{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import polars as pl\n", "\n", "from pycircstat2 import Circular, load_data" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Circular Statistics in R (Pewsey, et al., 2014)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Chapter 2" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 2.1 Linear plot v.s. Circular plot" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d21 = load_data('wind', source='pewsey')['x'].values\n", "c21 = Circular(data=d21, unit='radian')\n", "\n", "fig, ax = plt.subplot_mosaic(mosaic=\"ab\", figsize=(12, 6), per_subplot_kw={'b': {'projection': 'polar'}})\n", "\n", "ax['a'].scatter(np.arange(len(d21)), d21, s=10, color='black')\n", "ax['a'].set_xlabel('Observation number')\n", "ax['a'].set_ylabel('Wind direction (in radians')\n", "\n", "c21.plot(\n", " ax=ax['b'],\n", " plot_rose=False,\n", " plot_density=False,\n", " plot_mean=False,\n", " plot_median=False,\n", " r_max_scatter=1,\n", " marker_color='black'\n", ")\n", "\n", "from matplotlib import ticker\n", "\n", "position_major = np.arange(0, 2 * np.pi, 2 * np.pi / 4)\n", "labels = ['N', 'E', 'S', 'W']\n", "ax['b'].xaxis.set_major_locator(ticker.FixedLocator(position_major))\n", "ax['b'].xaxis.set_major_formatter(ticker.FixedFormatter(labels))\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 2.2" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdgAAAHJCAYAAAAmUyinAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABfPklEQVR4nO3dd1gU59oG8HtpSrcj2LChxgLYwBLF3rHEaCyx14MmltiNSYwFNZZjx2jUxBpNFOwxKlgQVATsQuyFYkEFpDPfHznLJ7ILu7C7M7t7/66LK2FmdvZZhL33eeedGZkgCAKIiIhIo0zELoCIiMgQMWCJiIi0gAFLRESkBQxYIiIiLWDAEhERaQEDloiISAsYsERERFrAgCUiItICBiwREZEWMGCJiIi0gAFLpAfWrVsHZ2dnFC9eHB4eHrh06VLOurt376JFixaoWLEiFixYIGKVRPQhBiyRxO3duxdTpkzBd999h6tXr8LV1RWdOnVCfHw8AGDChAkYPHgw/P394e/vj+DgYJErJiKAAUskeStWrMDo0aMxfPhwfPLJJ9i4cSOsrKzwyy+/AAASEhLQqFEjNGjQAE5OTnjz5o24BRMRAAYskaSlp6cjLCwM7du3z1lmYmKC9u3b4+LFiwCA+fPno3379rCysoKJiQk6deokVrlE9AEzsQsgIuVevnyJrKwsODg45Fru4OCAO3fuAAC6du2KFy9e4N27dyhbtqwYZRKRAuxgiQxAsWLFGK5EEsOAJZKwMmXKwNTUFHFxcbmWx8XFoXz58iJVRUSqYMASSZiFhQUaNWqEU6dO5SzLzs7GqVOn0KxZMxErI6KC8BgskcRNmTIFQ4cORePGjdG0aVOsWrUKycnJGD58uNilEVE+GLBEEte/f3+8ePEC8+bNQ2xsLNzc3HD8+PE8E5+ISFpkgiAIYhdBRERkaHgMloiISAsYsERERFrAgCUiItICBiwREZEWMGCJiIi0gAFLRESkBQxYIiIiLWDAEhERaQEDloiISAsYsERERFrAgCUiItICBiwREZEWMGCJiIi0gAFLpIcEQUBWVhZ4Mywi6WLAEumhzMxMHD58GJmZmWKXQkRK8IbrREYiJTIS6Q8fwsLZGZaurmKXQ2TwGLBERiDup+V4vXlzzvelRo2CwzdTRayIyPBxiJjIwKVERuYKVwB4vXkzUiIjRaqIyDgwYIkMXPrDh2otJyLNYMASGTgLZ2e1lhORZjBgiQycpasrSo0alWtZqdGjONGJSMs4yYnICDh8MxV2HdpzFjGRDjFgiYyEpasrg5VIhxiwRBLF81aJ9BsDlkiCNH3eqrKwZogTaQ8DlkhilJ23atehfaFCUFlY8+ITRNrFWcREEqPJ81aVhfWb/ft58QkiLWPAEkmMJs9bVRbKKdevq7U9EamPAUskMZo8b1VZKFvWr6/W9kSkPh6DJYL0Jvto6rxVeVjnOtY6ehRK9O2LtIeP8iyXwmsnMhQygXdsJiOnj5N9MjIycPToUXTt2hXm5uYFbs9ZxES6x4Alo5YSGYmH/b/Is9x57x5JB466AUtEuschYjJq+c3YFStgwx8n4MHLZFQtY430mChERUXBxcUFAHL+Pzs7GwBw5coVNGvWLM8+QkNDc7b18PDItU/3yiV1+nqIjBUDlgxGYYY7dXGnmY/DLj++x25jY9B9AEBC4Fa8C/1D4XaWlpbYvXs32rVrh4kTJ2LJkiU562bMmIGlS5fmfN+q70g8qt475/txrathZpc6RXlJOsMhbNJnHCImg1CU46h5Hjt6FBymauYY7MdhN336dCxZsgSCIODNmzeIiYnB8+fPkZCQgBsPY7HmxA0I6SnIeP0UyTfP5LtvKysrpKamIjs7G56enihfvjzS0tJw7NixPNvafzoYxcrXhKlNKZjalMLBKZ3QyLm0Rl6jtujjsXGiDzFgSe983NVo4jiqpjullJQU/Pnnnxg8eHCedU5OTnj9+jVSU1PzrJOZFYPMojgAIPv923yfw9nZGU+ePEFWVhaaNGmCsmXL4t69e7h7926B9ZmZmcPRsTwcHR3h5OSU898aNWrAxcUFNWvWhK2tba7HKBu6LqgrLwx9PTZO9CEOEZNeUdTVFK9ZQ+G26hxHVXSnmQ+Hdi0cXfIcwxQEAc+fP8e1a9cQFRWV6+vx48dKn8vd3R0dO3aEo6Njzlfp0qUR/ToDn2+6BABIe34Xsb8p79YsLS2xatUqDBgwACkpKVizZg08PDwQGhoKT0/PPNuX678Q5iXLIyspAVlJrzGiYQmYpb3N6aCDg4Px9OlTvHr1Kucxjo6OcHFxgYuLC55m2eHKG0uYl3VGYvhRJF76M2c7eVeuSeocG+cwMkkVA5b0hrLL/jku+FHh9kU5jvrx0K5t0z6wa+SN9Lh/UL/YKxR/+whhYWGIi4sDABQrVgw1a9aEi4sLBg4cCBcXF2RkZGDs2LF59v3tt98q7PqalPj3+OjGoPso5lQLdh6fKT0G+3Gt8v15eHhg+vTpuWpv/fkoPHT+N3jM7B0wvnU1zFByDDYhIQHR0dE5HxSio6Nx7uIl3I2KgpCeovAxS5cuRe/evfME+6/+J3Hl2i00bvAJhvTsUODr+JCqx8Y5jExSxiFi0htv/f3xfMbMPMudlvgiNfofjR1HVdYFyplY2cOzSWO0aemJRo0awc3NDVWqVIGJSd4Lo30c1DNmzICvr2++z6/qLOL4+HiUK1dO67OI/7z6FJP3RiAr6TXeXT6AxMsH82xjZWUFT09PeHh4wMvLC/M37MSFg7/mrHdr0wNThn+u1pByQcfGOYxMUseAJb1R0BtqUYYK09LScPnyZZw5cwZ79uzBrVu38mxj28gbdk17w9S2DFb2d0OfhhVV2rc6s4hVpcvzYMMfJ6D3+mAAyoeux44di/j4eFy4cAHx8fH57k+dIeX8/k3z+8Bl37MnT00i0XGImCRBlXBUdtk/+faKjqMqIwgCbt26hUOHDuHvv/9GcHAwUlJSYG9vj/pKrtNr/UlrmNmVBQBULWOt8mvz8PDQykQgXXGvXDLfoesPu3JBEPDl17Oxc43yLn3p0qXo1auXws77Y/n9m+Y3jPzh6U6Afp2aRIaDHSyJTt3jaIXtVDMyMnDu3DkEBAQgICAADx48gLW1Nby8vNCmTRu0adMGrq6uMDU1zTO0a+fRFyW9hgFAvscwVSHvrDKysmFuapIT1vJu68P/V9Z5qdPBaqqTU3UW8a/+JzG0V8d892Vvb49+/fqhR48eaNeuHaysrApVk6Jh5Oefj8jpuD904D/N2cmSTjFgSVTaPo725s0bHDt2DAEBATh27Bjevn2LChUqoEePHvD29kabNm1QvHhxhY8taBaxIsrCTL78XPQLHAh/rnL9yjovVQNW3U5OU2Hc+vNROLt/i9L1AwcOxOXLlxEdHQ1LS0u0b98e3t7e6N69O8qXL6/Wc338gevPq08x5fe897Vd0c9V5WF9Ik3gEDGJShuXKkxLS8ORI0ewY8cOHDlyBOnp6WjYsCEmT56MHj16wN3dHTKZrMD9fDy0+3HgfBxGysLs4+Xq2Bh0H53qli9U2IU/TsjzvPntL78wVjd4g/Ztxq/+/XHl2i3cCw/G0QO/56z7cEj57t27OSMK8hnX7dq1w+DBg9G7d+885+Iq8vEwsrLhe3WG9Yk0gR0siaowHayiSUPZ2dk4d+4cduzYgf379+PNmzdo2LAhBg8ejL59+6JSpUoaqVdZJ9rb3UlhZ7rks/qY8Yfim5urSlHnpUoHq04n9+FEpg8d+E9znLgZW+TjmapM9Hr58iUOHDiAnTt3IigoCJaWlujZsycGDRqETp06qTWZ6+MPC0Ud1icqDHawJKqCJi597ONjoyNHjkSZMmWwa9cuPHnyBM7OzvDx8cGgQYNQp07Rj5N+2LHl14kqG/aNfPKm0DXIFbbzUqeTe/AyWeG2gXfj1eqCAcU/O1UmepUpUwajR4/G6NGj8fjxY+zevRs7duxAjx49UKZMGfTr1w9DhgxB06ZNCxyBmNmlDjrVLc9ZxCQqdrAkCapMXFJ2fqqdnR0GDRqEQYMGoXnz5ioN/+ZH0VBpp7rlFXZ4BSlqB6us8yrsMVhl+1PWwX7drgb+e+qfPMuVHc/Uxuzda9euYceOHdi1axeePXsGV1dXjB07FoMGDYKdnV2R9k2kTQxY0hsrVqzAVAUXj/jll18wfPhwjTyHukHzoY+HieVh9nHo9HF3QsuaZSU3i1hRGHdU8sFC0Yzc/IaZNdFBZmVl4eTJk9i4cSMOHToES0tLDB48GD4+Pqhfvz7PeyXJ4RAxSZogCDh16hTWrFmDQ4cOKdzmk08+0djzKRsqLYg8TIc0c87zJq/qcOWHyzUZEO6VS6q0P2V1ys+BlRvfuprC/Sn72T14mazWcLIypqam6Ny5Mzp37oxnz55h8+bN2LRpE/z8/FCtQVO8q9YOVjU9ITMx5XmvJAkMWJKkzMxM7Nu3D4sXL8b169dRv359+Pn54datW1i1alXOdh9eh1cTlB239KpVDmmZ2Qo70Q/DQVmYqRpyYlNUp6ofENSdvftxx9zb3QmffvTzVKZChQr47rvvMHv2bKz4+Td8t3g50q4thqm9A+yb9sH6jPaFnn1NpCkcIiZJSU1Nxfbt27F06VLcv38fnTt3xowZM9C6deucY6vauPTgh/I7bimVYUhdXipRHUU95iunTgcqny2dHncPb0P/wPs752FiZYeBI8Zj3YKZPE5Losl7dXLKY8OGDWjQoAHs7OxgZ2eHZs2a5bqp9aZNm+Dl5QU7OzvIZDK8efMmzz6cnZ0hk8lyfX180feff/4ZVapUgbu7O0JDQ7X9siQlMTERy5YtQ9WqVTF+/Hg0btwYV69exbFjx+Dl5ZVr4pKHhwe+/PJLrV1+cGaXOjjwn+ZY0c8VB/7TPFdAuFcuiT4NK7IzUiK/n92HChqK3xh0H+GPExD+OAF/Xn2K8McJSreVd8gWDtVR1ns6nEZvhFUNT+z1W47KlStjzpw5iI+PR2hoKH777bci/22lREbirb8/UiLzngKlD3x9fSGTyTBp0qScZfK/sQ+/xo0bl+txAQEBcHFxQa1atXD48GEdV62f2MGq4NChQzA1NUXNmjUhCAK2b9+OZcuWITw8HHXr1sWqVatybp49a9YsJCQkoESJErn24ezsjJEjR2L06NE5y2xtbWFt/e+bw+PHj9GuXTv8+uuvePbsGebNm6fwgvOG5s2bN1ixYgXWrFmD5ORkDBkyBNOnT8+5ewwpJtUOVlUFdbAA0KZWWZy5+yLn+/y6WkWd85eu9li5ciU2btyI1NRUZGZm5qwv7D1s9f32eJcvX0a/fv1gZ2eHNm3a5Bxu8fLygouLC+bPn5+zrZWVVU73n5aWhho1amDr1q0QBAEjRozAvXv3YGFhIcbL0Bs8BquCHj165Pp+4cKF2LBhA0JCQlC3bt2cT4KBgYH57sfW1lbpZeDevXuHEiVKoEGDBihfvjxSUhTfe9NQpKSkYN26dVi0aBFSU1Mxbtw4TJkyBRUr8lJ2xuDDGwgo82G4Avmff6vsOPGyZcvQoUMHdOrUKdf2S5cuRZ8+fdQaBVF2P2K7Du314vZ4SUlJGDRoEH7++WcsWLAgz3orKyul709paWkwNTWFm5sbAMDMzAxpaWkM2AJwiFhNWVlZ2LNnD5KTk1W6G8iHfH19Ubp0abi7u2PZsmW5PlHXq1cPDRo0gL29PerWravwD8AQZGZmYsuWLXBxccHMmTPxxRdf4N69e1ixYgXD1ch8OJzc290p17q2tcsqfEx+Q8vKhu/j4uIUbr9y5Uq1Psjmd1lPfeDj44Nu3bqhffv2Ctfv3LkTZcqUQb169TBr1iy8f/8+Z52dnR2GDx8OR0dHODk5Yfz48SpdxtLYsYNV0fXr19GsWTOkpqbCxsYGBw4cUOv0kK+++goNGzZEqVKlEBwcjFmzZiEmJgYrVqzI2WbLli1YunQprKysYGlpqY2XIRpBEHDw4EHMmTMHt2/fRv/+/fHjjz+iZs2aYpdGIpLPWu7TsGKuU5wA4PSdF3m2/3hGsiqTzpQdbti/fz/Onz+P77//HsOGDYOZWf5vh/ndHk/q9uzZg6tXr+Ly5csK1w8cOBBVqlSBk5MTrl27hhkzZuDu3bv4888/c7b57rvvMGnSJJiYmDBcVSWQStLS0oTo6GjhypUrwsyZM4UyZcoIN2/ezLXNmTNnBABCQkJCgfvbsmWLYGZmJqSmpmqpYum4cOGC4OnpKQAQOnToIFy5ckXskvReenq6cPDgQSE9PV3sUrRm8dFbQpUZh3O+fI/eynf98K2hwtVHrxXua/r06QKAnK8ZM2YI0dHRQv/+/QUAQu3atQV/f38hOzs735pil/0k3KpVO+cr9qefNPZ6teXx48dCuXLlhMjIyJxlrVu3Fr7++muljzl16pQAQPjnn390UKHh4iSnQmrfvj2qV68OPz+/nGWBgYFo06aNwklOH7t58ybq1auHO3fuoFatWlquVhxxcXGYMWMGtm/fjoYNG2Lp0qVo166d2GUZBH2f5KSq/G7/p2ySlLLJUMpO7woLC8OMGTNw6tQpdO3aFatXr0b16tWV1lTY+xGL5eDBg+jduzdMTU1zlmVlZUEmk8HExCTn+OqHkpOTYWNjg+PHj+c5fk2q4xBxIWVnZyMtLa3Qj4+IiICJiQnKlSunwaqkITMzExs2bMC3334LU1NT+Pn5YeTIkXn+iIkKouwCHfkdi1U2GUrZDQcaNWqEkydP4sCBA5g8eTLq1q2L6dOnY+bMmQpvBP/x7fGkrl27drh+Pff1sIcPH47atWtjxowZCv8uIyIiAACOjo66KNFgMWBVMGvWLHTp0gWVK1dGYmIidu3ahcDAQJw4cQIAEBsbi9jYWPzzz7/Xqr1+/TpsbW1RuXJllCpVChcvXkRoaCjatGkDW1tbXLx4EZMnT8bgwYNRsqRhnU954cIF+Pj44Nq1axg9ejQWLVqE0qVLi10WGZiC7jCU3+UZFZHJZOjTpw86d+6MRYsWYcmSJfjtt9+watUqeHt7F/kGEmKytbVFvXr1ci2ztrZG6dKlUa9ePdy7dw+7du1C165dUbp0aVy7dg2TJ09Gq1at0KBBA5GqNgycRayC+Ph4DBkyBLVq1UK7du1w+fJlnDhxAh06dAAAbNy4Ee7u7jnnuLZq1Qru7u4ICAgAABQrVgx79uxB69atUbduXSxcuBCTJ0/Gpk2bRHtNmhYfH49hw4ahZcuWsLCwQGhoKPz8/BiupBXy03yUKewt/qysrLBgwQLcuHEDtWvXRq9evdC9e3fcu3evsKVKnoWFBf7++2907NgRtWvXxtSpU/HZZ58pvfY3qY7HYKlIBEHAnj17MGHCBAD/noo0cuRImJjws5s2Gcsx2IKEP07A6lPRuc6Z1dTN1QVBgL+/P77++mvEx8dj0aJF+Oqrr3iog1TGgKVCi4uLw/jx43HgwAH0798fa9euRZkyZcQuyygwYHMrzDWiVX1McnIy5syZg9WrV6NFixbYunUratSooanSyYAxYEltH3atpqam2LBhAz777DOxyzIqDNiiKcyN4c+ePYvhw4cjJiYGixcvxsSJEzlSQ/nibwepJS4uDn379sXAgQPRvn173Lx5k+FKeiX8cUKeSzTKby6Qn1atWuHatWsYNWoUJk2ahNatW+dMbCRShAFLKtu/fz/q1q2Lc+fOYd++fdi7dy/KllV8STsAKt0JhUjX8rsxfEGsra2xevVqBAYG4vnz52jQoAHWrl0LDgSSIgxYKlBKSgrGjx+Pzz//HF5eXrh58yb69u2b72N8j91G7/XBmPJ7JHqvD4bvsds6qpYof+reGF6R1q1b49q1axgxYgQmTpyI3r174/Xr15oqkQwEA5bydefOHXh6emLbtm3w8/PDvn378u1agcIPwRHpgqJTfMa3rqb2PX6tra2xdu1a+Pv74+zZs3B3d8fFixc1WSrpOQYsKfXbb7+hcePGSE9PR2hoKMaMGaPSCfdFGYIj0gVVbwyvCm9vb0RERKBixYr49NNPsWTJEmRnZ2uwWtJXDFiJSklJyXU7O11KTk7G8OHDMWTIEPTt2xeXL19W64oumhiCI9I2Zbe3K4zKlSsjMDAQ06ZNw8yZM9G1a1fEx8droEr1ZWdnIzExUZTnptwYsBIkCAKuXbuGkJAQnYfsrVu30LhxY+zbtw/bt2/Htm3bYGNjo9Y+NDUER6RPzM3NsXjxYhw/fhxXr16Fm5sbzp07p9MasrOzcfXqVYSFhbGLlgCeBytRmZmZCA0NhSAI8PT0LPBelZpw+PDhnPtC7tu3D7Vr1y7S/gpz8j+phufBSltMTAwGDBiACxcuYN26dRgzZozWn1Meru/evUOLFi1QrFgxrT8n5Y8drESZmZnBw8MDMplM652sIAhYsmQJvL290a5dOwQHBxc5XAHNDsER6RNHR0ecPHkSY8eOxdixYzFhwgRkZGSovZ+UyEi89fdHSmRkvtsxXKWJASthugjZlJQUDB48GDNnzsTcuXPxxx9/wNbWVuPPQ2RszM3NsXbtWmzcuBF+fn7o1KkTXr16pfLj435ajof9v8DzGTPxsP8XiPtpucLtGK7SxYCVOG2G7LNnz9CqVSscOHAAe/fuxfz583npNyINGzt2LE6dOoXr16+jSZMmuHHjRoGPSYmMxOvNm3Mte715c55OluEqbXw31QPaCNnQ0FA0btwYcXFxuHDhAvr166eBSolIkVatWuHy5cuwtbVFs2bNcm5lqUz6w4cFLme4Sh8DVk9oMmQDAgLg5eWFatWq4fLly3B3d9dgpUSkiLOzMy5cuICOHTuiV69eWLdundJtLZyd813OcNUPDFg9oomQ3bx5M3r37o3u3bvj1KlTcHBw0EKlRKSIjY0N9u3bh6+//hoTJkzAt99+q/A6xpaurig1alSuZaVGj4KlqyvDVY9o/9wP0ih5yIaGhiIkJETlU3gEQcCiRYswd+5c/Oc//8Hq1at542giEZiYmGDFihVwdHTEjBkzEBcXh/Xr1+f5O3b4ZirsOrRH+sOHsHB2ZrjqIZ4Hq6fUOU82KysLkyZNwtq1azF//nzMnTtXpUseknTxPFjDsH37dowcORLdu3fH7t27YWlpqXRbhqv+4RCxnlJ1uDgtLQ0DBw7E+vXr4efnh2+//ZbhSiQRQ4cOhb+/P/766y907NgRCQmKb4iRX7iqeq4s6R4DVo8VFLJJSUno1q0b/P39sX//fp1cTYaI1NOtWzecOnUKt27dQqtWrRATE5NrfX7hquq5siQOBqyeUxayiYmJ6Ny5My5duoS//voLvXv3FrlSIlKmWbNmOH/+PBISEuDl5YVnz54BKLhzVeVcWRIPA9YAfByyr169QqdOnXD9+nWcPHkSrVq1ErtEIipAnTp1EBQUhJSUFLRu3RqPHj3K95irKufKkrgYsAZCHrLJycn49NNPcfv2bfz999/w8PAQuzQiUlH16tURFBSEzMxMNG/eHNHR0UonNBV0riyJjwErUYWZuPD+/XvMmzcPT58+xU8//cQLSBDpoSpVqmDNmjXIzs7GnDlz8OLFC4Xb5XeuLEkDT9ORoLifluc6tlJq1Cg4fDM138fIj7nevHkTJ06cQGZmpk5vdUe6xdN0DNOHx1wrVKiAjh07wsLCAkFBQXByclL4mJTIyFznypJ0sIOVmMJMXHj//j26deuGGzdu4K+//oKHh4fObnVHRJrx8YSmWrVq4cyZM0hNTUWbNm0QFxen8HGWrq6w79mT4SpBDFiJUXfiQkZGBvr164ewsDAcP34cTZs2BaDb+8kSUdEomy1crVo1nDlzBu/evUPXrl2RmJgocqWkDgasxKgzcUEQBIwZMwYnTpzAH3/8gWbNmuVaz5Alkr6CrtBUo0YNHD9+HP/88w969+6NtLQ0kSoldTFgJUadiQuzZ8/Gtm3bsHXrVnTu3Fnh/szMzFC8Qi28TErH34HnGLJEEqLq5Q9dXV0REBCA8+fPY+jQocjOztZxpVQYnP0iQYou8v2xVatWwdfXF8uXL8fgwYOV7sv32G1sDLoPcxMBY2pnI+HoaXzetS0nPhGJTN1rC7du3Rq7du1C3759Ua5cOfz3v//lZU8ljh2sROU3cWH37t2YPHkypk2bhilTpijdR/jjBGwMug8AyMiWYdMdEzx9k8pOlkhkhb1wf58+fbB+/XqsWbMGvr6+Wq6SiooBq2dOnjyJoUOHYsiQIQX+gT14mZzre3nIpmYKPCZLJJKi3hVn3Lhx+P777zF79mz88ssvWqqSNIEBq0fu3LmDvn37ol27dti8eTNMTPL/56taxjrPsoxsGSrVbsCJT0Qi0NQt5+bNm4exY8di7NixCAwM1GyRpDEMWD2RkJAAb29vVKhQAXv37lXp4gLulUtiXOtquZaNb10NjZzLcHYxkY5p8n6uMpkMa9euRevWrdG3b188ePBAg5WSpvBKTnogMzMTXbt2xZUrV3Dp0iXUqFFDrceHP07Ag5fJqFrGGu6VS+bar6o3bSdp4ZWc9Ethw1XZ367cq1ev4OHhAUtLSwQHB8PW1lbTpVMRsIPVA9OnT8fp06exb98+tcMV+LeT7dOwYp4/UJ4nS6R9hQ1X32O30Xt9MKb8Hone64Phe+x2nm1Kly4Nf39/PHr0CEOGDOHpOxLDgJW4rVu3YuXKlVi5ciXatWun8f0zZIm0pyidq/wMALmNQfcR/jghz7Z169bFzp074e/vj++//14TZZOGMGAlLDg4GOPGjcOoUaMwYcIErT0PQ5ZI84pyzPXjMwAKWt6jRw8sWrQIP/74I37//fdC1Uuax4CVqJiYGPTp0wdNmzbFunXrtH5COUOWSHOKOqFJ0RkA+S0HgBkzZmDAgAEYNmwYrl+/rtbzkXYwYCUoKysLgwcPhkwmw/79+2FhYaGT52XIEhWdJmYLKzsDQNFEJzmZTIYtW7agZs2a6NevH5KTFXe7pDucRSxBP/74I7777jv8/fffaNu2rc6fn7OLpY+ziKVJk6fiAAXPIlbkzp07aNSoEfr164etW7cW6fmpaNjBSkxQUBC+//57fPvtt6KEK8BOlqgwNB2ugPIzAPJTu3ZtbNiwAdu2bcOvv/5a5Bqo8NjBSsiLFy/g5uaGmjVr4tSpUzA1NRW1Hnay0sUOVlq0Ea5FNWzYMOzfvx9XrlxB7dq1xS7HKLGDlYjs7GwMHToU6enp2Llzp+jhCrCTJVKFFMMVANauXYtKlSqhf//+SElJEbsco8SAlYgVK1bg2LFj+PXXX1GhQgWxy8nBkCVSTqrhCgA2NjbYu3cvoqKi8r3rFmkPA1YCIiIiMGvWLEybNg1dunQRu5w8GLJEeUk5XOUaNGiAVatWYePGjQgICBC7HKPDY7AiS09PR5MmTQAAly9f1tkpOYXBY7LSwWOw4tKHcJUTBAE9evRAWFgYbt68iVKlSoldktFgByuyhQsX4tatW9i2bZukwxVgJ0sE6Fe4Av+eH7tp0yakpqbiq6++Ersco8KAFdHVq1excOFCzJkzB+7u7mKXoxKGLBkzfQtXOScnJ6xevTrnmsWkGxwiFkl6ejoaN24MExMTXLp0SfLd68c4XCwuDhHrnr6Gq5wgCOjZsycuXbqEmzdvonTp0mKXZPDYwYrkxx9/xO3bt/ViaFgRdrJkTPQ9XIF/h4r9/PyQnp7OoWIdYcCKICwsDIsXL8bcuXPh5uYmdjmFxpAlY2AI4Srn6OiI1atXY9euXTh48KDY5Rg8DhHrWGZmZs6s4UuXLhnE8B6Hi3WPQ8S6YUjhKicIAnr37o3Q0FDcvXsXdnZ2YpdksNjB6tjGjRsRGRkJPz8/g3ljZCdLhsgQwxX4d6h4zZo1ePfuHW/QrmUMWB2Kj4/H3LlzMWrUKDRt2lTscjSKIUuGxFDDVa5SpUqYN28eVq9ejRs3bohdjsFiwOrQjBkzYGpqikWLFoldilYwZMkQGHq4yk2ePBk1atSAj48PeKRQOxiwOnLx4kVs27YNixYtQpkyZcQuR2sYsqTPjCVcAcDCwgJr1qzB2bNnsXv3brHLMUic5KQDWVlZaNy4MUxNTREaGiqJO+VoGyc+aRcnOWmeMYXrh/r27YsLFy5wwpMWsIPVAfnEpvXr1xtFuALsZEm/GGu4Av/eyYsTnrSDAatlr1+/xty5czFy5EiDm9hUEIYs6QNjDlcAqFy5MubOnYvVq1fj9u3bYpdjUBiwWrZ48WJkZmZi4cKFYpciCoYsSZmxh6vclClTULFiRcydO1fsUgwKA1aLnjx5gjVr1mDq1KkoV66c2OWIhiFLUsRw/X/FihXD/Pnz8eeffyI0NFTscgwGA1aLfvjhB9ja2mLKlClilyI6hixJCcM1r0GDBqFevXqYOXMmT9vREAaslty+fRtbt27F3LlzOTPvfxiyJAUMV8VMTU2xePFiBAYG4sSJE2KXYxB4mo6W9OnTB+Hh4bhz5w7/gD/CU3iKjqfpFA7DNX+CIKBVq1ZISkpCWFgYTEzYgxUFf3paEBISggMHDmD+/Pn8A1aAnSyJgeFaMJlMhiVLliAiIgJ79+4Vuxy9xw5WwwRBQNu2bfHq1SuEh4cbzXmvhcFOtvDYwaqH4aqenj174saNG7h9+7Ze3q9aKtjBati5c+cQGBiIBQsWMFwLwE6WdIHhqr6FCxfi/v372LVrl9il6DV2sBrWpUsXPH36FJGRkTx+oSJ2supjB6sahmvh9ezZE1FRUbh58ybfywqJPzUNCg8Px/HjxzFr1iz+QqqBnSxpA8O1aGbNmoU7d+7g4MGDYpeit9jBalD//v1x5coV3L17l11YIbCTVR072PwxXDWjbdu2SExMxKVLlyCTycQuR++wzSpASmQk3vr7IyUyMt/toqOjsX//fkybNo3BUEjsZEkTGK6aM2vWLFy5cgWnTp0SuxS9xA42H3E/LcfrzZtzvi81ahQcvpmqcNvRo0fj8OHDePDgAYoXL66rEg0SO9mCsYNVjOGqWYIgoEmTJrC3t2fIFgI7WCVSIiNzhSsAvN68WWEn++zZM2zfvh2TJ09muGoAO1kqDIar5slkMsyaNQunT5/GpUuXxC5H7zBglUh/+FDl5atWrYKVlRXGjRun3aKMCEOW1MFw1Z7evXujVq1aWLJkidil6B0GrBIWzs4qLU9OTsbmzZsxZswYXnNYwxiypAqGq3aZmJhg8uTJOHjwIB49eiR2OXqFAauEpasrSo0alWtZqdGjYOnqmmvZrl278PbtW4wfP16X5RkNhizlh+GqG4MGDYKtrS02btwodil6hZOcCpASGYn0hw9h4eycJ1wFQYCrqyuqVq0Kf39/kSo0Dpz4lBsnOTFcdW3KlCn49ddf8eTJE1haWopdjl5gB1sAS1dX2PfsmSdcAeD8+fO4fv06JkyYIEJlxoWdLH2I4ap7//nPf/D69WveBEANDNgi2LhxI2rUqIF27dqJXYpRYMgSwHAVS40aNdChQwf4+fmJXYreYMAW0suXL7F//36MHTtW6WURwx8n4M+rTxH+OEHH1RkuhqxxY7iKa9y4cQgJCUFkARfeoX8xYAtp27ZtAIBhw4YpXO977DZ6rw/GlN8j0Xt9MHyP3dZdcQaOIWucGK7i6969OxwdHdnFqogBWwiCIGDz5s347LPPUKZMmTzrwx8nYGPQ/VzLNgbdZyerQQxZ48JwlQZzc3OMHDkSO3bsQEpKitjlSB4DthDCwsJw9+5dDB06VOH6By+T1VpOhcOQNQ4MV2kZOnQoEhMTcejQIbFLkTwGbCHs3LkTDg4OSic3VS1jrdZyKjyGrGFjuEpPjRo14OHhgR07dohdiuQxYNWUmZmJ3bt3Y8CAAUrPxXSvXBLjWlfLtWx862pwr1xSFyUaHYasYWK4StegQYNw7NgxvHz5UuxSJI0Bq6bTp08jLi4OgwYNyne7mV3q4MB/mmNFP1cc+E9zzOhSR0cVGieGrGFhuEpb//79IQgC9u3bJ3YpksaAVdOOHTtQq1YtNGrUqMBt3SuXRJ+GFdm56ghD1jAwXKWvXLly6NixI4eJC8CAVUNycjIOHDiAwYMHQyaTiV0OKcCQ1W8MV/0xePBgBAcH4/79+wVvbKQYsGoICAhAUlISBg4cKHYplA+GrH5iuOqXnj17wtraGrt27RK7FMliwKph79698PT0RLVq1QremETFkNUvDFf9Y21tjV69evHaxPlgwKooJSUFf/31F3r37i12KaQihqx+YLjqr169euHGjRt48OCB2KVIEgNWRadPn0ZKSgq8vb3FLoXUwJCVNoarfuvUqRMsLCx40QklGLAqCggIQI0aNVCrVi2xSyE1MWSlieGq/2xtbeHl5YWAgACxS5EkBqwKsrOzcejQIXh7e3P2sJ5iyEoLw9VweHt7IygoCG/fvhW7FMlhwKrg6tWriImJQY8ePcQuhYqAISsNDFfD0r17d2RmZuL48eNilyI5DFgVBAQEoGTJkmjRooXYpVARMWTFxXA1PFWqVIGrqyuPwyrAgFVBQEAAunbtCnNzc7FLIQ1gyIqD4Wq4vL29cfToUf4tfYQBW4Dnz58jMjIS3bt3F7sU0iCGrG4xXA1b9+7dkZCQgJCQELFLkRQGbAECAwMBAG3bthW3ENI4hqxuMFwNX6NGjWBnZ5fzfkn/YsAWIDAwEJ988gnKlSsndimkBQxZ7WK4GgdTU1O0atWKAfsRBmwBAgMD4eXlJXYZpEUMWe1guBoXLy8vBAcHIy0tTexSJIMBm49nz54hOjqaAWsEGLKaxXA1Pm3atEFKSgouX74sdimSwYDNR1BQEACgdevWIldCusCQ1QyGq3FydXWFvb09zpw5I3YpksGAzQePvxofhmzRMFyNF4/D5sWAzQePvxonhmzhMFyJx2FzY8AqERsbi+joaA4PGymGrHoYrgT8G7Cpqam4cuWK2KVIAgNWCfkviIeHh8iVkFgYsqphuJJc/fr1UaxYMQbs/zBglQgLC0Pp0qVRuXJlsUshETFk88dwpQ+Zm5vD1dUVYWFhYpciCQxYJcLCwtCoUSPeno4YskowXEmRRo0aMWD/hwGrhDxgiQCG7McYrqRMo0aNcOfOHSQnJ4tdiugYsArExsbi+fPnDFjKhSH7L4Yr5adhw4bIzs5GRESE2KWIjgGrgHx4gwFLHzP2kGW4UkHq1q0LCwsLDhODAatQWFgYSpUqhSpVqohdCkmQsYYsw5VUYWFhgQYNGjBgwYBV6OrVq5zgRPkytpBluJI6ONHpXwxYBW7fvo169eqJXQZJnLGELMOV1FWvXj1ERUUhKytL7FJExYD9SEZGBu7fvw8XFxexSyE9YOghy3ClwnBxcUFGRgYePXqkdJuUyEi89fdHSmSkDivTLQbsRx4+fIjMzEwGLKnMUEOW4UqFJX//jIqKUrg+7qfleNj/CzyfMRMP+3+BuJ+W67I8nWHAfkT+C8GAJXUYWsgyXKkoKlWqhGLFiikM2JTISLzevDnXstebNxtkJ8uA/UhUVBSsrKzg5OQkdimkZwwlZBmuVFSmpqaoUaOGwoBNf/hQ4WOULddnDNiPREVFoWbNmjAx4Y+G1KfvIctwJU1xcXFRGLAWzs4Kt1e2XJ8xRT4SFRXF4WEqEn0NWYYraZKLiwuio6PzLLd0dUWpUaNyLSs1ehQsXV11VZrOmIldgNRERUVh6NChYpdBek4esqGhoQgJCYGnpyfMzKT758ZwJU1zcXHBo0ePkJqaiuLFi+da5/DNVNh1aI/0hw9h4exskOEKsIPNJSMjA0+fPkXVqlXFLoUMgL50sgxX0oaqVatCEAQ8fvxY4XpLV1fY9+xpsOEKMGBziY2NBQBOcCKNkXrIMlxJW+TvozExMSJXIh4G7AfkvwiOjo4iV0KGRKohy3AlbZK/jzJgCQADlrRHaiHLcCVts7W1hZWVFQOW/hUTEwNTU1OULVtW7FLIAEklZBmupAsymQyOjo4MWPpXTEwMHBwceA4saY3YIctwJV1ycnLC8+fPxS5DNEySD8TExHCCE2mdWCHLcCVdYwdLOWJiYnj8lXRC1yHLcCUxMGApR1xcHBwcHMQug4yErkKW4UpiKV++fM7pj8aIAfuBd+/ewd7eXuwyyIhoO2QZriQmOzs7JCYmQhAEsUsRBQP2A4mJibCxsRG7DDIy2gpZhiuJzdbWFpmZmUhPTxe7FFEwYD+QlJQEW1tbscsgI6TpkGW4khTIG5bExESRKxEHA/Z/BEFAUlISO1gSjaZCluFKUiFvWJKSkkSuRBwM2P95//49srOz2cGSqIoasgxXkhL5+yk7WCMn/4TFgCWxFTZkGa4kNRwiJgD//wvAIWKSAnVDluFKUsQhYjUsXrwYTZo0ga2tLcqVK4devXrh7t27OesfPnwImUym8Gvfvn052z1+/BjdunWDlZUVypUrh2nTpuV5A/nhhx9QsWJFtGzZElFRUUV8mQWT/wIwYEkqVA1ZhitJldhDxImJiZg0aRKqVKkCS0tLNG/eHJcvX85ZLwgC5s2bB0dHR1haWqJ9+/aIjo7OtY+LFy/Czc0Nzs7O2LJli1rPr1bABgUFwcfHByEhITh58iQyMjLQsWNHJCcnAwAqVaqEmJiYXF8//PADbGxs0KVLFwBAVlYWunXrhvT0dAQHB2P79u3Ytm0b5s2bl/M8Fy5cwJEjR+Dv74+BAwdiwoQJar2owpBPI+ebE0lJQSHLcCUps7CwAABkZGSI8vyjRo3CyZMn8dtvv+H69evo2LEj2rdvj2fPngEAli5ditWrV2Pjxo0IDQ2FtbU1OnXqhNTU1Jx9jBw5Et9++y127dqFxYsX48mTJ6oXIBRBfHy8AEAICgpSuo2bm5swYsSInO+PHj0qmJiYCLGxsTnLNmzYINjZ2