diff --git a/Symmetry Plot 2.ipynb b/Symmetry Plot 2.ipynb index 037d6df..5b4e169 100644 --- a/Symmetry Plot 2.ipynb +++ b/Symmetry Plot 2.ipynb @@ -402,6 +402,372 @@ "ax.legend()" ] }, + { + "cell_type": "code", + "execution_count": 271, + "id": "4d024352-1f94-4f6c-8a11-cb485ffd28c9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "delta @r=1: 0.002898113086478693 abs, 2.225706845774879 % rel\n", + "delta @r=2: 0.004241863750739469 abs, 3.2990181192746206 % rel\n", + "delta @r=3: 0.0062520102238257935 abs, 4.963064897049044 % rel\n", + "delta @r=4: 0.007855300572104401 abs, 6.452508276232349 % rel\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot coupled voltage in two angular dimensions at a given height and radius\n", + "h = 1\n", + "\n", + "for r in [1, 2, 3, 4]:\n", + " sel = load_run(54)\n", + " sel = sel[np.isclose(sel['h'], h)]\n", + " sel = sel[np.isclose(sel['radius'], r, atol=0.001)]\n", + " sel.drop_duplicates()\n", + " r_data = sel.sort_values(by=['r', 'origin_angle'])\n", + " y = np.array(r_data['voltage_ratio'])\n", + " y_diff = sorted(y)\n", + " y_min, y_max = y_diff[round(len(y)*0.05)], y_diff[round(len(y)*0.95)]\n", + " print(f'delta @r={r}: {y_max - y_min} abs, {((y_max - y_min) / y_max) * 100} % rel')\n", + " y = y.reshape((72, 72))\n", + " \n", + " fig, ax = plt.subplots(layout='constrained')\n", + " mat = ax.matshow(y)\n", + " \n", + " dr = list(range(0, 361, 90))\n", + " ticks = [0.5 + 71 * 1/360 * d for d in dr]\n", + " ticklabels = [str(d) for d in dr]\n", + " ax.set_xticks(ticks)\n", + " ax.set_xticklabels(ticklabels)\n", + " ax.set_yticks(ticks)\n", + " ax.set_yticklabels(ticklabels)\n", + " ax.set_xlim([0.5, 71.5])\n", + " ax.set_ylim([0.5, 71.5])\n", + " ax.set_title('n=5, k=1')\n", + " \n", + " fig.colorbar(mat)\n", + "None" + ] + }, + { + "cell_type": "code", + "execution_count": 270, + "id": "e56abd25-b34b-4420-849b-1dbe27dc5185", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "delta @r=1: 0.006731842768502361 abs, 5.103047134654455 % rel\n", + "delta @r=2: 0.012033419340388637 abs, 9.09193445763818 % rel\n", + "delta @r=3: 0.016777106658929328 abs, 12.78245233570931 % rel\n", + "delta @r=4: 0.021083370002265095 abs, 16.371798551302394 % rel\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot coupled voltage in two angular dimensions at a given height and radius\n", + "h = 1\n", + "\n", + "for r in [1, 2, 3, 4]:\n", + " sel = load_run(55)\n", + " sel = sel[np.isclose(sel['h'], h)]\n", + " sel = sel[np.isclose(sel['radius'], r, atol=0.001)]\n", + " sel.drop_duplicates()\n", + " r_data = sel.sort_values(by=['r', 'origin_angle'])\n", + " y = np.array(r_data['voltage_ratio'])\n", + " y_diff = sorted(y)\n", + " y_min, y_max = y_diff[round(len(y)*0.05)], y_diff[round(len(y)*0.95)]\n", + " print(f'delta @r={r}: {y_max - y_min} abs, {((y_max - y_min) / y_max) * 100} % rel')\n", + " y = y.reshape((72, 72))\n", + " \n", + " fig, ax = plt.subplots(layout='constrained')\n", + " mat = ax.matshow(y)\n", + " \n", + " dr = list(range(0, 361, 90))\n", + " ticks = [0.5 + 71 * 1/360 * d for d in dr]\n", + " ticklabels = [str(d) for d in dr]\n", + " ax.set_xticks(ticks)\n", + " ax.set_xticklabels(ticklabels)\n", + " ax.set_yticks(ticks)\n", + " ax.set_yticklabels(ticklabels)\n", + " ax.set_xlim([0.5, 71.5])\n", + " ax.set_ylim([0.5, 71.5])\n", + " ax.set_title('n=5, k=3')\n", + " \n", + " fig.colorbar(mat)\n", + "None" + ] + }, + { + "cell_type": "code", + "execution_count": 274, + "id": "93f760f7-6936-4b75-9681-10ef912f8e31", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "delta @r=1: 0.009029226568740667 abs, 6.945576228882889 % rel\n", + "delta @r=2: 0.010023240035277797 abs, 7.806496799432243 % rel\n", + "delta @r=3: 0.009691177240941304 abs, 7.795278536531802 % rel\n", + "delta @r=4: 0.010199026062389122 abs, 8.538927124856375 % rel\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot coupled voltage in two angular dimensions at a given height and radius\n", + "h = 1\n", + "\n", + "for r in [1, 2, 3, 4]:\n", + " sel = load_run(57)\n", + " sel = sel[np.isclose(sel['h'], h)]\n", + " sel = sel[np.isclose(sel['radius'], r, atol=0.001)]\n", + " sel.drop_duplicates()\n", + " r_data = sel.sort_values(by=['r', 'origin_angle'])\n", + " y = np.array(r_data['voltage_ratio'])\n", + " y_diff = sorted(y)\n", + " y_min, y_max = y_diff[round(len(y)*0.05)], y_diff[round(len(y)*0.95)]\n", + " print(f'delta @r={r}: {y_max - y_min} abs, {((y_max - y_min) / y_max) * 100} % rel')\n", + " y = y.reshape((72, 72))\n", + " \n", + " fig, ax = plt.subplots(layout='constrained')\n", + " mat = ax.matshow(y)\n", + " \n", + " dr = list(range(0, 361, 90))\n", + " ticks = [0.5 + 71 * 1/360 * d for d in dr]\n", + " ticklabels = [str(d) for d in dr]\n", + " ax.set_xticks(ticks)\n", + " ax.set_xticklabels(ticklabels)\n", + " ax.set_yticks(ticks)\n", + " ax.set_yticklabels(ticklabels)\n", + " ax.set_xlim([0.5, 71.5])\n", + " ax.set_ylim([0.5, 71.5])\n", + " ax.set_title('n=5, k=7')\n", + " \n", + " fig.colorbar(mat)\n", + "None" + ] + }, + { + "cell_type": "code", + "execution_count": 268, + "id": "6a5e6f44-d80f-4c6f-bcd3-fa6fe5bcffae", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "delta @r=1: 0.0048849059832183905 abs, 3.1328419853839855 % rel\n", + "delta @r=2: 0.00855880892887434 abs, 5.5433542164276375 % rel\n", + "delta @r=3: 0.011697904846713708 abs, 7.750964225684795 % rel\n", + "delta @r=4: 0.014190822161567085 abs, 9.747086176659153 % rel\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkkAAAHrCAYAAADbvAlMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAB36ElEQVR4nO3dfXhU5Z038O+ZM29JTAIIBl1oxNYFEaUYtIBYbbVpXVHsy2rrS23FtawvbaT2WRG7FboVW1sEUWixKFUvxGsfRd2nFk23ClrWraakpW4vdW0tlIaiFBICybycc54/WLKdzO8bcobBMJPv57rmuvTOzT1nZs5M7tzn/s7PCYIggIiIiIjkiAz0AYiIiIgciTRJEhERETFokiQiIiJi0CRJRERExKBJkoiIiIhBkyQRERERgyZJIiIiIgZNkkREREQMmiSJiIiIGDRJEikDxx9/PBzHybvNnj37kMacMWNGEY8y39KlSzFu3DgkEgmMGTMG8+fPRyaTOaz3KSLSX9GBPgARKY4zzzwT3/3ud3Pa6urqBuhoDu5b3/oWvv71r+OWW25BY2MjXnnlFdx2223Ytm0bVqxYMdCHJyKiSZJIuRgyZAimTJky0IfRLzt37sS//Mu/4B/+4R9wxx13AADOOeccZDIZ3HbbbWhqasL48eMH+ChFZLDT5TaRw+z222+H4zh47bXX8LnPfQ61tbWoq6vD1Vdfjfb29oE+vFCWLVuGaDSKb3zjG4c0zrp169Dd3Y0vfvGLOe1f/OIXEQQBnnzyyUMaX0SkGDRJEnmPfPrTn8bf/u3f4vHHH8ctt9yC1atX46abbsrp43kestnsQW++7+eNv2HDBlRXVyMWi2H8+PH43ve+B8/zinLsQRDg5ptvRlNTE374wx9i/vz5h3TMv/nNbwAAp5xySs79HHvssRg+fHjPz0VEBpImSSLvkVmzZmH+/Pk477zzcNNNN2HWrFl49NFHEQRBT59zzz0XsVjsoLerr746Z+wLLrgAS5YswY9//GP83//7f3Haaafh5ptvxhe+8IVDPu6uri78/d//PX74wx/iJz/5Sd6Y73//+/t1zAsWLOj5Nzt37kQikUBVVVXe/Q0bNgw7d+485OMWETlU2pMk8h656KKLcv7/1FNPRXd3N3bs2NGzwfoHP/gB9uzZc9Cxhg8fnvP/9913X87/z5w5E0OHDsW9996LOXPmYNKkSQUd886dO/HRj34U27Ztw0svvYQJEybk9fm3f/s3pFKpg4513HHH5fy/4zi0b18/ExF5r2iSJPIeOfroo3P+P5FIANi/UnPABz7wgZyVJSYSOfgi8BVXXIF7770XL7/8csGTpDfeeAO7du3CP/zDP5gTJAAYP3586GM++uij0d3djX379qGysjKn31/+8hc0NDQUdLwiIsWky20iR5BCL7dZDkxc+jOhYqZOnYoHH3wQK1euxJe+9CVzL1Qhl9sO7EXavHlzzljbt2/Hu+++SydkIiLvJa0kiRxBCr3cZnnooYcA4JC/FuCqq65CVVUVLrvsMuzduxc/+tGP4Lpuz88Ludz2iU98AslkEqtWrcKHPvShnvZVq1bBcRxcfPHFh3TMIiLFoEmSyBFk7Nixof/N6tWr8cQTT+CCCy5AfX09du/ejX/913/FmjVr8IUvfAETJ07M6e84Ds4++2y88MIL/b6Pz3zmM6isrMRnPvMZdHV14dFHH0U8HgeQn1Drj2HDhuG2227D17/+dQwbNqznyyRvv/12XHPNNfqOJBE5ImiSJFLiTjjhBOzevRu33nordu7ciVgshpNPPhnLli3Dl770pZy+nZ2dAPZH7cP6u7/7OzzzzDO48MILMXPmTDzxxBOoqKgo+LjnzZuH6upq3Hffffjud7+LkSNH4pZbbsG8efMKHlNEpJicoD87LkWkLDzzzDOYMWMGfvWrXxW0AiQiMpho47bIIPL888/js5/9rCZIIiL9oJUkEREREYNWkkREREQMmiSJiIiIGDRJEhERETFokiQiIiJi0CRJRERExKBJkoiIiIihJCdJy5Ytw5gxY5BMJtHQ0IAXX3xxoA9p0NqzZw+amppQX1+PiooKTJs2Da+88krPz4MgwO23347jjjsOFRUVOOecc/Daa68N4BGXtw0bNuDCCy/EcccdB8dx8OSTT+b8vLOzEzfccANGjRqFiooKnHTSSVi+fHlOn1QqhRtvvBHDhw9HVVUVLrroIvzxj398Dx9F+Vq4cCFOP/10VFdX45hjjsHFF1+M119/PaeP4zjm7a677urpo9fo8Fm+fDlOPfVU1NTUoKamBlOnTsVPfvKTnD6//e1vcdFFF6G2thbV1dWYMmUKtmzZ0vNzvT7lo+QmSY899hiampowb948bNq0CWeddRbOP//8nBNU3jvXXHMNmpub8fDDD2Pz5s1obGzEeeedh23btgEAvvOd72DRokW499578corr2DkyJH42Mc+1q8irhLe3r17MXHiRNx7773mz2+66SasW7cOjzzyCH7729/ipptuwo033oinnnqqp09TUxPWrl2LNWvW4KWXXkJnZydmzJgBz/Peq4dRttavX4/rr78eL7/8Mpqbm5HNZtHY2Ii9e/f29Glra8u5PfDAA3AcB5/+9Kd7+ug1OnxGjRqFO++8E6+++ipeffVVfPSjH8XMmTN7/rh76623MH36dIwbNw4vvPACfvWrX+HrX/86kslkzxh6fcpIUGLOOOOMYPbs2Tlt48aNC2655ZYBOqLBa9++fYHrusH/+3//L6d94sSJwbx58wLf94ORI0cGd955Z8/Puru7g9ra2uD73//+e324gw6AYO3atTltJ598crBgwYKcttNOOy247bbbgiAIgt27dwexWCxYs2ZNz8+3bdsWRCKRYN26dYf9mAebHTt2BACC9evX0z4zZ84MPvrRj/b8v16j997QoUODH/7wh0EQBMGll14aXHHFFbSvXp/yUlIrSel0Gi0tLWhsbMxpb2xsxMaNGwfoqAavbDYLz/Ny/oICgIqKCrz00kv4/e9/j+3bt+e8XolEAmeffbZerwEyffp0PP3009i2bRuCIMDzzz+PN954Ax//+McBAC0tLchkMjmv2XHHHYcJEyboNTsM2tvbAQDDhg0zf/7nP/8ZP/7xjzFr1qyeNr1G7x3P87BmzRrs3bsXU6dOhe/7+PGPf4y//du/xcc//nEcc8wx+NCHPpRzWVuvT3kpqUnSu+++C8/zUFdXl9NeV1eH7du3D9BRDV7V1dWYOnUqvvnNb+JPf/oTPM/DI488gv/8z/9EW1tbz2ui1+vIcc8992D8+PEYNWoU4vE4PvGJT2DZsmWYPn06AGD79u2Ix+MYOnRozr/Ta1Z8QRBgzpw5mD59OiZMmGD2+dGPfoTq6mp86lOf6mnTa3T4bd68GUcddRQSiQRmz56NtWvXYvz48dixYwc6Oztx55134hOf+ASee+45fPKTn8SnPvUprF+/HoBen3ITHegDKITjODn/HwRBXpu8Nx5++GFcffXV+Ju/+Ru4rovTTjsNl112GX75y1/29NHrdeS455578PLLL+Ppp59GfX09NmzYgOuuuw7HHnsszjvvPPrv9JoV3w033IBf//rXeOmll2ifBx54AJdffnneaq1Fr1HxjB07Fq2trdi9ezcef/xxXHXVVVi/fj2GDBkCAJg5cyZuuukmAMAHP/hBbNy4Ed///vdx9tln0zH1+pSmklpJGj58OFzXzZuN79ixI2+1Qt4b73//+7F+/Xp0dnZi69at+MUvfoFMJoMxY8Zg5MiRAKDX6wjR1dWFW2+9FYsWLcKFF16IU089FTfccAMuvfRSfPe73wUAjBw5Eul0Grt27cr5t3rNiuvGG2/E008/jeeffx6jRo0y+7z44ot4/fXXcc011+S06zU6/OLxOD7wgQ9g8uTJWLhwISZOnIglS5Zg+PDhiEajGD9+fE7/k046qSc8pNenvJTUJCkej6OhoQHNzc057c3NzZg2bdoAHZUAQFVVFY499ljs2rULzz77LGbOnNkzUfrr1yudTmP9+vV6vQZAJpNBJpNBJJL7tnddF77vAwAaGhoQi8VyXrO2tjb85je/0WtWBEEQ4IYbbsATTzyBn/3sZxgzZgztu3LlSjQ0NGDixIk57XqN3ntBECCVSiEej+P000/P+9qGN954A/X19QD0+pSdAdsyXqA1a9YEsVgsWLlyZfBf//VfQVNTU1BVVRW8/fbbA31og9K6deuCn/zkJ8Hvfve74LnnngsmTpwYnHHGGUE6nQ6CIAjuvPPOoLa2NnjiiSeCzZs3B5/73OeCY489Nujo6BjgIy9Pe/bsCTZt2hRs2rQpABAsWrQo2LRpU/CHP/whCIIgOPvss4OTTz45eP7554Pf/e53wYMPPhgkk8lg2bJlPWPMnj07GDVqVPDTn/40+OUvfxl89KMfDSZOnBhks9mBelhl4x//8R+D2tra4IUXXgja2tp6bvv27cvp197eHlRWVgbLly83x9FrdPjMnTs32LBhQ/D73/8++PWvfx3ceuutQSQSCZ577rkgCILgiSeeCGKxWLBixYrgzTffDJYuXRq4rhu8+OKLPWPo9SkfJTdJCoIguO+++4L6+vogHo8Hp512Wp/xWTm8HnvsseCEE04I4vF4MHLkyOD6668Pdu/e3fNz3/eDb3zjG8HIkSODRCIRfPjDHw42b948gEdc3p5//vkAQN7tqquuCoIgCNra2oIvfOELwXHHHRckk8lg7Nixwfe+973A9/2eMbq6uoIbbrghGDZsWFBRURHMmDEj2LJlywA9ovJivTYAggcffDCn3w9+8IOgoqIi57301/QaHT5XX311z++XESNGBOeee27PBOmAlStXBh/4wAeCZDIZTJw4MXjyySdzfq7Xp3w4QRAEA7OGJSIiInLkKqk9SSIiIiLvFU2SRERERAyaJImIiIgYNEkSERERMWiSJCIiImLQJElERETEUJKTpFQqhdtvvx2pVGqgD0UIvUZHPr1GRz69Rkc2vT7lryS/J6mjowO1tbVob29HTU3NQB+OGPQaHfn0Gh359Bod2fT6lL9QK0nLly/HqaeeipqaGtTU1GDq1Kn4yU9+ktPnt7/9LS666CLU1taiuroaU6ZM6Sn8B+yfed94440YPnw4qqqqcNFFF+GPf/xjcR6NiIiISJGEmiSNGjUKd955J1599VW8+uqr+OhHP4qZM2fitddeAwC89dZbmD59OsaNG4cXXngBv/rVr/D1r38dyWSyZ4ympiasXbsWa9aswUsvvYTOzk7MmDEDnucV95GJiIiIHIJDvtw2bNgw3HXXXZg1axY++9nPIhaL4eGHHzb7tre3Y8SIEXj44Ydx6aWXAgD+9Kc/YfTo0XjmmWfw8Y9/3Px3qVQq55rv7t27UV9fjy1btqC2tvZQDl8Ok46ODowePRpbt27VMvQRSq/RkU+v0ZGtvb0d73vf+7Br1y4MGTJkoA/H1N3djXQ6XdQx4/F4zuJHWSu06Fs2mw0effTRIB6PB6+99lrgeV5w1FFHBQsWLAgaGxuDESNGBGeccUawdu3ann/z7//+7wGA4C9/+UvOWKeeemrwz//8z/S+vvGNb9DCkLrppptuuuk2kLe33nqr0F+lh1VXV1cw8hi36I935MiRQVdX10A/vPdEFCFt3rwZU6dORXd3N4466iisXbsW48ePx/bt29HZ2Yk777wT//Iv/4Jvf/vbWLduHT71qU/h+eefx9lnn43t27cjHo9j6NChOWPW1dVh+/bt9D7nzp2LOXPm9Pz/gdn7hys+jagTy+nrxGO9//n+9gSZ9Sbs/kGUPDWx/PYgbvcNYvbVTK/Svs9MhT2OV2GPk0069jhVdnu62m7PVprN8CsC+3gSdrsf9/Mbk0YbgGgia7bHSHsynjHbqxN2qqQyZvcfEu+y+7v2OMNi+8z2WMS+PFwRsf9iq4zkH0/UIc+BU5xLz65jP/d7/YTZnvbt87LTs/unfPt8bc9WmO0Z3zXbd6Sq89r2pOz77EzHzfZ93XZ7pts+Rj9rHwu67fdaJG23u932e4q8tHC77P5R+zRDrCv/vUZOMbgZ+33ppuz26D77/HBT9vkX3We/p5yU/WAje7vNduyz2wOy2mG1B2n7PoOsfYyhkQssTq/fC9kggxe9p3H00UcX536LLJ1OY/sOD39oOR411cUJs3fs8VHf8DbS6fSgWE0KPUkaO3YsWltbsXv3bjz++OO46qqrsH79+p6lxpkzZ+Kmm24CAHzwgx/Exo0b8f3vfx9nn302HTMIAjiO/eEBAIlEAolE/odm1Ikh6uR+ODoOmSRF7A9RkPbAJU+N0c76Bq79QexEycTMmIABgEMmW0Hcfs580u4m7PaAnedJ+4MiIJMkJPo/SYok7Q85N2F/yLlx+zmIkmOPxezHGovbvwDiUfsxJchkKxaxjycZscex2skhItbHeyEMNknyyeQmQtoznn2+gvSPZ+33lEMmSbFofv9o1J4kuUZfAHAjdn8vQt7HGTJJcsgkibzeEYScJPnkvUnmxa5nTJLsrnBBJkM+aY+RSRLZHxpln2eu/R6JkPcCIvb9BuS0t9oD8h5hY4RHJkkO+Ywu0nv2cDmq2sFR5I/ksHxyzper0FPLeDyOD3zgA5g8eTIWLlyIiRMnYsmSJRg+fDii0SjGjx+f0/+kk07qSbeNHDkS6XQau3btyumzY8cO1NXVHcLDEBERESmuQ15/C4IAqVQK8Xgcp59+Ol5//fWcn7/xxhuor68HADQ0NCAWi6G5ubnn521tbfjNb36DadOmHeqhiIiISC9e4Bf1NpiEutx266234vzzz8fo0aOxZ88erFmzBi+88ALWrVsHAPja176GSy+9FB/+8IfxkY98BOvWrcO//du/4YUXXgAA1NbWYtasWfjqV7+Ko48+GsOGDcPNN9+MU045Beedd17og3cqq/Iuo7E9SYjaS8VBpX29hl0qQzR/XhnE7L5e0n56s2zvUdKes2Yqyd4j0p6tIJfh6FUTclmNTKGDGFlGN/YkuQl76T4Wt69HJGJ2e3XC3q9QFbPba2L2voeqqL33qIJcMkhEyB4pY4/R/v7k0oNx6YuN4ZEnvipiH3uHH24PkE/G7yYnSCawx2F7krrI5bm95DJcKps/TtYne4DYJZywPHaZzG6PpEk72QJD9x6RbTps3xCM30cR4xIcAMS6yKXtNNurZL83Ixl7HCdj92ftSNtPTpAh7eRbq4NM/nswKNZXxrBwN7t8lnc5tjSKVvgI4JNLiIWMNZiEmiT9+c9/xpVXXom2tjbU1tbi1FNPxbp16/Cxj30MAPDJT34S3//+97Fw4UJ8+ctfxtixY/H4449j+vTpPWPcfffdiEajuOSSS9DV1YVzzz0Xq1atgssmJSIiIiIDINQkaeXKlQftc/XVV+Pqq6+mP08mk1i6dCmWLl0a5q5FRESkAD58a1Gy4LEGk9JYKxQRERF5j4X+CgAREREpHV4QwCtSLftijVMqNEkSEREpY9q4XbiSniQ5yTic3l8i55IvXiRf1AjyJXFWig2wvy07IPeZrWSpt3CpNJpWI18a6dlhJ5AvWoZPvmeTfbN2wL6EriI/cZJI2umzeNROp1SSb9Y+Km4nX9g3aLMU21Hkm7VZuo19Ezf74j72bdnF+BZtlmLzyTfoeSGvpsdIks8N+cX8kSJ8iLIRUhmSDM2S9z37dkGXfdEhuWMyDAn4wWVfjMgSo+QfOCSZZvHIt5OyU88n9xkhXz4ZkM9EkBQlrX6QJd+0yRJrRqjHYQk59k3ZYb/skX1xZq/fI5HABXaHG1pKS0lPkkRERKRvPgJ4WkkqiCZJIiIiZUyX2wqndJuIiIiIQStJIiIiZUzptsJpJUlERETEUNorSRFn/+2vBKRGG0jSwq+0o11+nNS9iuXPK7MVpC9Jn2VZjTaSYvMSpHZbldkMzy5Hh2zS/gvAq7DTakGS1IKqIHXXjCQbq8V2FKnFVhEl6baYnTILW4uNtVe7dlGt6ojdHnHs5zLp2I/LNfrHHPu5YbXV0qSGmp9XT+pAf/vtTcqNwSf10hj2HBxO7D4dUtPNIf1pjc6QD6kIocX9d0uees/4eHJI3TkW1GUJvAhJq9EUG6vRRp5Llvp1YqSIpEdqxsF4TzkskkuOkT455D5ZmaxYr/stkS+f9lG8Qy2Rh1w0pT1JEhERkT55RUy3FWucUqHLbSIiIiIGrSSJiIiUMS/YfyvWWIOJVpJEREREDFpJEhERKWPauF24kp4kBdEoAjf3IQRJu0BZkCQ1n0h7ECVJs3j+4ptP0meslpJHUm+sRJZPwiAk7AQ/xmquhWtn9a0ipD3q5r99WI22mGu3J6J24itO6oqFrcXGUmyVETuVxmquuQ6pX0fSVCzJZomQsdkL7pFoFKvpliHjsPZucgLu9ez3WorEqbo9e5yUl98/45FjJO2eR54DUtMN5LlhyTG2VzVC+rOXkKXhWLt1ekeyJMlHaq65aXKupuw7dVjKLG2fww5LiGXJgyJ112jk0EyakWN3SeqNiZDXm9R6612Pjj32I40PBx4rQFjAWIOJLreJiIiIGEp6JUlERET65gf7b8UaazDRSpKIiIiIQStJIiIiZcwr4p6kYo1TKjRJEhERKWOaJBWupCdJQTKBwM1N2AQJUt8qYT9U30irAXaKbf84+ScIq8XGaiaRUBB8koZj6TafBDlof1K7DVGSYovbCZJojLQbibWKmJ1kSbjhUmwxEhfyyBXjsMku9sZn47skCMvaMyy6aN0nOfbuIFxyh93nPnIChk3JHUmiJEXJeD5JmJLkJkvD+ey9Q9JRtI4aCT+aLxVLXpFDz1aQGmokJRchaTha/4zVxwtZu42dZYFVdT5Cor2EQ46FPZd2og75NUAH2wadQaikJ0kiIiLSNz9wivbHTin80VRMmiSJiIiUMV1uK5zSbSIiIiIGrSSJiIiUMQ8Rur8y/FiDi1aSRERERAwlvZKUHZYEosmctoDU4vFI6i1byZJp9jjZZH67R0JHrEYbS59lK+12n6ThspV2ssKrsNMpQdxuj1SQpFnCbq9I2HXOKmL5/atidt8kqa1WG7Nrq1WTdla7jdViY7XbWG21pGOPE5aVemM12lyW2IN9jOkQyTmA151LkXHYRk2Wwkv7JGHKEmJGexBycyjrT2u3pVniK9z9shptbNsGS6CxqqHW+GH3zbLPRD9mPweZo8LVs+QpOfLBmCW13jxWS84Yn9VMI3XnWNIuYCk2l6Qf47nPjefFgN/bQxxJgiJu3A773ix1JT1JEhERkb5p43bhdLlNRERExKCVJBERkTLmBRH6ZbHhxyrKMCVDK0kiIiIihpJeScomXSCau/GOlRlhX81vbcQGAI9srvaMsiRsYzXb0E3LlbCN2Am7nZUZCZL2BsgIaU9WkM3VcXtzdTXZuF2TyN8UXRm1+9bGusz2IaSdlftgG7QryYbuRMR+TLTMCN1pa2MxW3OTMymR4of82yVFkgD7SN0a1t6ZtU/kTlLGpIu8SbI+ea+R9u5s/hsilbWfm0yGtKfIZuNusjGXvayknW3QdjyymZlt6GZY1QxjnNBjW2U9QDZEA3BTZGM12aDNxmebqx3WnwisTdQOeV1jdnvYDdqsXIkf7/X7hpynRxofTujPFT7W4FpKKulJkoiIiPRNG7cLp8ttIiIiIgatJImIiJSx4m7cHlyX27SSJCIiImLQSpKIiEgZ279xuzh7iYo1Tqko6UlSttLNSzOwciI0rUbaWaUHq52VGaHtcZJWI/fJ+gdRUg6ApNjcKEm9Rcg45L3gRuzUStTJHz8esUtpZEnpCpaYYuVHmAxJjnV6SbM9Zhw7wNNqLA3H+rPjsfhkWbybnJQs3dZN2lPkRGPjsNcqTcbJksea8kgCLURZEoekDVl7ECMJqwx5s5G1dXalgraT9w7rzz4r4FvJrnBjk2pE8EnZpCzs1y/CypKQ8Vk5FMcnryFpD0jSzETukx0Le739aP/KVWWNZOaRyC9igdvBlm7T5TYRERE5bJYtW4YxY8YgmUyioaEBL774Iu3b1taGyy67DGPHjkUkEkFTU1Nen1WrVsFxnLxbd7ddm3PhwoVwHMcc62A0SRIRESljBzZuF+sWxmOPPYampibMmzcPmzZtwllnnYXzzz8fW7ZsMfunUimMGDEC8+bNw8SJE+m4NTU1aGtry7klk/lXCl555RWsWLECp556aqjjPkCTJBERETksFi1ahFmzZuGaa67BSSedhMWLF2P06NFYvny52f/444/HkiVL8PnPfx61tbV0XMdxMHLkyJxbb52dnbj88stx//33Y+jQoQUdvyZJIiIiZcxHpKg3AOjo6Mi5pVL5+0bT6TRaWlrQ2NiY097Y2IiNGzce0mPq7OxEfX09Ro0ahRkzZmDTpk15fa6//npccMEFOO+88wq+H02SREREypgXOEW9AcDo0aNRW1vbc1u4cGHe/b777rvwPA91dXU57XV1ddi+fXvBj2fcuHFYtWoVnn76aTz66KNIJpM488wz8eabb/b0WbNmDX75y1+axxVGaWzNJ7yEA8Ry0wYeSWyQclW0dlvmKLu/Fdxhl2g9VlstbIqtgsRHoqTemGu3J5N23bJkzE6gVcbs/hVRu73SaE9E7NRYhWvXXKtw7bFjZJwYSc+xtJpLkhkxxx4n6djHSesgkeCHa0SAWOItbI2lSMi0CXtu7Kp5QIac4D6JcLEabSyxFgYbI+KS9479UBGQ945DasPR4yHJUJqmYk8BewmNp5LVUCNvES7sy0GTY3Z3n9RXi6Tt554GQK0vLySJN7POWx/tLA1N+/f6/eJlBu86w9atW1FTU9Pz/4kEKWKK/ZfG/loQBHltYUyZMgVTpkzp+f8zzzwTp512GpYuXYp77rkHW7duxVe+8hU899xz5j6lMEp6kiQiIiJ984r4FQDe/8zoa2pqciZJluHDh8N13bxVox07duStLh2KSCSC008/vWclqaWlBTt27EBDQ8P/HrfnYcOGDbj33nuRSqXgsqLHvccu2lGKiIjIEccPIkW99Vc8HkdDQwOam5tz2pubmzFt2rSiPb4gCNDa2opjjz0WAHDuuedi8+bNaG1t7blNnjwZl19+OVpbW/s9QQK0kiQiIiKHyZw5c3DllVdi8uTJmDp1KlasWIEtW7Zg9uzZAIC5c+di27ZteOihh3r+TWtrK4D9m7PfeecdtLa2Ih6PY/z48QCA+fPnY8qUKTjxxBPR0dGBe+65B62trbjvvvsAANXV1ZgwYULOcVRVVeHoo4/Oaz8YTZJERETK2OG43NZfl156KXbu3IkFCxagra0NEyZMwDPPPIP6+noA+788svd3Jk2aNKnnv1taWrB69WrU19fj7bffBgDs3r0b1157LbZv347a2lpMmjQJGzZswBlnnHFoD86gSZKIiIgcNtdddx2uu+4682erVq3Kawuszfp/5e6778bdd98d6hheeOGFUP0PKOlJUjbpIOiVNmAJCS9B0gqkZhKrR2Sl5LwEqcXGarSxFFsiXIotmrDjLPEESWqRFFsyarcnXNKfJNCqovnfk1ETtb8mnklGSHIuYqfMqiP2+BFSy4thtdhcNk5AXisS2LC+pZYdoxcyBcZScqyd1cfjKbZw6TYm5dnHk/Xyx/eMNgAIrFpm4CmjwCPHSMYhIUcaBGOnBz1t6ECk/TCWyWLJLsp+a1I8vHToKxo0xcYSeOT3Auvvx8h51qs9GymNbb0+wn+u9DXWYFLSkyQRERHp219/CWQxxhpMBtejFREREeknrSSJiIiUsUIK0/Y11mAyuB6tiIiISD9pJUlERKSM+XDgh65Dw8caTEp6kuTHAKdXUIfVYvNJWRmP1HRj9dWsJJsfC1ejLSDpNoek26Kk5lo8bqfbEqTmWlWcJMTi+ak0AIiTumiVUXuchNE/bMosrAx9ku3mCIktpgI78cW+W4Qlu9jjTRkxyrCptH2kAOE+chKnfPu56SL992bJ+KS927PH35ex+2dJui2VyR8nk7bH9rIkxZayx3ZYba0sS7eR19U+5eGQlBw9/0hCjLU7Xv5AdAxS040dC0t2sdpwtL9xjPt/EC5pxtA6eAaW2GNpNXYsdJxep+VBkupHDF1uK9zgerQiIiIi/VTSK0kiIiLSt+J+4/bgWlsZXI9WREREpJ+0kiQiIlLG/MAJ/Q35fY01mGiSJCIiUsb8Il5uG2zfuF3Sk6RMlQO/V002VovNI+k2P0qSHGwcI5nG0mpBjFS5cUm6zbX7sxpIbsTuz2q0seRV1LFTcmFZ47OaaFYSDgBckj5jqTSPxFHdkEWv2PgMS9Vl/P4n1lhKJEXG7szaJzFLw2Vpu32/YdvZY02TFFs62/9Yk8NSkSHTZKzQFK25FrYwVdhx2OGz3ztGyspnNf/Ic8P+8HdINCsg9cjCPjeOHy5tx1jPDa3dxp5flmJj45D+2Yrc/l56cE