350 lines (349 with data), 340.1 kB
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "27c14876-fffc-44db-b543-b135b937bb40",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pickle\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import sys\n",
"sys.path.insert(0, '../')\n",
"import config\n",
"\n",
"parser = config.config_parser()\n",
"args, unknown = parser.parse_known_args()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "7c8e3f49-b593-4a55-a505-187f9d822961",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"#Name of the files used for saving train and test kinematics\n",
"\n",
"train_cond_tags = ['c1', 'c2', 'c3', 'c4']\n",
"test_cond_tags = ['c1_test', 'c2_test']"
]
},
{
"cell_type": "markdown",
"id": "a240c9a8-4d01-45c7-b7dc-d97f3aa27d38",
"metadata": {},
"source": [
"Save the experimental kinematics in the following format\n",
"\n",
"dict{ \n",
"\n",
" <'marker_names'> : <['marker_name_1', ..., 'marker_name_n']>,\n",
" \n",
" <'train'> : <dict_train>,\n",
" \n",
" <'test'> : <dict_test>\n",
"}\n",
"\n",
"dict_train and dict_test are Python dict objects with following specifications:\n",
"\n",
"dict{ <condition_index(int)>: <kinematics(numpy array with given specs below)>}\n",
"\n",
"condition_index: integer index of the current condition, starts from 0\n",
"\n",
"kinematics: numpy array with following shape: num_markers/targets, num_coordinates = 3, timepoints\n",
"\n",
"num_markers/targets: number of markers/targets recorded for that condition\n",
"\n",
"num_coordinates = 3: x[-->], y[↑], z[out of page] coordinates for the target. Values of np.nan will lock that coordinate.\n",
"\n",
"timepoints: total timepoints in that condition"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "0d625535-a0df-4db3-8b32-40dc2cf949b7",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"#Create a dictionary object to save later\n",
"dict_to_save = {}"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "8679a747-0617-4df8-be5d-0bcf9729c208",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"#First append the markers names to the dict_to_save\n",
"#In the monkey cycling experiment only the hand kinematics are recorded\n",
"#The marker name must correspond to a body name in the musculoskeletal xml file\n",
"\n",
"marker_names = ['hand']\n",
"dict_to_save['marker_names'] = marker_names"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "3c8cb451-2fb3-418d-909e-ceda437cf9ab",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1, 3, 702)\n",
"(1, 3, 803)\n",
"(1, 3, 932)\n",
"(1, 3, 1319)\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Now append the kinematics for the training condition to the dict_to_save\n",
"dict_to_save['train'] = {}\n",
"\n",
"for idx_cond, cond in enumerate(train_cond_tags):\n",
" \n",
" x_coord = np.load(f'./x_coord_{cond}.npy').reshape(-1)\n",
" y_coord = np.load(f'./y_coord_{cond}.npy').reshape(-1)\n",
" z_coord = np.ones_like(x_coord)*np.nan #As we do not record/have the z coord of the target, lock that coordinate\n",
"\n",
" cond_kinematics = np.array([x_coord, y_coord, z_coord])\n",
" \n",
" #As there is just one marker/target, expand the corresponding dimension\n",
" #Otherwise append the kinematics for other markers in that dimension\n",
" cond_kinematics = cond_kinematics[None, ...]\n",
" \n",
" print(cond_kinematics.shape)\n",
" dict_to_save['train'][idx_cond] = cond_kinematics\n",
" \n",
" #Plot the kinematics for sanity check\n",
" plt.plot(cond_kinematics[0, 0])\n",
" plt.plot(cond_kinematics[0, 1])\n",
" plt.plot(cond_kinematics[0, 2])"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "ffd24a92-0c05-4d59-a9c0-a2c89c303bbf",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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vu8uoMzsC21dNjePWJZmsy0vEpNNgt9v55JNPOHz4MAAmk4kbbriB50/a2Xywigi9hje/upKpiRFDWqMfu8vLDU/tobC+k4syo3npoRXofBd3V3k55bfdLhs38+aR+dyzqIfxOXR5RHYVNfHq4Wo+KWzA7ZW/ygweJ1dpWnnkm7cypY/1S6JE+zslWPfXARC2NJnoa6eMivFhP91Cy+Yz4JHQT48h/u68z3VK+dEOK/9TUsden8fGqBK4Jy2eh9ITSDME75UcTZyiyN+qm/nf8npsXhGdIPCt7GS+lpWIWvHmXHAUA2cQFANHIcCJV+DNL4Mkwoyr4AvPg7bvu7XqwlY++sspnDYPxggtl987i6zZfXttOjo6ePvttwM6m8TERK5Zt5qMj78Mjachfjp8aQuYBvfgdMdhdbPl2VNUF7ahUgmsu28W05Yk0dTp5IW9ZfxzX0XAqxEXpuPmxRnctiSD7Pi+Q0xVVVW88847NDXJGV+nPUkc86bz7L3LuGzG4B6VgahosXL1H3bT6fDw6OXT+Ob66Xja2ii/7TbcFZUYZs8m84W/oY4YnhHVnVari7eO1fDi9kKKLV3pw5fNSOD+i3NZNTUOQRCQvBKtr57Fnt8EAkRdmUP4xWmjWh/FUdxGy98LkNwihllxxN2Z97kLVzU43fy0tJZX6uWwnU4QuDs1jkezkkgKobYmlFQ7XHzvXDUft8h101ZFh/OnWVkh1QIpDB3FwBkExcBRAODMu/DKPbJxs+BOuOb3oO475n96Vw07N59DFCWSciLZ9PBcwqL6zsw7e/Ysb7/9NjabDbVazaWXXsrKlStRq9XQUQvPrZOzszJXwj1vg2Zod65er8infz/DuYMN2FUS9Qsjea+yGYdbvrDnxofx0Jpcrl+Y1iPbqT/cbjdvvf8Rp/OPAKAKj+Wxh+4NyWfj/RN1fPXFo2hUAm89tJTwHzyG/cgRtKmpZL/8EpqEgYXLQ0WSJD566kX+dqiWQ0kzkQTZK7MwM5pHL53K3KMtOE61gEog9vYZmOaG9vz94Sxtp+n5U+CRZI/RDVM/F0XnXKLIs9XN/Ka8HqtXfn/ekhzDd3NSxo3HZiAkSeLVhja+d64am1ckVqvmmVnZrIkduVGuMDwUA2cQFANHgZJP4cVbweuSjZtr/9irAjHIX3BHPiznwDtlAExbksTae2ai6cNw8Hg8bNu2LdAXLTk5mZtuuomE8y/iDQXw/BXgNMPyR+CKnw95+Ra7m/965jDv1bfi8l0nF2RE85VLp7A+LwnVELJ/JEnii387RGlxEZfqy9FIbiIiIrjttttIS0sb8trO5yv/OsKHp+r5bulHXHriY1QREWRvfhH91KkjnrsvJEmi9tv/wZntB3h3/iY+Sl2I0yNfXGei4l6VgWvvnItpdv9p7KOB/VQzLf8+AxJEbcoh4pKxq8Z8IThitvJYYSVFNlm4uzDCxE+npXFRVHCC9fFEic3Bl09XcMpiRy3A/0xL5760sX3/KMgoBs4gKAbO55y6E7KB4bZC3rXwhb/16bmRJIl9b5ZwbGslAIuvzGbpNTl93nlbLBZeeeUVKivlscuXL2fdunVo+quyW/gBvHS7/PyWf8Ksa4NauihKvHa0mv/96CzNFvnCkeAVuMSp4+tfXkDWMC7a752o5WsvHkOnVvHKfXPZ/dFbNDc3o9FouPHGG5k1a9aQ5+xOU6eTJx7/Pd/a/TwA6X/6IxGXXz6iOQfD29FB6fXX46mtw339rbyWupFXalvxq5IWZkbz/SvzWJI9tBDhSLHsraX9nRIQIP7+ORimxozp+ccCq9fLL0vreba6CQmI12r44ZQUbkme2BlJDq/It89W8VqDHGa7Ly2en0xNQ6MUdBxThnL9ViT9Cp8vOhtg8+2ycZNzCdz0XL/Gza6XiwLGzaovTGXZtbl9Gjd1dXU8++yzVFZWotPpuP3227niiiv6N24AZl4JKx+Vn7/9VWivHHTpJ6rbufHpvXzntRM0W5xkxZn43a0L+PH0DHJcKj76y+lAOnmwdDrc/Phdue7UI5dNYcHUdB544AGmTZuGx+Ph1Vdf5ejRo0Oa83yiLa1848jLALyXtxZxxZoRzRcM6shI0n75SxAEwk6beajWw6uE80BeMkatmmOV7dz8zD4e+sdhSposg08YIsJWpGBalAQStL5YiKfdMfhBE4jdbZ2sPXiWv/iMm1uSY9i1bCa3pcRNaOMGwKBW8Ye8TH6QmwLA32qa+XJBOc4htoxQGDsUD47iwfn84HbA36+G6kMQNw0e2AbG3nfQPTw3Alx6xwxmr+47VHPu3DleffVV3G43sbGx3H777b1DUv3hdcPfrpSbd+ZeCne/BX1cBDocbn7xYSGbD1YiSXKF4W+sm8a9K3PQaVR4PSLv/+k4VWfaCI/Rc/MTSzBFBqdv+PG7BTy/p4yc+DA+/MbqgGZHFEXeffddjh07BsD69etZtWpVcK+rG5IkUfXAg1j37KE8MYevLX+YL66eyn9dMzKvULDU/ehZvPaZAERuzCDysmwaOxz89uMiXj5UiSiBWiVw57JMvrV+BlGm0ReQSm4vjc+cwF1jQZcTRcKDcyd8WweXKPKL0nqermpEAtL0Wn41I4PL4ibn9+t7je08UlCBS5K4NCaCv87NJkz9+c2OG0sUD46CQl98+B3ZuDFEwx0v92ncABz5qCLguRnIuMnPz2fz5s243W6mTJnCgw8+GLxxA6DWwvVPg8YApdvh6N97DfnsbCMbf7uTFw/Ixs0NC9P49NuX8tCaKYG0a7VGxcYH5xCdZMLS5mTLs6fwege/q6xosfLP/eUA/Oja2T0EySqVimuvvTZg1Gzbto3du3cH/9p8tL/yKtY9exD0eiL++yd4VWr+daCCevPoey5cNRa87jz5edFWnCffASAx0sDPb5zLlsfWsC4vEa8o8Y99Faz99XZeO1LNaN/zCVo1cXfMRNCpcJWZseyuGdXzjTZFVgdXHyniKZ9xc09qHDuWzpy0xg3A1YnR/HNeLkaViu1tndx+vBSrJ3SNaBVCg2LgKHw+OPmaz4AQ5JYJcVP6HHZqZw0H3i4FYOVNU/s1bvbs2cNbb72FJEnMmzePO+64A+MQWwQAED8V1v6n/HzLD8EsX+zMNjfffCWf+/52iDqzg6w4E5sfXM5vb11AUmTvNHa9Scumh+eiNaipLWpn72vFg576/7acxe2VWDM9gTV9tGEQBIH169ezdu1aAD7++ONAy5RgcFXX0PjLXwKQ8PhjrLrsIpZkx+DyiDy1ffD1jQSvxUXLPwvAI6GO9eI8/TrNzz6Hq6IiMGZaUgTPfXEJLz6wjKmJ4bRYXXz71ePc8ud9FNZ3jOr6NHFGoq+W34PmLeW46qyjer7RQJIk/lnbzIbDZzlhsROrVfPCnBz+d0YG4Z+Dfk6XxEbwyoIpRGnUHDRbuedkGfYgbiwUxg7FwFGY/LSUwLvfkJ+v+Q+YsrbPYZWnW9j50jlAFhQvXJ/Z57jt27ezbds2AFasWMH1118vp4APl+VfgfQl4OqEbf/JgdIWrvjdTt44WoMgwP0X5/DRN9awYkrfNXf8xKaEsf5LswE48Vk1ZSea+x17vKqd907UIQjwvStmDjjvmjVruOSSSwDYsmULhw4dGvQlSZJEw09+gmizYVy0iNi770YQBB5fPx2Alw5WUdtuH2SW4SF5JVr+XYi33Ykm3kji11YRtmoluN00Pvlkr/Erp8bzwaOr+d6mmRi1ag6Vt3HV73fzvx8V4hzFu3LTkiQMebHglWh75SySd+KoBaxeL48UVPAfZ6uxixJrYsL5dMlMrkiIutBLG1OWRIWxeX4u4WoVe9otfOlUmaLJGUcoBo7C5MbjhFe/CC4LZF0Ml36vz2EtNRa2PHsKSZSYuTyZpdfk9Dlu+/btgdYi69atY+PGjaiG2cE6gEoNV/4Kj6Tmt8fg9mf3U2d2kB1n4rWHV/KfV8/C2Eel5L7ImRfP/MszAPj072cCfbLO5/+2nAXghgVpzEodPJRw6aWXBsJV77//fo+GuH1h+fRTLDt2gFZLyk9+jOAzAFdOiWdZTiwu7+h5cTo+qcBVZkbQq4m7ZxZqk5bE7/wHCAKdH36E/cSJXsfoNCoevmQKn3zrEjbNScYrSjy1vYSrf7+b/Kr2UVmnIAjE3DQNlUmDu86KZe/ECFWV2BxceaSINxvb0QjwX1NSeWn+lM9tAbyLIsP417xcjCqBz1o7+WpBBeLnT9o6LlEMHIXJzfafQ/1JMMXJGVN9dAS3dbh4/08ncDm8pE6L5tI7Z/aZLbVjx46AcbN+/XouvvjikC2zPmwmd+h/z++8NyFKcNPCVN5/dDWLsoaeRrzi+inEZ4TjsLr5+IWCQJdzP0cr29hd3IxG1eVRGQxBEFi3bh2LFi0C4I033qCqqqrPsaLdTsNPfwZA3L33os/N7bH/sXXyOV89XE2LpW8DbLg4itvo/ExeV8yN09Amyn2NDDNmEHX99QA0/t+v+tXZpEYbefquRTxz1yLiw/UUNVq48ak9/PyDMzjcoffmqMN1RG2SjemObRXjPqvq/aZ2Nh4+x1mrg0SdhtcXTOWRzMQJnyE1UpZHh/P3ubnoBIH3msz8uKT2Qi9JAcXAUZjMVB2CPb+Tn1/7B4hM6TXE6xX56C8n6Wx1EJVgZNOX56LW9v5Y7N27l88++wyQPTfDySjqj0PlrVz9h90c7IghHDtPav/Er6fkE6YfXidltVbFhvtno9GpqC5s4/Sunp6BP30qe05uWJg2pEaagiBw5ZVXBlLIN2/eTEtLS69xzX/+M+7aWjSpKcR/5eFe+5fnxjIvPQqnR+TfBwZPjw8Wb6eL1pfPgiT3lzLN76krSnj06wh6PbZDh7AOIpi+Yk4y2x5fww0L0xAl+PPOUq7+w24KakOvzTEtSkKXFYnkEml/pzTk84cCryTxk5Ja7j9VjsUrsjwqjG2LZ7Asuv+Gr5831sRG8GSeHNZ+pqqJ56ubLvCKFBQDR2Fy4rbDW1+R2zDMuxVmXtXnsP1vlVJXbEZrUHPVV+dhCO/tZj9+/Dhbt24FYO3atSHz3EiSxL/2V3D7X/bTbHEyMzmC9y5v5Xr1HtjxS/k1DJOY5DCWXy+LWPe+UUJnq+wZOFVj5pPCRlQCPHLZ0CsJq9VqvvCFL5CSkoLNZuPf//43dnvXOt01NbQ+/zcAkp54ApWptwElCAL3Xyx7Lf6xryIkOhdJlGh99RxipxtNkomoq3N7jdGmpBBzu1xcsfmppwfNlooJ0/HbWxfw3D2LSYjQU9xo4fo/7eH53WUhzbQSVAIxN0wFlYCjoAX72daQzR0KOj1e7jlRxp8qGwH4ckYCry6YOm57SF1IbkyK4Ykc+Ubqh0U1bG02X+AVfb5RDByFycmn/wMtRRCeDJt+2eeQ0mNN5G+TPQiXfzGPmOTeJeSLi4t5++23Abk68erVq0OyPJdH5PtvnuSHb53CI0pcNS+FNx5ZSfal90BUBnTWwcFnR3SOuZemk5wbhdvpZfu/zyJJUkD3cs38VHL6acA5GHq9njvuuIOoqChaW1t54403EH3Cyqbf/x7J5cK0bBkR69b1O8eVc1NIiTLQbHHyTv7I3fnWg3U4z7WBRkXcHTNR9aNZiv3SfQg6HfZjx7D5WmoMxrpZSYGUcpdX5MfvFXDfC4do6gxdeE2bHEb4ylQAzO+XjRvBcaXdyTVHi/iktQODSuCZWVn8aGoa2glet2c0eTQrkTtTYhGBrxRUcM46vsOOkxnFwFGYfNQeg/1Pyc+v/X2f9W7aG2188ndZKDt/XQZTFvbunF1bW8vLL7+MKIrMnTuXDRs2hKRBYofDzX0vHGTzwSpUAnxv00z+ePtCTDqN3MncL4Te9Wuwtw/7PCqVwGV3z0SlEag83cLuTyr48FQ9AF8dhvemOxEREdx6661oNBqKiorYsWMHjoICzO+8C0Dit7894N9Kq1Zx78psAP46Qo+Ip8WO+QO5V1j0pmy0Sf0bbtrERKJvvhmQvTjBEhum49l7FvOT62aj16jYfraJTb/bya6i0IUhItdmoDJp8DTasB6uD9m8w+Vgu4VNR4ootDpI0ml4c+E0rk+afK0lQo0gCPxiegYro8OxekW+dKqMTqVGzgVBMXAUJheiF977phyamvMFmL6x1xCvR2Trc6dxObwk50ax4obeNXE6OjoCRfxyc3O57rrrRp4tBdSbHdzyzD72FLdg0qn5671LePiSKT2NgXm3QfwMcLTDwb+M6HyxKWEsuVIOBx17txyNCOvyEpmeNPJuyKmpqVx99dWALMA+9Mc/giQRedVVGOfOGfT425ZkoteoKKzvHHamkiRKtL5WhOQS0eVEEbYiddBj4h64H7RabAcPYjtyJOhzCYLA3SuyeedrFzMjKYJmi4t7nj/IHz4pQhRH7nFRmbRErJU1HB3bKhCdnhHPOVxerW/lC/kltLg9zA038uGi6SyMDF6v9XlHqxL48+wsUvRaim1OHj1TqWRWXQAUA0dhcnH071B7FPSRsPGnfQ459F4ZTZWd6MM0bHxwNmp1z4+B2+3mpZdeorOzk4SEBG655ZaB+0oFydn6Tm54ag+F9Z3Eh+t55csruGxGb88Rag1c8h35+f6nwTWyInAL12cSEW9A7RRZ6dDwpYv7ToEfDgsWLGDJkiUA7IyOxhodRcLjjwV1bJRJy1XzZL3Ci8MUG1v21cop4ToVsV+YFlTLA21KCtE33ABAy1+GHgackRzB219bxW1LMpAk+PW2czz4j8OY7e4hz3U+4ctT0MQZEC1uOndUj3i+oSJJEr+vaODrZypxSRJXJUTx1kVTSTUE1/pDoYsEnZa/zs5GJwh82Gzmjz4Nk8LYoRg4CpMHSxN8/N/y87U/hIjkXkPqits5ukWuZnvpHTMJj+lZFViSJN5++21qa2sxGo3cfvvtGAy9KwcPlfyqdm5+Zi91ZgdTEsJ485GVzEkboCjarOshJgfsrXCkdwuHoaDWqrDNlj02i51aZpqGUXF5ADZu3EiC1Ypbp+PQpk2oU3pnq/XHnctkj8W7J2rpcAzNQHA32+n4qByAqCtz0MQF/7rivnQfCAKWHTtwlpUN6bwABq2aX9w0j1/eNBedRsUnhY1c+8eRZ1kJGhWRV8gGqGV3LV7ryI2mYPFKEt8vquFnpXUAfDUzkWdnKz2WRsJFUWH8bHo6AL8oreNA+9g1dlVQDByFycS2/wKHGZLnweL7e+122T1yXRgJZixPZuqi3t6TPXv2cOrUKVQqFbfccguxsbEjXtbh8lbueu4AHQ4Pi7JieP0rKwdPz1Zr4OLH5ed7/yAXLBwmHq/IPyuaKNF4UQF7XisKaRaQfeculn36KVq3mwZJCtQKCoaLMmOYnhSOwy3y1rHgC91JkkT7m0VIbhH9lCjClgZvVAHosrMJv/RSANr++c8hHdudW5dk8vrDK0mPMVLRYuPGp/fwzvGRiaaNs+PQpoQhubxYdo2NF8fhFXnodDl/q2lGAP5nWhr/OSX1c1/fJhTclRrHF5JiEIFHCipod1+40OPnDcXAUZgcVB+B4y8CAlz9W9lAOI/drxXR0ewgItbA6lt7F7grLy/nk08+AWDTpk3k5Iw8lLO3pJl7nj+IxelheW4s//jSUqJNQbr7598GEanQWQvHXxr2GrYWNFDTbudYHD7BcSuVp0OTiixJEs1//CNhVhuXRsheol27dlEWpFdEEATuWCp7cYYSprIda8RZYgaNipgbgwtNnU/sF+8BoP3Nt/Cah5/OOzc9ive+fjGXTE/A4RZ5dPMxfrPt3LCNSEElELk+CwDL3lq8Ftew1xYMZreH246X8H6TGZ0g8MzsLB5IH0LTWIVB+cX0dHKMOmqcbr59tmrUG7oqyCgGjsLER5Jg6w/k5/Nvh/TFvYZUnWnlzJ46EGDdfXnojT0NIIvFwmuvvRZonrl4ce85hsquoibu+9shbC4vq6fF87d7lw6teJ9GDyu/Lj/f+3sYZo+bf+2XQ3JXr8pk3qWyu3zfWyW9KhwPB8tn23EUFCCYTCx76CEWLFgAyJWObTZbUHPcsDAdnVoWG5+pGzzEI9rcmN+XDajIyzOHFJrqjmnZMvQzZiDZ7bS/+uqw5vATbdLx/L1LeGiNXH/n958U8fXNx4Zd/diQF4s2LRzJJdK5c/RaONQ5XVx3rJj9ZisRahWb5+dyXaKSKRVqwjVqnpqVjUaA95rMvFg3vmodTVYUA0dh4lP4HlTuA40RLv/PXrvdLi/b/10IwNxL0kmd1vMLXBRF3njjDSwWCwkJCVx99dUjTgc/UNrCg/84jNMjsnZmIs/eszjoflI9uOgeWTDdUgwlnw758LJmK3tLWlAJcNvSTBZdkY3OoKal2kLR4Yahr6cbfu8NQOydd6CJjWXTpk3ExsbS2dnJli1bgponyqRl7Uw5XPhmEGEq84fliFY3mkQTEf10ew8GQRCIvUf24rT+699InpGFDtQqge9fmccvb5qLRiXw3ok6bv3Lfho7hl4HRRC6vDjWfbV4O0PvxamwO7nuaDGFVgfJOi1vXzSNVTEjz65T6JuFkSa+FygCWE2ZLbRtShR6oxg4ChMbj0vW3oDs7YjsnSZ86N0yOpodhMfoWX597wq3u3btorS0FK1Wy80334xON7KMkRPV7dz/98M43CKXzUjgmbsWYdAOU6ipD4eFd8vPDzwz5MNfOiSHfS6ZnkBatBFDuJaFG+UL54F3SvF6ht/5uLv3JvZLX5KXq9dzgy9D6fjx45w7dy6ouW64SDZU3s6vwTuAZ8lZbsZ6SK4RE3PjVATNyL7CIq++CnVMDJ76eiw7d45oLj+3Lsnkn/cvI9qk5XhVO9f9aQ9n6zuHPI9hRgzajAgkt4hlT2i9OMU2BzccK6bS4SLbqOOdi6YyKzy04