QlpaWmCIAjCoUOHhJ49ewrp6elCSEiI0KRJk6KUqZKLFy8KAITr169r/bmI1JWRkSGcP39eOHfunJCRkSGkp6cLBw8eFEJDQ4VTp04JqampYpdIlMf79+8FAMLOnTtFeW5TU1Ph8OHDuZY3bNhQmDNnjpCdnS2UL19eWLZsWc66N2/eCMWKFRN2796ds6xy5crC/fv3haSkJKFx48bCzZs3Va6hSMdg3759CwAoVaqUwvVhYWGIiIjAyJEjc5ZdvHgR9evXz3VJwk6dOuHdu3e4efNmzvepqamwsrJC586dsXjx4qKUqZLs7GwA4J10SJI+7mTlIy6JiYnsXEmyZDIZgP9/f9WlzMxMZGVloXjx4rmWW1pa4vz583jw4AFiY2PRvn37nHX29vbw8PDAxYsXc5bNmzcPderUgb29PTw9PfHJJ5+oXINZYYvPzs7GpEmT0KJFC9SrV0/hNlu2bEGdOnXQvHnznGWxsbF5rvcr/15+zUpzc3McP34c8fHxKFGiRM4ww4c0PeQgf8PKysoSbTiDqCCNGjXCpUuX8PfffwMA3N3dYWJiwt9ZkqSsrCwA/76/avp31MzMLCfAFbG1tUWzZs3w448/ok6dOnBwcMDu3btx8eJF1KhRIydvFOXRh9dPHjlyJL744gukp6ejZMmS6tWo1tYf8PHxwY0bN3D+/HmF61NSUrBr1y58++23hX0KlCtXTuk6+TFgTbl16xYA4OzZs7h//77G9kukTefOnRO7BCKl5HMGIiMjUbp0aY3uu0uXLgqbrw/99ttvGDFiBCpUqABTU1M0bNgQAwYMQFhYmFrPZW1tDWtra7VrLFTATpgwAYcPH8bZs2dRsWJFhdvs378f79+/x5AhQ3ItL1++PC5dupRrWVxcXM46VXXo0EHNqvMn/2TSsmVLtYYAiHQlOzsbkZGRSExMRIMGDRAcHJwzpGVmVujPykRak5aWBuDfkZauXbtqdN+q/M5Xr14dQUFBSE5Oxrt37+Do6Ij+/fujWrVqOXkTFxeX6zalcXFxcHNz00yN6mwsCAImTpyIAwcOIDAwEFWrVlW67ZYtW+Dt7Y2yZcvmWt6sWTMsXLgQ8fHxOR3qyZMnYWdnp1awmZubq1N6geSfhExNTTW+b6KikodrUlISWrZsmTNXwNTUFGFhYfD09GTIkuTIO1gLCwtR31flHWhCQgJOnDiBpUuXomrVqihfvjxOnTqVE6jv3r1DaGgoxo8fr5HnVWtGj4+PD3bs2IFdu3bB1tYWsbGxiI2NRUpKSq7t/vnnH5w9exajRo3Ks4+OHTvik08+wZdffonIyEicOHECc+fOhY+Pj6gTNeRvWGIcjCfKT36n4jRu3FhnN20nUpfYk0dPnDiB48eP48GDBzh58iTatGmD2rVrY/jw4ZDJZJg0aRIWLFiAgIAAXL9+HUOGDIGTkxN69eqlkedX61Vv2LABb9++hZeXFxwdHXO+9u7dm2u7X375BRUrVkTHjh3z7MPU1BSHDx+GqakpmjVrhsGDB2PIkCGYP39+0V5JEck/XRnrbZVImgo6z1VXN20nKgz5PBmxRlfevn0LHx8f1K5dG0OGDEHLli1x4sSJnPf76dOnY+LEiRgzZgyaNGmCpKQkHD9+PM/M48KSCYKR3gn3I9HR0XBxccGZM2fg5eUldjlE+YZrRkYGjh49iq5du8Lc3ByZmZkIDQ2FIAgcLibJePLkCSpXroxjx46hc+fOYpejczzp83/kl0g01mtmkrSoe4UmdrIkRcZ+ExUG7P+Ifc1MIrnCXv6QIUtSI38/ZcAaOSsrK8hkMnawJKqiXluYIUtSYux3KWPA/o+JiQmsra3ZwZJoNHXhfoYsSQWHiCmHra0tO1gShabvisOQJSlgB0s5bG1t2cGSzmnrlnMMWRJbYmIiTE1NNXbai75hwH7A1tYW7969E7sMMiLavp8rQ5bElJiYCFtb23wvym/IGLAfKFeuHOLj48Uug4yErm6WzpAlscTFxeV70xZDx4D9gKOjI2JiYsQug4yArsJVjiFLYoiJicl1IX1jw4D9gKOjI54/fy52GWTgdB2ucgxZ0rXnz5/DyclJ7DJEw4D9gKOjI2JjY8GrR5K2iBWucgxZ0iV2sJTD0dERGRkZePXqldilkAESO1zlGLKkKwxYyiEfyuBxWNI0qYSrHEOWtC0pKQmJiYkMWPqX/BeBx2FJk6QWrnIMWdImeaPCY7AEAChfvjwAdrCkOVINVzmGLGmL/H2UHSwBAIoVK4by5cvj4cOHYpdCBkDq4SrHkCVtkL+PVqpUSdxCRMSA/YiLiwuioqLELoP0nL6EqxxDljQtKioKFSpUgLW1tdiliIYB+xEGLBWVvoWrHEOWNCkqKgouLi5ilyEqBuxH5AHLc2GpMPQ1XOUYsqQpDFgGbB4uLi5ITExEXFyc2KWQntH3cJVjyFJRZWdnIzo6mgErdgFSI/+F4DAxqcNQwlWOIUtF8fz5c7x//54BK3YBUlOtWjWYmJgwYEllhhaucgxZKiz5+ycDlnIpVqwYnJ2dGbCkEkMNVzmGLBVGVFQUTE1NUbVqVbFLERUDVoHatWvj5s2bYpdBEmfo4SrHkCV13bp1C9WrV4e5ubnYpYiKAauAu7s7rl69KnYZJGHGEq5yDFlSR1hYGBo2bCh2GaJjwCrQqFEjxMbG8prEpJCxhascQ5ZUkZWVhYiICDRq1EjsUkTHgFVA/osRFhYmciUkNcYarnIMWSrInTt38P79ewYsGLAKVapUCWXKlGHAUi7GHq5yDFnKj/x9k0PEDFiFZDIZGjVqxIClHAzX3BiypExYWBhq1KgBe3t7sUsRHQNWiUaNGuHKlStil0ESwHBVjCFLioSFhXF4+H8YsEpwohMBDNeCMGTpQ1lZWQgPD2fA/g8DVonGjRsDAC5fvixyJSQWhqtqGLIkd/v2bU5w+gADVolKlSqhcuXKCAoKErsUEgHDVT0MWQKAoKAgmJubw8PDQ+xSJIEBq4RMJoOXlxcCAwPFLoV0jOFaOAxZCgwMRNOmTY36JusfYsDmw8vLCxEREUhISBC7FNIRhmvRMGSNlyAICAwMhJeXl9ilSAYDNh9eXl4QBAHnzp0TuxTSAYarZjBkjdOtW7fw8uVLBuwHGLD5cHZ2RuXKlTlMbAQYrprFkDU+gYGBMDc3R/PmzcUuRTIYsPngcVjjwHDVDoascTlz5gw8PDxgZWUldimSwYAtAI/DGjaGq3YxZI1DdnY2goKCODz8EQZsAeTHYXm6juFhuOoGQ9bw3bhxAy9fvkTr1q3FLkVSGLAFqFq1KmrVqoXDhw+LXQppEMNVtxiyhu3w4cOwtrZGy5YtxS5FUhiwKujRowcOHz6M7OxssUshDWC4ioMha7gOHTqETp06oXjx4mKXIikMWBV4e3sjLi6Ol000AAxXcTFkDU9cXBxCQ0Ph7e0tdimSw4BVQbNmzVC6dGkcOnRI7FKoCBiu0sCQNSxHjhwBAHTt2lXkSqSHAasCMzMzdO3aFQEBAWKXQoXEcJUWhqzhCAgIQPPmzVG2bFmxS5EcBqyKvL29cf36dTx8+FDsUkhNDFdpYsjqv5SUFPz111/o0aOH2KVIEgNWRZ06dYKFhQWHifUMw1XaGLL67fTp00hJSeHxVyUYsCqytbVFmzZtcPDgQbFLIRUxXPUDQ1Z/HTx4ENWrV0ft2rUVrk+JjMRbf3+kREbquDJpYMCq4fPPP8eZM2fw/PlzsUuhAjBc9QtDVv+kpaVh//796NevH2QyWZ71cT8tx8P+X+D5jJl42P8LxP20XIQqxcWAVcNnn30GCwsL7NmzR+xSKB8MV/3EkNUvx44dw5s3bzB48OA861IiI/F68+Zcy15v3mx0nSwDVg0lSpRA9+7dsWPHDrFLISUYrvqNIas/duzYATc3N3zyySd51qUrmQyqbLmhYsCqafDgwQgPD8etW7fELoU+wnA1DAxZ6Xvz5g0OHz6ssHsFAAtnZ7WWGyoGrJq6dOmCEiVKYOfOnWKXQh9guBoWhqy0/fHHH0hPT8eAAQMUrrd0dUWpUaNyLSs1ehQsXV11UZ5kyARBEMQuQt+MHTsWJ06cwP3792Fiws8oYjPGcM3IyMDRo0fRtWtXmJubi12O1mRmZiI0NBSCIMDT0xNmZmZil0QA2rZtCxMTE/z999/5bpcSGYn0hw9h4exsdOEKsIMtlEGDBuHRo0cIDg4WuxSjZ4zhakzYyUrP06dPERgYqHR4+EOWrq6w79nTKMMVYMAWSsuWLVG5cmVs375d7FKMGsPVODBkpWXnzp0oVqwY+vTpI3YpkseALQQTExOMGDECu3fvxrt378QuxygxXI0LQ1YasrOzsWnTJvTr1w92dnZilyN5DNhCGjlyJFJSUjjZSQQMV+PEkBXf33//jfv372Ps2LFil6IXGLCFVLFiRfTo0QN+fn7gPDHdYbgaN4asuPz8/FC/fn00a9ZM7FL0AgO2CMaOHYvIyEhcvHhR7FKMAsOVAIasWJ49ewZ/f3+MHTtW4aURKS8GbBF06tQJ1atXx7p168QuxeAxXOlDDFnd8/Pzg6WlJb788kuxS9EbDNgiMDExgY+PD/bt24fY2FixyzFYDFdShCGrO2lpafDz88OwYcM4uUkNDNgiGj58OMzNzeHn5yd2KQaJ4Ur5Ycjqxr59+xAfHw8fHx+xS9ErDNgiKlGiBL788kts2LABKSkpYpdjUBiupAqGrHYJgoCVK1eiQ4cOSu/7SooxYDVg6tSpePHiBbZt2yZ2KQaD4UrqYMhqz8mTJ3H16lVMnz5d7FL0Dq9FrCH9+/fH5cuXERUVxeulFhHDtWDGci1idfHaxZrXpk0bJCUl4dKlS5w9rCZ2sBoyc+ZMPHjwAHv37hW7FL3GcKWiYCerWSEhIQgMDMSsWbMYroXADlaDunTpgqdPnyIyMpJ32SkEhqvq2MHmj52sZvTs2RNRUVG4efMm39MKgT8xDZo9ezZu3LiBI0eOiF2K3mG4kiaxky26GzduICAgADNnzmS4FhI7WA1r2bIlsrOzceHCBQ6pqIjhqj52sKphJ1t4X375Jc6ePYt//vmHv2OFxI8lGjZr1ixcvHgRQUFBYpeiFxiupE3sZAvnwYMH2L17N7755huGaxGwg9UwQRDQuHFjFC9eHOfPn2cXmw+Ga+Gxg1UPO1n1DBkyBCdPnsS9e/dgZWUldjl6ix2shslkMixevBjBwcE4dOiQ2OVIFsOVdImdrOquXbuGHTt2YN68eQzXImIHqwWCIKBdu3aIj49HZGQkTE1NxS5JUhiuRccOtnDYyRase/fuuHv3Lm7dusXfrSJiB6sFMpkMvr6+uHnzJnbs2CF2OZLCcCUxsZPN37lz53DkyBEsWLCA4aoB7GC1qG/fvrh8+TLu3r2L4sWLi12O6BiumsMOtmjYyeYlCAJatGiBtLQ0XL58mafmaAB/glq0cOFCPHv2DBs2bBC7FNExXElK2MnmFRAQgIsXL8LX15fhqiH8KWpRrVq1MGLECCxcuBBv374VuxzRMFxJihiy/y8rKwuzZ89G27Zt0b59e7HLMRgMWC377rvv8P79eyxcuFDsUkTBcCUpY8j+6+eff8atW7fg6+vLUws1iAGrZRUqVMDs2bOxcuVK3L59W+xydIrhSvrA2EP25cuXmD17NoYPH44mTZqIXY5BYcDqwDfffANnZ2dMmDABxjKnjOFK+sSYQ3b27NkQBAG+vr5il2JwGLA6ULx4caxevRqnT5/Gvn37xC5H6xiupI+MMWQvXbqEzZs3Y8GCBShXrpzY5RgcnqajQ71798bly5dx584d2NjYiF2OVjBcdYOn6WiPsZzCk5WVBU9PT2RmZuLKlSu8II4WsIPVoZUrV+LVq1f48ccfxS5FKxiuZAiMpZPdvHkzrly5gnXr1jFctYQBq0POzs6YPXs2VqxYYXATnhiuZEgMPWRfvXqF2bNnY9iwYWjevLnY5RgsBqyOTZs2DVWqVMG4ceOQnZ0tdjkawXAlQ2TIITtt2jRkZWVhyZIlYpdi0BiwOla8eHFs2rQJZ8+exfr168Uup8gYrmTIDDFkjx49iq1bt2L58uWc2KRlDFgRtG3bFuPHj8eMGTNw7949scspNIYrGQNDCtk3b95g9OjR6Ny5M0aMGCF2OQaPASuSpUuXoly5chgxYoReDhUzXMmYGErITp48GUlJSfj55595xSYdYMCKxMbGBr/88gvOnj2LdevWiV2OWhiuZIz0PWSPHDmCbdu2YeXKlahYsaLY5RgFBqyI2rRpg//85z+YOXOm3gwVM1zJmOlryCYkJGDMmDHo0qULhg8fLnY5RoMBK7IlS5bAwcFBraHi8McJ+PPqU4Q/TtBydbkxXIn0M2QnT56M5ORkbNq0iUPDOsSAFdmHQ8XLly8vcHvfY7fRe30wpvweid7rg+F7TDfn0zJcif6fPoXsn3/+ie3bt3NoWAQMWAnw8vLC9OnTMXv2bISEhCjdLvxxAjYG3c+1bGPQfa13sgxXorz0IWQfPHiAESNG4LPPPsOwYcPELsfoMGAlYsGCBWjcuDG++OILJCQoDswHL5PVWq4JDFci5aQcshkZGRgwYABKliyJzZs3c2hYBAxYiTA3N8fu3bvx9u1bjBo1SuFt7aqWsVb4WGXLi4rhSlQwqYbsnDlzEBYWhr1796JEiRJil2OUGLAS4uzsjF9++QV//vmnwqs8uVcuiXGtq+VaNr51NbhXLqnxWhiuRKqTWsgePXoUy5Ytg6+vL5o2bSpqLcaMt6uToK+++gp+fn4ICQmBu7t7nvXhjxPw4GUyqpaxZrgaKd6uTpqkcKu7p0+fws3NDZ6enggICICJCfsosTBgJSgtLQ3NmjVDYmIiwsLCYGdnp7PnZrjqBwasdIkZspmZmWjXrh3u3buHiIgIlClTRmfPTXnxo40EFStWDHv37kVcXByGDBmis0spMlyJik7M4eLp06fjwoUL2L17N8NVAhiwElWzZk3s3LkTAQEB+O6777T+fAxXIs0RI2S3bt2KlStXYtWqVfj000+1/nxUMAashPXo0QOLFi3CggULsHfvXq09D8OVSPN0GbLBwcEYN24cRo8eDR8fH609D6mHAStxM2bMwMCBAzF8+HBcvXpV4/tnuBJpjy5C9smTJ+jTpw88PDywdu1anu8qIQxYiZPJZNi8eTPq1q2Lnj17Ii4uTmP7ZrgSaZ82Q/b9+/fo1asXihcvjj/++AMWFhYa2zcVHQNWD1haWuLgwYPIzMxEnz59kJaWVuR9MlyJdEcbISsIAkaMGIE7d+7A398fZcuW1UClpEkMWD1RoUIFHDx4EGFhYRg9erTCKz2piuFKpHuaDtn58+dj7969+PXXX+Hq6qqhKkmTGLB6xMPDA1u3bsVvv/2GWbNmFWofDFci8WgqZDdt2oTvv/8eCxcuxGeffabhKklTGLB6ZsCAAVi5ciWWLFmClStXqvVYhiuR+IoasgcOHMD48eMxceLEQn/QJt1gwOqhSZMmYcaMGZgyZQp27typ0mMYrkTSUdiQPXv2LAYMGIC+ffti1apVnDEscQxYPbV48WIMHToUw4YNw19//ZXvtgxXIulRN2SvXbsGb29vtGzZEr/++iuvMawH+C+kp2QyGX7++Wd06tQJffr0weXLlxVux3Alki5VQ/bhw4fo3LkzqlWrhj///JN/x3qCAavHzM3N8fvvv6N+/fro2rUr7ty5k2s9w5VI+goK2bi4OHTq1AlWVlY4duyYTm/+QUXDgNVzVlZWOHz4MBwcHNC2bVtER0cDYLgS6RNlIfvixQu0a9cOiYmJOHHiBBwcHESulNTBgDUApUuXxqlTp1CiRAm0adMG0dHRDFciPfNxyMbGxqJdu3Z4+fIlTp8+jerVq4tdIqmJAWsgHBwccPr0adjY2ODTTz/FnTt3GK5EekYesu/evUOrVq0QGxuL06dPo3bt2mKXRoXAgDUg5cqVw8qVK2FmZoaZM2fiyZMnYpdERGp68+YNZs2ahRcvXmDZsmVwcXERuyQqJAasgZAfcy1WrBjOnTsHGxsbtG7dGlFRUWKXRkQqio+PR9u2bREbG4szZ86gRo0aOr9pO2kOA9YAfDyhqWrVqggMDIS9vT1at26NGzduiF0iERXg+fPnaNOmDV68eIHAwEC4ubnp/KbtpFkMWD2nbLZw+fLlERgYCAcHB3z66ac4f/68yJUSkTJ3795F8+bN8e7dOwQGBqJOnToAdHvTdtI8BqweK+hUnHLlyiEoKAiurq7o0KEDAgICRKqUiJS5dOkSWrRoAWtrawQHB6NWrVq51jNk9RcDVk+pep6rvb09jh8/jq5du6J3797YsmWLjislImWOHz+ONm3aoFatWjh37hwqVaqkcDuGrH5iwOohdS8iUbx4cfz+++8YM2YMRo0ahUWLFhXpfrJEVHS//fYbevTogbZt2+LkyZMoVapUvtszZPUPA1bPFPYKTaampli/fj2+//57zJkzB19//TWys7O1XC0RKbJ8+XIMGTIEX375JQ4cOAArKyuVHseQ1S8MWD1S1MsfymQyfPfdd9iwYQPWrVuHvn37IikpSUvVEtHHMjIyMHHiRHzzzTeYNWsWtmzZAjMzM7X2wZDVHwxYPaHJawuPGzcOBw8exMmTJ9G8eXM8fPhQc4USkUKvXr1C586dsXHjRqxfvx6LFi0q9P1cGbL6gQGrB7Rx4f4ePXogJCQEycnJaNKkCYKCgjRQKREpcvPmTTRt2hSRkZE4efIkxo8fX+R9MmSljwErcdq8K07dunVx6dIl1K9fH+3bt4efn5/G9k1E/zp06BA8PT1hZWWFy5cvw8vLS2P7ZshKGwNWwnRxy7nSpUvjxIkTGDt2LMaNGwcfHx9kZGRo/HmIjI0gCFi8eDF69uyJ9u3bIzg4GFWrVtX48zBkpYsBK1G6vJ+rubk51q5di40bN2LTpk3o2LEjYmNjtfZ8RIYuMTERAwYMwOzZszF37lz88ccfsLW11drzMWSliQErQYIgICIiQuf3cx07dixOnTqFO3fuwNXVFSdPntTJ8xIZkvDwcDRs2BBHjhzB77//jvnz58PERPlbbUpkJN76+yMlMrJIz/txyPI0PPExYCVIJpOhevXqotzPtVWrVoiIiICrqys6deqEOXPm8NMwkQoEQcC6devg6ekJW1tbXL16FZ9//nm+j4n7aTke9v8Cz2fMxMP+XyDup+VFqkEesrVr18431Ek3+C8gUfb29qLdLN3BwQHHjx/HwoULsWTJErRp04b3liXKx5s3b9C3b19MmDABY8eOxcWLF1GzZs18H5MSGYnXmzfnWvZ682aNdLJlypQp0j5IMxiwpJCJiQlmzZqFoKAgPHz4EG5ubjh06JDYZRFJTkhICNzc3HD69Gn8+eefWL16tUofjtOVnH+ubDnpHwYs5atFixaIiIhAixYt4O3tja+//hrv378Xuywi0WVmZmLx4sX49NNPUb58eYSHh6N3794qP97C2Vmt5aR/GLBUoNKlS8Pf3x+rVq3Cpk2b4ObmhgsXLohdFpFobt26hRYtWmDu3LmYOnUqzp07B2c1g9HS1RWlRo3KtazU6FGwdHXVYKUkJgYsqUQmk+Hrr79GREQESpcujU8//RRTpkxhN0tGJTMzE0uWLEHDhg3x9u1bXLhwAb6+vjA3Ny/U/hy+mQrnvXvgtMQXznv3wGHqVA1XTGJiwJJaatWqhfPnz2Pp0qVYv3493NzcEBwcLHZZRFp3584dtGzZErNmzcLEiRMRHh4OT0/PIu/X0tUV9j17snM1QAxYUpupqSm++eabnG62ZcuWmDp1KlJSUsQujUjjsrKysGzZMri5uSEhIQEXLlzAsmXLYGlpKXZpJHEMWCq02rVr4/z581iyZAnWrVuH+vXr4+jRo2KXRaQxoaGh8PDwwIwZMzBhwgRERESgWbNmYpdFeoIBq4LFixejSZMmsLW1Rbly5dCrVy/cvXs3Z/3r168xceJE1KpVC5aWlqhcuTK++uorvH37Ntd+ZDJZnq89e/bk2uaHH35AxYoV0bJlS0RFRenk9RWFqakppk2bhoiICDg7O6Nbt27o1asXb4FHeu3ly5cYPXo0PD09kZWVhQsXLuCnn37Si6717Nmz6NGjB5ycnCCTyXDw4MFc67///nvUrl0b1tbWKFmyJNq3b4/Q0NBc2zg7O+d5r/L19c21zc8//4wqVarA3d09z+PpXwxYFQQFBcHHxwchISE4efIkMjIy0LFjRyQnJwMAnj9/jufPn+Onn37CjRs3sG3bNhw/fhwjR47Ms6+tW7ciJiYm56tXr1456y5cuIAjR47A398fAwcOxIQJE3T1Eousdu3aOHnyJH7//XdcuXIFderUwY8//ojU1FSxSyNSWVZWFjZu3AgXFxfs378f69atw5UrV/Sqa01OToarqyvWrVuncL2LiwvWrl2L69ev4/z583B2dkbHjh3x4sWLXNvNnz8/13vVxIkTc9Y9fvwYS5cuxZ49ezBnzhwMHz5cq69Jbwmktvj4eAGAEBQUpHSb33//XbCwsBAyMjJylgEQDhw4oPQxhw4dEnr27Cmkp6cLISEhQpMmTTRZts4kJiYKM2bMEMzNzYXq1asLR44cEbskg5Oeni4cPHhQSE9PF7sUgxESEiI0bNhQACCMGDFCiIuLE7ukIivoPUcQBOHt27cCAOHvv//OWValShVh5cqVSh9z/fp1oXHjxkJSUpJw//59wdnZWUMVGxZ2sIUgH/otVapUvtvY2dnBzMws13IfHx+UKVMGTZs2xS+//AJBEHLWderUCampqbCyskLnzp2xePFi7bwALbOxsYGvry+uXbuGqlWrolu3bvD29satW7fELo0ojydPnmD48OHw9PSEIAgIDg7Gli1bUK5cObFL07r09HRs2rQJ9vb2cP1oFrOvry9Kly4Nd3d3LFu2LNc1yevVq4cGDRrA3t4edevWxYIFC3Rdun4QO+H1TVZWltCtWzehRYsWSrd58eKFULlyZWH27Nm5ls+fP184f/68cPXqVcHX11coVqyY8N///jfP4+Pi4oS0tDSN1y6G7OxsYd++fULVqlUFExMTYdiwYcKjR4/ELkvvsYMtupcvXwpTp04VihUrJpQtW1ZYv369kJmZKXZZGgUlHeyhQ4cEa2trQSaTCU5OTsKlS5dyrV++fLlw5swZITIyUtiwYYNQokQJYfLkyXn28/LlS+H9+/faKl/vMWDVNG7cOKFKlSrCkydPFK5/+/at0LRpU6Fz584Fvvl9++23QsWKFbVRpuSkpaUJa9asEcqVKycUK1ZMmDJlivDy5Uuxy9JbDNjCS0pKEhYuXCjY2dkJNjY2wvfffy+8e/dO7LK0QlnAJiUlCdHR0cLFixeFESNGCM7OzvkOiW/ZskUwMzMTUlNTtVit4WHAqsHHx0eoWLGicP/+fYXr3717JzRr1kxo166dkJKSUuD+Dh8+LAAwql/ad+/eCT/88INgY2Mj2NnZCQsWLBCSkpLELkvvMGDVl56eLqxfv14oX768YG5uLnz11VcGcZw1P8oC9mM1atQQFi1apHT9jRs3BADCnTt3NFid4eMxWBUIgoAJEybgwIEDOH36NKpWrZpnm3fv3qFjx46wsLBAQEAAihcvXuB+IyIiULJkSdFuSycGW1tbzJs3D/fv38fw4cPxww8/oHr16li+fDmSkpLELo8MUHp6On755Rd88skn8PHxQYcOHXD37l3897//NYrjrKrIzs5GWlqa0vUREREwMTHhz0tdYie8Phg/frxgb28vBAYGCjExMTlf8mMPb9++FTw8PIT69esL//zzT65t5Md0AgIChJ9//lm4fv26EB0dLaxfv16wsrIS5s2bJ+ZLE92DBw+E4cOHC2ZmZkLJkiWFefPmcehYBexgC5aUlCSsXLlSqFixogBA6NWrlxAZGSl2WVqXmJgohIeHC+Hh4QIAYcWKFUJ4eLjw6NEjISkpSZg1a5Zw8eJF4eHDh8KVK1eE4cOHC8WKFRNu3LghCIIgBAcHCytXrhQiIiKEe/fuCTt27BDKli0rDBkyRORXpn8YsCoAoPBr69atgiAIwpkzZ5Ru8+DBA0EQBOHYsWOCm5ubYGNjI1hbWwuurq7Cxo0bhaysLPFemIQ8