diff --git a/docs/map_normalization.ipynb b/docs/map_normalization.ipynb new file mode 100644 index 00000000..e02d58aa --- /dev/null +++ b/docs/map_normalization.ipynb @@ -0,0 +1,1063 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "\n", + "from cryo_challenge._map_to_map.map_to_map_distance import scale_and_sum_normalization\n", + "from cryo_challenge._map_to_map.map_to_map_distance import normalize" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Some methods require the map density to normalize to one (be on the simplex). This is not as trivial as it may seem. Exactly how this is done can affect downstream applications. This documentation acts as an appendix for these considerations" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Map density map be arbitrarily scaled by an additive and multiplicative global constants:\n", + "$$\n", + "V_{ab} = aV + b \\\\\n", + "a,b \\in \\mathbb{R}\n", + "$$" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_voxels = 100\n", + "torch.manual_seed(0)\n", + "v = torch.randn(n_voxels)\n", + "v = torch.abs(v)\n", + "v = torch.sort(v, descending=True).values\n", + "a = 2\n", + "b = -2\n", + "vab = a * v + b\n", + "plt.plot(vab, label=r\"$V_{ab} = aV + b \\in \\mathbb{R}^{100}$\")\n", + "plt.plot(v, label=r\"$V \\in \\mathbb{R}_+^{100}$\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can normalize by shifting the minimum to zero, and dividing by the total intensity (now all positive), and this gives the same result" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "v_normed = scale_and_sum_normalization(v)\n", + "vab_normed = scale_and_sum_normalization(vab)\n", + "plt.plot(\n", + " vab_normed,\n", + " label=r\"$\\frac{V_{ab} - \\min(V_{ab})}{||V_{ab} - \\min(V_{ab})||_1} \\in \\Delta^{101}$\",\n", + " marker=\"o\",\n", + ")\n", + "plt.plot(\n", + " v_normed,\n", + " label=r\"$\\frac{V - \\min(V)}{||V - \\min(V)||_1} \\in \\Delta^{101}$\",\n", + " marker=\"x\",\n", + ")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "However, what happens when we have an outlier (in inteisty)?\n", + "\n", + "While the unnormalized distrubiton is very similar, the noramlized values have a rather different scaling. \n", + "\n", + "This indicates that the normalization is not robust to outliers." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "vo = v.clone()\n", + "vo[-1] = vo.min() - (vo.max() - vo.min())\n", + "\n", + "n_voxels = 10\n", + "\n", + "\n", + "bin_min = min(v.min(), vo.min())\n", + "bin_max = max(v.max(), vo.max())\n", + "bins = torch.linspace(bin_min, bin_max, 20)\n", + "\n", + "fig, axes = plt.subplots(1, 2)\n", + "\n", + "pd.Series(vo).plot.hist(ax=axes[0], alpha=0.5, bins=bins, label=\"V_o (with outlier)\")\n", + "pd.Series(v).plot.hist(ax=axes[0], alpha=0.5, bins=bins, label=\"V\")\n", + "axes[0].legend()\n", + "\n", + "v_normed = scale_and_sum_normalization(v)\n", + "vp_normed = scale_and_sum_normalization(vo)\n", + "axes[1].plot(vp_normed, label=r\"$V_o \\in \\Delta^{101}$\", marker=\"o\")\n", + "axes[1].plot(v_normed, label=r\"$V \\in \\Delta^{101}$\", marker=\"x\")\n", + "axes[1].legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We could quantify how far the normalizations are from each other by taking a Euclindean norm. This value is rather large. Could we pick another normalization that minimized it? Conversely, if we wanted to minimize it, what algorithm would do this?\n", + "\n", + "Ref [1] derivates an algorithm that solves the following problem\n", + "\n", + "$$\n", + "\\min_{V^\\prime \\in \\Delta^{n+1}} ||V^\\prime-V||^2_2\n", + "$$\n", + "\n", + "[1] Wang, W., & Carreira-Perpiñán, M. Á. (2013). Projection onto the probability simplex: An efficient algorithm with a simple proof, and an application, (2008), 1–5." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "\n", + "\n", + "def euclidean_projection_simplex(y: torch.Tensor) -> torch.Tensor:\n", + " \"\"\"\n", + " Projects a vector y onto the probability simplex.\n", + "\n", + " Args:\n", + " y (torch.Tensor): Input tensor of shape (D,)\n", + "\n", + " Returns:\n", + " torch.Tensor: Projected tensor onto the probability simplex\n", + " \"\"\"\n", + " D = y.shape[0]\n", + " u, _ = torch.sort(y, descending=True)\n", + " cumsum_u = torch.cumsum(u, dim=0)\n", + "\n", + " rho = torch.nonzero(\n", + " u + (1 / (torch.arange(1, D + 1, device=y.device))) * (1 - cumsum_u) > 0,\n", + " as_tuple=True,\n", + " )[0].max()\n", + " lambda_ = (1 - cumsum_u[rho]) / (rho + 1)\n", + "\n", + " return torch.maximum(y + lambda_, torch.tensor(0.0, device=y.device))\n", + "\n", + "\n", + "veps = euclidean_projection_simplex(v)\n", + "vabeps = euclidean_projection_simplex(vab)\n", + "voeps = euclidean_projection_simplex(vo)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "\n", + "\n", + "def projection_simplex_sort(v, z=1):\n", + " \"\"\"https://gist.github.com/mblondel/6f3b7aaad90606b98f71#file-projection_simplex-py-L19\n", + " https://github.com/ma-gilles/wilson_prior/blob/61605937b40c296778c1b1c52ce1d3ce633cb8fd/priors.py#L67\n", + " \"\"\"\n", + " n_features = v.shape[0]\n", + " u = np.sort(v)[::-1]\n", + " cssv = np.cumsum(u) - z\n", + " ind = np.arange(n_features) + 1\n", + " cond = u - cssv / ind > 0\n", + " rho = ind[cond][-1]\n", + " theta = cssv[cond][-1] / float(rho)\n", + " w = np.maximum(v - theta, 0)\n", + " return w\n", + "\n", + "\n", + "torch.allclose(projection_simplex_sort(vo), euclidean_projection_simplex(vo))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(veps, label=r\"$V_o \\in \\Delta^{101}$\", marker=\"o\")\n", + "plt.plot(vabeps, label=r\"$V \\in \\Delta^{101}$\", marker=\"x\")\n", + "plt.plot(voeps, label=r\"$V \\in \\Delta^{101}$\", marker=\"x\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "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": [ + "n_voxels = 100\n", + "v = torch.randn(n_voxels)\n", + "v = torch.abs(v)\n", + "v = torch.sort(v, descending=True).values + 10\n", + "\n", + "noise = torch.randn(n_voxels) * 0.1\n", + "vn = v + noise\n", + "plt.plot(vn, label=r\"$V_{\\epsilon} = V + \\epsilon$\", marker=\"o\")\n", + "plt.plot(v, label=r\"$V$\", marker=\"x\")\n", + "plt.legend()\n", + "plt.title(\"No normalization\")\n", + "plt.show()\n", + "\n", + "plt.plot(\n", + " scale_and_sum_normalization(vn), label=r\"$V_{\\epsilon} = V + \\epsilon$\", marker=\"o\"\n", + ")\n", + "plt.plot(scale_and_sum_normalization(v), label=r\"$V$\", marker=\"x\")\n", + "plt.title(\"Scale and sum normalization\")\n", + "plt.legend()\n", + "plt.show()\n", + "\n", + "\n", + "plt.plot(\n", + " euclidean_projection_simplex(vn), label=r\"$V_{\\epsilon} = V + \\epsilon$\", marker=\"o\"\n", + ")\n", + "plt.plot(euclidean_projection_simplex(v), label=r\"$V$\", marker=\"x\")\n", + "plt.title(\"Simplex projection\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "from cryo_challenge._map_to_map.map_to_map_distance import vectorized_simplex_projection\n", + "\n", + "Y = torch.stack([v, vn])\n", + "X = vectorized_simplex_projection(Y)\n", + "assert torch.allclose(euclidean_projection_simplex(v), X[0])\n", + "assert torch.allclose(euclidean_projection_simplex(vn), X[1])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Performance on volumes" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "fname = \"/mnt/home/smbp/ceph/smbpchallenge/round2/set2/processed_submissions/submission_23.pt\"\n", + "submission = torch.load(fname, weights_only=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "idx = 0\n", + "maps = submission[\"volumes\"]\n", + "pd.Series(maps[idx].flatten()).plot.hist(bins=100, alpha=0.5, label=\"V\", logy=True)\n", + "plt.show()\n", + "plt.imshow(maps[idx].mean(2), cmap=\"gray\")\n", + "plt.colorbar()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "n = 3\n", + "maps_scale_and_sum = normalize(\n", + " maps[:n].clone().reshape(n, -1), method=\"scale_and_sum\"\n", + ").reshape(submission[\"volumes\"][:n].shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjoAAAGvCAYAAABSC3+tAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAvm0lEQVR4nO3df1iVdZ7/8dcRBNSEQotE0GjSEjFMQJPCiUqa40Rr7jR21Sp16e4ynq401rrycq5pbNzYakWn9WjZNDJd2w9qppiuXVs7u6WQzmxqUBlN+IPCHyiLFUdwBTvc3z9az7cjoHA4cA6f83xc1/nj/ty3n/t97our+9Xn87nvY7MsyxIAAICBhgS7AAAAgP5C0AEAAMYi6AAAAGMRdAAAgLEIOgAAwFgEHQAAYCyCDgAAMBZBBwAAGCsy2AUEW0dHh44ePaqRI0fKZrMFuxwAANADlmXp5MmTSkxM1JAh3Y/bhH3QOXr0qJKTk4NdBgAA8MOhQ4eUlJTU7f6wDzojR46U9N2Fio2NDXI1AACgJ9xut5KTk7338e6EfdA5O10VGxtL0AEAYJC50LITFiMDAABjhW3QcTqdSk1NVVZWVrBLAQAA/cRmWZYV7CKCye12Ky4uTs3NzUxdAQAwSPT0/h22IzoAAMB8BB0AAGAsgg4AADAWQQcAABiLoAMAAIxF0AEAAMYi6AAAAGMN+qDz+eefa+rUqd7PsGHDVF5eHuyyAABACBj0v3V19dVXq7q6WpLU0tKiK664QrNnzw5uUQAAICQM+hGd73vrrbd0yy23aMSIEcEuBQAAhICgB52Kigrl5+crMTFRNputy2mnDRs2KCUlRTExMcrIyFBlZWWXfb322muaP39+P1fcc2tdtZ0+AABg4AQ96LS2tio9PV3r16/vcn9ZWZmWLVumlStXqqqqSjk5ObLb7aqvr/c5zu12a8eOHZozZ855z9fW1ia32+3zAQAAZgp60LHb7Vq9erXmzZvX5f6SkhItWrRIixcv1qRJk7Ru3TolJydr48aNPsf98Y9/1G233aaYmJjznq+4uFhxcXHeT3JycsC+CwAACC1BDzrn097erj179igvL8+nPS8vTzt37vRp6+m01YoVK9Tc3Oz9HDp0KKA1AwCA0BHST101NTXJ4/EoISHBpz0hIUHHjh3zbjc3N+uDDz7QH/7whwv2GR0drejo6IDXCgAAQk9Ij+icZbPZfLYty/Jpi4uL0/HjxxUVFdXjPp1Op1JTU5WVlRWwOgEAQGgJ6aAzevRoRURE+IzeSFJjY2OnUZ7ecjgcqqmp0a5du/rUDwAACF0hHXSioqKUkZEhl8vl0+5yuZSdnd2nvhnRAQDAfEFfo9PS0qL9+/d7t+vq6lRdXa34+HiNGzdORUVFWrBggTIzMzVz5kxt2rRJ9fX1Kiws7NN5HQ6HHA6H3G634uLi+vo1AABACAp60Nm9e7dyc3O920VFRZKkgoIClZaWav78+Tpx4oQef/xxNTQ0KC0tTVu2bNH48eODVTIAABgkbJZlWcEuIhicTqecTqc8Ho9qa2vV3Nys2NjYgJ6jqzchPzR7YkDPAQBAODo7I3Oh+3dIr9HpTyxGBgDAfGEbdAAAgPnCNujw1BUAAOYL26DD1BUAAOYL26ADAADMR9ABAADGCtugwxodAADMF7ZBhzU6AACYL2yDDgAAMB9BBwAAGCtsgw5rdAAAMF/YBh3W6AAAYL6wDToAAMB8BB0AAGAsgg4AADAWQQcAABgrbIMOT10BAGC+sA06PHUFAID5wjboAAAA8xF0AACAsQg6AADAWAQdAABgLIIOAAAwFkEHAAAYi6ADAACMFbZBhxcGAgBgvrANOrwwEAAA84Vt0AEAAOYj6AAAAGMRdAAAgLEIOgAAwFgEHQAAYCyCDgAAMJYRQaeurk65ublKTU3VlClT1NraGuySAABACIgMdgGBcN9992n16tXKycnRV199pejo6GCXBAAAQsCgDzqffvqphg4dqpycHElSfHx8kCsCAAChIuhTVxUVFcrPz1diYqJsNpvKy8s7HbNhwwalpKQoJiZGGRkZqqys9O7bt2+fLrroIt1xxx2aNm2annjiiQGsHgAAhLKgB53W1lalp6dr/fr1Xe4vKyvTsmXLtHLlSlVVVSknJ0d2u1319fWSpDNnzqiyslJOp1N/+tOf5HK55HK5BvIrAACAEBX0oGO327V69WrNmzevy/0lJSVatGiRFi9erEmTJmndunVKTk7Wxo0bJUlJSUnKyspScnKyoqOjNWfOHFVXV3d7vra2Nrndbp8PAAAwU9CDzvm0t7drz549ysvL82nPy8vTzp07JUlZWVk6fvy4vv76a3V0dKiiokKTJk3qts/i4mLFxcV5P8nJyf36HQAAQPCEdNBpamqSx+NRQkKCT3tCQoKOHTsmSYqMjNQTTzyhWbNm6dprr9WECRN0++23d9vnihUr1Nzc7P0cOnSoX78DAAAInkHx1JXNZvPZtizLp81ut8tut/eor+joaEVHR8vpdMrpdMrj8QS0VgAAEDpCekRn9OjRioiI8I7enNXY2NhplKe3HA6HampqtGvXrj71AwAAQldIB52oqChlZGR0eorK5XIpOzs7SFUBAIDBIuhTVy0tLdq/f793u66uTtXV1YqPj9e4ceNUVFSkBQsWKDMzUzNnztSmTZtUX1+vwsLCPp2XqSsAAMxnsyzLCmYB27ZtU25ubqf2goIClZaWSvruhYFPPfWUGhoalJaWprVr12rWrFkBOb/b7VZcXJyam5sVGxsbkD7PWuuq7dT20OyJAT0HAADhqKf376AHnWD5/ohObW0tQQcAgEGkp0EnpNfo9CcWIwMAYL6wDToAAMB8BB0AAGCssA06TqdTqampysrKCnYpAACgn4Rt0GGNDgAA5gvboAMAAMwXtkGHqSsAAMwXtkGHqSsAAMwXtkEHAACYj6ADAACMRdABAADGCtugw2JkAADMF7ZBh8XIAACYL2yDDgAAMB9BBwAAGIugAwAAjEXQAQAAxgrboMNTVwAAmC9sgw5PXQEAYL6wDToAAMB8BB0AAGAsgg4AADAWQQcAABiLoAMAAIxF0AEAAMYK26DDe3QAADBf2AYd3qMDAID5wjboAAAA8xF0AACAsQg6AADAWAQdAABgLIIOAAAwFkEHAAAYi6ADAACMZUTQiYyM1NSpUzV16lQtXrw42OUAAIAQERnsAgLh4osvVnV1dbDLAAAAIcaIER0AAICuBD3oVFRUKD8/X4mJibLZbCovL+90zIYNG5SSkqKYmBhlZGSosrLSZ7/b7VZGRoZuvPFGbd++fYAqBwAAoS7oQae1tVXp6elav359l/vLysq0bNkyrVy5UlVVVcrJyZHdbld9fb33mC+++EJ79uzRs88+q4ULF8rtdg9U+QAAIIQFPejY7XatXr1a8+bN63J/SUmJFi1apMWLF2vSpElat26dkpOTtXHjRu8xiYmJkqS0tDSlpqaqtra22/O1tbXJ7Xb7fAAAgJmCHnTOp729XXv27FFeXp5Pe15ennbu3ClJ+vrrr9XW1iZJOnz4sGpqanTllVd222dxcbHi4uK8n+Tk5P77AgAAIKhCOug0NTXJ4/EoISHBpz0hIUHHjh2TJH322WfKzMxUenq6br/9dv36179WfHx8t32uWLFCzc3N3s+hQ4f69TsAAIDgGRSPl9tsNp9ty7K8bdnZ2frkk0963Fd0dLSio6PldDrldDrl8XgCWisAAAgdIT2iM3r0aEVERHhHb85qbGzsNMrTWw6HQzU1Ndq1a1ef+gEAAKErpINOVFSUMjIy5HK5fNpdLpeys7P71LfT6VRqaqqysrL61A8AAAhdQZ+6amlp0f79+73bdXV1qq6uVnx8vMaNG6eioiItWLBAmZmZmjlzpjZt2qT6+noVFhb26bwOh0MOh0Nut1txcXF9/RoAACAEBT3o7N69W7m5ud7toqIiSVJBQYFKS0s1f/58nThxQo8//rgaGhqUlpamLVu2aPz48cEqGQAADBI2y7KsYBcRDN9fjFxbW6vm5mbFxsYG9BxrXZ3f5/PQ7IkBPQcAAOHo7IzMhe7fIb1Gpz+xGBkAAPOFbdABAADmC9ugw1NXAACYL2yDDlNXAACYL2yDDgAAMB9BBwAAGCtsgw5rdAAAMF/YBh3W6AAAYL6wDToAAMB8BB0AAGAsgg4AADBW2AYdFiMDAGC+sA06LEYGAMB8YRt0AACA+SKDXUC4Weuq9dl+aPbEIFUCAID5GNEBAADGIugAAABjhW3Q4akrAADMF7ZBh6euAAAwX9gGHQAAYD6CDgAAMBZBBwAAGIugAwAAjEXQAQAAxiLoAAAAY4Vt0OE9OgAAmC9sgw7v0QEAwHxhG3QAAID5CDoAAMBYBB0AAGAsv4JOXV1doOsAAAAIOL+CzlVXXaXc3Fz967/+q06fPh3omgAAAALCZlmW1dt/tHfvXv32t7/VSy+9pLa2Ns2fP1+LFi3S9OnT+6PGfuV2uxUXF6fm5mbFxsYGtO+1rlq//t1DsycGtA4AAEzT0/u3XyM6aWlpKikp0ZEjR7R582YdO3ZMN954oyZPnqySkhL9z//8j9+FAwAABEqfFiNHRkbqzjvv1GuvvaYnn3xSBw4c0PLly5WUlKSFCxeqoaEhUHVe0KlTpzR+/HgtX758wM4JAABCW5+Czu7du7VkyRKNGTNGJSUlWr58uQ4cOKB3331XR44c0V/91V8Fqs4L+sd//EfNmDFjwM4HAABCX6Q//6ikpESbN2/W559/rjlz5ujFF1/UnDlzNGTId7kpJSVFzz33nK655pqAFtudffv26S9/+Yvy8/O1d+/eATknAAAIfX6N6GzcuFH33HOP6uvrVV5erttvv90bcs4aN26cXnjhhQv2VVFRofz8fCUmJspms6m8vLzTMRs2bFBKSopiYmKUkZGhyspKn/3Lly9XcXGxP18FAAAYzK+gs2/fPq1YsUKXX355t8dERUWpoKDggn21trYqPT1d69ev73J/WVmZli1bppUrV6qqqko5OTmy2+2qr6+XJP3xj3/UxIkTNXFiz55Uamtrk9vt9vkAAAAz+TV1tXnzZl100UW66667fNpff/11nTp1qkcB5yy73S673d7t/pKSEi1atEiLFy+WJK1bt05bt27Vxo0bVVxcrD//+c969dVX9frrr6ulpUVnzpxRbGysfvGLX3TZX3FxsVatWtXj+gAAwODl13t0rr76aj377LPKzc31ad++fbv+7u/+Tp9//rl/xdhsevPNNzV37lxJUnt7u4YPH67XX39dd955p/e4pUuXqrq6Wtu3b/f596Wlpdq7d6/++Z//udtztLW1qa2tzbvtdruVnJwcUu/RORfv1QEAwFdP36Pj14jOl19+qZSUlE7t48eP904pBUJTU5M8Ho8SEhJ82hMSEnTs2DG/+oyOjlZ0dHQgygMAACHOr6Bz2WWX6eOPP9YVV1zh0/7RRx9p1KhRgajLh81m89m2LKtTmyTdd999Pe7T6XTK6XTK4/H0tTwAABCi/FqMfPfdd+vBBx/Ue++9J4/HI4/Ho3fffVdLly7V3XffHbDiRo8erYiIiE6jN42NjZ1GeXrL4XCopqZGu3bt6lM/AAAgdPkVdFavXq0ZM2bolltu0bBhwzRs2DDl5eXp5ptv1hNPPBGw4qKiopSRkSGXy+XT7nK5lJ2d3ae+nU6nUlNTlZWV1ad+AABA6PJr6ioqKkplZWX61a9+pY8++kjDhg3TlClTNH78+F731dLSov3793u36+rqVF1drfj4eI0bN05FRUVasGCBMjMzNXPmTG3atEn19fUqLCz0p3Qvh8Mhh8PhXcwEAADM41fQOas376/pzu7du32e3ioqKpIkFRQUqLS0VPPnz9eJEyf0+OOPq6GhQWlpadqyZYtfoQoAAIQXvx4v93g8Ki0t1X/913+psbFRHR0dPvvffffdgBXYX76/GLm2tjakHy/vCo+cAwDCWb8+Xr506VKVlpbqxz/+sdLS0rp8AirUMXUFAID5/Ao6r776ql577TXNmTMn0PUAAAAEjF9PXUVFRemqq64KdC0DiqeuAAAwn19rdNasWaODBw9q/fr1g3La6vt6Osfnj/5co3Mu1uwAAMJJv67Ref/99/Xee+/p7bff1uTJkzV06FCf/W+88YY/3QIAAASUX0Hn4osv9vmRTQAAgFDkV9DZvHlzoOsYcKb91lVX02RMZwEAwp1fi5El6dtvv9V//ud/6rnnntPJkyclSUePHlVLS0vAiutP/NYVAADm82tE58svv9SPfvQj1dfXq62tTbNnz9bIkSP11FNP6fTp03r22WcDXScAAECv+f3CwMzMTH300UcaNWqUt/3OO+/U4sWLA1Yc+ubc6SymsgAA4cbvp6527NihqKgon/bx48fryJEjASmsv5m2RgcAAHTm1xqdjo6OLgPC4cOHNXLkyD4XNRBYowMAgPn8GtGZPXu21q1bp02bNkmSbDabWlpa9Nhjj/GzECGMJ7MAAOHGr6Czdu1a5ebmKjU1VadPn9Y999yjffv2afTo0XrllVcCXSMAAIBf/Ao6iYmJqq6u1iuvvKIPP/xQHR0dWrRoke69914NGzYs0DWiH7FgGQBgMr9+68okpvzWVX8i/AAAQk2//tbViy++eN79Cxcu9KfbAcVTVwAAmM+vEZ1LLrnEZ/vMmTM6deqUoqKiNHz4cH311VcBK7C/MaLTe4zwAACCrV9HdL7++utObfv27dPPfvYzPfzww/50iUGEp7cAAIOF3791da4JEybon/7pn7R06dJAdQkAANAnfo3odCciIkJHjx4NZJcYJHh6CwAQivwKOm+99ZbPtmVZamho0Pr163XDDTcEpDAMbkxvAQBCgV9BZ+7cuT7bNptNl156qW6++WatWbMmEHXBQD1ZnE0YwlmMEgIIBL+CTkdHR6DrACRxcxtsAhVee9KPv+fqyd8Uf3eAuXhhII+XG4kb1fkNZEAxBX9TQGjp6f3br6BTVFTU42NLSkp62/2A+P4LA2trawk6hgv3mxR/i8ER7n93QH/q1/foVFVV6cMPP9S3336rq6++WpJUW1uriIgITZs2zXuczWbzp/sB4XA45HA4vBcKZvP3Rn/ujaoni6wDFSp6MsUCADg/v0Z0SkpKtG3bNv3ud7/zviX566+/1v3336+cnBz9wz/8Q8AL7S9MXQEYSP6EZwCd9evU1dixY/XOO+9o8uTJPu179+5VXl7eoHqXDkEHQKgj+ACd9fT+7debkd1ut44fP96pvbGxUSdPnvSnSwAAgIDza43OnXfeqfvvv19r1qzR9ddfL0n685//rIcffljz5s0LaIEAEO6Y3gL851fQefbZZ7V8+XL9zd/8jc6cOfNdR5GRWrRokZ5++umAFggA6Ix3/wA906f36LS2turAgQOyLEtXXXWVRowYEcjaBgRrdACYivADk/XrGp2zGhoa1NDQoIkTJ2rEiBEKxrsHT548qaysLE2dOlVTpkzR888/P+A1AACA0OTX1NWJEyf005/+VO+9955sNpv27dunK6+8UosXL9bFF188oL93NXz4cG3fvl3Dhw/XqVOnlJaWpnnz5mnUqFEDVgMAhCKmtwA/g85DDz2koUOHqr6+XpMmTfK2z58/Xw899NCABp2IiAgNHz5cknT69Gl5PJ6gjCwBQKhjUTPCkV9TV++8846efPJJJSUl+bRPmDBBX375Za/6qqioUH5+vhITE2Wz2VReXt7pmA0bNiglJUUxMTHKyMhQZWWlz/5vvvlG6enpSkpK0iOPPKLRo0f3+jsBAADz+BV0WltbvaMo39fU1KTo6Ohe95Wenq7169d3ub+srEzLli3TypUrVVVVpZycHNntdtXX13uPufjii/XRRx+prq5OL7/8cpfv+AEAdLbWVevzAUzjV9CZNWuWXnzxRe+2zWZTR0eHnn76aeXm5vaqL7vdrtWrV3f7/p2SkhItWrRIixcv1qRJk7Ru3TolJydr48aNnY5NSEjQtddeq4qKim7P19bWJrfb7fMBAABm8muNztNPP62bbrpJu3fvVnt7ux555BF9+umn+uqrr7Rjx46AFdfe3q49e/bo0Ucf9WnPy8vTzp07JUnHjx/XsGHDFBsbK7fbrYqKCv3sZz/rts/i4mKtWrUqYDUCgElYxwPT+DWik5qaqo8//ljTp0/X7Nmz1draqnnz5qmqqko/+MEPAlZcU1OTPB6PEhISfNoTEhJ07NgxSdLhw4c1a9Yspaen68Ybb9QDDzyga6+9tts+V6xYoebmZu/n0KFDAasXAACEll6P6Jw5c0Z5eXl67rnnBmxkxGaz+WxbluVty8jIUHV1dY/7io6OVnR0tJxOp5xOpzweTyBLBQAAIaTXQWfo0KHau3dvp/DRH0aPHq2IiAjv6M1ZjY2NnUZ5esvhcMjhcHjfrAgA6Brv48Fg5tfU1cKFC/XCCy8EupZOoqKilJGRIZfL5dPucrmUnZ3d7+cHAHR27pNaPK2FUObXYuT29nb95je/kcvlUmZmZqffuCopKelxXy0tLdq/f793u66uTtXV1YqPj9e4ceNUVFSkBQsWKDMzUzNnztSmTZtUX1+vwsJCf0r3YuoKAADz9epHPQ8ePKgrrrhCt9xyS/cd2mx69913e1zAtm3bunwkvaCgQKWlpZK+e2HgU089pYaGBqWlpWnt2rWaNWtWj89xPvyoJwAEHtNb6G89vX/3KuhERESooaFBl112maTvfvLhmWee6fN6mWAi6ABA4BF00N96ev/u1dTVuZno7bffVmtrq38VBhlTVwDQf3gfD0KFX4uRzxrMP57pcDhUU1OjXbt2BbsUAADQT3oVdGw2W6fHygfiMXMAAAB/9Hrq6r777vP+cOfp06dVWFjY6amrN954I3AV9hOmrgAAMF+vFiPff//9PTpu8+bNfhc00FiMDADBwZod9EW/LEYeTAEGAADArxcGAgDQVzyZhYEQtkGHNToAEHr4XS0EWp8eLx/MeLwcAADzhW3QAQAA5iPoAAAAY7FGhzU6ABCyWLCMvgrbER3W6AAAYL6wHdEBAAxOPJmF3gjbER0AAGA+gg4AADAWU1cAgEGNBcs4n7Ad0XE6nUpNTVVWVlawSwEAAP0kbIMOT10BAGC+sA06AADAfKzRAQAYh0fQcRYjOgAAwFgEHQAAYCyCDgAAMBZBBwAAGIvFyAAA4/FSwfAVtkHH6XTK6XTK4/EEuxQAQBDwZFZ4CNupK14YCACA+cJ2RAcAgO9jestMYTuiAwAAzEfQAQAAxmLqCgCAbrBgefBjRAcAABiLoAMAAIw16IPOoUOHdNNNNyk1NVXXXnutXn/99WCXBAAAQsSgX6MTGRmpdevWaerUqWpsbNS0adM0Z84cjRgxItilAQAMwyPog8+gDzpjxozRmDFjJEmXXXaZ4uPj9dVXXxF0AABA8KeuKioqlJ+fr8TERNlsNpWXl3c6ZsOGDUpJSVFMTIwyMjJUWVnZZV+7d+9WR0eHkpOT+7lqAAAwGAQ96LS2tio9PV3r16/vcn9ZWZmWLVumlStXqqqqSjk5ObLb7aqvr/c57sSJE1q4cKE2bdo0EGUDAIBBwGZZlhXsIs6y2Wx68803NXfuXG/bjBkzNG3aNG3cuNHbNmnSJM2dO1fFxcWSpLa2Ns2ePVt/+7d/qwULFpz3HG1tbWpra/Nuu91uJScnq7m5WbGxsQH9Pl3N5QIAzMaanYHhdrsVFxd3wft30Ed0zqe9vV179uxRXl6eT3teXp527twpSbIsS/fdd59uvvnmC4YcSSouLlZcXJz3wzQXAADmCumg09TUJI/Ho4SEBJ/2hIQEHTt2TJK0Y8cOlZWVqby8XFOnTtXUqVP1ySefdNvnihUr1Nzc7P0cOnSoX78DAAAInkHx1JXNZvPZtizL23bjjTeqo6Ojx31FR0crOjpaTqdTTqdTHo8noLUCAIDQEdJBZ/To0YqIiPCO3pzV2NjYaZSntxwOhxwOh3eODwCAQOBdO6ElpKeuoqKilJGRIZfL5dPucrmUnZ0dpKoAAMBgEfQRnZaWFu3fv9+7XVdXp+rqasXHx2vcuHEqKirSggULlJmZqZkzZ2rTpk2qr69XYWFhn87L1BUAAOYL+uPl27ZtU25ubqf2goIClZaWSvruhYFPPfWUGhoalJaWprVr12rWrFkBOX9PH0/zB4+XAwAkpq76Q0/v30EPOsHy/RGd2tpagg4AoN8QdALPiPfo9CeHw6Gamhrt2rUr2KUAAIB+ErZBBwAAmC/oi5GDhcXIAICBcu5SBqayBk7YjugwdQUAgPnCNugAAADzEXQAAICxwjboOJ1OpaamKisrK9ilAACAfhK279E5ixcGAgBCAQuUe4f36AAAgLBH0AEAAMYi6AAAAGPxwkBeGAgACAFdretk3U7fhe2IDi8MBADAfGE7ogMAwGDDqE/vhe2IDgAAMB9BBwAAGIupKwAAQhQvnu27sB3R4ScgAAAwX9gGHZ66AgDAfGEbdAAAgPkIOgAAwFgEHQAAYCyCDgAAMBZBBwAAGIugAwAAjBW2Lwzk18sBACY496WC/PaVr7Ad0eE9OgAAmC9sgw4AADAfQQcAABiLoAMAAIxF0AEAAMYi6AAAAGMRdAAAgLEIOgAAwFhGBJ0777xTl1xyiX7yk58EuxQAABBCjAg6Dz74oF588cVglwEAAEKMEUEnNzdXI0eODHYZAAAgxAQ96FRUVCg/P1+JiYmy2WwqLy/vdMyGDRuUkpKimJgYZWRkqLKycuALBQAAg07Qg05ra6vS09O1fv36LveXlZVp2bJlWrlypaqqqpSTkyO73a76+voBrhQAAAw2Qf/1crvdLrvd3u3+kpISLVq0SIsXL5YkrVu3Tlu3btXGjRtVXFzc6/O1tbWpra3Nu+12u3tfNAAAGBSCHnTOp729XXv27NGjjz7q056Xl6edO3f61WdxcbFWrVoViPIAADDGWletz/ZDsycGqZLACvrU1fk0NTXJ4/EoISHBpz0hIUHHjh3zbt9222266667tGXLFiUlJWnXrl3d9rlixQo1Nzd7P4cOHeq3+gEAQHCF9IjOWTabzWfbsiyftq1bt/a4r+joaEVHR8vpdMrpdMrj8QSsTgAAQpGpozU9EdIjOqNHj1ZERITP6I0kNTY2dhrl6S2Hw6Gamprzjv4AAIDBLaSDTlRUlDIyMuRyuXzaXS6XsrOz+9S30+lUamqqsrKy+tQPAAAIXUGfumppadH+/fu923V1daqurlZ8fLzGjRunoqIiLViwQJmZmZo5c6Y2bdqk+vp6FRYW9um8DodDDodDbrdbcXFxff0aAAAgBAU96OzevVu5ubne7aKiIklSQUGBSktLNX/+fJ04cUKPP/64GhoalJaWpi1btmj8+PHBKhkAAAwSQQ86N910kyzLOu8xS5Ys0ZIlSwJ6XhYjAwBgvpBeo9OfWIwMAID5wjboAAAA8wV96ipYmLoCAJjo3Hfm+HuMKcJ2RIepKwAAzBe2QQcAAJiPoAMAAIwVtkGHNyMDAGC+sA06rNEBAMB8YRt0AACA+Qg6AADAWAQdAABgrLANOixGBgDAfGEbdFiMDACA+cI26AAAAPMRdAAAgLEIOgAAwFgEHQAAYKywDTo8dQUAgPnCNujw1BUAAOYL26ADAADMR9ABAADGIugAAABjEXQAAICxCDoAAMBYBB0AAGCsyGAXECxOp1NOp1MejyfYpQAAEHLWumo7tT00e2Kvjwm2sB3R4T06AACYL2yDDgAAMB9BBwAAGIugAwAAjEXQAQAAxiLoAAAAYxF0AACAsQg6AADAWEYEnX/7t3/T1VdfrQkTJug3v/lNsMsBAAAhYtC/Gfnbb79VUVGR3nvvPcXGxmratGmaN2+e4uPjg10aAAAIskE/ovPBBx9o8uTJGjt2rEaOHKk5c+Zo69atwS4LAACEgKAHnYqKCuXn5ysxMVE2m03l5eWdjtmwYYNSUlIUExOjjIwMVVZWevcdPXpUY8eO9W4nJSXpyJEjA1E6AAAIcUEPOq2trUpPT9f69eu73F9WVqZly5Zp5cqVqqqqUk5Ojux2u+rr6yVJlmV1+jc2m63b87W1tcntdvt8AACAmYK+Rsdut8tut3e7v6SkRIsWLdLixYslSevWrdPWrVu1ceNGFRcXa+zYsT4jOIcPH9aMGTO67a+4uFirVq0K3BcAAABe5/6iebB/zTzoIzrn097erj179igvL8+nPS8vTzt37pQkTZ8+XXv37tWRI0d08uRJbdmyRbfddlu3fa5YsULNzc3ez6FDh/r1OwAAgOAJ+ojO+TQ1Ncnj8SghIcGnPSEhQceOHZMkRUZGas2aNcrNzVVHR4ceeeQRjRo1qts+o6OjFR0dLafTKafTKY/H06/fAQAABE9IB52zzl1zY1mWT9sdd9yhO+64o1d9OhwOORwOud1uxcXFBaROAAAQWkJ66mr06NGKiIjwjt6c1djY2GmUBwAA4FwhHXSioqKUkZEhl8vl0+5yuZSdnd2nvp1Op1JTU5WVldWnfgAAQOgK+tRVS0uL9u/f792uq6tTdXW14uPjNW7cOBUVFWnBggXKzMzUzJkztWnTJtXX16uwsLBP52XqCgAA8wU96OzevVu5ubne7aKiIklSQUGBSktLNX/+fJ04cUKPP/64GhoalJaWpi1btmj8+PHBKhkAAAwSQQ86N910U5cv/fu+JUuWaMmSJQE9L09dAQBgvpBeo9OfHA6HampqtGvXrmCXAgAA+knYBh0AAGC+sA06PHUFAID5wjboMHUFAID5wjboAAAA8xF0AACAscI26LBGBwAA8wX9PTrBcvbNyM3Nzbr44ovldrsDfo7TrS0B7xMAgGA5917Zk/tcf9xfv9/vhd7FZ7MudIThDh8+rOTk5GCXAQAA/HDo0CElJSV1uz/sg05HR4eOHj2qkSNHymazBaxft9ut5ORkHTp0SLGxsQHrNxxxLQOHaxlYXM/A4VoGTrhcS8uydPLkSSUmJmrIkO5X4oTt1NVZQ4YMOW8S7KvY2Fij/9AGEtcycLiWgcX1DByuZeCEw7XsyY9yh+1iZAAAYD6CDgAAMBZBp59ER0frscceU3R0dLBLGfS4loHDtQwsrmfgcC0Dh2vpK+wXIwMAAHMxogMAAIxF0AEAAMYi6AAAAGMRdAAAgLEIOn2wYcMGpaSkKCYmRhkZGaqsrDzv8du3b1dGRoZiYmJ05ZVX6tlnnx2gSkNfb67lG2+8odmzZ+vSSy9VbGysZs6cqa1btw5gtaGtt3+XZ+3YsUORkZGaOnVq/xY4iPT2Wra1tWnlypUaP368oqOj9YMf/EC//e1vB6ja0Nfb6/nSSy8pPT1dw4cP15gxY3T//ffrxIkTA1RtaKqoqFB+fr4SExNls9lUXl5+wX8T9vceC3559dVXraFDh1rPP/+8VVNTYy1dutQaMWKE9eWXX3Z5/MGDB63hw4dbS5cutWpqaqznn3/eGjp0qPX73/9+gCsPPb29lkuXLrWefPJJ64MPPrBqa2utFStWWEOHDrU+/PDDAa489PT2Wp71zTffWFdeeaWVl5dnpaenD0yxIc6fa3nHHXdYM2bMsFwul1VXV2f993//t7Vjx44BrDp09fZ6VlZWWkOGDLF+/etfWwcPHrQqKyutyZMnW3Pnzh3gykPLli1brJUrV1p/+MMfLEnWm2++ed7jufdYFkHHT9OnT7cKCwt92q655hrr0Ucf7fL4Rx55xLrmmmt82v7+7//euv766/utxsGit9eyK6mpqdaqVasCXdqg4++1nD9/vvXzn//ceuyxxwg6/6e31/Ltt9+24uLirBMnTgxEeYNOb6/n008/bV155ZU+bc8884yVlJTUbzUONj0JOtx7LIupKz+0t7drz549ysvL82nPy8vTzp07u/w3f/rTnzodf9ttt2n37t06c+ZMv9Ua6vy5lufq6OjQyZMnFR8f3x8lDhr+XsvNmzfrwIEDeuyxx/q7xEHDn2v51ltvKTMzU0899ZTGjh2riRMnavny5frf//3fgSg5pPlzPbOzs3X48GFt2bJFlmXp+PHj+v3vf68f//jHA1GyMbj38KOefmlqapLH41FCQoJPe0JCgo4dO9blvzl27FiXx3/77bdqamrSmDFj+q3eUObPtTzXmjVr1Nraqp/+9Kf9UeKg4c+13Ldvnx599FFVVlYqMpL/HJzlz7U8ePCg3n//fcXExOjNN99UU1OTlixZoq+++irs1+n4cz2zs7P10ksvaf78+Tp9+rS+/fZb3XHHHfqXf/mXgSjZGNx7WIzcJzabzWfbsqxObRc6vqv2cNTba3nWK6+8ol/+8pcqKyvTZZdd1l/lDSo9vZYej0f33HOPVq1apYkTJw5UeYNKb/4uOzo6ZLPZ9NJLL2n69OmaM2eOSkpKVFpayqjO/+nN9aypqdGDDz6oX/ziF9qzZ4/+4z/+Q3V1dSosLByIUo0S7vce/hfOD6NHj1ZERESn/xNpbGzslJzPuvzyy7s8PjIyUqNGjeq3WkOdP9fyrLKyMi1atEivv/66br311v4sc1Do7bU8efKkdu/eraqqKj3wwAOSvrtZW5alyMhIvfPOO7r55psHpPZQ48/f5ZgxYzR27FjFxcV52yZNmiTLsnT48GFNmDChX2sOZf5cz+LiYt1www16+OGHJUnXXnutRowYoZycHK1evTosRiICgXsPIzp+iYqKUkZGhlwul0+7y+VSdnZ2l/9m5syZnY5/5513lJmZqaFDh/ZbraHOn2spfTeSc9999+nll19mzv7/9PZaxsbG6pNPPlF1dbX3U1hYqKuvvlrV1dWaMWPGQJUecvz5u7zhhht09OhRtbS0eNtqa2s1ZMgQJSUl9Wu9oc6f63nq1CkNGeJ7i4qIiJD0/0ckcGHce8Tj5f46+6jkCy+8YNXU1FjLli2zRowYYX3xxReWZVnWo48+ai1YsMB7/NlH/B566CGrpqbGeuGFF8LuEb/u9PZavvzyy1ZkZKTldDqthoYG7+ebb74J1lcIGb29lufiqav/r7fX8uTJk1ZSUpL1k5/8xPr000+t7du3WxMmTLAWL14crK8QUnp7PTdv3mxFRkZaGzZssA4cOGC9//77VmZmpjV9+vRgfYWQcPLkSauqqsqqqqqyJFklJSVWVVWV9zF97j2dEXT6wOl0WuPHj7eioqKsadOmWdu3b/fuKygosH74wx/6HL9t2zbruuuus6KioqwrrrjC2rhx4wBXHLp6cy1/+MMfWpI6fQoKCga+8BDU27/L7yPo+Orttfzss8+sW2+91Ro2bJiVlJRkFRUVWadOnRrgqkNXb6/nM888Y6WmplrDhg2zxowZY917773W4cOHB7jq0PLee++d979/3Hs6s1kWY4AAAMBMrNEBAADGIugAAABjEXQAAICxCDoAAMBYBB0AAGAsgg4AADAWQQcAABiLoAMAAC6ooqJC+fn5SkxMlM1mU3l5eb+e75e//KVsNpvP5/LLL+91PwQdAABwQa2trUpPT9f69esH7JyTJ09WQ0OD9/PJJ5/0ug9+vRwAAFyQ3W6X3W7vdn97e7t+/vOf66WXXtI333yjtLQ0Pfnkk7rpppv8PmdkZKRfozjfx4gOAADos/vvv187duzQq6++qo8//lh33XWXfvSjH2nfvn1+97lv3z4lJiYqJSVFd999tw4ePNjrPvitKwAA0Cs2m01vvvmm5s6dK0k6cOCAJkyYoMOHDysxMdF73K233qrp06friSee6PU53n77bZ06dUoTJ07U8ePHtXr1av3lL3/Rp59+qlGjRvW4H0Z0AABAn3z44YeyLEsTJ07URRdd5P1s375dBw4ckCR98cUXnRYXn/t54IEHvH3a7Xb99V//taZMmaJbb71V//7v/y5J+t3vfter2lijAwAA+qSjo0MRERHas2ePIiIifPZddNFFkqSxY8fqs88+O28/l1xySbf7RowYoSlTpvR6KoygAwAA+uS6666Tx+NRY2OjcnJyujxm6NChuuaaa/w+R1tbmz777LNu++8OQQcAAFxQS0uL9u/f792uq6tTdXW14uPjNXHiRN17771auHCh1qxZo+uuu05NTU169913NWXKFM2ZM6fX51u+fLny8/M1btw4NTY2avXq1XK73SooKOhVPyxGBgAAF7Rt2zbl5uZ2ai8oKFBpaanOnDmj1atX68UXX9SRI0c0atQozZw5U6tWrdKUKVN6fb67775bFRUVampq0qWXXqrrr79ev/rVr5Samtqrfgg6AADAWDx1BQAAjEXQAQAAxiLoAAAAYxF0AACAsQg6AADAWAQdAABgLIIOAAAwFkEHAAAYi6ADAACMRdABAADGIugAAABjEXQAAICx/h8xzYqARESy5QAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "idx = 0\n", + "\n", + "pd.Series(maps_scale_and_sum[idx].flatten()).plot.hist(\n", + " bins=100, alpha=0.5, label=\"V\", logy=True\n", + ")\n", + "plt.show()\n", + "plt.imshow(maps_scale_and_sum[idx].mean(2), cmap=\"gray\")\n", + "plt.colorbar()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "additive_offset = 10\n", + "maps_simplex_projection = normalize(\n", + " maps_scale_and_sum.clone() + additive_offset, method=\"simplex_projection\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfUAAAGsCAYAAADEyT4uAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABqYklEQVR4nO2dfXhV1Z3vvyfJeUlCEg1IXjTQTEc6jmEQQ6tgrWA1GhXHSguWTgVFHrkKbRpsL6n3DujTMZZeKL1FqDoIpaIwMxVqR6Y2FgEtdSoRpiB9LGo0SJPmgSt5zzl52fcP57f57ZV98npCOPt8P8+zn5yzz35Ze+2d/V2/l7WWz7IsC4QQQgiJe5JGuwCEEEIIiQ0UdUIIIcQjUNQJIYQQj0BRJ4QQQjwCRZ0QQgjxCBR1QgghxCNQ1AkhhBCPQFEnhBBCPAJFnRBCCPEIFHVCCCHEI1DUCSGEnHfs378fs2fPRn5+Pnw+H3bt2jXi5zx58iT+4R/+AWPHjkVaWhquuOIKVFdXj/h5YwlFnRBCyHlHa2srpkyZgvXr15+T83388ce45ppr4Pf78R//8R84duwY1qxZgwsuuOCcnD9W+DihCyGEkPMZn8+HnTt34o477rDXRSIR/K//9b+wbds2nDlzBkVFRfj+97+PmTNnDukcK1aswG9/+1u89tprsSn0KEFLnRBCSNxxzz334Le//S22b9+OP/zhD/jKV76Cm2++GcePHx/S8V588UVMmzYNX/nKVzB+/HhMnToVTz/9dIxLPfLQUieEEHJeY1rq7733Hi699FJ89NFHyM/Pt7e74YYb8LnPfQ6PPfbYoM8RCoUAAOXl5fjKV76C3//+9ygrK8OTTz6Ju+++OybXcS5IGe0CEEIIIYPhrbfegmVZmDRpkmN9OBzG2LFjAQAffPABCgsL+zzOgw8+aMfse3p6MG3aNLtBMHXqVLz99tvYuHEjRZ0QQggZKXp6epCcnIzq6mokJyc7fhszZgwA4OKLL8Yf//jHPo9z4YUX2p/z8vLwt3/7t47fL7vsMvz85z+PUanPDRR1QgghccXUqVPR3d2NhoYGXHvtta7b+P1+/M3f/M2Aj3nNNdfgnXfecaz705/+hIkTJw6rrOcaijohhJDzjpaWFrz77rv295qaGhw+fBjZ2dmYNGkSvva1r+Huu+/GmjVrMHXqVJw6dQp79uzB5MmTccsttwz6fN/61rcwY8YMPPbYY5g7dy5+//vf46mnnsJTTz0Vy8sacZgoRwgh5Lxj7969mDVrVq/1CxYswJYtW9DZ2Ynvfe972Lp1K06ePImxY8di+vTpeOSRRzB58uQhnfPf//3fUVFRgePHj6OwsBDl5eVYvHjxcC/lnDKqor5hwwb84Ac/QF1dHS6//HKsW7cuqiuFEEIIIX0zav3Ud+zYgbKyMjz88MM4dOgQrr32WpSWlqK2tna0ikQIIYTENaNmqV911VW48sorsXHjRnvdZZddhjvuuAOVlZWjUSRCCCEkrhmVRLlIJILq6mqsWLHCsb6kpAQHDhzod/+enh78+c9/RkZGBnw+30gVkxBCyAhhWRaam5uRn5+PpKSRcxp3dHQgEokM+ziBQMAeoOZ8ZlRE/dSpU+ju7kZOTo5jfU5ODurr63ttHw6HEQ6H7e8nT57s1Z+QEEJI/HHixAlccsklI3Lsjo4OFBYWuurKYMnNzUVNTc15L+yj2qXNtLIty3K1vCsrK/HII4+cq2IRQgg5R2RkZIzYsSORCOrr61FbW4vMzMwhH6epqQkTJkxAJBKhqLsxbtw4JCcn92o9NTQ09LLeAaCiogLl5eX296amJhQUFIx4OQkhhIws5yKEmpmZOSxRjydGJfs9EAiguLgYVVVVjvVVVVWYMWNGr+2DwaB9UxLp5hBCCBk+lmUNe4kXRs39Xl5ejq9//euYNm0apk+fjqeeegq1tbVYsmTJaBWJEEKIBxmuMFPUB8C8efNw+vRpPProo6irq0NRURF2794dd+PsEkIIOb9JJFGPy2Fim5qakJWVNdrFIIQQMkwaGxtHLKQqWnH69OlhJ8qNHTt2RMsaKzihCyGEEE+TSJY6RZ0QQoinSSRRH7Wx3wkhhBASW2ipE0II8TSJZKlT1AkhhHiaRBJ1ut8JIYQQj0BLnRBCiKdJJEudok4IIcTTJJKo0/1OCCGEeARa6oQQQjxNIlnqFHVCCCGehqJOCCGEeIREEnXG1AkhhBCPQEudEEKIp0kkS52iTgghxNMkkqjT/U4IIYR4BFrqhBBCPE0iWeoUdUIIIZ4mkUSd7ndCCCHEI9BSJ4QQ4mkSyVKnqBNCCPE88STMw4Hud0IIIcQj0FInhBDiaeh+J4QQQjwCRZ0QQgjxCIkk6oypE0IIIR6BljohhBBPk0iWOkWdEEKIp0kkUaf7nRBCCPEItNQJIYR4mkSy1CnqhBBCPE0iiXrM3e+VlZX47Gc/i4yMDIwfPx533HEH3nnnHcc2CxcuhM/ncyxXX311rItCCCGEJBQxF/V9+/bhwQcfxBtvvIGqqip0dXWhpKQEra2tju1uvvlm1NXV2cvu3btjXRRCCCHEttSHswyW/fv3Y/bs2cjPz4fP58OuXbsGvO9vf/tbpKSk4Iorrhj0eWPufv/Vr37l+L5582aMHz8e1dXV+MIXvmCvDwaDyM3NjfXpCSGEEAej4X5vbW3FlClTcM8992DOnDkD3q+xsRF33303vvjFL+Ivf/nLoM874jH1xsZGAEB2drZj/d69ezF+/HhccMEFuO666/BP//RPGD9+vOsxwuEwwuGw/b2pqWnkCkwIIYQMk9LSUpSWlg56v/vvvx/z589HcnLyoKx7YUS7tFmWhfLycnz+859HUVGRvb60tBTbtm3Dnj17sGbNGrz55pu4/vrrHcKtqaysRFZWlr0UFBSMZLEJIYR4iFi535uamhxLNM0aKps3b8Z7772HlStXDvkYIyrqS5cuxR/+8Ac8//zzjvXz5s3DrbfeiqKiIsyePRv/8R//gT/96U946aWXXI9TUVGBxsZGezlx4sRIFpsQQoiHiJWoFxQUOAzMysrKmJXx+PHjWLFiBbZt24aUlKE70UfM/b5s2TK8+OKL2L9/Py655JI+t83Ly8PEiRNx/Phx19+DwSCCweBIFJMQQojHiVVM/cSJE8jMzLTXx0qXuru7MX/+fDzyyCOYNGnSsI4Vc1G3LAvLli3Dzp07sXfvXhQWFva7z+nTp3HixAnk5eXFujiEEEJITMjMzHSIeqxobm7GwYMHcejQISxduhQA0NPTA8uykJKSgl//+te4/vrrB3SsmIv6gw8+iOeeew6/+MUvkJGRgfr6egBAVlYWUlNT0dLSglWrVmHOnDnIy8vDBx98gO9+97sYN24cvvSlL8W6OIQQQhKc833wmczMTBw5csSxbsOGDdizZw/+7d/+bUDGsRBzUd+4cSMAYObMmY71mzdvxsKFC5GcnIwjR45g69atOHPmDPLy8jBr1izs2LEDGRkZsS4OIYSQBGc0RL2lpQXvvvuu/b2mpgaHDx9GdnY2JkyYgIqKCpw8eRJbt25FUlKSI5kcAMaPH49QKNRrfX+MiPu9L1JTU/Hyyy/H+rSEEELIecPBgwcxa9Ys+3t5eTkAYMGCBdiyZQvq6upQW1sb8/P6rHga1Pa/aWpqQlZW1mgXgxBCyDBpbGwckTg1cFYrDh8+PCxPcHNzM6644ooRLWus4IQuhBBCPM35HlOPJZxPnRBCCPEItNQJIYR4mkSy1CnqhBBCPE88CfNwoPudEEII8Qi01AkhhHgaut8JIYQQj0BRJ4QQQjxCIok6Y+qEEEKIR6ClTgghxNMkkqVOUSeEEOJpEknU6X4nhBBCPAItdUIIIZ4mkSx1ijohhBBPk0iiTvc7IYQQ4hFoqRNCCPE0iWSpU9QJIYR4mkQSdbrfCSGEEI9AS50QQoinSSRLnaJOCCHE01DUCSGEEI+QSKLOmDohhBDiEWipE0II8TSJZKlT1AkhhHiaRBJ1ut8JIYQQj0BLnRBCiKdJJEudok4IIcTTJJKo0/1OCCGEeARa6oQQQjwNLfVhsGrVKvh8PseSm5tr/25ZFlatWoX8/HykpqZi5syZePvtt2NdDEIIIcRGhH0oSzwxIu73yy+/HHV1dfZy5MgR+7fVq1dj7dq1WL9+Pd58803k5ubixhtvRHNz80gUhRBCCEkYRsT9npKS4rDOBcuysG7dOjz88MO48847AQA//elPkZOTg+eeew7333//SBSHEEJIAkP3+zA5fvw48vPzUVhYiLvuugvvv/8+AKCmpgb19fUoKSmxtw0Gg7juuutw4MCBqMcLh8NoampyLIQQQshAGI7rPd5c8DEX9auuugpbt27Fyy+/jKeffhr19fWYMWMGTp8+jfr6egBATk6OY5+cnBz7NzcqKyuRlZVlLwUFBbEuNiGEEI9CUR8GpaWlmDNnDiZPnowbbrgBL730EoBP3OyCz+dz7GNZVq91moqKCjQ2NtrLiRMnYl1sQgghJO4Z8X7q6enpmDx5Mo4fP27H2U2rvKGhoZf1rgkGg8jMzHQshBBCyECgpR5DwuEw/vjHPyIvLw+FhYXIzc1FVVWV/XskEsG+ffswY8aMkS4KIYSQBISiPgweeugh7Nu3DzU1NfjP//xPfPnLX0ZTUxMWLFgAn8+HsrIyPPbYY9i5cyeOHj2KhQsXIi0tDfPnz491UQghhJBRYf/+/Zg9ezby8/Ph8/mwa9euPrd/4YUXcOONN+Kiiy5CZmYmpk+fjpdffnnQ5425qH/00Uf46le/is985jO48847EQgE8MYbb2DixIkAgO985zsoKyvDAw88gGnTpuHkyZP49a9/jYyMjFgXhRBCCBkVS721tRVTpkzB+vXrB7T9/v37ceONN2L37t2orq7GrFmzMHv2bBw6dGhQ5/VZ8eRX+G+ampqQlZU12sUghBAyTBobG0csT0q0Yvfu3UhPTx/ycVpbW3HLLbcMuaw+nw87d+7EHXfcMaj9Lr/8csybNw//+I//OOB9OPY7IYQQMgDMMVKCwSCCweCInKunpwfNzc3Izs4e1H6cpY0QQoiniZX7vaCgwDFmSmVl5YiVec2aNWhtbcXcuXMHtR8tdUIIIZ4mVsPEnjhxwuF+Hykr/fnnn8eqVavwi1/8AuPHjx/UvhR1QgghZACci3FSduzYgUWLFuFf//VfccMNNwx6f4o6IYQQTxMvE7o8//zzuPfee/H888/j1ltvHdIxKOqEEEI8zWiIektLC9599137e01NDQ4fPozs7GxMmDABFRUVOHnyJLZu3QrgE0G/++678aMf/QhXX321PfJqamrqoHp7MVGOEEKIpxmNfuoHDx7E1KlTMXXqVABAeXk5pk6dandPq6urQ21trb39k08+ia6uLjz44IPIy8uzl29+85uDOi8tdUIIISTGzJw5s8/GwJYtWxzf9+7dG5PzUtQJIYR4mniJqccCijohhBBPk0iizpg6IYQQ4hFoqRNCCPE0iWSpU9QJIYR4mkQSdbrfCSGEEI9AS50QQoinSSRLnaJOCCHE88STMA8Hut8JIYQQj0BLnRBCiKeh+50QQgjxCBR1QgghxCMkkqgzpk4IIYR4BFrqhBBCPE0iWeoUdUIIIZ4mkUSd7ndCCCHEI9BSJ4QQ4mkSyVKnqBNCCPE0iSTqdL8TQgghHoGWOiGEEE+TSJY6RZ0QQoinSSRRp/udEEII8QgxF/VPfepT8Pl8vZYHH3wQALBw4cJev1199dWxLgYhhBAC4KylPpwlXoi5+/3NN99Ed3e3/f3o0aO48cYb8ZWvfMVed/PNN2Pz5s3290AgEOtiEEIIIQASy/0ec1G/6KKLHN8ff/xxfPrTn8Z1111nrwsGg8jNzY31qQkhhJBeJJKoj2hMPRKJ4Nlnn8W9994Ln89nr9+7dy/Gjx+PSZMmYfHixWhoaOjzOOFwGE1NTY6FEEIIIU5GVNR37dqFM2fOYOHChfa60tJSbNu2DXv27MGaNWvw5ptv4vrrr0c4HI56nMrKSmRlZdlLQUHBSBabEEKIh0ikmLrPGsHS3nTTTQgEAvjlL38ZdZu6ujpMnDgR27dvx5133um6TTgcdoh+U1MThZ0QQjxAY2MjMjMzR+TYTU1NyMrKwjPPPIO0tLQhH6etrQ333nvviJY1VoxYP/UPP/wQr7zyCl544YU+t8vLy8PEiRNx/PjxqNsEg0EEg8FYF5EQQgjxFCMm6ps3b8b48eNx66239rnd6dOnceLECeTl5Y1UUQghhCQwTJQbJj09Pdi8eTMWLFiAlJSz7YaWlhY89NBD+N3vfocPPvgAe/fuxezZszFu3Dh86UtfGomiEEIISXASKaY+Ipb6K6+8gtraWtx7772O9cnJyThy5Ai2bt2KM2fOIC8vD7NmzcKOHTuQkZExEkUhhBBCEoYREfWSkhLXlk1qaipefvnlkTglIYQQ4koiud85oQshhBBPk0iizgldCCGEEI9AS50QQojniSdrezhQ1AkhhHgaut8JIYQQjzAaXdr279+P2bNnIz8/Hz6fD7t27ep3n3379qG4uBihUAh/9Vd/hZ/85CeDPi9FnRBCCIkxra2tmDJlCtavXz+g7WtqanDLLbfg2muvxaFDh/Dd734X3/jGN/Dzn/98UOel+52QPtCzCwLx5YYjhHzCaLjfS0tLUVpaOuDtf/KTn2DChAlYt24dAOCyyy7DwYMH8X/+z//BnDlzBnwcijqJOaYQRuN8EciBltdt2/PlGmJNf3Vyvl73QO7l+Vp2MnLEStTNab9jOS/J7373O5SUlDjW3XTTTdi0aRM6Ozvh9/sHdBy638mw8fl8jiXaerffRxOzPG6/ne/XEAuiXV+0azZ/G20G8+z1dU2E9EdBQYFjGvDKysqYHbu+vh45OTmOdTk5Oejq6sKpU6cGfBxa6mRYuL3sB7KPtHxl+3NlPfVXPi1o0bAsa1SvIZb0d//0tUW7Tl0X55K+yh7t/nnp3pGBEytL/cSJE46pV2M9e2g0T+BgGqAUdTJoor1MB2IFRcsq1duPxAu2L4tcf5bvSUlJruVyy4aNF4Ho68Xgdg/1erkm8/rP1f0zz2GuN8vvtn1f1zBaDRNyboiVqGdmZo7YfOq5ubmor693rGtoaEBKSgrGjh074ONQ1MmgcLOG3Nyapijqf6qenh709PTYxxlJy28oYh6tYWJZlqPcss4s7/kmEIPxTrjdO+CTepF7KHUQzXoficZNf1a5ec/0fTQbID09PRR2ct4xffp0/PKXv3Ss+/Wvf41p06YNOJ4OUNTJIOjrRZqUlGQvPp8PycnJ9nammOuXvhaIaOdy+32w5dXf3f66XYeJlF1fhwiEm7APt/zDYaBhEP3XvIfmcUwR1Etf4m6uH8519HfvzM/6PupGiSzd3d2O3yns3mQ0st9bWlrw7rvv2t9rampw+PBhZGdnY8KECaioqMDJkyexdetWAMCSJUuwfv16lJeXY/Hixfjd736HTZs24fnnnx/UeSnqZEBEs8qTkpKQnJyMpKQkpKSk2KKQnJzcy0rv7u62F+CsxWTits5NpPprCPRXdjcx04spYHK93d3dvSxAN3e8WxlGUjAGapGb390aNKYoyvXKfRRB1FavyVCs94HcQ11mLeApKSmOZ9JsXEpZ9XMo6+WZpLB7k9EQ9YMHD2LWrFn29/LycgDAggULsGXLFtTV1aG2ttb+vbCwELt378a3vvUtPPHEE8jPz8f//b//d1Dd2QCKOhkAfQm6FnO/328LvCnqYtmKSGhBNF3xA7XwBmuNmtacLFJmXW7tbtaibpbVLF9/oqB/i5V4DFfMzbqR+jAtXrd60GJpNmyiWe8DbYxFKy/gdK/reyd/9WfZt7u7G5ZlOTwR2tNilp3C7h1GQ9RnzpzZ535btmzpte66667DW2+9NehzaSjqpE+iiaK8OJOTkxEIBJCSkoJAIGALu9vLtLOzE11dXUhOTkYkEkFXVxcA2NZvX27s/izhgZTbfPFHEwMtVDo8oF22YqUmJSU53LnRhN6tbObnWOJ2jr6sXG2h+/1+V4td7k1XVxe6u7vt++l2/W6NtcFcs1l+t+fP9BTJs5eSkuLwHglSxq6uLnR1daGzsxPA2aRIfQ2ExCsUdTIg3Fzu8vIUUff7/QgEAo6XqRY901IXkRBBN+Ozsl1/RBMMU7CkzFI+EXEdNpB9pEy6bPo6pOxyfVroZZu+4s0jRTQx11ZuNKtc14e2dvW+AJCSkoLu7m67vvR168W85sE2xsyyuzXO9L2UxkhKSoq9Tp5DuX9yzwRpWOpGpdw7WuveYTQs9dGCok6i4vaC1S9Sv9+PlJQUhEIhpKSkIBgMOqwleUHKSz4lJcW21IGzgq+3c7Nyo2Upaze2W7m1WEm5AoGA/V2LgQ4XAE6rTn+2LAvJyckOS15brjrWbF7HSIp7f2Ko66Mvj4WuG5/PZzd49HHkmv1+PyKRCLq7u+160p913Q0kmU6v60/MtTUuYh4KhexnT/8u55T7Jeul7NIwORf3iYwOFHVCDNysdL/fby/ifhdh16Iu/1CRSASRSMR+0cpfLQRavAG4Wn6m0Ovttajpl76EBqQBor0KIgY6bhwOh9HT02OHCUQMdLlkW3HnJicnO8TdzSUtZRusBWvei2jfTXe5+dl0VZs5EKb7WupILyLYcj/FlS3eChHLcDhsW8Ju19mXoEdrgEgjQ3uEZAkGg66iLs+OTtIUJFlOytnfvSLkfIeiTvrFzXWrLTv9YtUir7PIxe0pwihWr3w2LXX5TVtSpqC7vXyjhQmkXMFg0G6ASNggGAzaZQXOdl0TcZZ1OiNei4PeV65LxEJ7KqKJuZu4mRZjNAE075FbgpspkOKx0BavjlNr97vf77fXyT2Veyai2dXVZd8jEUeJt4t17HYt0a7JDIXosujym8+e3Mdoz5+Us6uryw4hiNdFn08/T8Qb0FIn5L/RIqlds8Fg0LZ+tRUcCoVs8dRiB3zyoo9EIvZxOzs7EQgEbEsXgC2IAByubR23FYGPlnUtL2cR89TUVKSmpiIUCjmS+qTcwWDQ3l6ESHsZxALXmHH27u5uR3hByqzd0maZo3kbpH76+mw2tGQRMdOJZHoRAQyFQvZ303Oi8yFEROV+S+hEPBKRSASdnZ3o6Oiw72NKSgo6OzsdoRLdiBP0syGYSYv6mZN7l5yc3MvVLta7bmjKMyvnlLLqhldKSgp6enrg9/vt+yPPGmPr3oGiThIeNxevaQG7Wen6s7aUgLPJSoFAwBZLsWRN0dMZ86a4m7FaM+auRV272nX5tJvZdEvrl7y2SgH0ipVLWaS+ZDvdUNED1WiPhGm9D0Q8+kog09fhlh2ur9st98GMnes60ftqb4W+Xu2Z8Pl8iEQijntqDj6kLWO5Jrdz6jCJrEtNTe01PoJ+5rSlLsi9k3srXiCdV+CWGEhIPEFRJ1HpL2HJFE0dU5cXsaAtI7HiZR8zexo4G0vXiVgSuzUT0rSoa1eq9iTIFIk6Q1pbg2bMGDgrOjpGrusGgB1LNl26YhVqt7Q5aIvUiynsA7kvunxawM1Mfi120Rpg2j0vmPdZ31Mpq248iMdFnhO5T6aYuzVE9LOmhVznbIjFLuGT1NRUe3uzsamPo+tTGnzBYLCXpW7WGRPmvAUtdZLQ9GWlm+u1MOouUGaMEnBa0RLLFMvYFDr5LIIqItnZ2YlwOOxwyWuXvZwjKSkJqamp8Pv9SEtLc4QLROBE2LRoSAxZzpeSkoKOjg5bmPW1AUAgEOjVyDCtRN1Y0FnhOk+gr/vgto0Wc7N7l9kA0y533dCRa5Yymg0NcbtLaEXOFw6He3lafD6f3eiS80p9yTG1W1sLsn5W9D0xG4i6IaJDJmZjQa5HP7uyTtz4ch/MXgC00r0JRZ2QAeBmyWuLz836k3itz+dzDNOpRUWwLMuOU+sXv2Si64x5NwtSC4S2Ut1CB7pLnrbYRIi0oMv+ABzJV1q4ze572u0OwNEIcYula3HRjRxtQUbrluZmyYv1q/MftPtdl8X0dgSDQYRCIXs7tzrRv+lGU3d3N/x+v72t/G7G/2WdznmQ+6ET5PQ4A+a+5rNpPqNyL3Qj1Aw76P0IiUco6qRPosVwzViouU6LjBYXiVGLddtX327grNCEw2HbUhfB1Ml1kvwk55ZkKhEwLRAi4CJosl1qaqpdbumuJY0DaYCIsIh463JJFy5x6+oGiZQTODt4iy6zW1xb6ktbuVJH0eLnZh1K+QOBgJ0sKCItlrhZ37rxMWbMGAQCATuxTupXGkeyrdSVlEvfT9lP7rdudJlxfYmbp6amOhLjzGfMLXwi8X55nuT6dUPFsiwEg0HHPdJ916OJuQ6RkPiDljoh6N9aMROLtCvVdAfL9tr9anb/0sluppWqxUrcsfqFrctqZk1r8RMx1xagiLqIiBZvcfvqF794CaRRIVa4iIppOYsnQZdPD2Yj69yEHXD21deCq+PH5rbiJTDviY5Zm935xJLVngE9sJCIogizbCsCqkUxKSnJ7t0AnB2LQH4z+5VroZeGmDk6oZxP6lx7IXS4Q9bJc6Rj+vIMastf5wLQ/e5NKOokYRnMC810V5rxdLc4pc46FxEUNzfgzC6XF7D5IhcXrhYUGcdbx5pFiLQLXvdT192jRExESKTLlljpABwWpXTnMhP7zD7POn4s4iXXpAdmkWNrAQPcpwuVdfrYgiTuye/6Xug6kGuVa5eYuzSu5Bj6Xkmd61i05DboEISUQ7LfpX50I0TOp0MiZvxfRF/Oq8tlNh61uIunwKxjs4GjhZ14n3gS5uHAp5m4YrrX5a+OK2tryYyfa2vP7dha4MRSkpe1WIxAbytVd6MCzlq9Oo7v1tVJZ1OLcEiymC63XEcgEEBaWlqvRo6MmCbrQ6GQfa16tDw5liR0afe/bCONBVN8tUtbi7fUkS6TflFJGbq6utDR0WGv18KpGy86aVDc8/IZcCbPiWhLlr94JqT84m3R+wQCAbvckhSpZ/LTjSkzTKO7IOpcBX0ut/i3jp3rcgPO7odmLoDU5XAtOkJGG4o6GRB9xdQF/TLUL0hzW+2G15aTfuGa59WirbfRImq6X80kMt19S6/X8VYdlxcLX59PMr87OzsdXgedECf763USsxdPAQBXL4SUw60/t7b+tcWv4+BaxHQM362rm5uFa2a66/EDdDxfH0MnKprH1YmDOmwgja3+ek7ov1JnfcW+dfn0c6H36WtfCro3ofu9D/bv348f/OAHqK6uRl1dHXbu3Ik77rjD/t2yLDzyyCN46qmn8PHHH+Oqq67CE088gcsvv9zeJhwO46GHHsLzzz+P9vZ2fPGLX8SGDRtwySWXxOSiSGwwRVyLJODspwzAznTWQiPip0XO7FvuZuW7ibag47kifmJ1mufSAqNDACLWemAUfV6dPCcu+c7OTnufcDjsSEKT65S+2SJa0jAIhULIzMxEWlqa7QEwu+Rpz0ZPTw/a29vt8mohFJHSbnaJWbe3t6OzsxNtbW328XSOgW7MuLmhdTxbrkcsf7eBf/T9kLoTAZfucoJONtQNIrkmLehyPN0zQneJ1IJvNo60y12XSz9f5ne3hXgHinoftLa2YsqUKbjnnnswZ86cXr+vXr0aa9euxZYtWzBp0iR873vfw4033oh33nkHGRkZAICysjL88pe/xPbt2zF27FgsX74ct912G6qrqx2uMzL6uFlOejEtaUELuxxH/6ZHiJPF3Edvr6dC1dnNZncw01VtlkfKoS1hLS7Sn12ETWLvYonKICtm8pzuwqXHJRdhFzFPT09HRkaGncglGfNaiHTcGIAt5rrxosMeWtRbWlrsMIAWOhFSuR7TJS9D/OoJeXQiGQB0dHS4hir0vTCteblOM2fCbNiZ91vfI3MsAsHMrtdoy1wnYJrPnjxLuoFFSDwzaFEvLS1FaWmp62+WZWHdunV4+OGHceeddwIAfvrTnyInJwfPPfcc7r//fjQ2NmLTpk342c9+hhtuuAEA8Oyzz6KgoACvvPIKbrrppmFcDoklWrDdFrftBLeEN/2bvEh1lzb94jdfrvIi1sIezbUvL3QzyUy/3MVqBOBIHNP9siWuKw1NEXLZXuL70g9bftfWrIhnamqqLepZWVm2C76trQ3hcNgxJr7Uhx4YRlvZIuY6Li7dBFNSUhAOhx3hBH1fdF913R88FAohLS3NIfiSWyCxfb/fb+cTDCQerYXdrbHuto80lLQXRu6lmVionxWpN/ku5ZfzyLZyf7Swm6JPYfcetNSHSE1NDerr61FSUmKvCwaDuO6663DgwAHcf//9qK6uRmdnp2Ob/Px8FBUV4cCBAxT18wBTzHXc00wsk5evtqK0mMrLFnAOWqL7d5tTr+p/QL2vHi7WFCtt8ZtDhPp8vl7Z8Vrc5BrNdWaDRq5NksUkyUtfr1i8WmySkz8ZqzwjIwPp6elIT093xLj9fr/t2td94PX+WqTkuyS2SZkikQhSUj4ZAU/H8yWzXndzk9i+HmnPHCNf5yEkJSWho6MDlmXZrn1t9Zpj8+uGl9xDHeYQ5HkSMZd7LsmTUl5piGmXu5l/ITF8uW79bMg9Mp8j3Vgk3oWiPkTq6+sBADk5OY71OTk5+PDDD+1tAoEALrzwwl7byP4m4XAY4XDY/t7U1BTLYpP/xrR6oyXHubnaAfQSZe3+FOGXv+aQr3oWL9Oq15nvugHhll2vuyeJAEhXKxFO7dYWK1cGhNEeBMDZf1xb/1qQRdxkWFptaVqWZXeb040G3b1Lu5FlXHI317mcX8RWJ93JNYZCIQCwLWoRcKkHOa52vZsNNjNPwkySk7rXgi73xXRt67EIzG558mzoKVp1PF3CCvo50/fBfC71fdeJeeZz5NY9UNd3X4l0hJzvjEj2u1tiSn//KH1tU1lZiUceeSRm5SPRcbPSzdG7TLerWFDyMjdfjPJi1oLZ3t6OSCRiT9kpCWZ9iboZWzVf3FoktVUHnBU9sWZFZES8pZHR0dFh95MOhUIYM2YMxowZY59HyiyuaRFtEVfLsuzkMhE4EWsZg17c6lJX2ipOS0vr1b9fttcuaDmvlEOscN2tTu7hmDFjHC56adxIY8McHlf6eXd3dzumVG1tbUVHRwfa2trQ0dGBjo4OuwudTLwj1y7d6+R+6YQ7HZqQMIHuq67zIcwkOO05kGuUetLdFPUUutLYkPH8ZbRA8RJpS90tL8PMzyDxBy31IZKbmwvgE2s8Ly/PXt/Q0GBb77m5uYhEIvj4448d1npDQwNmzJjhetyKigqUl5fb35uamlBQUBDLoic8WoRNt7MWaREiiR9rF6seNQyA4+ULnJ2OVMTTtNTN8dC1JSVCAZxNoDKznHWWtMS7zZez3t+yLFuMJHYs1q+IgmTAi/WtXeLaWtd97aUvuwiHWMvaihcRl/KI+9lc5F5oD4HO+Jf4t9wb6WOuy5mWlmbvp/MXJC4vLng9II+If0tLC8LhsEPMm5ubEYlE7FwAEXD5K/dK8iV0Q0fut9RTSkqKva/bIDBmgpwefc5M4NTPr65P7R2SRpncHx32kX31805B9wYU9SFSWFiI3NxcVFVVYerUqQA+sWz27duH73//+wCA4uJi+P1+VFVVYe7cuQCAuro6HD16FKtXr3Y9rkybSc4NprWu3eg68cx0X4q7VR9HRAw4myAngqBHZdMWkxZ3vc7tBW9a6lq43Kw6sWgl61ysOolrRyIR26Xu8/kc8XH98jeT53S5enp67Li21J2OWwsiTLqxoAVLb2tmlff0OAdzEcGX7nfiyhZr3ExUk3CWHmFO5xdIQ6q1tRXt7e1oaWlBa2srwuEwmpqaenkjdAKaWMB66lUt6vqZkYaToN3yOhYv3/WAQmbjytxftjNFXZ4/XXZCvMKgRb2lpQXvvvuu/b2mpgaHDx9GdnY2JkyYgLKyMjz22GO49NJLcemll+Kxxx5DWloa5s+fDwDIysrCokWLsHz5cowdOxbZ2dl46KGHMHnyZDsbnowO2kqJJuYiXuLOFletWM7y8tSuVEG/XMWtq4daFetYx1ijxWNNS11e4hIfFxe6CKuZrCefAdhCLuUPBoNITU21yyx9tEWY5PqSk89OiKLLpgem0Q0P07WrxUjXtenhMOO+IlbSl17OLzFy81yyj4zwBsCeflT2k8ZFT0+PbYGHw2Fb0M+cOWO731tbW20Bd/PUaPe7rBcRFZe8bhyK10LqygzBSB3IMyLWt2wv4q4bhxL2kOS+np4euw+/Los0QHQDVf8/xJOFRqJDS70PDh48iFmzZtnfxS2+YMECbNmyBd/5znfQ3t6OBx54wB585te//rXdRx0AfvjDHyIlJQVz5861B5/ZsmUL+6ifx2hrW0RSC66ehlMLrynq2qLTLnX5p3Prs24Kuxxbv/i1i103AIDeQ8nq69FxV20N6wFSZLtoyVU6LGAKi1kPbsJh1pMOeegGgZs1L2KsG1hujSm5b9p7oC16MwFOGjA6OdHMGDdDJvp3LfQ6mU7XoeRhmI0zN1HXdSP3VPaTHIm+QjL6uZPPunzaC0O8B0W9D2bOnNnnBfp8PqxatQqrVq2Kuk0oFMKPf/xj/PjHPx7s6ckIYybByQvWLYFIXNxiteu4tXSj0n3U9YtfTzziZunJ9qaom/2K3TwLch3yojezqnU3Kn0esVpl3Pe0tDQ7o90MRci+2sUs8WKxBiVpTbq/yX5SLlO8TWvaLQ9A6lbc7Ho76TsvVqz2jJiCHq3feFdXF9ra2tDe3m5buVJvplBrQdSiKfdIW+rRBFTujRZy3QiRcgu6sSaueB1GkYaCJEDqfaR8EkvXDRezbG4iQMs9fqGok4TEtD5NS1gvIuj6ZSjIi1Y+C9pKcrPG3V6iumxusW2zXOa1uP0zmq5vPaqaDBCTmZmJjIwMZGZm2oIcCAR6WZ26oSLuXJ2IJSEAfT5tsZqNBN1QETETC1wEUIt5X659qSsJH0i/domZS8a4bK+z9SWvQJLsdLdDuTb9jJjCbVrc5n3QjUV5JkzPh35+3HpdiIiLN0XqSR9D17WUWZIAZTEt92hWezy92EniQlEnvdCCqF3S8gKWv1rYtaUk+8lnOabp+tQv774E2CyPmwDqc2nMc+hsadnXHFktNTXVHiRGBooB4Ci3eBra2tpsT4KZXa3nE9eZ3W7XLvWqRVpnesu5+4u16+vTMX4RNf2bHuLW7Fom5U1NTYXP57MbK93d3Whvb7evWcqh3fHyXd9786/poXFroEhdaS+QXL80PiTsIw1NE91PXnuJZDHFnG54b0JLnSQsWsj1C9OMC2u3u7YoRSwAp6BqS8l8+ZoxVNlfi4PbIujuRyJq2s0t5dRiJu5qnf09ZswYpKenIy0tzTGymoiezDcOwO5nL8JgWZYt5tIX2+fzORoLUjZtTWrR0RPA+P1+20qWzHyxgsW939HRYZ9D6kTCB7qLnYhtW1sbIpGIfW1mg01nzktjTe6HJLuJ5S/Xobsk6lCJ6VExhVnfR32Pza5pbpjiLtcpDSh5dqI1JnTsXzc03TxH8fQyJ9GhqJOEQ164+q8sWtS1pa4tZ9MC1mgXqGkJmXFwbWHqsslfN0HX7nTtujbj7WZcXL6Lpa4nOZFyixdCl0+saDPJTNej3k43DHQMXV+XLqsWdr2vdAeU87qFLaSsMoqcTh7Toqbd2eY91sJr1qme7MUtIc/E7f6az5j2UuiyyD1yI1popr9tdT3o57cvIY+nFzohFHViIy9U/ZJ1i6XLXy14wNm4p44dmy9OIHrCkel2dYu7m/FWPbSp22KKq14noi5jnssgLOKFkJHvtMCI0Imo6y5zUg6JUwNnx1jQ4yyIR0MPWysWtnSnk7/S4BBrsrW1FQBsgZd7JPdPriUUCtnhANleN8b0WPJ6f3PR9068GtJ3Xyx22VffF93w0I0C3ZBx88LoY5i5BfJc6GdNI54F3RDQw/CaCZg6D0A3CsxGpHl9JP6gpU4SFm1F6e/awtSWjZm0Zvax1q523ac9moVuWk1ulr1+2YuIyvCgYkn6fGfHPNeWr9tobaYnQgZJ0efUfZ/1djpRUB9Pl01b/trlLHXj8/kwZswYpKamIjMz0+5/LrOmiTtddyHTsWB9v3RDR+pY+nPrRpXcW3HniwjLtejBYiTMoAVV9y3XDSbzGqVc2rMh59bPkJtlbnp+3H4zcwx0Ayua+97NQte/Uci9B0WdJDSmsAumy3Qg7lb9WcTOFPpoZTBfrm7udBEUEWztHtYibrrBzfHVtWtY4v9yTj0oiq4Hc0Q1+U3ERluTbg0hLcSSeT9mzBg75i2irqc8lQx8Pc+5Wf/aY6AFTiedSTnkGOJ1kIaCzubX3Q+lvNpDomP++vjmuWR/qQu3/ukmZlhFl8FN1M3nrq9ny83tTkEn8Q5FnbhiunWBsy5xwDl7l34hanep/q5FQwu5ttzkd+CsJapj42bsXlzWfr/fzlLX04ZKdzIt5qa1LqIkmdSSDCbXK+Ij25rCJAlrHR0daG9vty1fOaa4yHW/ad2wkLLpzHtxv19wwQV2XUiyX2pqKizLckyWIseXc+h+23oENz39rNSlKdDd3d2OiVrEYje9NXLvJDktWgKk+fzIZDgi+OKxMHMjdLl0fZmYoQO9XnuW5L6Yg+qYDVTG070JLXVC+sAt3qpj7NqyMuO2phWl3aTmC1b+6qxxfRxTGCWeLAKsk99M613PjCZZ3yICYqnKObWwmeV0G2FNBFiPribxcwC9ks10I0iuV64hWihC168IlJzL5/PZw96aIiZ0dnY6QgU6Z0KGUdXnkgaNWOB6X6lD3bDT7n6zIaQbSvK7mRuhRV3Gedej+7nFz908R7rBGa0hqrd1+0ziH4o6IXC6M83kIT38p7hRdVa1vIi1xW9+B5wJUXqduJtFTMz+xIAztiuCrruiyexq0mVNu+lFyLUFrl/6Oh4t1q4WVZ3kpfs/a+tYksskX0DqQKY7DQaDdvmBs13cdL3outZxfKlHvY14GcRNr5P9TFGX8IKufz1mux4wx2w8NTc323WoEwT1/ZN6MWPncp268ePWQNP5CNKVUMIJ+v7I+eS4JrrBKfXXl9tdP/eExCMUdTIozBezvJyBs5O8WJZlJ6tpwRa3r24k6Be6PoeZKS9WpKwD0CtZSzcoRODFOhdhF5e8DMcqoqJHFwM+GcpYj75mWp5mVyvdWBFh1Jnf2sKV4Vyl7vSscGKdd3V1obm52eFil/PI77oRoec17+npQVtbm32PpC+5NDK0p8L0nEiDQGfH60aV/C7JdBJHFze8bozoPuBSVn0euefaa2KKuk6ClMaR5BSYdeLmITDPbyY3DteCI/FBIlnq7p1ACXHBtNZNYTdfmlrIzG5kbjFU7ZI2X+zyXVuQpjUJnG0kmO5tPWqcXsRy1zFeieXLcUxPAuBM1NJlkfrRWfQSc5e52003sCkwIojt7e29pgg1rU5zHH0Z+a2trc2e/1ymuRWRBdArr0A3vHQ4w0383RIQdZdA/VeLslmP+v6bjQ1dLvP+m+XT2+qQj/YSuNW724s6nl7eZOCYXpmhLENhw4YNKCwsRCgUQnFxMV577bU+t9+2bRumTJmCtLQ05OXl4Z577sHp06cHdU5a6qRftBWq46MS445EIo54p4hiV1eXI14NOGdAA5zuX/Mc8uIG4Gg0aDerHF83FrTlJmIt4iAZ5WIRS/KWttTFupf+3qYYm65afU362JJ0JtvJdK4ixPJbT0+PPcJbUlISwuGwHb6QOpFpQ/VQtO3t7b2GPpWR7qR/vZmDIJ/F9W++tKQhJg0e0xMgDQi5d3qAHEHOKXH7cDjs6A2gGxOme9+M8evnQTec9DMg91GP467H49eLmSRnXjvxLuf6/u7YsQNlZWXYsGEDrrnmGjz55JMoLS3FsWPHMGHChF7bv/7667j77rvxwx/+ELNnz8bJkyexZMkS3Hfffdi5c+eAz0tRJ4PCdHnqOLB2Z4tbWWMmhAHORCfzJauTo7QIaPeqiIF5DDe0S9/NmtO/62sR8dP76O10WXQZRdh1HF4GjZG8ATlHOBy2BU3GjNczu7W2ttqCKuIqVrwpZPK7m4dEi6uJFlX5bHpldF95KZ9cuxnTlnNLQ0dnuUvDyby3ZlhD6k3ugaCvQZIYtXtf6t8Ucrrdybli7dq1WLRoEe677z4AwLp16/Dyyy9j48aNqKys7LX9G2+8gU996lP4xje+AQAoLCzE/fffj9WrVw/qvBR1MiDMBDexhM1xv+U3cwAY/cJ2E3UtHLq7lR6dTSxCLcRa+M24qvnS1sItfavNeLnpVteWo75W09Ur1rYInAiJ7srW2dmJ5ORkx5Sm2rMh1nsoFEIgEMCYMWNsYWpubraPJe5k8SBo97JY8nIu3RtBW8im98WyLASDQVvQTSGXhoMcW+pQ8iSk7nTOhe4CqK1sOb6+x2bjTo8frz0DOryinyu5dh2a0P3szTEFzMx8Cry3iVVMvampybHeHC1SiEQiqK6uxooVKxzrS0pKcODAAddzzJgxAw8//DB2796N0tJSNDQ04N/+7d9w6623DqqsFHUyYEQI9F95mZqJbpJdLclpOjlOW8RyXB1blm30i94tfi7baPe9tp61IEh5xCJ2G1BGBE2PPiflM618HVIQ0Zdj65i6FjVtxUucOxKJIBgMorOz044/y6Kz0VtaWuysekHczboe5Zi694DuCw84vSM6ZKFF1i2TXI+cpxPdzHi/1LnOa5AGiMTZpSy6h4OUX2eoA2fHLNANAP0s6YaZFnTtctehm+HGSUn8EStRLygocKxfuXIlVq1a1Wv7U6dOobu7Gzk5OY71OTk5qK+vdz3HjBkzsG3bNsybNw8dHR3o6urC7bffjh//+MeDKitFnQwJ/U+iBUC7RLUbWv9DacvOTEbR3bU0WkjcBiHRaMHV1p40QCRmLL+b5zDj86a73WxY6Os2BcYsk5kZrl30esx5yVMQi7ytrc0RzxZ3s3gG5Pg6lKAbYPo3XU5xm7s1ivR1mBaurgt9TlnMHAodN5dzasvb7Elhen7EU6L77utn0a0MOlxgJskRMhROnDiBzMxM+7ubla4x32Nu7zbh2LFj+MY3voF//Md/xE033YS6ujp8+9vfxpIlS7Bp06YBl5GiTgaFttL1y9vM5haXuCRJma5qERnTspWXsE5kExE3u2JpwZCydXd3212ydNxVEqmkz7bOmNYNBTmGiIvEc4Gz7n+fz2dblG1tbXbd6PitLHowHB1blslZxDMgFqzuStfY2GiXSQRdu+6l/lJTU+1sc7k/MqGLDgFoYdN9xKW+5LjhcNiO17e2tqKjowPNzc22d0H38dciLEh9ac+KnhbVbBRJsqLb2AeAc3hi/UKU8puhB8n4l3Hr9f3QXhe63hOHWFnqmZmZDlGPxrhx45CcnNzLKm9oaOhlvQuVlZW45ppr8O1vfxsA8Hd/93dIT0/Htddei+9973vIy8sbUFkp6mTQaGGX74DT3a2TuWTIVB37BpyWurzM3Sxn/V2fT8dXRZS7urp6Cbp5HjNOa8aatRDqjHGNFkgz0U76octnETGJQcvxxX0ux5KYvDRc9KQyso3M0iYWsplcJnUj59Mudfldu9F1PZuJcRLjFzGXBpZuWJmNIDPBUF+7oOPgunEX7VnTIizXob0Qbt0q3WLo+sVOQU8sYiXqAyUQCKC4uBhVVVX40pe+ZK+vqqrC3//937vu09bW5kj6BdyTi/uDok6GhbbYtQjLsKh+v99hXQJOUdff9TCnbq5woPe0rSIYMpiMWKD6uGaMXRoc8pvu9yyDt4igmg0EM1RgJpOJ5SzZ3WYegFynWJTiaZDx4iORiCMBTTwJIkxa1KV+TJe0fhHofvjSEJAEQRFEQQu/1FFraysikQjC4bB9HHE5yrWLhSzXrD0gUr/mYD9JSUno6Ojo1bhwQ+da6AaKrjtdDrHQTVE3hZ2QkaS8vBxf//rXMW3aNEyfPh1PPfUUamtrsWTJEgBARUUFTp48ia1btwIAZs+ejcWLF2Pjxo22+72srAyf+9znkJ+fP+DzUtTJkDCzpwVxcUpSl4iJ6ToVUdT7yzZu3di0i10vktQlQiFjkGt3sNtLXK/TIihuaC1OIgY6di3To4o4aQtbx8b1+SRxS1zDEprQ5dbZ5NqbINekk+W0FS7WqrjvpY+9jKAnLvxoA/jo0Im20HU3N9k+NTXVLosOXci9N/uh6zo274EpsjqxTw8zK3R0dNi/6XCGzpswLXUdc4/2DBBvc64tdQCYN28eTp8+jUcffRR1dXUoKirC7t27MXHiRABAXV0damtr7e0XLlyI5uZmrF+/HsuXL8cFF1yA66+/Ht///vcHdV6KOhky0YRdxEGsKElO0y5YHdsFnHFYEQDT+pdj65e8zraWfcx/QJ2UpY+j90lOTnYMyKJHKtPbmEKq8wFE1KW7nLagxfrVZdZue2mc6OuT6zKTwOSzDjmYjSeJ08tgO5ZlOWZI09a0oMMUci6Z6tW8du1ul31lHzM7XW+jt4s2oI9bzF3fc31fdb3p2Hk0y5xCnpiMhqgDwAMPPIAHHnjA9bctW7b0Wrds2TIsW7ZsSOcSKOpkWLgJu5kNrwcmkZe1nqDFjL/ql7/+Z9TxZ0HERtzDGjMzW6xgseakkSFCFQgEHOOZB4NBpKamOrwA0kVPRKS5udkeBlaQxC/zRSD1pMXHjOmbIqv3k+86A17Xi+6ypce/F2s9KyvLEWYQT4quK4mdS6NB5xnoc8n9lvO53T+3mLmcIxwOo7W11T6XJB5qL4QOAwjSmNDJh9KQE++C28hx+vk0PxPiJSjqJOZoa89MOtNdmOR3bZ0DZ2OoMusbcLYvuD42cHZmOIkT68x407rTZTIHzHGL4+tuWCkpKUhPT7ezzPVAJ6abXnedMxsh2vOgY+La0nZzS8v24g3Q1rDe1q2BJNnt0v9eD+KjwwoA7JwCaaxp61/EWQ94oy1p0wug75MWaQlB6Cx3bWHrrmh6BDt9H+W+S8NBwhv6vkQTcQp64jFalvpoQFEnw8a01rX4Sj9rHR82LWidRAacfcGLSxs4m8QFOLvPyRCh0mVKd1WT8mhXtS6HKfpugisDpQQCAVxwwQW2tS6ipLPvZTY0cb2b1+V2Lm2ha0+CrhdtUYsY64aMFk4zVi7hAHHF6ylopZ71xC16Rje37oqm10QLuz43AMcUtCLqYqXLBDe6IaRd6CL4buEWbc1LQqZlWb0mrnF7kcfTy5nEDoo6IYNEW4pubnjtpjWznEXQdLcqebHLICx6uFj9u3YH6/7e0j1Mtje7xoknQCxBEXktstp9HQwGkZ6e7iiLNCi01Srfpc+4zraXF4vZN103AKRcYoFK+WU7PdiFXIdphYuAakGXxoie2UyS3aQOZUjftLQ02+qVe6i9B1Iu3VtBZ9nrPuZSB9IPXcRcXORyfLdEN1mnz60H7dGNMPnNLaZuPqMk8aCoEzJMzEQp04UriMibsU+drGW+xM0Xte4nrePA+h/ZPKb+3fQamHFut6lIpduZTlKT/bRwu43YJsldOhtdyqjFTV+jvnYzTKCHlpWymqEDLbo6QU4n/EnZTe+BPqf2wuj7YHoltFjLtepx2KPFu81kQDMc4ZZXIWjBj6eXMCGxhKJOYoqbxe6WMKXdz4Czy5MWfZ0prWO82nITS1tvr8uhk7zk2MFg0BG/FRGU5DktkhJHl4QzHbdvb2+3zyNCKN3KxJ0tXgAJEWRmZjoGltFCpScfEZGVbfREKmJ5JycnIzMzE6FQCGlpabaQh0IhpKamIjU1FWPGjHGMJ68tbNlWyi4JftLFTsoPnJ3+VqZ81WIPOHswSIOnq6sLHR0d9ixzWnjN5EnT/W6KvptrXj9zbo0B87kkiQktdUJihH7x6uQuU4S1y1S6UOlj6LHk5eWuY81mX2odQ9cueu0ilmQ2iVPrxDWxyrXrWiNipt3Dcl0irOKy15OrSHKXjovra9IjzWnXt4QGtEdCxFQ3PKQhkp6ejtTUVHtedO0d0PObp6Wl2WEAnfRnWuUAHPFwSUhzS3jUI87p7mn6Wsz4vGlduzXsolnxclxzMZ9BkrhQ1AkZJv3F2OU3seC1NW5uq93mWkgFcYeLoJgxatOdbU6LKhaxCLzEnrWg62xxfW7tRtaubYnpp6amOtzhktwlAqrFUU8XaiYQSh1IPL+7u9sx2I1Y7zIOvIi6HiRHYtkygIs0AGT6yLa2Nkc3MTmvLLKvxMV1mcWzoHMOzAaCfi7keuT+6e/mc6QbDv0Ju/5rfiYkEaCokxFFJ1bpF6wZWwfOJn7p7GkRNy0A8llEUkRYx40BOFzZWgB0NrZYmJIgpt3WYuVKQllLS0uvOd1lcJdAIODIfpdFrksn77W1tfWyYHVCnVtMWMquBVLQ3gUR6PT0dHt+dDNnQNztYp1Lwp+2wqWfvrjgRcjD4TBaWlpsq12PCy89FCKRSC8PitSZ6TkRL4xu2JmjwpmT5JjCruvI7TMhiWSpR+9zE4X9+/dj9uzZyM/Ph8/nw65du+zfOjs78T//5//E5MmTkZ6ejvz8fNx9993485//7DjGzJkzHS14n8+Hu+66a9gXQ85P+vqH0lZ4tBd6tGxobX2bom1mt2v3rXkObcmb1r7OlNfDu0qjRGLtoVDIMduZFma3jH8RaD2cqnZda6tXj25n9mnXAqcFVGfB67Joq14n++lZzXS82uzmJ8eTBogOFZjeBh0b19dtPheme90MyfQ3Uhzd7aQ/3MIzg13ihUFb6q2trZgyZQruuecezJkzx/FbW1sb3nrrLfzv//2/MWXKFHz88ccoKyvD7bffjoMHDzq2Xbx4MR599FH7e2pq6hAvgcQLbla7+c+iXezSh1r3BZc4rc4AB2B3GQNgj0kugqO7WGmhE3e/Fh4dTxe3vB7QRDwDY8eOtQVdT3jS3t6O5uZmR0xci6AeeEW6gokAy/WKaOmseN3NTrwScg2tra22VS2irUeIkwQ9mTJVMualbG1tbWhvb7dFXSaNAc6GF6Ss0qWuu7vbttLN0ebMMe+lDnXme7QGmNSNeAa090L2c8uad3uWCElEBi3qpaWlKC0tdf0tKysLVVVVjnU//vGP8bnPfQ61tbWYMGGCvT4tLQ25ubmDPT2Jc8xYu7b+dP9nvb24kEXctagDZ+PveqIP02I2rTodl5ftRHDFlQ7ATmzr6emxJzjR12EO9qIHrZGy6XNKLFquXVzhMkmK9ixIPenjy/j04i7XsW4RZkmo0+EIseBlnTQK2traEIlE0N7ejra2NkcfeZ/v7LzxgjlWgCxyj7TgymftFZHr140e7Ylx6/pmirmb5URBJ32RSO73EY+pNzY2wufz4YILLnCs37ZtG5599lnk5OSgtLQUK1euREZGhusxxDUoNDU1jWSRyTnEjLOLCOh/Qp0UJmKoXdAiCJLVrgdZ0ceV85miLttInFhEXSxa2V5PPqMFRnsMdPcuPXuaPoaImnR/EwtaC6DOKJdpS6URoGPTIoAi7DJYj55gRjc0dO6BFtJIJIK2tjZH7oJ4Mcy60la2XJ8OL+jya+tdX5t2yWvR19tp973ZOIv2DBHiBkU9RnR0dGDFihWYP38+MjMz7fVf+9rXUFhYiNzcXBw9ehQVFRX4r//6r15WvlBZWYlHHnlkJItKzjFurnix1s3EKe1+lyxrs0+0zE0uLmK/3x81pCNib3bJCofDaG9vR1JSEtLT021XOwDbmhaLt729HZ2dnWhra7OFqK2tzbaYtZWpRUpc5HK8MWPG2H+lTOLW7ujogN/vt0eyE4tbJkORjHbdp729vd3RwBFPh9SxHvCmu7sbbW1tjn7+2pOiexBI3cj1mi50afBoV7rUi2Tdm3kQghZynWyo74+bhR5PL1pCzhUjJuqdnZ2466670NPTgw0bNjh+W7x4sf25qKgIl156KaZNm4a33noLV155Za9jVVRUoLy83P7e1NSEgoKCkSo6OUe4CTvQu+ubfNcvdWkAyF/5DJwVep3ZrvcTd7EWDPmrrWntWpYMdvEQiOjohLD29nZ7MRsM2p0sgikzvqWmpiI9PR3AWa+EWNx+v98es117AyKRiCP+LvtGIhEAsBsnuoeAWO9a1M3BaEz3upkUZ/ah1/dI7o80yrSg63He5RrkPG4JkaZ1TkEnw4GW+jDp7OzE3LlzUVNTgz179jisdDeuvPJK+P1+HD9+3FXUpZsO8R7RLHadRKW7uokYmV3CANjJZoIWMN0wkGPqBDWdsKUFLBKJOCx0QYRbytvd3Y3GxkZ0dHTgzJkzvRoMuvuXxPzFQk9PT7fDU5FIBMFg0G4AiIteuqfJtbe3tyMUCjkS/9rb22FZlj2fu3RFa2lpsceNFy+GHpxHn8sMA0i5xQPR0dHRK6Nd6lB3y5NGjiTfiaWue7y49VKQhEe3OLp+ZggZDBT1YSCCfvz4cbz66qsYO3Zsv/u8/fbb6OzsRF5eXqyLQ+KAaBY7cHaIWflNd98yu1vJZ7GstSWrM9G1696yLDsTXCxkcXHrTHg5hxZQnRXf09PjmM/bjKXL9jIynpxfrkuy4eU8emx281o1sq247cUa1zkE+ppkQB