPwJwXAtB4g0Q7gZDxBZ94p9oBngw4BaMwuE2Yf58gAAScLd99yL6poafDhlijMgiuO8uPi+LJsgR2znOC/JeP7dj3HjI89xgMUJEEmShKduvw5vTPsW5ZXVNoCjb+MwL2SfOWaWMd9lLvfImLFqS1BRNS7EfNyOGdsZjUYqN+dsdM0eiyoqGjbJMgdhtQCQ6LvsHbmIomHv1k0gkOFNrQ+NWH7KHvqPD4CijE+jk8ZMSkSFElG59RERLDlkmIUifOesVpUw6Lp7EVY0HNyXawNEmgCE6P9GzVqgsqoac7/+wvDNVidYg515EzNbAbuf8iclYewLL2L1mjWY+N57IJDsQMcJ/DDLQuEwpn72GZ5/fiwuH3kF7nvgAaSkpiYMggAekDiBHRaM1HXavm0bLhoxDFs2WdnqboAqFjAy27iAIi4DjvB+nt8f84Ds3KlKkvRNArXR/lQ75sAQgNWVlRW1WzZvcryYGvMQALqzKD9cjitu+IcJfrhUdsGZiKyQqhHs37QG3YePQmrj5pxjYUFRxAA1ImDhlnHsENGjNAoxJ8K2ZZabIIlhiyjQ0ijA0gjneKIqQWp2G2xZ8A3jjFQzO44eNwVENJzoBogkrx+tO3bBl5PeZpYnBogAnh1yAkQiSxQr/R7Q21x19TVo0aIF3p040fmXIjEgxwEc2dLtwTBJzD6I6PQAXD/yQtx1vV5cMR4g8vt8+M9dN+DZD75AbSRqrqPtHAEQYEu1t5Y7LDOOY8fBUhw8XCUBWOp8UY7bX2mEEBKNRj+ePf2LCH0Jsi83jRBM//RDnHPJSIv50az/9Nkzh+AwO3T6M71n83pIviR0GXKuLV1e1Uh8NkgAQDZmmu3gMZMSVaFEVRtgouy1CIpYYEZT8xUiISO7FVbNnY6ivP2mf6I6KIUBQuw16danH/wpqVA1TWBdLJ9BfQ/b2QLz2dZxkyTcdvsd6NevHx56+GGUlJbaQY/gPzRCsDEnB/957jm8/Mor6NmzF54fOxYtW7Uy1pu/AX3e/E1Y2wPOAMgJ0LBMTV2ndh064sFHHkXnrl1d0+8dARgz0WMWQZF5PfjfPXOdmOVMG/o9U6ZMCdTW1n7q8Pj8pXbMaYYAIC09/eXR19/wwHMvvuSxekd85hhbaHHqpIk4/byLkN4wyyacrmV6IKJWKKKoqCwvw7o5n6H3yDs4EMT9Z0CPqmg2EETnARqCpkiZLnO/xqZmiAqMZcmI7kiQPbIlpvbIkL0yZCNjzBRLQ0XhhiU4YcgITj/kNo6ZWCpf1BB5JeDHGdMw/NIrkZaSHFdDFG/4DlYrBFhxaHGdqCNitUbTPv8MrVq2xBmnn2bG+BPNLnMVU7Ntjc+2lHtzuXEf42iI8g8W4+0v5+DFu8ZY38HqhZyyy9xS7V2+55kvfyLv/7Tm3apQ+C7XH9Vx+0tNkqSu9epnbli5NTdZkr1c9tjyxQsheb3o039wTNG0k86xpiaAhdPex5Br79IBiACCHNlsOi923Ki/oi9uLb6vMs8vAZ2jn03oMHxQEuOzAsX5aNi4MRo2yUKKz2MKp1nNECuoTvLK+Ozd13DdLXegXkbGf0U/BOjrKisr8eHkSaiurkZGRgYGDBgAWZZRU1ODQCCAPXv2IBAIAAC6dD0BF154IVJSUhLWBbEgiG/PX1cn8fSRvJ1jSYecRNM2bZAwL3HrrDl2OzYpJtZ+duzYgdOGnFoVCAQa/pni6ETsmARDkiR1bdCg4catuXuTIHnszA7hs8iWL12MXqcMQa2i2oTTYUWDUwYZ7VWV5O+FL6MRNG8yRy2LQIiyM25AiIIgEQDFSrEX0+upk/F4ZBMQSZJkgiAKiHwMGPJ7ZeSvnI8mrTuiRZcejPPxcA7I75G5qtNugMjnkXCo8ADWL1uMS64ZEzftXqxDRDM8wLQBnEGRmG3mJqwGIXjyicfxrwcfRKOGDWIDorqIqY3P/01AlLN9N+b/+hsevXGks6DaJbuMyywz2ovzmhJF57teCRdV1Aw8PtjqsW0NGzfOfeWdSe0HnX6WGcY5VFaGgv370KlHHzNtPpZoms1+DYbC2LJ8ETqcchbHCLFskFN4343RBoxQnKohXHYAwaK9SGrQDOW/L0O9Dn1Qe7gYtYcLkXXS+Sj5bR78mU2QktUWlTt/Q2bXUyB7fUhu2Bze5BSzwyZJOhiSDDDDAiE6JXllpPg9gBLGrx+/jovvfhypKcnwe5yAEL+sqqwEOzatx9kjLjDHMHOrPyR+dgJEAN8pA4Dq6mqs/e03AEBaejrS0tLQpk0bpKenA3AP/SQChPj2/Hpx36wlgE9NiyWidloVVzTtIowWO7cAH2ZyA0XPPfssmTLlw8mlpaX/cD/Sv8aOSTAEAA0bNtr13pSPO552xlA+c0zjs8h27tiG4uIS9Dh5EFdbiLJDtao7K7T/9w04VLAPbQefbwdBjCNhgRDVBjmBIBYAscAn0XFiuNR6ifa0EgNEweL9kJVaExBRhohmdoiAiB1AkbI+1IH4PPro099Pn4qRY252LcxIB1SkjJDZK5OOHBCZy8E7rMqKCrw07kW89OIL5ojUCWWXOdUeMtq7ASKufaKAiJn/ecVa5BWW4OaLh1ltnQCQS+0hN3Zo+ba9GDV+an5FINwm3ij1x+2vteSUlPvPGnH+C69M/DBZ17kAb457DqNuuQMZ9Ro41hKKxQotmv4x2vU7FRnZrTkwVOvktwQ2yKkjFzi4C4c2L0WTvuegpmAH0lp1Q1JmNpdYJbJEtLNGCEFN/mYE8rehYbdBiFaXoX7HEyF75JgsNp1S/XpHTQ1VI1J5CG06nwC/V0ay12P6piTDx1EglGzUTzuwZxeqDpfhlMFDEkq3FweUdgNE5jk63EvxQasrCGK3cVvvtG/uGOI87S5Z8gCcAVJdgZHow8X2bEfWWsYDIk3T0Kljh1BJcfGgY7EzdyxqhgAAVVWV70z79JOAKYBmdCqmgI4Q/Przj+jcvReXPcYKp920QoqiQiNAh8HnOdLKRwKEaBjNbC9khrlOrOCaxuLNbQ0tkbFf+pmlySOKPnTH7lW/IBgIcBoim+6J0SKYQnJipe9SIafk8SC7ZRvkrFvD6bCodoFea8I8zmJ2mb6M1wrpPSRGL8SsY4XybKYZAGRmZuKiiy7CZ59Ps4upncwpQ0RobwqqHYfocM4yA1w0RMz8sEEnwefz4btf11htnfRCgrjaOkx+n7T91MXrgoFwZOJxIHTsW204PG3B9/OkmkAABMCBgnxcffPtyKjXgBNNxxpMmvqu0gP56H7aCEcgZPNbxv+ogy9RoioO/DoTB5fPhjejCZqfMQa++s2RecIZ8KVnQYnybd10Q5pGkNqiB7IHXglfZgso0Siq9m/F4R1rze2o6NpNSxRRNHhSMlBZVopV82fox2wmesDUD9HrQtc1b9cRK5YsgGJkl9G6TVYiBvOuAK8foka49lYIE+A1M3QCHLQ1dFs4AyHL1/GaINP3uezbSd/D63QINxwVe05Hqg2yjiOGaFrYTmxvtuOuh7UvjQCrVq1CKBgsAZBjO4FjwI5ZMKSq6hc/zP/OU11dzdxc9iUMRFUVg4edi+T0DNOpiMJpwEqTZzPFcn78Gp7UelBdKkzHAkIqFT5TwbQLqKHZZU6iaVZQ7ZRab4IrVQPRwAEiU7/EgDyNAL1G/hP5m9egprqaA0Sc01T5zDK6rQV2YFxHoN+QM5GaloHN69ca15cZiwwC0GEcjBMgovcN4B8my0k4ACV2fwAGDhqMwqIi7M7dYwdEopiamphd5tDelp7vBIjY/SM+IBpz0TBs33cAa7fu0r/XaOMIgOg6l1R7SfYgFIli5srNUlTVPqv703Tc/mwjhBTLHs+KX+bNJdFoFB9PfBPpmQ04AARY4/uJqfSsaPrXmZ/Ak5IBp+E1REabCqS5bNeogsIV36I6bzsadD8DTU66CLI/A0STOLDDZpDF6ryZ4mmjs5beth9Sm3WFphEUrZpjfa/RngVEYlivRc8BaH5CP5SV6GMv6n7JAkVW2r3heyDhlgcex/KlC82kDjG7TPQpAO9fqIkvbRE0uAEgJxAkAh26P7oe4EES+3028GIAHqfJOnb3NmzbeODI/L0CNpBjAzrE7sNpe7adeG3p9Z3y4YfVgUDgg2O1M3fMgiFCSLEsy79Mn/aZQpE++2NXNYJ1K37Fwfz95svbpIXNm205FI4VUjUQjx9pWa24h5ROUQOMiECIPvwiG8RS0NRZEI1AjWqo+H0hytbPRbB4L0pXTUNNwWZUbFuE0lXTEK4sRcWOFVBra3lwpPGASgREbo4mqhLUb9sdOd99ZnOa1vhrlAmyHK84GCTVMqgEaNmhM5b+NM9cR6NMqmY99Gx2GTUWEJmZHix4ggMbJCx3AkT33Hsf3nr7bUSiSnxAFCtrTHbYhq4TU/mFbLNEAdGDN1yB6T8vQ0kFMz4qC4hi1B4SU+2/XLpBkyRpBSEkv67P0nH7aywUDEyY/NZrlYfLyzHqpttAiAS2eGwirFBtOIw+I660jY8olgZhM15ZFrkidzMCRfuQ3qobUpp2hiepng0Axcoic2KJonSeAUdKVEVqq95o1Pd8HFg6HaFDRTY/Jab/08/pjbOxYOq7qA3Xmp01ylZTkMhmmREABfv3Y+vmHMfsMgBc3TMx3V4s7cGyRLEmQGQ+nNkeEeQ4gSR2PT1e0Vf+0SkeOGKPhQU5bkDHqVNLYrVj9lNeVoZvZs/yapo2pS7P0J9px6xmCAAkSRqS3bTZvBWbtmVoRDKdiKLpL+61q1aiY+9+0CAZWWMEYUW1Caf5mhcqNv4yB20HjkBE5WtxUOaEPsAiEGLDYq6Cak1FIH8LAvmbUK/rmQBkeOtl878wwwghiJTtgVJzCJLHA09yPaQ1P8F45xpiRCNTQ/bKprCaxuQ9HlnP3jD0QGb1aY+E4k3L0GnAmXEzzOJVqfZ5dH3QplW/YsCQMwQRtpVdxuuFBIEiJ7JLMKssRhbIvj25mDljBh55+CG4iakBuAqq9XXMvCauI7Zt6jR0ByN+rgmG8PiEKRh//03wShISzi5jxNNEVdH9jrFV+0vKRxJCfk7w8Tluf7FJkuRJTk45MHLMzdl3PvqslS6vEsdMMlErVKuomPXmWAy95WEzLC7W72FT5ikQoiU5Dm9fg3BFKRr1OQcgEuPHjBe74L8AcDohsQoM37eQzP9moofhpySioGLnCjTufiq8ycmmn/L7PKY/SvF7OEF1qKwQKUl+ZDVvgRS/Bz5ZRrLhy7yypOuJjOyyJK8HMtFQsGcnOnc5AUk+r6lfpKLqmAJqZl6/T9Z5ObEDwmUQOn3GdTPn+TYxmSJOYiB85x98LdsyuURhtKAactIHAQlohGJoiVgd0Ruvvaq89NK4mcFA4KrEzuDPt2OWGTJsWaCmpnDJgl8A8Ai2qroKefv2QJJk8JoWGKEfZ1ao+nAZqg8V6cBK7F2xmReMk2CBEBuuEoHQod9moTznByQ164FGA66FN6MZvBnZ0FTCFF5UoSqqsT3ga9geKa37I6VlP0QrilBbWQwlHDT1R6rg5Ihm9GKM7zeZJGbSCBAJBZGXs8pWU4kNmWlMD9ScZ3qrVNtAAFSUl2HtimX6fYjDDrF6H6ceEMD3MkQ2iF0uMkQA0K59B7Rq3RoLFy12ZYcAOIe/3MJmcuztEmWIAJgMkSR7kJ6agnuuvQQvfDSD0w8lEi6jrNHSLbtRVlVTAeCXxB+d4/ZXGyFEDYdDL+Xtza0BwLFCAOKyQuXFheg88CxznchgO4X1VVVDbXUF9s2fhIx2fdGo93AQFVz4na2Yb4W9aOhfn1j9kDVZ661wP88qaYoGInnRoOvpOLB0Oqrzd5rfK+oc2fBeepPm2LNpLXJzfuPCZWIYnwJISZahKhpmTfvUZGOIyarQSILFCLHG+haWJQIs5oed9HspsiN1Z4PofvTvcWZcOJYmAbbKlcGy7cudiXI7DsA5fMadRxyWCAAiioI335xQGwoGXxGfkWPJjmkwRAghNTXVL06c8Fq1BuvHrmoES3/+Ed1PPNmq3Go6FWLeIPqSZynlqsPl6HHedXF1QtUHdmPH588hEqjkgJAYxlKjCso2zEdN/u+o1+M81Os2AiAwhdSqooIYadGaEgUxevx0Xl+mF1tM7TAEkHw4tPorhErzzNCZyoA0GqrTVMsJOQmqW/Q/B/7MLFQcKnEUVJvgj1jXLJZ+6LTzLkFmoyY6qDLXWz966oxEQMQKFEX61nIcLhS2sAywlo266mosWrwY+/MLjhwQyV5eF+SmPRIBUQwNkRn2YgBRh9YtcErPrvhs/iJjnQCIHMJltJ0ke/Dq7IU1gXDkxWM11n7cYtpHq5Yu9BQVHmQqTFugyE0rpKgadq1fhVY9TuK0QmKF/IhiaYQ0jUCJ1KI6bweaDRmFffMmomzzEpuuUQRBOsDhdUNOWiElovJ6IQMgiaCIrs8eNArRUBBKKMD5KRbYsfWRugwZgcOHSi2GXqMlVHgxNWXX2p/QHR26djPF1CYAAPU9DOgA70foMsAe4nGawLStS6ZYor5PI3bwAziDs1gTYN9PosBIXBcLFPHny7cT28yf9x2UaDSXELLO+RE5NuyYBkOGfbk5ZwPJ3bmTezm279INzdt2MOPujhWnObCjoar8EHJXL4Qme+1giPB6HU9yBvz1swDJzwEhtodVW1GE2kP5SMrqhOSmJ0CSfSYAssBOBJoSYUBQxHEZBUjwpaNB/9GANw0VWxdwgEjULlFA5CSoVjUCf/3GWD/7QygCCBL1Q7rT0RhnDFPgGa4NQzMqv1YeLsPiH+cBgCmmpuwQ2wNjARHAs0SxHEMkquDJfz+MnI0bjO0s8ANYTo4ue/Sxx/Haa68hEAy5AyJRQ+TCEhEWEMnu29mqVccCRIA5P/zUk1FcXolt+w/Yf+FO4MioTL236BCWb90jEWDqH36SjtufboSQCq/XN23m1MkKkPiwG7k5ayEnpXLAxynrlfVbkWAAe+e+i3rt+kDypsKb0Rje9EZxQRAPflTBf/ETXc/qhSgoYtlsohEQSEhr2Q37f/wQ4Yoyc7mToFrXahK07jUAq7+fZWP3NQJGQ2SVWWnZriOmffgex1BzHSdCEAqF7Uyz6FuI9X3ivE1QDHc26Mtpn+GTKZPN9fpvwPgOBxBk/EZcwQ/dPtEpHjhyA0b0+ERgRK+jE9ixsWougOiNV8fXVFVVjY37sPzFdsyDIUJIWJKkdz+c+FYE0J3Gnt078XvOOk44DbAvY6cQGUG4phpdhl7mygqxoSdfeiO0HHYzJI+fA0K0XahwFyq3LoEnoyn8DduZjoRnfyKuAIhdzrbVJw1ycn1IvjSESvdBjWo2QESYY3YSVKsagexPQY+LbkZFyUEOFLJDdsQKl6mE4LVH7sZX770BlQDdTzoFaen1zPX0WovhMnov2IfTicIVQZGmESiKgqiiWllr5sNrF1T7k5LwyCP/xn+ee06/93EAUSKgSGSJnITVCQMiYayxe6+7DB/M+hG1ihqXEaKA6O25SxSvR/6QEBL4rzxQx+1Pt2Cg5pVZU6cowUDA3nkzX7S830qul4lOA850ZIVYYER9gKYoCJbko8UZ10EjMlRVQ9aAy5HctAtoON8dBNk7b04T78t0RpsCI90PGaE2hiHSNKD5mTcifLgUSjRqgS7NocCtRuBPy0BFSSEikYiNHWLZanod0+tnQvJ4EFVU/uUN3U9Mfvdt3HHTaHMdC4hoWwpuxJc4a2wbEUyw2yiKAlVVXTt99DsBhjlHbPBDjQUy4gSXbd2Akbg/8fvEjip33A7Xyg0QbVi/Hrt27owCmG27qMeYHfNgCABCweBr82Z/rR4syIdGCCIRBUOGX8Rnj2mWU2Ff7IoBAAJVldizdim8afVjskKmc9EM+pfwoSpN1VC2dg7k9Gw06DcSkLzGNpojyFGVCDRNhWZ8Fie6XARNmhJFSuuTIHlTcWjNVyYgqt63EQU/TzacjQXeRP0QdTRSSgZ2/DofFSUHGeej2c6fDZcBMK/pWSOvxeBzLzGWETRv0w4/zP5an2dS7QE+XMaGzJxAkVP4zOPz4tmXX0Wvvv1sPTnVBRBlNW2Ka665Fs89/zzMARdZQFRHUGRjiVy2qRMgMgCP1+vBg2Mux4sfu+iHBHBUWF6Jj39artSEal8+2s/YcTt6RgjZ4fF4ls7+bIqmCs+X7q94VqhwXy725KyF5lL2Q/Rbqqohf/FXkP2p8KRmcjXPaBKInuEKRxDk1Hmjyzhf5QKQdFBkgB9iB0TwJEHyJaNw2SxEQgHs+Go8KgpyOZaLBXqDRt2Gfb9vNDtm0WjEUTtEfc9l192MJT//YNMOAcCICy/BtTfcbF5z/r7Atpy4TNRYECQCIQJg1HXX4/pbbuNABW1v+TseBLH7Y9s5AR7i8Gf+nhwmN2DkpjGynZsQPuOPRTh/9rdt+O+xzz0bUlX1eUJIFMe4/S3AECGkVJLkie++Oi4crq3FmuVLkJKWbt4EMUTmxArtz1mNtgPOTogV0v8bPTVOxKwgeHAX/FkdIfvThF6VEPpyADksKyQ6IAqM+HVRyKkNkdKiNyLVpTo40wBIkpnVJuqHxHDZus9eRfBwGWoqK23nzbJDAA8iaU+s98DTkN2qrcnCNW7WAmWlxaZ2SBRTE+HBFR9KpwfSdHSa1ZMizAMVDxB179kT551/Pp559ln9XERNkCwDHm+dQZGrjsgJOCUAiCTZg1bNszGgZ1d8/fMy7jduA0SyBy99OT/ilT0fEUIcYmvH7e9k1ZUVD06b+HokUF1jY4WoUb8VCtSg+xnnx2WFrNCWgpQmbeDPbAqz/hkHhCw2yGKU7Z03p86a6KPYDpzYedN9IQ+IqG/1128OX2YzaCrRnz3YReHWZw3b1/yKUDCIDUt+xCu3XYlQMAgn7ZBq+IItG9ehJhCwsUPNWrTEmcOGO/oUkSFiX/Ss2QAJA4JEETW3XgiL6esM8AGrrXgMgDPosfh33mK1dQc5sdkitr1b6AyIHTZbt24dVq9cEQ6Hw+86HvgxZn8LMAQAoWDghR++man9PPcbdOvTj+8daGwslAisEEE0qsCfVg8pDbISZoXYUJSmEaiRCIoWT4G3XlMkZ3cxqGHNBm5YJ0IBjd5OgxaN2iYqrqZOh+2F0e39TTqhtuwAKnctR2qLHmgyeIztGE1WiKGhVY2gZf9z0GbQeaguK0b+5jVcuCxRdog6bn0ZwaU33I5VSxdxYJQNl9GHP6qoKDxYwIEiCnhMcAN9Uhm2KBYgYj+zgKjvif1w5air8PAjj6CqusYZtMhOoCdBQOSmIwJcAREAR0B03mkDsCu/ELkHS5yrUwMoKC3HJz8uV6tD4f8crWfquP15RgjZApCf5n4+WbFe5vo66rcAIFhTg4Idv8OTlALAnvFq81uqigOLv0RmlwFmB84qDqvx7LZD501zAT62BA9OOySAI44JtwARF8JXNWR2HojCZTPQ7sK7kdyotSmmdmKHTjz/atSGw2jV7UScdvkYeJKSHdkhCoquvvUu1FRXO4MSF5+ir7Ne4E7AqKDgAFRVdWhjgANY29DvjBUWszqCTkxKYmxPohO7P275EYAiva0FiAj3Pc4s0XNPPVETDoefJISEE3lG/mr724AhQkiZpmlv/PDN16EuvfsBsByK+TImBtXMOQ4Ne9Ytg0pgK1TGskJsFgTbu1JVDVo0gvChAmT2uRiSN5UDQk4OhQNBqgqiqtCiLsxQNGKsj4LrrQmOKbl5TxBVg8KJqN3T7amjyWzfE5ltT0DTnoNQWXzQdv6x2CGA12NRdkiWZWxetxrl5eUmO+QEiObN+hp3jrkK4XCt7ryNPzP2b4AjixFih05hGT8LBOnLLSf2wQfv4/33JkIjQJeuXfHwI//G0888g01bfncOgXm89tCZ7HEFRa48ug54AAAgAElEQVQ6ogQAERVBc2YAooduvBJvfTnXrh8yPr/w2dwgAd4jhBQd7WfruP05FqypeeTrSW9Fq6urzOdKDJFtXbUYrXqeFDs8xnTSKvZsRr32Jzp24NiaaNRniSBIE5hoq9MW0ccOO3wA4cJtUEM10BTF9FVceE0Ms2mUURcYd40go/2JqNq3xVxmY7uMKSWzEZZ8NRlJGZk48ZyLGa0O4YAkBUWpGfUw9YN3zMwyE1DAYmNEE1/gAB9WCodrMeaqKzBj+lfm+rgp9XHCYnQdjG235GzEEw/ciVAoaC4TgciRTOK+nEAW4Y7bHRSxx5EoS7R2zWpsWLc2pGnaZJfH4Zizvw0YAoBoNDJ+/cplJG9PrgV+iBV3dxNON2jeBtldT2Re+HZWSAyPmbWGFAXFSz+B5E+DJ6WhSTFzokLBoWjRKAeAEs4mi0Y4RyMCotR2A1H+2wwooRrOyXCVsVmAxzpPAjTrPRh5m1bHZIcA+sBbTsIaOsBaP/KmOxGorjLvgxMgGnrehXh07Cvw+ZN0JkizHkR671iAxIIikSUSQRD9nJqahtS0NLN9o8aNMe7lV7B4yVK8Mn48gqEwIIshMhdQFAMQOemIEgZEDoJqn8+LB8ZcjnEff23TD+WVHsa0X1aQ2kj0xT/p0Tpuf4IRQrZrmjp3zifvhQH+OaPPTaPmbdCgRTvHEJkTK6QpEaS16Gzqgfj0dkM0rRGO0REBDPVZSqAcgZ2LEa0qQmD7D4gezgOJhkHUKDQljJqt8xDYvQRKTSm0SNj0VZrALGlKlBF2W+EyVdWQ1rwrlHDQKDlCmM6PfWrXZyDKi2gHzvI/pt+nPt/4P3jocFRWHOZACjXWlxDi/AIXhdNJSUkY+/KruODCi7n1hNmnfl+NeQEIGffcWCe0Nf77k5ORmpYOSLIjAKLfV5fJaR+xQBHb3gkUie3Ec+WuhbHtM088WhEKhR4nhNTib2LHdAVqJ5Nl+alThg5/4Im3P64vjkwfVjSu4nQooqC8uBDblv2MTsNGmQLiUETl6nOYAwsKrJCiKKg9dAAqkeBNyzadCsfscEyPwQSx1YOF/05GRbOS8dKUZA8kjweSLEP2+iHLHv2/1w8oQYSLtiKzyyC+CrVHhuyV4PV5mHkZyUzVV59HQs6XEzDkxn85VqamI9vrI0fro9jT0ezpCNIeyapQPffzKeh7yqno3PUEY7le9RWwqpB6nIZMBmyjJvMj2PPVrD0yrUItGdWu9f3bRqY296Vvn5+Xh/cmvovBgwfjwgsu0KtiO1WWBpBo9WqzErXRXmwnCVWqaRunEemJpmL+0tUIBIIYOXQgaAXq0c9MqJq5aNW7iqo+GvtpOG5/N5MkqaM/OTlnwrzVqcn1Mo3q03qBwd2bN6D0QD46nzoCoYjCVZymPisUUU2/Vbh+IXxpDZHa4gRoCrGGzVB4P8b6LJa9JobgL3q4AGrwMLRoGN7MVpCT0gHYfRb1U2rgEGoLNiCl3UDISenwJKdDMoC8x/BTstcPj9dj+Ci9MrXP54HX50FN/iZArUVWr1PNytQpfmuiValT/F7sXbsEfU87Gyk+fUT7JI81mj07sn2yUVH/lzkzcNHIUZANf+JhfAP1I4DlSwDnKspOxr4pncCBDRi4sEH6vnjmhW0jfhcAsyMfz5z8LbvEfs78yPJsG4D3qWwbbl/CqAKrlv+KMVdeVhgOh9v8HYTT1P5WzBAAEEJeW7d8cXTzbyvjCqcBoCh3GzoMHh5TK0TFhiwrpKoayjf+iGioBr6MpjYgxMfLoya17Fw/yCVEpiqIlu2Bpkbt61XVCsUx+4M3Fb7MVqjel6NniNDzMI4/HjvU67J/oKas2HZd2evC9sJYdogyOnT5uVeORrCm2sYOsfojt16fYky0N6MxzBGNcdOeCu0ZmoJE8CEzlWWLYLFKrVq3xtgXx8HvT8LDjzyCdevX21kfVmQtySaLFDds5sIQuWWZuQmqzzttAHYXFGFnQSEge7B2xx7MXbZWVTVt3NF9ko7bX2GEkN2aqn0y7Y3ngyIr5PEno/Ogs23PiejTqH9KzWqH9FbdTFaIe+5prR8mnC8CITVYgWhlEWpLdsLbsB382SdA8qW4+iy6TE5pgNQuwwBPEqo2TEdtyW5HX0XZH84vEYL01r2Q3KilxWw7+G3KXBfu3opQIGD6JY6xJixrrfuBPbt3IhQK28AH/cwBDgFfsMyK23I3luSPACEnFsi6BtY10bchrpO4jfl7YfZpMkAxmCKOUYLlUxNhiRRFwb/u/md1OBy+5+8EhIC/JxiqiYTDd7351INBJaowcVHroaIORFH0eg/+9Aa2H4iYQWbRupRmVpDUsA2SmnSyaYREp8KyQXVJrVdqShD4fS4i5ftsITRNMbREBgBjv9OT0RSBvBzdCTIZG5wTdHA0AOBNSsHm77+0hcpEE4XUAD+MAAB4fT5EowrWLFvCASLaVhUe1qimGcUdmWWqVZWWBUWsXog+jBQQsRoi+mBzdYnM9vo5nH3OOXj+hRexZcvveOzxx7F7z15nkOM0eOsfAUTs7zYGIHroxisx8evvUROuxW0vvhcMR6L3E0Iq/1vPzHE7tkyJRh5b/fN3yp6tm8zfek1VFXavXwnIXi5EBoAHCMZzXbV/K4JFe7ln3wqbU8E041OEMH5t0XYEc5cCniQkt+5vBz4uE+uHIMkgahShvcuhVB8yfSTvHy0BNz0+EKBi128IHS4BALMciNPU74Kr9bpjJuhhOm1Mx4wCrdG3343q6iqbkJoCE6uTZb3A2Rc84Bx2AuzgJZ5Qmrbl1jkAIfY7zfusMecmAB43iwWOxO9IJHwmgiJ6bk7HT6/npx9OIocPl28FMDPmwR6D9rcDQ4ZNr644vOOnGVMZEATBgWjYv3ktNKILp/Vl1kPGMSgMK6THtlUUL5kCf3Yns3flqA9i2CCn1Hq+bcQUU9NJ8tdDSo/LIKc3dUmt5wGR6YQIQcP+VyNQuJ0DQE7skKbxTlWDhOzuJ0NReb2QWISRmpOQWp/Xr1e3fv2Rt2e3OU8BEZ2o04qq1vKoSrhJpUDJOCZFY7M+eEBkOiFiB0TsvMgSSbIH144ejcefeBLzv/8Bz48di8MVlbFZIgPoENlzZIBI0BS5mdfrwb9vuQpXP/YKDpSW7SeEHK82/T9shJAKTVMfmjrusbBm9B72blqD9ied5sCOCOyuMdVWliGz60DOb9HaaFbnTtQHRRE9fADVm7+FJ7MVUjoO1X+rDNstAh5dxygUi2XapHW7AKldRyCw42eogQoHGQEFa1YHVCMEmV0GIVR6wGJ2BF9El/nT6uPXryaZfklkhdisYgBISk7DtMkTrWsNwry4eTARq9Iy1y4OG0Lb0O9wAkJiVpfIBrHXwAZoCEFNoAYbfluNwsIDeOeVsfhl/hz8uvBnvPfaOOzdsxsfvfsGPp44AYWFB5Cz/jco0Si3HydQxIEdF1DEn7MzS0T3U1JagvEvPheprqq66e84dJD3rz6AIzFCCJEk6fov33zpt75Dz0/yZ2Q60oTpTZqhfvvGiIpOReipsKwQIQS1ZQeQ3vkMfYBDha+zYWZdCGwQ6ygAmKEu+tnNpKR6gGaNX6yBR6im5kiWoWkqJPpdsg81uWuQ0qgNpNRUaBqBpBEQiemBeQxKXebPv3HH3ti+aA56nH0Jww4xBd5kAlmTIEsEsiRBI8Z/jcDjkXTHowEejz5a9flXjsaCubNwzkWX6ffAuBceSTIBUSxTVaMtCGSZwCNJUDQ9/k0I4JEJVM0I/GtEX06vlaS/DGRI5rxKiK4lggRNAkCIvikk+JKS8c8778Sh0lJMeOstNGvaFDffdBO8HuuqExj4xfRqms7sCH0HAiMeb7TVoaZsX2/Oa5A8HnM5vSoSgOQkP1Zt2h6pCgRHEyKOF37c/tdMiUQmHzqY9+Dq72d17jv8UiSl1UOjFm0Qiii2DgrAs0JqJAxIukaH0IKKxAIabHiMTeyIlO2HFg0jtcs5ACGOPguAo98imgqxWroGQPalQJI9SO06HGqoAnJqPXOfEmXONcn0RdRP+TKaIFScy/kq8zwFZiSzWSt9HdH9kibTUJnEgRc901XCCb37QtUIJDo8PYwXukTBiv6USpIOamTofoZqXpwAkbkPHBkQ4tsZ/5l9s+dLz1VVVaxc/AtS09JxID8PDRs1wQmNsvGPBx4ztzvl9LMBANfddi8AIBioQUX5ZmxctwYH8vYhGo3ikiuvhdfns24aYPpQ9kAkST9GWWKP2dAKgWljzBNCIEmSuc24Z56M+Hy+TwkhW52v4LFtf1dmCISQzQTkk68mvBCyV5wmCAcD2LpoLmSPfRwyljXRVKYyq0YQLi9EuGQ/khq353pXiQIhjgVyaBNzUp1E2Uw4TpjP7HWBcVwMAII9BAjwTsablIzK4vyErrMmPPAssKFskOT1ovxQKQry9vOsEmWKmCmq8RMbQqOsUlTls9L0sJgVAtOIpRNyYojEZXQ7tkfTuEkTDB8xAjt27MS/HnoIu3P3OIfN4mSbxWKISssrcOU/H8bmHblx9UNPvTM1DOArcowPZnjc/jtGCNGCVZWjZ054LrT3940oLdhvY4TYz6xeqGzLMvgzGvPZVAIrxKbPE01FKG89lKpCeOu3MFlnlo22Snw46xttfkrwVZLHD00JI5y33jhOC1DR46Q+iVqoNB+RYDXYcL7TObfpMxBF+3JtLDUbtqfXAQA6deuJzRvW6usYxCH2MNzAjf1eHT0gJAI/el5rli3G/txdSE5JR++TB+H8y6/GwDPOBmTZ9KvBcAhvvfgMDhTkmdciNS0dg84cjt4nD8IFV1yD/qeejgMH8jHpjZdxqKTYNXwmHjc93rfHv4Cpk99zZInoeQPAhnVrMX/O7ODh8vKHnK/isW9/WzAEAOFAzSNrfpoT3rVxjQB4NBwq2Ie2/c+y19FxYYXosqqdq5DS9iTH3hUHWFyKlrHrnYSIbmOUuQEiTdwvs0xKqofDG76FpqiWQyQ6JQ3AMVQG6A/CCcOvRqimOmaojH1w6LUDLDDC2qWjb0FZaTEiUcUWu9ZpbCCiaCgpLMTSH77D3p07MPfLqVj0wzyEIwoUjQdFNMOG0xKZ4MagaGEHRKrGL2O1RGzoTNUIDh4shKIqeHHcS5j9zbf4cMoUOA7pwYii6wKI0tLS0Kl9GzRq1DCmoPq333fi429+rK0KBB84Ws/KcTv2jBCyRolGpi/5akqwy+BhCYfI0lp2RUrT9qAhcZEVYktzEE1FpCwf3sxW8DftkXDHTfRRAOzzKr/OW78l5OT6oFlq/LZCR00jaNJvBCTZw/ko0U+pGoE/ORVbVyzUt3fwSawv0ghBw8bZWLF4gfWSZ0JlbOhcvwd0uQVyxMncdwwgZN1Ta10iQIgeMwuEViz6BeWHytC2Y1eceMpgq/6a4HOjtRGUFB5AVcVh7lpYIBFo1rItWrZph8uvvwVVVZWYP2s6IpGI7ToSOhH+HFq1aYdWbds6hvho2Ky2thYP3HFLVSgUuvfvrHX826XWiyZJ0iUZDZtMfeTzX9LhS0YwoiKiqNi2YgGa9zmNS0uNKBrCUb1CatT4r0Q1PSVV0VCdvx3etCzAnw4loth6V3phRKFukABiANEJ8FSzedwC5eyUXi/7+LR62ec30+29/hTIXj+iZbnwp9VDcpOW8HhlPbXeI8PrlyF7ZDPV3s+k2Pu9MmpL81C5fxt6DL0oZoq9LOlp9B5ZgtdIrafp9jTNnqa6F+Tuwtpli3DFTbdb50wIopEopr0/ARmZDdH/9LNQU1WJ5m3aQfZ6kbdrBxo2ycK3Uyej98mDMOCMs4z9S2a6vk+W4ZVpWr2eUu+Ucg/odC1Nt9d/H9YywErDB2BQ5ZKZLrr2tzWYNXMmnnziCWSkpwFsujxNvddvpD31PtG0eyHlPhgIotu5V1fnF5bcSgixqrsdt/8XJklSptfnz73ymXcbtup9iumngozPMv1XVEWoogxFv/2ErAGXmun0rC9TFQ1qJGz6rWhlMQK7FiO16wgQNRrTZzn9N4+T8Vf2EiAeyMa8cng/PElpSMruZKTX++Hxp