evRI+OqrrwRLS0vByspKmDx5stLj3MSAzc+rV6+EH374QShdurRgamoqDBkyRLh586bYZemMsvejoUOHCikpKULv3r0FJycnwcLCQnB0dBS8vb1zTXIKCwsTPDw8BHt7e6F48eJCnTp1hEWLFhnVoSxNkQnCB+eJEInsxYsXWL16NdauXYvk5GQMGTIE06dPh4uLi9ilSUpGRgaOHj2Krl27FvpOLobm+fPnWLFiBfz8/JCZmYlRo0bhm2++QZUqVcQujYwUj8GSpJQtWxY//vgjHj16hIULF+LIkSOoVasWunTpgqNHjyI7O1vsEklCBEHAhQsX8MUXX6BKlSr4+eef8dVXX+HRo0dYs2YNw5VExYAlSbKzs8O0adPw4MEDbN26FfHx8ejWrRtcXFywYsUKvHr1SuwSSUTJycnYsmULGjZsiJYtW+Lq1av46aef8PjxYyxcuJCTcUgSGLAkacWLF8ewYcNw5coVBAcHo2nTppg5cyYqVKiAL7/8EhcuXIBUj3KEP07An1efIvxxgtilGIxr167Bx8cHTk5OGD16NJycnHDs2DHcuXMHX3/9Nezt7cUukSgHj8GS3omPj8e2bdvg5+eH+/fvo3bt2hg8eDAGDhyo8BQqMfgeu42NQfdzvh/Xuhpmdqmjsf0b0zHYuLg47NmzBzt37sTly5fh4OCAUaNGYdSoUXB2dha7PCKlGLCkt7Kzs3Hq1Cls374dBw4cwPv379GiRQsMHjwYn3/+OUqXLi1KXeGPE9B7fXCe5Qf+0xzulUtq5DkMPWCTkpJw8OBB7Ny5EydPnoSJiQm6dOmCL7/8Ej179jTI10yGh0PEpLdMTEzQoUMH7NixA3FxcdixYwfs7OwwYcIEODo6omfPnti3bx9SUlJ0WteDl8lqLad/ZWRk4Pjx4xg8eDAcHBzw5ZdfIikpCevWrUNMTAz8/f3Rt29fhivpDbOCNyGSPhsbGwwaNAiDBg1CXFwc9u7di507d6Jfv36wtLREhw4d0KNHD3Tv3h3ly5fXai1Vy1irtdyYvXnzBseOHUNAQACOHTuGt2/fok6dOpgzZw4GDhzIIWDSaxwiJoMWHR0Nf39/BAQE4MKFC8jOzoaHhwd69OgBb29v1KtXDzKZTOPP+/Ex2PGtq2EGj8ECAO7du4dDhw4hICAA586dQ2ZmJho2bAhvb2/07NkTrq6uWvk3IdI1BiwZjZcvX+Lo0aMICAjAiRMnkJSUBGdnZ3Tu3BleXl5o3bq1Rrvb8McJePAyGVXLWGvs2KucPgVsQkICzp07h8DAQJw4cQK3bt2ChYUF2rVrB29vb3Tv3h0VK1YUu0wijWPAklFKS0tDYGAgAgICcOrUKdy9excAUKdOHXh5eeUEroODg8iVKiblgP0wUAMDAxEREQFBEFCpUqWcUO3QoQNsbGzELpVIqxiwRABiYmIQFBSUEwofBm7Lli3RqFEjNGrUCPXr15fE3Y+kErCZmZm4ffs2wsLCEBYWhgsXLuQK1DZt2uR8YHF2dubQLxkVBiyRAvLAPXPmDEJCQnDz5k1kZWXB3Nwc9erVywlceeiqcntCTRIjYDMzM3Hr1q2cMA0LC0NkZCRSUlIgk8ng4uICDw8PBirR/zBgiVSQkpKCa9eu5QqXmzdvIjMzEyYmJnB2doaLi0uer0qVKsHERPNnw2krYAVBQGxsLKKiovJ83bt3DxkZGZDJZKhVq1auDxnu7u6wtbXVWB1EhoABS1RIqampuHbtGiIjIxUGEfDvpR6rV6+OSpUqwdHRMefLyckp1/fqDjsXJmAzMjIQFxeH58+fIyYmJudL/v2zZ8/wzz//5Nz43sTEBFWrVs35sFCzZk00aNAAbm5uDFMiFTBgiTQsMzMTjx49ygnc6OhoPHv2LFeoyQNYztraGra2trCxsYGtrW2u/7exsYG1tTVMTU1hYmICExMTCIKAf/75J+fSkNnZ2Xj//j0SExORlJSk8L+JiYm5ntPU1BTly5fPFfo1atTICdRq1arBwsJCZz83IkPDgCXSMUEQ8Pr161wdZEJCQk4IfhiI8v9PTk5GdnZ2rq+UlBTY2NjA1NQUMpkMVlZWSkPa1tYWJUqUyNU1lylTBqampmL/OIgMFgOWSA9JZRYxESnHaxETERFpAQOWiIhICxiwREREWsCAJSIi0gIGLBERkRYwYImIiLSAAUtERKQFDFgiIiItYMASERFpAQOWiIhICxiwREREWsCAJSIi0gIGLBERkRYwYImIiLSAAUtERKQFDFgiIiItYMASERFpAQOWiIhICxiwREREWsCAJdJDJiYmqFGjBkxM+CdMJFUyQRAEsYsgIiIyNPz4S0REpAUMWCIiIi1gwBIREWkBA5aIiEgLGLBERERawIAlIiLSAgYsERGRFjBgiYiItIABS0REpAUMWCIiIi1gwBIREWkBA5aIiEgLGLBERERawIAlEsnZs2fRo0cPODk5QSaT4eDBg7nWJyUlYcKECahYsSIsLS3xySefYOPGjbm2SU1NhY+PD0qXLg0bGxt89tlniIuLy7VNQEAAXFxcUKtWLRw+fFjbL4uI/ocBSySS5ORkuLq6Yt26dQrXT5kyBcePH8eOHTtw+/ZtTJo0CRMmTEBAQEDONpMnT8ahQ4ewb98+BAUF4fnz5+jTp0/O+rS0NPj4+GD9+vVYu3Ytxo8fj/T0dK2/NiICzMQugMhYdenSBV26dFG6Pjg4GEOHDoWXlxcAYMyYMfDz88OlS5fg7e2Nt2/fYsuWLdi1axfatm0LANi6dSvq1KmDkJAQeHp6Ii0tDaampnBzcwMAmJmZIS0tDRYWFtp+eURGjx0skUQ1b94cAQEBePbsGQRBwJkzZxAVFYWOHTsCAMLCwpCRkYH27dvnPKZ27dqoXLkyLl68CACws7PD8OHD4ejoCCcnJ4wfPx62traivB4iY8MOlkii1qxZgzFjxqBixYowMzODiYkJfv75Z7Rq1QoAEBsbCwsLC5QoUSLX4xwcHBAbG5vz/XfffYdJkybBxMSE4UqkQwxYIolas2YNQkJCEBAQgCpVquDs2bPw8fGBk5NTrq5VFfb29lqqkoiUYcASSVBKSgpmz56NAwcOoFu3bgCABg0aICIiAj/99BPat2+P8uXLIz09HW/evMnVxcbFxaF8+fIiVU5EcjwGSyRBGRkZyMjIgIlJ7j9RU1NTZGdnAwAaNWoEc3NznDp1Kmf93bt38fjxYzRr1kyn9RJRXuxgiUSSlJSEf/75J+f7Bw8eICIiAqVKlULlypXRunVrTJs2DZaWlqhSpQqCgoLw66+/YsWKFQD+HfYdOXIkpkyZglKlSsHOzg4TJ05Es2bN4OnpKdbLIqL/kQmCIIhdBJExCgwMRJs2bfIsHzp0KLZt24bY2FjMmjULf/31F16/fo0qVapgzJgxmDx5MmQyGYB/LzQxdepU7N69G2lpaejUqRPWr1/PIWIiCWDAEhERaQGPwRIREWkBA5aIiEgLGLBERERawIAlIiLSAgYsERGRFjBgiYiItIABS0REpAUMWCIiIi1gwBIREWkBA5aIiEgLGLBERERa8H9Pj7iHEtjvCwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d22 = load_data('B10', source='fisher')\n", "\n", "c22s1 = Circular(data=d22[d22['set'] == 1]['θ'], unit='degree')\n", "c22s2 = Circular(data=d22[d22['set'] == 2]['θ'], unit='degree')\n", "c22s3 = Circular(data=d22[d22['set'] == 3]['θ'], unit='degree')\n", "\n", "fig, ax = plt.subplots(figsize=(5, 5), subplot_kw={'projection': 'polar'})\n", "\n", "c22s2.plot(\n", " ax=ax,\n", " plot_rose=False,\n", " plot_density=False,\n", " plot_mean=False,\n", " plot_median=False,\n", " r_max_scatter=.9,\n", " marker_color='C0'\n", ")\n", "\n", "\n", "c22s1.plot(\n", " ax=ax,\n", " plot_rose=False,\n", " plot_density=False,\n", " plot_mean=False,\n", " plot_median=False,\n", " r_max_scatter=0.95,\n", " marker_color='black'\n", ")\n", "\n", "\n", "\n", "c22s3.plot(\n", " ax=ax,\n", " plot_rose=False,\n", " plot_density=False,\n", " plot_mean=False,\n", " plot_median=False,\n", " r_max_scatter=1.,\n", " marker_color='C3'\n", ")\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 2.3 Circular plot with rose diagram" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAccAAAHJCAYAAADw9vLCAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAACV90lEQVR4nOzdd1jTZ9cH8G8S9pAlIoosFSfDwXAjLkBx4MCF1WprHW3Vp4pa666z1vaxrVpFK6CioiIOhgMcVSKyBBcKKooCyt6Q8f7hk7wCCYQZSM7nurha8xs5YeTkXudm8Pl8PgghhBAixJR2AIQQQkhLQ8mREEIIqYKSIyGEEFIFJUdCCCGkCkqOhBBCSBWUHAkhhJAqKDkSQgghVVByJIQQQqqg5EgIIYRUQcmREEIIqYKSIyFSNnfuXDAYDOzYsaPS44GBgWAwGFKKihD5RsmRkBZARUUFO3fuRE5OjrRDIYSAkiMhLcLIkSPRvn17bN++XdqhEEJAyZGQFoHFYmHbtm3Yt28f3r59K+1wCJF7lBwJaSEmTZoEGxsbbNiwQdqhECL3KDkS0oLs3LkTx44dw5MnT6QdCiFyjZIjIS3I0KFDMWbMGKxZs0baoRAi1xSkHQAhpLIdO3bAxsYG3bp1k3YohMgtajkS0sJYWlpi1qxZ+O9//yvtUAiRW5QcCWmBNm/eDB6PJ+0wCJFbDD6fz5d2EIQQQkhLQi1HQgghpApKjoQQQkgVlBwJIYSQKig5EkIIIVVQciSEEEKqoORICCGEVEHJkRBCCKmCkiMhhBBSBSVHQgghpApKjoQQQkgVlBwJIYSQKig5EkIIIVVQciSEEEKqoORISAvC5/PB5XJBm+UQIl2UHAlpQTgcDi5dugQOhyPtUAiRa5QcCSGEkCooORJCCCFVUHIkhBBCqqDkSAghhFShIO0ACCGtC5vNRlJSEiwsLGBvby/tcAhpEtRyJIRIzMvLCw4ODpgzZw4cHBzg5eUl7ZAIaRKUHAkhEmGz2di1a1elx3bt2gU2my2liAhpOpQcCSESSUpKqtPjhLRmNOZISDPw9vbGpUuXoKenh6+++kqisbrPx/YA1DjO1xzjgII4JH2ckFaNTwhpUnZ2dnwAlb5WrVol8tzy8nJ+YGAgf82aNdWuEXftqlWrKh0fO3YsPzIyks/n8/mHDx/mL1y4kH/48GF+ZGQk38fHR3isPqo+l5eXV73vRUhLxuDzqYgjIbXx9vZGVFQUbG1tMX/+/Dpdt2DBApHHIiMjq7XyKioqcOXKFcyYMQMlJSVi7yu4ls1mw8HBQeQ57du3R3p6ushjq1atws6dOwHUvdVJs1WJPKBuVUJqYW9vj/v37wMADh48iL///lviSShRUVFijyUlJdU7uQiurWm8T1xiBD5NpHF3d8e5c+cqTbL5PGkCohOhvb09JUUi82hCDiE18Pb2FiZGgfv378Pb21ui621tbcUea8hYneDahtwjODi4xtmnVZdtuLi44JtvvpH4tRPSmlFyJKQG4lp+NbUIPzd//nzY2dlVe9zLy6vG1teyZcvEHvv8Wnt7e6xatUqiWCSVlJQkctlGSEgIDh48iAULFlDLkcg8So5E5rDZbPj6+jbK+jtxLb+aWoSi4jl8+DAmTpyI+fPnIzIyEjt27Kjxmk2bNiEyMhI+Pj6IjIys9P9Vr925cyciIyMxduzYSo8bGhqKvb+XlxdcXFxEHrOwsKh1eUbV1nNjfs8JaRGkPSOIkMZUdTaluFmhdVF1tqm9vX0jRCqaYLZqeXl5va6vOiO1ttmq4mafRkZGip0tK/hauHChyHs0xvecEGmj2apEZoibuSlqVmhd1We2KpvNRnBwMGJiYvDmzRsAgIaGBphMJrp27YoBAwbgzZs3iImJQV5eHrS0tNChQwe4uLhg3bp1ePfuHRQVFdG1a1d069YNz549Q2pqKpSVldG9e3cAQF5eHrp27Srx2klxcYqaferl5VWta/Vzhw8fRu/evZvse06INFFyJDLD19cXc+bMqfa4j48PPD09G/35Pk9+guQGfEpYaWlpSE5OrvM9VVVVcfLkyVqXcojSsWNHqKmpoaysDMbGxgCADx8+QF9fH926dYORkRFcXFzqlLQEiXPnzp149OiR8HF7e3tERkY2+/eckOZCSzmIzGjsCi6C1qKenh66d++Op0+f4vHjx3j58iXev3+PzMzMhoTb6NLS0oT/n5qaKvz/Z8+e4c6dOwA+jWXq6OhAQ0MDZmZmMDMzQ15entjKPYJlG56eniJbz1Q1h8gqajkSmVK1K9DLy6vWyS/A/7eQysvLoaSkhA0bNuDly5dNGapIDWk5NoaOHTvCwMAA7du3R6dOnSTqRq7v95yQloySI5E5dang4u3tjX379iE+Pr6ZoquZtJOjKOrq6ujQoQOYTCYmT56Mn3/+udo5VDWHyBpKjkRuVH0D/7zyTUvREpNjVQoKCnBxcUHfvn3rPIZJSGtByZHIJMEuGFwuF3379kVKSgp8fX2Fx52dnRESEtIssXTp0gUaGhoAGn+2anh4OAoLC5vldYgzcOBAjBo1ihIlkSmUHInMEMwePXToEN69e9csz6murg4nJ6dqs1W1tLTq1bISFB53dXWFoqKiRNcIPgh8/PgRGRkZ1WarFhYWVpqs05Sq1mYlpLWi5EhkQm1r8hrCwcEBixcvrjRblcViwdnZWeT4W0PUJzlKQtClfP36dURGRqK4uBhmZmbIysqqtESjMQjWONZnD0tCWgpKjqRVqTqrVLBkQNy2TTXp1atXpcRgbm6OtWvXQklJqdL9m/NNvamSY00ELe63b9/i2bNnSEpKatAyFR8fH/zxxx/VxnOp+5W0JpQcSYsnSIhXr16tNG4oMHbsWFy+fLlO9xQsN6jvPo2SKi8vR15eHgoLC1FQUCDyvxUVFeDxeODxeNi7dy+UlZVha2sLRUVFMJlMqKqqQktLC9ra2tDR0YGuri50dXXRtm1b6Ovrw9DQEAoKjbtkmc1m49ChQ3j+/Dl4PB4SExORm5sr0bVr167Ftm3bajyHEiVp6Sg5khZJkBBPnDjRaBNnPD09MWrUqEZrDWZlZSEpKQlv377F+/fv8e7dO7x//1749e7dO2RnZ9d4D2VlZSgpKYHJZILJZKKgoACamppQUFAAn88Hn88Hh8MBj8cT/lvUl5KSElRVVaGpqQk9PT20b98eHTt2hKmpKaysrDBw4EDhmGh9fZ4wtbS0kJWVhbt371Y6x8vLC7m5uTh48KDE9x07dix++umnRvmZ0JIS0lgoOZIWpz7jh6Jaj126dEGPHj0atOSguLgYSUlJIr9ycnKE5ykrK6NDhw4wNDSs9qWjowNNTU1oaGhU+2/VrtPRo0dDXV0dzs7OYDAYAAA+n4/y8nKUlpYKv8rKyoT/X1RUhPz8fBQWFgpbpAUFBSguLgaPxwOXywWXy4WysjK0tbVhZGQECwsLWFlZYcCAAbC1ta13y1PQJQtA+D329vbGggUL6nyvgQMHQk9PDywWC+PGjatzS77q7w1NDiINQcmRtAifjyXW5401MjISAKq9UddFYWEh4uLiEB0dLfx6+vQpeDweAEBPTw8WFhaVvrp27QpjY2Noa2sLk1lDiEqO9cXlcpGXl4cPHz4gMzMTHz9+RFZWFrKyspCTk4Py8nJwuVwAgLa2Njp37oz+/ftj9OjRGDFiBJSVlev93I2xhtTOzk7iLbCasug8kU9UW5VIXUNnmlbd/FcSPB4Pjx8/RkREBNhstjAR8vl8KCsrw8rKCkOHDsWyZcvQu3dvWFhYQE9Pr94xSgOLxRKOT3br1q3SMR6Ph6ysrErdwGlpaUhISMDff/8NPp8PbW1tdOnSBcOHD8esWbOq3aMmbDZbOFs1OTkZCQkJdY7//v37sLCwgKGhIebMmVNjS1Lc/pNJSUmUHEm9UMuRNLvPu+I6depUp5ais7MzZs6cWefZpJ8nw4iICNy8eRMfP36EoqIi+vTpg379+gm/evXq1WwzRatqzJZjfZSUlCA1NRWpqalIS0tDWloasrOzUVFRAVVVVfTo0QOjRo3CrFmz6lRcXPAzv3r1arVxSkmZm5vjxIkTIn/e1HIkjY2SI2lWDWklenp6wsfHR+Lz3717h0uXLiEsLKxSMrS3t4ejoyMcHR0xYMAAqKmp1SuepiDt5ChKdnY2nj17hpcvX+LVq1fIysqqlCwnT56Mr776Cm3atJHofg1NlOLGEqkAOmlMlBxJsxH36V6Uw4cP13m9IZ/Px8OHDxEUFISgoCA8ePAATCYTAwYMwPDhw1tkMqyqJSbHqj5PlikpKcjOzgaXy4WRkRFcXV2xZMkSiVuVbDYbW7ZsqfNSnA0bNqBTp07VfjdotippLJQcSbMRtzFuVXX5xF9RUYHw8HAEBQXh4sWLSE1NhaamJpydnTF+/Hi4uLi0qrHC1pAcP8fn84VjlUlJSXjz5g3Ky8uhra2NIUOG4JtvvsGIESNqvQ+bzcaKFSvq3eVqaWmJQ4cOUUIkjYaSI2l03t7ewu7PzydS1NRyFLQUJW0h3r9/H35+fjh16hQ+fPgAExMTuLm5Yfz48Rg2bBiUlJQa90U1k9aWHKvKy8tDQkICnjx5gpSUFBQXFwtfz+rVq9G7d+8arxe0/Hbu3FmvsnaNuWaSyDdKjqRRiZrC//mUfFFjjpK2FJ8/f47jx4/Dz88PycnJ6NChA2bMmIGZM2eiT58+rTKZVNUcyVFQOAAAmExmpWOCdZGCYywWq97PU1ZWhsTERMTFxSEpKQklJSVo164dJk+ejNWrV8PAwKDG6wUfslJSUvD27ds6PTclSdJQlBxJo6lp8ffhw4crtSAlXY+Yl5cHPz8/+Pj44P79+9DU1MSUKVMwa9YsODo6NujNuyVqyuRYUlKC8+fP4+HDhygsLISJiQmmTZsGExMTAJ/GEgMCAvD8+XOUlZWhS5cumDZtGtq3b9/g5y4sLERMTAzi4+Px+vVrVFRUwMzMDAsXLsSSJUtqLUIg+J3ZtGlTnZ6XkiSpL0qOpNF88803YsuGLVy4EAcOHJDoPnw+Hw8ePMCBAwfg7++PsrIyuLq6wtPTE+PGjYOqqmpjht2iNFVy5PF4OHjwID5+/IjZs2dDU1MTd+/eRXh4ODZv3gw1NTVs374dmpqamDZtGhQVFREWFoaHDx9iy5Ytjbq05ePHj3jw4AHi4+ORnp4u3OFky5Ytta6lrO9sZ2dnZ+EHMkIkwaz9FEIkY2trW69jAqWlpTh27BhsbW1hZ2eHa9euYe3atXjz5g2CgoIwdepUmU6MTamsrAwPHz7E1KlTYWZmhrZt28LNzQ1t27ZFREQEMjIy8PbtW8yePRuGhoZo27YtZsyYAQ6H0+BKN1W1bdsWzs7OWLVqFRYtWgQrKytcu3YNlpaWmD59OiIjIyHuM/vOnTsRGRkJHx8fmJmZSfycISEh0NfXl7jiDiGUHEmdsdls+Pr6VnujmT9/Puzs7Kqdb29vX2N1k/fv32Pt2rXo1KkT5s6dC319fVy8eBEpKSn48ccfYWho2OivQd4ICpd/3g3N4/HAZDKRnJwsLJH3OQ6HAwaDgZSUlCaJicFgwMLCAnPmzMGwYcNgamqK+/fvY8CAAbCzs4Ovry8qKiqqXWdvbw9PT0+kpKTg8OHDmDhxIiwtLWt9vo8fP8LBwQGenp5N8XKIjKHkSOrEy8sLDg4OmDNnDhwcHODl5VXpOJvNxuHDhzF06FAMHToUhw8fFtY9rSo5ORkLFy6Eqakp/vzzT8yaNQtJSUkIDg7GuHHjZG48UZpUVVVhamqKS5cuIS8vDxwOB/fu3cPr16+Rn5+PDh06QFdXF2fPnkV+fj6Ki4sRHByMgoIC5OXlNWls5eXleP78OZYtW4YXL14IN0ieM2cOunTpgn379qG4uFjktfPnzxeOo0ZGRmLs2LG1Pp+fnx+srKyoFUlqRGOORGKNVaIrPj4eO3bswOnTp6Gvr4/ly5fjm2++afCWSrKgKSfkfPjwAceOHcOLFy/AZDJhamoKfX19pKamYsOGDXjz5g18fHzw5s0bsFgs9OrVCzweDwwGA0uWLGnUWD4XExODe/fuITQ0tNLkn4SEBOzcuRP+/v7Q1dXF999/jyVLlkBbW7vG+9VlVxDauYOIQ8mRiFV1VmlSUpLIRfw+Pj4SdVXduXMH27dvx5UrV2BqaopVq1Zh7ty5NI74meZYylFRUYGysjJoaGjg4MGD4PF4WLRokfC4YP9IJSUl/Pzzz7CwsMDUqVObJBY+n49//vkHDg4O2Lt3r8hzXr58id27d+PIkSNQUlLC4sWLsWzZshpn0dZl4g7VXyWiULcqEUnQfbpp0yZs2rQJDg4OCAsLE3lubaXCoqKiMGLECAwZMgSvX7+Gr68vnj9/jkWLFlFilAJFRUVoaGggPz8fjx8/ho2NDQAIJ8EoKChASUkJb968wdu3b4XHm0JaWhpyc3Ph4eEh9hwzMzP89ddfePXqFRYvXoy//voLZmZmWLlyJbKyskReI5i4I8lYZHBwMDZu3IiNGzdSVysRopYjqaamSjaenp7w9fUV/rumBfzPnj3DunXrEBAQgF69emHr1q0YP358tYXn5P81Zcvx0aNH4PP5MDAwQEZGBs6dOwc1NTX85z//AYPBQFRUFNTV1aGtrY20tDScPXsW3bt3x9y5cxs1js8FBQWBwWDgwoULEv9e5Obm4rfffsOePXvAYrGwatUqfP/991BXVxd5PpvNxldffSXxtlnU1UoA2s+RiCBubzwAGDVqFJYsWVJjcee0tDRs2rQJR44cQceOHfHPP/9g9uzZNMFGykpLSxEYGIicnByoq6ujX79+mDhxojAJFxYW4vz588jPz4eOjg4cHR3h7OzcZPEUFRUhOTkZ69atq9MHJm1tbWzcuBGLFy/G1q1bsXHjRuzbtw8bNmzA/Pnzq63JtLe3x8OHDzFnzpxKH+zE2bVrF5KSkjBu3LgaZ1kT2UYtR1JNTS3HmsZncnJysHPnTvz+++9QV1fHjz/+iEWLFkFFRaUpw5Uprb22al38+++/ePToEW7cuCHxdleipKSkYMOGDTh+/Dg6d+6MrVu3Ytq0aSK/f5+PowOoteJO27ZtcenSJRqTlEPUv0Wqsbe3x6pVq6o97uXlJfJNgsfj4ciRI7CwsMC+ffvwww8/IDk5GcuXL6fESETi8XhISEiAm5tbgxIj8GkTZF9fX8TGxqJr166YPn06hg4divj4+Grn2tvbC8cXXVxcar23YG1k1SVLRPZRy1FOSVLfVJJzYmJisHjxYrDZbMyaNQu7du1Chw4dmjZ4GSYvLUfBetYzZ86gZ8+ejXrva9eu4dtvv0VSUhKWLl2KTZs2iV3+QbNaiTiUHOWQqLGXuk5CyM7Oxrp163DgwAH06tULf/75J4YOHdrYocodeUmOp06dQvv27XH8+PEmuX95eTl+//13bNq0Cerq6ti9ezc8PT1r7GqNiYnBxYsXxd5z4sSJsLa2rrVYPpENlBzljKenJ/z8/EQek+STMY/Hw9GjR