solve_and_plot.ipynb 309 KB
Newer Older
1
2
3
4
{
 "cells": [
  {
   "cell_type": "code",
Russell Luke's avatar
Russell Luke committed
5
   "execution_count": 6,
6
   "metadata": {
Russell Luke's avatar
Russell Luke committed
7
    "scrolled": true
8
9
10
11
12
13
14
15
16
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "import numpy as np\n",
    "from scipy.io import loadmat\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
Russell Luke's avatar
Russell Luke committed
17
18
19
    "# sys.path.append('C:/Users/Matthijs/python/ProxPython/proxtoolbox/Problems/OrbitalTomog/')\n",
    "sys.path.append('/home/rluke1/work/git/ProxPython/')\n",
    "sys.path.append('/home/rluke1/work/git/ProxPython/proxtoolbox/Problems/OrbitalTomog/')\n",
20
21
22
23
24
25
26
    "import coronene_test # base config\n",
    "import orbitaltomog_data_processor # extends config\n",
    "from phase import Phase\n"
   ]
  },
  {
   "cell_type": "code",
Russell Luke's avatar
Russell Luke committed
27
   "execution_count": 15,
28
   "metadata": {},
Russell Luke's avatar
Russell Luke committed
29
30
31
32
33
34
35
36
37
38
39
40
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x288 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
41
42
43
44
45
   "source": [
    "cfg = coronene_test.new_config\n",
    "cfg['algorithm']='RAAR'\n",
    "cfg['constraint']='sparse real'\n",
    "cfg['sparsity_parameter']=512\n",
Russell Luke's avatar
Russell Luke committed
46
    "cfg['dataprocessor_plotting']=True\n",
47
48
49
50
51
    "orbit_config = orbitaltomog_data_processor.data_processor(cfg)"
   ]
  },
  {
   "cell_type": "code",
Russell Luke's avatar
Russell Luke committed
52
   "execution_count": 14,
53
54
55
56
57
58
59
60
61
62
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iterations:500\n",
      "Calculation time:\n",
Russell Luke's avatar
Russell Luke committed
63
      "2.9246504306793213\n"
64
65
66
67
68
69
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
Russell Luke's avatar
Russell Luke committed
70
      "/nix/store/vmz248mkg3q4w5kn67vnm1pv1a7dq3qx-python3-3.6.8-env/lib/python3.6/site-packages/numpy/core/numeric.py:501: ComplexWarning: Casting complex values to real discards the imaginary part\n",
71
72
73
74
75
      "  return array(a, dtype, copy=False, order=order)\n"
     ]
    },
    {
     "data": {
Russell Luke's avatar
Russell Luke committed
76
      "image/png": "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\n",
77
78
79
80
      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
     },
Russell Luke's avatar
Russell Luke committed
81
82
83
84
85
86
87
88
89
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
90
     },
Russell Luke's avatar
Russell Luke committed
91
     "metadata": {},
92
     "output_type": "display_data"
Russell Luke's avatar
Russell Luke committed
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
    }
   ],
   "source": [
    "orbit = Phase(orbit_config)\n",
    "orbit.solve()\n",
    "orbit.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['data_filename', 'object', 'constraint', 'experiment', 'distance', 'Nx', 'Ny', 'noise', 'algorithm', 'numruns', 'MAXIT', 'TOL', 'beta_0', 'lambda_0', 'beta_max', 'lambda_max', 'beta_switch', 'lambda_switch', 'data_ball', 'diagnostic', 'verbose', 'graphics', 'anim', 'graphics_display', 'dataprocessor_plotting', 'sparsity_parameter', 'data', 'norm_data', 'threshold for support', 'support', 'abs_illumination', 'u_0', 'fresnel_nr', 'FT_conv_kernel', 'use_farfield_formula', 'magn', 'data_sq', 'data_zeros', 'Nz', 'proxoperators', 'product_space_dimension', 'animation', 'TOL2', 'iter', 'u'])"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cfg.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "cfg = coronene_test.new_config\n",
    "cfg['algorithm']='DRl'#'AP'#\n",
    "cfg['lambda_0']=.5\n",
    "cfg['lambda_max']=.5\n",
    "cfg['lambda_switch']=10\n",
    "cfg['constraint']='sparse complex'\n",
    "cfg['sparsity_parameter']=600\n",
    "cfg['dataprocessor_plotting']=False\n",
    "cfg['MAXIT']=15000\n",
    "orbit_config = orbitaltomog_data_processor.data_processor(cfg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iterations:15000\n",
      "Calculation time:\n",
      "94.23681378364563\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/nix/store/vmz248mkg3q4w5kn67vnm1pv1a7dq3qx-python3-3.6.8-env/lib/python3.6/site-packages/numpy/core/numeric.py:501: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  return array(a, dtype, copy=False, order=order)\n"
     ]
162
163
164
    },
    {
     "data": {
Russell Luke's avatar
Russell Luke committed
165
      "image/png": "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\n",
166
167
168
169
      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
     },
Russell Luke's avatar
Russell Luke committed
170
171
172
173
174
175
176
177
178
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvUAAAHwCAYAAAAmZ5CjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3XmcXFWd///XJ/u+NNk6nUACBBVQEfgBjjow4hIYNczIFhECggEGHFRcQP1+YXDDWUQURZElwCBh0wEdEBkUUb8ECMiAYZEmhKSTztrZN7J8fn+cc29ud6qqq7url+r7fj4e9eiqc7dTVbc+9/S5n3uuuTsiIiIiIlK9+nR3BUREREREpGPUqBcRERERqXJq1IuIiIiIVDk16kVEREREqpwa9SIiIiIiVU6NehERERGRKtcjGvVmtsjMPtDd9eipzOwhM5vVRds6w8x+0xXb6ixmdraZ/THzepOZ7V/B9buZHVip9bVhu1ea2X9WeJ0V+b676zPpLF35m2sLM/uKmd1YxnzjzexxM9toZv9R7nJF1lWR/U5xvrQ8xHkzm2Nm3+jq7VZSZ8Q6M1tgZsd1cB0VPz50JzN7n5m90t31KKTcNoWZXWhmK+L8+3SkLVLuftevPSuvBmZ2JXCgu3+yu+vSUe5+Qmes18ymAK8D/d19Z9zWHcAdnbG97uLuw5LnZjYHaHD3r3VfjXqO3vh9m5kD09y9vr3raMtvzsweA/7T3dvVaC6x3uPieidl6vWtMhefDawGRngvvhmJ4nzr8hLnq5m7H9LddaikSvwu3f0PwFvK3N5xtIiVlVIovmfbFCWW6w98FzjG3f83Fre6XEf1iJ763s7Meu0/TyLVJie/x/2AF3tzg76nycl+JdJhFvT29ud4YBCwoEu36u7d/gAWAZcDLwJrgVuAQZnpHwGeA9YB/w94R2bal4GlwEbgFeB4YDrwJrAD2AT8b5HtXga8Fpd9EfiHzLSzgT8BPwDWAy8Dx2emPwZ8G3gqTr8fqInTpgAOnAssBh6P5R8jfMHr4vJvi+UHAE3A4fH1REIv23GZbZ3Xol7XxPUsBP4mli8BVgKzMvX8e+DPwIY4/crMtMWxnpvi491xPX/MzPM3wNPxPT4N/E2Lz+DrsT4bgd8AY4p81qOBXwGr4nf8K2BSi3V9I36/m4BfAvsQepM2xG1PyczvwD/H978a+DegT+Yz+mOLeQ8k9F7uIOwbm4BfZqdn5p8DfCPz+otAI7AM+FR2fmAg8O/xs1wB/BgY3M7fQbLfzI7bagQuzUy/ErgbuC1+3guAIzN1vK/F+n4AfC/zmSyMy70OnFHkszoEeISwP64AvhLLjwKeIOxzjcB1wICWn3GR91VD+E0vi9/9f2WmfRqoj9t7AJjYYp0XAK/G5X4IWJx2IPB7wn65Grgrlj8el9scv+PTgOOABkKsWA7cTnn7Y/Y398f4Pa+Nn98Jcdo3gV3Atri96wq8/0HAfwJr4uf3NDA+TjsHeCl+LwuB82P5UGArsJs9v8+JcR/4z1LrJey/2f38A9nl4rLHEH5r64D/JcaaOG1q/Gw3xn3huuyyivOK8xSP88cRfmtfie9tETHWZGLrD4H/jut6EjggM/3aWP8NwDPA+zLTjgLmx2krgO+Wsz+3Yz+dQ4jjj8Q6/h7Yr7W4RDgWNAFvz8w7jvA7HguMIcSZdXG+P7DnmLUI+EB83jd+fsk++wwwuYzP50pK/E6BGYTf14a47umZ/fCBWKd64NPlHHPa+ruM+9E34360lRDDC8a/7L7UIn58AXiesJ/eRYiBBWNlgfd/IuH3vzHW+QuxvOixgCLxneZtgL3WCxxEOAYlv7vfFliuZNuBEu2OkvtvRwN1JR7xy/oLMJnQAPgTsVEFHE4IYEcTdvZZcf6BhFMzS5IvkBBkDyhnB4/znELYofsQDv6bgdpMUN0JfA7oH6evZ09Afyx+gYfGneo+9hxsp8Qv4LY4bXDmS/5gXN+XCD+gAXGZTxN27iHAw8C/twiq57Wo1znx8/hG3Cl+GD+TD8Wda1jmh/H2+B7fEXeek1rUs19mW2cTg338LtYCZxJStWbG1/tk6vVafG+D4+uri3zW+wAfj+9vOHAPzRt3j8XP4wBgJOFH8ldCg6Rf/CxvaRFYfxfruG+c97yW76HAD2kOmQZ7y+kt5yEEqBWZ7/lnLdb3PUJArInv65fAt9v5O0i+jzvjtt5OCDRJsL+SEFxOjN/9t4F5cVotYf8aFV/3I/xujojr2gC8JTPvIQW+7+HEfyQIwXI4cHScdgThwNkv1vMl4LPFPsMW7+u/CQF4NGHfPzaWv59w4D+csO/+gNgwyqzzV8Co+B2vYs+B6E7gq4T9ehDw3hLf53GE38x34nYGU97+mN2fdhB+o32BCwmB1lrOW+T9nx/3iyFx+SMIaTEQGmMHEBoFxwJb2NPoO47MQa1lXGtlvXNo/o9pdrk6wj8CJ8bP74Px9dg4/QnCaeOBwN8S4kmlGvWK8707zh8X653sP8fGzyOJPXMIjcej4rbuAOZmlv8k4bfZjxCHlhP/8SPsl2fG58MIaQ3Qyv7cjv10Tvxs/za+h2vZ+3hSLC79CPhOZt5L2NN59G1Cw61/fLyPPTFkEXvi/BeBFwj7vQHvzHwXpT6fKynyW4if9/r42fSJn9lb47Tfx3oPAg6L7+f4Mo45bfpdxv1mMaHjqF/8DMqOf/EzeorwW64h/I4uKBYrC3wGjcR/ggjHomQ7ZR8LCh1jSqx3Cnv/7spqO9BKu6Pk++xooK7EI35ZF2Renwi8Fp9fD3y9xfyvxB3gQMKB4AOEfMGCB7821OM5YEZ8fjaZA3cse4o9QeUxMoENOJjw32nfzJe5f2b6/wHuzrzuQzhYHJcpe4DwY34eGFhop4r1ejUz7e1xW+MzZWuAw4q8x+8B15TY6c5mT7A/E3iqxfJPAGdn6vW1zLR/An5d5md9GLC2xXv8aub1fwAPZV5/FHiuxY9jeottP9ryPRT4Ic2hbY36m1t8zwcl8xMC0Waa9zS9G3i9nb+D5Pt4a6bsX4GbMvv0/7TY57ZmXj9E7GUh9Hq+GJ8PJfQOfZwWZxFafN8zgT+XWdfPAr8o9hlmymsJPSijC0y7CfjXzOthhMbzlMw6s431u4HL4vPbgBvI9K6X+D6PI/w2B5V4P4X2x+xvrj4zbUjcxoSW8xZZ96do0fNcYt7/Ai7J1LtUo77oeindqP8ycHuL+R8mNKT3JTTKhmam/YzKNeoV53txnGdPoz67/9wN/J/Mfnlji33g5RLf1VrgnfH548C/0OIsASX253bup3No/o/GMEJvbdJbXiouHU1o6CY98POBU+PzqwhnegrFyUXsadS/Qtw/y6hr9vO5kuKN+p8k+0OL8snxvQ3PlH0bmJNZZ8FjDm38Xcb96KpW3k/R+Bc/o09mXv8r8ONC8xZZ92JCR8iIVuYreizIlGXbFAXXS4lGPa20HSjR7mhtn+hJOU1LMs/fIPw3BiE39FIzW5c8CDviRA8Xwn2WsAOtNLO5ZjaRMpnZWWb2XGa9hxJOkSWWevxEC9SrUJ37t1g+O31inAcAd98dp9dl5vlprMMP3H17iaqvyDzfGtfXsmxYfI9Hm9nvzGyVma0nnDbM1rGUZnWO3mhR5+WZ51sociGImQ0xs5+Y2RtmtoEQoEeZWd8S76vge8oots9U0sQC20mMJTTwnsnsQ7+O5XuJIxxsio/3ldhmqffV8vMelMnlvZXQk0P8ezuAu28m9EBeADSa2X+b2VsLbHcyoUeuUN0PMrNfmdny+P19i/L2o8lAk7uvLTCt5W9iE6GhUs7+9SVCYHwqfq6faqUeq9x9W+b9lLM/ZqX1cPct8Wm5Fz3dTmhkzDWzZWb2r/EiKszsBDObZ2ZNcf85kfJ/n0XX24r9gFNaxNT3Ev4Bm0g4oG3OzN8yBnSE4nwvjvNRof2nVAzLDmRwqZm9ZGbr43c1kj3v41xC4+ZlM3vazD4Sy0vtz83EUX+SGPxQifeQfqcxLjWV8x7c/UlCY+3YGGMPJPwTByFFtB74jZktNLPLimy7VBwu9fmUUmydEwnxeWOmrLXvfpCZ9Wvn7zL7W2lP/GvLftjSx+P63zCz35vZu2Md2nosKGu9rWit7VCq3VFST2rUT84835fQewLhjX3T3UdlHkPc/U4Ad/+Zu7+X8MN2wil24vOizGw/QnC9mHBqaxTh1LBlZqszs+zrbL0K1XkHIZ0gka3DsljHZPsWl18aXw8j9K7cBFxpZjWl6t8GPyMElcnuPpJw+i95TyU/o5Z1jvZN6txGlxJO1x3t7iMIpzah+efdVsX2mVIKvecthB9YYkLmeWOB7SRWEw6sh2T2zZFe5Mp4dz/E3YfFxx9K1LE97wtCL8c7zOxQQk99OrqFuz/s7h8kHOheJuz7LS0hnAot5Pq43LT4/X2F8r67JUCNmY0qMK3lb2Io4VRoq/uXuy9390+7+0RCL8mPrPRwXy2/90rujyV/R+6+w93/xd0PJuQufwQ4y8wGEtI5/p3QAzsKeJAyf5/F1ltGfZcQejazMXWou19N2N9Hx+8isW/h1bSL4nzvjvNQeP9pNYbFjo4vA6cSzuyNIqSMGIC7v+ruMwl56t8B7o3bKbU/N+Pud2RicKnRhtLvPH5nNeW8hyjpXDkTuDfpTHD3je5+qbvvTzjz/HkzO77A8gXjcGufTyuKxfZlhPg8PFNW9nffjt9lWl5G/GuL1vZx3P1pd59B2H/+i3CGBVo/FrQWh4utt5TW2g6l2h0l9aRG/UVmNikGua8QcnAhBOQLYk+EmdlQM/t7MxtuZm8xs/fHnWMb4UPaFZdbAUyx4ldYDyV8WasAzOwcQu9J1jjgn82sv5mdAryNsNMlPmlmB5vZEMKptXvdfReF3Q38vZkdH3vTLgW2E06fQ8jbe8bdzyPkIP+4xGfVFsMJ/4lvM7OjgE9kpq0ipEYUGzf1QeAgM/uEmfUzs9MIp99+1c56bAXWxe/4inaso6UvmtloM5tMyF28q7UFCPtFy/f7HPAJM+trZtMJp/wTdwNnZ77ntN6xF+6nwDVmNg7AzOrM7MPtf0sA/J/Ye3AIIae2nPdFPHjcSzjAP+Xui2OdxpvZx+IBcDvhwp1C++mvgAlm9lkzGxh/Y0fHacMJefmbYg/UhWXWqZGQFvSj+F31N7MkaP4MOMfMDou/4W8BT7r7otbWa2anmFkyfNlawm85+9tvbSzgSu6PJbdnZn9nZm+PPT8bCI3CXcAAQs7uKmCnmZ1AyJXOrncfMxvZxvW25j+Bj5rZh+M+P8jMjjOzSe7+BiFl4F/MbICZvZfQAKkUxfneHecTyf7zPsI/m/eUscxwQurOKqCfmf1fYEQy0cw+aWZjY9xdF4t3UWJ/7kD9TzSz95rZAMJFwk+6+5LWFopuB/6B0LC/LVP/j5jZgfEfvQ2x7oX2oxuBr5vZtPhbeIeZ7UMrn08rbiLE2uPNrE88Tr01vqf/B3w7fm7vIJwRaXW40w7+LqH1+NcWrcXKARbO0ox09x3s+fyh9WNB0fjeynqLKqPtULTd0Zqe1Kj/GeGq+oXx8Q0Ad59PuLjoOsLBu56QDwhhh7ia8F/PckJw/kqclgSRNWb2bMuNufuLhLztJwhf2tsJF25lPQlMi+v/JnCyu6/JTL+dkH+3nHCRyT8Xe3Pu/grhR/6DuL6PAh919zfNbAbhwogL4uyfBw43szOKra8N/gm4ysw2Av+XzH+RMY3gm8CfLJwCOqZFndcQAvKlhLSILwEfcfdsL1W5vke4yGo1MI9wqqmj7ieMAPAc4QB5UxnL3AQcHN/vf8WySwjfxzrgDMJ/2wC4+0Ox7r8l7Hu/bbG+L8fyeRZO3f0PZY6tW8Lv4zofJVxI15abxNxK2Jdvz5T1IXyHywinkY8l7BfNxFOwHyR8FssJozv8XZz8BUJDYSMhGJX1j0Z0JqHB+TIhB/OzcXuPEnKQ7yP0TBwAnF7mOv8/4Ekz20ToobzE3V+P064Ebo3f8alFlq/k/ngtcLKZrTWz7xeYPoHwz9YGwsVdvyfkm24kxIy7CbHtE+w5VY+7v0y4IHhhfC8tT20XXG9rlY0H8hmEWLmK0Iv3RfYcDz5ByA1uIhxMbiuwmvZSnO/dcR7C57SWEG/uIFxH8XIZyz1M6AD4KyHdYBvNUxCmAwvib/5a4HR331bG/twePyPs+02EC9DL/o7cvQF4lvDPZPaM7DTC8WETYX/8kbs/VmAV3yV8f78h/LZvIsSq1j6fUnV6itBBdA2hd//37Dk7M5OQ/70M+AVwhbs/UsZq2/27jHUqGf/aooxYCeE4tCgepy9gT6pqa8eC1uJ7sfW2pmjboYx2R1HJldfSgpmdTbg44r1Fpj9GJ9xwRspjFbjBUE9jBW4S04517EtoPE9w9w2Vq51I76M4X1nWiTcB6ipWgRsUmtnNwLKOrEOkPXSzDJFeIp7q/Dxh5AY16EVEuljsnPlH4F3dWxPJIzXqRXoBC/nyKwinZad3c3VERHLHzL5OuOfBtzPpgCJdRuk3PZyFCzevJYyLfGOhK/pFRKRnUMwWke6iRn0PZmFUi78SLl5sINy+e2a8+EtERHoQxWwR6U49afQb2dtRhDtZLnT3N4G5hKv8RUSk51HMFpFuo5z6nq2O5kNWNRCGmisojggjIs2tdveCd/ltzfTp03316tZH9nvmmWcednddyyBtitkAQ4cO9VGjCt2bTSSf1q1bx+bNm9t9Y8py4nZvjdlq1PdshXbqZg13M5sNzO6a6ohUpbJvsd3S6tWrefrpp1udr0+fPuXcql16v1ZjNjSP2yNHjuT888/v7HqJVI2f/OQnHVq+nLjdW2O2GvU9WwPNbxU8iRa3qnb3G4AbQD31Ip1B1x1JG7Qas6F53K6rq9MOJlJheY3byqnv2Z4GppnZ1Hi76tNp5x3XRKR93L3Vh0ikmC3SA1QiZpvZKDO718xeNrOXzOzdZlZjZo+Y2avx7+g4r5nZ982s3syeN7PDM+uZFed/1cxmZcqPMLMX4jLfN7N2pxwl1KjvweJdRS8m3B76JeBud1/QvbUSyQ93Z/fu3a0+REAxW6QnKCdul+la4Nfu/lbgnYTf9GXAo+4+DXg0vgY4AZgWH7OB6wHMrAa4gnBtzVHAFck/AnGe2ZnlOpzjr/SbHs7dHwQe7O56iOSVeuKlLRSzRbpfR+O2mY0A/hY4O67vTeBNM5sBHBdnuxV4DPgyYZSr2zxseF7s5a+N8z7i7k1xvY8A083sMWCEuz8Ry28DTgIe6ki91VMvIlKC0m9ERKpLBWL2/sAq4BYz+7OZ3Rjv3D7e3RvjNhqBcXH+QiNf1bVS3lCgvEPUqBcRKULpNyIi1aXM9JsxZjY/82g5imA/4HDgend/F7CZPak2hRQb+aqt5R2iRr2ISAmV6Kk3s8lm9rt4sdUCM7sklnf6RVfFtiEi0luVEbNXu/uRmccNLVbRADS4+5Px9b2ERv6KmFZD/LsyM3+hka9KlU8qUN4hatSLiJRQofSbncCl7v424BjgIjM7mK656KrYNkREeqWOxmx3Xw4sMbO3xKLjgRcJo1klnSmzgPvj8weAs2KHzDHA+pie8zDwITMbHWP1h4CH47SNZnZM7IA5K7OudtOFsiIiJVQivSYG8CQPc6OZvUTIn+yKi66KbUNEpFeqUFrkZ4A74vC0C4FzCJ3hd5vZucBi4JQ474PAiUA9sCXOi7s3mdnXCcPdAlyVxG/gQmAOMJgQqzt0kSyoUS8iUlRnXAhrZlOAdwFP0uKiKzPrjIuuim1DRKTXqVTcdvfngCMLTDq+wLwOXFRkPTcDNxconw8c2sFqNqNGvYhICWUeHMaY2fzM6xsK5GhiZsOA+4DPuvuGEvca6REXXYmIVKO8jkqmRr2ISAllHhxWu3uhHp2UmfUnNOjvcPefx+IVZlYbe9DLvejquBblj1H6oqti2xAR6ZXy2qjXhbIiIkVUakjLeCHUTcBL7v7dzKSuuOiq2DZERHqdCt5Rtuqop15EpIQK9fi8BzgTeMHMnotlXwGupvMvuiq2DRGRXimvPfVq1IuIlFChC67+SOG8d+jki67cfU2hbYiI9FZq1IuIyF5686laEZHeKK9xW416EZEiOmNISxER6Tx5jttq1IuIlJDXg4OISLXKa9xWo15EpIS8nsYVEalWeY3batSLiJSQ1x4fEZFqlde4rUa9iEgRec7NFBGpRnmO22rUi4iUkNeDg4hItcpr3FajXkSkhLzmZoqIVKu8xm016kVESshrj4+ISLXKa9xWo15EpIg852aKiFSjPMdtNepFRErI62lcEZFqlde43ae7K5B3ZjbZzH5nZi+Z2QIzuySW15jZI2b2avw7urvrKpJHSa9PqYfki