0YBqOSniSJiIhI3/wgQgtVFzLWYKJJkoiISBnz4NBV90LGGkwG15RQREREpJ+0kiQiIlLGdLmtcIPr0YqIiIj0U0mvJHkJAL0CP7wWD0mEJO3+AenvW/XVSF8nYafGnIjdP5awE1/xuN2eICm2GEm9VURJDTjXPs4Kl/RnyTQWJTLQIonkrxT210uKtLPkGEvPsf4x8lgzpC4aYyXWWDqM1VzrJBHNLBmny7MjmqzmWjfpz2qxZXz7OWMptqxHXlsjleWRvgFNt5F20t/JkP4h/2wMm2Jj6FfPGO0smUfrTZLHFGH160gqLfQCQpG+T8dMt5F6bjzFRsYOW7ut11vED5uGHCAeireXqDhZ6NJR0pMkERER6ZsutxVucD1aERERkX7SSpKIiEgZ84II3VJQyFiDyeB6tCIiIiL9pJUkERGRMhbA4WGZAsYaTEp6kuTHAKdX8MYnddF8O6ADP2zdtXh+e4Sk2CLkWCKkRhtLsbFabFXxtN0es9uPiqXs+yUJriiJ7rDU29DYvry2sCmzWJHqyDHseNgHCEuxsXppbJxuo6ggq6adIgUIWVqNbaQMm2LrTNvpOVaLLZWxx2ft2QxJvRntQYYscpN2J20/lxH7VAU55Xl/Nj4Zxwk5PqtnFsn2v9AZe+vQ9iIls9jVFzZ+mCTf/vGN+nXkNxdLq3kxkoYj47Dxe781SyXppctthRtcj1ZERESkn0p6JUlERET65gcOXbkuZKzBRCtJIiIiIgatJImIiJQxDxF4RVoTKdY4pUKTJBERkTKmy22FK+lJklcRIEjmpj/8GEmrJUh7lEQwyDiReH6ewSVptWjMzj5Eo3Y7S7FVxlgNNXscllaLkAhNjCXNyPisRlt7tsJstyTIMe4L7BgiOxb2mBieYiOxGGIfi0sSVjItTSI0KZpKs9v3Ze1joeNkw6XSaFqN1GjzSbEwjyTTglT+OA5LsaXs188l6TOHpdU8klazA6A8DUfaWRlDnkAj9R+t5nCnPE180f5hx2d11MiCA/sdS/sbx0/TbaTmmkfTzWQcVgqwV/9SSbdJ4Up6kiQiIiJ98xGBX6TLZMUap1RokiQiIlLGvMCBV6TLZMUap1QMrimhiIiISD9pJUlERKSMaeN24bSSJCIiImIo6ZUkL5GfbqM110hazSF116KkjlrMSKzFSVotylJvrt2fpdgqonZ7ktRQq411m+0J135MFRG71htLoFW6dn+rpg+rxcZqn7H6TTSVRsZh7VmfJK9C/r3A6qhlSUouZcRxsiTOw45xb4bUViP3yWquZVk7uV+ftAc+SRJlSf80ec2zxjhWG4AIaee10kh/Fksq0h/JNPVGkmOszlmYdBstqcUeExnHI2k181j6ul92tyzdxuqlufn/gPVlKbZDrdHW096r1qcfNmo4QIIgQms8FjLWYFLSkyQRERHpmwcHXpH+AijWOKVicE0JRURERPpJK0kiIiJlzA+Kt+HaL40rjEWjlSQRERERg1aSREREyphfxI3bxRqnVJT0JCmI+flpNpZiM2quATzFFiU13aw6bQ6JfbgRVhPNbo+QccIuk1pJqr6w+mdRcpzdJPqxO1OZ15aI2Ak8liZjdeHCYuOzemksrcbwdJt9v91Gf9Y3IK93R9pOtzEsxZYiNdcypEZbJmP3D0j9s4Ck2xAh6/RWmsol7wV6apNjIeOwdBtLz7H7Jac3IuR0Yv29CpIos94O5C1CyhtSASm1GDb5Rz+ewtZoC1G7jYVjWQnGgKXVoqSmJxs/2vf/H6l8ODQhXMhYg0moKeHChQtx+umno7q6GscccwwuvvhivP766zl9HMcxb3fddVdPn1QqhRtvvBHDhw9HVVUVLrroIvzxj38sziMSERERKYJQk6T169fj+uuvx8svv4zm5mZks1k0NjZi7969PX3a2tpybg888AAcx8GnP/3pnj5NTU1Yu3Yt1qxZg5deegmdnZ2YMWMGPE81lUVERIrpQO22Yt0Gk1CLhevWrcv5/wcffBDHHHMMWlpa8OEPfxgAMHLkyJw+Tz31FD7ykY/ghBNOAAC0t7dj5cqVePjhh3HeeecBAB555BGMHj0aP/3pT/Hxj3+84AcjIiIiUiyHtAOrvb0dADBs2DDz53/+85/x4x//GLNmzeppa2lpQSaTQWNjY0/bcccdhwkTJmDjxo3mOKlUCh0dHTk3ERERObgDG7eLdRtMCt52FgQB5syZg+nTp2PChAlmnx/96Eeorq7Gpz71qZ627du3Ix6PY+jQoTl96+rqsH37dnOchQsXYv78+cbRB/tvf419dz7BSi5kWZkDY/NpQO7TI2NnSP8I2WjLNlazTchsw3WEnNypjL2DsyNrbxSuIOVQrJIcbJNfsZZsw75hWSmQDNvxycZh502IcdhG/RQZg234z5BjYYECdn4EpLxOQN5SvkOee7Zhl5UrCfKPJ3DIIOQ+vQTZoJ0OV5bEJ+97VjaElrtgZVXYxmJWpcc4TnYs7PtraBkQ9vKFKZECvlk67P5edjxWTiQgIQD2erDnl23sZ8+Zn8x9cvywu+UHiI8iFrjVxu3+ueGGG/DrX/8ajz76KO3zwAMP4PLLL0cymTzoeEEQwCEfjHPnzkV7e3vPbevWrYUetoiIiEi/FLSSdOONN+Lpp5/Ghg0bMGrUKLPPiy++iNdffx2PPfZYTvvIkSORTqexa9eunNWkHTt2YNq0aeZYiUQCiUS4+LOIiIgAQRG/AiDQShIXBAFuuOEGPPHEE/jZz36GMWPG0L4rV65EQ0MDJk6cmNPe0NCAWCyG5ubmnra2tjb85je/oZMkERERKYwfOEW9DSahVpKuv/56rF69Gk899RSqq6t79hDV1taiouJ/97V0dHTgX//1X/G9730vb4za2lrMmjULX/3qV3H00Udj2LBhuPnmm3HKKaf0pN1EREREBlqoSdLy5csBAOecc05O+4MPPogvfOELPf+/Zs0aBEGAz33uc+Y4d999N6LRKC655BJ0dXXh3HPPxapVq+C64TbPioiISN9UlqRwoSZJAYu59HLttdfi2muvpT9PJpNYunQpli5dGubu8zhxH068VxSDpB6iMTuFEE/YcRZWUiRuJIAqYqT0BlmWZIuV7D4ZtuyZJik51j9K4iwVbrjkhlUOhSW4GHaMGfLGZG/YNIncsOPpztp1C6IkvWKVGdl/POT4jePJsLIhpJ2VGfF8+z5ZAs/zQraTMiY+ud+AtZMyJrD6kzFYSQ6Hjc1Ov5CXDNhpzIZhFVho+oqF+YzHS5Na7LGGTLfR/qQ7Lc0RuixJ/xNrvIRJuDIjrD/Y3+u9+7N/L2WjRCrPiIiISCGKuZdIe5JERESkbKjAbeEG18VFERERkX7SSpKIiEgZ0+W2wmklSURERMRQ0itJbsxDJJ6bPnJYKi1O0m1RO90Wde1xYkbiy2oDgASJxLgkTZZ07WOJkP5xcr+1sS6zfS+pxRYLWX+IJcqsvzDYXx1WEg7gtdXYOLSGGomzsOSfFzLWmsraxx/mOFltvyxJmaVpyow8ZyQh5pPxA3Lsfob0Zwk0UreMxaMcq6ZbuKAnnEy4Gm3sb2EnZO02FkujddHYW43VLbNOM3aqsmMMkZwD+kiChUzD+Sz5xU6PEHXtaBKOjRFjyTlyjCyeGOv1pHkhT9QBopWkwpX0JElERET6pklS4XS5TURERMSgSZKIiEgZG+jabcuWLcOYMWOQTCbR0NCAF198kfZta2vDZZddhrFjxyISiaCpqSmvz6pVq+A4Tt6tu7u7p8/ChQtx+umno7q6GscccwwuvvhivP7666GPXZMkEREROSwee+wxNDU1Yd68edi0aRPOOussnH/++diyZYvZP5VKYcSIEZg3bx4mTpxIx62pqUFbW1vOLZlM9vx8/fr1uP766/Hyyy+jubkZ2WwWjY2N2Lt3b6jj154kERGRMhageF8CGbYQy6JFizBr1ixcc801AIDFixfj2WefxfLly7Fw4cK8/scffzyWLFkCAHjggQfouI7jYOTIkfTn69aty/n/Bx98EMcccwxaWlrw4Q9/uN/HX9KTpIjrI9IrheaSVFqEpN7CpNgAIGaME3b50ScRjCir3Raybtm+bNwen0Zr7DpkLD3Har1Z9dJYDTWaAiPPDa2JxurUkQ8E1p+l5NhrkmF10UIk1liajD6mkCm2fpZa/N/+7PQL+6nI3g7sOI0kkcPqHrLkHCuu5pD7tHvTT0T2HDg++QF5q/n2W42zhqfRPDIEq0NG69qFHJ/WYiPjkOSYTxJo1vUOWnMt7DyAjRMlv0d6t5PfH0eaw7Fxu6OjI6c9kUggkchNUKfTabS0tOCWW27JaW9sbMTGjRsP6Tg6OztRX18Pz/PwwQ9+EN/85jcxadIk2r+9vR0AMGzYsFD3o8ttIiIiEsro0aNRW1vbc7NWhd599114noe6urqc9rq6Omzfvr3g+x43bhxWrVqFp59+Go8++iiSySTOPPNMvPnmm2b/IAgwZ84cTJ8+HRMmTAh1XyW9kiQiIiJ9OxwrSVu3bkVNTU1Pe+9VpL/m9FrRDYIgry2MKVOmYMqUKT3/f+aZZ+K0007D0qVLcc899+T1v+GGG/DrX/8aL730Uuj70iRJRESkjB2OSVJNTU3OJMkyfPhwuK6bt2q0Y8eOvNWlQxGJRHD66aebK0k33ngjnn76aWzYsAGjRo0KP3YxDlBERETkr8XjcTQ0NKC5uTmnvbm5GdOmTSva/QRBgNbWVhx77LE5bTfccAOeeOIJ/OxnP8OYMWMKGlsrSSIiImVsIL9xe86cObjyyisxefJkTJ06FStWrMCWLVswe/ZsAMDcuXOxbds2PPTQQz3/prW1FcD+zdnvvPMOWltbEY/HMX78eADA/PnzMWXKFJx44ono6OjAPffcg9bWVtx33309Y1x//fVYvXo1nnrqKVRXV/esZtXW1qKioqLfx1/Sk6R4Igs3kclpY6m0ZMwuymSl1QDAZUkzcwySAiNjREgSh6XPWOKL1XSjoRJ2v+w4Scyl27NPm7RRaCpszbUMScMxLE0WNn3GjpPVesuQOmqM9XhZKi1Lxma10tixBx5rZ7XbzGbAqq0G8FphIZNpNLFm9u131/39wybzyGNi44Qs+YcIqTHnxe07oDXjQhwLDbGRNJkTIoUIAEHI3yJsHNDabUZ/kj5jaTWHtZNjiZB2N5r7Ge15IU/IQejSSy/Fzp07sWDBArS1tWHChAl45plnUF9fD2D/l0f2/s6kv06ptbS0YPXq1aivr8fbb78NANi9ezeuvfZabN++HbW1tZg0aRI2bNiAM844o+ffLV++HABwzjnn5Iz94IMP4gtf+EK/j7+kJ0kiIiLStyBw6FeOFDJWWNdddx2uu+4682erVq0y7qPvv27uvvtu3H333X32OdgY/aVJkoiISBnz4RTtyySLNU6p0MZtEREREYNWkkRERMrYQG7cLnVaSRIRERExlPRKUiLq5aUNHBJDYXNfloZzWXLMGD9O0m0sfcawWmy85lq4cViZKcZKqwE8mWYlx9j1666MXcSKHWLYVJrHkmOsLhpLZJHzySMJMVZfzdpD6LEUm9kK+BkyNnmsrFYabSdpOHZADulP02q0/pnRSI6RvRVoOTP21glbt4yNH7J0l89SViHqpdEAKK2hFq7OGauLxhYQaB01djwh66VZx+mQviytxtJtLPHbuyboAbFY7gkViZVG7baB3rhdykp6kiQiIiJ90+W2wulym4iIiIhBK0kiIiJlTJfbCqeVJBERERGDVpJERETKWFDEPUmDbSWppCdJruPn1VhjNddYfbIwKba+xrGwdFiU3Cf9JlOWeiOpujRJWLHHtC8bJ+Pbx8mSZodT2JQZeyOzDwpWR43npmxsHN84TnaMATnFAlZDjSa1WLqN9CdYio3Xbgs3vpVkY2kv+mqwY2Ht7BRmb0HSTlNp7DVk9cnYSxvNvwPWN2x9OVp3