8Dj1dPqPX7Z8E8eyJKCkpUz0Xb49fD6PWYZEJpin+qn814EivejRbuOCafYlxUdQKvWrSEBRgkOvlwHmyrOp5LbU9MtEYM7ENKc1sEOupyAEKADmeLCA5jxyWTc/tBTkCTJBvISMVnij9/DzMsysHfXDmxauwZnn3cR6mVmcu1pWn4iqfhsGv5rL/wn/OkHE5eHQsFhf0etELW/NTMEAISQb2qDNfO+fev5IB2UtaqsFBWF+faYuyawQYRnhSq3LwWS0o1lYsjKyiZzA0JOPapYvSu39ea5iSEzlV9HNBX+Jp0QLs83e15sD8y4Pvr5E77Xld60DfzpmRybxvXKiC5cdjI3DVCbjp1x2oiLsGbpQiz9cR7Wr1yGya++gAP5+3HVbffigmtuQFaLVmh/Qg/4UtLg8SWhY/deaJjVFDc++AT6nTYUsz6djNmff8KLsQmxei1CuIwwDJHIEvHZZu6hM9rjOenk/rj/gQfxxJNP4sDBQneG6I8as5/HXp0YKq+oWngcCP3/NEJIhRKNXD173L8C4ZoqR3YIsBjtcFkhGnYbAlY4zaav21LcIyE9DZ7wy+OF8W3H6ebDVL69r1F7RMr2muwQbQ/AZK6oyV4/vGn1rSw4B1ZI/6xh89IfdUaXYadjpdj/PO9blJWVmesdrjvz2f3+JAqEzPYMEBK3iwWEaqqrkLdnD26852EOCIlZZJRlZyfueG3teaaoTYcuuPjq0Vi3ZgXeefl5KKpqC51Rlkg8Z8p2sSzRpg3r8fH770RCoeDovzMQAv4HwBAARMKh2zcumBvctVYf/FIjQJehlwIQ6GaHEBl1KNFwAA37XgIQSuUKeh0xfV5zzrQ4kglwcTaqE4DSbNvWluVDDYdsoTIRINHrAeg9o9pAte1ailQ1vZ7sf/qZVoFlM8kaNsmCPykZvfsPQs/+g3DD/Y+iedv2kDwe7gGmx6pnk1lg5cLrbkb/M4Zh84Z15j4pkCNgHkpiARkKiMSwmQ38EHvoTNQSNcnKwtgXXsQbEyZgx85drhqiuuqHuPUAIMlYujYHk7+eWxsIhW85gp/9cfsfMULIT9FI+Msf33kuCDhrhujLPlReDH/9Jvp2mqXBMasjMz4kUp6H6OE8AFKdgFCinTXWNKaNr1E7EKJx22mM87A6oUBas47cfpxCZQCQmd0CFYdKjGVMexf2pO8pg3CouMgWKqPPvLUNPSZj3vAj7LAT7HrbeTusF8Nj4vlx84SgpOgg3n91HPoOGAxfUrKtxpvezg58xHXseidQZK7TgNOGnYsb7n4Amzeuw5zpn8cERWLojJ5jbTiMe28ZU1MbDt9GCCl0Prq/j/1PgCFCSEW0NnztrHH/Cgarq7B+zv+1d93hUlR3+z1nyu7e3uDSe2+KIEUQFRWMWGM0mmCPUT8TeyxRYosmGmMSa2LvBcQKWIJIRASkSrv0DrfXbbNl5nx/zM7smdnZvXvByp33eebZ2TNn6u7+9j3vr5xXIHhyMgZOG+n0hkGpW/Y2iKkKpY6iUtLmORKUMQYoZXGe4DXTYleH7IpVwZApYExNIT+MpU+xVzUGf101Qv6WlB8oDycfvZamv8YYQCmGjh6HnILClJihJAHSLP7tWCJ43SBGxR3L0dzUhHnvvJUgq9Z4IHNkgiQhss94nyzgmKoS8e2879s4ltfnw/0P/AWvvPoqNmys+E4IUSCk4IJr7wiGlcjFjLG6b+N34OKni3hEuX7b1wubty7VY2PshIhpDNFQAEr9fgCGCsQs6/wgDgBYNAS509BEn2+PCKVsV60ESQ02IFa/22E/qzIEAC271lmCqM1j2O5/wLgTEVOUlPhF+7oxGBww5AjU19Xq501j3uxCRvp+yXW7KsRvN5QTa7/Eq+2Yhl1taW5CfW0drr5lhjnBszWGKElyLIk/tiX5LFJJUXKbVSWSZR+GjRyN3gMGYef2rZg/9/0UUsRfOz+o1BjwyAN3R5oaGxcCOCxU7cOCDAH66Coejb710aN/UkLNDdi1erHlx9QavGW9IYiy+d4e0wM4+9VbU3qS5Edfksfi2zMYIkfjZZWgqZyL+pXvGs8h0Z6qCtmfxYDJZ4MmJhN1GpFl66cGnOVao90kYykyd3LhM0NUBow+9gSMmnA8dm7baslKY+DkWgdlp60qkdEGWAkRFQTcdfc9eP2NN7Bp85ZvnRBdf+/DSjAU/pAx9kHWD9nFYQvGWCAeCf/ysyf+FN665L9Y/8ELjipt+ZjTzHVixHhQwq3rv2ctHoEabgaVvKnnylKl5lWg1pQhfrvUoR+I6LFtT9osPoi6eNB4i4SSThmigoDVn31oOabdrc+DEIIVSxY5XivgrA453lcGItTaMVpzjwVDQfz7b/ejW8/e8Hp9KfvbSVAmZCJFTnWLeFI0aPhR6NVvAIo7dMT8eR9gz87tUBPFcdO5zlYsXYxZr74YDgUDl/7U3WMGDhsyBAAxJXTt7tVf1Qeb6qEE/Sk/LJ4YGAF0uhFhoLKHe58e9pocyWM7K0DZwJ594TQa09KcD9C/nHJRlxQCpKW5dwPxSBhbv/zI2uZggJ1lW2YhMQac1CC+P09+7OTInipbUFKG919/AYqiwKxsrdkUHsZL1UlCxKtEdjUoXaFGnlxpDCCU4q6778Ezzz6Lquqab40QvfbuPMz+6LNGfzB0FVy4SIAxtohp6uOrZj4VUwLJpBzjd1G/YTFiQb3dIEDJQGA9mcFMvhAkqKGG1HM4kBknu2Pflm5fJ1DRi2jNFgBOdsvWV/KgZdc6xz/8OPdekGT0HDZKP6bFNZbszxdfBIBTzvwFR0CS/TP9dZsExtYvHRdpzT2WjgipjKGhthYXX3MjcvPyU2wsT4R48HbTKXYzG6XIToqM2MwRo8bhxGlnovLAfjz24L1Q06hEdTXVuP7yCxUlHL7gcFK1DysyxBgLxJTQSZUbV4YKyhOFurRkvJAdRviGIAgIV23LOj42s9ScPQmyHJNTiZJtqUXQeLWI7yOX9oYabjF/CLzB4IOogeQX21dUCipKbb5WO6zBi9YfclLVsf/4mIUo2cmVEUN03uXXwO/3p6hDvLvMydXFq0R2NYgnQDwhMu+HO46hEP3lr39FKKwcMiFat2kbrrnjvrA/EJz6U05DdfHdIBYO3a40168ihMbsgzlfaRcAeqE7QnkCRBJfuaQ6RAQJOb3HpT2P88BLc1yM/pn2BazER4sGLP3111QbLOYUIFi5w9KWLsW+ubYyhVTo57UTBt2OLF44H/F4PHkdKc4qTuXhCYytm3Vbon+a7emOwV+zyhjmz3kPO7dtRYfyzq0SoUzkJ922dKSoNbVI04Cjxh2La279EyrWf4NH7puB2kR9IlVjUCJRXHfZr8LxWOwfjLGPU+/yp4vDigwBAGNsUzyqXPzZ364LhVuast6v5IiTAegGRRD10ZUxA7ORPmqmkHLvLeeOtIBpcWub0gwW8UOtrYBauRosGoBauxEs0pL+HlqRru1qEdM0sHgEoQObE+2ZFSFANzCUCijq3CPrZwRklpQt/bQMqo9mNWSaxvD1go/R3NxoCcwGgJLyzpjz1stoqK+DOb0HN9rjCRGv7JjbWarbDEhPiJyMWG5uLm699Vbce999KXEGbUFzix+nX3xlSIlErmSMrTvoA7k4bMEYU6Mh/+lbP5vVXLnmCzPWkWkMntIuAEjKd5Ba3GXJ2ePDu5bq5TnMWeSN8hx6uQ4+RV4/eRwsGky9JofMsNbg6zW+1T56jKGEDkdNNdtSVGnufcOBPbb9ndcNFJaUoq6myoECHRzsRIj/GLZUbMD6NaszqkIGVFVFUXEJxh9/UlZEKFtkIkXWwaczMeKPoWnAwGEjceVNtyEaj+GtF59BNBbDvx64K7Jj25YVwYD/zqwv7CeCw44MAQDTtLdjSui5xU/c5o8nJvlzqsoMJOsy+LctR7Rxn16HhhJQUeLqZHgheLyORoVf4ru+gFa3OXkdagxa/RZAkEHLBkHoPBJEzgMt6gUwDWrdJrBYyH7tjlK1wz1atkklvSAXd7P14detqpCxvvebJdk+1oyw/+jSESEgdTQTVcKY/fS/sHbJF+Y+ej/9hzrtvIuwZeN6i+Ew1CGeEAFWQpTJbQZkJkS8OsQAlHfqjHPOOQePP/nUQalDjBBMv+amQGNT8+vxuOrOPeYiLRhjtWpUOW3lc3eHQrX7zPZQ5U5Em3WvhJFab4BQvSaYIFLTdnk7DgC0GKjs0Wv9yD7dnnl8ydplHClSK9dAPfB1+uvKkggBgLJ7aUYSxQ+IapbPTfTJ/Mc/8tTzoGVQ3e0K0aSTfgaPQyyO2T/j2RJ9suQib7/+Mt5+7SUAmVWhuKbhib/ei5Hjjk3Z1hoRsheztWeMGbC70lICzB2IEX98/tyyJwdlHbtg5LgJ+M8/HtRmv/piU9DvP/twnDLosCRDAKBGlZsad27YvPnDZ0JO241sMkA3JKUjf4ZI/W5QkUAQqMWoCFzRQ54Q8SMsABB7HQuhw6DkOSJNoF1Gg4ge07cPAETKAfEWgRb3BWvZByekKENqcg4hp75UlBHY+bWjQckUfNdz1KS02w4VdiLkNHJRGYPs9eGuZ2dh/JTTOTdZ8gebV1yCgL8F4XAoRR2yE6J0bjOz7yEQoqNGjUZRURHmf7agzYTowcf+E160dPmOUFj53Xf2wF0cNmCMLVMjyh9WPH5DSzwcgqYxiPmlyOs22LE/7yozbFden3EgsTBCG+cmBniySYgMW8bbMLHzSIhdjwahqX8LmVz/TiRJyO9srWZo6W+1Ab6OPR0VV7uiUrHoU4RbmjKqJTw5qDqwDyuXfJm2b+q+6d+nU4SNPjfNuGVfuDEAACAASURBVBe33fdgynb7PVTu24vxx5+UUlTRPJ4DEUpHeuzbM5EkJ3LUGini+1Iq4o1nnwxFlPBpjLH6tBfzE8ZhS4YYYzE1Gjljx/w3/Pu//kRlNkZsB6ECCvqNRuM3H6UYlSQhkiyEiEo2gpTbAVTyglAKFguD+Q9YSFDKOQUJpKQ/1Oq1Gd0vTv56ezsAaLEI1y+7IU3djoqs+mULp/gfXikCkgHNPLw5uY7PyviBdu/TH/M/fCdFHQKshMg4vnG6bAgRj9YI0a9+PR2LvvwSu3bvyZoQvTPnY+2BRx4PhsLKaYyxSOpZXbhwAnsq0lz3/rrn/uhnqorGTbrby1C5DfDJIIayLYgUhFJ4OvRB/qAp0EJ1AIulqNu8QiT4CiDkliWUImohRU4EKROIKGe0fTzEnPyUNqcM4JIuPRGPx7K+ho6du6BDeScAmYOmnZDOfDq5yABAlmXInmQGHb/ZICbReBxrVyzDqPHpVSF