+K2SM+W15itRn332wlc6u5vA44BLjKzg4HLgEfdfRrwaHwtIl1MjXopQHFbpAfLa8xWo76buXujuz8bn28EXgLqgBnArXG2W4GTuqeGIvlVToO+Nx8gpDDFbZGeK88xW436HsTMpgDvAp4Exrt7I4QDCDCu+2omkl+7d+9u9dEaM7vZzFaa2V8yZXeZ2XPxscjMnovlU8xsa2bajzPLHGFmL5hZvZl938wslhdM+7Dg+3H+583s8Ip/QDmnuC3S83Q0ZlcrNep7CDMbBtwHfNbdN7RhudlmNt/M5nde7UTyq0K9PnOA6S3We5q7H+buhxF++z/PTH4tmebuF2TKrwdmA9PiI1lnsbSPEzLzzo7LS4VUIm5v3ry58yooklPqqZduY2b9CQeGO9w9ObCvMLPaOL0WWFloWXe/wd2PdPcju6a2IvlSiUa9uz8ONBWaFnvbTwXuLLWOGAdGuPsTHjZ6G3vSO4qlfcwAbvNgHjAqiSvSMZWK20OHDu2aCovkSKUa9WbW18z+bGa/iq+nmtmT8azoXWY2IJYPjK/r4/QpmXVcHstfMbMPZ8qnx7J6M6vI9Tdq1HezeEC/CXjJ3b+bmfQAMCs+nwXc39V1E8k7d69I+k0r3gescPdXM2VT44Hk92b2vlhWBzRk5mmIZVA87aMOWFJkGWknxW2RnqucuN0GlxCumUl8B7gmnhVdC5wby88F1rr7gcA1cT7iBfSnA4cQzqz+KP6j0Bf4IeFs6sHAzDhvh6hR3/3eA5wJvD+TQ3sicDXwQTN7FfhgfC0iXazMnvoxSTpFfMxuwyZm0ryXvhHY193fBXwe+JmZjQCsUPVaWXd7lpHWKW6L9GCV6Kk3s0nA3wM3xtcGvB+4N87S8qxocrb0XuD4OP8MYK67b3f314F64Kj4qHf3he7+JjA3ztshuvlUN3P3P1L4wAtwfFfWRUT2VuYBYHV7UuDMrB/wj8ARme1tB7bH58+Y2WvAQYRe9kmZxScBy+LzFWZW6+6NLdI+GoDJRZaRdlLcFunZKpQ3/z3gS8Dw+HofYJ2774yvs2c+07Oi7r7TzNbH+euAeZl1ZpdpeRb16I5WWD31IiJFdEH6zQeAl909Tasxs7Hx1Cxmtj/hIteFMa1mo5kdE3uAzmJPekextI8HgLPiKDjHAOuTNB0Rkd6ozPSbkmdXzewjwEp3fyZbXGhzrUxra3mHqKdeRKSESvT4mNmdwHGEA0kDcIW730TItWx5gezfAleZ2U5gF3CBuycX2V5IGElnMPBQfEBI87jbzM4FFgOnxPIHgRMJp3y3AOd0+M2IiPRwZcTt1s6uvgf4WEyrGwSMIPTcjzKzfrG3PnvmMzkr2hDPwI4kDI5Q6mxpxc+iqlEvIlJCJRr17j6zSPnZBcruI4yqUmj++cChBcrXUCDtI46Sc1EbqysiUtU6Grfd/XLgcgAzOw74grufYWb3ACcTcuBbnhWdBTwRp//W3d3MHiBcF/VdYCLhzOtThJ76aWY2FVhK6OD5RIcqjRr1IiIl9eYxjUVEeqNOjNtfBuaa2TeAPxNGwSL+vd3M6gk99KfHeiwws7uBF4GdwEXuvgvAzC4GHgb6Aje7+4KOVk6NehGRIpLcTBERqQ6Vjtvu/hjwWHy+kDByTct5trEn7bHltG8C3yxQ/iAhRbJi1KgXESlBPfUiItUlr3FbjXoRkRLyenAQEalWeY3batSLiJSg9BsRkeqS17itRr2ISBFtufugiIh0vzzHbTXqRURKyOvBQUSkWuU1bqtRLyJSQl4PDiIi1SqvcVuNehGREvKamykiUq3yGrfVqBcRKSLPuZkiItUoz3FbjXoRkRLyenAQEalWeY3batSLiJSQ19O4IiLVKq9xW416EZES8trjIyJSrfIat9WoFynh4x//OADDhw9n4MCBafn27dsB2LRpE/fee2+31E06X55zM0WqVWNjIwBjx45l3LhxAOyzzz6MHDkSgCFDhvD44493W/2kc+U5bqtRL1LEaaedRk1NDQDDhg2jX7/wc9m5cyebNm0CYOvWrd1WP+kaeT2NK1KN1q1bx9SpUwGora1l/PjxAIwePZphw4YB0Ldv326rn3SNvMbtPt1dARGRnizp9Sn1aI2Z3WxmK83sL5myK81sqZk9Fx8nZqZdbmb1ZvaKmX04Uz49ltWb2WWZ8qlm9qSZvWpmd5nZgFg+ML6uj9OnVOhjERHpsToas6uVeupFihg1ahQjRowAYPDgwWkg2LlzJzt27ADgrrvu6rb6Sdeo0AFgDnAdcFuL8mvc/d+zBWZ2MHA6cAgwEfgfMzsoTv4h8EGgAXjazB5w9xeB78R1zTWzHwPnAtfHv2vd/UAzOz3Od1ol3pBITzR16lTq6uoAmDhxImPGjAFgxIgR6dnW6667rtvqJ12jNzfcS1GjXqSFmTNnAjBgwAD69Akns3bt2pXm0W/YsIEbb7yx2+onXadSvTru/ngbeslnAHPdfTvwupnVA0fFafXuvhDAzOYCM8zsJeD9wCfiPLcCVxIa9TPic4B7gevMzDyvRzzptZI0m7q6urRRP378+LRjZtCgQXzrW9/qtvpJ1+ntvfGlKP1GRKSE3bt3t/oAxpjZ/Mxjdpmrv9jMno/pOaNjWR2wJDNPQywrVr4PsM7dd7Yob7auOH19nF9EpNcqI2b3Suqp7yHMrC8wH1iofxcYAAAgAElEQVTq7h8xs6nAXKAGeBY4093f7M465kXSO79z5062bNkChJ76zZs3A3DLLbc0m/+UU04BwsW0gwYNAvZcpLNp0ybuuOOOLqm3dI4ye3xWu/uRbVz19cDXAY9//wP4FGCFqkHhThgvMT+tTJMOUtzuOZLe+bq6OiZMmACEi2OTmHzVVVc1m//YY48F4I033uCNN94AoKGhAYCVK1fyrne9q0vqLZ0jrz31atT3HJcALwEj4utiObLSyZJGeJKGA/Dmm29y3333pa9POy2kJY8bN46xY8cCpCMrQEjRAVixYkWn11c6V2cdHNw93TnM7KfAr+LLBmByZtZJwLL4vFD5amCUmfWLvfHZ+ZN1NZhZP2Ak0FTht5Jnits9xLPPPgvAIYccwpAhQ4Awyk22Mf+JT4QMtYaGBl5//XUAFi5cmDbqk6Ewm5qa1Kivcnlt1Cv9pgcws0nA3wM3xtdGyJFNBkC/FTipe2onkl/uXm76TZuZWW3m5T8Aycg4DwCnx5FrpgLTgKeAp4FpcaSbAYSLaR+I+fG/A06Oy88C7s+sa1Z8fjLwW+XTV4bitkjPVE7c7q3UU98zfA/4EjA8vi6VI9tMzN0tN39X2uDOO+8sWH7eeeex7777AjBp0iT22SekKPfv3z9N0Vm2LHSUrl69uuA6zj333HQM/AEDBrBzZ/iqN23axLp16wCUttNDVKINbGZ3AscRcu8bgCuA48zsMEI6zCLg/Li9BWZ2N/AisBO4yN13xfVcDDwM9AVudvcFcRNfBuaa2TeAPwM3xfKbgNvjxbZNhH8EpDIqEreTGyJJZdx+++0Fy//xH/+R1157DYBFixaxcOFCAF5//XWWLl0K7InXxe4/Mm/evPTM7NixYxk1ahQQRtYZPHgwsKe3X7pXXvsu1KjvZmb2EWCluz9jZsclxQVmLbiHuvsNwA1xXfnci7vIhRdeCMCBBx7I/vvvD4Qh04YPD8f0HTt2sHz5coD077Zt2wquY8qUKWmjvl+/fulBZO3atemwa0n6T7F/LqRrVGj0m5kFim8qUJbM/03gmwXKHwQeLFC+kD0j5GTLtwGntKmy0qpKxu26ujrF7U70/ve/H4BXXnmFxYsXAyHlZtGiRQAsWbIkbcwnnTIt/fGPfwRCvn5tbTjBVltby+jR4dr2ESNGMGDAAIC0w+fJJ5/shHcj5cpro17pN93vPcDHzGwR4QKr9xN6gEbFHFhoniMrIl2oEjefkl5HcVukB6vADQMnm9nvzOwlM1tgZpfE8hozeyTe6O+RZNQyC74fb/T3vJkdnlnXrDj/q2Y2K1N+hJm9EJf5fkzh6xD11Hczd78cuBwg9vh8wd3PMLN7CDmwc2meIyvdYPbs2emtx/fff3+mTJkCwJgxY9Ke9XXr1qVpNEkKTXY8+7PPPjvt4d9vv/3S8ZN3796dzr9169Z09J3enPdXLZLcTJEsxe3qcOihh/LSSy8BISUyuSB2yZIlzUa62bRpE7Cnd/drX/tauo5HH32U/fbbD4DJkyenPfETJkxI02+GDh1K3759AdJjgHSfCsXtncCl7v6smQ0HnjGzR4CzgUfd/ep4V+/LCOmPJxCuf5oGHE24QP5oM6shpFseSThz90y8aeDaOM9sYB7hDOx04KGOVFo99T3Xl4HPx1zYfShxql5EOo966qUNFLdFeoCOxmx3b3T3Z+PzjYRRruoIN/S7Nc6WvRh+BnCbB/MIZ+1qgQ8Dj7h7U2zIPwJMj9NGuPsTcfCC26jAhfXqqe9B3P0x4LH4vGCOrHStZOjK0aNHp/mTw4cPT8c+hj158+vWrUtz6ZMLr7L23XdfJk2aBIShMPv37w+Ei2N37NiRPk967e+6667OeEvSRmq0SymK2z1Pcr3SK6+8wqpVq4BwnVMSl5ctW5aWb9y4Me3Vzcb1xMSJE9Oe+qlTpzJ5chhVNnu32v79+6fruPnmmzvrbUkblBG3x5jZ/MzrG+K1LnuJdwN/F/AkMN7dG+M2Gs1sXJytrTcNrIvPW5Z3iBr1IiUkqTUQxqqHcDFVcmHVhg0b0ourFi9ezIsvvgjAj3/843S55OLYiRMnNhvxZvv27UC4ODYZLWfx4sV73dxKuo/Sb0SqTzKyzYYNG1izZg0Aq1atSu8b0tTUlN5Y0N3Txvzll1+eruP5558HYNq0aWm65X777cfEiROB8I9DMuINwDXXXNOJ70jaosy4XdYNA81sGHAf8Fl331Ai7b3YhfJtLe8Qpd+IiJSg9BsRkepSiZhtZv0JDfo73P3nsXhFco+R+HdlLC9208BS5ZMKlHeIeupFSkjGij/nnHPSsi1btqTDWLo769evB8Ltxq+/vvnNI08//fT0dO3o0aPTi2A3btzIypUhFixatIhXX30VgNtuu22vOpx22mlpr8M999xTsfcm5VGjXaS6JBewvvzyy+ndvdevX5+eHXV3Bg4cCISLXD/3uc81W/65557jgAMOAMLww8nFsbW1tYwZMwYIdxBP4vnVV1+9Vx3e/e53pyk+9fX1FX1/0rqOxu04Es1NwEvu/t3MpOSGflez943+LjazuYQLZdfH9JyHgW8lo+QAHwIud/cmM9toZscQ0nrOAn7QoUqjRr1IWbIpMSeffHKaD7979+6Sue9TpkxJb07Vr18/Nm7cCMCaNWvScZLr6+vTdZx66qnU1YW0umyqTjKO/YQJE9Kbm9x7771I51P6jUh1OuaYY9Ln99xzT9qQ79u3b7OOmpb233//NI++rq6O8ePHA6FjJknVMbO0MX/eeeelKZlJis/y5cvT59u2bUtjf3LzKulcFYjb7wHOBF4ws+di2VcIjfm7zexcYDF77gPyIHAiUA9sAc4BiI33rxPuCA5wlbs3xecXAnOAwYRRbzo08g2oUS8iUpTSa0REqksl4ra7/5HCee8AxxeY34GLiqzrZmCvK6jdfT5waAequRc16kXaqFQP+cc//nFgz10Fx40bl/YOZUe2WbRoUbMLqz796U8D8Na3vjXtIUpGVti1a1faCzRw4MC97lIrnUuNepHqd8opxW+snJw1TXrkp0yZkqZNjhs3Lk237N+/P9/97p5MjFmzwn2EGhsb0175ZNCDxsbGNMVy/fr16YW56qnvGnmN22rUi5Th1FNPTU/ntWzUn3zyyUAY6jLJt0xSbgYOHJgG8w0bNrBkSRjZ6oc//GG6/Pnnn88RRxwBwNve9rZ0dIUkxSc5bQth1IbsiDzS+fJ6cBCpdgsWLEhvCvXWt7612bRk+OGhQ4emNwVMGtxjx45NY/iQIUPSdWTj9qmnnprG8xUrVqSN+WTYzOXLl6cj72SHLX7HO95R4XcpheQ1bqt1ICJShIa0FBGpLnmO22rUi7Rw5plnAs1vAz5w4MA0SLzzne9MR1FIel8g9KwnqTbJqAibNm1Kb0G+fPlyfvrTn6bzf/KTnwTCrcwPPTSk1R1wwAHpNpNx8bdv355ue9u2bem4+NI18trjI1JNnnjiCSCMfDNy5EggpEFmbyiVnOXs27cv06ZNA8INp4YNGwaQptmMHDmy2XJz5sxJn5944okALFmypFnKTUNDuI9QMpDBypUr05HRkuOFdJ28xm016kWipJGdnIqdNGlSsxFodu3aBYR0mCQlZuPGjenINDt27GiWagOwdevW9BTsnXfe2Wx7yQ1NJk+enJ72HTJkSBqMknWtWbMmPVAsW7as4LCX0nnyenAQqQbz5s0D9uTDjxs3Lk2dGTVqFEOGDAFCp0uSRmNmJDcR6tu3LwMGDABIO2X69++fxvuf/zwZnjxIUm5WrVrV7A7iSfpNUrZu3bo0hu/atYt/+qd/quj7ltLyGrd18ykRkRJ2797d6qM1Znazma00s79kyv7NzF42s+fN7BdmNiqWTzGzrWb2XHz8OLPMEWb2gpnVm9n341jKmFmNmT1iZq/Gv6NjucX56uN2Dq/4ByQi0sN0NGZXK/XUi0RJT09tbS0AEydOTEeg6dOnT9rrsm3bNnbu3AmEnvq1a9cCIdUmGZmm1Nj1EM4KJKeIBwwYkC7X1NSUpt0kvfN//etfWbBgAQDXXnttBd6plKuCQ1rOAa4DsqdZHiHchGSnmX0HuBz4cpz2mrsfVmA91wOzgXmEcZGnE8Y2vgx41N2vNrPL4usvAycA0+Lj6Lj80ZV4QyI9wYQJEwDS+3tMnDiRcePGAaGnfvDgwUBIvUl+yzt27Eh74nft2pWW/+lPfyq5ralTp7J48WIgXByb9Mpnx6QvdHHspZdeWoF3KuXK81DEatSLAGeccUaay57kVSanYiE05Juawv0ili1blgb2pUuXtusur/37908b72vWrEkPMH369EmHvUxO87722mvNcvGTodlGjBiRnk7eunUrt99+e5vrIa2rxMHB3R83syktyn6TeTkPOLnUOuItyUe4+xPx9W3ASYRG/QzguDjrrcBjhEb9DOC2OIbyPDMbZWa17t7Ywbck0u0WLVqUDj2Z/J00aVLaqB8xYkSaWuPuaczdsmUL999/f4E1lrZ06dL0OLBq1aq0Ib9q1ao0biedP2+++SZf+MIX0mWTu5OPGzcu/Ucke4daqay8NuqVfiMiUkKZ6TdjzGx+5jG7jZv5FM3vJjjVzP5sZr83s/fFsjqgITNPQywDGJ801OPfcZlllhRZRkSkV1L6jUiODRkyJO3RSX7wmzdvTi+IbWpqSkc3WLhwIbfeemuHtrdly5b0wqpNmzal2962bVt6+vbGG2/ca7mLLroo7dkZNGhQOqpCU1NTOl5+qZtjSduV2eOz2t2PbM/6zeyrwE7gjljUCOzr7mvM7Ajgv8zsEArf3bC1yrVnGZGqMHHiRCZNmgTsueHfxIkT0xg5ZMiQ9ILY7du3dzhuL1++PB3RZu3atenxYdu2benZ1osvvniv5e6444500IWxY8c2Gw8/qeuqVas6VDdpLq899WrUi4gU0dm5mWY2C/gIcHxMkcHdtwPb4/NnzOw14CBCL/ukzOKTgGXx+YokrSam6ayM5Q3A5CLLiIj0OsqpF8m5vn37pvmWSW5kdujKZcuWFbxIdebMmekFr3379k17zpPlil0w29qFtFmzZs1Kh7+sra1Nc/53796d1nXr1q3p2PhSWZ11cDCz6YS892PdfUumfCzQ5O67zGx/wkWuC929ycw2mtkxwJPAWcAP4mIPALOAq+Pf+zPlF5vZXMIFsuuVTy+9xYQJE9L89GSggzFjxqQxuX///nzrW9/aa7ljjz2W1atXA+EsZzIEcZIPX+w3X1NTk/a4T506tWTd7rjjjnQ4zdra2rR3fvz48Wmdx40bl17LpZ76ylKjXiTHduzYkZ5WzY5yk6TCZMeGnz17dhrQa2tr08C9Y8eOdP7kVuEzZ87ca3z6cn3mM58BYL/99ktPMY8ePTq9gcqmTZvSugLcfffd7dqOlFaJ/Eszu5NwIesYM2sAriCMdjMQeCSmCMxz9wuAvwWuMrOdwC7gAndviqu6kDCSzmBCDn6Sh381cLeZnQssBk6J5Q8CJwL1wBbgnA6/GZEeYsyYMYwePRogHalsyJAh6QAC2Qb9aaedlo5W09jY2Gy0mux9RSDE8qQjpa1+85tw/XtdXV16U6vRo0enY+ePHz8+beDX1NTw/PPPt2s7UlpvzpsvRY16EZESKjT6zcwCxTcVmfc+4L4i0+YDhxYoXwMcX6DcgYvaVFkRkSqnnnqRHNu0aVM69nzyNxmCLHHZZZcBcMghh3DAAQcAoacoSXtZu3YtixYtAvak8LQ1sHzyk59MT81OnDgx/Zv08gwaNKjZ+MpJz9LmzZvbtB0pT55zM0V6umHDhqVnSpMzmN/73veazZMMAbx06dL0DGpDQ0PaU9/U1MSmTZsA0nHl3b1NPfXPP/98ekFuMrTm4MGD01TJUaNGpTE8m8KT9ORLZeU5bqtRL0LrOe6XXXYZhx0W7gV0yCGHpCMtDB06NE2B2b59e3rKLzlIzJ07t+g6TzvtNCDcfGrQoEFACPLJaeRknHx3T29OtWPHjrQhv3r16jQPM0n7kcrL62lckZ7u2Wef5dlnny06fcaMGen9PpYsWZI+b2hoYOXKcC35hg0b0viaOPHEE4uuM/nHoG/fvmmaT11dXfo8iduDBw9OG+0jR45M8/xHjhyZliejnknl5TVuq1EvIlJCXnt8RESqVV7jthr1PYCZjQJuJOTKOuFGNK8AdwFTgEXAqe6+tpuqmFvnn38+EC5WTU6rjh8/Pu1NB9JenjVr1qS9OG+88UbB9Z133nlASKNJTtdmb4axc+fOdOScpGzLli1pT767pz31a9asobExDGTS3otxpXV5PThIaYrbPdcHPvABABYvXpzG5MWLF6c99UuXLmXt2vC1bNmyJY21xXrOk+WGDx+eXuQ6cOBA+vfvD4RRdpL0n2QdgwYNYvDgwUA4o5v0zmfvifLLX/6yUm9ZWshr3Fajvme4Fvi1u59sZgOAIcBXgEfd/Wozuwy4jDD8nXSh5JTpsGHD0kC8c+fOdKSczZs3pw34BQsW8MILLwDN03nOOussIPwzkOR/7tq1K82DX7duXfq80Ag2M2fOTLdtZumwmWrId74852ZKqxS3e6jkRoErVqxIny9evDh9vmrVqnTEm507d6aN8zPPPDNdx/z584Ew7GSSDz969OiCjfOFCxfuVYfDDz88nT5gwIA0Lefhhx+u4DuVQvIctzWwdTczsxGEIexuAnD3N919HTADSG5/dytwUvfUUCTfWrvdeF5zN/NMcVukZ8trzFZPfffbH1gF3GJm7wSeAS4Bxic3iYl3iRxXaGEzmw3M7qrK5tW2bdtoagpDhe/evTvtBVi1ahX19fVAGAHhlltuabbcRRddRF1dHRB6+5PRFZqamtIRclou05J65LtXXnt8pKSKxe3kbKBUTtIjv3z58mYXxybj1K9bty5Nm+zTpw8XX3xxs+X/8Ic/UFtbC4QRzsaNC19jTU1NOqLNggULStah1AW80vnyGrfVqO9+/YDDgc+4+5Nmdi3hlG1Z3P0G4AYAM8vnXtyJkjSbxsbG9I6z/fv3T0e8aWxsTIexvOuuuzj11FMB0iEv99tvvzT/fseOHeloNU1NTa025qVnyOvBQUqqWNyuq6vTDlZhSeN9+fLlzYauzN5kKvldf/GLX0xvLpgMJzxp0qS0IT9+/Pj0brU1NTU89dRTXfdGpN0qEbfjXb+vBfoCN7r71R1eaSdT+k33awAa3P3J+PpewsFihZnVAsS/K7upfiK55e5Kv5FCFLdFeqhy4nZrzKwv8EPgBOBgYKaZHdzJVe8w9dR3M3dfbmZLzOwt7v4K4a6QL8bHLMLt32cB93djNXPrJz/5CQCzZs1i2bJlQEi/SUaoyabGnHvuuUybNg0IPfQQenaSALJq1aq05//6669vtp2zzz4b2PtiWoCNGzeWnaojlaeeemlJcbtnSy5mXbduXRqrt2zZksbUL33pS+m8t9xyS9orn/ydMGFCevO/2tradMSbP/3pT822M2PGDCDcoyQ5e5uMTrZ169Z0UINXX321wu9QWlOBuH0UUO/uCwHMbC7hmpkXO7rizqRGfc/wGeCOOILCQuAcwlmUu83sXGAxcEo31i/3br311qLTLrzwQgAOOuggpk6dCpAeBPr27ZsOnbZ+/fr0tHDWZz7zGQ466CAgNOqTURKSA8KaNWvS5WbPns0NN9xQibckZVKjXopQ3O7hjjzyyKLTbr/9diA05JP8+eT6p7q6urRs/PjxjB49eq/lTznllLQhv2XLlrTDJknx2bRpUzq9X79+6Z3KpWtUIG7XAUsyrxuAozu60s6mRn0P4O7PAYWiz/FdXRcR2SM5jSvSkuK2SM9UZtweY2bzM69viNe6JKzQqjtcuU6mRr1IB1x44YXsv//+AEyePDkdzzi5WdSWLVvS1Jnly5fz05/+NF02uRHVQQcdlKbt7LPPPulNqZIenx07dqTrSG5FLl1HPfUivcsvfvGL9KLYsWPHpj30kyZNAkJPffbi2Pvv35NFNXPmTCDcoySJ0WvWrGHNmjUA6ShpGzZsSO8/8uabb6bpPNI1yojbq929+Kmc0DM/OfN6ErCso/XqbGrUi4iUoEa9iEh1qUDcfhqYZmZTgaXA6cAnOrrSzqZGvUg7JHeJrampSYesHDBgQHrKL7k4q6mpKb1NeTJeciLpFaqtrU1zNgcNGpSOZZ/83bJlS9ojlPyVrlOhodFuBj4CrHT3Q2NZDXAXMAVYBJzq7mstnKq5FjgR2AKc7e7PxmVmAV+Lq/2Gu98ay48A5gCDgQeBS9zdi22jw29IpAo99thjQOiJT+L2+PHj0/z5pDd9/Pjx1NTUAHsuuk0kefJr165l5cowuNGKFSvS656Snvr169en8+7YsUM99V2so3Hb3Xea2cXAw4QhLW9299I3J+gB1KgXaYckDWb37t3pBa3r169Pb2iSlK1cuZLXXnsNIB0LGeCcc85JDyr9+/dPx8DftWtX2nBvbGwEwk1Tkn8M7rjjjk59X9JcBXPq5wDXAbdlyi4DHnX3q83ssvj6y4Qh1KbFx9HA9cDRsYF+BSGP24FnzOyB2Ei/nnAzo3mERv104KES2xDJnSTNZujQoYwaNQoI6TdJqk0y+s2oUaPSUciyMfekk05KG+0rVqxIR0RbtmxZ2qhP0nA2btyYHgc++tGPdur7kuYqFbfd/UFCPK0aGqdeRKQEd2/1UcY6HgeaWhTPAJJhlW4FTsqU3+bBPGBUHPP8w8Aj7t4UG/KPANPjtBHu/oSHytzWYl2FtiEi0mt1NGZXK/XUi7RDkl4zYMCANECsX7+ePn3C/8nJWMUrV64sOATl0KFD0+ebNm1Khzvbvn07q1evBkh75xcvXtxsPHzpWp14ABjv7o1xG41mNi6WFxpKra6V8oYC5aW2IZI7SZrNsGHD0p76mpoaxowZA8DIkSMBGDx4MHPnzt1r+aamprRHftmyZWlK5bJly9JUnGQI461bt3LGGWd04ruRUnpzw70UNepF2uHee+9Nn5988skA6fjy0HqaTDbNZteuXempwg0bNrBq1SoAjUffQ5R5Gre14dHaothQam0tF5GMbH58kjM/atSotJPl4YcfLrn8ihUrmqVFJuk3y5cvT9NyTjlFtyboCfI6FLEa9SIiRbThVG1rw6MVssLMamMPei2wMpYXG0qtATiuRfljsXxSgflLbUNEpFfq7Sk2pahRL9JB2V77cm3evDk9jWtmabrOnDlzSi6XjJEMKCWni3TiweEBYBZwdfx7f6b84nhb8qOB9bFR/jDwLTNLbm/5IeByd28ys41mdgzwJHAW8INWtiGSawsXLmzzMo2NjWlP/cqVK9OLYo8/vvT9xh588MH0zMAxxxzT5u1K26lRLyJdJjsSTmtmzpyZnjbu169fOtTl6aefXjDvUyqrQkNa3knoZR9jZg2EUWyuBu42s3OBxUBy3v5BwnCW9YQhLc+J9Wgys68Txk8GuMrdk4tvL2TPkJYPxQcltiEibbRhw4Y0Fh900EEcdNBBRee955570rz98ePHM3bsWCAMiZmMrCOdR416ERHZS4WGRptZZNJeXXxxBJuLiqznZuDmAuXzgUMLlK8ptA0Rkd5MOfUi0qMkqTYjRoxIL8J193RM+2TEHOk8ec7NFJG2e+ihcJKstrY2TbkZO3ZsOsJOTU1NOkKOdI48x2016kV6qAEDBgAh5z57l9nNmzcD7cvll7bL68FBRNouGTazpqaGffbZB4AxY8akDfxkqGLpXHmN22rUi4iUkNfTuCIi1SqvcVuNepEeKkmz2b17dxqgtm3bxn333ded1cqdvPb4iEjb7bvvvkDoqU9652tqaqivr+/OauVOXuO2GvUiPZSGrOx+ec7NFJG2SxryQHpDquSvdI08x2016kVESsjraVwRkWqV17itRr2ISAl57fEREalWeY3batSLiJSQ14ODiEi1ymvcVqNeRKSIPOdmiohUozzHbTXqRURKyGtupohItcpr3FajXkSkhLz2+IiIVKu8xu0+3V0BATP7nJktMLO/mNmdZjbIzKaa2ZNm9qqZ3WVmA7q7niJ5lJzKLfWQ/FHcFum58hqz1ajvZmZWB/wzcKS7Hwr0BU4HvgNc4+7TgLXAud1XS5F8cvf05l+lHpIvitsiPVc5cbu3UqO+Z+gHDDazfsAQoBF4P3BvnH4rcFI31U0k19RTL0Uobov0UHmN2WrUdzN3Xwr8O7CYcFBYDzwDrHP3nXG2BqCu0PJmNtvM5pvZ/K6or0jeVKJRb2ZvMbPnMo8NZvZZM7vSzJZmyk/MLHO5mdWb2Stm9uFM+fRYVm9ml2XKlfrRRSoZtzdv3twVVRbJFTXqpVuY2WhgBjAVmAgMBU4oMGvBvdDdb3D3I939yM6rpUh+VaJR7+6vuPth7n4YcASwBfhFnHxNMs3dHwQws4MJ6RyHANOBH5lZXzPrC/yQECMOBmbGeUGpH12mknF76NChnVdRkZzqzEa9mf2bmb1sZs+b2S/MbFRmWkU6Y