nOF3jySmciq6HDsosTjhUrq+GijGDgKE5vDz0NrKYQlwqpHe+1uquwk/2PfRf72GegMPUNE1dXVAVHs1VdfTWJiH2nbQ+BcQydf9GluluXE8vRdi9CN8CLM0gcAAYq3QXPwHbhdHpHXDssi1dt9OheA+WszMEXq6Gh2ULB7eIJYSZJofkY2uGLvvANNTJdXLCMjgxUrVgDw7rvv9mjl0B+XzUgk2qSlocPJvpLe/a0AJK9E25vy6zctTkKfPUAWWpCo9HqifAZZ+8uvjHg+PyumxPHWI6vITQijzuzg5mf2crBsaGEJQRCI9IUULfvrEB2hEacWWOxcf7SYWqeb6SYDby+cRqZRH5K5FQZGJQj8ZmYGJrWK/WYrz9c0X+glTWoUA0dh4uIww45fyM/X/gD0Pd3roijx2b8KkSSYtjiR7HnxPfa7XC7eeOMNJElizpw5zJ8/f0TLqW6zcddzB2izuZmfEc1f710yfM9Nd2JzYfoV8vODfw76sG0FDbRYXSRG6AMhIACtXs2Sq7IBOPR+GW7X0HUitkOHcJw4gaDTEXvvvb32r127lri4ODo7OwN9vAZCp1Fx1VzZff/Gsb4zh6wH6vA02FCZNIEO3KEg+uYvAGDZtQt3bei6QGfHh/HGV1ayOCuGDoeHu/56gI9ODa1CsSEvDk2CEcnhxXpw5NWNj3XYuPFYMc2+An5vLFR6So01WUY9/zlF9jT/tKSOcrsSqhotFANHYeKy7ymwt8lVfxfc1Wt3we5auaCfScPFt/TOmtq6dSutra1ERkZy1VV9N+MMFrPdzX1/O0Rjp5MZSRH8/b4lhA+zG3ifLPuy/DP/RXAEV2tl80HZc3Xrkgw05xUzzLs4lch4A/ZONwW7hn5Rb/3r8wBE3XgDmri4Xvu1Wi3XXXcdAMeOHaOkpGTQOW/0hak+OlWPzdXTW+G1ujFvk8XSkRuyUIeF7qKsz8nBtGwZiCLtr70WsnlBFh//64FlrMtLwuUReeTfRwKi72AQVAIRa3xenN01SCMIKe5vt3BzfjHtHi+LI028tmAK8boQvkcVguaLqXG+UJXIY0qV41FDMXAUJia21q5+U5d9v1dauMPq5sDbpQAsvSYHU2RPXc25c+c4fPgwANdffz1G4/D1By6PyMP/PEJRo4WkSD0vfGlJ8KngwZJ7KcRPB5cFTg1+Ea5osbK7uBlBgFsWZ/Tar1aruMinxTm6tQLPELJ9HOfOYdmxAwSBuPvu63dcZmYmy5YtA+D999/H7R64aN1FmTFkxZmwubx8fKZn1deOjyuQ7B60ySbClgyt5k0wxNx6CwDtr70+YrHx+Ri0ap656yJuX5qJKMEP3zo1pDRy08JEVBE6vB0ubPnD6321r93C7cdLsXhFVkWH8/L8KURpFePmQnF+qOrvtX2HZRVGhmLgKExM9v0RnB2QNAfyru21+8A7pTisbmJTw5izpmemjcPh4N135aaQy5cvJze3t/A4WCRJ4nuvn2BfaQthOjXP37uElKhREGsKAlz0Rfl5EJWNXz8qi1Ivnhrfb1HBmctTCI/RYzO75BT6IGl9/m8ARGzYgC4ra8Cxl112GeHh4bS2trJnz54BxwqCEAhTfXiyaz3ueivW/fLvUddMQVCHvvhc+Lp1sti4sTFkYuPuaNQqfnbDHB5bNw2Q08h/8t6ZoIwcQaMi4mI5pNG5s3rI6f0H2i3ceaIUuyhyWWwE/5qXS5hGqU58ocky6vlBrvx+/1lJLY3Osata/XlBMXAUJh7WZtjvyyi67PtwXhPM5upOTvtqh6y5dTqq88Iz27Zto7Ozk9jYWC6//PIRLeUPnxbzxrEa1CqBP915EbNTRy587Zf5t4NKC3X5UHe832GSJPGmT8fyhUXp/Y5Ta1Us3ODz4mypCCqjyl1fj/m99wBf08pBMBgMXHGFrB/atWsXLS0D36le6TNwPjvbiM3lkSsWv1sCEhjnxGGYEj3oOYeDSqcj6vrrATC/+daonEMQBB5bN52fXDcbgOf3lPGDt04F1agzbFkKgl6Np9GGs7g96HMeMlu540QpNq/IJTER/G1ODka18rU/Xrg3LZ75EUY6vSL/r3j06h19XlHe6QoTjz1PgtsKKQtgxpU9dkmSxK6Xi5AkmLookbQZPWvelJeXc8TXQfraa69Fqx2+luPjggZ+s01Og/7JdXO4tK/GmaEkLA7y5O7dHP1Hv8MOV7RR1WonTKdmw6ze/bi6M2tVCqZIHZY2J2f3Dy5ibf3HP8HjwbR0Kca5c4Na9uzZs8nNzcXr9fLBBx8M6LWYnRpJZqwJh1vks8ImHAUtvorFAlFXDt/TFgx+A6dz+3Y8bW2jdp67V2Tzf1+Yh0qQqzd/+9XjeLwDG5cqg4awRUmAXN04GI6Yrdx+vASrV2R1TDgvzM3BoBg34wq1IPC/MzJQAW82trOjdejlBBT6R3m3K0wsLI1w8Dn5+WU/kEM33Sg73kxtUTsarYqVN03tsc/tdvPOO+8AsGjRIrKzs4e9jJImC4+/nA/A3cuzuGNZ5sAHhAp/mOrEq+Dqu1LwG0dl782muSmDFhfU6NQs3CCv/ejWigHDH16LhfaXXwYg7v4vBb1kQRC46qqrUKvVlJSUcObMmQHH+r04H52oxfyBXLE4YnU6mtiRNz0dCMOM6ejz8sDtpuPDD0f1XDcvzuDJ2xaiVgm8cayGR186hmsQD1rYCvnv4jjbiqdl4NT7o2Yrtx0vCWhu/j43V/HcjFPmR5j4Urqc4fm9c1U4BjF2FYJnTN7xTz31FDk5ORgMBhYtWsSuXbv6HXvvvfciCEKvx+zZswNjXnjhhT7HOBxDrxiqMMHY/zR47JC2CKat77FL9Irsf0vO1pl/eQYR510Qd+7cSWtrK+Hh4axbt27YS+h0uHnoH4fpdHpYkh3Df149a9hzDZmcSyA6C5xmKHi7126H28t7J2S9ij8raTBmXZyKzqjB3Gin7ET/dTnMb7yJaLWimzKFsDVrhrTsuLg4Vq1aBcjZa54BhLxXzpW9TqaCNjwtDlThWiIu7T/UFkqirpP1XOa3e/9tQ82181N5+s6L0KlVfHCynkf+fWRAI0ebYEI/PQYkuS5OfxzrsHHr8RI6vSIro8P5x7wcTIpxM675bk4KSToNZXYXf6gcWYVxhS5G/V3/8ssv89hjj/GDH/yAY8eOsXr1ajZt2kRlZd+N9X73u99RV1cXeFRVVREbG8vNN9/cY1xkZGSPcXV1dRgMo3uHp3CBcZjhkM97s/pbvbw3Z/bW0VZvwxDWVa3XT1NTU0DketVVVw07a0qSJL71ynFKmqwkRxp46s4QFPIbCipVV2Xj45t77f7kTCOdDg+pUQaW5/RO3+4LnUHD7NWyiNVfFPF8JFGk9d//AiD27ruG1cri4osvJiIigvb2dvbv39/vuLlpUUyNNnKXKIcPIy/PRBXKlPsBiLrqKlCrcRw/gbM0uIahI2HD7GSe/eJi9BoVH59p5Oubj+Ie4A4+fKX8f7IeakDso37RGYud233GzfKoMP45L4cwtSIoHu9EaNT8eJp8Q/LHykYqldo4IWHUv5l/85vfcP/99/PAAw+Ql5fHk08+SUZGBk8//XSf46OiokhOTg48Dh8+TFtbG/edl44qCEKPccnJA2sNFCYBh5+XM6cSZsL0TT12uZ1eDr4rX5AWX5ndo5mmJEl8+OGHiKLItGnTyMvLG/YSnt9TztaCBnRqFc/cvYiEiAtQAXaez9gv2wkdPfUYfnHx9QvTUA2hw/a8y9JRqQTqis00lPeus2PdvRt3RSWqiAiirrlmWMvW6XQBUffOnTuxWCx9jhMEgccjI4lBRatOIGzp2H22NQkJhF0se5rM74y+FwfkNhrP3rMYnUbFltMNPPZSfr+aHMP0GNSxBiSHB1t+z1T6cruTW4+X0O7xsijSJGdLKcbNhOHahGhWRofjFCV+UhJ8VqNC/4yqgeNyuThy5AgbNmzosX3Dhg3s3bs3qDn++te/sm7dOrLOS0e1WCxkZWWRnp7O1VdfzbFjx/qdw+l00tHR0eOhMMFwO+TCfgCrHuuVOXX8k0psHS4i4w290sILCwspLS1FrVYHMnqGw4nqdn7xoawf+c+r81iQET3suUZETDZkrgAkONlVE6fF4mT7WblOSrDhKT/hMQamLpFF0n15cVr/JXtvom+8EVVY2PDWDcybN4+UlBRcLhefffZZn2O8nS7m1sp3sE9LDkJblWZwov3ZVO+8gzTMDu5DZc30BP581yK0aoH3T9bxrVeP99mTS1AJhPu0ONa9dQHBdq3Dxc35JTS6POSFGfj3vFzClVTwCYUgCPxkWhoq4N2mdva1930DoBA8o2rgNDc34/V6SUpK6rE9KSmJ+vrBMzbq6ur48MMPeeCBB3psnzlzJi+88ALvvPMOmzdvxmAwsGrVKoqKivqc5+c//zlRUVGBR0ZG78JnCuOc4y+CtREi02HuF3rscljcHN0qX5SXXZeLWtv1tna5XHz00UcArFy5krg+qu4GQ6fDzdc3H8Ptldg4O4m7lg9c/2XUmScXpuNEV/+k90/W4REl5qVHMTVx6F2hF6yTxcYlR5vo6CZidZWXY925CwSBmDvvGNGyVSpVwMg8evQoDQ299QYdn1Si8oicVYl86HZyaIg9nEZK+Nq1qCIi8NTWYfdl3I0Fl81M5Kk7F6FRCbydX8t3XjvRZwp52OJkBK0Kd70VV0UHzS4Ptx4vocrhIseo4+X5U4hWivhNSGaHG7krVf6O+q+iGrxKheMRMSbigfPj9ZIkBRXDf+GFF4iOjuZ63x2Vn+XLl3PXXXcxf/58Vq9ezSuvvML06dP5wx/+0Oc8TzzxBGazOfCoqqoa9mtRuAB4PbDnd/LzlV8Hdc/U7mMfV+J2eInPCGfaop7G9J49ezCbzURGRrJ69ephnV6SJL7/5ikqWmykRRv535vmD0uDElJmXS/XxGk4CQ2nAXjvuOzWvnZ+747qwZCQEUHajBgkUeLk9q6aHK0vvghA+Jo16DJHni2WlZVFXl4ekiSxZcuWHvvcTTasB+XXcWJqOADbzoyt6FKl1xPhC6WNdjbV+ayflcQfbpezq14/Ws333zzZK61eZdRgnJ8AQP3heu44XkKRzUmqXssrC6aSqPSWmtB8JyeFSI2KkxY7L9eNrXE/2RhVAyc+Ph61Wt3LW9PY2NjLq3M+kiTx/PPPc/fdd6PTDVz2XqVSsWTJkn49OHq9nsjIyB4PhQlE4bvQVg7GWLjo7h677BYXJz+TdSdLrspB6KY7MZvNAWHxxo0bB30f9cerR6p593gtapXA729fSJRpHFxATLEwfaP8/MQr1JsdHKqQvwz9adbDYf5aOVvpzN5aPC4votWK+Y03AYi5q3e/r+Gyfv16VCoVpaWllJV1iXk7tlaACIaZseQtlcNsH59pCLqtQaiIvFLWeHVs2YrkHXoz0pGwaW4KT966AJUALx2q4hcfFfYaE7YkGYcKHlZbOGGxE6fV8MqCKWQYQtwiRGHMiddp+GaWrDv7WWkdnZ6xff9NJkbVwNHpdCxatIht27b12L5t2zZWrlw54LE7duyguLiY++8fvFqqJEnk5+eTkhL6HjUK4wB/1eIlD4Cup/4jf1sVbqfsvcmZ37Nb+GeffYbH4yEzM5NZs4aXyl3dZuPH7xYA8M3101mUFTPIEWOIP0x18lU+OFGDJMHirBhSo4ffKiJrbjzhsXqcVg/FRxtpf/ttRIsFXXY2YasG/swOhdjYWBYtWgTAJ598giRJuGot2E82gwBRV2Szelo8Oo2KqlY7RY1jq0cIW7ECdVQU3pYWbIcOjem5Aa6Zn8ovbpwHwJ93lPKXnT2blQrp4XxvaTjHotVEIPDS/FymmpQs0snCl9LjyTXqaXZ7eKqycfADFPpk1ENU3/zmN3nuued4/vnnOXPmDI8//jiVlZU8/PDDgBw+uueee3od99e//pVly5YxZ86cXvt+9KMfsWXLFkpLS8nPz+f+++8nPz8/MKfCJKLmKFTtl8MxS3oau3aLixPbZe/N0qtzeoSN6uvryc/PB2RR+3BCSqIo8Z3XTmBxeliUFcPDl0wZ/usYDaZtBH0UdNRQdmQrAFfNG5mRr1IJzF4te05Oba+hzReeirnzTgRVaL8u1qxZg0ajobq6mrNnz9Lh6xZunJ+ANjmMML2GVVNkPcK2grENUwlaLREb5DpLHR+MbZjKzy1LMnhi00wAfvZBIa8clkPrkiTxH+eq2R0loPdK/KFUZG5E3/3GFCYmOpWKH0yRP8vPVDUpfaqGyagbOLfeeitPPvkkP/7xj1mwYAE7d+7kgw8+CGRF1dXV9aqJYzabef311/v13rS3t/PQQw+Rl5fHhg0bqKmpYefOnSxdunS0X47CWHPA572ZcyNE9EwXzt9WicfpJSEzgux5Pb03fq/hrFmzSE8fXpG4fx2oYG9JC0atml/fPB/1ENKuxwStIdC6YWrzJwjCyMJTfmatSkWlFmgo76C53oVgNBJ1/XUjnvd8IiIiAt3GP9nyMfYzLSDIdW/8XJ4nh7I/GWMdDkDkJjlM1bl1K9IgndBHiy9fMoUvr5FbVHzv9RNsPV3PL8vqebm+FTXwi5MO5hRZcNUoGTeTjSvjo7go0oRdFPl1+eBJOQq9GROR8SOPPEJ5eTlOp5MjR46wplsV1BdeeIHt27f3GB8VFYXNZuPBBx/sc77f/va3VFRU4HQ6aWxsZMuWLaxYsWI0X4LChaCzHk69IT9f1tM7J3tvZCHskvO8NyUlJZSUlKBSqYZdsbis2crPP5C1D09cOZPs+OGnRo8qs64HYJP6EMuyokmKHHmYwhSpY8pFcsp4TdpqIq+6EnXE0LOyguHiiy9Gr9fT1NZMiaoB00VJaBO6vBGX58nrOFbVTlPn2BY/My1dijo2Fm97O9b9B8b03N353qaZ3LwoHVGCr7x4lN8dk28I/3dGBhuSogGwHlIugJMNQRD4Ya6cMPDvuhZKbUrxv6Gi1O9WGL8cfh5EN2Qsg7SLeuw6ub0Gj097kz23K/VbFMWA92bJkiXExsYO+bSiKPEfrx7H7vayamocdy27wCnhA5F7CRYhjEShnXszQ+flmLVI7orekLgE07VfGGT08DEajSyfvRiAo9pSwi7tWb8nJcrInLRIJAk+KxxbLYKg0RCxUa7hNdbZVD3WIQj8/Ma5zJsSi9croTvWwn0RUdyZGhcogmjLb+yzsrHCxGZlTDhrYyPwSPCLMqX431BRDByF8YnbIRs40Mt743Z6A5lTF23M6uG9KSwspL6+Hp1O18NTOBRePFjJ4Yo2wnRqfnnTvCFVBB5rqjq8bPEsBGCNZ1/I5jUe/4xwSzWiWkd5x9CNxKEwvTYOg6SlQ7Bzuupsr/1rfV3adxQ1jeo6+iIQpvr44wsWpgI43Gnj+BQjYowOwSOxY1spDR0O9LnRvsrGXhynWy7Y+hRGjx9MSUUA3mlsJ7+j7wa7Cn2jGDgK45PTb4K1SS7sl3dtj11n9tbisLqJjDcwZWFCYLsoioHquCtWrCBsGBV3Gzsc/NKXlvvtjTNIjxnf4s33TtTxgVfWsZiK34cQVN6VJAnza6+QWrsbkHt8jVaatqOkHancyjwxG4Bdu3bhPS8t+5IZ8v94d1Fzn9V9RxPTokWoY2MROzouSDYVQKHVzhdPluEU4OLLs8mND6PW7OD+vx/C5vZiWigbgNZjSrbNZGR2uJGbkuTszZ+W1g4yWqE7ioGjMD458jf55+J7Qd1VldXrFcnfJmeTLFyfiapbl+SCggKamprQ6/UsX758WKf90XsFdDo8zE+P4p4V2cNd/Zjxwck6dotzcavDoKMGag6PeE77sXycRcUkm0+i1gi01lpprOgMwWp7IkmSXPcGWLxwESaTiba2Nk6dOtVj3Pz0aCIMGsx2N8er20O+joEQ1GoiLl8LQOfHn4zpuQHqnC7uOF6K2eNlcaSJ5xZO4YX7lhIXpuNUTQdf33wMva88grOoDW+Ha8zXqDD6fCcnGZ0gsKvNwp620H8WJyuKgaMw/mgogKoDoNJ0dc72UXKkkc5WB8YILTNXdGUMiaIYEKuvXLlyWN3CPyts5P0TdahVAj+7ce74y5o6j+o2GydrzLgFHaK/6F/ByBtEtr8it3+I27g2IDY+szf08X9nUTuuig7QqIhblxtIFNi5cydiN0+URq1i9TT5Ir7j7NiHqSJ8QvXOTz4Zs95UAFaPl3tOlFHrdDPNpOcf83IxqVVkxpl4zteB/NPCRn66twxtRjhIYDuueHEmI5lGPXf4Wjj8X1n9mBe+nKgoBo7C+OPIC/LPGZt6pIZLkhToOTXvsnQ0uq5mgidPnqS5uRmj0RhIPR4KNpeHH74lew7uvziH2alRw1//GLH1tCwqXpwdi37eTfLGgrdhBF9+XrM5IKiNueVm8lbKRmTRwXrcIRSxSpJEx8ey9yZ8eQrqSB1Lly7FYDDQ0tLC6dOne4xfM00OU+28ADoc04oVqEwmPA0NOM7zLo0WXkniKwUVnPRVKf7XvFxiu/WXWpgZw+9uW4AgwD/3V/BalGyM244qBs5k5dHMRHSCwH6zlT1KI86gUAwchfGFywbHX5KfL7q3x67qM220VFvQ6NXMuaSrto3X62XHjh2A7L0xGIaeKv3UZyXUtNtJizby2Lppw17+WLLltJwavHF2Mky9HLQmMFdB/Ylhz2l+510kpxP99OkY5s8nbXoMEXEGXA4vpcdCZ1w4S8y4KjtBIxDh+1/q9fp+vThrpssGzvGqdtptYxuGUel0hF0iC9Y7t308Juf87+IatrZ0YFAJ/GNuDllGfa8xV8xJ4QdX5gHwq1M17FZ5cNdZcddbx2SNCmNLqkEXaMSpeHGCQzFwFMYXp98EpxmiMyF3bY9dJz6TtTd5K1IwhHX1gyooKKC1tRWj0TisYo+VLTb+sqsUgP+6ZhYm3fjvxNxicXKoXO49tWFWEmiNMMX39zo7vJRmSZIC4anoW25BEAQElRDw4pzZGzqBY+ensicubEky6oiu/klLly6V6+I0NVFY2NWDKTXayLTEcEQJdhc3h2wdwRIIU308+gbO89VNPFstv8bf52WxKKp/sfz9F+dw9/IsJODH2CnFi1Xx4kxaHs1KQq8SOGC2sqtN8eIMhmLgKIwv/OGpi74I3VoDtDfaKD8lp8HOu6zLeyNJErt3y9k+y5cvR6/vfac7GD/9oACXR+TiqfGysTAB+ORMI6IEs1MjyYj1ZXrNkFOaOfvBsOZ0nDqNs6gIQacj6pqrA9tnLE8GAWrOtmNuso906TjLzThLzaAWiLgko8e+7iHGXbt29bhLvcTnxbkQOpzwSy5B0GpxlZXhLCkZ/IBh8klLBz8skgtYfj83hWsTowccLwgC/3XNLFbkxmETJb6Hjbqj9UhjnG2mMDYk67XcrXhxgkYxcBTGDw2nofpgn+Lik9urQYLM2XFEJ3WlbhcVFdHQ0IBOpxuW92ZPcTNbTjegVskXiuH0rLoQ9AhP+Zm2ERCg7jiYa4Y8p/lNuWt4xLp1qKO6NEiRcUYyZsppqoX7Ri427vR54sIWJaGJ7m2QLlu2DI1GQ11dHeXl5YHt/jDVzqKmMf9iV4eHY1ohZ+aNVpiqwGLnodPliMBtybF8PTMxqOO0ahV/uvMiMmKM1CLxQ4sZS1HrqKxR4cLz9cwkDCqBQx1WdigZVQOiGDgK44ej/5R/ztgEEV2eFJfDE8jimb+2Z18pv/dm0aJFQ86c8nhFfvSuLGa9e3kW05NGpx1BqLE4PezyhWl6GDjhCZDhM/LODS1MJbpcmN9/H4CoG2/stX+mL0x17uDI7hpd1Z04zraBioD25nzCwsJYuFAuXrhnz57A9qU5sRi0Kho6nJxrGHv3/GiGqRqcbu4+UYrVK7IqOpz/nZE+JGM7NkzHs19cjFElcAQvP33vTMjXqDA+SNJruSdVzir8leLFGRDFwFEYH3jdcPJV+fmCu3rsKtxXj9vhJTrJREZeV1XdyspKKisrUavVw+pF9u8DlZxrsBBj0vL4uukjWv5YsuNsEy6PSHacielJ4T13BsJUQzNwLJ9+hmg2o0lKImxF7xpCOfMT0OrVdDQ7qC/tGO7S6fB5b0zzE9HE9W+QrlixAkEQKC4upqFBzhYzaNUsz5Xd8zvOjb3OJGLtWhAEHKdO4W4M3fltXpF7TpZS43Qz1aTnr3Oy0Q2jc/vM5Eh+tV7uPv5Sk5mX9leEbI0K44uvZSaiVwkc7rCxr10RlfeHYuAojA+KtoGtGcIS5YwgH5IoyeEpZO2N0K02jd97M3/+fCIjI4d0ug6Hmyc/PgfANzfMIMqkHeSI8YM/PLVhdnLvu/wZV8o/y3aCM3j3tT88FXXddQhqda/9Wp2a3AVyiOjcweE1dnTXW+V2AgJEXJYx4NjY2Fjy8uQMob179wa2XzxVvnPdWzL2bQk08fEY5s4FwLpzZ0jmlCSJxwsrOd5pJ1ar5l/zconWDl/kfuUlOTyol0O4//nOaY5UKKGqyUiiXsttyfLN3u8rQteDbrKhGDgK44PjL8o/590C6i5jo+pMK+0NNnQGtSx29dHY2Mi5c7KBsmrVqiGf7tmdpbTZ3OQmhHH7koEvtuMJl0cMNJ3cOLsPQXT8dIjNBa8LSj4Nak53YyMWn7EYdf31/Y6bvkw+X/HhRrzeoRe883tvjHPi0SYO3gLD/389efIkZrMZgJVTZAPnYFkrLs/YFd3zE37pJQB0+opKjpTfVzTydmM7GgH+OieH7D7SwYeCoBJ4ZHEml6LBLUo88u+jNFuULtSTkUcyE1ELsL2tk+OdSo+qvlAMHIULj60Vzn4kP59/e49dp3fLqckzVqSgM3Td2e7fvx+AmTNnEhcXx1Bo7HDw3K4yAL6zcSYa9cT5GOwtaabT6SEhQs/CjJjeAwShy4tTGFw2Vce774HXi3HBAvS5Of2OS58RgzFSh8Pqpur00DwD7iYb9hNy9tNg3hs/aWlpZGVlIYpi1/87OYLYMB02l5cTY9y2AeRsKgDr3n2IrpHV49nSbObnvg7RP5+ezoro8EGOCI6wBYl8HyPZyHqlr794DM8wDFKF8U2WUc8NifJ3wB8UL06fTJxvdoXJy6nXQXRD8lxInhPYbDU7KT8ui2lnX5wa2G6z2ThxQi5mNxztze8/LcLu9rIwM7pvL8g4ZmuB/EW2flZS/13Op18h/yz+eNDmm5IkYX7LF5664YYBx6rUKqYtljN7hhqm6vRlwRnyYtGlBn8h93txjhw5gsPhQKUSWOHT4ewpHvswlWHWLDQJCUg2G7aDw2++WWi180iBrJG5Ly2eu32i0VCgTQ8nItbI/2DEqFGxr7SFX287F7L5FcYPX8uSP4/vN5kpsjou8GrGH4qBo3DhyfeFp+bf0WNz4b46RFEiOTeKuLSui+KRI0fweDykpKSQmZk5pFOVNlnYfFAOlXz3ipkTJi0cZGPk0zNyeGr9QPV6MpaBLkLWNNXlDzinXPumGEGvJ/LKTYOuYcYyOUxYdrwZl8MT1Lo9Zie2fHndwXpv/EybNo34+HhcLhf5+fkArJwqGzh7S8a+4J8gCIEwlcVXPXuotLo9fPFEWSBj6sdT00K5RARBwDQ3nmzU/FeK/Ld6ensJW08PTzulMH6ZGWZkY3wkEvCnSqXA4/koBo7ChaXpLNQelWvfzL05sFkSJQp84anZq7u8N16vl4MHDwJyYb+hGii/3noOryixdmZiICNnonC6toP6DgdGrTrgxegTjQ5y5YswxQN3wA7Uvlm/HnXE4GnyCZkRRCeZ8LhFSvODK7hn2V0DXgldThT6zKGJwQVBCBT+O3jwIKIoBnQ4xyrbsYewP1aw+MNUlu3bh5yi6xYlHjpVToXDRaZBx19mZ6MdhaauxnmyIHx1nZv7lmcB8K1XjlPerGTcTDYezZRvdl5raKXGoXST745i4ChcWPx9p6aul+u4+KgubKOj2YHOqGHKoq6CZwUFBXR2dhIeHs7s2bOHdKpTNWbeP1mHIMB3rpgRkuWPJZ/6xMUXT4vHoO2d6dSDqXLNFor7r9nSo/bNDdcHtQZBEJi+VP5CLTo4eNxftHuwHpA9B/3VvRmM+fPno9fraW1tpbi4mOw4E6lRBlxeMdCuYiwJW7ECQavFXVWFq6xsSMf+d3ENu9sthKlV/H1uDnGj1BZEmxqGJt4IHpHHMuNZnBVDp9PDw/86ckGMQoXRY1FUGKuiw/FI8EyV4sXpjmLgKFw4JEnW3wDMu7nHrtO75Uq8M5Ylo/V1DZckiX379gGwePFiNJqhXRx+90kRANfOT2Vm8tA8CeOBT3wGzuUzg6hw6zdwqg+Cva3PIYHaN8nJhC3vXfumP6Ytlg2c6sI2HBb3gGMt++uQXF40SSYMM/oQRQeBTqfjoosuAuDAgQMIgsCKKRcuXVwVFobJVzXb8tn2oI/7V20Lf62Rw2p/yssiL3xohSmHgiAIGOfJfyP3yRb+eMdFxIfrKKzv5P+9MzYd0RXGjkez5M/kv2pbaXMHFzr+PKAYOAoXjpoj0F4B2rAuYSxg63BRlu8TF3cLT9XU1FBbW4tarWbx4sVDOtWpGjPbChoQBPj62onRLbw7jZ0Ojle1A7A2GAMnOgMSZoIkQun2PocMVvum36mTTMSlhyOKEqXH+w9TSW