rkhpOB45DNffSqaFr8VGPv9Z6q2fv0ecEL8PBlKAPmozFjDWYKLLbSIiIiKGkl5JEhERkb75cOCodltBNEkSEREpY0q3FU6X20REREQMWkkSEREpY37gwNE3bhekpCdJx9f+BbGq3GRWws2afVmirMJNm+0sCWZxQ8aF2Ni0DhlZ8GP3W+FmQo3PjqcjmyTj2MfzZseIft9nscRIjSV2vy5Jv7BabyxVx2q0uex4jP48mWc2w4/ZaUZ2LCySxcZnNeDCpupoLTmaBLMKlNldHXaMLJFF0PpyYYUdhqbY+l+3DEbibf8g7D5JgovVPwuZ+GIJMfZeYO8plqaNGuNESc3NBGkPe58xkhzuXaczE0vjNbOnlIuSniSJiIhI34KgiF8BMMi+A0CTJBERkTKmjduF08ZtEREREYNWkkRERMqYVpIKp5UkEREREUNJryQdFe1GPNa/ZJkbIq0GAFmfFFky+A6rE1acOWjYbzjt8u1abEzUsZMce7OJUMdz6tBt+cfi2cfS5cXM9hSpd5clzyVLsWVJ4qub3C+rR8ceayprH2eY46H3SU7VNLlPWgOOjMNSdVZ9OQDwSQoqbIqN/gVq9KdJO1ZHLsTYABDEWP2wkLtSi1Pyj9Ycs5JpLJXGsPRqhKbP7HFYWi1GEmVWKg3g9TVpu3H87D5pKo0dI/nsY/17J4fTGTsdfaTRVwAUrqQnSSIiItI3pdsKp8ttIiIiIgatJImIiJSx/StJxdq4XZRhSoZWkkREREQMWkkSEREpY/oKgMKV9CSpNtaNRK96VjGSVnBJ7TbW3wuRTAubPouQyE0msBN1LE3A+oepOwfwJFhVNEWOx+6/18tPw9EUmxcuxcaOMUueA9Y/Q1KLrD/jhfygCJMIYR9CrP4Uw1JKDnkvsOAYC16F/bCkNemM556NTJ+BkMcS9rmk45BEFn/uw9U5i1jpNjYGTY2F609rqJF2Vi8zdI02cl5GjcRa2DFY6i1s/3gk97GmY3adzCNNgD7eOwWMNZjocpuIiIiIoaRXkkRERKRvutxWOE2SREREypmutxVMl9tEREREDFpJEhERKWdFvNwWNiRR6spukhQ2IeY5h76YFraWDTtG1s7qyIVN1TEsaZah9dJYXbT8cdixd2Xt1FvYGm2s/hlLn2U8+3g8UissQp7iLKtzFvI4zb5kbC9s3TKC1npj/VkdNdLOUk2hPqSLtaTPEnv9L824f5jQyUK7f9i6aNZzFja9ShN1IVNsrH/YFButJUeSZlZ/lhBOROykHbtPnnojKWnkHmME4eroSekpu0mSiIiI/C/VbiucJkkiIiJlTOm2wmnjtoiIiIhBK0kiIiLlLHCKt+FaK0kiIiIiUtIrSfuyCWR7paRYQoLVaAvLSqCxtBcfI1xqjCW+wmKJr7Qf7jRIk4SYlSChaTUSOwqbDmP9wyYOw2Ljh9nTGHYDpFXHCwB8ErBhSSoWyKHdw55+5HFFoiTBZaXkQj43LKRKn2OasCKpNPLcs2QXe62KkZKL0NSYPQZ9TKGOpK9UWnF28rLPP994EbPk73tWK5LVl/NJYjRFfjX2HiddIuE2bdwuXElPkkREROQg9I3bBdPlNhERERGDVpJERETKmL4CoHBaSRIRERExlPRKUtJNI+HmXiBlG2rZ19WnyKZlj8wf7U2K9u69LCkzUiwZUvKDCbvJOUs3S9vtaaM/LXlCNn9nQm7QZrJkfFZOhD1WttGWlQ6hJT+Mdj9kuQ/2HLBnhpYZCflcss2tVMg9C2bpDdcehG0aZe1s83qxNmizciK0/AgrBeL2P1jikmNkY7usJAe5T1qWhIRiWH9W2oPh4+S3hy8zwja7h3vO4r1/j5D7OyINsr1ExVLSkyQRERHpmy63FU6X20REREQMWkkSEREpZ/oKgIJpkiQiIlLWHIT/+tC+xho8dLlNRERExFDSK0ndXhw++Rr63lJ+//odwEqHZEMkyljpDZb4YiU8WPKqu5+Pved4WMkPcr8sgRYmacZKmKSzdjsrP8JWeH2WhmMJMdZO0mos7cT600QZud8wg7ANkyx5Re+TvX6svETY/kX4Q5Om1Vj6LOT4EZJKY2k1VmaEJbJY6RCWTGNJM+u9xpJX7FjY2CwJFmftpLQHS46xz78IOcHDJNbCjsFSbGH1LuGUZjWBjjS63FYwrSSJiIiIGEp6JUlEREQOQitJBdMkSUREpJwFDr9sXshYg4gut4mIiIgYtJIkIiJSxoKAhyEKGWswKelJUiZw4PRKZoVJnwFAF0mIsWSGlTSjtc9C1m5jKTaGpeTY8bB0VIok0FjSjNU/s9JwLE2WJem2UCkw9FErjfUPWS+NpanocbLxjWFYfS/6IRTysbJjL5qwRePI6W2l89ixh625xlJpLMXGkmAsrRaPhqvdFQuZQDOPhdWRIwmuOBm7Mpq2xw+ZHGN1MRn22cpYx3O4U2weea+xZKGUr5KeJImIiMhBaON2wTRJEhERKWfauF0wbdwWERERMWglSUREpIw5Af+C/ELGGky0kiQiIiJiKOmVpAo3i7ibe300G7aOEJkWp0hKLoL89n3ZuNmXpdVYaozWdGPjhEyxMRlWh4zVeiPHY6aUSISLpY7CZlMcsouQJcQC8ncBe8pYqsl3yN8X0RCPgL5+/R+iLyzBRYX8E5G9hiy1F+Z4XFr7LFxNtChJdiVou53UYvXxkqyeGal/xuqrxUlCzDfqKrKaa6yGGkufsWN0ybuQjeOR9xQbh/UPUxOSfW4zxTqW3vebimZCHceAGeCN28uWLcNdd92FtrY2nHzyyVi8eDHOOusss29bWxu++tWvoqWlBW+++Sa+/OUvY/HixTl9Vq1ahS9+8Yt5/7arqwvJZLKg+2W0kiQiIlLODmzcLtYthMceewxNTU2YN28eNm3ahLPOOgvnn38+tmzZYvZPpVIYMWIE5s2bh4kTJ9Jxa2pq0NbWlnP76wlS2PtlNEkSERGRUDo6OnJuqVTK7Ldo0SLMmjUL11xzDU466SQsXrwYo0ePxvLly83+xx9/PJYsWYLPf/7zqK2tpffvOA5GjhyZczuU+2U0SRIRESlnQZFvAEaPHo3a2tqe28KFC/PuNp1Oo6WlBY2NjTntjY2N2Lhx4yE9pM7OTtTX12PUqFGYMWMGNm3adFjut6T3JImIiMhBHIY9SVu3bkVNTU1PcyKRyOv67rvvwvM81NXV5bTX1dVh+/btBR/CuHHjsGrVKpxyyino6OjAkiVLcOaZZ+JXv/oVTjzxxKLeryZJIiIiEkpNTU3OJKkvvQM8QRDQUE9/TJkyBVOmTOn5/zPPPBOnnXYali5dinvuuaeo91vSk6QI/LzUQtZIn/U5BkmEuCS95BupCpYSCVujyPHtqT6t60RqrgUk+cETG2R48pdHmGSJQ9I8PMFVnCvANN1GXm/W33VJgou8ViwFFQZ7D7OkHRM23caSVwx7rCxpxs5jqx5WImonqcLWJ2N1yJIklcQSYixRxlJpMTIO+6yojJA6asZzE3PY82jfJ3sOYiFrrjEuGd8L+fkXZnw2dsq3a3F6RkoQADKkvib77GZpuCPeAKXbhg8fDtd181ZvduzYkbfKcygikQhOP/10vPnmm0W/3xJ9xUVERORIFo/H0dDQgObm5pz25uZmTJs2rWj3EwQBWltbceyxxxb9fkt6JUlEREQOYgBrt82ZMwdXXnklJk+ejKlTp2LFihXYsmULZs+eDQCYO3cutm3bhoceeqjn37S2tgLYvzn7nXfeQWtrK+LxOMaPHw8AmD9/PqZMmYITTzwRHR0duOeee9Da2or77ruv3/fbX5okiYiIlLGBLEty6aWXYufOnViwYAHa2towYcIEPPPMM6ivrwew/8sje3930aRJk3r+u6WlBatXr0Z9fT3efvttAMDu3btx7bXXYvv27aitrcWkSZOwYcMGnHHGGf2+3/4/3qBY3+/73uno6EBtbS3+ccMnkTgq9xo0uyZNrzGTWXHat+ePGeObuLvJN2WzMdg3aHdl7WNnMmxPEunP9iRlyTief+jf6M3vk+z5Is9NWHRPUshvuWZ7knzy3GhPkvYkAdqTBJT4niRWbaDXDpVUZwZLpz+F9vb2fm9ifi8d+F35vu/8CyIVyYP/g37wu7qx5f/cdsQ+5mLTSpKIiEg5G+CyJKUs9CRpw4YNuOuuu9DS0oK2tjasXbsWF198cc/POzs7ccstt+DJJ5/Ezp07cfzxx+PLX/4y/vEf/7GnTyqVws0334xHH30UXV1dOPfcc7Fs2TKMGjUq1LG8secYRP3c72awVnoAvnrDVmPYCpO16sJWRVIZ++llf4GnU/ZfQXT1I2RproDVaPPIX3xktYS9Sdz2/MfrVdt/9Tr0Pu1miv2xSpfTyAoQ6Z8lK0l0fHY8Vjt7eslKDMXukyXzUuQ8qCJ1y1iNNjI+q+kWIStb1ooXWwWjq1HkPuNkRSpGVs3YChNbqaqM2itADFvVqXDt+32zfURe20lD7e95sVbkACBKVp5YLbawWNqVrcaw9i7froFpHX+WrACx+pcZspKUZb8vSP/ex57ZG+71l9IT+trG3r17MXHiRNx7773mz2+66SasW7cOjzzyCH7729/ipptuwo033oinnnqqp09TUxPWrl2LNWvW4KWXXkJnZydmzJgBzyNRdxEREZH3WOiVpPPPPx/nn38+/fl//Md/4KqrrsI555wDALj22mvxgx/8AK+++ipmzpyJ9vZ2rFy5Eg8//DDOO+88AMAjjzyC0aNH46c//Sk+/vGPF/ZIREREJI+DIm7cLs4wJaPo35M0ffp0PP3009i2bRuCIMDzzz+PN954o2fy09LSgkwmk1NT5bjjjsOECRNoTZVUKpVXTE9ERETkcCr6JOmee+7B+PHjMWrUKMTjcXziE5/AsmXLMH36dADA9u3bEY/HMXTo0Jx/11dNlYULF+YU0hs9enSxD1tERKQ8HfiepGLdBpHDMkl6+eWX8fTTT6OlpQXf+973cN111+GnP/1pn/+ur5oqc+fORXt7e89t69atxT5sERERkRxF/QqArq4u3HrrrVi7di0uuOACAMCpp56K1tZWfPe738V5552HkSNHIp1OY9euXTmrSTt27KBfF55IJMwKw53pBKKx3HaWSvNIui2dtdMN9DuIjPEzGZKQI2kyNhP3ukndOZYyY0kwNtEniTKHjR9yH30Qy7/oHem2nwMSuClevJQ9B+yxkgv2AZm4k6+kQRAmDUcPhaQZWeqNJurIY6ogiUOWYgvZzlJs0ShJphn9E6wvSaWx9BlLw1WwFBtJfLHxq1w73cTSaqxWJEuaTT2m02y3sNQY+16lsIpVtyzsOFaSjaXY2PfhsRRbmrb37zvustkSycPrKwAKVtSVpEwmg0wmg0gkd1jXdeH7+z8cGhoaEIvFcmqqtLW14Te/+U1Ra7mIiIgI/neSVKzbIBJ6JamzsxP//d//3fP/v//979Ha2ophw4bhfe97H84++2x87WtfQ0VFBerr67F+/Xo89NBDWLRoEQCgtrYWs2bNwle/+lUcffTRGDZsGG6++WaccsopPWk3ERERkYEWepL06quv4iMf+UjP/8+ZMwcAcNVVV2HVqlVYs2YN5s6di8svvxx/+ctfUF9fj29961s5ReXuvvtuRKNRXHLJJT1fJrlq1Sq4LrncJCIiIgUZyNptpS70JOmcc85BX+XeRo4ciQcffLDPMZLJJJYuXYqlS5eGvXsREREJQ3uSClb0dJuIiIhIOSjpArde4OQlgbpJvbR0lqQhSNopS1JvVmLNz5JaWKQdWZKYypD+LMXGkloEK9UUto5aqHtlY7DHVIyaaOBf5cHv1/4HtLwVC7FFSDLNSr2xY2dXndmfNKQ/S+axmm78+09Iio2su7PahKwem5VkK1bNNVZbrZL0ZymzhGu3V0Ts8Wui3WZ7MhIu9eYbNcRY37ApNmvsvnT7dm1JlxxPhpzIrJ2Nb9XdZDXwujx7DHauhtU7QcgShUccrSQVTCtJIiIiIoaSXkkSERGRvmnjduE0SRIRESlnxSwnUiqXGItEl9tEREREDFpJEhERKWfauF2wkp4kdaXjcKPxnDZWi80ntduypO4aS71ZJ0gkaqc7PFYrLWH3D1h/XuTLHofU1PJJ8oqm5wh6TdpqZ+XGaO0zdqekP6tnViRBPOT47HisdpIyc0h7hLWTxJdLzktWQy1KxomR/qyeWYIk01hCLB7JH4el1aLkxGG10ipC1lZjaaWj3JTZzpJdlST1xhJoLPHF45j59nn59S0BIEYSeyzdFjaVxupcpkj9sxRJsfH++eOzWmzdpKabVf8NAFIk9cxquvWuAZrNDLIZwyBU0pMkERER6Zs2bhdOkyQREZFypsttBdPGbRERERGDVpJERETKWREvt2klSURERERKeyWpOx2FG81NSrC0WkBSKz6plxawOmph0lQpMgZJsblplj4jqbeQJbhYaSf61WBh66iFGaNoNdrYgyX92etXnOAfAvaOspKFLLkU9ljIc0CDguTEoSk50s7qYbEEmpViA4C4kXrjaTW7PU4SXCxlVklSbyx9liA111xyIle7XWY7EyGvrm/8HZtmJxl5wVliL0PGCVtbjf2p7ZEfZIKw7yrjWEiKrZvUbsuQtBpLt3VlSB25XrU7PTv0eOTRnqSClfQkSURERA5Ck6SC6XKbiIiIiEErSSIiImVM35NUOK0kiYiIiBg0SRIRERExlPTltmw6Cj+a+xC8NJn3scgX6e9kSX8jmcZSY0yEpNhIgIamnUKUdfqf/v2vR9fX/bKYlRWKCfvc8FQaaw+XVmNJMHZ6hN2kyJJEiOYPxJJ57DHx14+MQ46d1TEEqcXGkqEs9cbaWT02K5lWRdJnLGWWIOk2VnOtkrSzdFvSse83SY4n5tjHw9JwXojIaCywj9GjsVa7OUPG2efbNeAyDonPkfMsS84zVqMtS97kVmItzeq8kdQbqy/XzWq3kRqgvWu3eWTcI442bhdMK0kiIiIihpJeSRIREZG+aeN24TRJEhERKXeDbHJTLLrcJiIiImLQSpKIiEg508btgpX0JMnrdhH0Tlxkw6XVaHuGtBvBHZrgYuXf7OAOT9Sx4e0ADU2CMSwlx8ah/a32IqXGqJCBPfrchHzO+Dj2PQeu0W4k3gDAsfoCcMjYrOZaLGafmDGSYkvG7BMqGbXbq2L2iXxU1E6OhanHVkHSbazm2lFut9meJCkzVluN1VBjKTaWeusOSJ0zIkzqjSXnPHKfVv03gB9jd5FqunX5cbN9b9ZOz+3LkuMx0m0sxbY3bd9nxiNJO1ajjfweyfZKvfndYeO7UmpKepIkIiIifdPG7cJpkiQiIlLOdLmtYNq4LSIiImLQSpKIiEgZ0+W2wpX2JMl39t9y2kjfw7hRmJ00DtugTcpL0DIjYY+9SJul6QZtWvKj/33pIbKN2GQzM6lOULQN2n6cPGmsQgM5TsTzn0zHtZ/gKNtwHbc37CbIhuuKOCkDQjZuV8ftDddJsuG6Kmqf4NVRexN1DWmvNJIMtdF99n1GSJkR0h4nqYpKJ1z/CHkzxHF4N+5am6vTbAO1Y29CzpCN2KwEC2vvZJvLyZstGyGbpSP28XQ7/f911Ls8yMFkSfkQn3wWs/agV3vv/5fyU9qTJBEREemb9iQVTJMkERGRcqZJUsG0cVtERETEoJUkERGRMqaN24XTSpKIiIiIoaRXkpxUBE6vBEWk2573RVgIhSS43FSIsiSkPAi9T4YcC5u505QZm/rSWh3FuV+rf9gSKSz25rv2D0hQht4vbSclQoIISbmwx0WqUQTGi8IqV3ik/Ah6l+D5HxHSP+rZJ5RLXtgsSQxlHfKeIicOS0cxVsmPsCUwWDkRluQLm2Jj5Ufi5H6tciJ9tbPHa/Vn5UT2+Xa5D498IOz2Ks32Ti9ptrPnvtOz75e1dxllRgC7/AgAdBnlSlIkrdaVJmVGSFmSbMYeh7UHvcqV+KTfEUd7kgpW0pMkEREROQhNkgqmy20iIiIiBq0kiYiIlDFt3C6cJkkiIiLlTJfbCqbLbSIiIiKGkl5JinZGEOmVNnDTJJXGEmiknfW3wi8uq9Hm2VPusDXRaG04Nk7IZBcLI9F0Gxvfqt1G0mGOT9JkJMXmx+379FkNNZZ6o7Xh2A9IM3kOfPKaWCWerMQbAPgkreaQunDZLEnokGSXxx4r4ZMHmyKF81iqqYLUgAtznyzJx7C6YnsD+4RKov/HCAAgqTd2/DzdRuqZGUk2n5w3LMW2l6TeWKKOtXdk7dQbe733ZOz+u9MVZvu+jP2a7E3nt6fIOd/dZY9B02op8gGSJZ9bmdx2p6s00m263FY4rSSJiIiIGEp6JUlEREQOQnuSCqZJkoiISDnTJKlgutwmIiIiYtBKkoiISBlzQCs+FTTWYFLSkyR3nwPXy33JWFqNpthIsov3z19rjJB0GxuDpsxYio2lz0hCzI+GPI1ZsIsNQwIdjpXgIsfIj4UkuzySNmFroSz5FzaMErI+XqhadeyxspQjO5QIqdFGkmAx0j9K2iuj9gleE+s22yvIG8Kq0QbYia9at8vs65IXltWjY1jqrZsU32P9XfKcsaQZq3+WIW+qbiPWyWq37SE111hNt3bPTpntytg13fZm7XF2kbRaO02xkdpzKTuZljGSbOm0/avLY2k10u6QNHQk1b8aoD6pFSrlo6QnSSIiInIQ2pNUME2DRUREytiB70kq1i2sZcuWYcyYMUgmk2hoaMCLL75I+7a1teGyyy7D2LFjEYlE0NTU1OfYa9asgeM4uPjii3Pas9ksbrvtNowZMwYVFRU44YQTsGDBAvjsy+wITZJERETksHjsscfQ1NSEefPmYdOmTTjrrLNw/vnnY8uWLWb/VCqFESNGYN68eZg4cWKfY//hD3/AzTffjLPOOivvZ9/+9rfx/e9/H/feey9++9vf4jvf+Q7uuusuLF26NNTxa5IkIiJSzoIi30JYtGgRZs2ahWuuuQYnnXQSFi9ejNGjR2P58uVm/+OPPx5LlizB5z//edTW1tJxPc/D5Zdfjvnz5+OEE07I+/l//Md/YObMmbjgggtw/PHH4zOf+QwaGxvx6quvhjp+TZJEREQklI6OjpxbKpXK65NOp9HS0oLGxsac9sbGRmzcuPGQ7n/BggUYMWIEZs2aZf58+vTp+Pd//3e88cYbAIBf/epXeOmll/B3f/d3oe6ntDduW7nGkEktliQKVeeM1gOz2yk2Qw9Zbyxs7TYq5Dhm7TZWJyzk8+6x2m12UIY+97R/1H7yvSRLEJJx4uR6dyK/3U3YscVY3I5FJuN2Ooy1D03aCbGjYvkfZgAwNL7PbGc114ZG7f61pH2Y22m2VxlpuKqIfYyVpD1Jaqi55E3F2iNFKkzlkw+cJHkuWQLNfA+SU6zbsU/uBEkVxkhBxBiL0xLsOYv1joL19LffPKGee1qEsUgBdXIsQa8PrpLaw1zkgx09enTO/3/jG9/A7bffntP27rvvwvM81NXV5bTX1dVh+/btBd/3z3/+c6xcuRKtra20zz/90z+hvb0d48aNg+u68DwP3/rWt/C5z30u1H2V9iRJRERE+nQ4Ctxu3boVNTU1Pe2JBJnoA3B6rUYEQZDX1l979uzBFVdcgfvvvx/Dhw+n/R577DE88sgjWL16NU4++WS0traiqakJxx13HK666qp+358mSSIiIhJKTU1NziTJMnz4cLium7dqtGPHjrzVpf5666238Pbbb+PCCy/saTuQWItGo3j99dfx/ve/H1/72tdwyy234LOf/SwA4JRTTsEf/vAHLFy4MNQkSXuSREREytkAbdyOx+NoaGhAc3NzTntzczOmTZtW0EMZN24cNm/ejNbW1p7bRRddhI985CNobW3tuQy4b98+RCK5UxzXdUN/BYBWkkRERMrY4bjc1l9z5szBlVdeicmTJ2Pq1KlYsWIFtmzZgtmzZwMA5s6di23btuGhhx7q+TcH9hp1dnbinXfeQWtrK+LxOMaPH49kMokJEybk3MeQIUMAIKf9wgsvxLe+9S28733vw8knn4xNmzZh0aJFuPrqq0MdvyZJIiIiclhceuml2LlzJxYsWIC2tjZMmDABzzzzDOrr6wHs//LI3t+ZNGnSpJ7/bmlpwerVq1FfX4+333673/e7dOlSfP3rX8d1112HHTt24LjjjsOXvvQl/PM//3Oo43eCICipDfrA/uhhbW0txn7lDriJ3HpFYeuoWbXY+u7f/74RMnao5Fwf2IzeZ8kuUtMtkmXHafenyS7jcZEADcWOkY3DUm803RYPl1bzKshzEyPtJN3mGEm2aNx+wRNJO41UQVJsVXH7pB+aIOmzuF1zrTZmp+FqoyQl59rj1EXbzfYa0t9KplVH7PtMOvabjaXVYo79erB2j6Sj/JBlPTPkTW7VqQOA7sA+Aff4+fXP9pIk3G7PrrnGknN/ztj7STqydg24v6Sr7PslNdo6UvY4naRGW3faTudZddq8bvKGTdvPO6vR5pLaayQQCCebO47X3Y3f3XEr2tvbD7o/ZyAc+F15yqw74Mbt1yMsL92NzSuP3MdcbNqTJCIiImLQ5TYREZEyNpB7kkqdJkkiIiLlrIByIn2ONYjocpuIiIiIQStJIiIi5UwrSQUr6UmSmwJ6h5giaZJWI8kxliij6QY/f3w2NjuZwibtQgZraCrNzZBkV8j6avR+jURZwL56ntV/I6k0WncuZN280O2kphtrd0i6zUqyxRP2icBSbNUJu25ZNa3FZifEqmN2ymx4zK6tVkkioyzdliRvnkrHPk6rTlvYFFsleVPFWO02ct5kSH+WSitWiq07IMku48TcS6KebIw9np1qSpFI5+4MSatl7HH2Zuzj2UvSaizFluq22/2U8eZMkVQaS6uxdBtLQ6fs/nmhSPuUljJS0pMkERER6Zs2bhdOkyQREZFypsttBdPGbRERERGDVpJERETKmBMEcIpUXKNY45QKrSSJiIiIGEp6JcnxgN4hmDA11wCe+KLjGOElK/HG+gKg13TZDJ0lxMLO6FnqjdVuYzXgQOpbWUGfCNnlF5DnJkJSQb4dfGGHwq+bh/0jKGTCL9TQ5LlxI6TeGIlRxl37ZE2wdnJyJ0gqjaXYakh9tZoI689qt+UfTzWLlxIx8jqR0wYx8p7i6Tb2prVfkwj5TGDpPMp4T7EabT5J2rG6cz558yTIeRYljzXKzlfXbrfPmj4YT5njs89EewjaHnKc3k9NELLe5oDRnqSClfQkSURERPqmdFvhdLlNRERExKCVJBERkXKmy20F0yRJRESkjOlyW+F0uU1ERETEUNIrSX4ccBK9W1nNHZKyYokv8sxYAQ+WYqPtNHkVroYaS72xOmcBK1hFsHQbKT8Fz4gYsb7sobIUG0230f4kpWSXmUJA+gcJ+0V0jFpsABBl9diS+Wmto5KkFlvcbh+W2Ge2DyE12kbE95jtQ6N77f5Ru381SbENccnxkBRbNanHVm28B5OOfeJEyN91Mcc+WVl7saQCO4U3hCTE9gX2c7DXt8dpN058l5yrO0mNPZZajNAkn/0cp8gHQpYUPkxl7dcwEbOfA8+z7zdjJNAC8gHih/27P+Rnce9mjyWYjzS63FYwrSSJiIiIGEp6JUlERET6pj1JhdMkSUREpJzpclvBdLlNRERExKCVJBERkTI32C6TFUtJT5IiWSDSay0s4pE6aqTGDk2gkf7W+KwvxUJsYRN45LH6UXYH4d4lDknPgTzeeCp/fJ+l28gaJkuxeRmSZiElvnxSzIuVBKOpN5KOCrKk9hdJ6AR+frtntAFAmqSCMiRdtC9rHzzr3xnNi4Tub48lzfZa1063/YW0j4h2mO1Jx37yq400HKtxVkkScoDd7pJzfgg5/xIOSViRYoMZUj+xm7zV9pEkWIa8IXb6+XXadnpHmX33