3twdD1Jtej+6TLMK86I90cKEdnqMs20oiR7XRyoXhSzC5r/SXFxdPLlZxfJMqzM2hRb2lpwbvvvmt/r6mpweHDh5GdnY38/Hx8+ctfxltvvYV///d/R3d3N+rr6wEA2dnZCAQCeO+997Bt2zbccsstGDduHI4dO4bly5dj6tSpuOaaa2J3ZSSucBN2nR0v37X71hR0EUk9cpu2/gE4LHwR9XA4DJ/vk+lbZeCU9vZ227rVg8iIgIt4d3R02MfX1rhYngBsq1VELBQK2ceT69KNF7kenVEv692sV1kvrnftVdAxfCmXDC4jx5WGi9SheClEzCWervuxmxnqWtSjJb6Z906LejSXu/mMEEL6ZtCifvDgQcyaNcv+LrHuBQsWYNWqVXjxxRcBAFdccYVjv1dffRUzZ85EIBDAb37zG/zoRz9CS0sLCgoKcOutt2LlypWO8b5J4mGKlMbNJa8RkRJx0t3ctNtcj5kuw6X29PTYXcrE/W1Zlt1/Oysry5Gh3tPTY09QokVLBE+SyXSylwiuNB6kbJJJL+uli5vUgYxWJwl7OkatpzHVFrF0RZP9xowZ4xgfXgadkWvRw8VK46SxsRGtra04ffq0w/0eiUTQ3Nxs92c3s9O1qMvodHpAG9PqjhY7p3VOYgnd730wc+bMPi+wv4svKCjAvn37BntakqC4PU9uom5Zli2Q4srWSV1mMp0eKU5P6CJWZ0pKisPS193KANixZW2RyjotsCLq2jp2GzVPyiQNWymfZP6LCOv6MDPrdRa6jHonA9poa1iEX0RVku6kvsTt3traipaWFoeoh8NhtLW12eu0WOsYuZkcaPZhl3umPQ/R7jchw4WiTsgoov+Boo1AZ4q6iKD88+q+4G4D1gBOS1m6a6WmpsLv96OtrQ1paWloaWlBS0uL3V9dMsn1ecRKl8FbdJxYsr515rl2k8uiLWndEJD1OuNcu8n12Osi0FIuya7X55Dwg65XKRdwtktdc3Mz2tra8PHHH9vudxF16bJnjlNvZr9LjF+uR2+j73U0QY+nFykh5wsUdXJe4xZrd3PPCyKgOilLktNMUZd10n2svb0dra2tCAQC6OjoQCgUQltbG9ra2myXtQiknhVOx+tFtGURMdMjz8m1aDEzu8Bpq1vc15KMJ25tNxe1lEdi9Lr/vu4dIIKs9xfrXkaYC4fDOHPmjN0fX7v7dVKbWQ49ME60fub9CTgFncQSWuqEnEeY1nlf/2Bm/2kds9bH0BnlMiBLJBKx48t6IBQRfd3nWyx66VYmgm12jZOuYjqWr13VepAd05Wup2jVcWqddW4KpZxHu9rF3a4bDR0dHQ7LWjL0dfhABrmRv+ZY7NHi37oOornXo93DeHp5kviBok7IeYibW97tdy04pnXutp+eB12W1tZWezYzGfxFksxklDeZt1zPiiZxcEls033pxcMgbmkpswyBHAwG0dLSYl+DDCATCARsy7ixsdEWWd1NTq5XEt7S0tIcoQE9zK2cU/IAdCa/NGL07zpfQFvo5j0RzAF99HYUc0JGFoo6iUu0W16+m+gEub4QIdZWs1iw4vYW613EXSxfcW3LSHDA2YQ3M6lNXN+yrZSrp6cHzc3NtpCKIIqoi0tdsu71BC5SRt0NTix2fX1yTCmHiLT0P9fCLR4B8VbormniXo9W52Z83fwc7V4SMpLQUickDugvoc50uUdDBFrGnReXvLjUpeubDN4SCoUcLmxx2YdCIYfVLoO56EaCWMxyDhkYRvrF60x1seB1Ypt2gUt4QBolWsh11zg9oIwk4EnMvLm52Xbpm9n72tXe1xjs0e4LE+DI+QJFnZA4wy2hbjD7As4BbSTTXYRMrFQRPBlERqx2PdiLmf0uQqr7rksCn2S4yyA2cgyxiOV42o2vh2PV49NL1zwdx9eztAFncw7ELa+z2sUqN4/t1o+8r3qM9n0o94YQMjgo6sQzDMQlHw3dD9zsHgecFUP5KyPPhcNhx3C0YvHrsdBF3M2R5tyOrYVcttGjzcm59ChtOtatLXrpDufWhUyP7a6z9XWy3kAz16Pdi76+E3IuoaVOSJzSl0t+sMfRA7TIaHI6IU1GY9P76ElnLMuyLXWJl+subqYHQMewBd09LSkpydHvXOLnOhcAgN1HXQRdNx5EvMVCF8+DJMdJQ0TH4c06HGh9xtOLkHgbijohHsC03PvbFojeB14Lpwz8kpSUhI6ODjueLWKfkpJii7p2Y5tufimbCKmM0qbFXyx1PXCMjtlL2QA4vAASH5dGhxxHPAZioethbs2R3wZjmUerT0LOByjqhHgE85+xP5E3xV13ixPBBGCP3CZiLoKZnJzsGAHOdF+Lxa3Hd5ekuI6ODnuQF3P4WJl0Raz1YDDYa6547TJva2vrdR49EUtLS4tD3PsSdbd67K+eCSGjA0WdJBQDFXm3+Lwe2EaS5SSLPRwO25O+6HHi9aAz5vF1Up2Mpy6DvZhd1aQ7nSTkyV9JuBNBl4S4cDjsSPQzx5uXSWfcRH0wVjrFnMQDtNQJSRC0ZR7tN/1dhFgP4apHUJP+7GJVi/tbdzcTi9/MktdJa7pfuy6bHv3OrducHrJWx+t1cp2eC92cE34ggh5PLzhCAIo6IQlHXxa8mREvwiliaAq5dC+TZDoZ5tV0Z2uhbWtrc/QVl2NLWcTaBmALsvSLB87G1bVnQA8koxsQkrinJ5zpT9Dj6aVGSCJDUSdkAGh3vAiy9GXXmN+1mJsufMs6O2SsdoFrN7hspxPv5Dziltfn1KPoactcjy+vM9xjlRhHyPkMLXVCEhy3zHn9j63j6ToRTixlPV+77oeup1CVCVe0qGuxNV8kck4twpINL8j5xXugQwPm4pbIF60uCIlnKOqEENd4u+7zrd3c5uA02jLWFr5uLMhIc3rkOdNKF+R82vIX8dbbyoxsOklOn8OclMWtH7p5rYSQ+CGp/00ISWz6smDN6VP1SHJ6YBezT7i5RMs8NxfzXOZxJPlNBrvR/eRN975b17X+rpmQeMTtf2mwy1DYsGEDCgsLEQqFUFxcjNdee63P7cPhMB5++GFMnDgRwWAQn/70p/HMM88M6py01AkZAG5d3AQtyHpymGiL7K/d82I59yWyZqKduN/NbnOmBa7Hr+9rpDi374R4gdFwv+/YsQNlZWXYsGEDrrnmGjz55JMoLS3FsWPHMGHCBNd95s6di7/85S/YtGkT/vqv/xoNDQ2OESYHAkWdkAESzR2vp1A15253E3RBz35mimy0bHy37HvzvGbjQAs5M9wJOTesXbsWixYtwn333QcAWLduHV5++WVs3LgRlZWVvbb/1a9+hX379uH9999HdnY2AOBTn/rUoM9L9zshgySa1RzNNa5naDOXgc6CZrrgzeObbn5x9etJZPpzuRPiVWLlfm9qanIsMj2ySSQSQXV1NUpKShzrS0pKcODAAdd9XnzxRUybNg2rV6/GxRdfjEmTJuGhhx5Ce3v7oK6VljohQ0Rb6dr6NS3yvoamHWw3MtPtb3oG3I5lNkCi/UaIV4mV+72goMCxfuXKlVi1alWv7U+dOoXu7m7k5OQ41ufk5KC+vt71HO+//z5ef/11hEIh7Ny5E6dOncIDDzyA//f//t+g4uoUdUKGQV8Z8oPZfyjnNSefGWyXNAo6SSRi8byfOHECmZmZ9vdgMNjn9m7dYqM18iWMtm3bNmRlZQH4xIX/5S9/GU888QRSU1MHVEaKOiExoK9/1oG8TAbzwhnqlLIUcUKGR2ZmpkPUozFu3DgkJyf3ssobGhp6We9CXl4eLr74YlvQAeCyyy6DZVn46KOPcOmllw6ojIypExIjhtoFZijiPNjjU9BJInOuu7QFAgEUFxejqqrKsb6qqgozZsxw3eeaa67Bn//8Z7S0tNjr/vSnPyEpKQmXXHLJgM9NUSdkhBjJ/q/n4viEeIVzLeoAUF5ejn/+53/GM888gz/+8Y/41re+hdraWixZsgQAUFFRgbvvvtvefv78+Rg7dizuueceHDt2DPv378e3v/1t3HvvvQN2vQN0vxNCCCExZ968eTh9+jQeffRR1NXVoaioCLt378bEiRMBAHV1daitrbW3HzNmDKqqqrBs2TJMmzYNY8eOxdy5c/G9731vUOf1WXHYlG9qanLEHQghhMQnjY2NA4pTDwXRijlz5sDv9w/5OJ2dnfj5z38+omWNFbTUCSGEeJpYdWmLBxhTJ4QQQjzCoEV9//79mD17NvLz8+Hz+bBr1y7H7wsXLuw1NObVV1/t2CYcDmPZsmUYN24c0tPTcfvtt+Ojjz4a1oUQQgghboxGotxoMWhRb21txZQpU7B+/fqo29x8882oq6uzl927dzt+Lysrw86dO7F9+3a8/vrraGlpwW233Ybu7u7BXwEhhBDSB4kk6oOOqZeWlqK0tLTPbYLBIHJzc11/a2xsxKZNm/Czn/0MN9xwAwDg2WefRUFBAV555RXcdNNNgy0SIYQQQjBCMfW9e/di/PjxmDRpEhYvXoyGhgb7t+rqanR2djoGus/Pz0dRUVHUge7D4XCvgfQJIYSQgZBIlnrMRb20tBTbtm3Dnj17sGbNGrz55pu4/vrr7dls6uvrEQgEcOGFFzr262ug+8rKSmRlZdmLOag+IYQQEo1EEvWYd2mbN2+e/bmoqAjTpk3DxIkT8dJLL+HOO++Mup9lRR87u6KiAuXl5fb3pqYmCjshhJABwS5tMSQvLw8TJ07E8ePHAQC5ubmIRCL4+OOPHdv1NdB9MBi0B9If6ID6hBBCSKIx4qJ++vRpnDhxAnl5eQCA4uJi+P1+x0D3dXV1OHr0aNSB7gkhhJChQvd7H7S0tODdd9+1v9fU1ODw4cPIzs5GdnY2Vq1ahTlz5iAvLw8ffPABvvvd72LcuHH40pe+BADIysrCokWLsHz5cowdOxbZ2dl46KGHMHnyZDsbnhBCCIkVieR+H7SoHzx4ELNmzbK/S6x7wYIF2LhxI44cOYKtW7fizJkzyMvLw6xZs7Bjxw5kZGTY+/zwhz9ESkoK5s6di/b2dnzxi1/Eli1bkJycHINLIoQQQhITTuhCCCFk1DgXE7rccsstw57QZffu3ZzQhRBCCBltEsn9zgldCCGEEI9AS50QQoinSSRLnaJOCCHE0ySSqNP9TgghhHgEWuqEEEI8TSJZ6hR1QgghnoaiTgghhHiERBJ1xtQJIYQQj0BLnRBCiOeJJ2t7OFDUCSGEeBq63wkhhBASd9BSJ4QQ4mkSyVKnqBNCCPE0iSTqdL8TQgghHoGWOiGEEE+TSJY6RZ0QQoinSSRRp/udEEII8Qi01AkhhHiaRLLUKeqEEEI8DUWdEEII8QiJJOqMqRNCCCEegZY6IYQQT5NIljpFnRBCiKdJJFGn+50QQggZATZs2IDCwkKEQiEUFxfjtddeG9B+v/3tb5GSkoIrrrhi0OekqBNCCPE0YqkPZxksO3bsQFlZGR5++GEcOnQI1157LUpLS1FbW9vnfo2Njbj77rvxxS9+cUjXSlEnhBDiaUZD1NeuXYtFixbhvvvuw2WXXYZ169ahoKAAGzdu7HO/+++/H/Pnz8f06dOHdK0UdUIIIWQANDU1OZZwOOy6XSQSQXV1NUpKShzrS0pKcODAgajH37x5M9577z2sXLlyyGWkqBNCCPE0sbLUCwoKkJWVZS+VlZWu5zt16hS6u7uRk5PjWJ+Tk4P6+nrXfY4fP44VK1Zg27ZtSEkZeg47s98JIYR4mlhlv584cQKZmZn2+mAw2Od+Pp+v13HMdQDQ3d2N+fPn45FHHsGkSZOGXE5gCJb6/v37MXv2bOTn58Pn82HXrl2O330+n+vygx/8wN5m5syZvX6/6667hnUhhBBCyEiSmZnpWKKJ+rhx45CcnNzLKm9oaOhlvQNAc3MzDh48iKVLlyIlJQUpKSl49NFH8V//9V9ISUnBnj17BlzGQYt6a2srpkyZgvXr17v+XldX51ieeeYZ+Hw+zJkzx7Hd4sWLHds9+eSTgy0KIYQQ0i/nOlEuEAiguLgYVVVVjvVVVVWYMWNGr+0zMzNx5MgRHD582F6WLFmCz3zmMzh8+DCuuuqqAZ970O730tJSlJaWRv09NzfX8f0Xv/gFZs2ahb/6q79yrE9LS+u1LSGEEBJrRmPwmfLycnz961/HtGnTMH36dDz11FOora3FkiVLAAAVFRU4efIktm7diqSkJBQVFTn2Hz9+PEKhUK/1/TGiMfW//OUveOmll/DTn/6012/btm3Ds88+i5ycHJSWlmLlypXIyMhwPU44HHZkGTY1NY1YmQkhhHiL0RD1efPm4fTp03j00UdRV1eHoqIi7N69GxMnTgTwiVe7vz7rQ8FnDeNKfT4fdu7ciTvuuMP199WrV+Pxxx/Hn//8Z4RCIXv9008/jcLCQuTm5uLo0aOoqKjAX//1X/dyVQirVq3CI488MtRiEkIIOU9pbGx0JJ/FkqamJmRlZaG4uHhYGeVdXV2orq4e0bLGihG11J955hl87Wtfcwg68Ek8XSgqKsKll16KadOm4a233sKVV17Z6zgVFRUoLy+3vzc1NaGgoGDkCk4IIcRTxNP47cNhxET9tddewzvvvIMdO3b0u+2VV14Jv9+P48ePu4p6MBjst+sAIYQQ4gYndIkBmzZtQnFxMaZMmdLvtm+//TY6OzuRl5c3UsUhhBBCPM+gLfWWlha8++679veamhocPnwY2dnZmDBhAoBP3OP/+q//ijVr1vTa/7333sO2bdtwyy23YNy4cTh27BiWL1+OqVOn4pprrhnGpRBCCCG9SSRLfdCifvDgQcyaNcv+LrHuBQsWYMuWLQCA7du3w7IsfPWrX+21fyAQwG9+8xv86Ec/QktLCwoKCnDrrbdi5cqVSE5OHuJlEEIIIe4kkqgPK/t9tJCMRkIIIfHNuch+v+KKK4ZlNHZ3d+Pw4cPMfieEEEJGm0Sy1CnqhBBCPE0iiTqnXiWEEEI8Ai11QgghniaRLHWKOiGEEE9DUSeEEEI8QiKJOmPqhBBCiEegpU4IIcTTJJKlTlEnhBDiaRJJ1Ol+J4QQQjwCLXVCCCGeJpEsdYo6IYQQT5NIok73OyGEEOIRaKkTQgjxNIlkqVPUCSGEeJpEEnW63wkhhBCPQEudEEKIp0kkS52iTgghxNNQ1AkhhBCPkEiizpg6IYQQ4hFoqRNCCPE88WRtDweKOiGEEE9D9zshhBBC4g5a6oQQQjxNIlnqFHVCCCGeJpFEne53QgghxCPQUieEEOJpEslSp6gTQgjxNIkk6nS/E0IIIR6BljohhBBPQ0s9CpWVlfjsZz+LjIwMjB8/HnfccQfeeecdxzaWZWHVqlXIz89HamoqZs6cibffftuxTTgcxrJlyzBu3Dikp6fj9ttvx0cffTT8qyGEEEIMRNSHs8QLgxL1ffv24cEHH8Qbb7yBqqoqdHV1oaSkBK2trfY2q1evxtq1a7F+/Xq8+eabyM3NxY033ojm5mZ7m7KyMuzcuRPbt2/H66+/jpaWFtx2223o7u6O3ZURQgghGD1R37BhAwoLCxEKhVBcXIzXXnst6rYvvPACbrzxRlx00UXIzMzE9OnT8fLLLw/pYodMQ0ODBcDat2+fZVmW1dPTY+Xm5lqPP/64vU1HR4eVlZVl/eQnP7Esy7LOnDlj+f1+a/v27fY2J0+etJKSkqxf/epXAzpvY2OjBYALFy5cuMT50tjYOBwZGpBW5OfnW5dccsmQl/z8/EGXdfv27Zbf77eefvpp69ixY9Y3v/lNKz093frwww9dt//mN79pff/737d+//vfW3/605+siooKy+/3W2+99dagrnlYiXKNjY0AgOzsbABATU0N6uvrUVJSYm8TDAZx3XXX4cCBAwCA6upqdHZ2OrbJz89HUVGRvQ0hhBASK6xRsNTXrl2LRYsW4b777sNll12GdevWoaCgABs3bnTdft26dfjOd76Dz372s7j00kvx2GOP4dJLL8Uvf/nLQZ13yIlylmWhvLwcn//851FUVAQAqK+vBwDk5OQ4ts3JycGHH35obxMIBHDhhRf22kb2NwmHwwiHw/b3pqamoRabEEJIgjFUYdb7A721JxgMIhgM9to+EomguroaK1ascKwvKSkZsPHa09OD5uZm22geKEO21JcuXYo//OEPeP7553v95vP5HN8ty+q1zqSvbSorK5GVlWUvBQUFQy02IYQQMiQKCgocWlRZWem63alTp9Dd3e1q4EYzXk3WrFmD1tZWzJ07d1BlHJKlvmzZMrz44ovYv38/LrnkEnt9bm4ugE+s8by8PHt9Q0ODfXG5ubmIRCL4+OOPHdZ6Q0MDZsyY4Xq+iooKlJeX29+bmpoo7IQQQgZErCz1EydOIDMz017vZqVrhmLgAsDzzz+PVatW4Re/+AXGjx8/qLIOylK3LAtLly7FCy+8gD179qCwsNDxe2FhIXJzc1FVVWWvi0Qi2Ldvny3YxcXF8Pv9jm3q6upw9OjRqKIeDAaRmZnpWAghhJCBEKuYuqlD0UR93LhxSE5O7mWVawM3Gjt27MCiRYvwL//yL7jhhhsGfa2DEvUHH3wQzz77LJ577jlkZGSgvr4e9fX1aG9vB/BJq6SsrAyPPfYYdu7ciaNHj2LhwoVIS0vD/PnzAQBZWVlYtGgRli9fjt/85jc4dOgQ/uEf/gGTJ08e0gUQQggh5xOBQADFxcUO4xUAqqqqohqvwCcW+sKFC/Hcc8/h1ltvHdrJB5MqjyhdEjZv3mxv09PTY61cudLKzc21gsGg9YUvfME6cuSI4zjt7e3W0qVLrezsbCs1NdW67bbbrNra2gGXg13auHDhwsUby7no0nbRRRdZOTk5Q14uuuiiQZdVurRt2rTJOnbsmFVWVmalp6dbH3zwgWVZlrVixQrr61//ur39c889Z6WkpFhPPPGEVVdXZy9nzpwZ1DX7LCuOhsr5b5qampCVlTXaxSCEEDJMGhsbRyykKloxbtw4JCUNvQd3T08PTp06NeiybtiwAatXr0ZdXR2Kiorwwx/+EF/4whcAAAsXLsQHH3yAvXv3AgBmzpyJffv29TrGggULsGXLlgGfk6JOCCFk1PCyqI8GnNCFEEKIp7ESaEIXijohhBBPQ1EnhBBCPEIiifqwxn4nhBBCyPkDLXVCCCGeJ56s7eFAUSeEEOJphivo8dQgoPudEEII8Qi01AkhhHiaRLLUKeqEEEI8TSKJOt3vhBBCiEegpU4IIcTTJJKlTlEnhBDiaRJJ1Ol+J4QQQjwCLXVCCCGeJpEsdYo6IYQQT0NRJ4QQQjxCIok6Y+qEEEKIR6ClTgghxNMkkqVOUSeEEOJpEknU6X4nhBBCPAItdUIIIZ4mkSx1ijohhBBPk0iiTvc7IYQQ4hFoqRNCCPE0iWSpU9QJIYR4mkQSdbrfCSGEEI9AS50QQoinSSRLnaJOCCHE01DUCSGEEI+QSKLOmDohhBDiEeLSUo+nVhMhhJDonKv3eaLoRlxa6s3NzaNdBEIIITFgJN/ngUAAubm5MTlWbm4uAoFATI41kvisOGy+9PT04J133sHf/u3f4sSJE8jMzBztIsU1TU1NKCgoYF0OE9Zj7GBdxobzuR4ty0JzczPy8/ORlDRy9mVHRwcikciwjxMIBBAKhWJQopElLt3vSUlJuPjiiwEAmZmZ593DGq+wLmMD6zF2sC5jw/laj1lZWSN+jlAoFBdiHCvi0v1OCCGEkN5Q1AkhhBCPELeiHgwGsXLlSgSDwdEuStzDuowNrMfYwbqMDazHxCMuE+UIIYQQ0pu4tdQJIYQQ4oSiTgghhHgEijohhBDiESjqhBBCiEeIW1HfsGEDCgsLEQqFUFxcjNdee220i3Res2rVKvh8Pseih0+0LAurVq1Cfn4+UlNTMXPmTLz99tujWOLzg/3792P27NnIz8+Hz+fDrl27HL8PpN7C4TCWLVuGcePGIT09Hbfffjs++uijc3gV5wf91eXChQt7PaNXX321YxvWJVBZWYnPfvazyMjIwPjx43HHHXfgnXfecWzD5zJxiUtR37FjB8rKyvDwww/j0KFDuPbaa1FaWora2trRLtp5zeWXX466ujp7OXLkiP3b6tWrsXbtWqxfvx5vvvkmcnNzceONNyb8OPutra2YMmUK1q9f7/r7QOqtrKwMO3fuxPbt2/H666+jpaUFt912G7q7u8/VZZwX9FeXAHDzzTc7ntHdu3c7fmddAvv27cODDz6IN954A1VVVejq6kJJSQlaW1vtbfhcJjBWHPK5z33OWrJkiWPd3/zN31grVqwYpRKd/6xcudKaMmWK6289PT1Wbm6u9fjjj9vrOjo6rKysLOsnP/nJOSrh+Q8Aa+fOnfb3gdTbmTNnLL/fb23fvt3e5uTJk1ZSUpL1q1/96pyV/XzDrEvLsqwFCxZYf//3fx91H9alOw0NDRYAa9++fZZl8blMdOLOUo9EIqiurkZJSYljfUlJCQ4cODBKpYoPjh8/jvz8fBQWFuKuu+7C+++/DwCoqalBfX29o06DwSCuu+461mkfDKTeqqur0dnZ6dgmPz8fRUVFrFsX9u7di/Hjx2PSpElYvHgxGhoa7N9Yl+40NjYCALKzswHwuUx04k7UT506he7ubuTk5DjW5+TkoL6+fpRKdf5z1VVXYevWrXj55Zfx9NNPo76+HjNmzMDp06ftemOdDo6B1Ft9fT0CgQAuvPDCqNuQTygtLcW2bduwZ88erFmzBm+++Sauv/56hMNhAKxLNyzLQnl5OT7/+c+jqKgIAJ/LRCcuZ2kDAJ/P5/huWVavdeQspaWl9ufJkydj+vTp+PSnP42f/vSndjIS63RoDKXeWLe9mTdvnv25qKgI06ZNw8SJE/HSSy/hzjvvjLpfItfl0qVL8Yc//AGvv/56r9/4XCYmcWepjxs3DsnJyb1akw0NDb1apiQ66enpmDx5Mo4fP25nwbNOB8dA6i03NxeRSAQff/xx1G2IO3l5eZg4cSKOHz8OgHVpsmzZMrz44ot49dVXcckll9jr+VwmNnEn6oFAAMXFxaiqqnKsr6qqwowZM0apVPFHOBzGH//4R+Tl5aGwsBC5ubmOOo1EIti3bx/rtA8GUm/FxcXw+/2Oberq6nD06FHWbT+cPn0aJ06cQF5eHgDWpWBZFpYuXYoXXngBe/bsQWFhoeN3PpcJzqil6A2D7du3W36/39q0aZN17Ngxq6yszEpPT7c++OCD0S7aecvy5cutvXv3Wu+//771xhtvWLfddpuVkZFh19njjz9uZWVlWS+88IJ15MgR66tf/aqVl5dnNTU1jXLJR5fm5mbr0KFD1qFDhywA1tq1a61Dhw5ZH374oWVZA6u3JUuWWJdccon1yiuvWG+99ZZ1/fXXW1OmTLG6urpG67JGhb7qsrm52Vq+fLl14MABq6amxnr11Vet6dOnWxdffDHr0uB//I//YWVlZVl79+616urq7KWtrc3ehs9l4hKXom5ZlvXEE09YEydOtAKBgHXllVfa3TmIO/PmzbPy8vIsv99v5efnW3feeaf19ttv27/39PRYK1eutHJzc61gMGh94QtfsI4cOTKKJT4/ePXVVy0AvZYFCxZYljWwemtvb7eWLl1qZWdnW6mpqdZtt91m1dbWjsLVjC591WVbW5tVUlJiXXTRRZbf77cmTJhgLViwoFc9sS4t1zoEYG3evNnehs9l4sKpVwkhhBCPEHcxdUIIIYS4Q1EnhBBCPAJFnRBCCPEIFHVCCCHEI1DUCSGEEI9AUSeEEEI8AkWdEEII8QgUdUIIIcQjUNQJIYQQj0BRJ4QQQjwCRZ0QQgjxCBR1QgghxCP8f0zWy8RIMX9jAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pd.Series(maps_scale_and_sum[idx].flatten()).plot.hist(\n", + " bins=100, alpha=0.5, label=\"V\", logy=True\n", + ")\n", + "plt.show()\n", + "plt.imshow(maps_scale_and_sum[idx].mean(2), cmap=\"gray\")\n", + "plt.colorbar()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can solve the more general problem:\n", + "\n", + "$$\n", + "\\min_{V^\\prime \\in \\Delta^{n+1}, a \\in \\mathbb{R}_+, b \\in \\mathbb{R}} ||V^\\prime-aV+b||^2\n", + "$$" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "===============================================================================\n", + " CVXPY \n", + " v1.5.3 \n", + "===============================================================================\n", + "(CVXPY) Mar 13 07:31:06 PM: Your problem has 102 variables, 101 constraints, and 0 parameters.\n", + "(CVXPY) Mar 13 07:31:06 PM: It is compliant with the following grammars: DCP, DQCP\n", + "(CVXPY) Mar 13 07:31:06 PM: (If you need to solve this problem multiple times, but with different data, consider using parameters.)\n", + "(CVXPY) Mar 13 07:31:06 PM: CVXPY will first compile your problem; then, it will invoke a numerical solver to obtain a solution.\n", + "(CVXPY) Mar 13 07:31:06 PM: Your problem is compiled with the CPP canonicalization backend.\n", + "-------------------------------------------------------------------------------\n", + " Compilation \n", + "-------------------------------------------------------------------------------\n", + "(CVXPY) Mar 13 07:31:06 PM: Compiling problem (target solver=CLARABEL).\n", + "(CVXPY) Mar 13 07:31:06 PM: Reduction chain: Dcp2Cone -> CvxAttr2Constr -> ConeMatrixStuffing -> CLARABEL\n", + "(CVXPY) Mar 13 07:31:06 PM: Applying reduction Dcp2Cone\n", + "(CVXPY) Mar 13 07:31:06 PM: Applying reduction CvxAttr2Constr\n", + "(CVXPY) Mar 13 07:31:06 PM: Applying reduction ConeMatrixStuffing\n", + "(CVXPY) Mar 13 07:31:06 PM: Applying reduction CLARABEL\n", + "(CVXPY) Mar 13 07:31:06 PM: Finished problem compilation (took 7.828e-03 seconds).\n", + "-------------------------------------------------------------------------------\n", + " Numerical solver \n", + "-------------------------------------------------------------------------------\n", + "(CVXPY) Mar 13 07:31:06 PM: Invoking solver CLARABEL to obtain a solution.\n", + "-------------------------------------------------------------\n", + " Clarabel.rs v0.9.0 - Clever Acronym \n", + "\n", + " (c) Paul Goulart \n", + " University of Oxford, 2022 \n", + "-------------------------------------------------------------\n", + "\n", + "problem:\n", + " variables = 203\n", + " constraints = 303\n", + " nnz(P) = 1\n", + " nnz(A) = 1102\n", + " cones (total) = 2\n", + " : Zero = 1, numel = 2\n", + " : Nonnegative = 1, numel = 301\n", + "\n", + "settings:\n", + " linear algebra: direct / qdldl, precision: 64 bit\n", + " max iter = 200, time limit = Inf, max step = 0.990\n", + " tol_feas = 1.0e-8, tol_gap_abs = 1.0e-8, tol_gap_rel = 1.0e-8,\n", + " static reg : on, ϵ1 = 1.0e-8, ϵ2 = 4.9e-32\n", + " dynamic reg: on, ϵ = 1.0e-13, δ = 2.0e-7\n", + " iter refine: on, reltol = 1.0e-13, abstol = 1.0e-12,\n", + " max iter = 10, stop ratio = 5.0\n", + " equilibrate: on, min_scale = 1.0e-4, max_scale = 1.0e4\n", + " max iter = 10\n", + "\n", + "iter pcost dcost gap pres dres k/t μ step \n", + "---------------------------------------------------------------------------------------------\n", + " 0 +7.1418e-47 +1.0000e-02 1.00e-02 9.75e-01 2.90e-01 1.00e+00 1.01e+00 ------ \n", + " 1 +6.9421e-03 -2.4102e-01 2.48e-01 8.82e-01 1.41e-01 4.88e-03 5.00e-01 5.75e-01 \n", + " 2 +2.2010e-05 +9.2645e-03 9.24e-03 2.81e-01 1.15e-01 3.23e-02 4.80e-01 7.35e-01 \n", + " 3 +6.0788e-05 -1.3341e-04 1.94e-04 7.76e-03 2.49e-03 3.13e-04 1.06e-02 9.79e-01 \n", + " 4 +2.9077e-05 -1.7053e-05 4.61e-05 6.30e-04 2.23e-04 6.50e-06 1.15e-03 9.03e-01 \n", + " 5 +6.7766e-06 -8.3513e-06 1.51e-05 1.42e-05 5.01e-06 1.62e-06 1.89e-04 9.90e-01 \n", + " 6 +1.5250e-06 -2.0168e-06 3.54e-06 1.73e-07 6.11e-08 4.06e-07 2.83e-05 9.90e-01 \n", + " 7 +3.3867e-07 -4.6192e-07 8.01e-07 2.14e-09 7.55e-10 1.01e-07 4.23e-06 9.90e-01 \n", + " 8 +7.4283e-08 -1.0396e-07 1.78e-07 2.62e-11 9.27e-12 2.43e-08 6.30e-07 9.90e-01 \n", + " 9 +1.6119e-08 -2.3065e-08 3.92e-08 3.20e-13 1.11e-13 5.68e-09 9.35e-08 9.90e-01 \n", + " 10 +3.4659e-09 -5.0528e-09 8.52e-09 3.50e-15 1.70e-13 1.30e-09 1.38e-08 9.90e-01 \n", + "---------------------------------------------------------------------------------------------\n", + "Terminated with status = Solved\n", + "solve time = 1.273617ms\n", + "-------------------------------------------------------------------------------\n", + " Summary \n", + "-------------------------------------------------------------------------------\n", + "(CVXPY) Mar 13 07:31:06 PM: Problem status: optimal\n", + "(CVXPY) Mar 13 07:31:06 PM: Optimal value: 4.771e-11\n", + "(CVXPY) Mar 13 07:31:06 PM: Compilation took 7.828e-03 seconds\n", + "(CVXPY) Mar 13 07:31:06 PM: Solver (including time spent in interface) took 2.077e-03 seconds\n" + ] + }, + { + "data": { + "text/plain": [ + "4.771443735601064e-11" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import cvxpy as cp\n", + "\n", + "# Define problem dimensions\n", + "n = len(v) - 1 # Example size, can be adjusted\n", + "V = v.clone() # np.random.randn(n+1) # Example V vector\n", + "V[-3:] = V.min() - (V.max() - V.min())\n", + "\n", + "# Define variables\n", + "V_prime = cp.Variable(n + 1)\n", + "a = cp.Variable(nonneg=True) # a >= 0\n", + "b = cp.Variable()\n", + "\n", + "# Define objective function\n", + "objective = cp.Minimize(cp.norm(V_prime - a * V + b, 1) ** 2)\n", + "# objective = cp.Minimize(cp.sum_squares(cp.pos(V_prime - a * V + b)))\n", + "\n", + "\n", + "# Define constraints\n", + "constraints = [\n", + " cp.sum(V_prime) == 1, # Probability simplex constraint\n", + " V_prime >= 0, # Non-negativity constraint\n", + " # cp.sum(a * V + b) == 1,\n", + "]\n", + "\n", + "# Define and solve the problem\n", + "problem = cp.Problem(\n", + " objective,\n", + " constraints,\n", + ")\n", + "problem.solve(solver=\"CLARABEL\", verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.0125427317741929\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "v_normed = scale_and_sum_normalization(v)\n", + "vab_normed = scale_and_sum_normalization(vab)\n", + "print(cp.norm(v_normed - vab_normed, 1).value ** 2)\n", + "plt.plot(\n", + " vab_normed,\n", + " label=r\"$\\frac{V_{ab} - \\min(V_{ab})}{||V_{ab} - \\min(V_{ab})||_1} \\in \\Delta^{101}$\",\n", + " marker=\"o\",\n", + ")\n", + "plt.plot(\n", + " v_normed,\n", + " label=r\"$\\frac{V - \\min(V)}{||V - \\min(V)||_1} \\in \\Delta^{101}$\",\n", + " marker=\"x\",\n", + ")\n", + "plt.plot(\n", + " V_prime.value,\n", + " label=\"V projected to simplex, also optimizing a,b\",\n", + " marker=\"x\",\n", + ")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "===============================================================================\n", + " CVXPY \n", + " v1.5.3 \n", + "===============================================================================\n", + "(CVXPY) Mar 13 07:32:43 PM: Your problem has 102 variables, 101 constraints, and 0 parameters.\n", + "(CVXPY) Mar 13 07:32:43 PM: It is compliant with the following grammars: DCP, DQCP\n", + "(CVXPY) Mar 13 07:32:43 PM: (If you need to solve this problem multiple times, but with different data, consider using parameters.)\n", + "(CVXPY) Mar 13 07:32:43 PM: CVXPY will first compile your problem; then, it will invoke a numerical solver to obtain a solution.\n", + "(CVXPY) Mar 13 07:32:43 PM: Your problem is compiled with the CPP canonicalization backend.\n", + "-------------------------------------------------------------------------------\n", + " Compilation \n", + "-------------------------------------------------------------------------------\n", + "(CVXPY) Mar 13 07:32:43 PM: Compiling problem (target solver=CLARABEL).