8xsYHxdH6dPKaduatR3vw8Ar7v7KnffAfwc+BtgVDytCzAJWNZdFRTJq07KqT8eeM3d3ygxzwxgrrtvd/fXgXrgqPiod/eF7v4mMBeYYWaGUj+6kuK2SA/VBTn1jwCHuvs7gL8Cl0PFO2POBda6+4HANXG+VqlR3/0WA8eY2ZB4YD4eeBH4HXBynGcWcH831U8k1zohp/504M7M64tjj8/NsQcYQtrGksw8SSpHsfJ9KDP1QypCcVukB+vMnnp3/00m1s4j/AMPle2MmRFfE6cfH+cvSY36bubuTxK+sGeBFwjfyQ3Al4HPm1k94YB9U7dVUiTHymzUj0lypONjdqF1xVOrHwPuiUXXAwcAhxFys/8jmbVQVdpRLp1AcVukZ6tUzC7Dp4CH4hOuXFQAACAASURBVPNKdsaky8Tp6+P8JenmUz2Au18BXNGieCHhvzsR6SbJadwyrC7zupYTgGfdfUVc/4pkgpn9FPhVfNkATM4sl03lKFS+mpj6EQ8ASv3oZIrbIj1TmXG7ZMw2s/8BJhSY9FV3vz/O81VgJ3BHslih6lC4A721zph2ddSoUS8iUkKFR0qYSSb1xsxq3b0xvvwH4C/x+QPAz8zsu4QLMacBTxEC/TQzmwosJaTyfMLd3cyS1I+5KPVDRHKsAik2Hyg13cxmAR8Bjvc9G6tkZ0yyroZ4nc5IoKm1eiv9RkSkhErl1JvZEOCDhIsqE/9qZi+Y2fPA3wGfi9tcANxNyNP+NXCRu++Kgf9i4GHgJeDuOC8o9UNEBOj00W+mE+Ltx9x9S2bSA8DpceSaqezpjHma2BkTUzBPBx6I/wwUuw7ngfiaOP23XkbF1VMvIlJCpe4+GIP/Pi3Kziwx/zeBbxYofxB4sEC5Uj9ERKhc3C7iOmAg8Ei8dnWeu1/g7gvMLOmM2UnsjAEws6Qzpi9wc4vOmLlm9g3gz+zpjLkJuD120jQR/hFolRr1IiJFVKJXR0REuk5nx+04zGSxaRXpjHH3bcApba2bGvUiIiWoUS8iUl3yGrfVqBcRKSGvBwcRkWqV17itRr2ISBFtGNJSRER6gDzHbTXqRURKyGuPj4hItcpr3FajXkSkhLweHEREqlVe47Ya9SIiJeT1NK6ISLXKa9xWo15EpAgNaSkiUl3yHLfVqBcRKSGvBwcRkWqV17itRr2ISAl5PY0rIlKt8hq31agXESkhrz0+IiLVKq9xW416EZEi8pybKSJSjfIct9WoFxEpIa8HBxGRapXXuK1GvYhICXnNzRQRqVZ5jdt9ursCIiI9WXIqt9SjHGa2yMxeMLPnzGx+LKsxs0fM7NX4d3QsNzP7vpnVm9nzZnZ4Zj2z4vyvmtmsTPkRcf31cVmr8EchIlIVKhGzq5Ea9SIiRZTToG/jAeLv3P0wdz8yvr4MeNTdpwGPxtcAJwDT4mM2cD2EfwKAK4CjgaOAK5J/BOI8szPLTW/v+xYRqVYVjtlVRY16EZESdu/e3eqjA2YAt8bntwInZcpv82AeMMrMaoEPA4+4e5O7rwUeAabHaSPc/QkPR6zbMusSEcmVTozZPZoa9SIiJVSw18eB35jZM2Y2O5aNd/fGuJ1GYFwsrwOWZJZtiGWlyhsKlIuI5I566qXTmdnNZrbSzP6SKWtzTq2IdJ0yG/VjzGx+5jG7wKre4+6HE1JrLjKzvy2x2UL58N6OcukAxWyR6qRGvXSFOeyd59qmnFoR6TptyKlf7e5HZh43FFjXsvh3JfALQk78ipg6Q/y7Ms7eAEzOLD4JWNZK+aQC5dIxc1DMFqkqyqmXLuHujwNNLYrbmlMrIl2oEjn1ZjbUzIYnz4EPAX8BHgCSEWxmAffH5w8AZ8Xe32OA9TE952HgQ2Y2OvYQfwh4OE7baGbHxFFvzsqsS9pJMVukOuU1p17j1He/Zjm1ZtZaTm1jF9dPJNcq1KszHvhFHGWyH/Azd/+1mT0N3G1m5wKLgVPi/A8CJwL1wBbgnFiXJjP7OvB0nO8qd08anRcSepYHAw/Fh1SeYrZID9ebe+NLUaO+5yorRzbm7hbK3xWRCqjEwcHdFwLvLFC+Bji+QLkDFxVZ183AzQXK5wOHdriy0l5lX9eQjdsjR47szDqJ5FJXNOrN7AvAvwFj3X11PEt6LaFDZgtwtrs/G+edBXwtLvoNd781lh/Bns6YB4FL3N3j8MV3AVOARcCpccSzkpR+0/3amlPbjLvfkOTxdnpNRXLG3Tt7SEupPh2K2dA8bg8dOrRTKyuSN+XE7Y4ys8nABwlnWBOVvL9IsWt3SlKjvvu1NadWRLpQni+6koIUs0V6uC6I2dcAX6L52bhK3l+k2LU7JSn9pguZ2Z3AcYTh7xoI/7ldTRtyakWka6nRnl+K2SLVqTPjtpl9DFjq7v8br5NKVPL+IsWu3SlJjfou5O4zi0xqU06tiHSN5DSu5JNitkj1KTNujzGz+ZnXN2SHIjaz/wEmFFjuq8BXCCOPtdTt9xdRo15EpAT11IuIVJcy4vbqUtciuvsHCpWb2duBqUDSSz8JeNbMjqL0fUSOa1H+GKXvL7LCzGpjL3322p2SlFMvIlKCcupFRKpLZ8Vsd3/B3ce5+xR3n0JomB/u7sup7P1Fil27U5J66kVESlCjXUSkunRT3K7k/UWKXbtTkhr1IiJFKKdeRKS6dGXcjr31yfOK3V+k2D1MWqNGvYhICeqpFxGpLnmN22rUi4iUkNeDg4hItcpr3FajXkSkBKXfiIhUl7zGbTXqRUSK0Og2IiLVJc9xW416EZES8npwEBGpVnmN22rUi4iUkNeDg4hItcpr3FajXkSkhLzmZoqIVKu8xm3dUVZEpIhy7iZbTo+QmU02s9+Z2UtmtsDMLonlV5rZUjN7Lj5OzCxzuZnVm9krZvbhTPn0WFZvZpdlyqea2ZNm9qqZ3WVmAyr8cYiI9Hh5vgu4GvUiIiVU6ACxE7jU3d8GHANcZGYHx2nXuPth8fEgQJx2OnAIMB34kZn1NbO+wA+BE4CDgZmZ9XwnrmsasBY4tzKfgIhIdVGjXkRE9rJ79+5WH61x90Z3fzY+3wi8BNSVWGQGMNfdt7v764Tbjh8VH/XuvtDd3wTmAjPMzID3A/fG5W8FTmrnWxYRqWodjdnVSo16EZESyuypH2Nm8zOP2cXWZ2ZTgHcBT8aii83seTP7/9u78/i66jLx45+nSfcl3aFQSlv2glCwbIKyI4iAzojC6IiAIjPCqPOb3wwKDq7zEnXmhyiDgiC4scgiiyCigiyytGVtgUIpLQ2lG23TpiVpk3x/f9zTkoYkzXKTu+Tzfr3uK+ee9bmn9z7n6Tnfc77XRsSobNyOwOJmi1Vn49oaPwZYk1JqaDFekvqcvnqm3htlJakNnTgArEwpzdjWTBExDLgV+FJKaW1EXAl8C0jZ3/8GzgaitXBo/URMamd+SepTyr1wb49FvSS1I1+XaiOiP7mC/tcppdsAUkrLmk2/Grg7e1sN7NRs8YnAkmy4tfErgZERUZmdrW8+vyT1KeXcxKY9Nr+RpHbk6ek3AVwDvJhS+p9m4yc0m+2jwJxs+E7g9IgYGBFTgN2AJ4GZwG7Zk24GkLuZ9s6UC+IB4GPZ8mcCd3Trg0tSibL5jSTpXfJ0ADgM+Efg+Yh4Jhv3VXJPr5lOrqnMQuDz2TbnRsTNwAvknpzzhZRSI0BEnA/cB1QA16aU5mbr+w/gxoj4NvA0uf9ESFKfU86Fe3ss6iWpDfk6q5NSeoTW273f084y3wG+08r4e1pbLqW0gNzTcSSpzyr3s/HtsaiXpHb01baZklSq+mretqiXpHb01TM+klSq+mre9kbZXpI9g3p5RMxpNu77EfFS9ozq2yNiZLNprXYRL6l39eUux/s687ZUmvpqzrao7z3Xkevuvbn7gX1SSvsCLwNfgba7iO+9UCVB7sCQjx5lVbKuw7wtlZSO5O1yZVHfS1JKDwGrWoz7Y7MeIB8n92xpaLuLeEm9zDP1fZd5WypNfTVnW9QXj7OBe7PhtrqCl9TLLOrVDvO2VIR6OmdHxAVZM7u5EfG9ZuNbbYIXESdk4+ZHxIXNxk+JiCci4pWIuCnrf4Ssj5KbsvmfiIjJHYnLor4IRMRF5J5F/evNo1qZrdVvYUScGxGzImJWT8Un9WUW9WpNvvL2+vXreypEqc/qyZwdEUeRuzK3b0ppb+AH2fhWm+BlzfCuAE4EppHrn2RatrpLgf+XUtoNWA2ck40/B1idUtoV+H/ZfNtkUV9gEXEm8GHgk+mdb1p7XcRvJaV0VUppRkppRs9GKvU9tqlXa/KZt4cOHdqzwUp9TC+0qf8n4Lsppfpse8uz8W01wTsImJ9SWpBS2gjcCJya9TR+NHBLtvz1wEearev6bPgW4Jhs/nZZ1BdQRJxArhfIU1JKG5pNaquLeEm9zDP1as68LRW/Hs7ZuwPvz5rF/DUiDszGt9UEr63xY4A1ze7Rad5kb8sy2fSabP52+Zz6XhIRNwBHAmMjohq4hNxTEwYC92f/AXs8pXReaqeLeEm9y6K97zJvS6WpA3l7bItmy1ellK7a/CYi/gRs38pyF5GrnUcBhwAHAjdHxFTaboLX2gn01M78bGNamyzqe0lK6YxWRl/TzvytdhEvqfdsvoyrvsm8LZWeDubtle01W04pHdvWtIj4J+C2rOndkxHRBIyl/SZ4rY1fCYyMiMrsbHzz+TevqzoiKoEqWjyJqzU2v5Gkdtj8RpJKSw/n7N+RawtPROwODCBXoLfVBG8msFv2pJsB5G6mvTP7T8EDwMey9Z4J3JEN35m9J5v+l9SBwD1TL0ntsGiXpNLSw3n7WuDarKfpjcCZWcHdZhO8iDgfuA+oAK5NKc3N1vUfwI0R8W3gad65EngN8MuImE/uDP3pHQnMol6S2mHzG0kqLT2Zt7Mn2HyqjWmtNsFLKd0D3NPK+AW00kldSqkOOK2zsdn8RpLa0JGmNx09I9RW5yOSpPzpy00mPVMvSe3IxwGgWecjx5G7AWpmRNyZUnqh2yuXJG2lnAv39ljUS1I78nRw2NL5CEBE3EiucxGLeknKM4t6SdK75KltZmudjxycjxVLkrbWV++FsqgvLyuB9dnfYjSW4oytWOMCY+uKlnHt3I113Zetb1sGtdeRCV3sSETlb8mSJbWXXHLJvELH0YZi/Y1D8cZWrHFB8caWz5wNHcvbxbgfus2ivoyklMZFxKz2OlQopGKNrVjjAmPrinzGlVI6IR/rof1OSdS3zSvG3xEU728cije2Yo0Lije2fMeVx7xdcnz6jST1vFY7HylwTJKkMuKZeknqYSmlhnY6H5Ekqdss6svPVduepWCKNbZijQuMrSuKMq62Oh9Rn1eU39eMsXVescYFxRtbscZVcqKvPvZHkiRJKhe2qZckSZJKnEV9GSmWbugjYqeIeCAiXoyIuRHxxWz81yPijYh4Jnt9qEDxLYyI57MYZmXjRkfE/RHxSvZ3VC/HtEez/fJMRKyNiC8Vap9FxLURsTwi5jQb1+o+ipzLs+/dcxFxQAFi+35EvJRt//aIGJmNnxwRbzfbfz/pydikzjBndzi+osvZWQzm7a7HZc7uATa/KROR64b+ZZp1Qw+cUYhu6CNiAjAhpfRURAwHZgMfAT4O1KaUftDbMbWIbyEwI6W0stm47wGrUkrfzQ6uo1JK/1Gg+CqAN8h1TnQWBdhnEfEBoBb4RUppn2xcq/soO2BdAHwoi/mHKaUe61ipjdiOB/6S3ZB6KUAW22Tg7s3zScXCnN2p+BZSxDk7i8e83bm4zNk9wDP15WNLN/QppY3A5m7oe11K6c2U0lPZ8DrgRXI9ahazU4Hrs+HryR3QCuUY4NWU0qJCBZBSeghY1WJ0W/voVHLJOqWUHgdGZkVCr8WWUvpjSqkhe/s4uefAS8XMnN09xZSzwbzdqbjM2T3Dor58tNYNfcGTcva/7v2BJ7JR52eX264txOXSTAL+GBGzI+LcbNx2KaU3IXeAA8YXKDbIPcP8hmbvi2GfQdv7qNi+e2cD9zZ7PyUino6Iv0bE+wsVlNRCsf1uAHN2N5i3u86cnScW9eWj6Lqhj4hhwK3Al1JKa4ErgV2A6cCbwH8XKLTDUkoHACcCX8guDRaFyHVMdArw22xUseyz9hTNdy8iLgIagF9no94EJqWU9gf+FfhNRIwoRGxSC0Xzu9nMnN015u1uBGHOziuL+vJRVN3QR0R/cgeHX6eUbgNIKS1LKTWmlJqAq8ldfu51KaUl2d/lwO1ZHMs2X3rM/i4vRGzkDlpPpZSWZTEWxT7LtLWPiuK7FxFnAh8GPpmym4VSSvUppbey4dnAq8DuvR2b1Iqi+N1sZs7uFvN2F5iz88+ivnwUTTf0ERHANcCLKaX/aTa+eXu9jwJzWi7bC7ENzW4EIyKGAsdncdwJnJnNdiZwR2/HljmDZpdwi2GfNdPWProT+HT2NIVDgJrNl3t7S0ScAPwHcEpKaUOz8eOyG9iIiKnAbsCC3oxNaoM5u2OxFXvOBvN2p5mze4ZPvykj2d3sl/FON/TfKVAchwMPA88DTdnor5JLfNPJXeJbCHy+AMXfVHJneiDXo/JvUkrfiYgxwM3AJOB14LSUUssbjno