4Ryx7ZUI24ZGiVec9nyZIlAJSUlNDU1MTKKRdOhwMQfumlQPA6nIPtFp44J9dz+m5OMlckRA1yxMgx+cJUjnNtJOo1/P72hQgCvHK4mrfzh97KQ2H8siYmnDnhRuyiyD9rx97oH68oBo7ChcPvvZmxCXRdHZML98vi4qScyB7i4sOHDwMwe/ZswsOHllL7+27em6mJoUnHHUu2F8qGxLz0KBIjDcEdNECYytPa2lX75rrrhryeqRfJRlbJkf5d4tajDYgWN+ooPab5Cf2OC4bY2FhmzJDDigcPHgwIjU/VmDHbBvYijQZ+obHt6FG8HQNXdm5wunngdDluSeKahGgeyxqbzD1NkglNghG8Eo7CVlZOiefrl00F4AdvnqKiRdHjTBYEQeDLGfJn7K/VTbgGyZ78vKAYOAoXBtELp96Qn8+5KbBZkiTO7pc1G3m+/kcAdrudU6dk17r/bj5YTtWY2TqBvTcAH5+R9S5BeW/8BAycT+RwYDc6PvwQvF4Mc+YMWPum36l9uqj+wlSSKGHZKXsswlenIYSg1pBfbJyfn0+MXiA3PgxRgv1lY3/HqsvIQJebCx4P1m79ss7HJYo8eLqcRpeHGWEGnpyZMWaZe4IgYJwjh6nsp+W/0aOXT2NJdgwWp4evbz52QYolKowO1yVGk6zT0uDy8FZj+4VezrhAMXAULgyV+8BSD4aoHq0Zmio7aa21otaomLq46073+PHjeDweEhMTSU8fmlh1ontvHG4vu33NNdflDeHuP3MFaE3QWSd3au9GxzvvAhB1zdXDWtNgYSr76RY8LQ4Eo4awJcl9zDB0cnJySEhIwO12c+zYsYAXZ98F0OEAhK9ZAxDwhPXFj4prOWi2EqFW8bc5OYRpgg8FhgLjbPlv5ChsRXJ70ahV/O62hUQZtZyoNvN/WwrHdD0Ko4dOpeL+dNmgfaayUWnCiWLgKFwo/OGpvGtA01WevtDnvclZEI/eKIuIJUkKhKcWL148pDvgnt6bqSFa/Niyv7QFm8tLUqSe2alDEEdrDZC9Wn5evC2w2VVZif34cVCpiLzyymGvq78wlSRJdO6Qaw2Fr0hBpQ/NRf38lPFlOXIvngNlF6bfUtjFFwNg3bO3z4vJa/WtAVHxH2dlkWsaWRuG4aBNC0cdpUdyiziK2gFIjTbyf1+YB8Czu8oCrT8UJj53p8ZhVKkosDrY3Wa50Mu54CgGjsLY43XD6bfk593CU16PSNEhORQzc3lXeKqyspLm5ma0Wi3z5s0b0qme2l4MwNXzUpmaOHidl/GIPz187cykoYc3pq2Xf3arh2N+7z1ATnfWJAxfG9NfmMpZasZdbQGNivCVqf0dPizmzZuHXq+nra2NVJXcTLSwvuOC6HBMixch6PV46utxlZT02HfaYuc/zspG3uNZSWyMH31RcV/IYSrZi2M/1SXI3jA7mXtXZgPwrVeP09ChVMGdDERrNdyeIhv+z1QFV6dqMqMYOApjT+kOsLeCKR6y1wQ2V5xqwWFxY4rUkZHXlVLs997MnTsXgyFIgS1Q1mzlw1OyR+irl00J0eLHFkmS+OTMENLDz2fKWvln1QFwWZEkKRCeihxmeMpPf2Gqzh2y9iZscRLqcN2IznE+Op0uYOSWnDlBTnwYkgSHL0DXbJXBgMmXzdc9TNXu9vClk2XYRYnLYiP4dk5oQnTDxR+msp9pRerWk+p7m2YyKyWSVquLb76SjygqIY3JwIPpCQjAJ60dnPuct29QDByFsee0nJ7MrOtA3VXLxi8unr4sGZVPlGq1WikoKAAYcmr4s7tKkSS4bEbChKx7A3C2oZOadjt6jYpVU4fRryg2F6Iy5e7ilftwnDqNq7wcwWAgYt36Ea/v/DCVq86K81wbCBCxOrQtCPwsWrQIgMLCQpaly13JD16oMJWvV5Z1z14AREniqwWVgUrFT83KQn2B24HosqNQhWmR7B6cZebAdoNWzR/uWIhBq2JPcQt/31d+4RapEDJyTHo2+TyGf/mce3EUA0dhbPF64KxcPZfZ1wc2Oyxuyk/KLvSZy7vuePPz8/F6vaSkpJCaGny4o7HTwWtHZE/Cw5dMTO8NEPDerJoaj1E3DC2LIECuz0tWuh3zu+8AELF2LerwsAEODI4eYSqrO5A5ZZwbjyZudArZJScnk56ejiiKZAvy3+fC6XBkA8d26BCi08mvy+v5pLUDg0rgr3OyidGOTqXioSCoBIyz/GGqnoLsKQnh/ODKPAB+8WEhRQ2dY74+hdDjTxl/taGVFtfnt/CfYuAojC0Ve+TKusZYyFwZ2Fx0uAHRK5GQGRGofSNJEseOHQO67tqD5YU95bg8Igszo1nqE6NORD4ZTnr4+eReBoBUvJ2ODz4ERh6e8hOdZCIuLQxRlKg8WI/NF6qKWDO8tgzB4n8/WGuKAIlTNWaszrH/ItdPm4YmMRHJ4eD9g8f4dbn8//rfGRnMjTCN+Xr6w+APUxW0IJ0XirpreRaXTE/A6RF57OV8JXV8ErA0Kox5EUacosSLdZ/fwn+KgaMwtpyR9R/MvLJHeMovLvb3OQK5cnFzczMajYY5c+YEfYpOh5t/7q8AZO/NROoY3p02q4tjvurFl+eNwMDJkT041uPn8DY3o46OJtyXARQKcnxF/Cz760CU0GVHoksfXUH37Nmz0ev1dHaYmRfhwCNKHK3suyXFaCIIAmGrVlETn8g3HbKH7b60eG5JHl9GtWFqNIJejdjhwlXd00sjCAL/94V5RJu0nK7t4HefnLtAq1QIFYIg8KU0OaT9Qk0zns+pvmpMDJynnnqKnJwcDAYDixYtYteuXf2O3b59O4Ig9HoUFvas1/D6668za9Ys9Ho9s2bN4k1f2XmFcYwoQqEvPJV3bWBzZ6uDuhIzCDB1UZeBk5+fLw/NyxuSuPilg1V0OjzkJoSxfih1Y8YZu4qbkSSYkRRBStQIwj3hiZA4m44KeY7IKzchaLUhWiXkLkhADUS3y4LGiItHR3vTHZ1Ox/z58wGYa5DvUC+UDkdz8Sp+9OA36NRoWRxp4kdTQ5s5FgoEjQrDTNno8hf9605ipIGf3zAXgKe3l3D4AjQxVQgt1yfGEKtVU+N0s63FPPgBk5BRN3BefvllHnvsMX7wgx9w7NgxVq9ezaZNm6isrBzwuLNnz1JXVxd4TJvWVYF237593Hrrrdx9990cP36cu+++m1tuuYUDBw6M9stRGAm1R6GzFnQRkHNJYHPxYVlHkTo1mvAYuVaI2+0OVC5esGBB0Kdwe0X+ulvu8PzlNbmoVBPTewOw85wc7lkzfRji4vMQ0y6ms1o2EiOvvmbE83UnPiOcqdE6dIKAFK7F4NN7jDZ+0bnWUo8R1wXT4fwqYwZFmblEWjp5KjkCnWp8OsYDRf9ONfdZt2fT3BRuuigdUYJvvnIcywUI+SmEDoNaxZ0p8v/8+ZoL07PtQjPqn8Tf/OY33H///TzwwAPk5eXx5JNPkpGRwdNPPz3gcYmJiSQnJwce6m7NAJ988knWr1/PE088wcyZM3niiSe4/PLLefLJJ0f51SiMiDOywJXpG+QidD6KDsvhqWlLurwt586dw+FwEBkZSU5O8K0EPjxVT32Hg/hwPdcvHH1PwmghSRK7ivwGzsj6OAF0NkYjelRoI8C4cMGI5+uBBLl6+aukKVyHMEZGZWJiIhkZGSBJTFM3k1/VjsPtHZNz+3mzoY1/tFgQJIkf/O1PRB4cvzdZhhkxoBbwtDjwNNv7HPP/rp1FWrSRylYb//NewRivUCHU3JMWjwrY1Wb5XKaMj6qB43K5OHLkCBs2bOixfcOGDezdu3fAYxcuXEhKSgqXX345n332WY99+/bt6zXnxo0b+53T6XTS0dHR46EwxkhSN/1Nl8C1vcFGU2UngkpgysKuC7k/PDV//nxUQ7gj/tse2Xtz1/JM9GNcFj+UnG3opKHDiUGrYkn2yPUcHQdLAYjM6ERorxjxfN1xFLaic3pxSxInqq1jWk/FLzaeoW3B5fFyonrsXPFFVgff8hXze7CxgqUFx7EO0LbhQqPSa9DnyunDjjN9e7siDVp+fct8BAFeOlQV8CIqTEwyDLpAkcnPoxdnVA2c5uZmvF4vSUk9dRBJSUnU19f3eUxKSgp/+ctfeP3113njjTeYMWMGl19+OTt37gyMqa+vH9KcP//5z4mKigo8MjIyRvjKFIZM4xloLQW1vqu6Ll3em4y8GIwRclG4zs5OiovlCsRDCU/lV7VzrLIdrVrgzmVZoVv7BcB/YVmWE4dBOzJDzdPWhmWf7FmIyrbLhRZDiGV3DQBVIlgtbupLxs7ImDVrFjqdjjAcJAmdHByjxps2r9xE0+YVWRUdzn/kyt5C6/7947oHkDHPX/Sv/7/T8tw4vrgiG4An3jiphKomOP7+VK/Ut9LhGVsP54VmTILF52exSJLUb2bLjBkzePDBB7noootYsWIFTz31FFdddRW/+tWvhj3nE088gdlsDjyqqqpG8GoUhoXfezNlLejlDBtJkgLZU9O6NdY8ceIEkiSRkZFBXFzweo4XfN6ba+alkhAx9n1/QsnOc/LdVkjCU1u2gseDPiMWfaQHSrePeE4/rhoLzlIzqECcJlef7qv55mih0+kCGXbTNM1jpsP5/rlqCq0OEnQanp6VRfiC+QhGI96WFpznisZkDcPBLzR2VXQgDtDe4jtXzCAz1kRNu52ff3BmrJanMAqsig5nmkmPzSvySv3nSzw+qgZOfHw8arW6l2elsbGxlwdmIJYvX05RUdeXRnJy8pDm1Ov1REZG9ngojDFnP5B/5nWFp1prrbTV21BpBHIWyBdySZIC4amheG8aOxy8f7IOgPtWBa/ZGY/YXV4O+rJYLgmBwLjjo48AiNrga9tQtkMOGYYAv/fGODeBDJ+Gqiy/aUy9GP73SZaqjeMVzXi8o1vHZXNdCy/Vt6ICnp6VRaJei6DTYfKFy2z7943q+UeCJtaAJskEIjjO9p9Wb9Jp+OVNckuMfx+oZG/x5y+8MVkQBIEvpcvfr3+rbkYcxx7GUDOqBo5Op2PRokVs27atx/Zt27axcuXKfo7qzbFjx0hJ6Wq+uGLFil5zbt26dUhzKowhHXVQlw8IMK1LO+UPT2XNjgt0Dq+vr6epqQmNRsPs2bODPsW/DlTi9koszophbvqFaWwYKvaXteDyiKRGGZiSED6iuTzNzdgOHgQg4ub7QGMEWws0FQ5y5OB4zc6uwn6r08icFYdaq6Kj2UFrrXXE8weL39OnFUQSvU2cqRu9arxnLHa+f06u1vydnGQujumq9xO2YjkA1v3jV2gM3cJUhQPfza+YEsddyzMB+M7rJy5IIUWF0HBzUgzhahUldid72z8/XcZHPUT1zW9+k+eee47nn3+eM2fO8Pjjj1NZWcnDDz8MyOGje+65JzD+ySef5K233qKoqIjTp0/zxBNP8Prrr/O1r30tMOYb3/gGW7du5Ze//CWFhYX88pe/5OOPP+axxx4b7ZejMByKtso/0xbJNVl8lB6TL47+cv8AJ0+eBGD69OlB175xery8eEAWzt67KjsEC76wdKWHJ4y4SGHH1q0gihjmzUOXnQsZS+Ud5SMXw1r29Szsp9WryciTQyBlYximEgQh4MWZpm7myCg13rR4vDx4ujzQRPPRrJ4eY9My2cCxHTqE5Bm/xoDB9z9ynO3ZfLMvvrcpj7RoI9Vtdv73o5EbxQoXhnCNmpuS5BDyP2o/P5WNR93AufXWW3nyySf58Y9/zIIFC9i5cycffPABWVmyCLSurq5HTRyXy8W3v/1t5s2bx+rVq9m9ezfvv/8+N954Y2DMypUreemll/jb3/7GvHnzeOGFF3j55ZdZtmzZaL8cheFwbov8c/oVgU2tdV3hqey5chhGFMVA7ZuhVC5+/0QdzRYXKVEGNs6+sJ2bQ0F3A2ekdPpbM1zh+9tn+yoYV+wZ0byiy4vlgBwS7N5UM2ee/L8sPzm2X6Jy0T+BJJWFo0Wh19hJksS3z1ZRbHOSotfyx7wsVOcZn4a8maiiohAtFhy+9/F4RJcRITffdHhxlg+cURqu7wpV/X1fBftLPz8Xx8nGPb7Kxh82mWly9a+/mkyMicj4kUceoby8HKfTyZEjR1izZk1g3wsvvMD27dsDv3/nO9+huLgYu91Oa2sru3bt4sorr+w15xe+8AUKCwtxuVycOXOmhwGkMI5wO6DUl+Y/o8vA8XtvMmbGovOFp6qqqujo6ECv1/co7DgY/z4gG8h3LstEqx6fRdaCpabdTkmTFZUAq6aMTH/jbmjEduQIAJFXbJQ3+g2c8t0j0uHYjjQg2T2o4wwY8rqE4Flz5OcN5R3YO13Dnn+oREZGEp8mh1Paq0Iv8v1nbQtvNbajEeAvs7OJ0/Vuoimo1YQtlT1k4zlMJagEuSYO/aeLd+fiafHcvlTOPP3e6yfGvNaQQmiYHW5kYYQJtyTxct3nQ2w8sa8GCuOf8t3gtkFkGiR1eWVK82UDJ7db7Ru/92bmzJlog2wlcLa+kyMVbWhUArcsnvjp/37vzYKMaKJMI2un0Ll1K0gSxgUL0Po7sactAo0BrE3QPDxDQBIlLHtqAYhYldajsF9YtJ74jHCQoKKPlgCjyaqlcmXjJE891a2h0wCdsdj5r2JZTP393FSWRPXfhd20XPYiW/fvD9n5RwO/Ueo40xKUIPyJK/NIjjRQ3mLjD5+O3ywxhYG5O1X+v/+7ruVzITZWDByF0eWcnMHD9I3gc+l3NNvl4n5CV0jD6/Vy+vRpAObOnRv09H7tzbq8JBIjg+9XNV4JZXiq40NfeGpTl+cMjR7Sl8jPy/vvCTcQjsJWPM12BIMG06LemYv+kGP5ibE1cObOzsMjaAkT3Gw/HJoQkc0r8uXTFThEibWxETycMfD/JWzFCgDsR48iOsZv5VjD9OhBqxp3J9Kg5b+vlUX/f95RyrmG0RNyK4we1yVFE65WUWZ3fS7ExoqBozB6SFI3A6dbeMrnvUmZGh0o7ldWVobNZsNkMgXdmsHu8vLGMfnO+k5ftsdExuMV2V0cmvo37vp67EePAhBxxRU9d45Qh+NPDQ9bloxK37sIoT9MVVXQgneUU7a7o9Fo0MTL2r7iwtMhmfO/imo4Z3OQqNPwu7zMXrqb89Hl5KBJTERyubAfOxaSNYwGwVQ1Pp8r5iSzflYSHlHiiTdOjmnFaoXQEKb+fImNFQNHYfRoLABzlZyanNOluxooPDV79uwefccG4t0TtXQ6PGTGmkasVxkPHK9up9PhIcqoZX569Ijm8te+MS5ahPb8+lABHc6eIetw3PXWQGG/8BUpfY5JzI7EEK7F5fBSXzy2XYxnzpLDoN7WapxO54jmeruxjX/VtSAAf8rLIkE3eMhQEIRuYarxq8MBMPqK/jkGSRfvzo+unU2YTs2RijY2Hxq4YbLC+MQfpvo8iI0VA0dh9PB7b3IvAa0RAKvZSZ2vlH+ur7if2+3mzBm5WupQsqf84uLbl2ZO6K7hfnb4qhdfPDUe9QhfT+eH8t8+ctOm3jvTFsstMyz10FIypHkte2XtjXFWHJrovkOCKpVAlq9zdfmpsb1LXL1gOh2iHjUiJ04Nv1lkhd3JtwvlbKxHs5JYHRsxyBFdhC2Xw1TWcVzwD8AwQzZwnOUdiEHWuEmNNvLtjTMA+MWHhTR2jN8wnELfzIkwBcTGr9T3X+xxMqAYOAqjxzlf/Ztuxf3KjjeDBIlZEUTEyhfI4uJinE4nkZGRQfcJO11r5niV3Hfq5sXpIV/6haBLfzPC7KmaGuzHj4MgELFhfe8BWgOky4JcKoKvhyPa3NiONQIQvjJ1wLFZc2UDp+Lk2FbATYsx0aSVPVb7jwwvROQWJb5SUEGnV2RJZBjfzh5a6QF/wT/HyVN4O8evVkUTb0QTZwBRwlncHvRx96zIZl56FJ0ODz9SOo5PSPxenH/VTu7KxoqBozA6OMxQfUh+3q25Zl/hKb+4ePbs2UF3Dn/R573ZMDuZ+PCJ3XcKoN3m4kR1OzBy/U3HR3LdIdPixWgTE/se1D1MFSTWww1IbhFtsgldzsDVojNnxSKoBNrqbZibBhexhpLYTLnEQEttFRbL0IWUvyyr42iHjSiNmqdmZ6EdojdNm5KCLisLRBHbocNDPv9Yop/uSxc/F/ydvFol8LMb5qJWCbx/oo7PChtHa3kKo8TnRWysGDgKo0PZTpC8EDcNomUBsNPuoaZQ/iL1h6c8Hg/nzp0D5M7QwWB3eXknXw6V3Ll04ouLAXYXNyNKMC0xnJQo44jm8utvIq/sIzzlJ2uV/DPIejiSKGHZLxf2C1uZOmiFZb1JS8oU2QiqODW2XpyFU9NpEsMAKaDtCpbtrR38sVK+YP96RgYZBt2w1mBa7m/bMDHCVI6zbUPqHzYnLYov+aqG//CtU9hdSm2ciUR3sfG/JrHYWDFwFEaH4k/kn1MvD2yqKmhFFCWik0zEJMu1REpLS3G5XERERJCWltbXTL3YWlBPp9NDeoyR5bnBdxsfz4QqPdxVVYXj5ElQqYhY30d4yk/6ElDroLMW2soGnddR2Iq31YFg1GBa0I9X6Dy6wlRj+wW6ODuWEq987hMnTgR9XKPTzdcKZM/gPalxXJ0YPew1hC2TC/6New9ObhRoBLztTjxD9LQ9vn46adFGatrtPLW9eJRWqDBa3OEXGzebMbvHb2uRkaAYOAqhR5KgxGfgTFkb2Fzu02Nkz+0ySgoK5Bh+Xl5e0OGpVw/LzQ6/sCh9UoiLJUli57nQpIf7vTemZUvRxA+g5dGZ5KJ/EFSYyrJP9piFLUlCpQsuyy17jnz+mnPtuJ1jd4c/MzmCBnUCogS1tbU0Nw/uQRIlia+fqaTZ7WFmmIEfTQ3O2O4P0xK51pCzsBCveWwzyYaCSqdG7ws3Os4OrbqtSafhP6+Wva5/3lFKefPYNVhVGDnzwo3khRlwihJvNbZf6OWMCoqBoxB6WkuhvVL2EPi0HqIoUeHLqPEXgvN6vZw9exaQDZxgqGm3s6dEvmDddNHkEBcXNVqo73Cg16hYlhM7orkC2VNXDBCe8pMpZ/tQNXDVXXejDWdROwgQvnxgcXF3YlJMRMQZ8HpEqs+OXbaGRq0iLyOBGlG+cPsbuA7EU5WN7GjrxKgS+PPsbIwjbPmhSUhAl50NkoTtyNERzTXaGKb7wlRD0OH42Tg7iTXTE3B5RX707ukhhbkULiyCIHBrsvy/f2mStm5QDByF0OMPT2UuB50cimos78BhcaMzakie6tNmVFRgt9sxmUyB5quD8caRaiQJVuTGkRFrGpXljzX+8NTSnFgM2uC8I33hqqjAUVAAanXf2VPnkynrRKgc2MDxe28MM2PRxAZfLVoQutLFq8a4bcOirBhKu4WpBrrwHuuw8YsyWV/0P9PSmREWmorYfi+O7dChkMw3Wvj7UjlLzYhD1NIIgsB/XzMLrVrgs7NNfHxGERxPJG5KjkEjwLFOG2etky/lXzFwFEJPyafyz+7hqROy1yVzdixq392xPzw1c+bMoMJTkiTx2tGu8NRkYYfPwLlkpOEpn/cmbPlyNDExgx+QIetEaCkGa99hHNHhwXYkuNTwPk8xS75DrCwY2zvERVkxVInReFHR1tZGdXV1n+OsHi9fLajAI8HVCVHckTIyD1p3TEsnhoGjSTCijtaDV5KLOA6R3IRwHlidC8CP3j2tNOOcQCTotKyLiwTgpbrJJzZWDByF0OJxdfU4mtIlMC4/2TM8JYoihYWFQPDhqUPlbVS02AjTqdk0d2i1ScYrDreXg2XyxX/E+pu+ek8NhDEGEn2Za/14caxHGpBcXjSJRvRTo4e8pvQZMahUAuYm+5imiy/IiMaDmnKvbOj1F6b6r+IaSu1OUvVa/m9GxqDZYUPB78FxFBSM63o4gtCtu/gQdTh+vr52KilRBqrb7Dy9fWjFIxUuLLcly57O1xracE+y9huKgaMQWqoOgMsCYQmB7uGdrQ5aaiwIguzBAaiqkmuU6PX6oHtPvXZErix71bwUTDrN6Kx/jDlQ1orTI5IcaWBaYviw53GWluI8exY0GiLWrQv+wECYqnc6syRKWPfJoZvwFYOnhveFzqghKVe+Q6wqGLs7xGiTjpz4MMq88vutoKAAUezZF+uDpnb+XdeKAPw+L5MYbWjfU9rkZLQZGSCKgb5g45WR6HBAFhz/8CrZWH56RwmVLbaQrU1hdLk8LpJ4rYYml4fPWjsu9HJCimLgKISW7uEpX9jJX802OTcKY7hcV8TfmmHGjBloNINfWGwuD++fkC+2X1gUXLXjiUD36sUj8R74s6fCVq5AHR0d/IEZ/etwnEVtctdwvRrTRb27hgdL5iz5DnGsw1QLM6KpFSNBo8NisVBRURHYV+908y1fK4ZHMhO5OCb4VgxDYaLocPRTo0At4G1x4A6iu3hfXDk3mVVT43B5RH78XmianSqMPlqVwE3JsgdvsomNFQNHIbQE0sN7h6f8dVEkSQoYOMGGpz48WY/V5SUrzsSS7CD0JROEUNW/6fSHp4LJnuqO34NTlw+unnfd/r5TYYuT+uwaHvQpfF676rNtY9pdfEFmNCIqOvRy3R5/xWxRknj0TAVtHi/zwo18N2f0wp1+A8c6zg0clV6DPkv2tDmHGaYSBIEfXTsbjUrg4zONbD+rCI4nCrf5sqm2tphpdk2emjiKgaMQOqzNUHdcfj7lMgDcTi/VvurFfv1NQ0MDZrMZjUbDlClTgpr6rfwaQE4ND6VO4kJS226nqNGCSpAbbA4XZ1ERzqJi0GqJWHf54Ad0JzoTIlJB9EBtVxjF02yXwxWCHJ4aCQkZERjCtbgdXhpKx84FvjDDp7+xyt6ZgoICvF4vf6lqYmebBaNK4E+zstAFWX9pOAR0OKdOI1rHd52YQFXjYYapAKYmRnCfr8Lx/7x/Bs8YGrQKwycv3Mj8CCMeCd5smDwNOBUDRyF0lO2UfybNgXD5rrn6bBtej0hErIHYVDll3N+aITc3F51u8FL4jZ0O9hTLYa7rF4ysANt4YleR7L2Zlx5NtGl4LQGgK3sqfNUq1JGRQztYECBzmfy8mw7Hsq8WJDBMj0ETP7LWEYJKICPPn001djqcmSkR6DUqih0m9AYjNpuNbedK+FmpHOr80dQ0poUoJbw/dOlpaFNTwevFdix/VM81Uvx9qZylZiTP8A2Tr62dRmyYjuJGCy8erAzV8hRGmdtSZA/7S/WTJ5tKMXAUQoffwMm5JLCp0lf/JGtOXMDz4i/uN2PGjKCmff9EHaIECzOjyYybHLVvgJBUL5YkKbjeUwPhL/jn0+GITi/Www3A8FLD+8Jv4FSNoQ5Hq1YxJy0KCRVhiVl4VCqeqGnHJUlsjI8MdFQebSaKDkebZEIVrkVyi7gqh+9pizJqeXz9dAB+s+0cZps7VEtUGEVuSIxGJwictjgosIxtg9zRQjFwFEJHwMBZHdjkF5b6dRidnZ3U1MjhpunTpwc17du+xprXzQ/NxXY84BUldvu8UpdMH0F46lwRrtJSBJ2O8LVrBz+gL/w6nKqDIHqxHW1AcnrRxBvRTwuN3inTVw+nsbITu8UVkjmDYWFGNABN2gT2586hTq0jUafh1zMyxyzUOVHq4QgqIVAKwFHUPqK5bl+SwfSkcNptbn73SdHIF6cw6kRrNayPlz3Ar9VPjjCVYuAohAZzDbSWgKCCrJXypiYbHU12VCqBNF+djaIi+csuNTWViIjBM1cqWqzkV7WjEuCqeZPHwDle3Y7Z7ibCoGF+evSw5+n48AMAwlavRh0+zDTzxNmgiwBnB1JDQVffqRUpCCHq9RUWrScuLQwkqD4zdl+eCzKjAfjMY+BUmlyM7juRauLHsMyA34NjP3kS0T6+74wNPgPHWdw+onk0alUgbfwf+8opabKMcGUKY4G/w/ibjW14J0HbDcXAUQgN/uJ+qQvBILdiqDwte2+Sp0ShM8gXFH94KljvzTs+782qqfEkROhDueILij976uKp8WiG2fdIkqSu3lObhhmeAlBrIH0xAM4jJ/A02hF0asIWDT81vC8yAuniYxfjX5gZg6RTUZIia23mVpcQXnJ2zM4PoM3IQJOUBG439vz8MT33UPF77FzVnYgjDC2tmZ7A2pmJeESJn39wJhTLUxhlLo+LJEqjps7pZl/7xDdKFQNHITQEwlNrApvOD0+53W5KSuQqp8HobyRJCmRPXTeJxMUQmvRw55kzuCoqEPR6wi+9dGQL8ulwLKfkX02LElEZQuvl8Iepqgpax6wpY0qkHmF+HJJeTboAy0pPc+bMGTyesUuFFQRhwuhwNFF6NAlGkBhW24bz+f6VeYG0cb+oXmH8olepuDYxGpgcYSrFwFEYOZLUZeBky/obr0ekxtdB2l/oraysDI/HQ2RkJMnJg9ceKajroKTJik6jYuPs0HoTLiRmm5v8qnZgZAZOIHvqkktQh4eNbFGZy/GISTja5R5fI00N74uUqVFotCqsZhettWOTMv33ulYcsTrwSlyHkegwE06nM2BojxVdBs7hMT3vcAjocEYYpgKYmhjOXcvlRrr/856SNj4R8Iep3mtqxz7B/1+KgaMwctrKwFwFKm1AsFpfasbt9GKM0BKfLmtDuoenghF4+sNT6/ISiTBoR2nxY8+ekmZECaYkhJEWPbwU7B7ZU8H2