\n", + "(CVXPY) Mar 13 07:32:43 PM: Reduction chain: Dcp2Cone -> CvxAttr2Constr -> ConeMatrixStuffing -> CLARABEL\n", + "(CVXPY) Mar 13 07:32:43 PM: Applying reduction Dcp2Cone\n", + "(CVXPY) Mar 13 07:32:43 PM: Applying reduction CvxAttr2Constr\n", + "(CVXPY) Mar 13 07:32:43 PM: Applying reduction ConeMatrixStuffing\n", + "(CVXPY) Mar 13 07:32:43 PM: Applying reduction CLARABEL\n", + "(CVXPY) Mar 13 07:32:43 PM: Finished problem compilation (took 6.992e-03 seconds).\n", + "-------------------------------------------------------------------------------\n", + " Numerical solver \n", + "-------------------------------------------------------------------------------\n", + "(CVXPY) Mar 13 07:32:43 PM: Invoking solver CLARABEL to obtain a solution.\n", + "-------------------------------------------------------------\n", + " Clarabel.rs v0.9.0 - Clever Acronym \n", + "\n", + " (c) Paul Goulart \n", + " University of Oxford, 2022 \n", + "-------------------------------------------------------------\n", + "\n", + "problem:\n", + " variables = 202\n", + " constraints = 202\n", + " nnz(P) = 100\n", + " nnz(A) = 601\n", + " cones (total) = 2\n", + " : Zero = 1, numel = 101\n", + " : Nonnegative = 1, numel = 101\n", + "\n", + "settings:\n", + " linear algebra: direct / qdldl, precision: 64 bit\n", + " max iter = 200, time limit = Inf, max step = 0.990\n", + " tol_feas = 1.0e-8, tol_gap_abs = 1.0e-8, tol_gap_rel = 1.0e-8,\n", + " static reg : on, ϵ1 = 1.0e-8, ϵ2 = 4.9e-32\n", + " dynamic reg: on, ϵ = 1.0e-13, δ = 2.0e-7\n", + " iter refine: on, reltol = 1.0e-13, abstol = 1.0e-12,\n", + " max iter = 10, stop ratio = 5.0\n", + " equilibrate: on, min_scale = 1.0e-4, max_scale = 1.0e4\n", + " max iter = 10\n", + "\n", + "iter pcost dcost gap pres dres k/t μ step \n", + "---------------------------------------------------------------------------------------------\n", + " 0 +5.4891e-35 +1.0000e-02 1.00e-02 8.93e-01 1.06e+00 1.00e+00 1.01e+00 ------ \n", + " 1 +2.6126e-03 -2.3676e-01 2.39e-01 6.35e-01 4.96e-01 4.88e-03 5.00e-01 5.75e-01 \n", + " 2 +1.0866e-06 +9.3316e-03 9.33e-03 7.51e-02 1.04e-01 2.42e-02 5.49e-01 4.53e-01 \n", + " 3 +1.7933e-07 +9.3446e-06 9.17e-06 1.24e-03 1.59e-03 2.38e-04 8.57e-03 9.84e-01 \n", + " 4 +2.3095e-11 -5.3905e-08 5.39e-08 1.23e-05 1.59e-05 2.57e-06 9.36e-05 9.90e-01 \n", + " 5 +2.3145e-15 -5.5615e-10 5.56e-10 1.23e-07 1.59e-07 2.58e-08 9.37e-07 9.90e-01 \n", + " 6 +2.3146e-19 -5.5632e-12 5.56e-12 1.23e-09 1.59e-09 2.58e-10 9.37e-09 9.90e-01 \n", + "---------------------------------------------------------------------------------------------\n", + "Terminated with status = Solved\n", + "solve time = 609.955µs\n", + "-------------------------------------------------------------------------------\n", + " Summary \n", + "-------------------------------------------------------------------------------\n", + "(CVXPY) Mar 13 07:32:43 PM: Problem status: optimal\n", + "(CVXPY) Mar 13 07:32:43 PM: Optimal value: 2.315e-19\n", + "(CVXPY) Mar 13 07:32:43 PM: Compilation took 6.992e-03 seconds\n", + "(CVXPY) Mar 13 07:32:43 PM: Solver (including time spent in interface) took 1.261e-03 seconds\n" + ] + }, + { + "data": { + "text/plain": [ + "2.3145124421453817e-19" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import cvxpy as cp\n", + "\n", + "\n", + "# Define problem dimensions\n", + "n = len(v) - 1 # Example size, can be adjusted\n", + "vo = v.clone() # np.random.randn(n+1) # Example V vector\n", + "vo[-3:] = vo.min() - (vo.max() - vo.min())\n", + "\n", + "\n", + "# Define clipping thresholds based on robust statistics\n", + "V_median = np.median(vo)\n", + "V_mad = np.median(np.abs(vo - V_median)) # Median absolute deviation\n", + "V_min = V_median - 2 * V_mad\n", + "V_max = V_median + 2 * V_mad\n", + "\n", + "# Precompute clipped V\n", + "voclipped = np.clip(vo, V_min, V_max)\n", + "\n", + "# Define optimization variables\n", + "V_prime = cp.Variable(n + 1)\n", + "a = cp.Variable(nonneg=True) # a >= 0\n", + "b = cp.Variable()\n", + "\n", + "# Define objective function\n", + "objective = cp.Minimize(cp.sum_squares(V_prime - a * voclipped + b))\n", + "\n", + "# Define constraints\n", + "constraints = [\n", + " cp.sum(V_prime) == 1, # Probability simplex constraint\n", + " V_prime >= 0, # Non-negativity constraint\n", + "]\n", + "\n", + "# Define and solve the problem\n", + "problem = cp.Problem(objective, constraints)\n", + "problem.solve(\"CLARABEL\", verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "v_normed = scale_and_sum_normalization(v)\n", + "vo_normed = scale_and_sum_normalization(vo)\n", + "V_clipped_normed = scale_and_sum_normalization(voclipped)\n", + "\n", + "plt.plot(\n", + " v_normed,\n", + " label=r\"V normed\",\n", + " marker=\"x\",\n", + ")\n", + "plt.plot(\n", + " vo_normed,\n", + " label=r\"$V_o$ normed\",\n", + " marker=\"o\",\n", + ")\n", + "plt.plot(\n", + " V_clipped_normed,\n", + " label=r\"$V_o$ clipped normed\",\n", + " marker=\"o\",\n", + ")\n", + "plt.plot(\n", + " V_prime.value,\n", + " label=\"Vo clipped projected to simplex, also optimizing a,b\",\n", + " marker=\"x\",\n", + ")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Manual check of submissions" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [], + "source": [ + "from glob import glob\n", + "from natsort import natsorted\n", + "import os\n", + "\n", + "num_to_flabour_dict = {\n", + " # round 2\n", + " 12: \"Neapolitan 2\",\n", + " 21: \"Salted Caramel 2\",\n", + " 20: \"Rocky Road 2\",\n", + " 23: \"Mint Chocolate Chip 1\",\n", + " 16: \"Vanilla 2\",\n", + " 15: \"Cherry 2\",\n", + " 26: \"Salted Caramel 5\",\n", + " 24: \"Bubble Gum 1\",\n", + " 25: \"Salted Caramel 4\",\n", + " 19: \"Rocky Road 3\",\n", + " 14: \"Pina Colada 1\",\n", + " 22: \"Salted Caramel 3\",\n", + " 18: \"Peanut Butter 2\",\n", + " 13: \"Chocolate 2\",\n", + " 29: \"test_mango_identical\",\n", + " 17: \"Cookie Dough 2\",\n", + " 99: \"Noise\",\n", + " # round 1\n", + " 4: \"Neapolitan\",\n", + " 6: \"Rocky Road\",\n", + " 7: \"Peanut Butter\",\n", + " 2: \"Black Raspberry\",\n", + " 10: \"Mango\",\n", + " 9: \"Vanilla\",\n", + " 8: \"Chocolate Chip\",\n", + " 5: \"Cookie Dough\",\n", + " 1: \"Salted Caramel\",\n", + " 3: \"Chocolate\",\n", + " 11: \"Cherry\",\n", + " 0: \"Coffee\",\n", + "}\n", + "\n", + "submissions_d = {}" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nr = 6\n", + "nc = 5\n", + "n_subs = nr * nc\n", + "base = 4\n", + "submissions = natsorted(\n", + " glob(\n", + " \"/mnt/home/smbp/ceph/smbpchallenge/round?/set?/processed_submissions/submission_*.pt\"\n", + " )[:n_subs]\n", + ")\n", + "\n", + "fix, axes = plt.subplots(nr, nc, figsize=(base * nc, base * nr))\n", + "plot_idx = 0\n", + "for fname in submissions:\n", + " num = int(os.path.basename(fname).split(\"_\")[1].split(\".\")[0])\n", + " if num not in num_to_flabour_dict or not os.path.isfile(fname):\n", + " plot_idx -= 1\n", + " continue\n", + " flavour = num_to_flabour_dict[num]\n", + " plt_row = plot_idx // nc\n", + " plt_col = plot_idx % nc\n", + " axes[plt_row, plt_col].set_title(flavour)\n", + "\n", + " if fname in submissions_d:\n", + " print(f\"Skipping {fname}\")\n", + " else:\n", + " submission = torch.load(fname, weights_only=False)\n", + " submissions_d[fname] = submission\n", + " maps = submission[\"volumes\"]\n", + " n_vols = maps.shape[0]\n", + "\n", + " maps_scale_and_sum = normalize(\n", + " maps.clone().reshape(n_vols, -1), method=\"scale_and_sum\"\n", + " ).reshape(maps.shape)\n", + " for idx in range(n_vols):\n", + " pd.Series(maps_scale_and_sum[idx].flatten()).plot.hist(\n", + " bins=20,\n", + " alpha=0.25,\n", + " label=\"V\",\n", + " color=\"gray\",\n", + " logy=True,\n", + " ax=axes[plt_row, plt_col],\n", + " histtype=\"step\",\n", + " )\n", + " plot_idx += 1" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "cryo_challenge", + "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": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/src/cryo_challenge/_map_to_map/map_to_map_distance.py b/src/cryo_challenge/_map_to_map/map_to_map_distance.py index f9c136ed..2388f57b 100644 --- a/src/cryo_challenge/_map_to_map/map_to_map_distance.py +++ b/src/cryo_challenge/_map_to_map/map_to_map_distance.py @@ -12,10 +12,46 @@ from .gromov_wasserstein.gw_weighted_voxels import get_distance_matrix_dask_gw +def vectorized_simplex_projection(Y: torch.Tensor) -> torch.Tensor: + """ + Projects each row of Y onto the probability simplex. + + Args: + Y (torch.Tensor): Input tensor of shape (N, D) + + Returns: + torch.Tensor: Projected tensor onto the probability simplex + + Notes: + ------ + From Wang, W., & Carreira-Perpiñán, M. Á. (2013). Projection onto the probability simplex: An efficient algorithm with a simple proof, and an application, (2008), 1–5. + """ + N, D = Y.shape + X = torch.sort(Y, dim=1, descending=True).values + cumsum_X = torch.cumsum(X, dim=1) + rho = (X > (cumsum_X - 1) / torch.arange(1, D + 1, device=Y.device)).sum(dim=1) - 1 + lambda_ = (cumsum_X[torch.arange(N), rho] - 1) / (rho + 1) + + return torch.maximum(Y - lambda_.unsqueeze(1), torch.tensor(0.0, device=Y.device)) + + +def scale_and_sum_normalization(v): + v_normed = v - v.min() + v_normed /= v_normed.sum() + return v_normed + + def normalize(maps, method): if method == "median_zscore": maps -= maps.median(dim=1, keepdim=True).values maps /= maps.std(dim=1, keepdim=True) + elif method == "scale_and_sum": + maps -= maps.min(dim=1, keepdim=True).values + maps /= maps.sum(dim=1, keepdim=True) + elif method == "simplex_projection": + flat_maps = maps.reshape(len(maps), -1) + flat_maps_normed = vectorized_simplex_projection(flat_maps) + maps = flat_maps_normed.reshape(maps.shape) else: raise NotImplementedError(f"Normalization method {method} not implemented.") return maps