{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualize metadata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook shows a few examples of how to use the `poligrain` functions to visualize CML meta data. \n", "\n", "*To add: plotting SML & PWS meta data*\n", "\n", "All the functions rely on the [OpenSense](https://github.com/OpenSenseAction/OS_data_format_conventions) naming convention so that we can easily pass an `xarray.Dataset` or `DataArray` to the functions." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import xarray as xr\n", "\n", "import poligrain as plg" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting length vs. frequency" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the distribution of frequency against the corresponding length for the entire CML dataset. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Load example dataset\n", "ds_cmls = xr.open_dataset(\"../../tests/test_data/openMRG_CML_180minutes.nc\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Link length vs. frequency of the OpenMRG-CML dataset')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAesAAAGJCAYAAACqzxvwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABszklEQVR4nO3dd1xT5/4H8M8JI+wVSAKIgKh1V0vRct17tOCqWvfsElvHrXZaZ2u1dVSrVntdbUVbrFLsdStabUVR62qrVVRUkCUQBARCzvP7w1/OJQsSDCSB7/v14qXn5IzPORnfnPE84RhjDIQQQgixWiJLByCEEEJI5ahYE0IIIVaOijUhhBBi5ahYE0IIIVaOijUhhBBi5ahYE0IIIVaOijUhhBBi5ahYE0IIIVaOijUhhBBi5SxWrO/cuQOO47B169Zqz/vFF19Ua90cx2H+/PnVmrc2devWDa1atbJ0DJN9/vnnaNSoEezs7NC2bVtLx6m3CgsLMWXKFMjlcnAchxkzZpi8jPnz54PjOOTk5Jg/ICFGeJpaUZfUSLHeunUrOI7DuXPnamLxdUp6ejrmz5+PixcvWjqKWRw6dAhz5sxBx44dsWXLFnz66aeWjlRvffrpp9i6dSvefPNNfPfddxg7dmyl08bHx9deOAP+/PNPjBkzBoGBgRCLxQgICMDo0aPx559/WjqaBnUB4TgOixcv1jvN6NGjwXEc3NzcNMZ369ZNmJfjODg7O6NNmzZYtWoVeJ7Xu6yCggJ88skneP755+Hp6QmxWIzg4GCMGDEC//3vf03KnpKSgtdffx2NGjWCk5MTPDw80LFjR3z55Zd4/PixMF1ISAg4jkOvXr30Luebb74RtqHiZ701fcH7/fffMX/+fOTn51s6CgBg3bp11f7SYW/eKMYLDg7G48eP4eDgYKkIViE9PR0LFixASEhInTgKPXbsGEQiETZt2gRHR0dLx6nXjh07hhdeeAHz5s2rctpPP/0UL7/8MgYNGlTzwQzYvXs3Ro4cCR8fH0yePBmhoaG4c+cONm3ahF27dmHnzp0YPHiwxfLp4+TkhB07duCjjz7SGF9UVISff/4ZTk5Oeudr0KABlixZAgDIyclBbGwsZs6ciezsbHzyySca0968eRN9+/ZFamoqBg8ejHHjxsHNzQ337t3Dvn378NJLL+Hbb7+t9MuY2n//+18MGzYMYrEY48aNQ6tWrVBWVoZTp05h9uzZ+PPPP7Fx40aN7UtMTERGRgbkcrnGsrZv3w4nJyeUlJQYta8s4ffff8eCBQswYcIEeHl5WToO1q1bB19fX0yYMMHkeS1WrDmOM/hCJrYrKysLzs7OVRZqnudRVlZGr4EalJWVhRYtWlg6hlFSUlIwduxYNGrUCL/++iv8/PyEx6ZPn47OnTtj7NixuHz5Mho1amTBpJoGDBiA3bt349KlS3j22WeF8T///DPKysrQr18/HDt2TGc+T09PjBkzRhh+44030KxZM6xZswYLFy6EnZ0dAKC8vByDBw9GZmYmTpw4gY4dO2osZ968eTh06BBUKlWVWW/fvo1XXnkFwcHBOHbsGPz9/YXHYmJicPPmTZ2j9I4dOyI5ORk//PADpk+fLoy/f/8+Tp48icGDB+Onn36qct3k6VnVNesJEybAzc0NaWlpGDRoENzc3ODn54d33nmnyhcjYwyvvfYaHB0dsXv3bpPzpKWlYdKkSZDJZBCLxWjZsiU2b96sMc3x48fBcRx+/PFHfPLJJ2jQoAGcnJzQs2dP3Lx5U2eZa9euRaNGjeDs7Iz27dvj5MmT6NatG7p16yYsLyIiAgAwceJE4ZSS9mmSv/76C927d4eLiwsCAwOxbNmyKrenVatW6N69u854nucRGBiIl19+WRi3c+dOhIeHw93dHR4eHmjdujW+/PLLKtehjeM4bNmyBUVFRTrbwnEcpk2bhu3bt6Nly5YQi8U4cOAAAOP2PfDkA2LQoEFwdXWFVCrFzJkzcfDgQXAch+PHjwvThYSE6P3mWnHfq5WWlmLevHlo3LgxxGIxgoKCMGfOHJSWlups27Rp0xAfH49WrVoJOdXbUFFaWhomT56MgIAAiMVihIaG4s0330RZWRlu3boFjuOwcuVKnfl+//13cByHHTt2VLqfs7KyMHnyZMhkMjg5OeHZZ5/Ftm3bhMfVr9Pbt2/jv//9r/Bc3LlzR+/yOI5DUVERtm3bJkyrvf/y8/OFoxNPT09MnDgRxcXFOsv6/vvvER4eDmdnZ/j4+OCVV17BvXv3Kt0e4Ml9DsXFxdi4caNGoQYAX19fbNiwAUVFRRqvffXp1mvXrmH48OHw8PCARCLB9OnT9R7tGZNNfZ+Ise+5yMhIhIaGIjY2VmP89u3b0a9fP/j4+FS57cCTI9iIiAg8evQIWVlZwvi4uDhcvXoVc+fO1SnUan369EH//v2rXMeyZctQWFiITZs2aRRqtcaNG2sUZHWuIUOG6Gzfjh074O3tjb59+xqzeUZTv848PT3h5eWF8ePH6z2FffnyZUyYMEE4lS+XyzFp0iQ8fPhQmGb+/PmYPXs2ACA0NFTnfbBlyxb06NEDUqkUYrEYLVq0wPr163XWde7cOfTt2xe+vr5wdnZGaGgoJk2apDENz/NYtWoVWrZsCScnJ8hkMrz++uvIy8sTpgkJCcGff/6JEydOCFm0P48qxWrAli1bGACWnJxscJrbt28zAGzLli3CuPHjxzMnJyfWsmVLNmnSJLZ+/Xo2dOhQBoCtW7dOZ97PP/+cMcZYeXk5GzduHBOLxeyXX36pMh8ANm/ePGE4IyODNWjQgAUFBbGFCxey9evXs+joaAaArVy5UpguMTGRAWDt2rVj4eHhbOXKlWz+/PnMxcWFtW/fXmMd69atYwBY586d2erVq9msWbOYj48PCwsLY127dhXWu3DhQgaAvfbaa+y7775j3333HUtJSWGMMda1a1cWEBDAgoKC2PTp09m6detYjx49GAC2b9++Srdx4cKFTCQSsQcPHmiMP3HiBAPA4uLiGGOMHTp0iAFgPXv2ZGvXrmVr165l06ZNY8OGDatyP2r77rvvWOfOnZlYLNbZFgCsefPmzM/Pjy1YsICtXbuW/fHHH0bv++LiYta0aVPm5OTE5syZw1atWsXCw8NZmzZtGACWmJgoTBscHMzGjx+vk69r167CvmeMMZVKxfr06cNcXFzYjBkz2IYNG9i0adOYvb09GzhwoMa8ANizzz7L/P392aJFi9iqVatYo0aNmIuLC8vJyRGmS0tLYwEBAcIyv/76azZ37lzWvHlzlpeXxxhjrGPHjiw8PFwn39SpU5m7uzsrKioyuI+Li4tZ8+bNmYODA5s5cyZbvXo169y5MwPAVq1axRh78rr67rvvmK+vL2vbtq3wXBQWFhp83sRiMevcubMw7e+//84YY2zevHnCa37IkCFs3bp1bMqUKQwAmzNnjsZyFi9ezDiOYyNGjGDr1q1jCxYsYL6+viwkJETYdkMCAgJYSEhIpdOEhISwBg0aCMPqbK1bt2ZRUVHsq6++YmPGjGEA2NixY6uVzdj3XMXPoA8++IA1bNiQ8TzPGGMsOzub2dvbsx07drDx48czV1dXjSxdu3ZlLVu21Nm+559/nnEcx4qLi4VxI0eOZADY/fv3K903xggMDGSNGjUyevrg4GD24osvCp8RN2/eFB5r27Yte/311/V+1qufl+zsbJPy8TzPunTpwkQiEZs6dSpbs2YN69Gjh/Aer1grvvjiC9a5c2e2cOFCtnHjRjZ9+nTm7OzM2rdvLzwPly5dEvbfypUrdd4HERERbMKECWzlypVszZo1rE+fPgwA++qrr4T1ZGZmMm9vb9a0aVP2+eefs2+++YZ9+OGHrHnz5hrZp0yZwuzt7dmrr77Kvv76a/buu+8yV1dXFhERwcrKyhhjjO3Zs4c1aNCANWvWTMhy6NAho/eP1RVrAGzhwoUa06qLo/a8n3/+OVMqlWzEiBHM2dmZHTx40Kh82sV68uTJzN/fX+NDlzHGXnnlFebp6Sm8edTFunnz5qy0tFSY7ssvv2QA2JUrVxhjjJWWljKJRMIiIiKYUqkUptu6dSsDoFEwkpOTdfaDWteuXRkA9u233wrjSktLmVwuZ0OHDq10G69fv84AsDVr1miMnzp1KnNzcxO2afr06czDw4OVl5dXujxj6ftwYuzJPheJROzPP//UGG/svl+1ahUDwH788UdhmqKiIta4ceNqF+vvvvuOiUQidvLkSY3pvv76awaA/fbbbxr5HR0dNT6wLl26pLOPx40bx0Qikd7XvvpDZMOGDQwA+/vvv4XHysrKmK+vr97cFan3w/fff68xb2RkJHNzc2MFBQUa++HFF1+sdHlqrq6uetet/uCdNGmSxvjBgwcziUQiDN+5c4fZ2dmxTz75RGO6K1euMHt7e53xFeXn5zMAOl+QtKm/xKm3UZ0tOjpaY7qpU6cyAOzSpUsmZzP2PVfxM+jq1asMgPA6Wrt2LXNzc2NFRUUGi3WzZs1YdnY2y87OZteuXWOzZ89mAHSer3bt2jEvLy+dfVFYWCjMn52dzRQKRaX7TqFQGLWPK1K/fsrLy5lcLmeLFi1ijDH2119/MQDsxIkTZi3W8fHxDABbtmyZMK68vFz4MlrxM7LiFxq1HTt2MADs119/FcZ9/vnnDAC7ffu2zvT6ltG3b1+NLzR79uypspadPHmSAWDbt2/XGH/gwAGd8S1bttT4DDKFVbazfuONNzSGO3fujFu3bulMV1ZWhmHDhuGXX37Bvn370KdPH5PXxRjDTz/9hKioKDDGkJOTI/z17dsXCoUCFy5c0Jhn4sSJGtdkO3fuDABCxnPnzuHhw4d49dVXYW//v9sCRo8eDW9vb5Pyubm5aVzbcnR0RPv27fXuj4qaNm2Ktm3b4ocffhDGqVQq7Nq1C1FRUXB2dgYAeHl5oaioCIcPHzYpV3V07dpV4xqqKft+37598Pf31zh97+Ligtdee63aeeLi4tC8eXM0a9ZMY909evQAACQmJmpM36tXL4SFhQnDbdq0gYeHh/Bc8DyP+Ph4REVF4fnnn9dZH8dxAIDhw4fDyckJ27dvFx47ePAgcnJyNJ5rffbt2we5XI6RI0cK4xwcHPD222+jsLAQJ06cMHEvGEffe/Lhw4coKCgA8OTmMJ7nMXz4cI19KZfL0aRJE519WdGjR48AAO7u7pVmUD+uXqdaTEyMxvBbb70F4Mm+qk42U99zLVu2RJs2bYTLF7GxsRg4cCBcXFwMbsu1a9fg5+cHPz8/NGvWDJ9//jmio6N1LoEVFBTo3E0OAB9++KEwv5+fH0aNGmVwXerlAFXvY33s7OwwfPhwYfu2b9+OoKAg4XPPXPbt2wd7e3u8+eabGutWP58VqT+/AKCkpAQ5OTl44YUXAEDn89qQistQKBTIyclB165dcevWLSgUCgAQbkr75ZdfoFQq9S4nLi4Onp6e6N27t8brKzw8HG5ubpW+9k1hsRvMDHFyctK5ZuXt7a1x7l9tyZIlKCwsxP79+007919BdnY28vPzsXHjRo27ICuqeA0JABo2bKiTD4CQMTU1FcCTa0AV2dvbIyQkxKR8DRo0ED7kK67v8uXLVc47YsQIfPDBB0hLS0NgYCCOHz+OrKwsjBgxQphm6tSp+PHHH9G/f38EBgaiT58+GD58OPr162dSTmOEhoZqDJuy71NTU9G4cWOdffHMM89UO8+NGzfw999/67zetNetpv28A5qvzezsbBQUFFTZNt7LywtRUVGIjY3FokWLADz5AAwMDBS+KBiSmpqKJk2aQCTS/J7dvHlz4fGaUNlr3sPDAzdu3ABjDE2aNNE7f2WtPtQFRF20DTFU1LXXGRYWBpFIJFybNDVbdd5zo0aNwvLlyzFz5kz8/vvv+OCDDyrdlpCQEHzzzTfgeR4pKSn45JNPkJ2drXPDpbu7u8Z1WLWpU6fipZdeAgCNLxYqlQrZ2dka0/r4+MDDwwNA1fu4su1bvXo1Ll26hNjYWLzyyis6++hppaamwt/fX+fLib73eG5uLhYsWICdO3fqvE/VhbYqv/32G+bNm4fTp0/r3H+hUCjg6emJrl27YujQoViwYAFWrlyJbt26YdCgQRg1ahTEYjGAJ68vhUIBqVSqdz3a+arL6oq1+i5IY/Tt2xcHDhzAsmXL0K1bt2rdWaxu1zhmzBiMHz9e7zRt2rQxKiNjzOT1V+Vp1jVixAi8//77iIuLw4wZM/Djjz/C09NToxBLpVJcvHgRBw8exP79+7F//35s2bIF48aN07hpyRwqfpMFqrfvjWHoQ0SlUmnsT57n0bp1a6xYsULv9EFBQRrD5nzex40bh7i4OPz+++9o3bo1EhISMHXqVJ0ibC2q2nae58FxHPbv3693Wn1Hh2qenp7w9/ev8gvo5cuXERgYKBQeQ7Sff1OzVed5HjlyJN5//328+uqrkEgkVZ7lc3V11Wi/3LFjRzz33HP44IMPsHr1amF8s2bNcPHiReELt1rTpk3RtGlTAND43Lt3757Ol+LExER069YNAQEBuHr1aqW5DOnQoQPCwsIwY8YM3L59u8oj+Zo2fPhw/P7775g9ezbatm0LNzc38DyPfv36GWyrXlFKSgp69uyJZs2aYcWKFQgKCoKjoyP27duHlStXCsvgOA67du1CUlIS9u7di4MHD2LSpElYvnw5kpKShPVKpVKNM2UVGToYMJXVFWtTvPDCC3jjjTfw0ksvYdiwYdizZ4/GaWdj+Pn5wd3dHSqVymDjf1MFBwcDeNI+suId2eXl5bhz545GATL3t9OKQkND0b59e/zwww+YNm0adu/ejUGDBgnfCNUcHR0RFRWFqKgo8DyPqVOnYsOGDZg7d67O2QFzMmXfBwcH4+rVq2CMaeyz69ev60zr7e2t9w7S1NRUjWY/YWFhuHTpEnr27GmW58HPzw8eHh5GfSD269cPfn5+2L59Ozp06IDi4mKj2skGBwfj8uXL4Hleo7Bfu3ZNeLw6nnb7w8LCwBhDaGioUERM8dJLL+Gbb77BqVOn0KlTJ53HT548iTt37uD111/XeezGjRsaBermzZvgeV44i/W02YzRsGFDdOzYEcePH8ebb75p8udQmzZtMGbMGGzYsAHvvPOOcCbjpZdews6dO7F9+3bMmTOnyuXI5XKdS1rqJmUvvfQSNm7ciNOnTyMyMtKkfMCTLySLFy9G8+bNa6RPiODgYBw9ehSFhYUaX6C03+N5eXk4evQoFixYgI8//lgYf+PGDZ1lGnpd7927F6WlpUhISNA4a2TolPULL7yAF154AZ988gliY2MxevRo7Ny5E1OmTEFYWBiOHDmCjh076hyQGJvHGNb5Nd4EvXr1ws6dO3HgwAGMHTvWqG9VFdnZ2WHo0KH46aef9H7Iap9SMsbzzz8PiUSCb775BuXl5cL47du365zOd3V1BYAa62FnxIgRSEpKwubNm5GTk6NxChyAzik2kUgkfJlQN19SKpW4du0aHjx4YNZspuz7AQMGID09Hbt27RLGqZv6aAsLC0NSUhLKysqEcb/88otOM53hw4cjLS0N33zzjc4yHj9+jKKiIpO2RyQSYdCgQdi7d6/e3vsqHpnZ29tj5MiR+PHHH7F161a0bt3aqLMIAwYMQEZGhsa9COXl5VizZg3c3NzQtWtXkzKrubq6PtVrcMiQIbCzs8OCBQt0jkAZY3pP5VY0e/ZsODs74/XXX9eZNjc3F2+88QZcXFyEpjgVrV27VmN4zZo1ACA0Z3rabMZavHgx5s2bp/caqzHmzJkDpVKpcaZn+PDhaNGiBRYtWoSkpCS981XcJicnJ/Tq1UvjT33JYs6cOXB1dcWUKVOQmZmps5yUlJRKm2xOmTIF8+bNw/Lly6u1fVUZMGAAysvLNZpPqVQq4flUU5/50H4uV61apbNMQ5+v+pahUCiwZcsWjeny8vJ01qP+oqL+fBw+fDhUKpVwSaui8vJyjXU/zfusRo+sN2/erLcdqnZbvqc1aNAg4dSth4cHNmzYYNL8n332GRITE9GhQwe8+uqraNGiBXJzc3HhwgUcOXIEubm5Ji3P0dER8+fPx1tvvYUePXpg+PDhuHPnDrZu3YqwsDCNb1dhYWHw8vLC119/DXd3d7i6uqJDhw46p7Kqa/jw4XjnnXfwzjvvwMfHR+cIdsqUKcjNzUWPHj3QoEEDpKamYs2aNWjbtq1wHTQtLQ3NmzfH+PHjzd4/r7H7/tVXX8VXX32FcePG4fz58/D398d3332n9yaeKVOmYNeuXejXrx+GDx+OlJQUfP/99xo3hwHA2LFj8eOPP+KNN95AYmIiOnbsCJVKhWvXruHHH3/EwYMH9d4oVplPP/0Uhw4dQteuXfHaa6+hefPmePDgAeLi4nDq1CmNXpTGjRuH1atXIzExEUuXLjVq+a+99ho2bNiACRMm4Pz58wgJCcGuXbvw22+/YdWqVdW6gQgAwsPDceTIEaxYsQIBAQEIDQ1Fhw4djJ4/LCwMixcvxvvvv487d+5g0KBBcHd3x+3bt7Fnzx689tpreOeddwzO36RJE2zbtg2jR49G69atdXowy8nJwY4dO3SeQ+BJZx/R0dHo168fTp8+je+//x6jRo0SjiifNpuxunbtWu0vSwDQokULDBgwAP/5z38wd+5cSCQSODg4YM+ePejbty86deqEIUOGoHPnznB1dUVaWhoSEhJw9+5dvPjii1UuPywsDLGxsRgxYgSaN2+u0YPZ77//jri4uEp71goODjbpNxVWrFih8/4UiUQGr+dHRUWhY8eOeO+993Dnzh20aNECu3fv1rkG7eHhgS5dumDZsmVQKpUIDAzEoUOHcPv2bZ1lhoeHA3hyQ94rr7wCBwcHREVFoU+fPsIZxddffx2FhYX45ptvIJVKNQ5Ktm3bhnXr1mHw4MEICwvDo0eP8M0338DDwwMDBgwA8OR5f/3117FkyRJcvHgRffr0gYODA27cuIG4uDh8+eWXwo2x4eHhWL9+PRYvXozGjRtDKpVWeZ+KoFr3kFdBfTu/ob979+4ZbLqlr9mPuimAmnY7azV12+Z33nmn0nzQarrF2JP2dDExMSwoKIg5ODgwuVzOevbsyTZu3ChMo266pW6jrJ1Hu/nV6tWrWXBwMBOLxax9+/bst99+Y+Hh4axfv34a0/3888+sRYsWzN7eXmM5htpjjh8/ngUHB1e6jRV17NiRAWBTpkzReWzXrl2sT58+TCqVMkdHR9awYUP2+uuva7TPVm9fVc2K1NkMNd2KiYnRO48x+54xxlJTU1l0dDRzcXFhvr6+bPr06ULziIpNtxhjbPny5SwwMJCJxWLWsWNHdu7cOZ2mW4w9afa0dOlS1rJlSyYWi5m3tzcLDw9nCxYs0GgOYyi/vmZiqampbNy4cczPz4+JxWLWqFEjFhMTo9HcT61ly5ZMJBKZ1I42MzOTTZw4kfn6+jJHR0fWunVrvU3/TGm6de3aNdalSxfm7Oys8Vwbaoajfo9rN4n56aefWKdOnZirqytzdXVlzZo1YzExMez69etG5bh8+TIbOXIk8/f3F14LI0eOFJpFVqTO9tdff7GXX36Zubu7M29vbzZt2jT2+PFjnemNyWbse87QZ5C++YxtZ80YY8ePH9f7+ZSfn88WLlzI2rVrx9zc3JijoyMLCgpiL7/8Mtu7d2+lGbT9888/7NVXX2UhISHM0dGRubu7s44dO7I1a9awkpISYTpjXj+VNd3S92dnZ1fp8h4+fMjGjh3LPDw8mKenJxs7diz7448/dD5f79+/zwYPHsy8vLyYp6cnGzZsGEtPT9e77xYtWsQCAwOZSCTSeM0mJCSwNm3aMCcnJxYSEsKWLl3KNm/erDHNhQsX2MiRI1nDhg2ZWCxmUqmUvfTSS+zcuXM62Tdu3MjCw8OZs7Mzc3d3Z61bt2Zz5sxh6enpwjQZGRnsxRdfZO7u7jrNeKvCMVYDd0URvXieh5+fH4YMGaL31Csx3fHjx9G9e3fhJhpb065dO/j4+ODo0aOWjmJz5s+fjwULFiA7Oxu+vr6WjkNIjbL5a9bWqqSkROdax7fffovc3FybLCrE/M6dO4eLFy9i3Lhxlo5CCLFyNn03uDVLSkrCzJkzMWzYMEgkEly4cAGbNm1Cq1atMGzYMEvHIxZ09epVnD9/HsuXL4e/v7/OTX+EEKKNinUNCQkJQVBQEFavXo3c3Fz4+Phg3Lhx+Oyzz+inI+u5Xbt2YeHChXjmmWewY8cO+uUxQkiV6Jo1IYQQYuXomjUhhBBi5aymWH/22WfgOA4zZswQxpWUlCAmJgYSiQRubm4YOnSo3sb8hBBCSF1mFdesk5OTsWHDBp0enGbOnIn//ve/wq+aTJs2DUOGDMFvv/1m9LJ5nkd6ejrc3d1rtGtPQggh1osxhkePHiEgIMBq++CvlNEtsmvIo0ePWJMmTdjhw4dZ165d2fTp0xljTzoBcHBw0OiA5O+//2YA2OnTp41e/r179yrtoIX+6I/+6I/+6s/fvXv3zF3GaoXFj6xjYmLw4osvolevXli8eLEw/vz581AqlRrdYzZr1gwNGzbE6dOnhd8u1VZaWir02QpAaOt8+/Ztk7piVCqVSExMRPfu3Sv9eT9rRNlrn63mBii7JdhqbsB2sz969AihoaHV7pLX0ixarHfu3IkLFy4gOTlZ57GMjAw4Ojpq9KUMADKZDBkZGQaXuWTJEixYsEBn/OnTpyv9MXh9XFxccObMGZPmsRaUvfbZam6AsluCreYGbDO7+jerbfVyqMWK9b179zB9+nQcPnzYrO1M33//fcyaNUsYLigoQFBQEPr06VPl7+BWpFQqcfjwYfTu3dumvj0ClN0SbDU3QNktwVZzA7abvaCgwNIRnorFivX58+eRlZWF5557ThinUqnw66+/4quvvsLBgwdRVlaG/Px8jaPrzMxMyOVyg8sVi8U6v9cMAA4ODtV6YVV3PmtA2WufreYGKLsl2GpuwPay21JWfSxWrHv27IkrV65ojJs4cSKaNWuGd999F0FBQXBwcMDRo0cxdOhQAE9+hPzu3bvV+uF0QgghxFZZrFi7u7ujVatWGuNcXV0hkUiE8ZMnT8asWbPg4+MDDw8PvPXWW4iMjDR4cxkhhBBSF1n8bvDKrFy5EiKRCEOHDkVpaSn69u2LdevWWToWIYQQUqusqlgfP35cY9jJyQlr167F2rVrLROIEEIIsQI22I0LIYQQUr9QsSaEEEKsHBXreoLneeTm5oLneUtHIYQQYiKrumZtzXieR35+Pjw8PFBQUAB7e3vExcUhNDQUfn5+cHR0RGhoKHJycnD58mW4u7ujXbt2ePDgAYKCglBYWAgXFxdcuXIFMpkMDx48gL+/PzIzM9G8eXNcuHAB169fR9OmTREZGQlHR0eUlJTg1KlTaNasGZycnODj4wMAGkWX53nk5eWhvLwcjx49gre3Nxo2bAgAKC8vR15eHk6cOIGYmBhkZ2dDLpdj9+7dwrKCg4ORmpqq8f/y8nLY29sjLCwMIpFI2O78/HyUlZUhLS0Nzz77LBwdHYUMubm5AAAfHx+hk3ztfebl5WWwA331MsrKyoRhY5+TypZbnWkJIcTaULE2QnJyMqKjo5GRkQGRSFQrR6etW7fWaYfu5uYGACgsLKx0XmdnZ+zYsQMSiQSPHz/WeCwjIwP/+te/jM7h6ekJhUIBjuOEftbV5s6diy5dumDEiBFCsZZIJNi/fz8A6OwzuVyOhIQEREREaCwnOTkZ/fv3x8OHD4XsYWFh+Omnn9CkSRO9Bbbic2JoudWZlhBCrBEV6yrwPI/o6GhkZWUJw7VBu1ADVRfpmqBQKABAp1ADwKJFi3TGPXz4ENHR0WCM6eyzrKwsREdHIz09Xeifl+d5REVF4eHDhxrLyc3NRWRkJBhjOgVW+znRt1w1U6YlhBBrRecDq6BQKJCRkUHXek2QkZGBzMxMnQLP8zwyMjKQn58vjMvPz0dmZqbe5ajnVxdY9XB+fr7Gc6JvuRWXb+y0hBBirahYV8HT0xNyuZyuc5pALpdDJpPpHLmKRCLI5XKNvt69vLwgk8kqXZ52gfXy8tJ4TvQtt+LyjZ2WEEKsFVWgKohEIiQkJEAqlVo6ikWYeqpYIpEgISEBe/fuFYqwulBKpVIkJCRoLFMkEmHv3r2QSCQ66zVUYLWfE33Lrbh8Y6clhBBrRcXaCBEREUhLS8ORI0eED30PDw+4urpqTOft7Q1vb28AT4rWqVOnsGfPHmFcReqbxdTee+89nd/b5jgO69atw6pVq3SKi1QqxcGDB5GZmYnr169j586den9UXSqVIi4uDn5+fsIyOI6Dr68vbty4gdLSUvzzzz+4efMmTp06BV9fXwCAr68vkpKScPr0aY1Ct2/fPly4cAGnT58Wfv1MLpfj0KFDePjwIbKzsxERESHsM/Ud3rm5uUhPT9d7Y1dERASysrKQk5ODW7duAQCOHj1aaYGtuHxDy63OtIQQYo3oBjMjiUQi9OzZEw8ePIBCoYCXlxcYY1AoFBpNk9TjvLy8hOISHR2NvLw8cBwHT09PYVqVSoV79+4hODgYIpEIQ4YMEe5alkql2Lt3L9q3bw8AiImJwb179xAUFIRHjx5pLF8qlaJp06YYNmwY8vLyoFKpcPr0aaSmpsLX1xccxyE4OFhYtkwmQ0JCAho3bgwAaNKkCQAgLCwMmZmZOvkrbnPFgpmWlqZ3fMV9pv6iou8Li/a0EokESqUSABAeHm7S8o15/oydlhBCrA0VaxNV/NDnOE6nGFUcV3Geiqd51Y/b29sjNDRUGK8+AtRXoCpOa6joaBe8isuobNmGtq+ycZWNNxcqsIQQ8gQVaytTkwWKih8hhNgmumZNCCGEWDk6sjaRuttKFxcX/PHHHygvL4eXl5fQ3Whubi5u374NLy8vhIWFobCwULim7ebmhtTUVLi6uuLRo0fw9PSEvb093NzckJycjGvXrqF3795wc3ODj48PysvLcenSJQQFBUEqlQo9gWl3N6pQKODu7o6ioiKEhoYKj6m7G83Ly4O3tzd8fX0hEolQXl6OlJQUAEBoaCjy8/OhUCgQHByM/Px8PHz4ECKRSG93o+puTUNDQ2Fvby9kMFd3o+Xl5SY/F9TdKCGkrqNibSSe53Hs2DGMHTsWGRkZJs2rr6vOqojFYpSWlgrDzs7OmDdvHpYtWyYURkPr8vX1xTfffANfX18UFxcLj3l4eOC1117D8uXLjc5jqLtRjuOwadMmBAUF1Uh3o+fOnUOHDh0MFljqbpQQUp9QsTZCcnIyoqKiDPa0VRVTCzUAjUINAI8fP8Z7771n1LrU3ZJqr7egoABffPGFSTkMdTfKGMOkSZN0pn/48CGioqLAcZxOd6OZmZl6uxuNjo7W6W60Z8+ecHZ2Rm5uLnU3Sgip9+h8YBXUH/bVLdT1UWZmpt4uWhljersbNXSmQn20Tt2NEkLqOyrWVVD3DU6MJ5PJ9HbRynGc3u5G1Z2rGELdjRJC6jsq1lVQ9w1Op0yNI5FIsHfvXo0uPtWFUt0Zi3Z3owkJCTrdjVZE3Y0SQuo7KtZVUH/YV/VjE8CTwq6PMYWhdevWen/4whBfX18cPHgQ+/fvh4eHh8Hp/Pz88Nlnn2lk8/b2RlxcHH766SeN7lMrdlfq5eWFpKQkJCUlCdN4e3sLBdPb21sosObqbvTQoUPw8/MD8OSucvXyqbtRQkh9RzeYGaFi718eHh44fvw4Ro8ejczMTEilUvz888945plnhC5EU1NT4eXlBS8vLxQUFAjNnirepCUSieDs7Izk5GT861//gr29PcrLyzW6FFU3efLw8EBubi4ePXqEhg0b6nQ3qm6epVQqkZaWhsDAQJw5c0aju9HZs2cLXZ56e3sL8w4aNEij+1R90+jrYtVQ16oVmdrdaO/evfHPP//gwIEDuHXrFuzt7am7UUIIARVro1X8sO/ZsyfS09MNdgsaFhYmDFf8YQ99unTpojGvdpei6n/9/PyEo87KujOVy+V6uxvV7vJU33ZxHGfUNJV1rfq01GcT1L+6RQWWEEKoWFcbFRJCCCG1ha5ZE0IIIVaOijUhhBBi5ahYE0IIIVaOijUhhBBi5ahYE0IIIVaOijUhhBBi5ahYE0IIIVaOijUhhBBi5ahYE0IIIVaOijUhhBBi5SxarNevX482bdrAw8MDHh4eiIyMxP79+4XHu3XrBo7jNP7eeOMNCyYmhBBCap9F+wZv0KABPvvsMzRp0gSMMWzbtg0DBw7EH3/8gZYtWwIAXn31VSxcuFCYx8XFxVJxCSGEEIuwaLGOiorSGP7kk0+wfv16JCUlCcXaxcUFcrncEvEIIYQQq2A1v7qlUqkQFxeHoqIiREZGCuO3b9+O77//HnK5HFFRUZg7d26lR9elpaUoLS0VhgsKCgAASqVS+OlIY6inNWUea0HZa5+t5gYouyXYam7AdrPbWl5tHGOMWTLAlStXEBkZiZKSEri5uSE2NhYDBgwAAGzcuBHBwcEICAjA5cuX8e6776J9+/bYvXu3weXNnz8fCxYs0BkfGxtLp9AJIaSeKi4uxqhRo6BQKODh4WHpOCazeLEuKyvD3bt3oVAosGvXLvznP//BiRMn0KJFC51pjx07hp49e+LmzZsICwvTuzx9R9ZBQUHIyckx6QlSKpU4fPgwevfuDQcHB9M3zIIoe+2z1dwAZbcEW80N2G72goIC+Pr62myxtvhpcEdHRzRu3BgAEB4ejuTkZHz55ZfYsGGDzrQdOnQAgEqLtVgshlgs1hnv4OBQrRdWdeezBpS99tlqboCyW4Kt5gZsL7stZdXH6tpZ8zyvcWRc0cWLFwEA/v7+tZiIEEIIsSyLHlm///776N+/Pxo2bIhHjx4hNjYWx48fx8GDB5GSkiJcv5ZIJLh8+TJmzpyJLl26oE2bNpaMTQghhNQqixbrrKwsjBs3Dg8ePICnpyfatGmDgwcPonfv3rh37x6OHDmCVatWoaioCEFBQRg6dCg++ugjS0YmhBBCap1Fi/WmTZsMPhYUFIQTJ07UYhpCCCHEOlndNWtCCCGEaKJiTQghhFg5KtaEEEKIlaNiTQghhFg5KtaEEEKIlaNibQV4nkdubi54ntf4f02toybnscQyCSGkrqNi/ZSetvgkJycjICAAEokEvr6+8PPzg0Qigb+/P3bv3o3y8nIAQHl5OVJSUoRhY3LwPI+srCz89NNPCAwMhEQiQWBgIJKTkzWmycnJQU5ODsrLy4VlnDlzRsilbx5D26z9WMXh5ORkjRxnzpwxet+Zsp+N/fJTcduf9ktMxe0lhBBzo2L9FLSLT8WCZgye59G/f39kZmYCAPLy8pCbmwvgSYcxQ4cOhVgsxpQpUyAWi9G4cWOIxWJs27at0hwXLlwAAAQHB0Mmk+Hll19GRkaGsNzo6GgwxpCcnAypVAo/Pz/4+fnB0dEREokEfn5+iIyMFHJpz2Nom7Uf27ZtmzAcEBCA3r17CzkyMjIQGRlp1L4zZT9XnFYqlUIqlRrMWnHbpVKpUc+fvizJyclo1qwZAKBZs2Ymvw4IIaRKrI5TKBQMAFMoFCbNV1ZWxuLj41lZWZnex1UqFZPL5UwkEjEATCQSMblcznieN3od2dnZDIDJfyKRiKlUKoM5goODWXx8PHN2dja4jJycHCaXy01ar3oefdusL4dIJGIcxzEAwr+Gtke9HO39bsp+1p7W0DpUKhWTyWQ601T1/BnKIpPJmKurK4uPj2eurq4mvw4srarXujWz1ey2mpsx281e3VpgLejIupry8/ORkZGhcfozIyMD+fn5Nb5unueRmppqMEdWVpbBeUUiEeRyOQAIR7nGkMlkwjz6tllfDp7nwf7/F1hZJb/EWtm+M2U/a09raB35+fnCWYOKqnr+DGXJzMy0yOuAEFJ/ULGuJi8vL8jlcohET3ahugh6eXkZvQwfHx9IJBKT1y0SiRAcHGwwh1QqNTivVCpFQkICvL29haJtzPoqzqNvm/XlEIlE4DhOGFb/X9/yDe07U/az9rSG1uHl5SV8+aioqufPUBaZTPZUrwNCCKkKFetqUhcwdWFUF0FDBcnQMvbv369RsLXnF4lEmDx5skYx2Lx5s8awdo4ffvgBAHR+YH3t2rVIT09HRESEMJ++dUskEmG8VCrF6dOn0b59+0q3Wd9jmzdvFoqiVCrFli1bhOGKX1Qq23em7GftabW3o2LWvXv3amy7RCKp8vkzlGXv3r3w8/MDAPj5+Zn8OiCEkCpZ+jx8Taupa9ZqKpWK5ebmPtU1SpVKxXJyctjDhw9ZeXk5y83NZWVlZezWrVvCtWmlUqkxXFkOdfaSkhKWlZXFUlJSKp1Pe93q67qGtsuUxyob1rccQ/vdlP1c1Tr0bbspz5++ZZaUlLD4+HhWWlpq9HKsha1eg2TMdrPbam7GbDc7XbMmYIxVek22KuqmQOXl5VCpVMjNzQVjDJ6enjrTVdY0SF8OxhhUKpVGsyx98/E8D47j4O3tLRx9enp6Ii8vT2cekUgkTKdN32MVc6m3VaVSVbocY5ZbmYrrrOz5UW+7qc+foWU+zeuAEEIMoWL9FJ626RYAbNu2DY6OjmjatClkMplGEy31cufNm/dUTbeaNm2qsTx1Tn3Nl44cOWK2dtbaubS3Y8uWLWZvZ01NtwghdVJtH8rXNmtuuqVUKvU2M6rq72mabnEcx+RyOSsvLzfYdMvb21ujqVXFbTt79qwwn1wuZ2fPnhW2R/sxiURi1PZVXI6+/V7ZOit7TrT3mXYzM+1pZDKZyU23ZDIZk8vl1HTLQmw1u63mZsx2s9Np8HrKHE23UlNTq9Xj1dM03WKMISMjA6mpqQabbuXl5WmczlVvW25uLqKjo4XlV+wshed5nccePnxo1PZVXI6+bTW0Tm2mNN3St+2ZmZkmN93KzMy0WBM+Qkj9QcW6mszRdCs4OFhvM6OqPE3TLY7jIJfLERwcbHTTLaB67azV66uKudpZm9J0S9+2y2Qyk5tuyWSyp34dEEJIVahYV5M5mm7Z29tj8+bNVc7j6upqlqZbwJOClJCQADs7O52mW1Vtq6ntrNXXjYEnbZg//vhjjUJasQ22OdpZm9J0S3vbJRIJ9u7da3LTrb179yIhIYGabhFCapZFT8LXAltouqVUKtnNmzdZTk4OKysrY3v27BG6w5TJZOzs2bNP3XRLqVTqzaluvnT48GFhnRKJhEkkEgaASaVSdubMGWF6U65Znz17Vmf/qLcjKSlJ73Ke5pq1vn1BTbeqZqvXIBmz3ey2mpsx281u69es7S32LaGOUDcpehr29vYICwsThgcNGoTo6GgoFAp4eXkJR2mhoaEm5RCJRMLdzgD05lQfAffq1Qvp6enCOhljOusHgIiICKSlpZn0WMX12tvbIzQ0FKGhoQaXo62ydVa1L9TN0QxNV90e5PTta/X6CCHE3KhYWylzfAl4mnVWVeSq81htTUsIIXUNXbMmhBBCrBwVa0IIIcTKUbEmhBBCrBwVa0IIIcTKUbEmhBBCrBwVa0IIIcTKUbEmhBBCrBwVa0IIIcTKUbEmhBBCrBwVa0IIIcTKUbEmhBBCrBwVa0IIIcTKWbRYr1+/Hm3atIGHhwc8PDwQGRmJ/fv3C4+XlJQgJiYGEokEbm5uGDp0KDIzMy2YmBBCCKl9Fi3WDRo0wGeffYbz58/j3Llz6NGjBwYOHIg///wTADBz5kzs3bsXcXFxOHHiBNLT0zFkyBBLRiaEEEJqnUV/IjMqKkpj+JNPPsH69euRlJSEBg0aYNOmTYiNjUWPHj0AAFu2bEHz5s2RlJSEF154wRKRCSGEkFpnNb9nrVKpEBcXh6KiIkRGRuL8+fNQKpXo1auXME2zZs3QsGFDnD592mCxLi0tRWlpqTBcUFAAAFAqlVAqlUbnUU9ryjzWgrLXPlvNDVB2S7DV3IDtZre1vNo4xhizZIArV64gMjISJSUlcHNzQ2xsLAYMGIDY2FhMnDhRo/ACQPv27dG9e3csXbpU7/Lmz5+PBQsW6IyPjY2Fi4tLjWwDIYQQ61ZcXIxRo0ZBoVDAw8PD0nFMZvEj62eeeQYXL16EQqHArl27MH78eJw4caLay3v//fcxa9YsYbigoABBQUHo06ePSU+QUqnE4cOH0bt3bzg4OFQ7jyVQ9tpnq7kBym4JtpobsN3s6rOstsrixdrR0RGNGzcGAISHhyM5ORlffvklRowYgbKyMuTn58PLy0uYPjMzE3K53ODyxGIxxGKxzngHB4dqvbCqO581oOy1z1ZzA5TdEmw1N2B72W0pqz5W186a53mUlpYiPDwcDg4OOHr0qPDY9evXcffuXURGRlowoS6e55GTk4OsrCzk5OSA53mdx3JyclBSUoLk5GRkZGSA53nwPI/c3FyUl5cL05SVleHGjRvIyMgQlldeXo7c3FyUlZUhJSUFZWVlyM3NFZaRlZWF69evIysrC2VlZbh9+7ZOxrKyMpw5cwZ///03ysvLhXVXzFpReXk5UlJShGmzsrJw48YNjWH1OsvLy4Vhde6K+6LiPtDe7tzcXJSUlOD8+fMoKSlBXl4eAOD27dsoKSkRMmjn0V5exWHt/W5oG415XivbR8ZOQ2wfPc/E4pgFvffee+zEiRPs9u3b7PLly+y9995jHMexQ4cOMcYYe+ONN1jDhg3ZsWPH2Llz51hkZCSLjIw0aR0KhYIBYAqFwqT5ysrKWHx8PCsrK2OMMaZSqdjDhw+ZSqUShrOzs9nBgweZj48PAyD8eXt7s/3797MffviBubu7azym/hOLxczDw0PvY9p/HMfpHe/q6sqcnZ11xjs7O7P4+Hj2+eefM6VSyT766COdadTrlslkLCkpiTHGmFKpZDdv3mT/+c9/mEgkEtYtFot1shuTW52x4j5wc3NjXl5eDICwDn3ZtbdLvQ84jmOurq7CeHd3d43le3p6shUrVjBPT0+N50O9jcZQqVTs4MGDzM/PT9hHZ8+e1Znu7NmzTCaTMQAsODhY4/ViTtqvPXPTfq2bqqbzVeZpsxvj7NmzTC6XMwBMLpfrfS2YqjZy1xRbzV7dWmAtLFqsJ02axIKDg5mjoyPz8/NjPXv2FAo1Y4w9fvyYTZ06lXl7ezMXFxc2ePBg9uDBA5PWYY5irf1m3bp1K5NIJEYXrNr+M1TwDP2JRCI2d+5cvcXT2rMb+8dxHDtz5kyVz/vZs2f1PrcSiYTxPC9Mp1KpNKZT5y4tLTXpdWZMHnMXCm1P8+FbG/kqU9OFQ6VSMblcLrw3RCIRk8vlGq+F6rDVgseY7Wa39WJdrWvWd+/eRWpqKoqLi+Hn54eWLVvqvU5clU2bNlX6uJOTE9auXYu1a9dWJ6ZZ8DyP6OhoZGVlAXhyzXzSpEl16nQYz/NYtGiRpWPUKMYYoqOj8eDBA3Acp3ca9XP98OFDnccePnyIvLw8+Pj4AAByc3P1Tpefnw+pVGqWzNqvvaysLERHRyM9Pd3gNtQma89nDvn5+cjIyBCGeZ5HRkYG8vPz4e3tbcFkpL4xuljfuXMH69evx86dO3H//n2wCi2+HB0d0blzZ7z22msYOnQoRCKruxRebQqFQuPNyp6cjbBgIlJdmZmZlX7Ian8wW5q1Fwprz2cOXl5ekMvlyMrKAs/zEIlEkEqlGje9ElIbjKqqb7/9Np599lncvn0bixcvxl9//QWFQoGysjJkZGRg37596NSpEz7++GO0adMGycnJNZ271nh6ekIulwtfQDiOq1NfRuoTuVxe6Yes+oNZH4lEolGAfHx8IJFI9C7DXNR51K83kUhU5TbUJmvPZw4ikQgJCQnC2RKpVIqEhIQ6c+aA2A6jqo6rqytu3bqFH3/8EWPHjsUzzzwDd3d32NvbQyqVokePHpg3bx7+/vtvfPHFF7h3715N56412m9WmUyGzZs3a3xQu7q6VvnmNebN7erqqjGs3YkLx3GVNj9Ys2YNysrKsHjx4irXxXEc3N3dATwpYh9//LHGFxL1Y4Y4OzsbHH/w4EF8+eWXVWbw9vbG2rVr4ejoWOk0SUlJUCqV2LNnj/A8+Pn5Yfbs2UZ/cZJIJFV+yKqfa+0iLJFIsH//fo15RSIR9u/fLxR3mUwGwLjn2VjWXiisPZ+5REREIC0tDbm5uUhPT0dERISlI5F6yOI9mNW0goICeHp6mtxrjVKpxL59+zBgwAA4ODiA53koFAp4eXmB4zjwPI+8vDxwHAdvb2+oVCqkpqbCy8sLXl5eyM3NhUKhgLu7O4qKihASEgKe53Hv3j0EBQVBoVBApVIJ+ezs7ITl3Lt3D8HBwQCAvLw8qFQqFBYWIiQkBACQnZ2NW7duobi4GC1atMDjx48REhIiFC519pYtW6JRo0bgeV5ozuXh4SHkAaCxTeXl5RrrVigUcHNzw507d4Rr9Pb29ggNDdXIlpubK+STSCTCh3V5eTlSU1Ph4eEBOzs7eHp6Ij8/H4wxiEQieHt7C/syMzMT//zzD8LDw3H06FG0b98eYrFYmEZN+3momJnneWF9jDGdfWtsEVE/t9o5DU2rUCjg6uqK/fv3C68Xc9LeZnPTfq1bW77KPG12S7HV3IDtZq9uLbAWJt9gtnDhQnTq1En4cQ21oqIiLF++HB9//LHZwlkT9Yd2xeGKR2D29vYICwsThv38/ODn56ezDHWhU8+rfTNSxWJoaDqZTCYcyVUmODgYIpEIIpEITZo00TtNxW3SXrf6MUPzGtqGisuruE8qzlORSCSCv78//P39hf57fX199X4QaD8PFTOLRCKN9VX3Ri/t57aqab29vWu032HtbbY21p6PkLrA5Iuv8+fPR//+/bFixQqN8YWFhXr75K4PqFMU6hSlLrUOILroeSYWZ2pbL47j2M6dO5lEImETJkwQ2pVmZGQwkUhkriZlZmPJTlHi4uKYt7e33na/YrFY6Bykun/u7u7MycnJYFtldacoH374oc406k5RpFJppZ2iAGAODg4a8+pbZ2UZtTsxUe8TYztF0e4UprJOUTw8PNiqVas09ruPj89TdYpiqP0wdYryBHWKYjpbbavMmO1mt/V21tUq1pmZmezmzZusefPmLDIykmVmZtbpYk2dolhvdmP/qFMUw6hTFMOoUxRdtprd1ou1yafB1TeQhIWFISkpCR4eHggPD8e5c+dMXZRN0Nfxw8SJE/V2iGGr1J2i1OVTfIwxvPTSS5W2kTemUxS1yjpFMRdDnY5Utg21ydrzmYO6LXnFyyvqtuSE1CaTi3XFN6KHhwf27duHwYMHY9CgQebMZTXUnaJUfLPWpQ+j+iQ7O7vSD1lr7RTFWguFteczh/rQlpzYBpOL9ZYtW+Dp6fm/BYhEWL16NTZu3Ihx48aZNZw10O4URSQS1bl2pHVtewyRyWTV7hTFx8eHOkXRYu35zKG+tCUn1s/kYj1+/Hi9/YBPnDgRW7ZsMUsoa6LvzbplyxaND2o3NzezrMvFxUX4EOA4TqdTFKDy32RVd4pSsZ/vyj5U1G0NZTKZyZ2i6MsGPOnP/eDBg1i9enWl8wP/6xSlsn7lPT09NTpFURdTqVSKd955p8p1qEkkEuzdu7danaL4+PjgwIED1CmKFmvPZy7UKQqxBkZ3imLMhy/HcXjrrbeeOpQ5UacodbtTlJKSEri6umpcbxeJREhLS0NhYSF1imIE6hSl9tlqbsB2s9ebTlFWrlypMXzv3j34+/vD3v5/i7DGYm0u1CmKLmvoFMXJyQmbN28WfglNJBJh8+bNBk9nG4M6RTGNtecjpC4wulhrd7Th7u6OEydOoFGjRmYPRYgpxo8fj9GjRwtnBeiHVgghdU21fs+aEGujfVaAEELqEjoEIYQQQqwcFWtCCCHEyhl9GrygoEBjmOM4FBYW6oy3xbvsCCGEEGtmdLHWbpbBGEO7du00hjmOg0qlMm9CQgghpJ4zulgnJibWZA5CCCGEGGB0se7atWtN5iCEEEKIAdVuuvXnn39qnPK2s7NDy5YtzRKKEEIIIf9j9N3gJ0+e1OgT94UXXkC7du3Qtm1btG3bFm3atMGRI0dqJCQhhBBSnxldrNetW4exY8dqjEtMTMTt27dx69YtTJ8+HevXrzd7QEIIIaS+M7pYnzt3Dj169NAY16BBAwQHByMkJARjx47F6dOnzR6QEEIIqe+MLtb379/X+B3rbdu2afxYgo+PDx4+fGjedIQQQggxvli7u7sjJSVFGB4yZIjGbxrfvn2bOkQhhBBCaoDRxbpDhw749ttvDT6+detWdOjQwSyhCCGEEPI/RjfdmjVrFnr16gWJRILZs2cLv2GclZWFpUuX4vvvv8ehQ4dqLCghhBBSXxldrLt37441a9Zg5syZWLFiBTw8PMBxHBQKBezt7bFq1SqdG9AIIYQQ8vRM6hRl6tSpiIqKwq5du3Djxg0AQJMmTfDyyy8jKCioRgISQggh9Z3JPZgFBQVh5syZNZGFEEIIIXoYdYNZUlKS0QssLi7Gn3/+We1AhBBCCNFkVLEeO3Ys+vbti7i4OBQVFemd5q+//sIHH3yAsLAwnD9/3qiVL1myBBEREXB3d4dUKsWgQYNw/fp1jWm6desGjuM0/t544w2jlk8IIYTUBUadBv/rr7+wfv16fPTRRxg1ahSaNm2KgIAAODk5IS8vD9euXUNhYSEGDx6MQ4cOoXXr1kat/MSJE4iJiUFERATKy8vxwQcfoE+fPvjrr7/g6uoqTPfqq69i4cKFwnDF9t2EEEJIXWdUsXZwcMDbb7+Nt99+G+fOncOpU6eQmpqKx48f49lnn8XMmTPRvXt3+Pj4mLTyAwcOaAxv3boVUqkU58+fR5cuXYTxLi4uGr2lVaa0tBSlpaXCcEFBAQBAqVRCqVQanU09rSnzWAvKXvtsNTdA2S3BVnMDtpvd1vJq4xhjzNIh1G7evIkmTZrgypUraNWqFYAnp8H//PNPMMYgl8sRFRWFuXPnGjy6nj9/PhYsWKAzPjY2lo7ICSGkniouLsaoUaOgUChssrdNqynWPM8jOjoa+fn5OHXqlDB+48aNCA4ORkBAAC5fvox3330X7du3x+7du/UuR9+RdVBQEHJyckx6gpRKJQ4fPozevXvDwcGh+htmAZS99tlqboCyW4Kt5gZsN3tBQQF8fX1ttlib3HSrpsTExODq1asahRoAXnvtNeH/rVu3hr+/P3r27ImUlBSEhYXpLEcsFkMsFuuMd3BwqNYLq7rzWQPKXvtsNTdA2S3BVnMDtpfdlrLqY3Tf4DVp2rRp+OWXX5CYmIgGDRpUOq26//GbN2/WRjRCCCHE4ix6ZM0Yw1tvvYU9e/bg+PHjCA0NrXKeixcvAgD8/f1rOB0hhBBiHUwu1rdu3UKjRo3MsvKYmBjExsbi559/hru7OzIyMgAAnp6ecHZ2RkpKCmJjYzFgwABIJBJcvnwZM2fORJcuXdCmTRuzZCCEEEKsncmnwRs3bozu3bvj+++/R0lJyVOtfP369VAoFOjWrRv8/f2Fvx9++AEA4OjoiCNHjqBPnz5o1qwZ/v3vf2Po0KHYu3fvU62XEEIIsSUmH1lfuHABW7ZswaxZszBt2jSMGDECkydPRvv27U1eeVU3ogcFBeHEiRMmL5cQQgipS0w+sm7bti2+/PJLpKenY/PmzXjw4AE6deqEVq1aYcWKFcjOzq6JnIQQQki9Ve27we3t7TFkyBDExcVh6dKluHnzJt555x0EBQVh3LhxePDggTlzEkIIIfVWtYv1uXPnMHXqVPj7+2PFihV45513kJKSgsOHDyM9PR0DBw40Z05CCCGk3jL5mvWKFSuwZcsWXL9+HQMGDMC3336LAQMGQCR6UvdDQ0OxdetWhISEmDsrIYQQUi+ZXKzXr1+PSZMmYcKECQbbOkulUmzatOmpwxFCCCGkGsX6xo0bVU7j6OiI8ePHVysQIYQQQjSZfM16y5YtiIuL0xkfFxeHbdu2mSUUIdaO53nk5uaC53lLRyGE1AMmF+slS5bA19dXZ7xUKsWnn35qllCEWLPk5GQEBgZCIpEgMDAQycnJlo5ECKnjTC7Wd+/e1duHd3BwMO7evWuWUIRYK/VPuWZlZQEAsrKyEB0dXWUHP4QQ8jRMLtZSqRSXL1/WGX/p0iVIJBKzhCLEWuXn5yMjI0M4/c3zPDIyMqBQKCycjBBSl5lcrEeOHIm3334biYmJUKlUUKlUOHbsGKZPn45XXnmlJjISYjW8vLwgl8uFpooikQhyuRyenp4WTkYIqctMLtaLFi1Chw4d0LNnTzg7O8PZ2Rl9+vRBjx496Jo1qfNEIhESEhIglUoBPDnTlJCQAI7jLJyMEFKXmdx0y9HRET/88AMWLVqES5cuwdnZGa1bt0ZwcHBN5CPE6kRERCAtLQ0KhQJeXl7gOA5KpdLSsQghdZjJxVqtadOmaNq0qTmzEGIzRCIRvL29LR2DEFJPmFysVSoVtm7diqNHjyIrK0unnemxY8fMFo4QQggh1SjW06dPx9atW/Hiiy+iVatWdK2O1Es8zyM/Px9eXl7CzWaEEFJTTC7WO3fuxI8//ogBAwbURB5CrF5ycjKio6ORkZEBuVyOhIQEtG3b1tKxCCF1mMmHBI6OjmjcuHFNZCHE6lGnKIQQSzC5WP/73//Gl19+SR9OpF6iTlEIIZZg8mnwU6dOITExEfv370fLli3h4OCg8fju3bvNFo4Qa6PuFEV9c6VIJIJUKqVOUQghNcrkYu3l5YXBgwfXRBZCrJ66UxT1NWvqFIUQUhtMLtZbtmypiRyE2AzqFIUQUtuq1eakvLwcR44cwYYNG/Do0SMAQHp6OgoLC80ajhBrpe4UhY6oCSG1weQj69TUVPTr1w93795FaWkpevfuDXd3dyxduhSlpaX4+uuvayInIYQQUm+ZfGQ9ffp0PP/888jLy4Ozs7MwfvDgwTh69KhZwxFCCCGkGkfWJ0+exO+//w5HR0eN8SEhIUhLSzNbMEIIIYQ8YfKRNc/zUKlUOuPv378Pd3d3s4QihBBCyP+YXKz79OmDVatWCcMcx6GwsBDz5s2jLkgJIYSQGmDyafDly5ejb9++aNGiBUpKSjBq1CjcuHEDvr6+2LFjR01kJIQQQuo1k4t1gwYNcOnSJezcuROXL19GYWEhJk+ejNGjR2vccEYIIYQQ8zC5WAOAvb09xowZY+4shBBCCNHD5GL97bffVvr4uHHjqh2GEEIIIbpMLtbTp0/XGFYqlSguLoajoyNcXFyoWBNCCCFmZvLd4Hl5eRp/hYWFuH79Ojp16mTyDWZLlixBREQE3N3dIZVKMWjQIFy/fl1jmpKSEsTExEAikcDNzQ1Dhw5FZmamqbEJIYQQm1WtvsG1NWnSBJ999pnOUXdVTpw4gZiYGCQlJeHw4cNQKpXo06cPioqKhGlmzpyJvXv3Ii4uDidOnEB6ejqGDBlijtiEEEKITajWDWZ6F2Rvj/T0dJPmOXDggMbw1q1bIZVKcf78eXTp0gUKhQKbNm1CbGwsevToAeDJr341b94cSUlJeOGFF8wVnxBCCLFaJhfrhIQEjWHGGB48eICvvvoKHTt2fKowCoUCAODj4wMAOH/+PJRKJXr16iVM06xZMzRs2BCnT5/WW6xLS0tRWloqDBcUFAB4cm3dlJ8xVE9riz99SNlrn63mBii7JdhqbsB2s9taXm0cY4yZMoNIpHnmnOM4+Pn5oUePHli+fDn8/f2rFYTneURHRyM/Px+nTp0CAMTGxmLixIkaxRcA2rdvj+7du2Pp0qU6y5k/fz4WLFigMz42NhYuLi7VykYIIcS2FRcXY9SoUVAoFPDw8LB0HJOZfGTN83xN5EBMTAyuXr0qFOrqev/99zFr1ixhuKCgAEFBQejTp49JT5BSqcThw4fRu3dvODg4PFWm2kbZa5+t5gYouyXYam7AdrOrz7LaKrNds34a06ZNwy+//IJff/0VDRo0EMbL5XKUlZUhPz8fXl5ewvjMzEzI5XK9yxKLxRCLxTrjHRwcqvXCqu581oCy1z5bzQ1Unp3neeF9qH12zRrY6n631dyA7WW3paz6mFysKx61VmXFihWVPs4Yw1tvvYU9e/bg+PHjCA0N1Xg8PDwcDg4OOHr0KIYOHQoAuH79Ou7evYvIyEhToxOio7pFqDrzac9T2XB5eTmuXLmC1q1b6/wcrSlMyZmXlwdfX1+d6ZKTkxEVFYXMzEzIZDLs3bsXERER1c5kTuozfTV1xq+2WfuXImI5Jr8a/vjjD2zevBkbNmzA8ePHcfz4cWzcuBGbNm3CH3/8IfxdvHixymXFxMTg+++/R2xsLNzd3ZGRkYGMjAw8fvwYAODp6YnJkydj1qxZSExMxPnz5zFx4kRERkbSneCkUjzPIzc3t9IP8eTkZAQGBkIikSAwMBDJyclGLbvifAEBAThy5IhG0dC3Xu11bdu2zeCwh4cHxGIxnn/+eYjFYsybN69a+0B7nUeOHEF5eTlyc3NRVlaGlJQUlJeX48KFCwCe/Ca99n7geR79+/cX+jbIzMxE//79YeKtLjUiOTkZzZo1A/DkxlNjnz9rVdnr0ZjXM6njmImWL1/OoqKiWG5urjAuNzeXDRw4kH3xxRcmLQuA3r8tW7YI0zx+/JhNnTqVeXt7MxcXFzZ48GD24MEDo9ehUCgYAKZQKEzKVlZWxuLj41lZWZlJ81mD+p797NmzTC6XMwBMLpezs2fP6kyjUqmYXC5nIpGIAWAikYjJ5XLG83yly9aeT/0XEhLC4uPjWUhIiM56tefhOI6JRCKDw/r+ysvLTdoHhnJyHKcxLBKJmEwmY/Hx8czZ2VlnP2RnZ+vN8/DhQ5PymJt6+1xdXVl8fDxzdXU16vmzFtqv88pej8a8ni2Z3VZUtxZYC5OPrJcvX44lS5bA29tbGOft7Y3Fixdj+fLlJi2LMab3b8KECcI0Tk5OWLt2LXJzc1FUVITdu3cbvF5NiLpVQVZWFgAgKysL0dHROkeC+fn5yMjI0DgizsjIQH5+fqXL155PLTs7W1if9nq152GMged5g8P6XLlyxcg9UHlO7f3A87zGjTfG7gdLq+7zZ60MbU9ubq5Rr2dS95lcrAsKCoQPpoqys7Px6NEjs4QipLqM/RD38vKCXC4XrguKRCLI5XKNGxn1Uc/HcZzG+IqFV3u92uviOA4ikcjgsD6tW7c2bgcY2D5jae8HHx8fSCQSjWkkEonGl3VLqO7zZ60MbQ+AOvWlhFSfycV68ODBmDhxInbv3o379+/j/v37+OmnnzB58mTqBpRYnLEf4iKRCAkJCZBKpQAAqVSKhIQEnSKsTXu+iuMBCPNXXK/2PDKZDJs3bzY47OrqqrHsjz/+GHZ2dibtB0M59am4zdr7QSQSYf/+/ULhkMvl2L9/f5X7qaapt8/Pzw8A4OfnZ9TzZ60MvR69vb3r1JcS8hRMPW9eVFTE3nzzTSYWi4XrbI6OjuzNN99khYWFZjo7bz50zdq21NY1azWVSsVyc3NNvtapUqnYkSNHhPVUds3a0LoqGy4tLWV//PGHydeqDeWUyWTCtVBoXbPeunUri4+PZ1lZWQb3Q3X3U00rKSlh8fHxrLS01NJRTGLoda5vP9M1a/Ow9WvWJjfdcnFxwbp16/D5558jJSUFABAWFqZzNECIpURERCAtLQ0KhQJeXl6VHm2JRKJqndIViUTo2bOnsB5XV1fs378f165dQ3Fxsd71aq+rsmFHR0e0bdvW5FyGcqanpws9NxUUFMDNzQ33799HcHAwVCoV9u3bV+m+qu5+qmnaZzRsnb79bMrrmdRd1W7I9+DBAzx48ABNmjSBq6sr3fBArIr6Q6+mP9i011Nb6zWVOpednR28vb3h4OCA0NBQk9qIU9Mhy7HW1xWpPSYX64cPH6Jnz55o2rQpBgwYgAcPHgAAJk+ejH//+99mD0hITapuEarOfNrzVDZcVlaG8+fPo6yszKRcT5MzLy9P73TJyckICAgQ2pVbU3vmutgpCn0pIvqYXKxnzpwJBwcH3L17V+OHMUaMGKHzk5eEWEptdYqi7myEOkWpfdQpCqlXTL3ILZPJ2MWLFxljjLm5ubGUlBTGGGMpKSnM1dXVnNfTzYJuMLMtttopSnBwsE10iqJvmDpFqX3UKUrts/UbzEw+si4qKtL7U5O5ubl6f0CDkNpkqU5R1Our2DmKNXaKom+YOkWxPOoUhVTF5GLduXNnfPvtt8Iwx3HgeR7Lli1D9+7dzRqOEFPVVqcohm7M0rde6hTF/KhTlHxLRSUWYnKxXrZsGTZu3Ij+/fujrKwMc+bMQatWrfDrr79i6dKlNZGREKNZqlOUineDa6+XOkUxP+oUxcuCaYlFVOfceX5+Plu8eDEbNmwY69+/P/vwww9Zenq6Gc/Omw9ds7YtttYpirqzEeoUxTKoU5TaZ6ufL7Z+zdqkTlGUSiX69euHr7/+Gh9++KF5vzUQYia12SmKurMR6hTFMqhTFFJfmFSsHRwccPny5ZrKQojZ1FZxUa9HqVTW6npNVTGX+t/Q0FAAgEqlslguYhxrfV2R2mPyNesxY8Zg06ZNNZGFEEIIIXqY3Dd4eXk5Nm/ejCNHjiA8PFznZpgVK1aYLRwhhBBCqlGsr169iueeew4A8M8//2g8RtdSCCGEEPMzuljfunULoaGhSExMrMk8hBBCCNFi9DXrJk2aCL0zAU/6Alf3F0wIIYSQmmN0sWZa3dvt27cPRUVFZg9ECCGEEE3V/j1rQgghhNQOo4s1x3E6N5DRDWWEEEJIzTP6BjPGGCZMmCD8slZJSQneeOMNnaZbu3fvNm9CQgghpJ4zuliPHz9eY3jMmDFmD0MIIYQQXUYX6y1bttRkDkIIIYQYQDeYEUIIIVaOijUhhBBi5ahYE0IIIVaOijUhhBBi5ahYE0IIIVaOijUhhBBi5ahYE0IIIVaOijUhhBBi5ahYE0IIIVbOosX6119/RVRUFAICAsBxHOLj4zUenzBhgvADIuq/fv36WSYsIYRYEM/zyM3NBc/zlo5CLMCixbqoqAjPPvss1q5da3Cafv364cGDB8Lfjh07ajEhIf/D8zxycnKQk5NT7Q9MUz5wreHD+WkyWEP+uiI5ORmBgYGQSCQIDAxEcnKypSORWmbRYt2/f38sXrwYgwcPNjiNWCyGXC4X/ry9vWsxIakPjCkqycnJkEql8PPzg5+fH6RSqckfmKZ84GpPe+bMmVovfE9TIKi4mA/P84iOjkZWVhYAICsrC9HR0WCMWTgZqU1G/5CHpRw/fhxSqRTe3t7o0aMHFi9eDIlEYnD60tJSlJaWCsMFBQUAAKVSCaVSafR61dOaMo+1oOzGu3DhAl555RVkZmZCJpNh586deO655zSm4Xkew4YNQ3FxMZydnQEAxcXFGD58OK5fvw6O46rMzfM8hg8fjkePHsHZ2RmPHj3SmL+yaQsKCtCzZ0/wPG8w49PQl92UvE+zrTWR3RaYkjsvLw8KhUL4eWIAUCgUyMnJgZeXV01FNMjW97mt4piVfD3jOA579uzBoEGDhHE7d+6Ei4sLQkNDkZKSgg8++ABubm44ffo07Ozs9C5n/vz5WLBggc742NhYuLi41FR8QgghVqy4uBijRo2CQqGAh4eHpeOYzKqLtbZbt24hLCwMR44cQc+ePfVOo+/IOigoCDk5OSY9QUqlEocPH0bv3r3h4OBg9HzWgLIbJy8vDyEhITrjU1NTNY5YeJ7HM888I5yGVJPJZBpH1pXl5nkezZo1Q1ZWFhhj4DgOUqnU4JF1s2bNkJ2dbfC0t3bGp6Evu3YGkUgEPz8/o4+sqzuvObLbAlNzG3MGqLbY6j4vKCiAr6+vzRZrqz8NXlGjRo3g6+uLmzdvGizWYrFY43SRmoODQ7VeWNWdzxpQ9sr5+vrCxcUFDx8+FMZJJBL4+vrqFJUFCxZg4sSJGtcJ58+fD0dHR6Nzz58/H5MmTRIKmL759U2rzVDGp6Wd3ZS82p5m3uqw1de6sblFIhEeP34s/IlEIotvr63tc1vKqo9NtbO+f/8+Hj58CH9/f0tHIfUIz/N47733dG7oeffdd42+yUe9jIr0LbOy9dUm7QyMMaMzPc28RJf6BrPs7GwAQHZ2Nt1gVg9ZtFgXFhbi4sWLuHjxIgDg9u3buHjxIu7evYvCwkLMnj0bSUlJuHPnDo4ePYqBAweicePG6Nu3ryVjkzoiPz9f46gaAB4+fIj8/Hyd6TIyMnTmz8zM1Jm2snVlZGQIR8o8zyMjI0Pv/OppDX0Y68tobtoZGGMG85pzXqLLlNcOqbssWqzPnTuHdu3aoV27dgCAWbNmoV27dvj4449hZ2eHy5cvIzo6Gk2bNsXkyZMRHh6OkydP6j3NTYipvLy8IJfLIRI9eRuIRCLI5XKda8Hq6bTJZDKjrxsbuy5901ZU2XzmZEpec85LdNH+JICFi3W3bt3AGNP527p1K5ydnXHw4EFkZWWhrKwMd+7cwcaNGyGTySwZmdQhIpEICQkJkEqlAACpVIqEhASda8Hq6So2GZRIJNi7d6/R142NXZe+aSUSibDuyuYzJ1PymnNeoov2JwFs7AYzQswtIiICaWlpUCgU8PLyMvgBGBERgaysLOTl5YHjOHh7e5v8YWnsuvRNyxgzaj5zMiWvOeclumh/EirWpN4TiURG9YwnEokq7ZDHnOvSnlb9BaG2mZLXnPMSXbQ/6zebuhucEEIIqY+oWBNCCCFWjoo1IYQQYuWoWBNCCCFWjoo1IYQQYuWoWBNCCCFWjoo1IYQQYuWoWBNCCCFWjoo1IYQQYuWoWBNCCCFWjoo1IYQQYuWoWBNCCCFWjoo1IYQQYuWoWBNCCCFWjoo1IYQQYuWoWBNCCCFWjoo1IYQQYuWoWBNCCCFWjoo1IYQQYuWoWBNCCCFWjoo1IYQQYuWoWBNCCCFWjoo1IYQQYuWoWBNCCCFWjoo1IYQQYuWoWBNCCCFWjoo1IYQQYuWoWBNCCCFWjoo1IYQQYuWoWBNCCCFWjoo1IYQQYuWoWBNCCCFWzqLF+tdff0VUVBQCAgLAcRzi4+M1HmeM4eOPP4a/vz+cnZ3Rq1cv3LhxwzJhCSGEEAuxaLEuKirCs88+i7Vr1+p9fNmyZVi9ejW+/vprnDlzBq6urujbty9KSkpqOSkhhBBiOfaWXHn//v3Rv39/vY8xxrBq1Sp89NFHGDhwIADg22+/hUwmQ3x8PF555ZXajEoIIYRYjEWLdWVu376NjIwM9OrVSxjn6emJDh064PTp0waLdWlpKUpLS4XhgoICAIBSqYRSqTR6/eppTZnHWlD22meruQHKbgm2mhuw3ey2lleb1RbrjIwMAIBMJtMYL5PJhMf0WbJkCRYsWKAz/tChQ3BxcTE5x+HDh02ex1pQ9tpnq7kBym4JtpobsL3sxcXFlo7wVKy2WFfX+++/j1mzZgnDBQUFCAoKQp8+feDh4WH0cpRKJQ4fPozevXvDwcGhJqLWGMpe+2w1N0DZLcFWcwO2m119ltVWWW2xlsvlAIDMzEz4+/sL4zMzM9G2bVuD84nFYojFYp3xDg4O1XphVXc+a0DZa5+t5gYouyXYam7A9rLbUlZ9rLaddWhoKORyOY4ePSqMKygowJkzZxAZGWnBZIQQQkjtsuiRdWFhIW7evCkM3759GxcvXoSPjw8aNmyIGTNmYPHixWjSpAlCQ0Mxd+5cBAQEYNCgQZYLTQghhNQyixbrc+fOoXv37sKw+lrz+PHjsXXrVsyZMwdFRUV47bXXkJ+fj06dOuHAgQNwcnKyVGRCCCGk1lm0WHfr1g2MMYOPcxyHhQsXYuHChbWYihBCCLEuVnvNmhBCCCFPULEmhBBCrBwVa0IIIcTKUbEmhBBCrBwVa0IIIcTKUbEmhBBCrBwVa0IIIcTKUbEmhBBCrBwVa0IIIcTKUbEmhBBCrBwVa0IIIcTKUbEmhBBS63ieR25uLnieN+u0dRUVa0IIIbUqOTkZgYGBkEgkCAwMRHJyslmmrcuoWBNCCKk1PM8jOjoaWVlZAICsrCxER0fr/QVG9bSZmZkAgMzMTIPT1nVUrAkhhNSa/Px8ZGRkCKe0eZ5HRkYG8vPzDU6rLs6MMYPT1nVUrAkhhNQaDw8PiESapUckEsHT0/Oppq3rqFgTQgipNQUFBTo3ivE8D4VC8VTT1nVUrAkhhNQaLy8vyOVycBwHAOA4DnK5HF5eXganVR9di0Qig9PWdVSsCSGE1BqRSISEhATIZDIAgEwmQ0JCglC89U0rlUoBAFKp1OC0dZ29pQMQQgipXyIiIpCWlgaFQgEvL69Ki68p09ZlVKwJIYTUOpFIBG9vb7NPW1fRaXBCCCHEylGxJoQQQqwcFWtCCCHEylGxJoQQQqwcFWtCCCHEylGxJoQQQqwcFWtCCCHEylGxJoQQQqxcne8URf3TagUFBSbNp1QqUVxcjIKCAjg4ONREtBpD2WufreYGKLsl2GpuwHazq2uArf4Wdp0v1o8ePQIABAUFWTgJIYQQS3v06JFN/sQmx2z1a4aReJ5Heno63N3dTepTtqCgAEFBQbh37x48PDxqMKH5UfbaZ6u5AcpuCbaaG7Dd7IwxPHr0CAEBATq/kW0L6vyRtUgkQoMGDao9v4eHh029ICui7LXPVnMDlN0SbDU3YJvZbfGIWs32vl4QQggh9QwVa0IIIcTKUbE2QCwWY968eRCLxZaOYjLKXvtsNTdA2S3BVnMDtp3dltX5G8wIIYQQW0dH1oQQQoiVo2JNCCGEWDkq1oQQQoiVo2JNCCGEWDkq1gasXbsWISEhcHJyQocOHXD27FlLR6rSkiVLEBERAXd3d0ilUgwaNAjXr1+3dCyTffbZZ+A4DjNmzLB0FKOkpaVhzJgxkEgkcHZ2RuvWrXHu3DlLx6qSSqXC3LlzERoaCmdnZ4SFhWHRokVW13fyr7/+iqioKAQEBIDjOMTHx2s8zhjDxx9/DH9/fzg7O6NXr164ceOGZcJqqSy7UqnEu+++i9atW8PV1RUBAQEYN24c0tPTLRe4gqr2e0VvvPEGOI7DqlWrai1ffUPFWo8ffvgBs2bNwrx583DhwgU8++yz6Nu3L7KysiwdrVInTpxATEwMkpKScPjwYSiVSvTp0wdFRUWWjma05ORkbNiwAW3atLF0FKPk5eWhY8eOcHBwwP79+/HXX39h+fLl8Pb2tnS0Ki1duhTr16/HV199hb///htLly7FsmXLsGbNGktH01BUVIRnn30Wa9eu1fv4smXLsHr1anz99dc4c+YMXF1d0bdvX5SUlNRyUl2VZS8uLsaFCxcwd+5cXLhwAbt378b169cRHR1tgaS6qtrvanv27EFSUhICAgJqKVk9xYiO9u3bs5iYGGFYpVKxgIAAtmTJEgumMl1WVhYDwE6cOGHpKEZ59OgRa9KkCTt8+DDr2rUrmz59uqUjVendd99lnTp1snSMannxxRfZpEmTNMYNGTKEjR492kKJqgaA7dmzRxjmeZ7J5XL2+eefC+Py8/OZWCxmO3bssEBCw7Sz63P27FkGgKWmptZOKCMZyn7//n0WGBjIrl69yoKDg9nKlStrPVt9QUfWWsrKynD+/Hn06tVLGCcSidCrVy+cPn3agslMp1AoAAA+Pj4WTmKcmJgYvPjiixr73tolJCTg+eefx7BhwyCVStGuXTt88803lo5llH/96184evQo/vnnHwDApUuXcOrUKfTv39/CyYx3+/ZtZGRkaLxmPD090aFDB5t7vwJP3rMcx8HLy8vSUarE8zzGjh2L2bNno2XLlpaOU+fV+R/yMFVOTg5UKhVkMpnGeJlMhmvXrlkolel4nseMGTPQsWNHtGrVytJxqrRz505cuHABycnJlo5iklu3bmH9+vWYNWsWPvjgAyQnJ+Ptt9+Go6Mjxo8fb+l4lXrvvfdQUFCAZs2awc7ODiqVCp988glGjx5t6WhGy8jIAAC971f1Y7aipKQE7777LkaOHGkTP5CxdOlS2Nvb4+2337Z0lHqBinUdFRMTg6tXr+LUqVOWjlKle/fuYfr06Th8+DCcnJwsHcckPM/j+eefx6effgoAaNeuHa5evYqvv/7a6ov1jz/+iO3btyM2NhYtW7bExYsXMWPGDAQEBFh99rpGqVRi+PDhYIxh/fr1lo5TpfPnz+PLL7/EhQsXTPrpYVJ9dBpci6+vL+zs7JCZmakxPjMzE3K53EKpTDNt2jT88ssvSExMfKqfB60t58+fR1ZWFp577jnY29vD3t4eJ06cwOrVq2Fvbw+VSmXpiAb5+/ujRYsWGuOaN2+Ou3fvWiiR8WbPno333nsPr7zyClq3bo2xY8di5syZWLJkiaWjGU39nrTl96u6UKempuLw4cM2cVR98uRJZGVloWHDhsJ7NjU1Ff/+978REhJi6Xh1EhVrLY6OjggPD8fRo0eFcTzP4+jRo4iMjLRgsqoxxjBt2jTs2bMHx44dQ2hoqKUjGaVnz564cuUKLl68KPw9//zzGD16NC5evAg7OztLRzSoY8eOOs3j/vnnHwQHB1sokfGKi4shEml+BNjZ2YHneQslMl1oaCjkcrnG+7WgoABnzpyx+vcr8L9CfePGDRw5cgQSicTSkYwyduxYXL58WeM9GxAQgNmzZ+PgwYOWjlcn0WlwPWbNmoXx48fj+eefR/v27bFq1SoUFRVh4sSJlo5WqZiYGMTGxuLnn3+Gu7u7cM3O09MTzs7OFk5nmLu7u851dVdXV0gkEqu/3j5z5kz861//wqefforhw4fj7Nmz2LhxIzZu3GjpaFWKiorCJ598goYNG6Jly5b4448/sGLFCkyaNMnS0TQUFhbi5s2bwvDt27dx8eJF+Pj4oGHDhpgxYwYWL16MJk2aIDQ0FHPnzkVAQAAGDRpkudD/r7Ls/v7+ePnll3HhwgX88ssvUKlUwnvWx8cHjo6OlooNoOr9rv3FwsHBAXK5HM8880xtR60fLH07urVas2YNa9iwIXN0dGTt27dnSUlJlo5UJQB6/7Zs2WLpaCazlaZbjDG2d+9e1qpVKyYWi1mzZs3Yxo0bLR3JKAUFBWz69OmsYcOGzMnJiTVq1Ih9+OGHrLS01NLRNCQmJup9XY8fP54x9qT51ty5c5lMJmNisZj17NmTXb9+3bKh/19l2W/fvm3wPZuYmGjp6FXud23UdKtm0U9kEkIIIVaOrlkTQgghVo6KNSGEEGLlqFgTQgghVo6KNSGEEGLlqFgTQgghVo6KNSGEEGLlqFgTQgghVo6KNSGEEGLlqFgTUodNmDCh2t1udunSBbGxscIwx3GIj483T7D/d+DAAbRt29am+iMnxBKoWBPylJ6mIJrLnTt3wHEcLl68aJblJSQkIDMzE6+88opZlmdIv3794ODggO3bt9foegixdVSsCSE6Vq9ejYkTJ+r8KldNmDBhAlavXl3j6yHEllGxJqSGXb16Ff3794ebmxtkMhnGjh2LnJwc4fFu3brh7bffxpw5c+Dj4wO5XI758+drLOPatWvo1KkTnJyc0KJFCxw5ckTjtLT651DbtWsHjuPQrVs3jfm/+OIL+Pv7QyKRICYmBkql0mDe7OxsHDt2DFFRUZVu17x58+Dv74/Lly8DAEJCQrB48WKMGzcObm5uCA4ORkJCArKzszFw4EC4ubmhTZs2OHfunMZyoqKicO7cOaSkpFS6PkLqMyrWhNSg/Px89OjRA+3atcO5c+dw4MABZGZmYvjw4RrTbdu2Da6urjhz5gyWLVuGhQsX4vDhwwAAlUqFQYMGwcXFBWfOnMHGjRvx4Ycfasx/9uxZAMCRI0fw4MED7N69W3gsMTERKSkpSExMxLZt27B161Zs3brVYOZTp07BxcUFzZs31/s4YwxvvfUWvv32W5w8eRJt2rQRHlu5ciU6duyIP/74Ay+++CLGjh2LcePGYcyYMbhw4QLCwsIwbtw4VPz9oIYNG0Imk+HkyZPG7VRC6iPL/ugXIbZv/PjxbODAgXofW7RoEevTp4/GuHv37jEAws84du3alXXq1EljmoiICPbuu+8yxhjbv38/s7e3Zw8ePBAeP3z4MAPA9uzZwxhjws8t/vHHHzrZgoODWXl5uTBu2LBhbMSIEQa3Z+XKlaxRo0Y64wGwuLg4NmrUKNa8eXN2//59jceDg4PZmDFjhOEHDx4wAGzu3LnCuNOnTzMAGtvCGGPt2rVj8+fPN5iJkPrO3pJfFAip6y5duoTExES4ubnpPJaSkoKmTZsCgMbRKQD4+/sjKysLAHD9+nUEBQVBLpcLj7dv397oDC1btoSdnZ3Gsq9cuWJw+sePH8PJyUnvYzNnzoRYLEZSUhJ8fX11Hq+4HTKZDADQunVrnXFZWVka2+Ps7Izi4mIjt4iQ+odOgxNSgwoLCxEVFYWLFy9q/N24cQNdunQRpnNwcNCYj+M4szVnMnXZvr6+yMvL0/tY7969kZaWhoMHD1a5Lo7jDI7TXn9ubi78/Pwq2QpC6jc6siakBj333HP46aefEBISAnv76r3dnnnmGdy7dw+ZmZnCkWlycrLGNI6OjgCeXN9+Wu3atUNGRgby8vLg7e2t8Vh0dDSioqIwatQo2NnZmaVpV0lJCVJSUtCuXbunXhYhdRUdWRNiBgqFQufo+d69e4iJiUFubi5GjhyJ5ORkpKSk4ODBg5g4caLRhbV3794ICwvD+PHjcfnyZfz222/46KOPAPzvSFUqlcLZ2Vm4gU2hUFR7W9q1awdfX1/89ttveh8fPHgwvvvuO0ycOBG7du2q9nrUkpKSIBaLERkZ+dTLIqSuomJNiBkcP34c7dq10/hbsGABAgIC8Ntvv0GlUqFPnz5o3bo1ZsyYAS8vL6PbMNvZ2SE+Ph6FhYWIiIjAlClThLvB1deW7e3tsXr1amzYsAEBAQEYOHBgtbfFzs4OEydOrLSjkpdffhnbtm3D2LFjNe48r44dO3Zg9OjRcHFxearlEFKXcYxVaENBCLEJv/32Gzp16oSbN28iLCzM7MvPyMhAy5YtceHCBQQHB5t9+Wo5OTl45plncO7cOaGtOCFEFxVrQmzAnj174ObmhiZNmuDmzZuYPn06vL29cerUqRpbZ3x8PCQSCTp37lxj61B3hjJixIgaWwchdQEVa0JswLfffovFixfj7t278PX1Ra9evbB8+XJIJBJLRyOE1AIq1oQQQoiVoxvMCCGEECtHxZoQQgixclSsCSGEECtHxZoQQgixclSsCSGEECtHxZoQQgixclSsCSGEECtHxZoQQgixcv8HryPzVM2dqdYAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5, 4))\n", "scatter = plg.plot_metadata.plot_len_vs_freq(\n", " ds_cmls.length, ds_cmls.frequency, marker_size=30, grid=True, ax=ax\n", ")\n", "\n", "# optionally customize output plot\n", "ax.set_title(\"Link length vs. frequency of the OpenMRG-CML dataset\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Frequency vs. length hexbin\n", "Alternatively, plot the same as above but as a scatter density plot" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5, 4))\n", "hexbin = plg.plot_metadata.plot_len_vs_freq_hexbin(\n", " ds_cmls.length, ds_cmls.frequency, gridsize=50, ax=ax\n", ")\n", "\n", "plt.colorbar(hexbin, label=\"density\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [WIP] Frequency vs. length with margin plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting distributions of frequency, length, and polarization. \n", "\n", "[WIP] Possibly add orientation too. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5, 4))\n", "len_bars = plg.plot_metadata.plot_distribution(\n", " length=ds_cmls.length, frequency=ds_cmls.frequency, variable=\"length\", ax=ax\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot the distribution as a percentage. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5, 4))\n", "len_bars = plg.plot_metadata.plot_distribution(\n", " length=ds_cmls.length,\n", " frequency=ds_cmls.frequency,\n", " variable=\"length\",\n", " percentage=True,\n", " ax=ax,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And customize the plot a bit using keyword arguments. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5, 4))\n", "len_bars = plg.plot_metadata.plot_distribution(\n", " length=ds_cmls.length,\n", " frequency=ds_cmls.frequency,\n", " variable=\"length\",\n", " percentage=True,\n", " ax=ax,\n", " rwidth=0.5,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot the polarization of CMLs.
\n", "In this dataset all CMLs have two sub-links, both with the same polarization, of which the vast majority is vertically polarized. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5, 4))\n", "pol_bar = plg.plot_metadata.plot_polarization(\n", " ds_cmls.polarization, colors=[\"blue\", \"orange\", \"green\"], ax=ax\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [WIP] Plot availability during data period" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [] } ], "metadata": { "kernelspec": { "display_name": "plg_env", "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": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 2 }