9naVsPxhkIkjZkiIAqKutwdXnnx5QwuFrGWMrDvqCfuQ4bMkQADDGKrVY9KSKNx4KN25dlWzXnL9sgpyju7Zi1v8rQ0a2EyLJmwdR9kHw6BK06M0z5WgqiiBSDlgktbCh5diEgOR0AAsfelB+/sDj2rxPsLH2kM9rgHeNGXAin5Qky7lnA40x9Oo3EMNGj0scM3E+7dshRDz5yXwdet/bbv8j/vHPf2YVUP3V1ytx2e9uCCuRyBTGWHaz47pwAYAxxlg8dnnL7o3fbJn1kGKPF+LrifHv+XVCBYj5HSDldURgw1w98DqhEImyD5IvD4LHB9GXtF1JG5awd6LkGCOZCbGGXVn39e9a32ofVdNQ1r0PaBZZLobNyS8oRH3tt2ffeGTD8+yEbsG8D9C1Zx99m4WY6K92W+nsAju4hT9m+oyyVFIUDAZw7fSzg4Hm5n8xxl5o/a5/ujisyRAAMMbWa7HIGeufuyMcrNpptqdTiPL6jtXdTkbKKp+hkSBERgyRSYI4o2IYETG3FGJpfyBYCbVyBVg0AKamjmq05r0AGGhOB+frb8VPz29vqViQsa/TPQ8+6ZyM+2QLJ/eXXfJ1UoQE23MW0lgZlTFUfLMaWzdtSB6fsbSEiA+sBlIJEVL2ad1dZkCWZdxyyy348/33Z1T0Nm/dhrMuuEgJh5VzGGOr03Z04SINGGMxLapMq1+/6IAaDWuANV7InHYngxJMqADBV4CiUb+EFm6EsmcZqCSZBMgY1NltmFNcUbakyNttVMo1pEPpsOwGcXV7d6Cxen9WfQF9oLl5Y9vyFJxsVFuQzhyojGHAkGEYemTyuThlxDmVMdHbraTGjkyFGPn9s8soS8R9xuO44+pLleoD++fEYtEZWT2AnzAOezIEAIyxz5kav3Ldf26KRJozjxSU6m2I+WssbUaGBi8xi7IvSYrkJCkSPT4zQFHMLYbUZSTknhNBvQVg9RXQ6rdCC1TpmWWhekCNguZ3afs9qakkydOxj3G//L2nPYZACSrmv9Om8zopOnYXWLrqsCnnz5IIGThm8lQEWprNbAfzHA6ECEBGQmSoQzyyIURGe6fOXTBt2jQ8+9zzjupQVU0tTjn73EgsHruWMfZJxhtz4SIDGGMtaiR8bOWiWU01q+cn29P8azu1EypAkHPgLesDX+ch0EL1iNVuAZVlkwAZNoxK1jbe9vETSvPHtiNS2braY6Bpa3aelw69+qG4vGvWxwWAM8+f3qb+3zYMolGxbg02rV8LwFkVctonY58MxCddn2xS7Y3ri2saHvnTH+Kb169ZEwr4LzxcCitmQrsgQwCgxiKvaLHI/RuevikUDwfS9vOW94Hg1X3YfGXXdNBnl5csBsN0nXmSrjPRmwe5x3hInYdDKukFsdvRoHkdIZT1N/3z+oz0kmUkZq4LtlnuhVSjBBgztXPB2pZZi1PvpahLz4z3B3CkpRWy0tqIynCPCeaM9Mas94Q7R7KPHb7cPOzbvctSN4kvCuZEiIzrsv+UeUJ0sPFD48YfAxCCL79aYiFE/mAQp551bigYDD0SDIaeyfxUXLhoHYyxA2okNGn3h48GmrettGyzlKrI4j9LKuoKsbAriOiBsmcl1ECtJeVetA3sRF9eihvNcLXxpUcorxwlslMopyTxFbMt1x9TUq5RsPURKIW/vgb+xrpWB028nZsz6w39nA67HMyf38H+YcYiURw3JVk9PJMqxMPi4kqr+qRmj2WTTZYpePr1p/4RXzjv/V3+psYpjLHsA7V+wmg3ZAgA1Ejoz1F//Usbnr0xFA8HHEdQgicPkdqdljbK1e/gF/7HTyU9lsh0k3EGxTAmojcvSY48ObqyJKfK0vaRmGlMCEF42+fQFOdafZGa7W16Howx5BSVQqDEXERuvTXykwn2H6xBeJxIkEGADBtmV4x4qPE4KvfvtWad8UoYfw0sGUOk32+qywtoW/yQnRBdetnlmDdvHiqrqgFC4Q8EMWXamaE9e/e+1dzSckc2z8qFi2zAGNugxZRTt8+8J9SyY43RltzehmRnQgg85QOR03sc1FADwju/siaDcEqR4UYzyJGxGAkkgihbbCFjDN6uIxwVI//2pWjZusTy2+4w8mTHYGs7IQo21oPP6LabB+pgs3LzUoOzMyFdPGO6YPBsYh9VxrB9SwVkj6eNdYOS65kIUHbHykyOjPOpDHj7uSfVt555rCYU8B/HGMsc9HoYoV2RIcYY06LKNZGmqlc3vXBzOK6kKkSCNxdK9dasjpdCiEQJVJKSo6kE+ZESi8WY2EiQEyEyF6PII2NQ/dVQQ43m+XkUDZnMXZuzImQYGIESxMIB1O9K1kVygmFcBNvxMsX28OBVH35fngTxRCnVdWY9/uTTf46c3DwAsLjKjPghAGYNIgN8HSIg1V3Go7X4ITsIIbjjjjvw4EMPoaGxCadMOz28bfv2twPB4G/ag7Ts4vsFY2yRFotM2znrnnDLzm+S7W0MdKGcu8vbZRi8XUcgcmAtlN1LQAVqxkTaB3Jm0ohRg82heKPavB9xf7V5LiM7DQCijXsRqbcWT6xZ+XGiX2Zm0Wf4KJT37JfSrpOg1P6qqmL8cZNTN3A4FJKTLZqbGqGEUiu8OGWQOWWXWd1bzpm5bVn449gzymY//6T22hN/r1FCobGMsQPf1jP4KaBdkSEgQYgi4auizTWvbnnpDymEiFABRcOnwCh3b/xAndQhoz9PiAxSRCgFEYSU0ZaTBG0hSA6jL9PwePNQOPZSeDsP1omX5bwELZu/sBgUPvHCydBQQUSfsZmNhR2tSdTmsRPqD78uCdSRBBnb+UUgSSJEOZJECMH7r79oOZfFB89n1ByEu8y6Lbv4Ia8vB5dddhnGjhsX27Fjx2y/33/p4ViUzMWPA4yxhVpMOXX3O/eGA3vWtpkIOUHIKYavxyh4ugwHU6MIbJgLZc9yxBr3IFK1AWBxR+UoxXWWsFm+7kcmK/hTwZw2pGzMuSg/5nwAyelEcrskCU6qeyz5fu3CeVCCAXPf1hAKBLDkfwuQjcVyUoTsbeY8cOb71OOku6yzfnWRuZ5uKpFMRMhCXGzExkA2bjKn/Y0+s59/UnvjyUdqwqHgGMaYcwG8wxjtjgwBOiFSleCV0ebqV7e+/IdQXAlY1JOmdZ+AqclpNexEIh0hSkeKDBea3ZCYWRxcNofIESYjUNuS2SHJDi47/WMkkj7PGLUQIk4Vsqk8Tbs3Q/E3Jdxi1OIuEwiBkPh2UGJ9NeA0erKTJYMASYnRm5Q4tiTQBEFKEh9jkRJyt7HwapHH60OX7r3M49vVIfMzBt9+cO4yO9IRoha/H1dddVWoubl5VlNT08UuEXLxXSNJiO4LB/euTbZreg0ivRZRdl9DXmEW88og+AqRP/wM5PQ5BlJxNwjeArC4guDm+WCxQEI1Sl0I0RDc+BGgxSB6clPsEz+45OMx7TWMDBtkf59bWIzcggJLX7sN0gdY+qsoUBw5emzyPqHbIEKsf3ytqUDZqkTp+i38aA6aGqxTQ6WrK8TDuQCjtU+27rK0brKEvXv3hafUN596pDocDBzdHokQ0E7JEJAgRJHQldHGqle2vfyHUCzYZDL/vN6jEfNbs84IJaY6lGxLTTd1IkVWF5puOERfbooMnS5A0VCMqCRZikAmY5cItIgfBf0nJNWYNEHUvJus6cBuFJR2tNxnysjMFjxtuLkyGQhLfBCnAtkJkJ30UEIgUZrRbbZq8UIcc+IUAM5Za7y7TP+ck9eVrbvMUQ1ysDUagIb6evxs6tTg1q1b3/b7/Re6RMjF9wXG2EIWU07d+96fQ4GdqxyDp7OdQiNd6rsg58DTsT+kgnLkDZyMSOV6hHcthdZShWDFJ1Cb9yOyZzmCFZ9AEGUUjjgdOd2OsMVWWieTJTwpIgSBfZstSrIB0fY+p7AYoiQ7uu4NEsRj1/atKCwqAtC2OCDHYGti3cf+x0ky6E9de/SEx+tNac+kCmUqS5JNYHS6xYCxf1zTMOs//4y/9eTfq5V2qggZaLdkCEi4zGLK1dGWmse3vnidEmk8AEoJcroOQrRxb4qrDMjsLrMHV1OjLpEtKDqpEHkhyF5QUUoZZelkKfneMlcafwxRABUpQrtXgalR09AkyVtqBodhRLqPGIu80nJL8LSx3SAnfP9WsziIdeFVIDsB4kmPvp2aZCmd26yxpgrffL0EuYmYIQNOA+BDyS6zfEeQ3l22Z/duHD/pWGX79u3PBwIB1zXm4nsHY2whi0dO3v/RQ4HmjfNb34EDtREguw3jCRKlAkRvPgoGT0HBoJPg6dgPxaPOg6/zEOQPOgnFo86DlFcKMafIOpATdRe+IFDTJhmBzoTqg5FOY6eZ50mnCgHA7nXLU2yRPSaRx6Z1a5GTm5t63+BIjcUNliRCxjp/aDshsrenQ25+for6lQlORMhApnnGsj22scSiMTx9763x9154arcSDrVbRchAuyZDgKkQ3apGQjdvf/lGJXRgEwBAqd0JNZKMJ+JlXV4hcjIgTgsfcJhu4V1k6ZakciRBlEVQkYKwODwlneHr0F0nDgLVR2G2eBzesAiUYNOCdx199JaAZwcXGR/vY+5nU3N4FchOgCzbHNxkAgEoGILNjWiorsTWdWvwn7/dh1g0gt/e9EfLOTesXoG7rr8SoWDAUSq2t7TmLsuUbs8TotWrV+OESROVpqbGO/3+lmtdIuTihwJj7CsWU0bXffl8bf3Xb6jfdtw+TTPg48t/JBddvRZEwbRPgkD1OR9FmjJY8+9ai0jDAZ0wEWcSZLwfcdypifXEddkSM4wYJP0VOP7kU1DWsdwkNDQtuclcUTrdNpphG489O7ajucG5vh1jDP+480YsW/jfjEUVgVQiZN/WlkUJh/DgtZcoS+fPXRkO+o9qb8HSThB/6Av4sUCNBJ8glO7cOfPOmV1PvSmndPSZJB5sgeDJA9UINMZMMsQ0prumMnBJQoU2SdROMrW9jVCadIOJFJQQaLEQape+ivKJv4aYUIl4VYiXpAXba+eBIxLvqYPxsbrIjEBn+yjMnimmtyFlP749Fo1AU1XMeu0F5Oblo9/gYVj6+X8xfvIUbKtYj9qqSpx5wUVYMO8D9Bs0BP2HjsCVN98JmiCg/DkLS0pR3rkLZDk5L5DGGCghUDVm3pNBfIxb1JiV4DHGoIHY2pL7GMcEgM/++ykuv/jCUDgcnq6p6rspH5wLF98zGGObCSHDm76Z83msubpX2XH/5zPGupnsEKVC2gmgeeXIXmzRqognYoIoR3QI5xYz7BEx5kwj5mBNadiHruNPs9ioVGWIItjUgANb1qHvIH2iWnOQRtO77Ge+/Byuv