eBVme3vI9j0Z+zzozNjnzZ603b43bb+ZUxn7/M5myHstYzw35PPASbP3PatbaTb3+/cFrc8pZaOkJ0kiIiJyEEGw/1assQYRTZJERETKmNJthdPGbRERERGDVpJERETKmb4CoGBaSRIRERExlPRKUmxPADeeO611M/Y0103b7ZEsaSfjWLNompDL2j8IW0ONIukznm6zm8PWemPjmwkxVqSNIU87r3cXbniqSC9JMURdUheOnGhRUicsQvpHirSpIAJ7fI+dUKxen9HfDRkZZSk2j5x/e3z72LezmmCkCGGa/J1pPSYA2G2k1QBgr0+SY35+0uydbLXZ992M3b4na6fVdqftdBtr7yQptvYue/yubjvdlukiEdaUnW6zEmtut/38RuyyhzTdFrUDmjT11jsd69nl8o44jl+8JN5gS/SV9CRJREREDkKX2wqmy20iIiIiBq0kiYiIlDF9BUDhDstK0p49e9DU1IT6+npUVFRg2rRpeOWVV3p+HgQBbr/9dhx33HGoqKjAOeecg9dee+1wHIqIiMjgduDLJIt1G0QOyyTpmmuuQXNzMx5++GFs3rwZjY2NOO+887Bt2zYAwHe+8x0sWrQI9957L1555RWMHDkSH/vYx7Bnz57DcTgiIiIioRX9cltXVxcef/xxPPXUU/jwhz8MALj99tvx5JNPYvny5fjmN7+JxYsXY968efjUpz4FAPjRj36Euro6rF69Gl/60pf6fV+RbIBIJOjVRjqHTUexlJVVu431Zak3UqMtbO02epAkocPSauw4SbkqHlgzfsDShj4bhCWgyF1S4Z4anm6LkIFIu+PaR+pG89NaboT0JScU6x8n6bYYeWHfTdu1v96X+IvZXk1qtNW4+TXXAKDGqMUG8NptlUZBvRh5xZPkMbHzgz2XTJKk6jLk70mWnuuGndRiPHICstSbJUtqAbIaft2e/fGfIu1dGTuVliX1Cn2PPAdeuDe5lUxjJfxYis0lKTSaYqP9c8+ngKWgjzC63Fa4oq8kZbNZeJ6HZDI3FlpRUYGXXnoJv//977F9+3Y0Njb2/CyRSODss8/Gxo0bzTFTqRQ6OjpybiIiIiKHU9EnSdXV1Zg6dSq++c1v4k9/+hM8z8MjjzyC//zP/0RbWxu2b98OAKirq8v5d3V1dT0/623hwoWora3tuY0ePbrYhy0iIlKegiLfBpHDsifp4YcfRhAE+Ju/+RskEgncc889uOyyy+C6/7v86vT6IsQgCPLaDpg7dy7a29t7blu3bj0chy0iIlJ2DlxuK9ZtMDksk6T3v//9WL9+PTo7O7F161b84he/QCaTwZgxYzBy5EgAyFs12rFjR97q0gGJRAI1NTU5NxEREZHD6bB+T1JVVRWqqqqwa9cuPPvss/jOd77TM1Fqbm7GpEmTAADpdBrr16/Ht7/97VDjJ9o9RGO5Gy3dbnv3n7XhGgAcEmd0MmQco9QI23BdLGzjdhAlX82fsdvDlkOh/QN7Q6ZV4iVbYR8Lfc7IRtiIG25TOzlEsGoXtD3LnnvSTjaxetn8A/Ki9jnGNuB6pD1NNuamfPvtPTzeabbv8ezyEkyalOrojtgbfNkG8A4//8mvIvUlYuSFYmVAWGkWl1wz6GaPKbAf0x6flPbw7PIj3b49zl+y9mb6HUapkb1ZezP3O932GO1p+3XtTNnj7O226gsB6bT93HhddrvTbZ+X7j77tXJJSRG32wiEkL60zAgpS0Xvk2zI7n36ZUtk43ZRo/uD7CsADssk6dlnn0UQBBg7diz++7//G1/72tcwduxYfPGLX4TjOGhqasIdd9yBE088ESeeeCLuuOMOVFZW4rLLLjschyMiIiIS2mGZJLW3t2Pu3Ln44x//iGHDhuHTn/40vvWtbyEW2/9X1P/5P/8HXV1duO6667Br1y586EMfwnPPPYfqartAo4iIiBRGXwFQuMMySbrkkktwySWX0J87joPbb78dt99+++G4exERETlABW4LpgK3IiIiIgYVuBURESljutxWuJKeJPlRB37vlFGCpFyM5BUARNLku/BdsshmfJdTEHa3P/k+KMcLWXyjSCdr3nN4YHiSniMBIGST+f2zCXtsEvKBFyf9SXWGLAlkeRWkHIod3IGXJP2r7DSVk7DbExWk9EYyP0ZTnbBrHwxJkDIgcbt9SMxuPyZu10KsJSmzYVE79cbKiVRHyPG4+8z2OKk7UWnUhmDpM7b0nSFlPTIk9baXnMSZkOm2NIlRshReN+xxkkZpFjZOjJShiZL2hGvX3tjrkDcDEfisnAhLwdrNYcs4hRmbvNx8GNI/ZNUkKWMlPUkSERGRg/CD/bdijTWIaJIkIiJSzrRxu2DauC0iIiJi0EqSiIhIGXNQxI3bxRmmZGiSJCIiUs5UlqRgJT1JiqQDRHq9YNFuUoSLJSqMWmwAr/Vm9iUnTUBSbOxgaH8WHiF1y7wKUriM8GNkHJIUZIk16zhpeoQcImtnaTiWtCNly+DFWeqNnAdxkiSK24mhWMxur4rnp5eOituFo46K2e3D4nZqbGjUbg+bYhvi7jXbqxw7hcdSbyzFlmAF8sy+djsrleWROBJLtzExx379XJJu4zXgyHuK7HDYR2KXVv29Ls8+ln1Ze4zOtB0NzRj1BAEgm7WP0Sc1IeGRtG6GpXjtYSKkvxF+BAkD0hptrL/L+tunQV5KmqWmpXyU9CRJRERE+qbvSSqcNm6LiIiIGLSSJCIiUs70FQAF0yRJRESkjDlBQPfOFjLWYKLLbSIiIiKGkl5JiqY8RL3cqISTISmlkF+lTmfLIcZxaF2gcN80wVJs9H5JMs+Lk9QKSbfRZBoLuRh11zxSc81jNd1YbTVWu62KPNYESbElSYGohN0eTdgxl4okqWdm1GgD7CQbS7HVxLrtMVy7f7Vr968m6baqiD1O2BRbkiTBWIotHqo4l62KvRd8e2yfREPT5CRm6TOG1XTrDuwTOUPimx45ni4vf5y9JMXWlSX15Tz7PlMZ++Pfy5CIKUm3OWmSSkvZ7W436W+ffrBOe5ZKI28R2j+aYmk4lnrr1U5+3xxx/P+5FWusQUQrSSIiIiKGkl5JEhERkb5pT1LhNEkSEREpZ0q3FUyX20REROSwWbZsGcaMGYNkMomGhga8+OKLtG9bWxsuu+wyjB07FpFIBE1NTX2OvWbNGjiOg4svvjjvZ9u2bcMVV1yBo48+GpWVlfjgBz+IlpaWUMeuSZKIiEg5O1C7rVi3EB577DE0NTVh3rx52LRpE8466yycf/752LJli9k/lUphxIgRmDdvHiZOnNjn2H/4wx9w880346yzzsr72a5du3DmmWciFovhJz/5Cf7rv/4L3/ve9zBkyJBQx19+l9tC1j9jaTWWECMlmUhflhojNY3IuRfE7LksG8cn/X0jfQYAvkvqTLGabmwcI3RD75PUYmPtXpIl9sjrRNpBarS5SZLUIum2BKnRloja7VaSrTpK0mpRO61WS2q0HUXSbUNcu3+lY99v2BRbhJywbsi6BdbZygI0e8n7tZukw7pJmswn/Vn6jKXYWH9Wi21Xtspsb89WmO1WnbZuUrvN8+3HxFJstEYbaac12vxwn2cs5EjDj8Y4ocdg2DGyMoO9+w+yS0+FWLRoEWbNmoVrrrkGALB48WI8++yzWL58ORYuXJjX//jjj8eSJUsAAA888AAd1/M8XH755Zg/fz5efPFF7N69O+fn3/72tzF69Gg8+OCDOWOHpZUkERGRMnagdluxbgDQ0dGRc0ul8v/4SqfTaGlpQWNjY057Y2MjNm7ceEiPacGCBRgxYgRmzZpl/vzpp5/G5MmT8fd///c45phjMGnSJNx///2h70eTJBERkXJ2GC63jR49GrW1tT03a1Xo3Xffhed5qKury2mvq6vD9u3bC344P//5z7Fy5co+Jz2/+93vsHz5cpx44ol49tlnMXv2bHz5y1/GQw89FOq+yu9ym4iIiBxWW7duRU1NTc//JxLkG38BOL22ngRBkNfWX3v27MEVV1yB+++/H8OHD6f9fN/H5MmTcccddwAAJk2ahNdeew3Lly/H5z//+X7fnyZJIiIiZczxC9iv1cdYAFBTU5MzSbIMHz4cruvmrRrt2LEjb3Wpv9566y28/fbbuPDCC3va/P/5xv1oNIrXX38d73//+3Hsscdi/PjxOf/2pJNOwuOPPx7q/nS5TUREpJwNULotHo+joaEBzc3NOe3Nzc2YNm1aQQ9l3Lhx2Lx5M1pbW3tuF110ET7ykY+gtbUVo0ePBgCceeaZeP3113P+7RtvvIH6+vpQ91fSK0lONoDTK17geGS6TFMMrD/7B8YSIasnxVYTyTKjHw2XhmMpNloXjYzParex9jD12HzWl9VoIym2bCWpxVbBarHZ8ZQoaU9W2IWjaivs5FhVzO4/NGknyobF89uHxfaafYfH9pjtLK02zO0M1b+GpNsqI3aKzSVvHnKaIU6X0fu/vM7+esvQOJF9HqTI+9jO8fEUW5qk2NKB/RG6j7xJMj5L25Eac0b/vRn7zbOn277PVJqk21Lk4z9lH2Ok235VWI22CKnpRuursfbu/NfQZXXeWE03UouN9Y+Qmmy9a7cF2UFWyKwAc+bMwZVXXonJkydj6tSpWLFiBbZs2YLZs2cDAObOnYtt27bl7BVqbW0FAHR2duKdd95Ba2sr4vE4xo8fj2QyiQkTJuTcx4FY/1+333TTTZg2bRruuOMOXHLJJfjFL36BFStWYMWKFaGOv6QnSSIiInIQA/iN25deeil27tyJBQsWoK2tDRMmTMAzzzzTs6LT1taW951JkyZN6vnvlpYWrF69GvX19Xj77bf7fb+nn3461q5di7lz52LBggUYM2YMFi9ejMsvvzzU8WuSJCIiIofNddddh+uuu8782apVq/LagpBfWGmNAQAzZszAjBkzQo3VmyZJIiIiZUwFbgunSZKIiEg5K6CcSJ9jDSJKt4mIiIgYym4lySG1nWiNNjYpJrXbzKVGUrsIUTIHDVnbKiC11Uj5KRoiYuk2WqON1FELWArPOJt8coaRUFAf/clzFiUpFNIejdnptjipuVYRs3NQVUYtNgCoIrEbqx5bNam5VhkhY0Ts/jWsPWSKLUnOS3IaIMZSmqQ/TawZ7ylWOoul0jLkpE+Te03DTnAxYWu9tXt2LbbdGbt9b9ZOpu1KVea17UnZfbvTpL4cSbcFJMXmkFQaS7FFu1l/sxnk9EaEJdOM/m4qXFqNptjS/UuxlbwA/I1ZyFiDiFaSRERERAxlt5IkIiIi/0sbtwunSZKIiEg5C1DEjdvFGaZU6HKbiIiIiEErSSIiIuVMXwFQsJKeJLldGbhur8UwWjeKYP1pcszoH/Y+GXKfLN1GU2wsDUcCPbQ9bALNGMcn0SgvTmqxkfYgTlIopBZbLEESXHGSViPt1TE7OVYbt9uHxOx6abVul9Fm9x3i2jXdWHsliRElHFKnLmSKzQ15frO3TphwDUu37fXt0feQmmt7/KTZvturIu35abK+xtmRtqug/yVtj78rbafbukmUtDOdX6dtzz77WNLd9hvT77LbHVKLzd1nt4dNsUXt0xvRLpJAY+MYSTaabkuRzwmSYnNJjTaH9M+r9ZklUT0pGyU9SRIREZGD8BGmvvTBxxpENEkSEREpY0q3FU4bt0VEREQMWkkSEREpZ9q4XTBNkkRERMqZJkkFK+lJkuMFcPK+2SpkXTSS3HE8kq+J5F+hpOkzl8XGWH05diykP6m5xjhsw13Yc56m6oyhXZJWo4k6cjBknAhpj5EabYmYnXqLuaSmG2mPkiczGrHbk5H89FyMpM/ipP1wYyk2dk3eJSdCd2A/B+xRWUElj4ydIifOPt+uZ7aXtHeTNFw7S7d5dqJsn5+fPgOAvVm7PU2ioZ3p/tdj8zySXvXIK8U+V7KknXxOsNMyQtrpOKQ9wuplGv1pjU7SHLZGp8gBJT1JEhERkYPQSlLBtHFbRERExKCVJBERkXKm70kqmCZJIiIiZUzfk1Q4XW4TERERMZT0SlIQdRD0qt3mZMIlg+gKpJFi23+fRrotwmql2WP4MTI2ScllK+xEjx+3+/sk9ZZN2u2eHcSBR8bP2kEfWEEfzw7twKuw12yDRMgabXE7rRaP2u1VcbvWUnXMLhxVHbXbWY22YVG7vtpRbn6ttyGkdlt1JL/OGwAMIe2VDnmsLGlHUmyxkOvxMSfc31gejVHmt6fIX6sxEo2KkeeAJQVdcs2AJQ5der8k/UgiXxHyHDg0fmX17XfXgwxUnGECNk7IdpY0Dh+/tcYmP2DJZJKe6/2ZHgQlss6gjdsFK5FXWEREROS9VdIrSSIiInIQftDHl0UVMNYgokmSiIhIOdPltoLpcpuIiIiIQStJIiIiZa2IK0lF2EhfSkp7khQg/4UnCQlaX40h4/ix/KQZGzsgKTaWbvPJOCytRtNniXCpNI+l3lgyjaXbEvlvHqsNAIIYSfkkSc21ivzaZwBQlbTTajXJ/DQZANTG7YRYbdzuPyxup9WqjbQaYKfYAKDGSKYlI/axJx37sbJkV5y0H+5l4gyp0ZYhH6Jp8iG9z4ge7SM1zroDu32PX2G27ya12Fh7u2eP827mKLt/xu7fkbbb29P2m6eju/+127JpO+0apOxX3CHtbsp+37vdpIaffbqCnPKIpEm9RTZOhvTP5rdbbQCv/8b6O6yd7bvp1e54g+ybFQeh0p4kiYiISN+0J6lgmiSJiIiUMz9A0S6TDbJ0mzZui4iIiBi0kiQiIlLOAn//rVhjDSKaJImIiJQz7UkqWElPkiL70oj0ToSR66UOqa9Ga7SRdFvEOkFYEs6zUygsUYFEuJpurAaSb98tIh45TvKHAQlNIWKXyYIVPCKlrXj9Jp8k7Tz7ucmS9u6sfWpHHTtFFCV1zrqi+ekiAEhG7ARaJrCf/O4gf5xkYI9h9QWAWBCuLqEHu3+GfMi5Ib+RlwSJSFU0YC9JpnUbz9ke306BFS3FlrXbd2aq7HFCptj+0m2P35myCyVaKTYASHfnP2e+0QYATrd97rEUW4Sl21j6zC5jCJek2KIk9RbtZv1JStMYP9pNauOl7TFYTU8nQ/p75L3Wq3vEIx+GUjZKepIkIiIiB6GN2wXTxm0RERERg1aSREREypn2JBVMkyQREZFyZlWnOJSxBpHSniR5PvJ20rETIUJ2M4dl7fOLhttYHbD+DBuHXCwNyCZ1o/pD3+1sfPJUWu2kugRANglHoqT0RtzeIJmI2e2VMXtTdDUpP1IdtXelHkV2q7LyI5Wk5kJ1JL8/Kz9S5dhjxMmW6Bhpd0N+moXdiM2kyYmToe35J45H+qbJycf6+yHuEwCypD1NTuQ0SUlkfHL8JFCQSdvtvlWCJEM2YtunEy0DQtvZOKHbSUCAlR8hG8DdVP4ZSDdch92gzfqzNEuv3y90g7eUjdKeJImIiEjfdLmtYNq4LSIiImLQSpKIiEg5842tKYc01uChSZKIiEg50+W2gulym4iIiIihtFeSHIeWBDH7GnjJD9Ju9PejpJxIjCRuSLsXJ+0J+1iypN23KxzAj4Xrz1JsftT+S8KP5bcHMZIqSZCkVsJOqyVJiq2CpNgqoiTdFrPTalUk3VZJajQkHft44qTdZTVeDB6JM7L2DPtbJ+QffKwsCUulsePZ45PSG6Tcym4vvxQI72uX+9iVtcuJtGftsiF7Pbs8zbspMk6KjJOxH+s+Un4kbaXVAHgZ8hoa7Q7pG2Gptyxrt++Spd5Y+RGabiPjO4fxG5vZ2A5Z/WDt+5PTBrfXc9/f3z8DTStJBdNKkoiIiIihtFeSREREpG+q3VYwTZJERETKWBD4CILipNKKNU6p0OU2EREREYNWkkRERMpZEBTvMtkg27hd2pOkqAu4uWmRIEQqDQACkkxjqQU/np9OsdoAwEuETLclw6XYvDjpz8axAzrwkqzdfjN4FSTdZvWvsGsbRZN2JIbVaKuK25GbWlKL7SiWYiNptfA12kgajrRbddpYXyZsLTY/bEqODM/SbXsDkuzy7eTYXtK+x88/Afd49snaztrJyd2RtU/uPRm7fV/WfkxdWTttlyK12LIeee+Tmm4BSaw56fzXyu22Xz83RVJsIWu0OaQcGQluIpIlqTfWTlNy9mUcq91hhQZDYr8vnN4ptp4fOH3//5EqKOKepEE2SdLlNhERERFDaa8kiYiISN98HwjxXW190sZtEREREdFKkoiISDnTnqSCaZIkIiJSxgLfR1Cky22D7XuSSnqSFDhOfjqBpdgirL6anUwLSLrBSqZ5SXsMP8pSZiyVxmq3mc083WaXt+LjsBQb6W+m2AAERpItmrCjMomQNdoSrt1eGbWjO6wWW4JEeliNtmFupz0+iQxVhUi9WYk3AIiD1LUL+SEXCfmXY9iacT5JvaVJ0b8MaU8H+R9D+0j9tz0kirk7Y5/0e7L2SdyZsdt3d9spuX1pO93WxWq0peyPVj9lPwcOaY8Y6bbQ6bOQKTaaSmP9aTuplxbyd6xVX5MdOx2DpdjYP2C1Pnu10zS1lI2SniSJiIjIQehyW8G0cVtERETEoJUkERGRcuYHgKOVpEJokiQiIlLOggAgex0LG2vw0OU2EREREUNJryRFOvciEukV6aApNvuhBhk7tcJSb0jmjxNEwiXqHJ8kLUgBQjY+CQCBhIhof99+CuAn7b88gqQdLYnE89uTFaRWWtJOgdUm7Fppw5N7zfa6RIfZPjS2z26P2uMMce3+I1x7/JoIq+lmR4mqjehRjJUZtJvhkiQN+0uH/d2YJhHeVMjabSyd1+3YJ1Q3iTX5Qf7jYkm4LKl9lvLt/izF1pGyU3LtXXZ7d5f95smytNo++/OG1l1j7fvy26P2qQe3y26PdtsvbGyf3R7tsl8nt5vVVrPHcbvtuF0kRdpJf2Ty2x2jjfUFwFc/fPIuIf2dXrVCI364+osDJfADBEW63BYUsJK0bNky3HXXXWhra8PJJ5+MxYsX46yzzjL7trW14atf/SpaWlrw5ptv4stf/jIWL15Mx16zZg0+97nPYebMmXjyySfNPgsXLsStt96Kr3zlK32OZdFKkoiIiBwWjz32GJqamjBv3jxs2rQJZ511Fs4//3xs2bLF7J9KpTBixAjMmzcPEydO7HPsP/zhD7j55pvphAsAXnnlFaxYsQKnnnpqQcevSZKIiEg5C/zi3kJYtGgRZs2ahWuuuQYnnXQSFi9ejNGjR2P58uVm/+OPPx5LlizB5z//edTW1tJxPc/D5Zdfjvnz5+OEE04w+3R2duLyyy/H/fffj6FDh4Y67gMGdJK0bNkyjBkzBslkEg0NDXjxxRcH8nBERETKTuAHRb0BQEdHR84tlcq/9JhOp9HS0oLGxsac9sbGRmzcuPGQHtOCBQswYsQIzJo1i/a5/vrrccEFF+C8884r+H4GbJIUdglOREREjgyjR49GbW1tz23hwoV5fd599114noe6urqc9rq6Omzfvr3g+/75z3+OlStX4v7776d91qxZg1/+8pfmcYUxYBu3/3oJDgAWL16MZ599FsuXLz/kByUiIiL/I/BRvK8A2D/O1q1bUVNT09OcSJA6VgCc3uVcgiCvrb/27NmDK664Avfffz+GDx9u9tm6dSu+8pWv4LnnnkMyaYcx+mtAJkkHluBuueWWnHa2BJdKpXKW8trb2wEAD/58bs6LJCIHR0r7UXUH7yIyKHV0dGD06B8UlPh6L2WRKVpVkiz2p1pramoO+vt3+PDhcF03b9Vox44deatL/fXWW2/h7bffxoUXXtjT5v9PSjEajeL111/H5s2bsWPHDjQ0NPT08TwPGzZswL333otUKgXXZTniXAMySQq7BLdw4ULMnz8/r3306NGH7RhFRET6Y+fOnX1uMh4o8XgcI0eOxEvbnynquCNHjkQ8Tr5Tptf9NzQ0oLm5GZ/85Cd72pubmzFz5syC7nvcuHHYvHlzTtttt92GPXv2YMmSJRg9ejSOOeaYvD5f/OIXMW7cOPzTP/1TvydIwAB/T1J/l+Dmzp2LOXPm9Pz/7t27UV9fjy1bthyRJ6Yc+AtrdN6SrBw59Bod+fQaHdna29vxvve9D8OGDRvoQzElk0n8/ve/Rzptf19doeLxeL8vY82ZMwdXXnklJk+ejKlTp2LFihXYsmULZs+eDWD/7/dt27bhoYce6vk3ra2tAPan09555x20trYiHo9j/PjxSCaTmDBhQs59DBkyBAB62uPxeF6fqqoqHH300XntBzMgk6SwS3CJRMK83llbW6sPjiNcf5ZkZWDpNTry6TU6skXIFwcfCZLJ5CHvyzkUl156KXbu3IkFCxagra0NEyZMwDPPPIP6+noA+788sndga9KkST3/3dLSgtWrV6O+vh5vv/32e3noAAAnGKCLqR/60IfQ0NCAZcuW9bSNHz8eM2fOPOjG7Y6ODtTW1qK9vV0fHEcovUZHPr1GRz69Rkc2vT7lb8Autx1sCU5ERERkIA3YJOlgS3B9SSQS+MY3vtFn5FAGll6jI59eoyOfXqMjm16f8jdgl9tEREREjmRH7m4zERERkQGkSZKIiIiIQZMkEREREYMmSSIiIiIGTZJEREREDJokiYiIiBg0SRIRERExaJIkIiIiYtAkSURERMSgSZKIiIiIQZMkEREREcP/B5QILH5Fu4rPAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot coupled voltage in two angular dimensions at a given height and radius\n", + "h = 1\n", + "\n", + "for r in [1, 2, 3, 4]:\n", + " sel = load_run(50)\n", + " sel = sel[np.isclose(sel['h'], h)]\n", + " sel = sel[np.isclose(sel['radius'], r, atol=0.001)]\n", + " sel.drop_duplicates()\n", + " r_data = sel.sort_values(by=['r', 'origin_angle'])\n", + "\n", + " y = np.array(r_data['voltage_ratio'])\n", + " y_diff = sorted(y)\n", + " y_min, y_max = y_diff[round(len(y)*0.05)], y_diff[round(len(y)*0.95)]\n", + " print(f'delta @r={r}: {y_max - y_min} abs, {((y_max - y_min) / y_max) * 100} % rel')\n", + " \n", + " y = y.reshape((72, 72))\n", + " \n", + " fig, ax = plt.subplots(layout='constrained')\n", + " mat = ax.matshow(y)\n", + " \n", + " dr = list(range(0, 361, 90))\n", + " ticks = [0.5 + 71 * 1/360 * d for d in dr]\n", + " ticklabels = [str(d) for d in dr]\n", + " ax.set_xticks(ticks)\n", + " ax.set_xticklabels(ticklabels)\n", + " ax.set_yticks(ticks)\n", + " ax.set_yticklabels(ticklabels)\n", + " ax.set_xlim([0.5, 71.5])\n", + " ax.set_ylim([0.5, 71.5])\n", + " ax.set_title('n=5, k=0')\n", + " \n", + " fig.colorbar(mat)\n", + "None" + ] + }, { "cell_type": "code", "execution_count": 118,