nhqI9MVYxKsBFfpsA9rE0GerabRqUqdHA2NT1bjE5uDHxbIHUHPOTF2NhdmzZwNdRf/GCtPiRYCsw5FcYyeyHg4GX5jKWRSaO/jH1k0jyqjlbEMnrx7pu+mpwvhhaVQY6QYtFq/I1paRe/EuJIqBozByynz6m/QloJM9Cf4LWEZeLIJKQJKkQP2bYMJToijxznHZwLl2vhKeOh/HqdO4q6oQjEbCL7lk8AMGQcSAVdwIQHh2w4jn6w9/uri/+ONo4RElvlZQiV2UmKfXo660kl/ZHjBwCgsLxzRMpcvNRR0djeRw4DgzvvUo+twoUIGnxYGn1THi+aJNOh69fBoAv912DtskqpQ7GVEJAjclyZ/T1yd4mEoxcBRGTh/6G3+9E7/uoq6ujs7OTrRaLdnZ2YNOeai8lTqzgwiDhktnjKyNwXhCkqSQGDgdH8mtGcIvvQSVaeTeFlt+I5JoQi3UY5D2jni+/kifKXsHaovb8Y6gmNxg/L6ygWOdNiI1Kv44Jwu1ALVmB7qoBCIiInC5XJSWlo7a+c9HEASMF10EgO3I+G68qTJo0GX42jaEIEwFcNfyTNJjjDR2Onl+d1lI5lQYPW70hak+be2gZQIbpIqBozAyuutvfPVvbB0umio7ga7MGX96eG5uLlrt4OGm90/K1WY3zk7GoB1+H6TxRkmTRb7QalQszxleobke2VND7T3Vz3xWX9+pcPX7CDUHRzxnf8SlhmMI1+JxemkoH522Dcc7bfymvB6An09LZ3qkielJckmC/CozM2fOBLoavo4VpkU+A+fokTE973Do0uGE5g5er1HzHxtlz+0zO0ppsThDMq/C6DAjzMC8cLl1wztN7Rd6OcNGMXAURkbTWbA2gsYgh6iAqjOy9yY+IxxTpNyCoLi4GIBp06YNOqUoSnx4Sr5AXTU3ZTRWfcHY4atevDQ7FqNueIab48QJ3LW1CCYT4ZesGfyAQXCVmXHX2xC0AmHqrXI/Mc/oXIAElUC6rybSaISp7F6RrxVU4JHgmoTowJ3oQl89nPyq9kCD18LCQrxeb8jX0B9+D479yNExyyIbLoZp0YDswZHE0Kz1mnmpzEmLxOL08IdPi0Myp8Lo4f/svF4/cTuMKwaOwsjw17/JXA4auU7N+eEpu91OdbUsLpw6deqgUx6uaKOp00mEQcOqETShHI90haeG/7r82VMRl12GyjDyXkr+ruGmhUmowgzgdUHdiRHP2x/+MFV1Yei/OH9WWkuRzUmSTsMvZ3Q1Zl3gq2h8rLKNrKwsjEYjdrudysqx65VkmD0bQa/H29aGq6x8zM47HHQZEQh6NaLNg7suNBlvKpXA966Qjct/H6igssU2yBEKF5Lrk2JQAYc7bJTbJ6bHbUwMnKeeeoqcnBwMBgOLFi1i165d/Y594403WL9+PQkJCURGRrJixQq2bNnSY8wLL7yAIAi9Hg7HyAVxCkPEb+D40sMlSQp4cPyC0tLSUiRJIj4+nujo6EGn/MAXnlo/KwmdZvLY4A63lwNlcpG74epvJFEMafaUp92J3Vd4L3xlKqQvlXdUj16Yym/gNJR14HKELr6/q7WTZ6tlD9lvZmYSq+2q47PA31m8xgyCKhCmKigoCNn5B0Ol02GcOxcA+zgPUwlqlSw2BhwhyqYCuHhaPKunxeP2Svxq69gWXFQYGsl6Latj5NDuGxO0w/ioXz1efvllHnvsMX7wgx9w7NgxVq9ezaZNm/q9c9q5cyfr16/ngw8+4MiRI1x22WVcc801HDt2rMe4yMhI6urqejwMIbibVRgCkgQVPkFq1ioA2upt2DpcqLUqkqfIX5B+/U3w4SnZwLlyzuQKTx0qb8XhFkmK1DMjafA2FX1hzz+Op74eVVgYYatXD37AIFj314EoZ85ok8MCFY2pHr2CdJHxRiLiDIheibri0KShmt0evlEof6fckxrH5XE9u6pPTQzHpFNjc3kpabL0CFOJ4tjV+jAuktPFbYfHt4EDoWvbcD7fvUI2Lt85XsvJ6omdhjzZuSEpGoC3G9sv6DqGy6gbOL/5zW+4//77eeCBB8jLy+PJJ58kIyODp59+us/xTz75JN/5zndYsmQJ06ZN42c/+xnTpk3j3Xff7TFOEASSk5N7PBTGmJYSsDaBWg9psr7Ar6tImRKFRqtGkqSA/iaY8NSxqjYaOpyE6zWsHkEYZzziD0+tnpYw7EaPgeypy9ei0o+sdYXkFrEeko3JQNfwDJ8Hp2r0DBxBEEIepvpBUQ21Tjc5Rh3/b2rvIoVqlcCcVNngPl7VTm5uLjqdrkfz17GgS2g8vjOpoKttg7PcjOQOnVZpTloU1y+Q/0e/+OjMuNcjfZ7ZFB+FThA4a3VwZgJ2GB9VA8flcnHkyBE2bNjQY/uGDRvYuze4VFRRFOns7CQ2NrbHdovFQlZWFunp6Vx99dW9PDzdcTqddHR09HgohICKPfLP9MUB/Y2/enEgDNHQgMViQavVkpmZOeiU75+QxcXr8hLRayZP9hTATp/AeCThqc6P5HDtiHpP+bAdb0K0elBH6zHk+TK6Ui+SG6Z2VENH7YjP0R8BA+fsyF3f7za281pDGyrgj3lZhKn7ft/MS5cNnBPVZjQaTaAf2lhmUxkXLABBwF1ZibuxcczOOxw0CUbUkTrwSDhDnPH2rQ0z0KlV7CluYWdRc0jnVggdUVoNl8bK3uZ3JqAXZ1QNnObmZrxeL0lJPcvsJyUlUV9fH9Qcv/71r7Fardxyyy2BbTNnzuSFF17gnXfeYfPmzRgMBlatWhUIhZzPz3/+c6KiogKPjIyM4b8ohS4q98k/fX2MRFGi5pzPwJkhG6R+7012dvag6eE9wlOTLHuq3uzgbEMnggCrhymcth89iqexEVVEBGGrVo1oPZIkYdkrey7ClqcgqH0eJX243F0cRjVM5X9/NFdZsFuGX9m3wenmO2erAHg0K4lFUf23rJjnExqfqJHDIv4w1ZkzY+dFUEdGovcVurQf7f+mbDwgCAL6KdFAaPpSdScj1sTdK+QWDr/eelbx4oxjrvdlU73d2D7h/k9jouA83x0vSVJQLvrNmzfz3//937z88sskJiYGti9fvpy77rqL+fPns3r1al555RWmT5/OH/7whz7neeKJJzCbzYFHVVXVyF6Qgozfg5O1EoDmqk6cNg86g5qETLk9w1DCU/nV7dSZHYTp1CMqgjce2elrNDgvLYqYMN2w5uj4QA5PRVx+OSrd8Obw46rowF1rBY2KsCXnhXcz5HR/qkZPaGyK1BGbKhsjNWfbhzWHJEk8XlhJm8fL3HAj38weuF/ZvDTZg3OmtgOXR2TatGloNBra2tpoaBi96s3nY7poAtXD8enonCXtIZ/7K5dOwaRTc6LazNaCsfv7KwyNDXGRGFQCpXYnpyZYmGpUDZz4+HjUanUvb01jY2Mvr875vPzyy9x///288sorrFu3bsCxKpWKJUuW9OvB0ev1REZG9ngojBBzNbRXyuEMn27Dr79JnR6DSq3C4XAExOTBCIw/9GVPXZ6XNKmK+8HI2zNIXi8dW7cCEHnlyMNTgdTwBQmow87zrPnqGVE9uo0hR6rD+WdtC5+2dqJXCfxxVhY61cBfZ1lxJqKMWlxekbP1neh0uoDhPZbZVMZFXfVwxjv63GgAXNUWRGdoK9rGh+v50qocAH6z9RzeENXbUQgt4Rp1QLT/1gQLU42qgaPT6Vi0aBHbtm3rsX3btm2sXLmy3+M2b97Mvffey4svvshVV1016HkkSSI/P5+UlMkV1hjXVPjCUynzQS/HaAP6G18ht7KyMkRRJDY2tpeG6nwkSeKDk7IhfOXcySUY94oSu4tHpr+xHT6Ct7kZVVQUYcuXj2w9HU7sp7qlhp+PP1W89hh4Rq8xZPrM4felKrM5+X/FspH2/dwUZoQNnkEpCEJAh3O8uh3oGaYaK0y+TCrHmTN4LWPTVX24aGINqGP0IIZehwPw4JpcIg0azjZ08t6J0dN8KYyM6xPl7/R3JliYatRDVN/85jd57rnneP755zlz5gyPP/44lZWVPPzww4AcPrrnnnsC4zdv3sw999zDr3/9a5YvX059fT319fWYzV0x4B/96Eds2bKF0tJS8vPzuf/++8nPzw/MqTAGVPpE4pmyoer1iNT60kn9d+ZDCU+dqumgpt2OUavmkumJg46fSJysMdNucxOh1wQKzg2Vjg8/ACBi/TqEEYanLPvrQJTQZUeiSw3vPSBuChhjwOuE+pMjOtdApE2LRlAJmJvsdA6hqaNHlPj6mQrsosjK6HAeTA/eaOwSGrcDcmd7lUpFU1MTzc1jI3bVJiejTU0FUcRx4viYnHMkBHQ4JaFP6Y4yanloTS4AT35chMc7din7CsFzeVwkJrWKKoeLYx0Tp0DjqBs4t956K08++SQ//vGPWbBgATt37uSDDz4gK0sWmNXV1fWoifPnP/8Zj8fDV7/6VVJSUgKPb3zjG4Ex7e3tPPTQQ+Tl5bFhwwZqamrYuXMnS5cuHe2Xo+AnUP9GFhg3lHXgcYkYI7TEpoYNOT18a4Hsvbl0RsKwWxiMV/zhqZVT49Cqh/6RkzweOrfKXtCR9p6SPCLWg/Lfuk/vDYAgdAtTjZ7QWGfUkJQte/+GEqZ6uqqRwx02ItQqfpeXiWoIKffz0qMBOZMKwGg0kpMjh0nGNJvKXw9nIoSpAkLj9lGZ/75VOcSG6ShrtvLG0bFL2VcIHpNaxcYJGKYaE5HxI488Qnl5OU6nkyNHjrBmTVf/nBdeeIHt27cHft++fTuSJPV6vPDCC4Exv/3tb6moqMDpdNLY2MiWLVtYsWLFWLwUBQBrCzQVys99GVT+C1TajBgEQaC5uRmz2YxarQ6qe/g2n8hw/ayBtVkTkZHqb2wHD+JtbUUdHU3YspEZ8baTzYgWN+pIHcbZAzT7HIOKxjD0MNUZi53/K5MNtJ9MSyPDMDRv1nyfgXOuoRObr0uyv6rx2bNjV1l3IjXeNPgqGrtrLIj20HeWDtNreOTSKQD87pMinJ6x6w+mEDz+bKp3m9oRJ0iYavLUwVcYO/zp4fEzIExOea4+T39TWloKQGZmJrpBQiqVLTYK6ztRqwTWzpxc4akOh5tjVe0ArJk2PAMn0HtqwwaEIDqxD4RfXBy2LAVhIG+Sv6LxKBb8A3o03hwstu8WJb5RWIlLklgfF8mtyQPruvoiOcpAYoQeUYLTtbKmxF8Pp7q6GovFMuQ5h0Og8ebxE0hu95icc7ioo/Ro4o0ggbNsdCoP37U8i6RIPTXtdl4+pGS5jkcujY0gUqOizunmoHl8a8f8KAaOwtDxGzi+9HC300tDmXyx8Otv/AZObm7uoNP5w1PLcmKJNo1MXzLe2FvcjFeUyI0PIyPWNOTjJbebTp9If6S9p1xVnbirOkEtELZsECF32iJAAHMldAZXs2o4JOVGotaosHW4aG8YOLb/p8oGTnTaidKo+b8ZGcOuBu0PUx33GZ5RUVGBBIVz584Na86hop86FVVkJJLNhqNw/PdkGs10cQCDVs3X1sqZln/4tBi7S/HijDf0KhVXxMvvg4kSplIMHIWhc179m7ridkSvRESsgch4I16vl/LyciBYA2fyhqd2jLB6sXX/Abzt7ajj4jAtWTKitQRSw+cloA4fxJA0RELiLPn5KOpwNFo1yblybL/mXHu/485Y7Py6XH6f/HRaGsn64Xuy5neraOxnrMNUgkqFcf58AOz5+WNyzpHgTxcPdcG/7ty6OIP0GCNNnU7+ub981M6jMHz82VTvNbbjmQBp/YqBozA0nBaoOyE/9+tvfOGptJmy/qaurg6n04nBYBg0db/V6uJwuazfmWwGjiRJ3fQ3w6te7O89FbFhPYJGM8jo/vF2urCdkNfSr7j4fAJhqtHV4aT5wlS15/rW4bhFiW+cqcQtSWyMj+QmnxZguAQqGvsyqQBm+KoLl5SU4HKNXmp8d4wLFwATxcDx6XDqrHitoxNS02lUfONy2Yvz9PYSrCGuu6MwclbHRBCrVdPs9rCvfWzCuSNBMXAUhkb1QZC8EJUJ0XLLi9qidgDSpkcDXeGpnJwcVIMUX/vkTAOiBLNSIkmPGXoIZzxT2mylpt2OTq1iee4Agt5+kFwuOrd9DIw8e8p6sB68ErqMCHQZQXYy9xs4taPbUsD/vqk513eNjT9UNnDCYidao+Z/pw8/NOXHX9G4vMWG2SZfrJOSkoiKisLj8QTev6ONacECAOwD9NEbL6gjdGiS5M/naHpxbliYRk58GG02N//cXzFq51EYHlqVEAhTvdfUfmEXEwSKgaMwNCoPyD8z5WJzLoeHpopOAFKnRQND1d/IYYcNsyeX9wa6sqcWZ8dg0g3d+2Ldtw+xowN1QjymxYuGvQ7JK2I5cF7X8GBI62bgiKOniUjMjkSt7VuHU2Cx81tfaOpn09NJGkFoyk9MmI5Mnx7qRE07IBcBHOswlWHePFCpcNfW4m4Y3403ocuLM1rp4gAatYqvXiaXlXh2Z2kg001h/HB1QjQAHzabx302lWLgKAyNKp+B42vP0FDagSj69DdxRlwuV6DX12AGjt3lZZevR9OGWZOrejGMPD3cnz0VuWEjQj8dsoPBfqoFscOFKlyLce4QQmUJM0AbBi4LNI+e+LY/HY5blHjUF5raFB/FDYnRITvnvD50OP4w1dmzZxHF0S84pw4PR+/L4JoIYSpDoOBf+6ie5/oFqWTFmWixuvj3/srBD1AYUy6OCSdSo6LR5eHQOM+mUgwcheARvVDjq9uRsQwgUL3Y772prKzE6/USFRU1aHuGXUVNONwiadFG8lKCDJtMEJweL/tLZW3RcNLDRZeLzk8+AUbee6pHarhmCB95lRpSF8rPR7kvVdp0WVdT002H87uKBk5Z7MRo1PxyevqIQ1PdOb+iMUBWVhYGgwGbzUZ1dXXIzjUQxgUTR2isy4kCATyNdrydo6dT6u7F+fPOEiWjapyhU6nYEDcxwlSKgaMQPE2F4OwAXXggw8Z/QeorPDXYBWlbt/BUKC9e44HD5W3Y3V4SIvTDMt6su/cgdnaiSUzEuHDhsNfhqrHgqugAlUD4smH0akuT67UEDNtR4nwdzqlOG09WyOnpP5ueTmIIQlPdOb+iMYBarQ40hR2rMJXJ97+dEDqcMC3aZLkD/GiGqUDW4mTEGmm2uPj3AUWLM97wh6k+aDKP695UioGjEDz+8FTaRaDW4HF7afA14DvfwPGXv+8Pj1fk4zM+A2cSh6dWT4sflvHW8aEve+qKjQiDCLUHwu+9Mc6NRx05jBpDaT7tzygbOH4djr3DRWO9lW8UVuKR4KqEKK4PYWjKz5y0KAQB6swOGju7+mB1D1ONBUaf0Nhx+jTiGGVvjYTR7EvVHa1axVcv9XtxSnG4FS/OeOKS2AjC1CpqnG6OdY7f3lSKgaMQPP50YV94qrG8A9EjYYrUEZVoxGq1Ul8v33UPpr85WtlOm81NtEnLkuyRpf2OR3b4DJxLhqG/ER0OLP7w1Kbhh6e8Fhe247J4dUji4u74DZyG0+C2D3stg9Fdh/Ors7WctjiI1ar5RYhDU37C9RqmJsiNRk9UdV2sp06dikqlorm5eUyab2ozM1HHxiK53ThOnx71842UgNB4lHU4ADdelE5atFwXZ/NBRYsznjCqVazz9aZ6v2l0jd2RoBg4CsFznoHjF4SmTo9GEATKysoASExMJDy8jy7V3fi0UL7wXjo9Ac0wGlCOZxo7HBTWdyIIcPHUode/se7ejWizoUlJCRSDGw7WQw3gkdCmhaPLHKbGKSodwhLl0gD++kejRNr0GOqi1bwoyneEP5uWToIutKGp7nSFqdoD2wwGQ8D7OBZeHEEQAl4ce/4E6Cye69PhtDjwmp2jei6dpkuL88yOEsWLM864yhemeq+x7/IO44HJdWVRGD2szdBa8v/ZO+/wuMor/3/udI00mlHv1UWSe8EdY9NMDRASQs8SEkJ6SF82m12S7P7YdNIbEBIgISFAQjEOGDBg3LCNjatky+q9TdX0e39/3JmxZKtb0+T7eZ55JM/cue87sjT3zDnf8z3y9yF/lLD/TeFsCzC59vDXj8vlqUtqZmB7+An5k/+CQjNZafpJP9++WS5PpV955ZTLU1JQwrXrdGv4lLMggnDaDyfaZao5Fp5flUpQgGtzzFwfhdLUUBaXyNmIg63DP4HGvEwVNvxLAh2OyqBBWyh/eInWXKqhfHh5MYVmA112rzKjKsG4NNOEQSXQ5PFxxBm97O65oAQ4ChMjnL3JroKUDIJBkc6Q4VfhHAuSJFFfLwdA4wU4rQOD1HU5UasENkxxAGUicy7uxaLbjWPbNuDcZk+5j/YRtHlRpWowLjrHn3GMhMZ/VrnptmgwekS+Yc6MuvB8Qcjw73DbcKFkOMBpaWnB5Yp+G2zE8O/AgYT9JDwUfblcmohFgKPTqPh0KIvz6231yqTxBCJVo+aSzMQuUykBjsLEaA2Xp2T/m54mBwGfiCFVS2ZBKgMDA9hsNlQqFWVlZWOe6o1QeWp5aQZmY/RKEPFAFCW2nwzNn5pC8OZ88y2kwUG0RUUYFi6c8j4ireErCxC05/hnHgOh8UHHIL9olX8vrtrnwnvKEbW1wswrSEetEuhz+eiwnRYam81m8vPzkSQpJsM3DQsWgEZDoLubQHt71Nc7VyI6nBgEOAAfuaCYArOBTruHv+2NTfu+wsS4Jiex28WVAEdhYpyhvwmXpwpmmxFUQmS4ZlFREXr92GWZ10IBzsXVuVHZajw53G6j3+UjTa9hWdnkxdPh7qn0q66ccgbD1+HC12ADlex9c86EvXAGGmCw/9zPdwZeUeSLx5oJSnBhQMu8Vv+YgzenC4NWzZxcudxyqG34xTrsahyLAEeVkoIhtN5gMvjhlMsXtUC3m6Az+p1feo2aey+Ss8K/e6ueQDD6JowKE+PybDNaQeDEoJdal2f8J8QYJcBRGJ+gH9r2y9+fEeCEDdrCAc547eFuX5Cd9X0AXFoz8wKccHlqzawstJMUT4suF8433wTAdA7dU65wa/j8bDSWyWuAziIlA7LkMkE0sjg/buziuMtDllbDt0tky4C2uoGYlGsWDilTDSXsh1NfX08gEP1xASkRP5wDUV/rXFGnak/PpWqwx2TNm1eUkpWqo6XfzYvvd8RkTYXxSdeouShDbmB4KQGzOEqAozA+nYcg4AaDBbJmI4oSHUMcjCVJigQ45eXlY55qR30v3oDsXhz+9DyTeKsuVJ6aQnu4Y9s2JI8HbWkphnnzprS+OOhn8MA5toaPRJTKVAfsg/yiWRacf29uMdWzMmQ/HIefgc7o+2uMNLIBoKCggLS0NHw+H01N0TeaSyZHYzhdpvLFqEyVolNz94Xyh6dfbTuJKCa+Vul84dpc+XdBCXAUkpOWIfoblYq+Vic+TxCdQU1WcRoDAwPY7XZUKhXFxcVjnipcnrqkOnfGuRc7PH72N8vOzlMRT58uT1015Z+N690uJL+ItiAVXUgMOi1EIcDxiiJfPC6Xpq7PtXBtrgW1VkXBLPkNs33I2IZoMZrQWKVSRbI4J06ciPo+wo7GnuPHEd2J2ZEyFH1FbHU4AHesLsOk11DX5Yy8jyjEnyuyzagFOOL00OiOrnXAZFECHIXxOWPA5mn9jQWV6rT/TXFxMTrd6G65kiRFBMaXzED9zY76PgKiRHmWkdIs46SeG3Q6cb31NjD12VOSKOHcKZenzqk1fCSKhrSKT1Pp6EcNndS6PGRrNfy/OacD4/DYhtZa67SsMxY1owiNAeaGBmHGQoejKShAk5sLgQCew4ejvt65Eg5w/J0uxEF/TNY0p2i5Y43cwPDLN04mRcfZ+UCmVsMas5yN35Jg3VRKgKMwPqMIjMPjGSZanjre6aDD5sGgVbFmVlYUNhpfzmV6uPO115B8PnSVlZEJ05PFc6yPoNWLyqjBuGSa2+/zF4BKC4N9YD33ks1+u4tfNMvB7verisnSaSKPFYZ0Xe0noq/DGUtoXFlZiUqlor+/P+quxoIgRHQ4g8mgwzHp0GSngATextjocADuXleBXqPiQIuVnaf6YrauwthcGeqm2tKrBDgKyYS9HeytIKigcBmSJNERsmkvmGWelP4m7F68blY2Bq06ipuOPZIk8daJUIAzlfLU5nMvTznfCbeG5yNM989Xo4f8UNv6OZapPEG5a0oEPphr4eqQI2qYvLL0iA7H2hU7Hc6hM3Q4er0+8jsdiyxOyhA/nGQg1u3iADkmPTevKAFkXxyFxODKbPl3YY/NRa8v+qL8iaIEOApj07pX/po7H/Rp2HrcuB1+VBqBnDIT/f39OBwO1Gr1uPqb12dwe3hj3yAt/W60amHS2amgzYZzxw5g6uUpf6cL76lQa/jqaWgNH4mIDmf/OZ3mh42dnBj0kqPT8L9zz/6dUWtV5FfI+qFwtjCahDupzszgwOkyVWx0OEsA2dE4Gcov8dDhAHzyoko0KoG3T/QOG7OhED+KDToWpqUgAq/2JU4WRwlwFMYm/Gm9WL64dYamCOeWpqPRqof534ylv+l3+XgvJMCdiQHOm7Vy8LaiPJNUvWaco4fj2LoV/H70c+einzVrSutHpobPy0JjMUzpHOMyDULjfTYXvwqVpn4wt4RM7cg/q4JQ+TMWAc5oQmM43S7e1NSExxNdnw/9vHkIWi3BgQH8zYk/XFIX1uG0OxG9sfvUXpxh5Lolcofgr95QsjiJQjiLk0hlKiXAURib8MUsdHHrCAU44U6XiZan3qzrRpSgOt9EkSUlKluNJ+cyPTxSnppi9kYc9DP4Xrg1vGhK55gQ4QCn/YDsjTRJPEGR+47LpakP5WVE6vYjUTgkwIl2NmMsoXFWVhZZWVmIohgZRRItVDqd7GoMDCbBXCqNRY860wAi+GKowwH4zMZZCAJsOdLJye7ou14rjM9Vob/nN/sduIKJMVJDCXAURkcMQnvojTbURRMOcPInqb9547gcAMzE7imPPxgRPE5WYBzo78e1axcg62+mgmtvqDU8PxVdxTS2hp9J1mzQp8ueSN3HJv307zfIpalcnYb/mTN2IJZfYUalEnAOeHH0RTdzYtCqmZsnm5WNVaZSdDhnc3ouVWwDnNm5JjbNkwf1/nrbqZiurTAyNakGSg06PKLEm/2JEXQqAY7C6PTUgs8JujTIqcLj8jPQIQ8fLJhlnrD+JihKvB0S4G6smnkBzt7GATx+kVyTnup806Se63jlVQgGMcybh26cGV4jMaw1fN00t4afiUp1emzDJMtUe20uft0iZ5l+WFVCxiilqTBavZqcMvln2R4ylYwmC4vkC/WZQmMYrsMRxeiOCYgEOAffj+o600U8hMZhPrNRdtf+x4E2WgeiL0ZXGBtBELgqVKZ6OUHKVEqAozA64YtY4VJQqSPTwy15RlJMugnrbw612RgY9GPSa1haaonypmPPm3XyhXvD3JxJBxgRc78plqc8x/oJDkSpNXwkiof44UwQd6hrSgI+nJfBpuzRS1NDKYyhDmcsoXFpaSl6vZ7BwUHaozwMMxzgeGtrEWMwyfxcCQuNfa0ORF9syxKLSyysm51FUJR4dHtjTNdWGJlw2Xlrr51AArhNKwGOwui0hTqoipYBw8tTMPH5U2/WytmbdbOzJz2fKRl4c4r+N4GeHgbffRcA05VTC3DC2ZvUFVFoDR+JKXRSfa+hg3q3l7wJlKaGEtMAp1heayShsVqtZlZI/B3tMpU2LxdNQQGIIu7DR6K61nSgzjSgTtdBUMLXHPuyxCcvkv9fnnq3GVuMDAcVRmdFeiqZWjUDgSC7bc54b0cJcBTGICIwlj+1dw4RGE9GfxP2h9lQFYMMQ4zpsLmp63KiEuDC2dmTeq79lVdAFDEsWoSuePLiYH+XC+9JKwhRbA0/k3CA03MMvOO/ge2xOvlti/z//4OqEizjlKaGUjDLDALYut24bNG1gK/ON6EZRWgMMdbhLA7NpTp4MOprnSuCIKCLY5nqojnZVOebGPQFeWJ39GeGKYyNRiVweVbidFMpAY7CyPgGoeuo/H3RcoIBka5Qp8Rk9De2QX+kPXwqDr+JTti9eHGJhYzU0ct0IzF09tRUGNYanhGl1vAzMeVDehFIInSMfQEeDIrcd7wFCfhI/sRLU2H0Ri3ZxbLLcLSzOAatmjkhofGZgzcBZs+W9R6dnZ3Y7dEV1EYCnGQRGofLVHEIcARB4JMXVQLw2I5GvIHE6N45nxmqw4m3n1NMApxf/epXVFRUYDAYWL58OW+//faYx7/55pssX74cg8FAZWUlv/nNb8465plnnmHevHno9XrmzZvHc889F63tn590HAQpCKYCMBfR0+Ig6BcxpGqx5Bkj2Zvi4mK0Wu2op9l+shdRgtm5aUp7+BD8XV2498llnvQrr5j0uuKgn8H9svYndTqnhk+ECQqNv3eqg1NuL/k6Ld+dPbX29cLZFgA6YqLDkYXGh0fQ4aSlpVFUJL+GaJv+RSaLHzwY9wvERIgY/jU7kALRFWGPxAcWF1JgNtDj8PKP99pivr7CcC7KNJGiEmj1+DnijO/g2KgHOH/961+57777+OY3v8l7773H+vXrueqqq2gexciqoaGBq6++mvXr1/Pee+/xH//xH3zhC1/gmWeeiRyzc+dObr75Zu68804OHjzInXfeyUc+8hF2794d7Zdz/hDR3ww3+MufZUYQhEiAUzZO589b5+APk+gEgiJvn5BnFE02O+XYsgUkiZRly9AWTL685NoXbg03RjpZYkbED2d0Hc5uq5Pftcr/9z+sLsE8idLUUCI6nFh0UoV0OCMJjSF2ZSrDvHmg1RLs68Pf2hrVtaYDTU4KqjQtBER8rbHX4WjVKu5eJ+sAf/fWKcQEELeezxjVKjZmyh8W4t1NFfUA58c//jEf//jH+cQnPkFNTQ0PPfQQJSUl/PrXvx7x+N/85jeUlpby0EMPUVNTwyc+8QnuvvtufvjDH0aOeeihh7j88su5//77qa6u5v777+fSSy/loYceivbLGZMuu4efvnyE/3vynbjuY1poHR7gnGnwFw5QxwpwJEmasgA3GTjYasXhCWBO0bI4dHGcKENnT00WuTW8A5CzN1FtDR+JcRyNB0OGfhJwS34ml2VN3ZunIJTB6Wtz4XFFV0S6sMhMdpqOzFFKjeEA59SpU/j90duLSq/HUFMDgPtAcuhwIlmcU/G5oN2ysgSTXkN9jysyEkYhfiSKq3FUAxyfz8e+ffvYtGnTsPs3bdrEjtDsnTPZuXPnWcdfccUV7N27N/KmMtoxo53T6/Vit9uH3aLB66+/x4MGP38z6wgGY5+qnVbCXTJFy0MDNk9ncGw2GzabDUEQxtTfnOh20mn3oNeoWFWRGYtdx5Rwd9j6OdmoVRMPMvxtbbKAVBAwXbFp/Cecged4P8F+D0KKBuOSOPgKFS4BBLA2g+vsKdsPnmqnwe2jQK/l27PPrXxmTNeRkW8EoCPKWZzFxWbe/eZl/OTmJSM+np+fj8lkwu/309QUXUFrxq23kvuNb5CyeFFU15kujItzMG0swTAnIy7rmwxabltdCshZHIX4cnl2OtlaDfPTUvBF2TtqLKIa4PT29hIMBsnLyxt2f15eHp2dnSM+p7Ozc8TjA4EAvb29Yx4z2jkffPBBzGZz5FZSUjLVlzQmmy6oRBeUaE/V8vqBhqisEROc3WBrBgQoXIq9143b7kOlEcgtM0WyN/n5+ej1+lFPEw4AVlVmzbjp4TB1/Y19yxYAjCtWoM2dfIASFhenrshHpYvDz9Vghmx5RtOZ7eI7rU4ebpX/Tn9YNfXS1FBiNZdKEIQxs2GCIERmU0W7TGX54A1kfewudKWlUV1nukhZkI35ynJ0JZMzupxO7l5XgVYtsKexP9LYoBAfMrUa3l83n5/VlKFTxa+XKSYrn/mmIUnSuG8kZx5/5v2TOef9998fyTrYbDZaWlomtf+JklWcx/Ju2Zzr1drEr52PSrj0kFMFhvRI9ia31IRGq478/ErHefM9l/lMiU6/y8f7Ia3GZMtv5zJ7amhreFqsWsNHYoQylSsY5L6Qod9tBZlceg6lqaGEhcax8MMZj6GuxskgAD6fyEs3cP0SWQiuZHHijyrWpfOR9hDNk2dnZ6NWq8/KrHR3d5+VgQmTn58/4vEajYasrKwxjxntnHq9nvT09GG3aLGsXf70uneSE6UTioj+5sz5UxbgtP5mrABn0BdgT0M/MDMDnLdP9CCFhofmpU+8RdvX1ITnyBFQqzFtmnx5Kqy9MdRkocmMUWv4SIwQ4Py/+g6aPD4K9VoemGLX1EiEhcY9LU58nthNrR6JiooKVCoVAwMD9PX1xXUvCmcTbhnfcqSTxt7Ed4JWiC5RDXB0Oh3Lly/n1VdfHXb/q6++ytq1a0d8zpo1a846/pVXXuGCCy6ItCOPdsxo54wlSwOyIdnxDCN9vvi+GU+Z8EWreHgHVcEsMx6Ph66uLoAxS327T/XjC4oUWVKYlZMa3f3GgUh2apLmhfaX5fJU6qpVaDInp0sS3QEG98s/+7R1MW4NP5NC2d2atn0gSewYcPJImxzc/6iqhHTN9JXOTJkGTFkGJFGKjAuJF3q9PiKsP3nyZFz3onA2c/NMXFyVgyTBw9uVLM75TtRLVF/+8pd5+OGHefTRRzl27Bhf+tKXaG5u5lOf+hQgl48++tGPRo7/1Kc+RVNTE1/+8pc5duwYjz76KI888ghf/epXI8d88Ytf5JVXXuF73/sex48f53vf+x5bt27lvvvui/bLGZdZyyuZaw8iCgKvtCXhJzxRHCYw9g766W+XPwnlV5ppbW1FkiQyMjLGzIQN7Z6KeZdPlBFFibfq5Iv5pPU3mzcDUytPufZ2IflENHlxaA0/k/wFoNKCux9XXyP3HZezencUZHHxNJWmhhLLsQ3jEdbhRNsPR2FqhMc3PL23lT5ndB2wFRKbqAc4N998Mw899BDf+c53WLJkCW+99RabN2+OfArq6OgY5olTUVHB5s2b2bZtG0uWLOG73/0uP/vZz/jQhz4UOWbt2rU89dRT/OEPf2DRokU89thj/PWvf2XVqlXRfjnjMuuixVwY0ma8cCIJTaf668FrA00K5M6jq0HuOEvPScGYrov8X40n1J7J/jfHOu30Or0YdWouKJt4FsZTW4e3rg5Bq8V0+eWTWnPY1PB4tIafiUYP+QsB+J8TzTR7fBTptfz3OXZNjUYiBjiNjY34fL4470bhTFZXZrKo2Iw3IPKnncr4hvOZmAhFPvOZz/CZz3xmxMcee+yxs+7bsGED+/ePPczvwx/+MB/+8IenY3vTik6vY3FjG9RksksAnyjGVUU+acL6m4LFoNbSGQpw8ivlT+UT0d809w1yqteFWiWwdnZWdPcbB8LZqbWzstBpJv5/a3/pJQBSL7oItXlyGRjP0T6C/R55avjSOLSGj0TRcrYPSvzBI7+WH1eXYprG0tRQwkLjrkY7AX8QTRy78rKzs7FYLFitVhoaGqiqqorbXhTOJjy+4XN/fo8ndjXx6Y2zZmQXp8L4JNGVN3nI9djJ8ooMalTssiaZ0C0yYFPW33SF5svkV5gJBoO0tclZqbECnDdDwzWXl2aQbhh9jEOyEm5/n0x2SpKkSIBjvvaaSa/peEf+uaeuKohPa/gIuAqX86W53wDgo4VZbMiMXouwOVfOIIoBie7G6M6CGg9BECKzqRQdTmJy5fx8iiwp9Ll8/PNAEmbSFaYFJcCJAuLcfC7skQXGr/TEf6LqpOg4IH8tWoYkSpESVX6lmc7OTvx+PwaDgezs0SdnvzVFAW4y4PD42dc0+eGh7gMH8Le1oTIaSdu4cVJr+tqc+BrsoBLi2xp+Bt9RLaAlpYBiTxf/VR7drJIgCAlZplLaxRMTjVrFXWvLAXhke4Pyf3SeogQ4UaBgw1LWtckzWV7p7E+eP66gHzoPyd8XLsXaPYh3MIBGqyKzKHVYeUo1StnNHxTZWS+Lq9fPGT0ISlZ21PcRECXKs4yUZU28O8z+opy9SbvsUlQpkxs66gxlb1IWZaM2j26sGEu2Dzj4Y788ufkntf9H2kD0BbeJFOBUVFSgVquxWq0RA1KFxOLmlSWk6tTUdTnZflL5PzofUQKcKDBnXjkL6k+gC0o0iyJ1g0mi5O85DgEP6M2QUUHnKTl7k1NmQq1WTUh/c7DFitMbwGLUMr8wzp0+UWBbrTznZlLlqUAg4l5svvbaSa0XdPgYPChnxEzrps9b5lxwBoKRrqmPOnaz3rp/3Mni00E4wOk4ZY/7KBSdTkd5eTmgdFMlKukGLTddIDdDPLI9iZ3lFaaMEuBEAa1ahcNv54LQJ9xX4jxwbMK0H5C/FiwClWqY/kaSpAl1UIU/Ka2bNbn5TMmAJEm8cVwONi6unnhJxrVrN8G+PtQWC6lr1kxqTefOdghK6MrS42qDP5Tv1LfT6vFTYtDxXymhwYZjTBafLjILUtEbNQS8QXqbnVFfbzwUHU7i87F15QgCbKvt4WR37CedK8QXJcCJEv05qVwU0uG82htfUeSEaX9P/lq4FCDSQZVXmU5/fz8ulwu1Wk1h4eitwNtPhAKc2TOvPHW800Gn3YNBq2J15cS7w+wvvgiA6aorEbQTF11LfhHXbtm5OO3COBv7hXir38Gf2uUS5E+qS0grWiw/EIMMjqASItPFE6FMNbRd3OtNkizteUZZViqX18gO94++0xjfzSjEHCXAiRLq5XNZFzLI22t30e9PAlfjIQGOzxOgv03+lJxfYY5kbwoLCyOO0mfi8Ph5r8UKzEz9zevH5WzFulnZE247FT0eHCHXbfM1k+ueGjzQjegKoLboSZkX/5+nIxDkS6HS1F1F2VyYYTo9sqHrKPgGo76HiA4nypPFJ0JWVhYZGRmIokhDg1ICSVTuvrACgGf3tzLgUnyLzieUACdKzFqzlKyOetnVGHitL8GzOAEfdB2Rvy9cQk+TA0mCtAw9qRb9hAZs7j7VT1CUKM00UpJpjMWuY0pYf7NxEuUp55tvIbpcaAoKSFm2bMLPkyQpIi5OW1uIoI5/ue/bJ9tp8/opNej4VmWomyu9ENLyQAqeFqhHkYgO56QVSYyveH9ou7iiw0lcVlVkMr8wHY9f5M97msd/gsKMQQlwosTc4ky6B7tZH24XT/QyVc8xCHrBEBIYh/U3oZEAExEYh/U3F87A7I110BdpD794Eu3vEe+ba65GmITho7feir9zEEGnInVF/uQ2GwW29dt5ouN0aSo1bOgnCCMO3owWOSVpaPRqvIMB+trj7zGltIsnPoIg8PFQFuePOxrxBeIrUFeIHUqAEyW0ahWtBiIBzrZ+Oz4xgf+whupvBCHSQZVXkY7L5Yq0wk5EYLx+Bupv3jrRiyjB3Lw0ijMmlp0KOhw4t20DIH2S5Snndnksg3F5HqqU+E6mtweCfOW4nMG7uyibdRlniJ2LhgzejDIqtYqCWXLQnQg6nPLyctRqNXa7nZ6ennhvR2EUrl1USK5JT7fDy0uH2uO9HYUYoQQ4UWSgIp+aAT9ZXhFHUGR3IrsaRzqoliBJ0ukOqkpzpDyVk5OD0Tjyxb3T5uFktxNBgDWzZt54hm0h/c1kuqccr25F8vnQzZqFvrp6ws/z97rxHO8HIC0BWsMfONlGm9dPmUHHN2eNYDQYwwwOnB7bkAgBjk6no6JCzg4oZarERadR8dE18vxDxfjv/EEJcKJI5qqlYG1iXbhM1ZfA7eJDMjiOPg9uhx+VWiC7JG1S7eGLisxYjLqobzeWBEWJbSF35ourJh7ghMtT6ddcPanhmGHtjaE6E2325EwBp5vX++z8uUMOth6qKSVVPYK4OtR1x0ADDPZHfU9DhcaJcKFSdDjJwW2rytBrVBxus7OnIfq/pwrxRwlwokj1otk4bM2s75H9cLYmqtA44B0mMA7rb7JLTGi06onpb0Lzp2Zie/j7rVb6XT5MBg3LyzIm9JxAby+unTuByXVPie4Ag/u6gPi3htv8Ab5SK2fvPlGczRpL2sgHpmRA5iz5+xj44eSWm1BrVLjtPmzd7qivNx5hHU5zczMejyfOu1EYjcxUHTcuKwYU47/zBSXAiSJz80ycCgyysi+ARpRocPs4lYiuxt1HQfTLFypLGV0h/U1+RTp+v5/2drlmPVqAI0kS20/KAtSZKDB+I1SeumhODlr1xP5k7C9vAVHEsGgRurKyCa/lercTySeizTein2WZynanjf8+2U6H1095io77K8eZgRUpU0U/wNFo1eRVyNPt2+oGor7eeGRlZZGZmam0iycBH7+wHIBXj3XR1JfAkgGFaUEJcKKIVq2iMcNIahCWDshZnNf7EzCLc6bAeIjBX3t7O6IokpaWRkbGyNmL2i4HvU4vBq1qwhmOZOKN0PTwjVPsnpooUlDCuUMOJtPWFU2qrDXdbO2z81RnPwLwUPUopamhRITG0Q9wILH8cGB4N5VC4jI718SGuTlIEvxBMf6b8SgBTpQR51cTtLdHdDgJ6YcTDnAKlhDwB+ltkS3Nhxr8lZaWjnrBDbsXr6zIQq+ZmAFestDt8HCoTS7ZbZyg/sbX0oL7wAEQBExXXTXhtdxHewlavahSNRiXRHc691hY/QG+Guqauqc4h9WjlaaGMlRoHANdTCIN3oThOpxE0AUpjE64ZfzpvS3Y3P4470YhmigBTpQpWLGEQP9J1vbKGZwdVieDcR4UeBbhDqrCpfQ0OxGDEinpOkxZhsn538yegd1ToezNomIzOaaJTfK2Pf88AMbVq9DmTsIUMNQanrqqAEEbvz/N/zrZRqfPT2WKnn8frzQVJn8hqDTg6gZba3Q3iNzdp1IJOPu92Pvir8MpLy9Ho9HgcDjo6uqK93YUxmD9nGzm5qXh8gV5em9LvLejEEWUACfKzK/Ipc3dT4VLpMATxCtKvDOQQEPf/B5ZgwNQuHTIgM10JEka18HYFxDZfUruSLhw9sRLOMlC2L14ot1TkiRFAhzzdddPeB1fiwNfkx3UAmmr4ycufrXXxt86B0KlqRKME9QcoU2BvPny9zFoF9fq1eSUyX48iZDF0Wq1kXZxZfhmYiMIAnetlf+v/rSziWCcHbEVoocS4ESZuXkmDgtBBGBtt1ymer0/gQKcriMgBsCYBebiYQZ/PT09eDwetFoteXl5Iz59f/MAbn+Q7DQd1fmJMe16uvAHRd6uk7NTE/W/8bz/Pv6mZgSDAdPll094LcfbctbDuDgHdXp82uyt/gBfDXVNfbIkh5UTKU0NpTCkw4lBJxUkXplK0eEkDx9cWoQ5RUtz/2BkxpzCzEMJcKKMTqOis6QE0T3AulCZ6rU+e+LU6TuGC4xPZ3BO62+Ki4tRjyIyDetv1s7KRqWK/7yk6WRv4wAOb4CsVB2LiswTeo7tn3L2xnTZZajTUif0nEC/B/ch+eeYtr54apudBr51so0uX4BZKXr+vWKCpamhxLCTChIvwAnrcJR28cQnRafmlpWyr9djO5TOt5mKEuDEAMOSJQT7TrCiP4hWgmaPj3p3grSLD+mgcg54cQ54EQTIKTNNaMDmTJ4/FS5PbajKmVDwJvl82DdvBsB8/XUTXsf5ThtIoJ9jQVcwsaBounml18bT4dJUTSkpEy1NDSUc4LS/B2JwWvc3EgWzLSCArduNyxb/v6fMzEyysrKQJIn6+vp4b0dhHO5cXYZKgHdO9lHXlUBZdYVpQwlwYkDFgtk4bC2kBGG543QWJyEYMqKhq1HO3mQWpaEzaMYVGNsG/bzfagXgwhlo8BdOXU9Uf+Pcvp2g1Yo6O5vUNWsm9Bxx0I/r3U4ATHHK3gwMKU19qiSHFeYpBlk5VaBNBZ8TeqNfptGnaMgulstoiZLFCZepFB1O4lOcYWTTPHmQ7WM7GuO7GYWooAQ4MWBhsYXjQTllvbbdB8DrfQnwicHvhu5j8veFS4cZ/NntdqxWK4IgUFw88oV356k+RAkqc1IptMR3pMB009Tn4kS3E41K4KI5ExNPh8tT5muuQdBMbECmc88QY79QySXWfOtEG92+ALONer4+ldJUGJUaCpfI38dqLlWClamU6eLJxcfWlQPw7P5WrIO++G5GYdpRApwYMDfPxHspqUj+QdaGxjbstDpxBaKfxh+TzsMgBSE1F9ILIyMa8obob/Lz89HrR26P3n5SbqGeidmbrcfk7M3KikzMRu24xwftdpxvvAFMvDwlBcTTxn7ri+Ni7Lelx8bfuwZQAT+tnmJpaigxnCwOiRfglJWVodVqcTqddHZ2xns7CuOwsiKTmoJ0PH6Rv76rtIzPNJQAJwboNCoG58wj2FdP2aBECSp8ksR2qzO+G4vob5YQFCV6mkIGf5XpExqw+U54PMNMDHCOyl4ml9WM3D12JvYtW5B8PvRzZqOvqZnQcwYP9iDafahMOoyLY99i3+8P8LU6+U3906W5LJ9qaWoocZos3t/uwu2M/ydwjUajTBdPIgRB4GNrywG5ZTyQaB5lCueEEuDEiPTFi/D3nUAA1tkSRIczRGDc1+ok4BfRGzVYco3j6m9aBwZp6HWhVgmsnjWzDP5sg372NMrePhMNcMLeN+nXXTehTIwkSTjflqeGp60rRNDE/k/xP0+00eMLMMeo52vl+dNz0nCreNcR2WMpyqSYdGSEhNkdJ21RX28iKDqc5OK6JYVkpupos7rZekwxaZxJKAFOjKipzKPVYwVgTaPsvBr3dvGOA/LXwqV0NZz2v/H5fRE31tECnHB7+OJiM+mG8Us4ycS2um6CosTcvDRKs4zjHu9rbcO9dx8IAuYPfGBCa3hPWvF3uhB0KtJWTlNwMQk291h5NlyaqinFcK6lqTCWUjBmy8Nbuw5PzznHIVKmqrPGZL3xCLeLt7S04HbH32VZYWwMWjW3hlrGlflUMwslwIkRi4rNvKdRIQX9LO8OohcE2rx+6uI1Xdzngp7j8vcFS07rb8rTaW1tRZIkLBYL6enpIz79dHv4zHMvDutvJlyeeiE0mmHVKrT5EwtWHKHsTeoF+agmoPGZTvp8Ab5eKxsLfrY0l2Xp09iaLggxL1MVJdjgzYyMDLKzs5V28STijtVlqFUCuxv6OdqeIB2uCueMEuDEiLl5JmqzyggONGIQYZVKvqjFrUzVeQgkEdLyIb3gdAan0jxueUoUJXbUz0z9jS8gRvxvLp1AgCOPZngBAPN1ExMX+ztdeOsGQIC0C4umvtkp8s0TrfT6A8w1GvhqRRSyRzEWGheEdDi9LQ687kBM1hwPxdU4uSgwp3DVAvlv4Y9Ky/iMQQlwYoROo8I/dx7Bfrkuv84mi9m29ccpwBkyYNPj9GPrllPpeeXp4wY4Rzvs9Lt8pOrULC21xGCzsePdxn4cngDZaTqWlFjGPd5z+DC+hgZ5NMOmTRNaI5y9SVmQjSbTcC7bnTQvdlv5R7cVtSCXpvSqKLwFxNjROC1DT3pOCpIEnfWJp8MRRUW4mgyEW8b/caCNflf8BesK544S4MSQvHlzcNrk4OGCE3Jgs9vmis908SEdVF2N8l4seUa0BhWtrXL5YlT9Tag8taoyC+10aTcShLDI8JLqXNQTcC+OjGa49NIJjWYI2n0MHpAzRGnrY5u96fUF+EZdqDRVksvS9PH1RVMiLDTuOwFua3TWOHPJSLv4QEzWG4/S0lJ0Oh0ul4uOjo54b0dhAiwrzWBhkRlvQOQve5rjvR2FaSCqV6eBgQHuvPNOzGYzZrOZO++8E6vVOurxfr+fb3zjGyxcuJDU1FQKCwv56Ec/Snt7+7DjNm7ciCAIw2633HJLNF/KtLCwJIMjoh9JEintDlKo0+AVJXbHo118SAdV1xD9TWdnJ36/H4PBQHb2yOWnd8L6mxlWnpIkKRLgTER/I/n9kx7N4NzRDkEJXVk6+tKR9U3R4j9OtNLnD1CVauAr0ShNhUnNgoxy+fvw71mUKUowPxyNRkNlZSWgdFMlC/KU8XIAntjVhF9pGU96ohrg3HbbbRw4cIAtW7awZcsWDhw4wJ133jnq8YODg+zfv59vfetb7N+/n2effZa6ujquG0HbcM8999DR0RG5/fa3v43mS5kWFhaZOWzOR7S3IwAXquSp0dsGYuxq7HVCb538fcGSYR1UQ/1vVCOULzz+IHsa5BbqmTZ/qq7LSUu/G51GNaHX5nx7O8H+fnk0w9q14x4veoM4d8uf5k0XxTZ780K3ledDpamfRas0NZQ4TRbvbnTg98XZQDNEuExVV1cX550oTJRrFxeQnaajw+bhX0cUo8ZkZ2J+8lPg2LFjbNmyhV27drFq1SoAfv/737NmzRpqa2upqqo66zlms5lXX3112H0///nPWblyJc3NzcNKJkajkfwJdqwkCnPz0ziRXU6w7yRqczFrrCJ/M8Cb/TEOcDrfByQwFSKl5dLVWAvIAc6x3WMP2NzXNIA3IJJr0jMnNy1WO44J4ezNhbOzMerG/9OwPfccMPHRDIN7O5HcATRZBgw1sfMO6vUF+PdQaerzpXksNkWpNDWUouVw5NmY6XBMWQbSMvQ4B7x0nrJRUp0Zk3XHIhzgtLW14XK5SE2NzyBVhYmj16i5bVUZP3vtBI+908i1iwrjvSWFcyBqH+N27tyJ2WyOBDcAq1evxmw2s2PHjgmfx2azIQgCFotl2P1PPvkk2dnZzJ8/n69+9as4HKMHCV6vF7vdPuwWD/QaNVL1PIJ9cmfFspMOBOC4y0OHN4aitiHlKVu3G+9gALVWRWZh6rgC4+1DylPxGC0QTSZTngoMDODYtg0A8403jnu8JEo43gmNZbiwCGEC+p7pIlyaqk418KXyibW+nzMxbhUXBCHhxjakp6eTlyf/vJUyVfJwx6pStGqBvU0DHGpNDNG6wtSIWoDT2dlJbu7ZU5hzc3MnPKPF4/Hw7//+79x2223D/Fhuv/12/vKXv7Bt2za+9a1v8cwzz3DjGBeZBx98MKIDMpvNY44fiDZzKgto9loBSG13syRNHlIZ0yzOkA6qsP4mp8SE3WHD6XSiVqspLBz5k0vY4G+mlad6HF4OtFgBuLRm/Onh9hdeAL8fw/z5GKrmjnu8+0gvwX4PKqMG4/IYBRkML01FrWtqJAoWgaAGRwfY28c/fhoIBzgdCRLgAMydK/9uKO3iyUNuuoFrFspDZ5Up48nNpN/tHnjggbMEvmfe9u7dCzDiJ3xJkib0yd/v93PLLbcgiiK/+tWvhj12zz33cNlll7FgwQJuueUW/v73v7N161b27x85HX7//fdjs9kit5aW+A1VW1Bk5pAxA3GwDySBCwVZhxPbAOd0B1XnCPqbwsJCtNqzzecGXD4Ot8sB0boZJjB+43g3kiQbMualj9+6bX02VJ764AfHPVaSJBxvyiWi1NUFqHTqc9vsBIlLaSqMLhVyQzO5YlSmCgc4nQ12gv7EEIgObRcPBhNDG6QwPnetk+eJvXCwnR5HnMxYFc6ZSQc4n/vc5zh27NiYtwULFpCfnx+x+x9KT09PJG07Gn6/n4985CM0NDTw6quvjuqmG2bZsmVotdpRPyXp9XrS09OH3eLFwiIzxzNLI2Wq1QPym96bAw7EWIxt8Njl9l0YU2A8EjtP9SFJMCc3bUJBQDLxSmi45qXV42dXPMeO4T1+HEGrxXztNeMe76234W91ImhVpK2NXU3/m/EoTQ0lxoZ/ljwjKSYtQb9IV1NiuNEWFxeTkpKCx+OJ2C8oJD5LSiwsKbHgCyot48nMpAOc7Oxsqqurx7wZDAbWrFmDzWZjz549kefu3r0bm83G2jE6TsLBzYkTJ9i6dStZWeOLMY8cOYLf76egoGCyLyfmVOWbOBkSGgPUNLpIVavo9wc57IzB3JrO9+Wv5hICukz6WuUW9aEBznj6m5mWvXF5A7x1ogeAKxaMHwiEszdpl16K+gxt2Eg43pQzhsYL8lCn6aa+0UnwYreVf4ZKUw9Vx7A0NRRFh4NKpWLWrFmAUqZKNsLGf0/sasIXSIyMoMLkiNq7Xk1NDVdeeSX33HMPu3btYteuXdxzzz1ce+21wzqoqqureS7UjRIIBPjwhz/M3r17efLJJwkGg3R2dtLZ2YnPJ4tw6+vr+c53vsPevXtpbGxk8+bN3HTTTSxdupR169ZF6+VMG3qNGsPs2RHDP7HJzoUWuRtpWyzKVOHyVMFielqciKJESroOtUGkt1cOYEbL4MxU/5s363rwBUTKsoxU5ZnGPFby+WT9DWC5cfzylK/NifeEFVRgWl88Hdsdl74hhn6fK81jSbQM/cYj0ip+AGLk5ptoAQ4oOpxk5aoFBeSa9HQ7vLx8WDFrTEai+rHuySefZOHChWzatIlNmzaxaNEiHn/88WHH1NbWYrPJuo7W1laef/55WltbWbJkCQUFBZFbuPNKp9Px2muvccUVV1BVVcUXvvAFNm3axNatW1GrY6NtOFcWlGRwVKNF8rkgQESHE9MA5wyDv3D6PDs7e8R21pb+QZr6BlGrBFZVxr8FdzrZclgWvV85P39cfZhj2zaCViuanJwJed843pJ/rikLc2I2luGbQwz9vhyP0lSY3BrQpIDXBv2xGToZERrX2xATxKgtPF28q6sr8l6nkPjoNCruWF0GKFPGk5Wo+eAAZGZm8sQTT4x5jDREd1JeXj7s3yNRUlLCm2++OS37ixcLi80czyhlbf9JNPmLWTMgvxG/a3PhCgRJ1UQxUIt0UC2h6w1Zp5BfmU5zs/zpcrTyVDh7s7TEgskQ2+nX0cQXEHnjuDw6YdP88X2VbGFx8Q3Xj+t9E+hz435fLn2ZNsQme/NSz5BZU/EqTYVRa6FgMbTskstU2XOivmRWYRp6owbvYICeFid55fHT24UxGo0UFxfT2trKiRMnuOCCC+K9JYUJcuvKUn7x+kkOtFh5r3mApaUZ8d6SwiSYWYOEkgRZaFwW0eHkNzkoNejwSxI7ojm2wW09/Um6cNlpgfEEBmzOVP3NjvpeHN4AuSY9S8cZrhno6cH59tvAxLqnHG+3gQT6uRnoCqNvitjnC/CN2tOzpuJWmhpKrHU4KiEyXby9zhqTNSeCUqZKTnJMej6wWG4MUFrGkw8lwIkDVfkm6rNPBzi+BhsbMmTtx5vRHNvQcVD+ainF5U/F0e8BATKLjJF5XyMFOKIosaO+D5h5/jdhO/ZN8/NQjWO+Z3v+eQgGSVm8GH1oztBoBJ0+XHvlzqxYZW/+80Qrvf4Ac41RnjU1GSKdVLFpFQcoDAc4J60xW3M8wu3ip06dIhAIxHk3CpMhLDbefKiDbrsnvptRmBRKgBMH9Bo1+aUFtPicSEE/4mCQ9ZoY6HA6DshfC5dGsjeZBan09HcRDAZJTU0lI+PsFOzRDjv9Lh+pOjVLxslyJBNBUeLVUHv4FeOUpyRJwhoezTAB52LnjnYIiGiL09BXms99s+OwucfKc91WVMTY0G88wgFO5/sQiI1bd0SHc9KKJMbAemEC5Ofnk5aWht/vp7GxMd7bUZgEC4rMrCjPwB+UeGJXU7y3ozAJEuRd8PxjYZGZY5YiggMNAKzoD6ICTg56afFE6UIQ6aBaQlfj2f43paWlI4psw/qbVZVZaNUz51dmX9MAvU4f6QYNqyvHtiPwHDqE72Q9gsFA+tVXjXms6A3i3BkaqrmhJOojLfr9Ab4eLk2V5rI0EUpTYTIqICUDgj7oOhyTJXNK09Do1XgHA/S1u2Ky5ngIghDJ4ihlquTjYyHjvyd3N+PxK4aNycLMuVolGQvO0OHom5wsC12Y3opWFmdYB9Vp/U3Y2fl809+Ey1OX1eSNG7hZn30WANPll6M2jd1K7toTGqqZnULK/OgP1fzPE22R0tRXE6U0FUYQYj5ZXKVWUTBLzpq1nxiIyZoTQdHhJC+b5uVRZEmhz+XjhYOxGT2icO4oAU6cWFhk5tiQAMfbaGNDZhR1OO4BGGgEQMxfTHcog5M7jsDY4w/ybmM/MLP8byRJGqK/GTsoED0e7C9tBsDywRvGPm9AxLldzqakXRT9oZov91h5tmsAFfBQTUnilKaGEhEax0GHk0BC48rKSlQqFf39/fT19cV7OwqTQKNWceea0y3j43X7KiQGCfhueH5QlW+i1VLIoK0ZSRIJ9nlYr5cHb77d7yA43X9A4fbwjHIGrDr83iAavZqgdhCPx4NWqyU//+wL/f7mATx+kRyTnrl50e8EihVH2u20DrgxaFVsmJsz5rGOV19FdDjQFBZgXL16zGMHD/YQtPlQmbSkLo2uB02/P8DX606Xppaln+1flBDEuJMKoHCuRV7yROLocPR6PWVl8kWyrq4uzrtRmCy3rCjBoFVxtMPOnob+eG9HYQIoAU6cMGjVzCqwUJeWhWhvA6Cm14dJrWIgEOSQY5rHNgwtT4X1N2UmWlvl8lRxcfGIRolD3YujrSWJJa+Esjcb5uaQMs7wS+vfngbA8qEPIYyRIZHE00M109YVIWij++f1rRNt9PgCzDHq+Up5gpWmhhIWGvfUgic2Rnd55elodCo8Tj/9HYmhwwEUHU4SYzHquHGZ3BGpGP8lB0qAE0cWFpk5nnG6TCU1OViXIWdJpn26+NAOqlMhB+MJDNjcflJOpc80/c2WUIBz5YKxAwNvQwOD774LKhWWcbqnPLX9BLoHEfRq0lZHdy7alh4bz4RKUz+tKcWQyOLvtFywlAFSzLI4ao0q4ofTWpt4Opympia8XmVKdbLxsbXlALxytJOW/sH4bkZhXBL4XXHms6B4uNDY22hnQ6bsvDrtOpyROqjKzWPqb2yDfg61WgFYNzv6YtlYcarHSV2XE41K4JKqsctItmeeASB1/YVoxxnmGs7epK4uQGWInkn4gD/A1+rkzNtnErk0NZSSlfLXlndjtmRRuEyVQAFOVlYWGRkZBINBGhoa4r0dhUkyJ8/E+jnZiBI8rrSMJzxKgBNH5AxOKcE+OV3tb3eyPlXW4YTHNkwLg/1glQMZX+YC+kOts6k5AlarFUEQKC4+24xu56leRAlm5aRSYE6Znr0kAOHszZpZWZiNo4+dkHw+rM/9A4CMm24a85zeJju+RjuoBUzriqZtryPxn0NKU19N5NLUUIpDAU7rnpgtWVQlezq1n7AiJogOZ2i7uKLDSU7Cxn9P7Wlm0KeYNiYySoATR6rzTdhTLXQKILp6QYKibi8lobENO23TpB0IZ28yZ9HTpUKSIC1DT69NNrnLy8vDYDh7EOT2GTo9fPMh2aPmqgXjZGTe2Eawrw91TjZpGzaMfew2OaOSuiwPdbpuejY6AsNKU9UJXpoaSskK+WvruzGbLJ5bakJrCPnhtEZxBMokGarDUbpxko+Nc3OpyE7F7gnwzP62eG9HYQyS5N1xZmLQqpmTZ5LLVP2hsQ1NjtNjG/rt07NQRGC8hM6Gs/U3ow/YnHn6m6Y+F4fb7KhVAlfMH7s8ZX06JC7+4I0I2tEzPf5OF55j/SDIreHRYsAf4Ouh0tSnS3NZZk6C0lSYvAWgNcoi497YZC5UalWkXTyRdDjl5eVotVocDgddXV3x3o7CJFGpBP4t1DL+2DsNCZMdVDgbJcCJMwuL0ocJjX0NQ/xw+qfpU+cIIxqG6m9GEhi3DgzS0OtCrRJYPWvm6G9eCmVv1lRmkZWmH/U4f1sbrnfeAcDy4Q+NeU57KHuTsiAbbU70XIS/daKN7lBp6mvJUpoKo9aeNvyLZZlqrlymaqtLnABHq9VSUSE74yrdVMnJhy8owaTXUN/j4u1Qplsh8VACnDizsNgSEhrLb3S+Fgfr0o0IQN2gh/bpGNsQ8sCRCpZEApyMYj2dnbIWJezNMZQdoezN4mIz6YbRsxfJxkvvywHONYvGLk9Zn3kWJAnj6tXoRslwAQR63bgP9gBgunjkTrTp4F+9Nv4eNvRLptLUUMJlqpbYBTjF1UN0OMHYlMYmgqLDSW7S9BpuukD+e//DO4pYPFFJwnfJmcXCIjP15iK8rh4knxPJL5LW42WJKTS24Vy7qVy9YJMzDE5DNYN2H4JKwKuyIUkSFouF9PT0s542E/U3jb0ujrSHy1OjZ0CkYDAymsFy04fHPKfjrVaQwFCVga4wOkaIA/4AX6uV/w8/VZLL8mQqTQ0lIjSOXSdVVnEaeqMGvydIT3Pi6XBaW1sZHFTajZORu9aWIwiwrbaH+p7E+d1SOI0S4MSZ6nwTklZLvbmQYF89cMbYhnP1wwk7GGfNoatdrhVnFaXS1i63NI+kvxFFKWLwN5P0N+Hy1NpZWWSmji4Edm3fTqCzE7XZjOnyy0c9LmDz4tonayhMl4ye5TlXwqWp2UY9X0u0WVOToTiUwek5Lo8OiQEqlRCZLp5IZSqLxUJubi6SJCllqiSlNMvIpdWyju+POxrjuxmFEVECnDgTFhoPm0vVYI8EOG8NOBHPpdNi2IBNWWCcX3FafzNSeaq2y0Gfy0eKVs3S0oypr51gRMpTC8cuTw2ExMXmG65HpRs9EHK+1QpBCV2FGX3Z2Vmw6eCVIaWpn1aXkpKMpakwaTnydHGA1tiNbQjrcBJJaAxQVVUFKGWqZObuUMv43/e1YnP747sZhbNI4nfLmUNYaBwI63CabCwzpWBUq+jzBzjiPIexDUM6qMIGf9llqbS2jp7B2X5Czt6sqsxEp5kZvyINvS6OdsjlqbGGa/q7u3G+sQ0AyxjeN0GnD9ceWcOUfkl0tDfWIaWpe0tykrc0NZSSVfLXOPjhdJy0Egwkjg4nHOCcOHGCQEDxU0lG1szKoirPxKAvyNN7W+K9HYUzmBlXryRnYZGZ45mliLZmpKAP0RVA1e9lnWUaxjaEOqiCeUvobpLPI6S5CQQCpKSkkJ19dglqJupvNk+wPGV77h8QDJKydCn62bNHPc75TjuSX0RbnIY+1Io83XzrZBtdodLU1yuiO/ohZsRBaJxVmIohTUvAJ9LdOE3WC9NAYWEhaWlp+Hw+mpoUV9xkRBCEiPHfYzsaCSot4wmFEuAkAAuKzHSnZGDVGQkONALgG1KmmvLYBkcX2NsAgT5xNkG/iC5Fw4CjG5CzN2cO0PQGgpFJuTNKfzOB8pQkilhDoxnGyt6IngDOHe0ApF9cEpUhpK/02ni6cwABuWsqqUtTQwkLjdv2gThNTt3jIKiE02MbEkiHo1KpIrOpamtr47wbhalyw9IiMoxaWgfcbD2m+BolEjPkXTO5qSlIR61WcWTI2AZvoy1i+LfH5mJwKi2uYf+bnCo6W+T6cH5lOs0to+tv9jYO4PYHyTHpqc43TX7NBGRoeWqs7inXjp34m5tRpaWRfuUVox7n3NmO5A2iyTNiqJl+jyCrP8DXa+US4r0lOVwwE0pTYXLngTYVvHZZbBwjTutwrDFbcyKEy1S1tbWKq3GSYtCquXWlXOpXWsYTCyXASQAMWjVzctOGD95ssjPbqKdQr8UrSuy2TqENMdxBVbCEzhEmiI+kv3mrTvZ0WT8nOyqZiXgwtDyVMUZ5auCpvwBgvuEGVMaRDftEXxDndtmePX1jCYJq+n9G/3WyjU6fn1kper4xU0pTYdQaKAoZ/sWwTBXW4XSeshHwxyZzNBEqKirQaDTYbDbF1TiJuXNNGWqVwK5T/RzrSJwy6PmOEuAkCJHBm/2nkCSRYJ8H0eE/tzLVkA6qcIBjyAridrvRaDQUjDAd+62QwHjD3JypvZAE5IWDcjnp2jHM/fwdHThffwOAjFtuHvU4155ORFcAdaaBlEXT/zPa2mfnb+HSVM0MKk0NJSI0jp0fTka+EWO6jqBfpOtU4lyAdDodlZWVgFKmSmYKzClctUDODitZnMRhBr57JieLis2csBQjBr2INrk8MbRMNSWhcSjAcaUvxtHnAQHcyBqE4uJi1Gr1sMO7HZ7Ip4+ZIjA+0eXgeKcDjUpg07zRy1PWp58GUcS4YsWo4mIpIMqt4YBpQzGCenqzN/ZAkK+HuqY+WZzDiplUmhpKSUiHE8MMjiAIkSxOawLpcEBpF58pfGydbIHwjwPt9Dm9cd6NAigBTsKwuMSCV6On0VJ4evBmo531GSYE4JjLQ5d3Ej4L9g5wdoKgossltzFnFabS1iFfoEfS37xdJ2dvFhSljzmnKZl4PpS92ViVM2p5SvL7sT79dwAybr1l1HMN7u8maPehSteRunzsQZ1T4bv17bR7/ZSn6PhG5QwrTQ0lbPjXdwIG+2O2bERonGB+OGGhcVtbGw7HORp7KsSNZaUWFheb8QVE/rKnOd7bUUAJcBKG6vx0dBoVRyylp3U4jTaydBoWpqUAkxzbEC5PZVfR0ewBIK/SPKb+5u0Tsv7mojkzozwlSRL/PCAHONctGX3Kt+O11wn09KDOzsZ02WUjnysoYX9Tzq6Y1hcjTLM/0Nv9Dh5vl+d//biqFONMLE2FMWZCVihLFsMyVXguVVeDHZ8ncXxnTCYTRUXy76eSxUle5JZxOYvz+K4mfAnkuXS+MoPfRZMLnUbF/MLhk8X9HS5ET2BqYxvaQk6xxcvpCulvzIVqrFYrgiBQXFw87HBRlHg7pL+5aIbobw60WGnuHyRFq+aymtxRjxt46ikALB/6EMIozsXuQz0E+zyojBpSV03vuARXIMhXQqWpu4qyWZsRnZlWCUVYh9OyO2ZLpmenYMoyIAYl2k9YY7buRBjaTaWQvFy9sIBck54uu5eXDrXHezvnPUqAk0AsLrZwPLMUyWNFHOwFCXzNjiFjGxwTbyUNBTjB/OURgz+/VtbX5Ofno9cPL0Ed7bDT5/KRqlOzbIaMZwhnbzbNz8Oo04x4jPdUA4O7doEgkPGRkb1vJFHC/oYcgKStK0KlU4943FR5sKGDZo+PIr2W/5zJpamhlK6WvzbtjNmSgiBQUpMJQOuxxCpThQOcU6dO4fP54rwbhami06j4t7XlAPz+rQal9T/OKAFOArGkxEJ7ajYuQxrB3tN+OCvMqaSoBLp9AY67POOfSBShfT8APapFBAMihlQtPVa5XXrE9vBQeWrNrKwZMZ4hEBR5MWTud/2SwlGPs/5Vzt6kbdiAtmjkMpbnWD+BrkEEvZq0NdMbgOy2OnmkVc6c/ai6hDTN9AZPCUvpGvlr2z4IxE6QGQ5wWo7HTvszEXJzczGbzQQCAU6dOhXv7SicA7evKiVFq+Zoh52d9X3x3s55TfJfyWYQS0osIAgcHaLD8TXa0atUrJ7M2Ib+evDYQGOgyyp3Q+VXptPSImchRhIYh/1vZkp5auepPnqdXjKMWtaPoikS3W6sz/0DGF1cLEkS9tdl3VLamgJURu207dEdFPny8RYk4NaCTDZmRmdgZ0KSNRtScyDoPa0XiwHFVRkgQH+7C5ctcTpdBEFQuqlmCBajjo9cIEsAfve2EqzGk6gGOAMDA9x5552YzWbMZjN33nknVqt1zOfcddddCIIw7LZ69ephx3i9Xj7/+c+TnZ1Namoq1113XWR4ZDJTlmXEYtRydIijsa/FgRQQ2TgZP5yw/qZgCR0NskFgZqkhYiR2ZgbH5Q2wr0lO2c8UgXG4PHX1wgK0owh27ZtfRrTb0RYVkXrhhSMe46kdwN/mRNCqSLtwdKHyVPhhYyf1bi95Og0PzBo9yzQjEYQhZaodMVvWkKYlp0T+W2o9llhZnKE6HFFUBKrJzN0XViAIsK22hxNdSmdcvIhqgHPbbbdx4MABtmzZwpYtWzhw4AB33nnnuM+78sor6ejoiNw2b9487PH77ruP5557jqeeeort27fjdDq59tprCQYTx6F0KgiCIOtwMkoRnZ1I/kEkv4iv3clFIT+cXVYnnvHGNoQDnKLldDXIAmPSXABkZmaSljZcxLrrVB/+oERJZgplWSM7+CYTHn+QLYflSd/Xj9E9FREX33wzgvrs0pAkSThek7M3qWsKUKeN7oI8Wd6zD/LrZnkm2PerSjBrR9YIzWjCZarmXTFdNlKmSjAdTllZGXq9HpfLRVtbW7y3o3AOlGWlckXId+vhtxXjv3gRtQDn2LFjbNmyhYcffpg1a9awZs0afv/73/Piiy+O2ymg1+vJz8+P3DIzMyOP2Ww2HnnkEX70ox9x2WWXsXTpUp544gkOHTrE1q1bo/VyYsbiEgt1GaVIgkCgV05V+xrtVKcayNNpcIsS79pcY58kFOA40i/AOeBFUAk4fLLOY6zxDBfNyZkR4xneON6N0xug0GzggrKRBdPuw0fwHDoEWi2WD9044jHeE1Z8LQ4ErQrT+uIRj5kKXlHkvuPNiMCNeRlckW2etnMnFeEAp2WXrBuLEcU18u9Ey/H+hBKBajQa5syZA8Dx47Gb06UQHe65SG4Zf+69NnociVMOPZ+IWoCzc+dOzGYzq1atity3evVqzGYzO3aMnZLetm0bubm5zJ07l3vuuYfu7u7IY/v27cPv97Np06bIfYWFhSxYsGDU83q9Xux2+7BborKkxMyg1kCHpWDI4E07giBw0UTKVAEvdB4CoNMnv1lmFaVGBmyWl5ef9ZS3Zlh7eNjc7wNLClGNMitq4MknAUjftAlN1tkDMyVJwr61CYDUVQWoTdOXvflpUxe1Lg9ZWg3fnT29Za+kIn+RPHjTY4PuozFbtmCWGbVWxaDNR3/HOB8WYkxNTQ0gf0BMpOBLYfIsL8tkaakFX1Dk8Z2N8d7OeUnUApzOzk5yc8/2HsnNzaWzs3PU51111VU8+eSTvP766/zoRz/i3Xff5ZJLLsHr9UbOq9PpyMgY/sk8Ly9v1PM++OCDER2Q2WympKTkHF5ZdFlcbAHgYHrJEKGxDUmS2DiRsQ1dhyHog5RMurrlVvCcciPt7fJF/0yBcUv/IA29LtQqgTWzpn8ydqyxe/y8dlwOiK9fPHLwEOjvx/7SSwBk3nnHiMd46634mh2gETBdNH3ZmyNONz9rkrVQD84tJmuU9vXzArUGSkKuxs2xaxfXaNUUzrEAidcuPnv2bNRqNf39/cM+2CkkJ59cL88Ze3xXE25fcksokpFJBzgPPPDAWSLgM2979+4FGLHcIUnSmGWQm2++mWuuuYYFCxbwgQ98gJdffpm6ujpeCl2QRmOs895///3YbLbILdxNlIhkpekpyUzheGYZorUZSQwgDgYI9LgjGZxDTje9vlGcWFtP6286QkMFVWY3oihiNpvPCgzD7eHLSi2kG6avQyhebDnUiS8gMjs3jZoC04jHWP/2NJLPh2HBAgyLF494jD2kvUlbWYA6fXqyN35R4r5jzQQkuCbHzAdyztPS1FBK18pfYxjgAJRUh3U4iSU01uv1zJo1C5CzOArJzab5+ZRmGhkY9PP3/cnfCJNsTDrA+dznPsexY8fGvC1YsID8/PxI185Qenp6yMub+ByfgoICysrKOHFCLtfk5+fj8/kYGBj+yau7u3vU8+r1etLT04fdEpmw0BgpSNAqC9S8jTZydFrmpxkAeHu0MlVIfxMoWEFvi3zMoCR7MYxYngrpb0ZrpU42wm8iH1xaNHKAHQhExMUZd9w+4jGeeiu+BjuoBUwbpi9786vmbg453Vg0ah6cUzwj9E7nTFlIh9O0E2JYkgnrcNpOWAkmmKV+uEyl6HCSH7VK4O515QA8ur0BUVTKjrFk0gFOdnY21dXVY94MBgNr1qzBZrOxZ8/picG7d+/GZrOxdu3aCa/X19dHS0sLBQWywdry5cvRarW8+uqrkWM6Ojo4fPjwpM6byCwpsdBiysWrTyHYIwuyfY1yNuai8cpUoQCnW7UMMSiRkq6jo1vuyDgzwPEGgmwP6W8urhp9lEGy0NI/yJ6GfgQBblw2cnnKsfU1Ap2dqLOySL/66pGPCXdOrchHbZ6eoaO1Lg8/apRLqN+dU0SuPvmzZdNC0QWg0oCjHayxG1CYXZRGiklLwBs83WmYIFRVVSEIAp2dnfT3J1aGSWHy3HRBCekGDQ29LrYeO/tDv0L0iJoGp6amhiuvvJJ77rmHXbt2sWvXLu655x6uvfbaiN8DQHV1Nc899xwATqeTr371q+zcuZPGxka2bdvGBz7wAbKzs/ngBz8IgNls5uMf/zhf+cpXeO2113jvvfe44447WLhwIZeNMigx2VhSYkESVNRllg0ZvCkHOGEzuDdHGtvgtsoTmoEOh3yBz61IjbScnhng7G0cwOULkp2mZ35hYme1JsKz++XXuW5WNgXmlBGP6X/icQAsH7kJ1Qhzp7wNNrynbHL2ZuP0ZG+CksSXjjfjkyQuzUznw3kzYxTGtKAzQsES+fsYlqkElUBxdWK2ixuNxsjfqpLFSX5S9RpuXy1rH5WW8dgSVR+cJ598koULF7Jp0yY2bdrEokWLePzxx4cdU1tbi80mf4JSq9UcOnSI66+/nrlz5/Jv//ZvzJ07l507d2IyndZT/OQnP+GGG27gIx/5COvWrcNoNPLCCy+gHsHLJBlZUGRGrRJ4P72EYP8pkCSC/R6CNi8rzanoVQIdXj91g2e0HoYdYTPK6Wj2A6DP8Ub0NxaLZdjhb4TEuBdX5YzabZQsSJLEs+/J5anRsjeeY8dw790HGg0Zt4zsXBx2LU5dnofGYpiWvf2+pYf99kFMahU/qFJKU2cRKVPFzvAPoCTcLp5gOhwY3k2lkPzctbYcrVpgT2M/B1qs8d7OeUNUWzgyMzN54oknxjxmaBYiJSWFf/3rX+Oe12Aw8POf/5yf//zn57zHRMSgVVOdb+J4RynUehDdXaiM+Xib7BgX5bDGnMa2AQev9dmpSh1yEW6Txd1i4QV07JCDRo9K/nRaVlZ21oX19dpQgFOd/OWpvU0DNPUNkqpTc+WCkad994d+F9M3XY52BL2Wt8mO94QVVAKmjdPTaXdq0Mv/Ncgzsf57dhGFhulrN58xlK6BHT+PueFfOIPT3WjH4/JjSE2csmF1dTWbN2+mpaUFh8Mx7AOeQvKRl27gusVFPLO/ld+/fYpf3rYs3ls6L1BmUSUoi0ss1GbIpnyBjiOAXD4BuCxbLidt7TvDz6dNHrDZb1yDzx1Aq1fTPSC3h59Znmrqc3Gqx4VGJXDhnOxovYyY8cw+OXtz1cKCESeHBwYGsL8od+Jl3DGym3a4c8q4LBdN5rlnb0RJ4svHm/GIEusz0ri9IHP8J52PhA3/emvBFbvhhKZMAxkFqUhS4mVx0tPTKQoNf1XKVDODT6yXjf9ePtRBc99gnHdzfqAEOAnKkhILDl0qPZkFwwZvAlyeJQc4u21ObP5Qu7gkRQTGHd5qAHIrjKPqb8LlqQvKM5K+PdzjD/JSaHL4h5aNrJuxPv13JK8Xw7x5pCxdctbjvhYH3roBUEH6xdOTvfljex+7bC5SVCp+WFWilKZGw5gJOfLvLE3vxHTpsgWy91Pz4cSb+qyUqWYWNQXpbJibgyjBb9+qj/d2zguUACdBWVJiAeA9SznBfjnA8Xe6ED0BylL0zDHqCUqwLdwubmsBZxeoNLT3yulsfZ4fURRJT08/y//mjVq5PXwmdE/960gnDm+AIksKqyrOzpJIgQADf/kLABl33DFioBHJ3izJRZM1skB5MjS7vXy3Xs6efXNWAWUp09ONNWMpDw07bXw7psuWzZd/X5qO9iMlWAtvOMBpbGzE7XbHeTcK08FnNsoeR0/va6Xb4YnzbmY+SoCToMzKSSNNr+FARjmSx4bkt4J0upvqsqwzylQtcju+lLeIjno56PFprICcvRl6UR/0Bdh5Sv7EeskM0N+Eu6duXFY0olja8drrBDo6UGdkkH7N2a3hvjYnnuP9IIDpkrNndU0WSZL4Wm0rg0GRleZU7i5K/hJg1ClfL39tiG2AUzDbglavxm330dvqjOna45GVlUVubi6iKFJXVxfv7ShMAysrMllWasEXEHl0e2O8tzPjUQKcBEWtElhaauFwlmz17W+X50t5T1qB0wHOa312gpIUCXAcWRtx2Xyo1AK9dtl35czxDDvr+/AFRIosKczOHT5ZPNnosnt4O+TGfOMo5amBkLjY8pGPoNKfnUkJz5wyLslFm33u2Zu/dPbz5oADg0rgJ9UlqJTS1PiEA5yeY+Dsidmyao2K4mo5u9mUwGWqo0djN6tLIXoIgsBnNs4G4IldTdjc/jjvaGajBDgJzLLSDHqMGTjM2QS7ZaGht94KwEpzGukaFf3+IAfsg9CyG4B2ZHV+VomR9vaR9Tevh/Q3l1TnJr0u5B/vtSFKsLwsg4rs1LMedx85wuC778qt4bee3Rrua3XgORbK3kyD9qbD6+OBk/LP/esVBcwyTk+r+YwnNQty58vfx7hMVTo/pMM5kngBzrx58wA4efIkHo9S0pgJXFKdy9y8NJzeAE/saor3dmY0SoCTwCwvkz9ZHsmuJNgrBzj+DhdBlx+tSoiY/r3a3RuZIN5hkx2fUwr8BINBTCYTmZmndSmSJLEtrL+pTu7xDJIk8fd9Y3vf9D/2RwDSr7wSbf7Z7eP2V4dkb3KN57yfr9e2Yg+ILDUZubckuX++MacilMWJtQ4nJDTuPGXD40qsT9S5ublkZ2cTDAapra2N93YUpgGVSuDTIS3OH95pwONXhnBGCyXASWCWlFoQBNhjKkXyOpD8ciur95TcLh7uptra3QtSENKLaG+Wu6p8Otn/pqKiYliWpq7LSZvVjV6jYk1lcmtD9jdbOdHtxKBV8YHFhWc97u/sxP7yywBk3nXXWY97m+14auXOKdOl5669ea7byqt9drSCwE9qSlAneXYs5sRJh5PI7eKCIDB/vpzZOnLkSJx3ozBdXLuokCJLCr1OH3/bm7jDn5MdJcBJYNINWqryTBwK63Da3gdOl6kuzkxHAA771LTrcnDnXoi1S/ZX6LXJbdOVlZXDzhkuT62ZlUWKLrmdn//6rtz5dM3CwhFb3QeefBICAYwrVpCyYP5Zj0eyN0vzzll70+Pz858n5GzSl8rzqE49dy3PeUf5OkCQx43YO2K6dLibKhHLVOEA5+TJk0o31QxBq1Zx7wb5vfm3b57CH0ysga8zBSXASXCWlWXQmpaDNy2dYJcsNAwHONk6DcvT5bLKa1mr6dDIrbbmAh2dXfIFoqKiYtj5Xj0qC48vrZn4RPdExOHx88JB+TXesvJs7YzocjHw178BkPmxu8563Ntoi7gWp09D9uabJ9ro9weZl2rg86XJ/bONGykZkL9Q/r5xe0yXLg2VqZqOJF67eG5ubqSbSjH9mznctLyErFQdbVY3L77fHu/tzEiUACfBWV6aAYLAybzZBHrrAIlAj5ugXZ5DFe6meiVrLe1u+ROBvsCLJElkZ2djNpsj5+pxeHkvNAfl8iQPcF442IHbH2RWTioXlJ09vNL67HOIdju6sjLSNm486/Fw9ib1grxzdi1+ucfK891W1AL8pKYUbZLP9YorFRfJXxvfiumyhbMSt10cUMpUM5AUnZq7L5Q/gP56Wz1iggXWMwElwElwwkLjnakl4B9ECsgaAU+9rMO5QiN/fSvjAk51ymUan1Y+5szszWvHupAkWFRsJt+c3N094fLULStKz+oEk4JB+v/0JwAy7/o3BNXwX3NPvRVvfWhi+CXn1jll9Qf4Rp1cmvpMSS6LTecmVD7viZMOR61N7HbxcIBz6tQpBgcVm/+Zwh2ry0jTa6jrcvJaSD6gMH0oAU6CU5ZlJCtVx4FMOVjxtx4ETvvhVHfvpWKwFa9Kx27RB0CffWT9zStHu4Dkz94cbbdzsNWGVi3wwRG6pxyvv46/pQW12Yz5+uuHPSZJUsT3JnVF/jlPDH/gZDvdvgCzjXq+Uj7ykE+FSVC2BgQVDDSArTWmS4fbxRMxwMnOziY/Px9RFJXRDTMIc4qW21fLJfKfv35i2PBphXNHCXASHEEQWF6WQYO5kIAhhUD7aaGxJEkIrbu5sk/+tFtbpCM1T0X/QD+CIAzzv3F5A2w/2QvA5fOTO8AJdx1cPi+P7LSzjfvCreGWW25BZRyeUfHWW/E12EEjnLPvzbZ+O0919iMAP64qwaBW/pzOGYMZCpbI38c4i1O+MNQu3mBj0O6L6doTQSlTzUzuWV9JilbN+622iIWHwvSgvCMnAcvLMhAFFa2Fc0KDNyWCVi/Bfg+0vsvVvfKF4ESBFk2+3GVRWFhISsrpTp63T/TgC4iUZKZQlWeKx8uYFjz+IM/ulz/Z37LibHGw+/33ce/bB1otGbffNuwxSZKwvyJnb9JWFqAxT30+lCsQ5Ku1cqB1d1E2Ky3J7QidUIT9cBpiq8NJyzCQU2oCCZoO98Z07YkQDnAaGhpwuVxx3o3CdJGdpueOUBbnp68pWZzpRAlwkoCwDmdPehkEfRCU33y9xzug+xjL7UdJ90p4dSqOpsufPEcvT+UntXvxlsOd2D3yYM0LZ5/t49P/2GMAmK+5Bm3u8Dlb3roBfM0O0KgwbTy37M3/nuqg1eOnxKDjPyoLzulcCmdQuVH+euoNiPGbfcVi+Xeq4WDiBTiZmZkUFBQgSZIyumGG8cmLZmHQqjjQYuWtE4n3u5esKAFOErCgyIxWLbAjvRwAX/MBADyHmwAJb/oCZrfIXVX7NPJ/6dAAJxAUI/43m5K8PPVUSFz8kQtKzhqs6W9rw/6vVwBZXDwUSZKwhTqn0lYXoE7XTXkPu61OHm2T34R+WFVCqia5/YQSjtK1oDGAowN6YtsWXb5IDnBajvYT8CWew+zChXIb/fvvvx/nnShMJzkmPbevkmcG/nRrnZLFmSaUACcJMGjVLCgyc8JSTDDFSKBlPwCeFglJUtFmvJqqNtli/oQ5G7VGQ3Hx6cGTe5sGsA76sRi1I7ZUJwsNvS52nepHJcBNF5w9WLPvj3+EYBDjmtUYqquHPeY53o+/1YmgVWHaMPJQzongDop8+bhcmrq1IJMNmclb7ktYtAYoWyd/X/96TJfOLk4jLVNPwC/SenwgpmtPhAULFgDQ0tJCf39iuS4rnBv3XlSJXqNif7M1opdUODeUACdJWF6agahS015WQ3CgAVRBpIAWnzSbNv8iKrr9GIIig/oUmF2NVnva2ffVUHnqkupcNEkshH0yNJhuY1UuhZbhTsGBgQGsT/8dgKxPfGLYY5Iknfa9WVuI2jT17M2PGjupd3vJ02l4YNbZ4yEUpolZl8hfT74W02UFQaBikTxDrOFg4gk+09PTI9nZQ4cOxXk3CtNJbrqBW1eGtDhbFS3OdJC8V7vzjJUVspX8roxKkEQkt5xF8IrLaesxoxZhjtMKQFthWeR5kiTxSsi9eNO85C1PuX1Bng4N1rxzddlZjw88+Wcktxv9vBpS164d9pjnSB/+dheCTo3poqlnbw46Bvl1i1zq+97cEsxazZTPpTAO4QCn6R3wx3aKdkSHc6gv4VyNARYtWgTIZSrlIjiz+PTGWeg0KvY2DbCzPvHsCpINJcBJElZWZCII8LpBjvC9de8A4GIdA91+JCFIYfspAParDZE3vsNtdlr63Ri0Ki6am7zTrV94vx2b209JZspZr0McHGTg8ccByL7nnmEiakmUsL3SCEDahYWoU8+eWTURfKLIl441E5Tg+lwLV+aYx3+SwtTJrQFTAQQ80LwzpksXzrGgM8iuxl2N9piuPRFqamrQaDT09fXR1tYW7+0oTCN56QZuXSE3QDz02ok47yb5UQKcJMFi1FGVZ6IpPY9guiXihxMIlKEVwFDopaivE7UYpNkX5JhL/tS7+bBs+ndJdS5GXfJmHJ4IladuX1WG+gxxsfXvzxC02dCWlmLatGnYY4P7uwl0u1EZNeeUvflFczdHXR4ytWr+d87Uz6MwQQThdBYnxjoctUYVmU3V8H7iaSH0ej3VIY2ZIjaeeXxq4yx0ahV7GvrZoWhxzgklwEkiVldmIQkqWsvnIbkHELwtCAjkaAQw29EFAywMuRk/3y0bAW4+JAc4Vy1I3lbmgy1W3m+1odOo+MgFw9u7Jb+fvj/8AYCsu+9GUJ/uaJICYsS12LShBJVhagHecZebnzTKOqb/mVNMdhIHiklFJMB5I+ZLh8tUjQkY4AAsXrwYgMOHDxMMJl63l8LUKTCncGtogPAPXqlVypDngBLgJBGrQjqcPWa5TBXslR1NczQCNq+ss/lAtjx885/dAxxpt9HUN4heo+KS6twRzpgchLM31y4sIDN1uEDY9tJLBDo6UGdnY/7gDcMec+3uIGj1okrXkbZ2agFeUJL48vEW/JLEpqx0PphrmdJ5FKZA2A+n6xA4umK6dNn8LFQqgf52F9buxJv9VFlZSWpqKoODg9TX18d7OwrTzGcvmU2KVs17zVZeO6bMqJoqSoCTRISFxi0GOaK3dbYDkKLz4HDZUalU3FJVgUEl0OD28cd9shD54qpcUvXJmXWwDvp4/qD8Ou9YM1xcLIki/Y88AkDmRz+KSn/amVj0BrG/Ib/+9EtKEbRT86r5fUsP++2DmNQqvldVnNQmiUlHajYUyJkKTsU2i6M3aimqsgBQvz/xLjBqtTrSMq6UqWYeuSYDH1tXDsAPX6lVJo1PESXASSKy0vTMyU1jjqkNjTFAl2ggKEn0aGQ/jLKyMrKMRi7NSgdJ4l+H5U+9Vy9K3vLU3/e14g2IzC9MZ2mJZdhjzm1v4j1xElVaGhm33jL8sXfaEJ1+1FkGUldMrXusYdDL9xrkEt8Ds4so0E+9vVxhisy6VP4a43ZxgFnL5Kxn/f7EaxeH091Ux48fx+OJbaeZQvS596JZmAwajnc6eOH99nhvJylRApwkY1VlJivVtaTm+ejLmEtvQKJVJbcTzp49G4Drci0IjgB2uxe9RsWlSVqeEkUpUp66c3XZWdmTvocfBiDj1ltQm04b7omDfhxvyS3l5svLEKbg/SNKEl+pbcEtSqzPSOO2gsypvgyFc2F2OMDZCmJstSaVS3IQVAI9zQ5sPe6Yrj0RCgsLyc7OJhAIKAM4ZyBmo5ZPbZgFwI9frcMfFOO8o+RDCXCSjNVlJlaojpOSF2DAMpdOf4AOley4OmfOHAAuy0pH3y1/oltamZm05am3T/bS2DeIyaDhuiXDTfUG9+3DvX8/glZLxp13DnvM8WYrkieINt9IyqKptcY/0d7HDquTFJWKH1aVKKWpeFGySp4w7u6H1r0xXTrFpKNorgVIzDKVIAgsWbIEgP3798d3MwpR4a615WSn6WjqG+Tpva3x3k7SoQQ4ScY6QxOpgpeO7GqCmhRaxQ6CgkiqpCcr1QKAUaXC2CMHOLrC1Dju9tx4dHsDADctLzmrxb33178BwHzDDcOGagbtPpw75HRu+qZyBNXkA5M2j4/v1Mvn+I/KAspSpj51XOEcUWth9uXy93Uvx3z502WqxAtwQO6mUqlUtLW10dUVWyG2QvRJ1Wv43MVyZv6nr9Xh8Ssdc5NBCXCSjIwu2fRsv3gxAF7kIKAkmIX3hBWAQ202Bu0+JJXAYaOUlG2GJ7sdvFnXgyDIn2KG4n7/fVzbt4NaTdYn7xn2mP31ZiS/iK7UhKFm8mUlSZL4em0rzqDIBelG7i4+e2K5QoyZe6X8te5fMV+6ckkOggDdTQ7svYlXpjKZTMydOxeA9957L867UYgGt64qpciSQpfdy592NsZ7O0mFEuAkG6e2AdDjnYeEhNMkTxEvE3NwH5PFxv94T84+CHkG2oNB9tsTr811PP7wTiMAl9fkUZplHPZY769+DYD5uuvQlZz2xQn0uXHtkdvlzVeWT6ms9NfOfl7rt6MTBH5cXYpaKU3Fn9mXgqCC7qMw0BTTpY3pOgpDZaqTCZrFWbZsGQAHDx4kEAjEeTcK041eo+aLl8nyg1++UY910BfnHSUPUQ1wBgYGuPPOOzGbzZjNZu68806sVuuYzxEEYcTbD37wg8gxGzduPOvxW265ZYyzzhC8Tmh9F49oQhs0E9A48ek1aIIiBWIGntp+/N5ApK16ebWsP3muO/GmIo+FddDHM/vlevPdF1YMe8x95AjObdtApSL73k8Oe8z2ShOIEvq5GegrLZNet8Pr479Oytb3X6vIZ26qYUr7V5hmjJlQslr+/sQrMV9+1tLE7qaaNWsWJpMJt9tNbW1tvLejEAU+tKyY6nwTNrefn712Mt7bSRqiGuDcdtttHDhwgC1btrBlyxYOHDjAnWcIQs+ko6Nj2O3RRx9FEAQ+9KEPDTvunnvuGXbcb3/722i+lMSgeSeIAZrVFyMgYE2RXVbz29vR6tVIniBv7myh1+klw6jlE0vkkQLPdVnxJ5GPwl/2tODxi8wrSI+YG4bp/bWcvUm/5hp05eWR+30tDtwHe0CQszeTRZIkvnK8BXtAZKnJyKdLkrPzbMYy9wr5a92WmC9duTQHBOhutCdkmUqtViti4xmOWiXwH1fXAPD4rkYae11x3lFyELUA59ixY2zZsoWHH36YNWvWsGbNGn7/+9/z4osvjvkpIz8/f9jtn//8JxdffDGVlZXDjjMajcOOM5vPg+GHofJUi0q2sPfp5fbwwrY2BJUc7PwjNHH72kWFXJZjIVuroc8f4I3+xBsaOBL+oMgfdzQCcvZmaJnJU1uLc+trIAhkf+reyP2SJGHdLGuRjEtz0RWmTXrdv3T283q/A71K4Kc1pWimIE5WiCJVV8lfG96SM5kxJNWsp2iOBYATexNTyLt06VIA6uvrx82SKyQnF83NYcPcHPxBie9tOR7v7SQFUQtwdu7cidlsZtWqVZH7Vq9ejdlsZseOHRM6R1dXFy+99BIf//jHz3rsySefJDs7m/nz5/PVr34Vh8Mx6nm8Xi92u33YLSk59SaipKKpv4Sg2o1OMwgSFLa34zu5AzcSr/fIP4cblhaiVQncmJcBwNOdyVGmevlwJ512D9lpej6weLhBYbhzynTlFehnzYrc7znej6/BBhqB9E3D3Y4nQpvHx3+fCJWmypXSVEKSPRcyyiHoi7mrMcDclfkA1O3pSkjRfmZmJuWhjKYiNp65/MfVNagE+X3y3cb+eG8n4YlagNPZ2Ulu7tlp/tzcXDo7Oyd0jj/+8Y+YTCZuvPHGYffffvvt/OUvf2Hbtm1861vf4plnnjnrmKE8+OCDER2Q2WympKRk1GMTFlcvdB2i2z8Ht1uFP1UOWKxSKnqfD/f+V9iuCjCIRHG6gWWlcmBzU7789ZU+GzZ/4gsQw63hd64uQ685PV7Be+IEjn/JXTTZn/p05H4pKGF7uREA07oiNJbJBSeSJPHV2hYcQZFl6UY+XaqUphISQYC5oSzO8ZdivvysZTmoNPJsqr622GaQJsry5csBuUylDOCcmVTlm7h5hXz9+p+XjikjHMZh0gHOAw88MKoQOHzbu1c25Bqpi0WSpAl3tzz66KPcfvvtGAzDL1r33HMPl112GQsWLOCWW27h73//O1u3bh21/nz//fdjs9kit5aWlkm+6gQgVJ5q1Mgts4LFBkBdMBNpThUEffxLJXdUXZ1livyMF6SlUJ1qwCtKvNBji/2+J8G+pgEOtFjRqVXcvrp02GO9v/ktSBKmyy/DUDU3cr9rXyeB7kFURg2mjZMPXP/S0c8b4dKU0jWV2NR8QP5auxkCse0k0Ru1VCyULQNqdydmmaqmpobU1FQcDgfHjysljJnKly6fS6pOzcEWqzLCYRwmHeB87nOf49ixY2PeFixYQH5+/ojGUz09PeTljT8b6O2336a2tpZPfOIT4x67bNkytFotJ06cGPFxvV5Penr6sFvSEeoeafRegCj4cfhlzU2LaKG5ahk9KWZ2h0ygLrefjuoFQeCmfFmo+3RnYqc0f/eWPBX5+iWFZKedNtfznmrA/rJs8pb96dPZG9EXxP6q3DZsuqQUVcrkHJvbPD7+O9Q19Y2KAuYopanEpnQ1pOaCxyZrcWJMuEx1Yk9nQn5y1mg0kSzOnj174rwbhWiRazJERjh87+XjuH1Ktm40Jh3gZGdnU11dPebNYDCwZs0abDbbsD+03bt3Y7PZWLt27bjrPPLIIyxfvpzFixePe+yRI0fw+/0UFCTvUMkxEYNwciv2YA59tjR8hj4kSUKbloFDMrDFUs2rpSuQBIElqCno8+HvPu1986G8DFTAbpuLRrc3fq9jDOp7nLxyVA6IP3nRcEF57y9+DqJI2sUXY5g3L3K/8+02RIcfdaaBtNWT+78Pd005QoZ+95ZMbaSDQgxRqaHmWvn7Y/+M+fJlC7LQGzW4bD7a6xJT07Z8+XIEQaCpqUlxNp7BfGJ9JUWWFNptHn75htI2PhpR0+DU1NRw5ZVXcs8997Br1y527drFPffcw7XXXktVVVXkuOrqap577rlhz7Xb7Tz99NMjZm/q6+v5zne+w969e2lsbGTz5s3cdNNNLF26lHXr1kXr5cSX9vdgsI+mYOj1ZcpvrgsWzAfgBWcqr1SsAeD6NDmL4X7/tGdHvl7L+gx5GGWiZnF+9+YpJAkuq8ljTt7pwZme48exb5azNzlf+Hzk/qDDh+PN0EDNK8oRNJP7VX6yo59tAw4MKoGHapTSVNJQc5389fhLEIytpkytVTFruazRqt2TmMGD2WymuroagHfffTfOu1GIFik6Nd+6Vv6w97u3Tilt46MQVR+cJ598koULF7Jp0yY2bdrEokWLePzxx4cdU1tbi802XBvy1FNPIUkSt95661nn1Ol0vPbaa1xxxRVUVVXxhS98gU2bNrF161bUavVZx88IwuUpLkUU/DhFuTy17oIlVOakEgS6DGZS/W4uctYBMHiod9gpbg5Nw36qo59ggnWBdNo8PPueHKx8euOsYY/1/OznAJiuuhJDTU3kfvurTUi+INriNFIWTm6cQrPbywNDSlOzjUppKmkovxBSMmGwD5reifnyVaEyVf3+bvzexCwNrFy5EpCdjT0eT5x3oxAtrpifx0Vzc/AFRb79wpGE7O6LN1ENcDIzM3niiScirdlPPPEEFotl2DGSJHHXXXcNu++Tn/wkg4ODI3rblJSU8Oabb9LX14fX6+XkyZP89Kc/JTNz8nOHkoYTr+IVjbRai/CGylN5eXlkZ2dzafXprp+NLe8R3P40qAUCXYPDylRXZ5vJ1Kpp8/p5vS+x2uQffacBf1BiZXkmy8syIve7Dx7E+frroFKR8/nT2RtfuxPXu3InnuWaykkN1AxKEl841owzKLIiPZVPKqWp5EKtheqr5e+PPR/z5QtmmUnPNuD3BBN2AGd5eTk5OTn4/X4OHDgQ7+0oRAlBEHjgA/PQqgXeqO3htWOJ+fsYT5RZVImOsxva98viYlFANMslpvnz5fLUivLTgd1VfUcI9naizZEv+EPLVAa1KiI2fry9L1a7HxfboJ8nd8lC4bOyNz/9KQDm669HHzJ6lCQJ6wunQIKURdnoKyZn8Piblh522VwY1Sp+Pk8pTSUl826Qvx57AUQxpksLKoGadYUAHH0nMTtYBEGIZHF2796NGOOfkULsqMxJ4xPr5ffGb794RJk2fgZKgJPonHwNgHrpSkTBjxs5OAkHOI19p2uvpTXyL3rQegw4u0x1R0EWAFv77LR7EmNg2xO7m3D5glTnm9hYdTqb4tq9B9eOnaDVkv3Zz0budx/uDZn6qTBfXTHSKUflqNPN9051APDd2UWUp+jHeYZCQlKxAfRmcHZB88RMQ6eTmjUFCAJ0nLQx0JmY2ofFixeTkpLCwMCA0jI+w/n8JbMpMBto6Xfzq2318d5OQqEEOIlO3RZ8ooFmZxVeQy8SEvn5+WRlZSGKEn/e3Rw59GCZ3HHm2v7s6TLVkDfgOakG1lhSEYE/d8RfbOzxB/nDO7Kx370bKiPePZIkRbI3GTd9GF1xkXy/P4gtNJLBtKF4UqZ+XlHks0eb8EkSm7LSua1gBpc0ZzoaHcwLeeK8/7eYL59q0VMW0n0de6cj5utPBJ1Ox4oVKwB45513FH3GDMao00QEx7/edpK6rtFd/c83lAAnkfG74cSrNHkvICiqCKTLGZlw9uatEz009g1i0Mr/jX9TlaBKTSXQ2oA2T77PdYZO4M5C+Y35zx19cRcb/2VPM71OH0WWFK5dVBi53/XWW7j370fQ68m691OR+x1vtxEc8KI26zBtKJ7UWt871ckxl4csrYYfVZdM2GxSIUFZdLP89cg/wB97Ie28dbItwfFdHQQDiVkCWrlyJWq1mra2Npqbm8d/gkLSctWCfC6rycMflPjGM+8TTECfpnigBDiJTP0b4HdRH7yEoNqDR5DbwxctWgTAn3bK2pUblxajEuBQjxvVRRsBCPYeBGDwvW6k4Olf9rDYuN3rZ2scxcYef5Bfh9Kpn714Nlq1/KsoBQJ0/eAHAGTcfjvaPFlEHbR5cWyTHajNV1Wg0k28Y27HgJNft8iB3o+qSsjRaaftdSjEibILIb0IvLZIl2FMl1+QhdGsw+3w03hGKThRSEtLi0wZf+ed2HecKcQOQRD47g3zSdNreK/ZyhMhXeP5jhLgJDLHXsAv6mlyL8JjkH03KioqMJvNNPW5eKNWvmjfc1Elqytlfc17s2VxofP1p1AZNYgOH956a+SUBrWKW0NanN+39BAv/ry7mW6HlyJLCh9efjobY332WXwn61GbzWTf+8nI/bYtjUg+EV1ZOimLJ975ZA8E+fyxJiTgtoJMrsw5D6bOnw+oVLDww/L37/819surVVSvkbM4R95OTLExwJo1sj9WXV0dPT3x+3tXiD4F5hS+cZXsgfT9Lcdps7rjvKP4owQ4iUrQD7WbafSuwB9U4U+T35zCzs6P72xCkmDD3BwqslO5aqH8ZvuXYB5qi4VgbzeaXNkIzbVvuCnZx4qyUQuw3erkqDP2fwQef5Bfv3k6e6MLmfSJLhc9P5d9b7I/+xnUIZsAb4ONwffkYM5ybeWEy0uSJHF/XSttXj+lBh3fmV003S9FIZ6Ey1QnXoHB2GvK5l9YCAK0HO1PWLFx2HkeYMeO2AuyFWLL7StLuaAsA5cvyH8+d+i8114pAU6i0rgdPFZqfZcT0DrwC4NotVpqamoY9AX42165XPNva8sA2fRJEOC9dieqiy8FwN8kv6G5j/Qhek67vhYbdFyTYwHgd3HI4vx5dzM9I2Rv+h79A8GeXrSlpWTccgsAUlBk4B+yFXnqynx0JaYRzzkSf+sc4JmuAdQC/KKmlDTNDDWCPF/Jmw+58yHog6P/iPny6dkpVCySNW2H3miN+foTJezwfvDgQQYGEnPEhML0oFIJ/N+HFqJTq3ijtofn3muL95biihLgJCrHnmcwaKbZswBPipyBmTdvHnq9nr+924LdE6Asy8iGubJGJddkYGXIE2f/LLl7wrn1GTQ5BgiIuN8frhO4t1gu8zzbNUCPzx+rVzUse/O5S05nb/xd3fQ9+igAuV/+MoJOB4BzexuBrkFUqVrMV5ZPeJ2Tgx7uPyFfdL5Wns9KS9o0vgqFhGFxKIvz3pNxWX7hxXKAfnxXJ153bEdHTJSSkhIqKysRRZG333473ttRiDKzc0184dLZAPz380doP49LVUqAk4gEfHDkH5zwrEeUJHzG0+Upf1Dk92/LrdKfWF+JeoiL79WhMtVTnkw0eXmIDgdqkywkdu4Z3s663JzKsnQjPknij22xM/57ckj25kPLTmdven7+MyS3m5QlSzBdsQmAwIAH+1a5+8N8dQUq48TEwZ6gyKeONDEYFFlnSePzZeNPr1dIUhbfCioNtO2FzkMxX764KoOMglT83iDHdyRmyzjAhg0bADhw4ICSxTkP+NSGWSwtteDwBPjq0wcRz9OuKiXASUTqXwN3P8d9l+NJ6UEkQEZGBuXl5Ww+1EGb1U12mo6blg9vlb5qQT6CAPtb7QhXXAOA+93nQC3gb3Xiaxnuj/DJUBbn0bYeXIHoO2A6PP7I5Nuh2RvPsWPYnpUHruZ+4+sRjY31hVNIfhFdRTrGZbkjn3QEvlvfzmGnm0ytml/OK1PcimcyablQHZowvu+PMV9eEAQWhbI4729rRUrQC0lZWZmSxTmP0KhV/PgjS0jRqtlR38cfdjTGe0txQQlwEpH3/0qfv5Rebykeo/ypcPny5QiCwG/ePAXAXWvLMWiHa0py0w2srpA7pN6oXAWAa/vrGGanAuDcNfwT5gdyLVSm6On3B/lTDMY3/O6tU/S7fFRmp0aCM0mS6Pzu/4Aokn71VRiXLgXAfbQPz9E+UAlk3DB7wsLif/XaeKRNLsf9rKaMfL3SEj7jWX6X/PX9v4JvcMxDo0HVqnz0Rg32HjenDiZup5KSxTm/qMhO5ZvXyAOKv7flOCfOQwNAJcBJNDw2qH2ZI+7L8WscBLQO1Go1S5cu5c26Ho512DHq1NyxumzEp38oFDg82RLEuHIlSBLBgQMADB7sQRw8rbdRCwKfL5MzI79u6cYdjJ5hWbfdw8Oh0trXr6xCE/K9sT//vGzql5JC7te/DoDoCWD9p5zpkA8JVwAAIvNJREFUSVtfhDYvdUJrNLu93HdMLmndW5LDZVnp0/0yFBKRig2QUQ5eOxx5LubLa/VqFm6U/+72b2lK2M6VoVmcN998M97bUYgBt68qZWNVDr6AyBeeOnDezapSApxE49gL+H0StZ7L8Bhlf4158+ZhNBr56WsnALh1ZSkWo27Ep1+1IB+jTk1j3yD9G64EwPHSk2gLUiEgntUy/uG8TIr0Wrp9Af7SEb0szkOvncDtD7K01MIV8/MBCDqddP3ghwBkf/rTaPPl+22bGwjafKizDKRfWjqh83uCIp843MhAIMgSk5FvVhZE54UoJB4qFSz7N/n7fX+IyxYWXVyMRquiu8lB6/HEzY5ccsklgJzF6ezsjPNuFKKNIAh8/0OLyErVcazDzrdfOBrvLcUUJcBJNA78hTrPRXgkNd4UOd29YsUKttX28F6zFYNWxb0bKkd9eqpew1UL5Iv7M6mzUZlM+Nva0GTLPh3OXR3DdAJalRAR4f6yuRtvFCYP1/c4+eu7clv7/VfVRMpNvb/4JcHeXnTl5WTeJV+gPCcGcO2R33gzPzRnwo7F/3GilfdDupuHF5SjUym/2ucVS+8AlRZa34W2fTFfPsWkY96F8riRfVsS10W2uLg4Murl1VdfjfNuFGJBbrqBh25ZgiDI43H+eeD8aR1XrgKJRE8dUuN2Dg9eidvYjiSIFBQUUFxczI9erQXgo2vKyTWNPWTyQ8tlQ7t/Husn7fobAHBt+wsqo4Zgnwf34eEt47fkZ5Kv09Lm9fPHtum3nf+/l48TFCUuq8llZYXcyu6praP/8ccByPvmN1HpdIjeIAPPylmq1NUF6CstEzr/k+19/LmjHxXwm3nlFBtGzm4pzGDSck87G+/8ZVy2sOTyUlQqgbbaATobbHHZw0S49NJLUalU1NfXc/LkyXhvRyEGrJ+Tw+cvllvH73/2ECe7nXHeUWxQApxEYt9jdPnn0BMsw50qR9nr1q3jlaPdHG6zk6pTc+9Fo2dvwqyuyKI4IwWHN8CeZZeBIOB6+w0M1SkAON5sHaYTMKhVfLVCLg891NSFzT99fh5v1vXw6tEu1CqBb1wpO6pKwSAd3/oWBIOYLr+MtPUXAmDb0iAP07ToMV9VPqHzH7APcn+d7HfzjYoCLsqcuBGgwgxjzWflr0f+AdaWmC9vyjQwd5WcDX33hYaYrz9RMjMzWblSHunyyiuvIEYha6uQeHzxsrmsrsxk0Bfks0/uZ9CXmL5N04kS4CQKfjcceJIDrhvwpHQiqeTW8Dlzq/jJq3UAfGxdBVlp+nFPpVIJERHywye9pF1yMQCeo5sRtCr8bU68J63DnnNLfiZzjHJH1S+au8885ZTwBUS+/fwRQO76mpMnBx/9jz+O5/33UZlM5P3nt+S9nRjAtVPu8sr40BxUes245+/y+rn7cAM+SeKK7PSIYFrhPCV/oSw4loKw+zdx2cIFV1egUgk0H+2nrTZxtTgXXXQRBoOB7u5u9u2LfUlPIfaoVQI/u2Up2Wl6arscfOVvM98fRwlwEoUjz2F1pnDSu5JBo5yRWLNmDU/vb6e2y4E5Rcs968fP3oS5+YIS9BoVR9rt9G66AQD7P/9OyqIMQM7iDEWjEvjPWbKG4PetPbR7fOf8kh59p4FTvS6y0/R88bI5APhaW+n56c8AyP3aV9Hm5RJ0+uj/m1yCS12Vj2FOxrjndgdF/u1QA+1eP3OMen5WXYpK8btRWPM5+eu+P4I79gGGOSeFeevlv6Od/6hP2I4qo9HIxRfLH3y2bt2K03l+lCzOd3LTDfz6jmVo1QIvH+6MNK7MVJQAJxGQJNjxc95z3SAb+2m8GI1GKqrm86NX5Av/ly+fi3mCTr4AGak6rl8iv9E+6spCX12N5HYTaH0bVALek1a8p6zDnrMpK51V5lQ8osR3689tQnKnzcPPQ388/35VNekGLZIo0vlf/4XkdmNcuRLLTTchSRIDfz+B6PCjyTVivmb8IE6UJL5wrJkDjkEytWoeX1SJWTt+xkfhPGD2ZZA7D3wO2PmruGzhgqvL0ehUdDXYaTg4/Zq26WLFihUUFBTg9Xp55ZVX4r0dhRixojyT/71hIQA/fe0EL75/bu/1iYwS4CQCJ7fi7OjimHsDg2lyB8ZFF13Er95qZGDQz9y8NG5fNbF26aF8dE05AC8f7kTz0bsBGPjzIxiXyEJf25bGYZ8wBUHgO3OKUAHPdVt5q39qxlCSJPFf/zyMyye3hd+4VBY9DzzxJK4dOxH0egq+820EQcC1qwPP8X7QCGTeWj2hrqkfNHTyQo8VrSDwyIIKylPGL9spnCeoVLDhG/L3u34dlynjqWY9iy8pkbfwj3qCUfSXOhdUKhXXXiu7QL///vs0NCSubkhhevnIihI+cWEFAF99+iD7mxO3nHouKAFOIvDOT3nX+RFcxh5EtY/09HT0+XP400452Pmva+dHjPEmw4IiMysrMgmIEo+pK9DPmYPocBBofwtBq8LX7MBzdPgFYLHJyF1F8oTk++tap9Q2/tKhDl452oVGJfD/PrgQlUrAU1dH9w9lz5vcr38NXXk5vjYn1pfkN1XzVRXoCsY39HuyvY+fNMlePt+vKmaNMkRT4UxqroO8BaEsTnw6qpZuKsWQpmWgc5D3X0/cSeNFRUWsWCEP533++efxer1x3pFCrLj/6hoursrB4xe5+7F3Z6TTsRLgxJvm3VhPnuSI5yIG02QX3rXrL+L+fxwhKEpcs6iAC+dkT/n0nwu1Bj75bgu6j38SgIEnHsF4gTzSwfavBqQzPmH+e2UBuToN9W4vDzUONwYcj36Xj//+pyws/uzFs6kpSEf0+Wj/2teRfD5SN1xExm23EXT56XviKAREDNWZpK0tHPfcL3Zb+Vqt3B3zhdJcbi3ImtTeFM4TVCrY+O/y97t/A87Yj0/QG7Ws+eAsAN59sQGXNXEDh0svvRSz2czAwIBSqjqPUKsEfnn7MpaUWLAO+vnoo3tom2GTx5UAJ55IErz2bXY7b8NpakFSBcjLy2PngInjnQ4yU3V857r557TE+jnZLCmx4A2IPK4JZXGcTrxHXkRl1BDoduPcMbwGm65R8z9zZOv5nzV3sd/mmuDLkfjv54/Q5/JRlWfis6HgqvsHP8RbW4s6M5PC//1fkKD/qeNyS3iWgcyPzB131tRb/Q4+c7QJEbijIIv7FadihbGovhYKloDPCa9/Jy5bqFlTQF5FOn5vkHf+nrhiToPBwA033ADAvn37qKuri++GFGKGUafhD3etYHZuGh02D3c+spteZ+IG45NFCXDiSf1rtNbZORZYjCdFbpEuW7aRX26rB+CB6+ZPqC18LARB4AuXyoHGH3c3o/7sFwEY+PMfMV4gl3fsrzYTsA3/pb4u18KNeRkEJfjssaYJTRt/Zn8bLxxsR60S+P6HF6HTqLC98CIDIUO/gv/9HzTZ2dj+1Yj3hBVBqyL7znmoxhFP77Y6uSvUDn5NjpnvVRVPePimwnmKIMBV35O/3/84tL8X+y2oBDbcWoUgwIm93Zw6kLiDOCsqKli9ejUA//znP3E4Zl65QmFkMlJ1/OnulRSaDZzqcXHL73bRbffEe1vTghLgxItggOAr32Wb/RM4zLUgQGXNQv7n9XYCodLUBxZNT5bi4qpcVpZn4vGL/NiaSdrGjRAIYH/2Z+hKTUi+INZ/nt3S+uCcIor0WhrcPr5R1zpmy+upHif/9c/DAHzpsjksLrHgOX5cNvQDsu69F9PFF+Pc1YEz1KKecdNctPlj627eGXBw6/unGAyKXJSRxq/mlaFWghuFiVC6GhbeBEjw8r/LGdMYk1NqYukmuUFg25PHGbSfu/1CtLj00kvJzc3F5XLxt7/9jUBg5hvBKcgUWlJ48p7VFJgNnOx2cvPvdtFhS/5ylRLgxIs9v2P/qbm0pQQIagfRp6SyxVZAu81DRXYq/3fjwmnLUgiCwLeunYcgwD8PtNPz0U8jaLW4tm9HbW4BtYDnaB+DZwziNGs1/LymDLUAf+8a4PetI38CHfQF+Oyf32PQF2RNZRaf3jibQF8frZ/7PJLHQ+qFF5Lzhc/jPtIXmRKeflkpxkU5Y+77rX4Hd4SCmw0ZJh5bWIlemTGlMBku+zZojdCyC/Y+EpctrLy2kqyiVNwOP9uePJ6w3jharZabb74ZvV5PS0uLosc5z6jITuVv966hyJJCQ6+Lj/x2Z9KPdFCuFvHA1kbnlqfY7rscd2orkgRN2avYcWqAFK2aX962DJNh4p43E2FhsZkPL5N1NffvtmL5zGcA6H3ou6StltvGrc+fItA7PGpfm5HGA7PkNu8HTrazrd8+7HFRlPjK3w5yrMNOdpqOn9y8BME9SMsn78Xf2oq2pISiH/4Ab6ODvr8cBwlSV+ZjGmdK+LNdA9zx/incosSlmen8cWEFxil0kimc55iL4NL/lr9/5VvQfyrmW1BrVVx61zxUaoGGg70ceDX2YyQmSlZWFjfeeCMAe/bsYdeuXXHekUIsKck08td7V1OWZaSl382Nv3qHHfWJ6+U0HsoVI9aIIt5nv8zm/ruxW+qQgLbs5Ww54UAlwM9vXcq8wvSoLP3vV1WTnaajtsvBYyUXYli0CNHhwPa376Erl0tVvX86iugZnpr+RHE2N+dnIgIfO9TIHuvpqP4nW+t4+XAnOrWK3965nFyDQOsXvojnyBHUGRmU/v53+Hsl+h47IndM1WRiuX72qNkpSZL4aWMXnznaFNHcPLqwHIMS3ChMlZWfhPL14B+EZz8JgdiXiXJKTFx4k+zmvfO5k7Qci70/z0SpqqrikksuAWDLli0cOnQozjtSiCXFGUae/fRalpVasHsCfPSRPfxlT3PCZh7HQrlqxJjg9p/ywoEVtJm7EYUAxww1bG2T/xu+ff0CLpuXF7W1s9L0/L8Pyg6Wv32niY5PfwOV0cjgu3sIdr2COl1HoHuQ/r8cH9Y6LggC368q5uJME25R5Lb3T7Hf5uLht0/x89flktP/fnABS3NTaP30Z3C98w5CSgolv/0NQZeJ3seOIvlFDFUZZN1Wg6AeObixB4J88kgTDzbIgut7S3L43fxypSylcG6oVHD9L0FvhtZ34eWvxWUbCzYUUb06H0mCLb89RE9z4gp5169fHxnI+dxzz3H48OE470ghlmSl6fnzPau5dlEBAVHi/mcPcd9fD+Dw+OO9tUmhXDliiHT8Zbb+o5djaRIetYe3xSr22OROpu9eP587QwMyo8mm+fncfEEJkgSffqsX1bfkFlrrX/6AJqMeQavCUztwVpCjV6l4ZEEFay1pOIMi1+8/wbf3yCZ9X7psLjfONtFyzydx7diBYDRS/KtfErBmnva6qckk6855CNqRf+UOOgbZtLeWF3qsaAR4cG4x355dpAiKFaaHjDL40MOAAPsei4sBoCAIbLi9isI5FnyeIC/8/AB9bYmpcRAEgSuvvJKFCxciiiJ///vf2bt3b7y3pRBDDFo1P7tlKV+/sgq1SuCfB9q59ufb2XEyeUpWUQ1w/vd//5e1a9diNBqxWCwTeo4kSTzwwAMUFhaSkpLCxo0bOXLkyLBjvF4vn//858nOziY1NZXrrruO1tbEdQsFCJ58ixcf3sUeYzqdanjJv4BT/nS0aoEf3rSYO0NjFWLBt6+fz9JSCza3n387bkB772cB6P3pd9HmyKJj9+E++v50FNF9ulxlVKv444JyyoICfsC/NJNFl5Zyd7FIw00fYXDvXlRpaRT/6nd4GyzYNjfImptV+WTdMQ9Bc/avmysY5Nsn27h6Xx2Nbh9Fei3PL53Dx4qmbm6ooDAiczfBpf8lf/+v/4Ddv435FjRaNdd8ZhE5pSbcDj/P/Wg/bXWJaZOvUqn44Ac/yPLlywF48cUX2bx5s9JddR6hUgl8ZuNs/nbvaoosKTT1DXLbw7v50l8PJEUreVQDHJ/Px0033cSnP/3pCT/n+9//Pj/+8Y/5xS9+wbvvvkt+fj6XX375MF+G++67j+eee46nnnqK7du343Q6ufbaawkGx/dqiQeOHX/nsd+8y9spKbwt5bLZV4NV1JNj0vPUJ1fz4eXFMd2PQavmd3dewKycVNptHm5zVeG99d8A6PvVtxGCu+XOqtoBun7xHt5mWVjcZnVzzx/epfO1VtTNThAE9miCXLPnGPt1RrRFReR/5/c4Xg/gfr8XVALmayux3DD7rLKUTxT5Q1sv63Yd59ctPQQluD7XwtYVVSwzjz+yQUFhSlz4JfkG8PLX4ZX/hGBsL9i6FA3XfXEJBbPMeAcDPP/TA+x9uRExAWdWhedVbdiwAZCFxw8//HDCf6BUmF6Wl2Xy8n3r+eiaMgQBnnuvjfXff4Pvvng0odvJBSkGyqHHHnuM++67D6vVOuZxkiRRWFjIfffdxze+IQ/M83q95OXl8b3vfY97770Xm81GTk4Ojz/+ODfffDMA7e3tlJSUsHnzZq644opx92O32zGbzdhsNtLToyPoBXA11/LKE//kFYeJWiGVRjEDMRRT3rCkkAeum4/FqIva+uPR4/By5yO7Od7pQC3AdwOHWfrSn0AU0c5aRsryTyD55CndjfkGvtc7wKGAn0zBz49yeqlrrOUHV1yP0yiX2VbbRW6s97K2N0BahoHMW6rRlZgi64mSxFGnm2e7rDzd1U+PT76wFBu0PDinmMuzzbH/ISicf0gSvPH/4K3vy//OXwib/gcqNsgGgTEi4Avy2p+OcXJvNwBZxWmsvLaCsoVZqBNQVF9XV8dzzz2H2y1f0Gpqali9ejUlJSWoFJ3cecOBFivfeeEI+5utAKgEuKQ6l2sXFbJ+TvY5m9OOx2Su3wkV4Jw6dYpZs2axf/9+li5dGrn/+uuvx2Kx8Mc//pHXX3+dSy+9lP7+fjIyMiLHLF68mBtuuIFvf/vbZ53X6/UOGyJnt9spKSmZ9gDn8P5D/M9zB/CIAi5RoB8tA1JKJKgBuKAsg69fWc3KisxpW/dccHkD/Oc/DvPce20ALO49ydcOPUuWrRu0qWgX3YKhZFXkeJ/XhjDQgOS2Iqi0DOSX8vDS2fyjWIsYujhoJViUnkKZ0UCaWoVPlGj1+DjqctPvP51ly9Np+GJZHrcXZilCYoXYc+Qf8PwXwGuT/20pg5KVULwCVt0bky1IkkTt7k7efqoOn0f+2zCkasmvTCc9O4XqtQXkDPmQEG+cTidbt27lwIEDkftSUlIoKSnBYrFQXV1NZWVl/DaoEBMkSeKtE7386o2T7G443REoCFCaaWRWThp56XqKLCl87pI507r2ZAIczbSufI50dnYCkJc3vJMoLy+PpqamyDE6nW5YcBM+Jvz8M3nwwQdHDHymm95+O7v8Zwcu6eogVywq4qPrZrOwOLGyFKl6DT+5eQkfXl7Mj1+tYx+z+fj6+7iqcRc31L9N3r5HCNZvRTd7E5qCJej0ZshfEnl+LvAfR718bEDghUUmXtAF6PAF2Odws89xduoyRaXiosw0bsnP5LIsM1qVIiJWiBPzb4DyC2Hbg3DwKbA2hW7NMQtwBEGgenUB5Quyee/VZo7taMft8NN4qA+AoqqMhApw0tLSuOGGG1izZg27du3iyJEjuN3uyPwqi8WiBDjnAYIgsGFuDhvm5nCy28mz+1vZVtvD0Q47TX2DNPUNAlCZkzrtAc5kmHSA88ADD4wbLLz77rtccMEFU97UmR4pkiSN6+o71jH3338/X/7ylyP/DmdwpptZs0tZ+1Y9RrWAyaBhwZwSNqxbxKxcU8LPTlo3O5t1s7Np7htkX3M/Lf0LOCJ8Are9gyprC2kuKwgnEVKKUFuKUKVlIGgENBYD2hITxdkprAC+LUk0uH287xikzevHExTRCAIFBi2zUvQsNKWgU7I1ColCajZc8yPZ8bjpHeg8BGnRs2oYDUOaPH181XUVdDXY6W114rR6ySxITD1aXl4e119/Pddeey1tbW10dXVhs9koLR3bwFNh5jE7N42vX1nN16+sps/ppbbLwakeF31OH2mG+OZQJr365z73OW655ZYxjykvL5/SZvLz8wE5S1NQcHoOU3d3dySrk5+fj8/nY2BgYFgWp7u7m7Vr1454Xr1ej14f3bogQEl5CX/+zkejvk40Kc0yUpplHHLP5KJvQRCoNOqpNEb/562gMG3o02DuFfItjqjU/7+9+41pq2zDAH6VFsqf1U4grHQMLI4EtUxnUXQSNx2Zi8xFTcRtDDD6ZSoTnDqIM84YB+gHNSZuxsVMk2lYzNBMY8yKIrpQVwNUYWR/jHXMDUQdKzVjo6P3+2HZeT2DITMtjHOuX9IPnHPn8DxXSnv3cJ6eGKTPn430+bOndRyTZTQakZmZycaGAJz//pxFs8xYdO2VsQr2shuc1NRUpKZGZ/AOhwM2mw1ut1u5BmdkZAStra149dXzdwZ2uVyIjY2F2+1GSUkJAKCvrw/d3d147bXXojIuIiIimlmiev6ot7cXJ0+eRG9vL0ZHR5UL0+bPn49Zs86vvMnNzUV9fT0eeOABGAwGVFdXo66uDjk5OcjJyUFdXR0SExOxZs0aAIDVasVjjz2GZ555BikpKUhOTsazzz6LvLw8FBUVRXM6RERENENEtcF58cUX8cEHHyg/Xzgr09LSgiVLlgAADh06hEAgoNRs3LgRw8PDeOKJJzA4OIiCggLs3bsXFsv/L7R74403YDKZUFJSguHhYSxduhTvv/8+jEZjNKdDREREM8SULBO/0kzV9+AQERFR5FzO+zeXsxAREZHmsMEhIiIizWGDQ0RERJrDBoeIiIg0hw0OERERaQ4bHCIiItIcNjhERESkOWxwiIiISHPY4BAREZHmTO+9zKfJhS9vHhoamuaREBER0WRdeN+ezE0YdNngBINBAMC8efOmeSRERER0uYLBIKxW64Q1urwXVTgcxokTJ2CxWGAwGCJ67KGhIcybNw/Hjh3jfa7APMbDTNSYx1jMRI15qOk5DxFBMBiE3W5HTMzEV9no8gxOTEwMMjIyovo7rrrqKt098SbCPMZiJmrMYyxmosY81PSax7+dubmAFxkTERGR5rDBISIiIs1hgxNhZrMZmzdvhtlsnu6hXBGYx1jMRI15jMVM1JiHGvOYHF1eZExERETaxjM4REREpDlscIiIiEhz2OAQERGR5rDBISIiIs1hgxNBW7duhcPhQHx8PFwuF7777rvpHlJU1NfX45ZbboHFYkFaWhruv/9+HDp0SFUjInjppZdgt9uRkJCAJUuW4MCBA6qas2fPYv369UhNTUVSUhJWrlyJ3377bSqnEhX19fUwGAyorq5Wtukxj+PHj2Pt2rVISUlBYmIibrrpJrS3tyv79ZTJuXPn8MILL8DhcCAhIQHZ2dl4+eWXEQ6HlRqt5/Htt9/ivvvug91uh8FgwKeffqraH6n5Dw4OoqysDFarFVarFWVlZTh16lSUZ3f5JsojFAqhpqYGeXl5SEpKgt1uR3l5OU6cOKE6hpbyiAqhiGhsbJTY2FjZvn279PT0SFVVlSQlJcnRo0ene2gRd88998iOHTuku7tbfD6fFBcXS2Zmpvz9999KTUNDg1gsFtm9e7d0dXXJww8/LOnp6TI0NKTUrFu3TubOnStut1s6OjrkrrvukhtvvFHOnTs3HdOKCK/XK9dcc40sWLBAqqqqlO16y+PkyZOSlZUljzzyiOzfv1/8fr80NzfLzz//rNToKZNXXnlFUlJS5PPPPxe/3y8ff/yxzJo1S958802lRut5fPHFF7Jp0ybZvXu3AJBPPvlEtT9S81++fLk4nU5pa2uTtrY2cTqdsmLFiqma5qRNlMepU6ekqKhIdu3aJQcPHhSPxyMFBQXicrlUx9BSHtHABidCbr31Vlm3bp1qW25urtTW1k7TiKbOwMCAAJDW1lYREQmHw2Kz2aShoUGpOXPmjFitVnnnnXdE5PwfcGxsrDQ2Nio1x48fl5iYGPnyyy+ndgIREgwGJScnR9xutyxevFhpcPSYR01NjRQWFl5yv94yKS4ulkcffVS17cEHH5S1a9eKiP7yuPgNPVLz7+npEQDy/fffKzUej0cAyMGDB6M8q/9uvIbvYl6vVwAoH5q1nEek8F9UETAyMoL29nYsW7ZMtX3ZsmVoa2ubplFNnUAgAABITk4GAPj9fvT396vyMJvNWLx4sZJHe3s7QqGQqsZut8PpdM7YzJ588kkUFxejqKhItV2PeezZswf5+fl46KGHkJaWhoULF2L79u3Kfr1lUlhYiK+++gqHDx8GAPz444/Yt28f7r33XgD6y+NikZq/x+OB1WpFQUGBUnPbbbfBarXO+IwCgQAMBgNmz54NgHlMhi5vthlpf/75J0ZHRzFnzhzV9jlz5qC/v3+aRjU1RAQbNmxAYWEhnE4nAChzHi+Po0ePKjVxcXG4+uqrx9TMxMwaGxvR0dGBH374Ycw+Pebxyy+/YNu2bdiwYQOef/55eL1ePPXUUzCbzSgvL9ddJjU1NQgEAsjNzYXRaMTo6Ci2bNmC1atXA9Dnc+SfIjX//v5+pKWljTl+WlrajM7ozJkzqK2txZo1a5Sba+o5j8ligxNBBoNB9bOIjNmmNZWVlfjpp5+wb9++Mfv+Sx4zMbNjx46hqqoKe/fuRXx8/CXr9JIHAITDYeTn56Ourg4AsHDhQhw4cADbtm1DeXm5UqeXTHbt2oWdO3fio48+wg033ACfz4fq6mrY7XZUVFQodXrJ41IiMf/x6mdyRqFQCKtWrUI4HMbWrVv/tV7reVwO/osqAlJTU2E0Gsd0xAMDA2M+kWjJ+vXrsWfPHrS0tCAjI0PZbrPZAGDCPGw2G0ZGRjA4OHjJmpmivb0dAwMDcLlcMJlMMJlMaG1txVtvvQWTyaTMRy95AEB6ejquv/561bbrrrsOvb29APT3HHnuuedQW1uLVatWIS8vD2VlZXj66adRX18PQH95XCxS87fZbPj999/HHP+PP/6YkRmFQiGUlJTA7/fD7XYrZ28AfeZxudjgREBcXBxcLhfcbrdqu9vtxqJFi6ZpVNEjIqisrERTUxO+/vprOBwO1X6HwwGbzabKY2RkBK2trUoeLpcLsbGxqpq+vj50d3fPuMyWLl2Krq4u+Hw+5ZGfn4/S0lL4fD5kZ2frKg8AuOOOO8Z8dcDhw4eRlZUFQH/PkdOnTyMmRv1yazQalWXiesvjYpGa/+23345AIACv16vU7N+/H4FAYMZldKG5OXLkCJqbm5GSkqLar7c8/pOpv65Zmy4sE3/vvfekp6dHqqurJSkpSX799dfpHlrEPf7442K1WuWbb76Rvr4+5XH69GmlpqGhQaxWqzQ1NUlXV5esXr163CWfGRkZ0tzcLB0dHXL33XfPmCWv/+afq6hE9JeH1+sVk8kkW7ZskSNHjsiHH34oiYmJsnPnTqVGT5lUVFTI3LlzlWXiTU1NkpqaKhs3blRqtJ5HMBiUzs5O6ezsFADy+uuvS2dnp7IqKFLzX758uSxYsEA8Ho94PB7Jy8u7IpdFT5RHKBSSlStXSkZGhvh8PtXr7NmzZ5VjaCmPaGCDE0Fvv/22ZGVlSVxcnNx8883KsmmtATDuY8eOHUpNOByWzZs3i81mE7PZLHfeead0dXWpjjM8PCyVlZWSnJwsCQkJsmLFCunt7Z3i2UTHxQ2OHvP47LPPxOl0itlsltzcXHn33XdV+/WUydDQkFRVVUlmZqbEx8dLdna2bNq0SfVmpfU8Wlpaxn3dqKioEJHIzf+vv/6S0tJSsVgsYrFYpLS0VAYHB6dolpM3UR5+v/+Sr7MtLS3KMbSURzQYRESm7nwRERERUfTxGhwiIiLSHDY4REREpDlscIiIiEhz2OAQERGR5rDBISIiIs1hg0NERESawwaHiIiINIcNDhEREWkOGxwiIiLSHDY4REREpDlscIiIiEhz2OAQERGR5vwP3BnrT9YigGIAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#For sanity check, plot the corresponding kinematics\n",
"for cond in range(len(dict_to_save['train'])):\n",
" for markers in range(dict_to_save['train'][cond].shape[0]):\n",
" plt.plot(dict_to_save['train'][cond][markers, 0, :])\n",
" plt.plot(dict_to_save['train'][cond][markers, 1, :])\n",
" plt.plot(dict_to_save['train'][cond][markers, 2, :])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "112eab08-5852-404a-a3b7-25350cc481ab",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1, 3, 619)\n",
"(1, 3, 1106)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Now append the experimental kinematics for the testing conditions\n",
"dict_to_save['test'] = {}\n",
"\n",
"for idx_cond, cond in enumerate(test_cond_tags):\n",
" \n",
" x_coord = np.load(f'./x_coord_{cond}.npy').reshape(-1)\n",
" y_coord = np.load(f'./y_coord_{cond}.npy').reshape(-1)\n",
" z_coord = np.ones_like(x_coord)*np.nan #As we do not have/record the z_coord, lock that coordinate\n",
" \n",
" cond_kinematics = np.array([x_coord, y_coord, z_coord])\n",
" \n",
" #As there is just one target, expand the corresponding dimension\n",
" #Otherwise concatenate in that dimension\n",
" cond_kinematics = cond_kinematics[None, ...]\n",
" \n",
" print(cond_kinematics.shape)\n",
" dict_to_save['test'][idx_cond] = cond_kinematics\n",
" \n",
" #Plot the kinematics for sanity check\n",
" plt.plot(cond_kinematics[0, 0])\n",
" plt.plot(cond_kinematics[0, 1])\n",
" plt.plot(cond_kinematics[0, 2])"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "4d6b7c1a-33cc-4de0-a5ef-badb355303a1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n",
"1\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#For sanity check plot the kinematics for the testing conditions\n",
"for cond in range(len(dict_to_save['test'])):\n",
" for marker in range(dict_to_save['test'][cond].shape[0]):\n",
" print(cond)\n",
" plt.plot(dict_to_save['test'][cond][marker, 0, :])\n",
" plt.plot(dict_to_save['test'][cond][marker, 1, :])\n",
" plt.plot(dict_to_save['test'][cond][marker, 2, :])"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "96e01dd6-5420-4250-bde4-6109e3f93ce3",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['hand']\n",
"dict_keys([0, 1, 2, 3])\n",
"dict_keys([0, 1])\n"
]
}
],
"source": [
"print(dict_to_save['marker_names'])\n",
"print(dict_to_save['train'].keys())\n",
"print(dict_to_save['test'].keys())"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "a35299ae-772f-40f0-9a31-d0688f046173",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"#create a binary pickle file \n",
"#Since the path is from usim original dir, append '../'\n",
"\n",
"path_to_save = '../' + args.kinematics_path\n",
"f = open(path_to_save + '/kinematics.pkl',\"wb\")\n",
"\n",
"# write the python object (dict) to pickle file\n",
"pickle.dump(dict_to_save, f)\n",
"\n",
"# close file\n",
"f.close()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ebb6bbed-b13b-48f9-8122-b44c387b7c5c",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "97139816-0fdb-4263-96a3-4484739ae603",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}