6tiHk2jhOTSnVZON+SQH2WUTcABwJjAWWAZcAv6OVfZQVBD8GTgA2AGellGb1cmxfAQYCb2WzPZ5SOi8i/h74JrnLu43AJSmlu3oqNqkzzNkdiq1oc3YWn3m7a3GZs3uARb0kSZJU4mx+I0mSJJU4i3pJkiSpxFnUS5IkSSXOol6SJEkqcRb1kiRJUomzqJckSZJKnEW9JEmSVOIs6iVJkqQSZ1EvSZIklTiLekmSJKnEWdRLkiRJJc6iXpIkSSpxFvWSJElSibOolyRJkkqcRb0kSZJU4izqJUmSpBJnUS9JkiSVOIt6SZIkqcRZ1EuSJEklzqJekiRJKnEW9ZIkSVKJs6iXJEmSSpxFvSRJklTiKgsdQLEaO3Zsmjx5cqHDkKROmz179sqU0rhCx9GbzNmSSlW+crZFfRsmT57MrFmzCh2GJHVaRCwqdAy9zZwtqVTlK2fb/EaSJEkqcRb1kiRJUomzqJckSZJKnEW9JEmSVOIs6iVJkqQSZ1EvSZIklTiL+jyZtXAVX77pGVasqy90KJKkbXirtp4v3/QMTyx4q9ChSFJeWNTnyeLVG7j96TdYX99Q6FAkSduwYWMjtz/9Bq+v2lDoUCQpLyzqW4iIkyPiqpqamkKHIkmSJHWIRX0LKaW7UkrnVlVVFToUSZIkqUMs6iVJkqQSZ1GfZ6nQAUiSOsycLalcWNTnSRCFDkGS1EFhypZUZizqJUmSpBJnUS9JkiSVOIt6SZIkqcRZ1EuS+i7vlJVUJizq8ywljxCSVOzCO2UllRmL+jzx+CBJkqRCsaiXJEmSSpxFvSRJklTiLOolSZKkEmdRn2feJitJpSOZtSWVCYt6SVKf47MNJJUbi3pJkiSpxFnUS5IkSSXOol6SJEkqcRb1eWaHspJUOszZksqFRX0LEXFyRFxVU1PT2eV6KCJJUr6ZsiWVG4v6FlJKd6WUzq2qqip0KJIkSVKHWNRLkiRJJc6iXpIkSSpxFvWSpD7L+2QllQuL+rzzECFJxS7sU1ZSmbGozxMPD5IkSSoUi3pJkiSpxFnUS5IkSSXOol6SJEkqcRb1eWaX45JUOszZksqFRX2e2OW4JJUOc7akcmNRL0mSJJU4i3pJkiSpxFnUS5IkSSXOol6S1GclewGXVCYs6vPMw4MkFT/vk5VUbizq8yQ8REiSJKlALOolSZKkEtenivqI+EhEXB0Rd0TE8YWOR5IkScqHghT1ETEyIm6JiJci4sWIOLSL67k2IpZHxJxWpp0QEfMiYn5EXAiQUvpdSulzwGeAT3TrQ0iSSp49ykoqF4U6U/9D4A8ppT2B/YAXm0+MiPERMbzFuF1bWc91wAktR0ZEBXAFcCIwDTgjIqY1m+XibHreeYCQpBLgbVCSykyvF/URMQL4AHANQEppY0ppTYvZjgDuiIhB2TKfAy5vua6U0kPAqlY2cxAwP6W0IKW0EbgRODVyLgXuTSk9lbcPhV2OS5IkqXAKcaZ+KrAC+HlEPB0RP4uIoc1nSCn9FvgDcGNEfBI4G/h4J7axI7C42fvqbNwFwLHAxyLivNYWjIiTI+KqmpqaTmxOkiRJKpxCFPWVwAHAlSml/YH1wIUtZ0opfQ+oA64ETkkp1XZiG62dN08ppctTSu9NKZ2XUvpJawumlO5KKZ1bVVXVic1JkiRJhVOIor4aqE4pPZG9v4Vckb+ViHg/sA9wO3BJF7axU7P3E4ElnQ9VklTOvA1KUrno9aI+pbQUWBwRe2SjjgFeaD5PROwPXA2cCpwFjI6Ib3diMzOB3SJiSkQMAE4H7ux28B1gl+OSVPzsMFBSuSnU028uAH4dEc8B04H/ajF9CHBaSunVlFITcCawqOVKIuIG4DFgj4iojohzAFJKDcD5wH3knqxzc0ppbo99GnyQgiRJkgqnshAbTSk9A8xoZ/qjLd5vInfmvuV8Z7SzjnuAe7oRpiRJklQS+lSPspIkSVI5sqiXJEmSSpxFvSSp77IbcEllwqI+zzw+SFLxsxdwSeXGoj5PPEBIkiSpUCzqJUmSpBJnUS9JkiSVuA49pz4iJnVwfWtSSmu7EY8kqfsGdDBv9/mc7W1QkspFRzufur4D8yTgOuAXXY6mDHijrKQiMJlt5+0+nbO9DUpSuelQUZ9SOqqnAyl9HiIkFY2XzduS1LfY/EaSyo/NbySpj7H5jSSVn8nY/EaS+pSOFvUnpJTqezQSSVK+vGLzm47xPihJ5aKjj7T8+uaBiDisZ0KRJOXJDpsHzNmtC3sMlFRmOnqm/r6IOBdYD+wFPNpzIZW25APSJBXeWnO2JPUt2yzqI+IaoAaYDjyeUvpqj0dVgjzpI6kYnHPOOQBVwOmYsyWpz9hm85uU0jnARcDXgOUR8dMej0qS1CXXXHMNwBuYsyWpT+noc+rfJnf51ku4klT8UkrJnN0ByTtlJZWJbZ6pj4jjIuLqiJievT+358OSJHXF/fffD7CzObt9tpiUVG46cqb+n4GzgIsjYjS5tvVqgyd9JBXS//7v/wJUA58yZ0tS39GRR1quSCmtSSn9G3A8cGAPx1SSPOsjqRiMGzcOoNGcLUl9S0eK+t9vHkgpXYi9D0pS0TrppJO2DJuzJanv6MjTb+7YPBwRlwE/7tGICiwiTo6Iq2pqagodiiR12qmnnrpluC/kbElSTkd7lN2sFrgzIoYCRMTxEVFWT1dIKd2VUjq3qqqq0KFIUneVfc7uLm+DklQuOtqjLAAppYsj4h+AByOinlxvhRf2SGSSpG4xZ7fNDgMllZtOFfURcQzwOXIHhgnAOSmleT0RWKkJjxCSiow5W5L6js42v7kI+FpK6UjgY8BNEXF03qOSJOWDOVuS+ojONr85utnw8xFxInAr8L58ByZJ6h5ztiT1HZ09U7+VlNKbwDF5ikWS1IPM2e9mh4GSykW3inqAlNLb+QhEktTzzNk5YZeBkspMt4t6bc2zPpIkSeptXSrqI+LkfAdS6jznI6lYmbMlqfx19Uz9d/IahSSpJ5mzJanMdbWo98S0JJUOc3YbbDEpqVx0tag3D0pS6TBnt+R/cySVGW+UzbPksVOSJEm9zKI+T8KzPpIkSSqQrhb1y/IahSSpJ5mzJanMdamoTykdl+9AJEk9w5wtSeXP5jeSpD4r2WOgpDJhUS9J6nO8D0pSudlmUR8Rx0XE1RExPXt/bs+HVbo86SOpmETEfxQ6BklSz6vswDz/DJwFXBwRo4HpPRtSafKsj6Ri8PGPfxxgakTcTO5p7NOBSwsalCSpx3Wk+c2KlNKalNK/AccDB/ZwTJKkLhoxYgTAgpTSx1NKpwF/KnBIkqRe0JGi/vebB1JKFwK/6LlwJEndcdFFF71rVCHikCT1rm0W9SmlO1q8/1HPhSNJ6o4pU6Zs9T6ltKpAoRQ1W0xKKjcdfvpNRIzryUDKhffJSioG5mxJ6ls680jLb/RYFGUgPO8jqbiYsyWpD9nm028iYiKwC7BDRHwAIKX0UE8HJknqvOrqaoBhmLMlqU/pyJn6kcBkYHj2d3LPhSNJ6o41a9YADMSc3SH2LSKpXGzzTH1KaQ4wJyIOSSn55BtJKmL77LMPwFvAy+bstoWdi0gqM51pU395j0VRRpKnfSQVB3O2JPUhHS7qU0ov9mQgvSEiPhIRV0fEHRFxfH5Xnte1SVK3lEPOliR1XIeK+ogYkO8NR0RFRDwdEXd3Yx3XRsTyiJjTyrQTImJeRMyPiAsBUkq/Syl9DvgM8IkuBy9Jxc3TDJLUx3T0TP2WR6NFxGF52vYXgVbPJEXE+IgY3mLcrq3Meh1wQivLVwBXACcC04AzImJas1kuzqZLUjnaYfNAHnN2WUr2LiKpTHS0qL8vIs6NiE+SK5S7JXtM5knAz9qY5QjgjogYlM3/OVppH5o9pq213hIPAuanlBaklDYCNwKnRs6lwL0ppae6+zkkqUitzWfOLkdeypBUbjrynPprgBpgOvB4SumredjuZcC/k3vk2ruklH4bEVOAGyPit8DZwHGdWP+OwOJm76uBg4ELgGOBqojYNaX0k5YLRsTJwMm77trahQFJKm7nnHMOQBVwOvnL2ZKkIrfNM/UppXOAi4CvAcsj4qfd2WBEfBhYnlKavY3tfg+oA64ETkkp1XZmM62vMl2eUnpvSum81gr6bKa7UkrnVlVVdWJzzZbv0lKSlB/XXHMNwBvkKWdLkkrDNov6iDiWXNOX9Smly4DuNls5DDglIhaSaxZzdET8qpXtvh/YB7gduKST26gGdmr2fiKwpEvRdpCXciUVgz/96U8Ak8hfzpYklYCOtKn/AvB/gU9FxNHAft3ZYErpKymliSmlyeQuD/8lpfSp5vNExP7A1cCpwFnA6Ij4dic2MxPYLSKmZE/uOR24sztxS1IpuOKKKyB3YiMvOVuSVBo6UtSvSCmtSSn9G3A8cGAPxwQwBDgtpfRqSqkJOBNY1HKmiLgBeAzYIyKqI+IcgJRSA3A+cB+5J+zcnFKa2wtxS1JBjRs3DqCxl3N2ybK/QEnlYps3ygK/3zyQUrowIi7I18ZTSg8CD7Yy/tEW7zeRO3Pfcr4z2ln3PcA93Q5SkkrISSedxNVX59JlvnN2OQnbTEoqMx25UfaOFu9/1HPhlD7P+kgqpFNPPXWr9+ZsSeobOvqcegAi4rIIz2+0xt0iqdiYsyWp7+hUUQ/UAndGxFCAiDg+Ih7dxjKSpMIwZ0tSH9GRNvVb2n2TjAAAH2JJREFUpJQujoh/AB6MiHpgPXBhj0QmSeoWc/a22WJSUrnoVFEfEccAnyN3YJgAnJNSmtcTgUmSusec3bawdxFJZaazzW8uAv4zpXQk8DHgpuw5yJKk4mPOlqQ+orPNb45uNvx8RJwI3Aq8L9+BlS4v5koqDuZsSeo7OlTUR8Skdiaf02z6mpTS2u6HVXq8kCupiAxoJ2+bsyWpDHX0TP317UxL5GraBFwH/KKbMUmSumcybedtc3Yz9i0iqVx0qKhPKR3V04FIkvLmZfN2+3x6v6Ryk4/mN815KVeSCq+95jfNmbMlqUzko/nNZl7KxUu5korCZLadt83ZklRGbH6TJ17KlVREbH4jSX1MZ59TL0lS2Ug+hlhSmbColyRJkkqcRb0kSZJU4izq88wLuZIkSeptFvV5EvYpK0mSpAKxqJckSZJKnEW9JKnPsm8RSeXCol6S1OfYt4ikcmNRL0mSJJU4i/o881KuJEmSeptFfZ54KVeSJEmFYlEvSZIklTiLeklSn2PfIpLKjUW9JEmSVOIs6vMseaesJEmSeplFfZ54IVeSJEmFYlEvSeqzvLoqqVxY1EuS+hwfQyyp3FjUS5IkSSXOol6SJEkqcRb1eWbrTEnKj4j4SERcHRF3RMTxhY5HkopZnyrqe/QAYftMSWUqIhZGxPMR8UxEzOrGeq6NiOURMaeVaSdExLyImB8RFwKklH6XUvoc8BngE13+AJLUB/R6UR8RgyLiyYh4NiLmRsQ3urEuDxCS1DuOSilNTynNaDkhIsZHxPAW43ZtZR3XASe0snwFcAVwIjANOCMipjWb5eJset758BtJ5aIQZ+rrgaNTSvsB04ETIuKQ5jOU8gFCkvqgI4A7ImIQQER8Dri85UwppYeAVa0sfxAwP6W0IKW0EbgRODVyLgXuTSk91dqGI+LkiLiqpqamUwF7cVVSuen1oj7l1GZv+2evludKSu4AIUllLAF/jIjZEXHuuyam9FvgD8CNEfFJ4Gzg451Y/47A4mbvq7NxFwDHAh+LiPNaDSylu1JK51ZVVXVic5JUfioLsdHsTPpsYFfgipTSE82np5R+GxFTyB0gfkvuAHFcJzbR2gHiYN45QFRFxK4ppZ+0XDCldBdw14wZMz7Xmc/0zvJdWUqSitphKaUlETEeuD8iXspOqmyRUvpeRNwIXAns0uzkTUe0duI8pZQup5UTOpKkdyvIjbIppcaU0nRgInBQROzTyjzfA+rIHSBOydcBIqX03pTSea0V9N0RXsyVVKZSSkuyv8uB28ldDd1KRLwf2CebfkknN1EN7NTs/URgSZeClaQ+qqBPv0kprQEepPV28R4gJKnAImLo5nucImIocDwwp8U8+wNXA6cCZwGjI+LbndjMTGC3iJgSEQOA04E78xH/tnhxVVK5KMTTb8ZFxMhseDC55jAvtZinZA8QklRmtgMeiYhngSeB36eU/tBiniHAaSmlV1NKTcCZwKKWK4qIG4DHgD0iojoizgFIKTUA5wP3AS8CN6eU5vbYJ8rF0pOrl6ReV4g29ROA67N29f3IJe+7W8yz5QABEBFnknsM5VayA8SRwNiIqAYuSSldk1JqiIjNB4gK4NqePkBIUjlKKS0A9tvGPI+2eL+J3ImZlvOd0c467gHu6WKYktTn9XpRn1J6Dth/G/OU7AEieTFXkiRJvaxP9Sjbk7ySK0mSpEKxqJck9Vk+hlhSubColyT1OV5clVRuLOolSZKkEmdRL0mSJJU4i/p8s32mJEmSeplFfZ7YPlOSSo+PIZZULizqJUl9jo8hllRuLOolSZKkEmdRL0mSJJU4i/o8s3WmJEmSeptFfZ6EDTQlSZJUIBb1kqQ+K3l5VVKZsKiXJPU5Xl2VVG4s6iVJkqQSZ1GfJ03ZNdz6hsYCRyJJkqS+xqI+T257qhqAKx54tcCR9I6VtfWsWr+xR7eRUqKxyQavknrW6vUbWbOhZ/NZR9VtaqShsanQYZS9DRsbaMqOL8vW1m0ZLmeLV22gblPXTjwW+3dyw8aGXttWSonZi1aRivCGnMpCB1AuFq96G4DZi1Zz8o8e4fk3ajh817E8Mn/llnm+/7F92WP74WxsaGL88EGMHzGQxxa8xWevn8Xg/hW8b5cxzF60mr/++1EMG1jJho0NPLVoDQdOGcVrK9cz9421fHT/HXnitVUcPGU0K2vraUyJjQ1N7DxmKACNTYlnq9dwwKRRNDQ2MW/ZOn7+6EL+8+RpjBjUH4BfPLaQdXUN7DJuGPOWruOYvcaz5/bDqegXrKtv4JZZ1Zx12GR++fgiRg8dwPHTtqeyX3DvnKV84TdP8cPTp/PFG58B4FfnHMyoof3ZdfwwBlZWtLpv/jZ/JeNHDGLX8cO2jJu7pIaJo4YwYlAl9Q1NDOq/9bKNTYnj/uevLFi5nlvOO5RRQwewy7hhVK/OJaVdxw9/13ZeW7meuk2N7Ln9cF58cx0rauuZPnEkGxubeOjlFVT0C772uzlccMyunHXYFBqbEoP6V9DYlAhgY2MTD85bwYraek6dvgNPLljFEXuMI4DKin48/MoKDpk6hptmLubk/XaganD/d8Xw0tK1PF9dw2kzdtoybmVtPcvW1rFkTR1Txw2lsl+w85ihvP7WBh6Zv5K7n1vCfjuN5F+P252HX1nB1LHD2HnMEB6Zv5JRQwbQ2JTYcdRgnq+uYecxQxhQ2Y8JVYNZV7eJqsH9mfKVewB4+dsnMqAy9//0pTV11NZvanU/tWZpTR0vLl3LM6+vYafRQzhg0kgWrFjPX+Yt5zdPvM45h0/hax+exop19Tz52iqGDKjg7U2NjBk6gF3HD2PE4P7MX17Lg/NWMGxgBUfsPp5JY4aw6K31PLFgFdMnjWT2otW8f7exTBw1hGVr69jY0MROo4cAsGJdPXWbGpm1aBU3PLGYKz55AGOHDeDZ6hr23H44c96o4eqHF/CD0/Zj2MBKIoJfPLaQnUYN4fv3zePjMybymcOmsLGhacs+2Oy3sxYzYnB/Zi1cxft3G8f0SSPpF8HatzexYl09c5es5eqHF/DFY3bjI/vvCMBNM1/n+/fNY9LoIVx00jQGVvbjrueWcMiUMew7sYrVGzaxsSF3kHt52TomjRnCTqOGULepkZ1GD6G+oZGXl9aysraeo/YcvyWW2voGNjY0MXxQJY1NierVG1i1fhMvLV3Lae/diQGV/Vi+ro4JVYNpakpE2Pa7pzWlxP7fuh+AS//+PXziwEksX1vH4tVvs8u4oQwdWEllvyAiWLxqA9+4ay7zl9ey8K0NXH7G/pyy3w40NSVW1NYzYlB/KvoF/SuCpgQV/YKNDU0sWFnL/OW13PnMEiorgnueX8rdFxzOh3/0CADzv3Mil9w5l2P32o6zrpsJwFdO3JN9J47k2eo1fPfel/jUIZOYOGoIo4cM4OMH7sSfX1zG9J1G8ueXlvOtu15gXX2uqLn8jP05fNexHJB9JoArP3kAh+02lisffJXPf2BqFmM/BlT045H5K9l7hxGsrWvgkVdWcNSe4zn80ge4+KS9+NQhO/PXl1eweNUGdhk3bEtsn3v/FM47Yhduf/oNfvn4Iha9tYG7zj+cz/5iJsvW1vPn/3ME6+oauPvZJfzskdf4+IyJnLDP9ixe9TYjh+SOFydd/gifPHgSH3rPBM76+Uye/8bxLF71Nl+/cy7v320sx+w1nvqGJpavq+fp19dQv6mRnz60gKs/PYNJo4fwwLzlfPfel7Z8xn85ZjeWr63jxpmLt4w7dOoY9p80ksN3Hcs//OwJfvPZg9lnYhX7fv2PAOw0ejBfO2ka5/5y9pZljtxjHD//zIH88YVlfD4b/7cLj+ZnD7/GRSftxQ1Pvs7Fv5sDwAvf/CC1dQ1c/fACrn74NSZUDeKbp+5DZb/grOtmcvSe4/nLS8s546BJ3PDk6wActusYrjvrIPpX9GNTYxMr1tUzdEAlX7rpac44aBLXP7aQR+e/BcBH99+RD+w+lvfsWMWwgf2Z80YNc5bUcOahk/n5o69x+V/mb4n7N589mH/42RMMH1TJ1Z+ewelXPc6J+2zPtAkjOGy3sfzd//5tq+/9rIuP5fq/LeSLx+zGbU+/wYtvruVLx+xO1ZD+PFe9hnHDBzKhajCQq2v+/sq/8c1T9+aEvbdn7pK1LFtbx59fWk5tXQO/+uzBVPQLXlu5ntmLVrP/pJH8603P8Gx1DWccNIlXV9Ry+en78/KydSx6az2/fHwRAyr7sfeEKm6atZjT3juR255+Y8tJvBk7j+Kcw6fwnolVPL5gFcfvvR0B/OnFZRwwaRQbG5p4eVktx04bz41PLuaSO+cCMG3CCE7ebwfOPnwyryyrZbfthrF41QZ+/cTrrK9v4EvH7k7V4P4M7l/B8nX13DJ7MT/448u88M0PMqCi35bv2+xFq5k2YQS3PlXNpNFDOGTqGDY1NjFlbC4f3PXcm/zLDU/z36ftx9+/d2Insk3Pi2L8n0YxmDFjRpo1a1aH5z/oO39i+br6HoxI0mYfe+9EbpldXegwetx+E6u44/zDO71cRMxOKc3ogZCKVmdzNsAeF99LfUNxn4GUVDquP/sgjth9XKeXy1fOtvlNnqyv771LP1Jf1xcKeoBnq2sKHUJZa3lVR5K648xrn2R1DzdNbo8ZLU8a+kB7PEkqJ+vqPBkjKb/69Stck0mL+jw5aMroQocgSZKkAhoxqHC3q3qjbJ4cN207Hn5l5bZnlLZh5zFDWPTWhkKHoSLwmfdNLnQIfcbsi4/l+scW8S9H78qmxsTK2nqqhvTnq7c9z78csxvjhg1k6MBKZi9azaPzV3LekbtQ2S+o39RERUXuhtgRgyp5a/1GautzDyKA3GOOa97exH/+bi5/mLuU0947kd/OrubU6TvQlCCAi07ai1eX1zJ3yVp+//ybjBjcn4deXsFd5x/OPjuO4LnqGoYOrGD4oP4MHlDBiEH9uXnmYt6sqePaR19jzNAB3P+vR3D/C0uZvtMoxgwbwOZzhevrG3lswVvMW7qO2vpNTBo9hA0bGzlxnwnsOGowN858nWEDK3nPjlVU9AsG9a+gXwRNKTF/eS2jhw7gxB8+zNWfnsHAyn5MHDWYP8xdyqaGxDF7jWfmwlW8sfptTpm+A+vrG9luxEC2rxrE3c++yb1z3uSBeSv4xil7M6CyH/vsUMW0HUbw6opahg2sZIeRg3ns1bc44+rHAbjk5GlMqBrMZX96mevPPoh+Efz+uSV85rApvLZyPfOWruPpxav5v8fvQUNT4v4XlnHBDU9z07mHcPDUMQD88vFFXHrvS/SvCE58zwRq6xrYc8Jwdhw5mNff2sBxe2/Hg/NWsOPIwRy713YMHpB7SMOfX1zGFQ/M5wen7cfU7N/ugZeWs2r9Rpatq2PHkYPZfbvhvLBkLf/74HyWrKnj7U2N/PD06UwcNZg5b6zl2GnbMXxQJYMqK1hf38CtT1Vz08zFVA3uz6JVG7jhc4ds2YcpwYZNjXzvDy9x/lG78vO/LaQigp8/+hrrNzbyf47bnQuO2W3L93NTYxPPVdfw91f+jYf//ShGDR3AwpXruW/uUpbW1HHuB6ayy7hh/PXlFVSv3sCeE0bwx7lLOe+IXVhX18DcJWvZY/vhjBk6gP2/dT9Txg7lyk8dwE0zF/Oh90yganB/dhk3jHOun8n44QP59KGTmVA1iDHDBrKxoYkfPzCfLxy1Cw2NiV8+voiHX1nBh94zgeOnbc+bNW+z/YhB3PrUGzSlxHlH7ML85bV85IpH+dVnD2bvHUYwqH8Fr61cz+D+FQwbVMnq9RtZWVtPAvbeYQQvvbmOZWvr2GvCCN7e1MjUsUNpSrmHZsxatIoJVYOZOnYotRsbtjz0o76hkeVr67nmkdcYOrCCD+69Pf9z/8scOHk079tlDPtPGsWGjQ0sXLmB7UYMZNGqDdRtbKSuoZH37DiS+oZGvvP7F7l3zlL++OUP8PTrqzls17HMXrSa46Ztx1u1GxlY2Y/FqzdwzvWzePwrx2x5qMdVD73KQVPGMH2nkdz17BJ+9fgiLjxxT/afNKqHM1X7vFG2DZ296WrJmrd533f/suX93G98kEfnr9zqrvq2TKgaxJs1dQC89K0TGFjZj02NibueXcIdzy5h3LCB3PpU9Za72ze79jMz+NOLy/nysbtz+9PV/Nc9L3HTuYfwZk0dX7rpGfbbaSTPLl7DzZ8/lIOmjObZxWu46qEF/NffvYfX39rArU9V8/qq3BNYfviJ6fz8bwu5+KS9+PFf5vPHF5Zx+Rn78+O/vMLLy2oB6BfQlHJ/37vzKGYuXL0llgtP3JPq1RtYWlPHZ98/lbc3NdLYmPjsL2bxgd3H8YuzD+KaR17jW3e/wPc+ti/v22UMS2vquPWpav4wZymfPHhnPrj39kwaPYSqIbkf7FUPvcrK2o1c9dACIHfT4OY2xr/57MGsrWvghH22J6XE6g2buPOZN/j6XS9w6vQdOGjKaC66fc5W+/kz75vMJSdP482aOrYfMYiZC1exdG0dT7y2igCO2H0cD768glFD+vPKslqu+vQMXlu5ngUratm+ahAPzltBbX0Dp07fgT23H7FlvevqNnHJHXM5as/xrKytZ9zwgXx43x24eeZihg+q5H27jGXQgH78bf5bnHXdTD6493Z856PvYfSQAQAsX1dPv34wfvigd303rnroVZasqePrp+zNG2veZrvhA9nY2MRtT73BuOEDOXav7djlq/ds+e6sq2vghTfX8ttZi7nsE9P50V/mU9kv+OejdqWilUuCGzY28MqyWk694lEAfnj6dJ54bRWH7TKWk/adwMyFqxg1pD8vLV3HY6++xZeP252lNXX86vFFXHLy3sxcuIpPX/skADuOHMzdFxxO/8p+DBuYO1/wVm09H7zsIY7fe3sOnTqG46Ztx6D+FTw6fyUV/YK9th/B2rpN9K/ox59eXMbwQZV89bbnWb8x99i1F775QYYMeOfcQ0qJTY2JG2e+zoSqwRw3bTuO/sGD1Ly9iRvPPYQhAyvZbvhAXnxzHQtW1jJicH+efn0N1z36GmvrGvjh6dOZv7yWH/1lPp8/YipH7j6eRMo9wWdQf15eto6dxwyltr6BHUcO5ooH5lO3qZH/c/we/PSvr9KYEs+8voZ+EUwaM4SzDpvMhKrBvLqilvpNTYwbPpDa+gYqIrjszy9z21NvcP5Ru/LjB3JPqdh9u2Hc8YXD2fcb97GpMbHvxCqqV7/NOYdPYdzwgRy5xzg+9MOHOWL38fz3x/drK2VskzfKdszDr6zgH6/JfX8XfveknghL6rSaDZu2HAd7wgPzlrPvjlWMGTawx7ahzslXzraob0NXDhCr129kYP9+WxUhS9a8zcaGJiaPHfqu+atXb2D5unoO6OT/7NbVbWL4oJ77wbdmZW09Iwf35/rHFvGPh+y85QazdXWbqHl7ExNHDWl1uSVr3mZC1SAigqamxGML3uJ9u4zp1GP6NjY08eirKzlqj/HbnlkqEimlLY+fjQhqNmxi+KDKXmlvaVHfcT+4bx6fOHCnLY9XlaTeZlHfw7p6gJCkQrOol6TS4SMtJUmSJAEW9ZIkSVLJs6iXJEmSSpxFvSRJklTiLOolSZKkEmdRL0mSJJU4i3pJkiSpxPmc+jZExApgUScXGwus7IFwusOYOsaYOsaYOqbQMe2cUhpXwO33ui7mbCj8v1Vrii2mYosHjKmjjKljCh1TXnK2RX0eRcSsYuvwxZg6xpg6xpg6phhjUuuK8d+q2GIqtnjAmDrKmDqmGGPqCpvfSJIkSSXOol6SJEkqcRb1+XVVoQNohTF1jDF1jDF1TDHGpNYV479VscVUbPGAMXWUMXVMMcbUabaplyRJkkqcZ+olSZKkEmdRnycRcUJEzIuI+RFxYQ9uZ6eIeCAiXoyIuRHxxWz86Ii4PyJeyf6OysZHRFyexfVcRBzQbF1nZvO/EhFn5iG2ioh4OiLuzt5PiYgnsvXfFBEDsvEDs/fzs+mTm63jK9n4eRHxwW7GMzIibomIl7L9dWih91NEfDn7d5sTETdExKDe3k8RcW1ELI+IOc3G5W2/RMR7I+L5bJnLIyK6GNP3s3+75yLi9ogYua3P39bvsK193NmYmk37t4hIETG2N/eT8qet70oPbaso83aYszsSU8FzdrZ8UeXtNuIxZxdaSslXN19ABfAqMBUYADwLTOuhbU0ADsiGhwMvA9OA7wEXZuMvBC7Nhj8E3AsEcAjwRDZ+NLAg+zsqGx7Vzdj+FfgNcHf2/mbg9Gz4J8A/ZcP/DPwkGz4duCkbnpbtu4HAlGyfVnQjnuuBz2bDA4CRhdxPwI7Aa8DgZvvnM729n4APAAcAc5qNy9t+AZ4EDs2WuRc4sYsxHQ9UZsOXNoup1c9PO7/DtvZxZ2PKxu8E3Efumehje3M/+crPq73vSg9tryjzNubsbcVTFDk7W0dR5e024jFnF/hV8ADK4ZX9I9/X7P1XgK/00rbvAI4D5gETsnETgHnZ8E+BM5rNPy+bfgbw02bjt5qvC3FMBP4MHA3cnX3pVzb7gW/ZR9mP69BsuDKbL1rut+bzdSGeEeSScbQYX7D9RO4AsThLFpXZfvpgIfYTMJmtk3Fe9ks27aVm47earzMxtZj2UeDXrf2+Nn9+2vgdtvdd7EpMwC3AfsBC3jlA9Np+8tX9V1vflV7cfsHzNubsjsRUNDk7W26rfJSvfdPVfNQynhbTzNkFeNn8Jj82//A3q87G9ajs0t7+wBPAdimlNwGyv+O3EVu+Y74M+HegKXs/BliTUmpoZf1btp1Nr8nmz2dMU4EVwM8jd3n5ZxExlALup5TSG8APgNeBN8l97tkUdj9tlq/9smM2nM/YAM4md2akKzG1913slIg4BXgjpfRsi0nFsp/UMQXJ2VBUeducvQ1FnrOhuPO2ObsALOrzo7V2ValHNxgxDLgV+FJKaW17s7YyLrUzviuxfBhYnlKa3YHt9kpM5M6SHABcmVLaH1hP7vJkW3pjP40CTiV3+XEHYChwYjvr7439tC2djSHvsUXERUAD8OtCxhQRQ4CLgP9sbXIhYlKXFWT/F0veNmd3TInm7K7Ekdf4zNmFY1GfH9Xk2mxtNhFY0lMbi4j+5A4Mv04p3ZaNXhYRE7LpE4Dl24gtnzEfBpwSEQuBG8ldzr0MGBkRla2sf8u2s+lVwKo8x1QNVKeUnsje30LugFHI/XQs8FpKaUVKaRNwG/A+CrufNsvXfqnOhvMSW3aT0oeBT6bsmmcXYlpJ2/u4M3Yhd3B/NvuuTwSeiojtuxBTXveTOq1XczYUXd42Z3dMMedsKMK8bc4usEK3/ymHF7kzDAvIfXk23+yxdw9tK4BfAJe1GP99tr5h5nvZ8ElsfTPIk9n40eTaL47KXq8Bo/MQ35G8c9PVb9n6Rpd/zoa/wNY3E92cDe/N1jfTLKB7N109DOyRDX8920cF20/AwcBcYEi2neuBCwqxn3h328y87RdgZjbv5puJPtTFmE4AXgDGtZiv1c9PO7/DtvZxZ2NqMW0h77TP7LX95Kv7r/a+Kz20vaLN25iz24unaHJ2tp7JFFHebiUec3aBXwUPoFxe5O6kfpncndwX9eB2Did3yec54Jns9SFybdD+DLyS/d38JQzgiiyu54EZzdZ1NjA/e52Vp/iO5J0DxFRyd4vPz36gA7Pxg7L387PpU5stf1EW6zy6eWc5MB2Yle2r32U/0ILuJ+AbwEvAHOCXWZLr1f0E3ECufegmcmcfzsnnfgFmZJ/vVeDHtLjxrRMxzSfXtnHz9/wn2/r8tPE7bGsfdzamFtMX8s4Bolf2k6/8vdr6rvTQtoo2b2PO3lZMBc/Z2fJFlbfbiMecXeCXPcpKkiRJJc429ZIkSVKJs6iXJEmSSpxFvSRJklTiLOolSZKkEmdRL0mSJJU4i3qpAyLib9nfyRHxD3le91db25YkqWvM2eqLfKSl1AkRcSTwbymlD3dimYqUUmM702tTSsPyEZ8k6R3mbPUlnqmXOiAiarPB7wLvj4hnIuLLEVEREd+PiJkR8VxEfD6b/8iIeCAifkOuYwsi4ncRMTsi5kbEudm47wKDs/X9uvm2Iuf7ETEnIp6PiE80W/eDEXFLRLwUEb+OiOjdPSJJxcucrb6ostABSCXmQpqd9ckSfU1K6cCIGAg8GhF/zOY9CNgnpfRa9v7slNKqiBgMzIyIW1NKF0bE+Sml6a1s6+/I9bC4HzA2W+ahbNr+5LreXgI8ChwGPJL/jytJJc2crT7DM/VS9xwPfDoingGeINdt927ZtCebHRwA/iUingUeB3ZqNl9bDgduSCk1ppSWAX8FDmy27uqUUhO57rgn5+XTSFJ5M2erbHmmXuqeAC5IKd231chcO871Ld4fCxyaUtoQEQ8Cgzqw7rbUNxtuxN+yJHWEOVtlyzP1UuesA4Y3e38f8E8R0R8gInaPiKGtLFcFrM4ODnsChzSbtmnz8i08BHwiawM6DvgA8GRePoUk9Q3mbPUZ/k9R6pzngIbskux1wA/JXUZ9KrvxaQXwkVaW+wNwXkQ8B8wjdzl3s6uA5yLiqZTSJ5uNvx04FHgWSMC/p5SWZgcYSdK2mbPVZ/hIS0mSJKnE2fxGkiRJKnEW9ZIkSVKJs6iXJEmSSpxFvSRJklTiLOolSZKkEmdRL0mSJJU4i3pJkiSpxFnUS5IkSSXu/wMe/BFl2ONvhAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
179
     },
Russell Luke's avatar
Russell Luke committed
180
     "metadata": {},
181
182
183
184
     "output_type": "display_data"
    }
   ],
   "source": [
Russell Luke's avatar
Russell Luke committed
185
    "\n",
186
187
188
189
190
    "orbit = Phase(orbit_config)\n",
    "orbit.solve()\n",
    "orbit.show()"
   ]
  },
Russell Luke's avatar
Russell Luke committed
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([883.20447742+0.j, 958.52965826+0.j, 926.34617645+0.j,\n",
       "       880.68538618+0.j, 825.54300243+0.j, 773.07508086+0.j,\n",
       "       698.48705478+0.j, 626.4131568 +0.j, 584.8858177 +0.j,\n",
       "       579.88407712+0.j, 579.56299673+0.j, 579.15724636+0.j,\n",
       "       578.58055471+0.j, 578.38104921+0.j, 578.04952981+0.j,\n",
       "       577.99483326+0.j, 577.84828477+0.j, 577.82355747+0.j,\n",
       "       577.76148611+0.j, 577.84204852+0.j, 577.74776066+0.j,\n",
       "       577.87126506+0.j, 577.8813203 +0.j, 577.9744831 +0.j,\n",
       "       577.9962863 +0.j, 577.95679019+0.j, 577.90372885+0.j,\n",
       "       577.94794881+0.j, 578.02848893+0.j, 578.06628065+0.j,\n",
       "       578.08287861+0.j, 578.11293544+0.j, 578.12941541+0.j,\n",
       "       578.0107627 +0.j, 578.05810167+0.j, 578.09341734+0.j,\n",
       "       578.11908645+0.j, 578.06466693+0.j, 578.06293017+0.j,\n",
       "       578.08359786+0.j, 578.06120968+0.j, 578.10053039+0.j,\n",
       "       578.10586529+0.j, 578.11905532+0.j, 578.19065614+0.j,\n",
       "       578.1769551 +0.j, 578.17673345+0.j, 578.24584829+0.j,\n",
       "       578.22589864+0.j, 578.2272977 +0.j, 578.30435781+0.j,\n",
       "       578.22401414+0.j, 578.21368422+0.j, 578.28671041+0.j,\n",
       "       578.2627717 +0.j, 578.28831296+0.j, 578.30734856+0.j,\n",
       "       578.27154423+0.j, 578.28127783+0.j, 578.29338606+0.j,\n",
       "       578.29015164+0.j, 578.32945499+0.j, 578.322644  +0.j,\n",
       "       578.25966563+0.j, 578.28742895+0.j, 578.3780137 +0.j,\n",
       "       578.29766223+0.j, 578.31967508+0.j, 578.33330603+0.j,\n",
       "       578.31076025+0.j, 578.30610114+0.j, 578.32792105+0.j,\n",
       "       578.27480438+0.j, 578.29049198+0.j, 578.35252505+0.j,\n",
       "       578.31401615+0.j, 578.30989295+0.j, 578.28840252+0.j,\n",
       "       578.26680374+0.j, 578.29395468+0.j, 578.30448567+0.j,\n",
       "       578.32953006+0.j, 578.29392571+0.j, 578.30691454+0.j,\n",
       "       578.2772081 +0.j, 578.30103502+0.j, 578.31409419+0.j,\n",
       "       578.26093058+0.j, 578.24680408+0.j, 578.24268123+0.j,\n",
       "       578.22966498+0.j, 578.29477041+0.j, 578.27501859+0.j,\n",
       "       578.20380148+0.j, 578.23678497+0.j, 578.25505683+0.j,\n",
       "       578.22095119+0.j, 578.26402232+0.j, 578.27594379+0.j,\n",
       "       578.27208073+0.j, 578.26866289+0.j, 578.20932531+0.j,\n",
       "       578.24688034+0.j, 578.31869635+0.j, 578.28724145+0.j,\n",
       "       578.25041504+0.j, 578.2641969 +0.j, 578.27665742+0.j,\n",
       "       578.28582804+0.j, 578.34280275+0.j, 578.28381188+0.j,\n",
       "       578.24703365+0.j, 578.24661535+0.j, 578.21119476+0.j,\n",
       "       578.28648849+0.j, 578.32553334+0.j, 578.32397383+0.j,\n",
       "       578.26997285+0.j, 578.24606886+0.j, 578.22281346+0.j,\n",
       "       578.23399157+0.j, 578.3018134 +0.j, 578.25195226+0.j,\n",
       "       578.25545256+0.j, 578.31592166+0.j, 578.31030799+0.j,\n",
       "       578.23302011+0.j, 578.27790736+0.j, 578.27184961+0.j,\n",
       "       578.27287604+0.j, 578.37376823+0.j, 578.34002144+0.j,\n",
       "       578.29484399+0.j, 578.25796766+0.j, 578.27606065+0.j,\n",
       "       578.2948184 +0.j, 578.30821918+0.j, 578.25985138+0.j,\n",
       "       578.2420871 +0.j, 578.27029055+0.j, 578.25723633+0.j,\n",
       "       578.24576868+0.j, 578.23879433+0.j, 578.27111327+0.j,\n",
       "       578.21614363+0.j, 578.2623132 +0.j, 578.21957433+0.j,\n",
       "       578.23166859+0.j, 578.25069311+0.j, 578.28795399+0.j])"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "orbit.output['gap']"
   ]
  },
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
Russell Luke's avatar
Russell Luke committed
286
   "version": "3.6.8"
287
288
289
290
291
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}