/1P+nVmEUZNHfoYSjEhuj3QbYF+7ZlIJ0lcOzRg3LHHA4KzG1JlDB06dUVJh3L9fGlUIT7ry76/E5zEIuM5NTfU4YErLwjWVe2fE9YLKraLOkKtgbjZv1YQQkYTUf6047EX5TINcm6PI+Ep6WYpgW/OCaSlfkGdghbtxsiZ+CQNSrItdd34QyYUCFduguTLgZRfCjmvyByFCaJueKhIIUk6QZIECp8sQBb113DNXpB4BD0GDYUsCshJbJNFCokabi1duRE5d5d+DelJkOlaI0n3FgDs3rYFTXU1CLQ0Y+fWzfjFRZdBEETk2QIieWQZ/wlegbbHOBmGlQDWESJHfIyASl4619uI/mr0A/DaSy9EZ9x+SziiKD9jjC3J7gpduPh+QAjJJaLnfbm099HlU28rIKInZWJnJ3JkECK76wxonQhlQ4L4PoaNigcboUVaUNhjAASRQrbZKE/i1SeLqK5YCVkSMWTUWHhECokS/VXQ172c3ZIoBYWG/34wG2f84nwIVP+9CzT5O7f+9jMTJc2mJgOGW50llGWujat6z6C766PRKF5//j+44DfXJKcRYrBMYO3cph/XiQg5ZYhlg8rdO/Dn3/zCH/Q3PxqPRme45T+ScJUhGxhjKwgho2oWvfxpXp8xnTxlvfKk/DJQyZuiEBng9SEntSidv7gtxMdoZ4xBDdYjUr8LLBZBTu+hECRRl4bFhEwsUAimPK0bDFm0ZotVrl+GAcecmOI6s2eR2dUdgwilU4GM+xII0FRXi0/eeQuTp52JbRvWYOJJp6C4qLi1j8AEP5jKprhYazFNjCUJkW60kkZRA0AZMwkRY4BGGCgj0KCrWbffeF3w/Xdn10YUZSpjbEvWN+LCxfcExliQEHJKpHbbY/vfvuHXHafeni8VWqf7cVKtnUiQ0TfdK69UW/dxJkJG3BChABUoald/jG4TzjJdZOmKvwqUIL+0I7r36esYx2h16+sush2bNuGY40+0DIBSrtNGhJzMB2PJPhqYqRDp/QkoY9C4NieIkpRWfRMIaVMhRiBzdpne5ny8FQs+0v494/pwVAnfwBh7rk0nbQdwlaE0SIywXhLzSk7xdeqfWzb+15ALys0qr5Y0bts3MvOkiSTtezv5ATSwuIJI3R6E9q5F8YiT0fjNJ8jtOhCFA8aaIzGDBBlqkBE3xBMhyyIQhGv3oWOP3vDJImSRwpPY5hUFCBTmKItXhXgilMkVtmf7VuzeuhlFJcXoO3Awyso6WO4PSM1as8M+47P9mWeDbNQhc53w9UOIRR3at3cPLjn/nMC+vXs+D4dC0xljLW26EBcufgAQQi4kovzvkvGX+3L7TiA8AcrGhW+ff6wtrjEjPshOhAzVOtJUCcnrRU5peYoqJIvUVKr1NgGLX3sc0664AV5R0FUggcCTSLowlCJDJZIEgqcffgD/d9Nt8HokR1WIJ0Ktxf3wZoevR2ZXh/gSHnZ1aNeObSjpWA6PN9dRHUqnDNlVoXREKJNtVONxvPXYXyIL3n6lOaoopzHGlme+4/aJdh9AnQ6MsSCLR86Nt9T+MbB9uRLaswbhqs2JHzss6eCEWhcq0rSLRSoW9LgfQdAXKhIoVRtRv2IWtHAd6pfPQqxhD3LLe6DThF/CV1KOridejJLB4yFKAkSJQpQTrjFJgCgLEAQKkXON2RUhgRJUbVwOf/Vex1EYYNyblejYFSGjH0+Otq9fgwM7t6Ni9XIcd/IUjJ94HDp26GhmiomJc4mUYOGn8zDv3VkgSGafESQXkaaODqXE87IvrSFTqj3fznvlDGP2+YL/4pTjxod379xxbzgUOtMlQi5+KmCMvcLi0fENS56valjyfIyvnZYJTlmy/DYDmdxjmYhQLFiP2pUfwVfSEYQSyA52CrDGOPYcNspaBd+WDcbXF4Km4ezzp0OWJUufTETIsEH2xejDmxlCgKrKA3j4/nsQURQzkJofYNkRjUTw+cdzsnr+gI3oZEiz5ydYNaBqzFwaaqrx58vPCf/v3TeWRxVliEuE0sN1k2VAwp/6KCFkec0XL87N6T60sHDoFJrTdTAET3LOGwEkq3mBiI16Mi2GaMM+EErRsmUx8vuMgpSbj45jfwFRluGbNN1mbBISM00GRtvlaEMZkgXduPCKkJDwsxM1hv5jj4MsCo6FFg3JmpJkXSGe9NhJUNW+PWioqUb1/j2YesbPMWDgQP250KRpsGdx7N+9E6Fg0HTJ6Z2sz0dj1ibGkrVH+J+/AOKoJJnbHVQoPoDasg7dXaZpGh575CH1mScfDYSCwdMZY4vSnsCFix8pGGNrCSFDQjuXzY7UbDum7ITrvWJeadoEj3TEx0qQWo8T0vvxg0SdjKjRANSwH72mXgKaGCTZB2sezl7JogAtqoDFI2YMo0lWTNukX6PhIvvik4/QrVt3/RqMuD/uHo1YQH0f7t4dnh9vIwgBKNMbGupqsXvHdihK2LGGEH9MgRIMGDwUihJO2888HyWJURlrNQ6IJ0FO9m/LmuV47A9XKGos/mg4GLiDMZZdRk87hesmyxKEkI5UznlHyi87snDYyblquAXeDr1BBBG5PUeCCFJKHreZfabGEKnfCwCIh1sQPrABRUMmI7Dja3g79kF+ryMBIMWIJN1mmUmQIFIwpoJSAq8smySIf/WIFAKLY9XspzH6zAtRVNrB4h6TBS74kICTnJPvnYjQ3JmvgjDgrF9dCJEmlC4bCTJHWDZz48BRTKSktSNVHrZ/dbP5Jqe7Ln4UuGfHdlz320uCe3bt3BDw+89ijFVmcWgXLn60IIRQIsi3gZA7i8dc6M3pO9EygsuUzZouTqg195iR8Wq68SnB7nlPotfUy+DJLzDdY2biBmLIzckx3xsu/M2L5qFT917oN2xkqy4yr0jx3hsv49xfXwwxkQRCDFWbU4WSSk4STiqzmTRjvtdf7SU4nNxldlfZgo/noHOPXugzYEhWrjLDTcYrQ7wiZMBOhCKRCN596uHI57NfUaJK+FeMsXnZfEfaO1wy1AYQQgiIcBURhIc7HPNruXjEVDHauB9SQUc0rJkLuaAccnFnBHatQX6/sQhXbUE80IiSkadCObAJng49IReWgwpJQc6pMKKTCgTAVH3s2RmUEmyd+QioKOKIC250JEJRfyOUxhoUFBejQ9celhGYnHA/GTWBeAKULJxILESoZt9urFz8P5x5/nR4JCktCeLjcsBts8MYuTkJbLyP3mzjfPP2fvr2NJ+h7Ros0jbT8NoLT8f//ue7o/FY7I54PP6oWz/IxeEEQsgRRPS8LXfo36l04hV5gq/Iud8hpNCbbjGbe0yLh6GFmpFb3j0lnrFu3SJs+OB5nHXPs8jNyzNjhUg0iFigCV169skqi6y+aj+UUAADBw8xlW6KhEqdhgiZg04Hu8Rs5IOhdUKkJiyGnRApkShmvfI8zrnoikMiQ+mIkMaA3ZvW4cnbrg4EmhoWKaHgJYyxmuy/He0bLhk6CBBC+lLJ+6Zc0nVgjzNuy5eLOmXqa647ZY85KUBG33SuMKONl5hb9lRAFEV07DPYJEJi4rVq02rsXb0IE3/1f8jNzdVVIsOFZiNCRgyRZU4xSkxSRCmBFlXw+bz3ccqZ58Dr8ViIkBMJMolHmueSCfz3UzPbkttNw9QKObLDLpMf2LsXN199mX9rxcYdoVDwPDdbzMXhCkKIB1S6lwjC70rGX+7N6TXG4sBPn0GWXRq9UUvIUIUEgUKNBFC5+G30nXaFY2IHiwTQsGkFBk2cAo+kp9N7RIqFrzyGyedejJKyMlMNshMiPnD6taf+hXOnX4qS0mLThUZMUmQlQpQ4u8vssJAfGylyIkRqBnWoproKVVUHMHDokW0mRHYyxBOhaCyGD5/9V+ST156OxiKRqwG87qbNtw0uGTpIEEIEEHo9EcR7O026WCo96jTJmIcnpa8DCWqNABnbnOKB7GmovApkusQoQTzQiIoF72Hs2RfB68uxECSBEtM1RomVCJlTZCTO31JfC6KpKO/SFV99OhdKKIjTzj0/IT3r+9iVFjsJSlf+PhPsX82kUUoQH1u/TMTIfjzj3KqqYvarL8T/du+MaCwW+7Majz/k+tZdtAcQQsYSQZ7p6TykuGTcJflCTnGrcUL6enbuMUMVogKFf8965HXqBW9hcYp7zKgpxGeP5cgCtGgIwbpK9B4w2FR/0hMiglg4hOb6OvTq09vMIBMIAdNUbK3YiGEjRphEKJkskhorRAlJCUrm3WQ8KVLbSIhicRUP3307rr/rATBGTAIUU7MnQ/p1JOdg3FmxDk/PuLalobpyVVQJT2eM7f/WviTtCC4ZOkQQQgZT2feClFs8vPu063LyegxPbuP++Xnyo78m2jk3WCYVKBsSZBAhCobm/TsQqNmH3iPHIb+g0EKSZJFaXF9ORMhwkwkEePLe2xFRQvjdH+9Fzb49GDbyKLOfXQ1yIkHGY7AEUWdR34NHusJn+nvWZmIEAGtWfI27bv59qGr//k2hYOASxti61F4uXBy+IIT4QMV7CBV+X3jkzz35g6cSIoiH5B5LusgAQaAI1+xAPNSEssFjLaqQcyq9HicUbanH0ndexDm/+6MZJyRSAq8omORHoomYIYFAAPDP++7Eb6+7GWVlZRb32BcL/ov7/3QH3npvDsrLy83kkGzcZEB6V5lBioz3KksSIqd1Y9+GhkY0NNajS/feh6QONTc0YObjf40u+/g9JRpRrgfwoqsGHTxcMvQtgBBCCBXPI6L074K+o3zdp1zlkQvK9G0WVUh/dSJAfHsmEuSUKm8QGVmkIEzDktcexdBJU9Ft0BGmGsTvK1Fq1hIySA8lcCRClBAEmxqwa0sFNq5ajt9cf3OrRChTlVd7Vlm2cHJ/2Wt+6NtaJ0Y11dV4+N47ows//SgcjUZ/F4tGX3ONiIv2DEJIf+rJf4lInpGlE67w+rqOcHSP6e+TZMgex2gPmqYCReWXM9HjhF9CkKUU9xhfaVpvE+ARGGq2b0Sv/oORl5cLb8KGSQKFl0v04F9bGurQ3FiPgYOGJGxZ0j3GVA07tm7G4CFDEi59BzeZ9VkASO+idyJFBknh1w0SxG8z3GX/fuSvOP38WERjoQAAEB5JREFU6Sjr2CWFAMU0LSMZisdVfDb7VTbzsQejgiS+FmhqvIkx1vTdfTvaB1wy9C2CEJJLZd9dYNrvOh97gdDpmHNkKslJefkgCVCmxSA6sZZ6fDP3NQycOAXdBg430+btbjHDGBhEyEkRsqhGAoUS8OPAnp0YPGw4ZFG0uMZ4ImQYIMA6pYV+79ZpLQxkUycIsBW5NNsS71lSOTJGY/q6lRgpkShee+4/sccffiBOCH06FAzMYIz5s/x4Xbg4rEH0H+9pRPQ84+00OKdkwm/y5UI9HjKTKiQISbJkD5pu3r4cJQOPhuSRsyqumCML+PzlxzDprAvQsXOXVgOmJYHgqwWfIqKEceqZZ6dkjyXfJ8kPv+7kwuctEv/vaLjAAHCZYyxBcGzrYFA1Z4WIAQgEAtizayd6DxxsustiGmtVHdq4chmevOsmf0tD3ZZwwH+pq2Z/e3DJ0HcAQkg/KnkeJ6I0oftJl/o6jvqZIMhyCgEy1w+BBLF4FBs+eQvDJ58OX24evDm5FpcY7xYzAqVNQ8ERIT5Ims8cI0zFE/fPwP/dMgOFBflmsDTliFC66q7WOCJjve0KUbqg6NYyPIx9o9Eo3n3rdfVv998dVsLhZUo4fA1jbHMbP1YXLtoFCCFeEPoHUOHWvL4TUTrm/FypoMNBBE37UfXVu+h72m8scUIGGeIVISNgmkUCqN2xGcPGHGMGR/Pp83ZlSItF8c2KZThm0nEm8eGzx8yU+kQbT5AsNgtZkiF+nTELKTLih3jyomrJGCK7QrRu9Sqs/2YVzp5+KWJqendZTNWwed0avPi3e5q3bVijxCKR6wDMdNXsbxcuGfoOQQgZQ2Xf36gkj+r1sytyykdPJVQQUyXngyBBhGmo27EB8XAApd16oWO3XikuM76YoiU13uYas2eL8ev1lfuhRiPo1a9fwr2WPRGykyB75oZT4KId6QIZ9W2JtjTSdTQew3uz3mIP3Xd3KBQMrg0GAzczxr466A/UhYt2BEJIGah4KyHkmvxBJ5DSo3/plfNLs1KFqEARqd+LnA5dIPl8lomi0ylC275eCIGpOPrEn2WsI2QQoar9e/Huay/ixjvustgiPo2ed4lZ1g03ms1OgWm6+sM0fcDKV8pNrJs2BlZSpGpWlUjlCJFJjGwB1Qvnf4IxkyYDoI6K0Kb1a/H8w/cFNq7+OhJVlBkAnmOMRb+fb0D7gkuGvgcQQiYI3txHBNk3rM+0K3LKjz4ZoiQ5EiAArZIgLRrC2nlvou/oY9F14DAINDWTLBMRsitCfAq9QBIuNEqwcM67KCwqwoQTTjSJkD7CSnWNpSNCphxtI0CZghazqTkEOBdEY0xPM/3gvXfwl3vuCvn9LZv9LS03MMb+dwgfoQsX7RaEkHIiemYA7PKiYVPEsjG/EKX8khRVyJiN3sgei7fUoPPYU1ICpp2IkEgYdq5chJGTTsow51gyc0yNRLB141oMO2IkfF5vii1qzT1mUYwIoMZj+N//vsDC/y3UwwBEAWBMJzqaBhCCnJxcjBs7FhMmTgSl+rxMyeBpKyniVaIkGUpmmfEusyce/gvOvfS3yMsvMgnRlooNeObh+8Nrln0ZjUWjd2mq+h/GmPLDfhMOb7hk6HsEIeR4Mafg74RgcK/Jv5R7H3e24CsoTqsCATBJECVAoHovNvz3bQw/+eco79XPQoLs83jxgdJ2IkQt5MeZCDE1jm+WfIljTpicEjDNV3N1quxq8cmnU4eszyXrZ5ip7lB9fT1efulF7anHH1VUVd3e1Nh4I4DPXDnZhYtDByGkC/Xk3svisV/n9xvDOow5x5fXdYAlaFoQKBiLIVq3FwU9B8KTyA7LRIRaqvZi/edzcMYV12VVS4hoGh6594+44Y67kZeb61hl2sk9Zq7Dqgop4TBuv+1WnH7aNJwwaSIEQQA0DfY5lgLBEBYvWYqvli0HA3DEEUfg1FNPhdeXk0KKeLeYQYLsKpFBiJqbmrBi2RKMPf5EfDn/U7z8738FtlVsUDWm/SWqKI8xxkLf/6fd/uCSoR8AhJAjRW/OrZoaP6vb6MnqkFMvzC3tOSCF2AD6j3fvmsXYt3YZJl18HTweT6LdSoTsbjFDFm6NCBkuM4PASAJFY20VPnj9RVx98x9Tagnxoy6nyq5ORIgPVkzcP4DW5wVygj14GgA2btyAx/71r9A7s9+mkiR96Pf7H2SMrTzYz8eFCxfpQQgpARWvoIJ4s1zcWe488YKC4iETIHkkEEqw95On0WvKRfAWFsEnCWnIkIgcWQBRozhQsRpDRo9HjkdOS4S8AgWlAGUM+3ZthyxJ6NWnT1pb1Jp7zFSSADz88MP4xc/PQu8e3ZIkiGkgCXeZftMJF1nCdjEQrPpmLT6Y+zE8Xg/O/+Uv0btvf91Nxqk/JhHKQIhampvx+gvPqC899WiMge0M+v33A5jlusO+X7hk6AcEIaQDofRKKkg3FHXrTYafOr2o79jJxJuTg3hEwfqP30RBh07oNXICcguLEmQnsxrUGhFKkp+knMy70QTCsPqrRTjy6LHIz8vNKmBaIA5EyYEIWdLtE8+grYTI+LYGgiHMnTsXTzz+WOP69etJLBZ7VFXVJxlj1d/W5+PChYv0IISIAM6ksu92IggDO48/WyodNsEjihRFvQe3SoSi/kYsfPVJnH/TXfBJYquKkADgiYfuw8/Pn44+/fql2CJ7lWlHu4TkBNKUADu3b8N777+PG6/7PQjTADVuJUJOs/EYcUSEghGCFn8Qb749Gzv37MMlF1+MAQMHghGakQRFVQ1rVq3EGy+/EJj77iyBUvpxOBR6iDG29Hv7AF1Y4JKhHwEIITKAs2Vf3tVqPDq+qHN34ehzLhe6DRuDog7lFhIE4DsjQoQAz/7tPlz2+5uQX5CfdZwQL0k71fFoNWuDMzhKOIT9+/cjEAyabbIko7y8IwoKi7Bo0SK88tpr0ffee59JkrS8paXl3wDeZoxFvuvPyYULF84ghIwkonQVgOl5nXuzHhPOyO097mQUlpQ4EiFVCSJQtQdd+/RDYX5+60SIEDRUVyLgb8HAwYMtdc0O1j0GxnDLLbfgvrtnwOeRTVWIaGqSCKUjRAASkeTmokSjeOHVN7GvshK/uuBXGDx0mKkUqZqeOr9j507MfPMN9vrLL4VbmpubwuHQ05qmPetWjf7h4ZKhHxkIIeWixztd8niv0lS167DJZ5Chx0/zdh80ApIkprjQ2kKE7LWEUjPH9qGxthojRh3dpjghO/lxquNhkCggQYKYhv379+Grr5agomIjAIBSCo/sQZfOnVBQkA8A0DQNFZs2Y+EXi2IrVq5ioijUxOPqk8Fg8AXGWNX3/fm4cOEiPQghEoCp3sLSa6Mh/6ROg46KDDv57IJ+oyaiqLgYObKAWLAZC156FOdccysKCwpaDZYWCMFHs99EcUkpjjt5qs3+ZOcecwqanjt3DkSBYurJJ4EkFCFTFdL49wlCpNlIkRFEzZMiKiIcieCVt97G7r37cMUVV4AKEj6cM1d7/vnnA9u3b6N5efmza2trngSw3I1n/PHAJUM/YhBCBhJKL5Q83vMZY136j54YG37czwoGjZmIguISAPjWiNDiT+eisLAQYyZOcqww3ZY4oXR1PAQCgGnYVFGBF19+GT26d8NxEydgyOBBloDqxqYmzP9sAd77cI7/k/kLBDBWHVaUN1VVfZUxtvF7/yBcuHDRZhBCCgH8XPLmXKzGo+M69R4YGnLMCQU9BwwVho49BsWFRVkRofqaajTUVGHYkSMdXfUH4x5TwmHcffddePCBP+tkR9MALW51jzENxCBFGkeUOBgxRPrcIyIYoYirGpatWot35syLzJz9XryxqYkIgjBXUZSXAHzKGIt9v5+Ei2zgkqGfCAgh3QGc6s3NPzcWjUwo79EnOuK4qXn9jhhNew85Ern5eRmJkJ388JljFAyffTAb0845zzFgurU4IbskbQ9UNAxQbU0NHn/8cXTv1hUXX/hreCQR0DQE/C1YsXoNli5dxt79cK6/YvMWj8/nXdrc3PIWgI8YY7t+wEfvwoWLQwQhJAfAZMnjPYcQcrrH5/OOPv4U8YhxEz1DjxqNzl27JyaOppbir4sXfIq66iqcd+Elpi1qzVWfyRYZQdOPPPIIfn7WGc5B006qkBpPEiGb60zTNGzcthNLV63Fx58vCs7/YrEgCOL+UDg8Mx6PzwGwzJ38+ccPlwz9BEEI8QKY5M3NO12U5MnhQEv/4vIu4YFHjRUGjxqfO+CIUejUvRdEIz4oAxFqrKnC/A9n4+Krfs8pTNaA6YONE+JHYkzTcPMfbsbdM+5EXW0tli1dgkWLvwp9sWhxfM++fb7Cgvzt0VhsQUuL/0MA/2OMhX/IZ+zChYvvBolpP4YIgjgtv6j41HAwcJQky8KQI0fHjp4wKX/EqDF08PARiIaCCPpb0LtvP0vM4sG46nlbtHfPbsycORM333Bd+qBpLW51j3HbG5uasHz1Wny1YlX8s8VfB7/ZuNknS1KjLMvLausbPoQ+gHNjgH5icMnQYYBEAPZIAOM9vpwTmKaNV1W1sEOXbuFeA4fIvQcO9fXs0x89+vVHt1694fV4zZHX5/Pex6STTkFOjs8SMJ1qcNrmHovFYti1Yzu2btmMLZs348M5c2J1dXVKZWWlh1LqFwRhSTAY/BzAEgCr3ABoFy7aJxLkqDeA8aIkTZRlz2QlHO7jy82JDx52RGzoEUfm9e0/gPQbMAh9+/dHcVExqFFDLY17zB40zatCt99+O2bccTtyvbJVFeICp5mmorKyEpu2bMXmLduwcfPW+Jr1G4Obt+8Ug+Gw6PN61wVD4c80TfsKwBLGWO0P+QxdHDpcMnSYIuGvHwRgUH5R8WhRlI6MKOG+4VCwo8fjjeYXFUUpFcQBQ4bHu3Tv4S3v3MVTWFgIr9cLj8cLr9cDr9cLn9cLWZahxmOIRSOIKGFEI1FEIwpiEQWBQABVB/ZH9u3bG6ncvz9eU1NNGxsaPOFwWM7Nza3NycnZHo/F1tY3NHwNYBOATe4Myy5cuMiERCB2XwCDvL6cEQWFhUdHI8rAQCDQHYBQWFiklJaVxTt36YouXbt5unbr5i0rK6M+nw8+w3b5dPvl83oBAFEljFUrV6K6uhpHjTwSESWEcDCEqqoqdc++feH9+/bFKquqUVtfLzW3+H0eWQrm5ebuEkVhU01dwxJVVSsAVADYx1i6FDMXP1W4ZKidgRBCAZQC6GRbOgMoAOB1WDwAogDCABTb4gdQCaDKttS7fnIXLlx82yCE5MFqt4z1MjjbLx/0gvVO9isMoBpW21UJoNpVq9sXXDLkwoULFy5cuGjXoK13ceHChQsXLly4OHzhkiEXLly4cOHCRbuGS4ZcuHDhwoULF+0aLhly4cKFCxcuXLRruGTIhQsXLly4cNGu4ZIhFy5cuHDhwkW7hkuGXLhw4cKFCxftGi4ZcuHChQsXLly0a7hkyIULFy5cuHDRrvH/THN8o5e7omkAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 2, figsize=(10,5))\n",
"i = evo.time_as_index(.17)[0]\n",
"ax[0].set_title(\"AR\")\n",
"ax[1].set_title(\"CSD\")\n",
"mne.viz.plot_topomap(X[i], evo.info, axes=ax[0], show=False);\n",
"mne.viz.plot_topomap(XD[i], evo.info, axes=ax[1]);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You see that CSD reveal more overt dipoles."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Minimum receipt for FIF object `X`:\n",
" \n",
" O = X.copy()\n",
" ntimes, nchan = len(O.times), O.info['nchan']\n",
" if not O.preload:\n",
" O.load_data();\n",
" X = O._data\n",
" pos = np.array([ch['loc'][:3] for ch in O.info['chs']])\n",
" pos *= 10. #cm\n",
" G,H = _get_GH(pos)\n",
" O._data = mne.decoding.transformer._sklearn_reshape_apply(_current_source_density, True, X, G, H, head)\n",
" #return O \n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Two dimension data typically come from FIF object or pandas DataFrame. Here is an envelope function to detect them both."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"def current_source_density(X, G=None, H=None, lam=1e-5, m=4, r=10., unit_mul=1.0):\n",
" '''CSD - Current Source Density (CSD) transformation based on spherical spline\n",
" surface Laplacian as suggested by Perrin et al. (1989, 1990)\n",
" \n",
" \n",
" Parameters\n",
" ----------\n",
" \n",
" X : array, times x channels\n",
" average referenced Data\n",
" \n",
" G, H : square matrices\n",
" see _get_GH for parameters\n",
" \n",
" m=4, use m=3 for more flexible splines\n",
" \n",
" lam - lambda, smoothing constant \n",
" \n",
" r - radius of head = 10 cm\n",
" head radius (default = no value for unit sphere [µV/m²])\n",
" specify a value [cm] to rescale CSD data to smaller units [µV/cm²]\n",
" (e.g., use 10.0 to scale to more realistic head size)\n",
"\n",
" unit_mul : float, 1.0\n",
" multiplyer, use 20 to simulate usual ERPs\n",
" don't forget correct units on plots:\n",
" ts_args={'units':'$µV/cm^2 * 20$'}\n",
" \n",
" \n",
" Returns\n",
" -------\n",
" X : array\n",
" rescaled to head surface [µV/cm2] \n",
" You can multiply on 10 to make similar on original EEG\n",
" \n",
"\n",
" Adopted by Dmitry Sherbina, 2017-2018 \n",
" from http://psychophysiology.cpmc.columbia.edu/Software/CSDtoolbox/ \n",
" published in appendix of Kayser J, Tenke CE, Clin Neurophysiol 2006;117(2):348-368\n",
"\n",
" \n",
" '''\n",
" # import mne.decoding.transformer\n",
" \n",
" head = r*r\n",
" \n",
" if hasattr(X,'_data'): #FIF X.__class__.__module__.startswith('mne.')\n",
" O = X.copy()\n",
" ntimes, nchan = len(O.times), O.info['nchan']\n",
" if not O.preload:\n",
" O.load_data(); \n",
" \n",
" if G is None:\n",
" G,H = _get_GH(nchan)\n",
" if G is None:\n",
" pos = np.array([ch['loc'][:3] for ch in O.info['chs']])\n",
" pos *= 10. #cm\n",
" G,H = _get_GH(pos)\n",
" \n",
" X = O._data\n",
" if X.ndim > 2:\n",
" X = np.moveaxis(X,0,-1).reshape([nchan, -1] ) # hstack(X)\n",
" X = X.T\n",
" X = _current_source_density(X, G, H, head) #inplace\n",
" # O._data = mne.decoding.transformer._sklearn_reshape_apply(_current_source_density, True, X, G, H, head)\n",
" if O._data.ndim > 2:\n",
" O._data = np.moveaxis(X.T.reshape((nchan,ntimes,-1)), -1, 0)\n",
" if unit_mul != 1.0:\n",
" O._data *= unit_mul\n",
" for _ch in O.info['chs']:\n",
" _ch['unit_mul']=unit_mul\n",
" return O\n",
"\n",
" # pandas or vertical signal\n",
" ntimes, nchan = X.shape;\n",
" assert(m in (3,4))\n",
" \n",
" if G is None:\n",
" #precalculated?\n",
" G,H = _get_GH(nchan, m, lam)\n",
" \n",
" if G is None:\n",
" NotImplementedError('channel names must be in columns')\n",
" #TODO pandas.columns\n",
" \n",
" assert(G.shape[0]==nchan)\n",
" assert(G.shape==H.shape)\n",
" \n",
" X = X.copy()\n",
" \n",
" X = _current_source_density(X, G, H, head)\n",
" \n",
" if unit_mul != 1.0:\n",
" X *= unit_mul\n",
" \n",
" return X\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compare original evoked potentials and transformed ones. Note how to set appropiate units for CSD plot."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x302.4 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x302.4 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"joikwa = dict(times=[.09, .17, .2, .25], ts_args=dict(time_unit='s'), topomap_args=dict(time_unit='s'))\n",
"evo.plot_joint(**joikwa);\n",
"evo_csd = current_source_density(evo, G, H, unit_mul=10.)\n",
"joikwa['ts_args']['units']='$uV/cm^2 * 10$'\n",
"evo_csd.plot_joint(**joikwa);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Elementary Laplacian is equivalent to subtraction of mean surround activity from original signal. It is suited for sparse low resolution montages, but in high resolution become underestimated."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ichan = 31\n",
"plt.plot(evo.times, evo.data[ichan], label='AR');\n",
"\n",
"naive = evo.data[ichan] - evo.data[np.array([14,30,34,50])-1].mean(0)\n",
"plt.plot(evo.times, naive, label='Naive Laplacian');\n",
"plt.plot(evo.times, evo_csd.data[ichan], label='CSD', color='k');\n",
"plt.xlabel('Time (s)')\n",
"plt.legend();"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.11"
},
"toc": {
"base_numbering": 1,
"nav_menu": {
"height": "334px",
"width": "335px"
},
"number_sections": false,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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