7F69WqUl5dj06ZNWLJkSaMWppZn8pAcc3JycOTIEfzyyy9wc3Nr0ud6+/YtfvjhB5w6dQqDBw/GH3/8AWtra7Hnm5mZ4dWrV7Xel2a0yj4ac5Qj3t7eYhMjUPMsVQB48eIFHB0dsWDBAri4uODZs2dYtmwZJUZSJzExMdDX18fo0aOb/LmMjIzg7++P69evIysrC3379sWaNWtQVlYm8vyXL19KVNB8165dtCZSxlFylBNeXl61ltQSt5ifx+Ph999/h5WVFdLS0hAeHg4fH59G2eePyJeKigo8fvwYU6ZMgbKycrM9r5OTE+Li4rB582bs2bMHffv2RVRUlMhzPy9oXtNQwY4dOyhByjBKjnKAzWbXOunA09NTZJdqcnIyhg8fjmXLlmHBggV4+PAhHB0dmyhSIuuePHkCPp+PyZMnN/tzKykp4ccff0R0dDRUVFQwYMAA/PjjjyJbkYKC5jX93QQGBsLBwQHjxo2jJCmDKDnKgdq6Sz09PeHj41PpMR6Ph3379sHKygpv3rxBeHg4/vvf/4qtQkKIJOLi4jBs2DB06tRJajFYWloiMjISGzduxO7du9G/f39ER0eLPNfe3h6zZ8+u8X6XL1+m5R4yiJKjDKq636K47tL58+cLN479XGpqKpycnPDdd9/hyy+/pNYiaRTv3r1DVlZWjXVUm4uioiLWrVuHBw8eQFFREfb29li/fj04HE61c319fSUqrL9r1y54e3s3RbhECig5yhhR+y2KWtTv5eWFw4cPV+tKvXDhAmxsbPDy5UuEh4dj37590NDQaM6XQGRUbGwsTExMMHjwYGmHIiTY13H9+vXYtm0bhg8fjjdv3lQ7z8fHB5GRkdiwYUON91uwYAG1IGUELeWQIbXtt8hms8XWRC0rK4OXlxd+//13TJo0Cd7e3tDR0Wmu0Mn/yOpSjpKSEhw4cAArV67El19+Ke1wRPr3338xY8YMFBUV4dixYxg3bpzI8yQpHEAFA1o/ajnKCDabjaNHj4o8JhhztLe3Fznx5sWLFxg4cCD279+Pffv24ezZs5QYSaNKSEiAiooKJk6cKO1QxBo0aBBiY2MxaNAguLm54T//+Q/Ky8urnSfYDmvs2LFi73X06FGapNPKUXKUAYIu1IMHD4o8XtN+i/7+/ujbty/y8/Nx7949LF26VKZaLET6eDwe4uPj4eLiAl1dXWmHUyM9PT1cuHABe/fuxb59+zB48GCkpKRUO8/e3h6XLl3C4cOHRd7n4MGDNJO1laPk2MpV3V+xKnHFwsvLy7F48WLMmDEDY8eORXR0NPr27duUoRI59fr1axQVFWHatGnSDkUiDAYDy5Ytw927d5GVlYU+ffqILSs3f/58kUX6BWgma+tFybEVY7PZYiveLFy4EJGRkSI3Iv7w4QNGjx6Nw4cP48CBAzhx4kSDd0YgRJyYmBj07t27xrJtLVH//v0RExMDJycnTJgwATt27ICoKRqCbtaFCxeKvRfNZG19KDm2YjWtX5w3b57IFuPDhw9hZ2eHx48f48aNG1i4cCF1o5Imk5+fj9evX2P69Omt8vdMS0sLZ8+exU8//YQ1a9Zg1qxZKCkpqXaevb095s2bV+O9JJ3JWnUpFpEOSo6tmLixRHHVbs6fP4+BAwdCS0sLDx48aFFT6uUdn88Hl8sFj8eTdiiNKjY2Ftra2nB2dpZ2KPXGZDKxadMmnD59GoGBgRgyZAjevn1b7Txx+6B+rrYWpKilWEQ6aClHK1d1Wrmoajd8Ph9bt27F+vXrMXnyZBw7dowq3TSh0tJSfPz4ER8/fsSHDx+E/y/4d3p6Oj5+/Ijy8nJwOBxwOBzweDzw+XykpaWhV69emD17dqtsaX2Oy+XiwIEDmDVrVq1Jo7WIjY3FhAkTUFFRgfPnz4tcOsVms7FlyxZcvnxZ7H1E7epR21Is0rwUpB0AaZidO3fC3d1d7PrF0tJSfPHFFzh9+jQ2bdqEdevWgcmkDoOGKikpQXJyMp4/f47nz58jOTkZ79+/x4cPH1BYWAgejyf8YjKZUFdXh5qaGlRVVaGhoQEzMzMoKiqCyWRW+goMDER+fr60X16jePbsGbhcLqZMmSLtUBpNnz59EBUVBXd3dwwbNgxHjx7FzJkzK50jmMnq7e0tttj/rl27YGFhgfnz5wsfEzdMkpSURMlRCig5ygB7e3uRfzx5eXmYOHEiIiMjERAQIJViz7KgpKQET548QWJiIhITE/HkyRO8fv0aHA4HXC4X2tra0NXVhYaGBrp37w4NDQ1oampCQ0MDGhoaUFZWlrgVWFNro7WJjY3FgAEDYG5uLu1QGpWBgYFwvH7WrFnIyMjA8uXLq503f/58JCUliS0YsGDBAiQlJQlbkOKGSWpaikWaDiXHFq6mqjY1ef/+PVxcXPD69WtcvXqVxhfrIDMzE5GRkUhMTERcXByePXuG8vJyMJlMtG3bFvr6+hgyZAjatWuHtm3b0n6WInz48AEZGRn46aefpB1Kk1BWVsbRo0dhaGiIFStWID09HTt27Kj2IWjnzp2wsLCQqAUpGLP8PJmKW4pFmh4lxxas6niipLuPP3/+HGPGjEFZWRlu376N3r17N2WYrR6fz8ezZ89w69Yt3LhxA4mJiaioqICOjg4MDAwwcOBAdOjQAfr6+tQlLaHo6Gh06NBBpgvWMxgMbN++HQYGBli+fDkyMjJw6NChah+WJGlBRkREwNfXt9ZhEtJ8aEJOC1Xfwfno6GhhJZLQ0FCYmJg0ZZitVnl5OR48eICbN2/ixo0bSEtLA5PJhLGxMSwsLGBubg4VFZVmj2v79u1o06YNFi9e3Gon5JSXl2P//v347rvvalz7J0tOnjyJL774AqNGjcLp06dFTniraQwSAJydnREcHNyUYZI6oJZjC7VlyxaRj9c0OH/t2jVMmjQJvXr1wqVLl9C2bdumDLHVycnJwZ07d3Dz5k3cvn0b+fn5UFdXh5mZGWxtbdGpUyewWCxph9nqJSQkQEFBAZMmTZJ2KM1mxowZ0NPTg7u7O0aOHIlLly5BT0+v0jm1tSBDQkIwZ86carPNiXRQcmyBvL29xU7MEDc4f/nyZbi7u2PEiBE4c+YMLdX4n+LiYoSFheHChQuIjo5GWVkZDAwM0KNHD3Tt2hVt27ZttS20lojP5yM+Ph6jR49Gu3btpB1Osxo9ejQiIiLg6uqK4cOH4/r169DX1690Tm1jkL6+vliyZAl1p7YAlBxbmJq2wxk7dqzIP5qgoCBMmTIF48aNg7+/P5SUlJo6zBaNz+fjyZMnOH/+PC5evIjc3Fx07NgRQ4YMQZcuXeiDQxN68+YN8vLyMHXqVGmHIhX9+/dHREQEnJychAnSwMCg0jnz589HRESE2NKPixcvxuLFiyst8yDNj8YcWxBx44wCosYbz58/j2nTpmHixIk4ceKE3M+cvH//Pvbs2YPExEQoKSmhV69esLa2hpaWVqPcn8/nV2ppFhcXIzc3F3w+H+3bt29wt2xrH3MMDAyEoqIiAgMDW2X8jeXp06dwcnKClpYWbty4AUNDw2rnuLi4ICQkROw97OzsqIScFFHLsQWpqVaqqCndFy5cwLRp0zB58mT4+flBQYF+nL6+vkhISMC4ceNgbm7eoNmleXl5wqo2mZmZUFNTw8iRIwF8Gr88efIkkpOTwWAwoK2tjV69emH8+PFyO25ZWFiIlJQUbNiwQa4TIwB0794dN2/ehKOjI0aMGIHw8PBqLcjg4GDMmTNH7K469+/fh7e3N7UgpYTeTVsQceOJhw8frvYHcunSJUydOhWTJk2ixPiZUaNG4erVq2jbtm29EyOfz4e/vz9u3rwJDQ0NqKmpQUdHBz169AAAcDgc+Pv7o7CwEKtXr0abNm3w8OFDeHt7o0uXLrC0tGzMl9RqxMXFQVNTE+PGjZN2KC1C165dER4eXilBVh2D9PHxgbm5OTZt2iTyHsePH0fv3r1pDFIKaNFWCyKqcLGXl1e1xBgaGorJkydj3LhxOH78OCXGz4wePRp6enqIiYmp9z0YDAY0NDRgbGyMX375BZs3b8by5cuFxbMVFBSQlJSEgQMHQl9fH8rKyrC1tYWioqLIHRvkAY/HQ0JCAsaPHw9NTU1ph9NiWFhY4MaNG/j48SNGjhyJ7Ozsaue4uLiIvT48PJwKkEsJJccWRrA3nI+Pj8j9GNlsNtzd3TF69Gj4+/vL/RhjVSoqKpg8eTIeP34MDodT7/toaWmhpKQESUlJSExMxOPHjyvtmGFqaorIyEi8efMGHz58wOXLl2FhYSG3pb6eP3+O8vJyuZ2IU5Pu3bsL19KOHz8excXFlY5LupsHjT82L5qQ04o8ffoUgwcPRvfu3REWFgY1NTVph9QipaamCqfT17eLMz4+HqdOnQIAaGhooLy8HCYmJpg4cSJ0dHSEuzLcvHlTOMZob2+P0aNHV+s6q4vWOiHH398fRkZGtEavBvfv38fw4cMxYsQInDt3rlqPD5vNxqFDhxAbGyuy58PHxweenp7NFa7co/64ViItLQ1jxoxB+/btERQURImxBsbGxhgyZAji4+PrnRw7dOgADw8PGBsbQ01NDU+ePIGvry/U1dUxbdo0vH79GklJSZgyZQoGDBiAvLw8HDlyBOfOnYOHhwe0tbUb90W1YNnZ2UhLS8MPP/wg7VBaNDs7O5w9exZubm5YuHAhDh8+XOkDkGADAXGz1s+dO4fy8nKaoNNMqFu1FcjJyYGzszP4fD5CQkKgq6sr7ZBaPA8PD2RmZiI9Pb1e1+vr68Pa2ho6OjpQVFSEjY0NnJyckJKSgg8fPuDevXswMDDA8OHDoaioCAMDA7i5uSErKwuvX78G8GlijzyIjo6GgYGBcCYvEc/Z2RlHjx7FkSNH8OOPP4o8R1w3a2BgIBYsWECTc5oJJcdmxmaz4evrK/H4QUlJCcaPH493794hNDQURkZGTRyhbBgyZAiMjY0bNDFHQJDk9PT0UFpaiqKiIjCZTBQVFQGAsFs1PT0dpaWljbamsjWoqKjA06dPMWXKFLkvPiGp2bNnY8+ePdi+fTt+//13kecI5h6IaiUKlniQpkXJsRl5eXnBwcEBc+bMkWgGGpfLxcyZMxETE4PLly8LlxKQ2rFYLHh4eOD58+coLS2t1z24XK7wXqWlpYiLiwODwYCpqSm6d++OFy9e4Pjx43jx4gVu3bqFBw8eoGvXrjA2NgaAVjVmWF+PHz8GANortI5WrFiBlStXYtmyZcKx7ars7e3FzkSPiopqyvAIKDk2GzabXa0sXG0z0NatW4egoCCcPn26xso5RLSJEydCUVERCQkJdb62vLwcp0+fRkxMDO7cuQN/f398/PgRbm5uAABra2ssXLgQGRkZ8Pb2RkREBHr27IlJkybJzbZWfD4fsbGxGD58ODp27CjtcFqdHTt2YNasWZg7dy4ePHgg8hxbW1uRj3M4HJq92sRoQk4zWbFihcjHg4ODRY4hnDhxAjt27MCePXswduzYpg5PJunp6cHFxQXXr19H//7969SSU1BQQHZ2NoKCgqCgoAATExNMnjxZ2HpXUFCApaWl3C74Bz5tqJ2Tk4Np06ZJO5RWiclk4vDhw3j+/DkmTpyIqKioamXm5s+fj7///hv379+v9Li3tze8vb0l3uOV1B0lx2bAZrNx9+5dic+PiorC/Pnz8cUXX2D58uVNGJnsmzp1Ki5cuIDXr1/D1NRU4uuYTCaWLFnSdIHJgOjoaJiZmWHgwIHSDqXVUlFRwfnz52Fra4tJkyYhIiKi2j6ibDYb3t7euHTpEgIDAysd27VrF9zd3WmSThOQj/4fKaupZmrV6hjv37/HxIkTYWNjgwMHDsjFuFVT6tOnD3r06NEoE3PI/yspKUFycjI8PDzkphu5qXTo0AGBgYGIi4vDN998I3KW8/z58+Hu7i7y+preX0j90W91MxBXNcXT07PSJ77S0lJMmjQJDAYD586dk8pO9LKGwWBg+vTpePXqFfLz86UdjsyIj4+HqqoqJkyYIO1QZIKtrS28vb1x7Ngx7N27V+Q54t5H5LUqU1Oj5NgMRK1b8vT0rFRNhM/nY+HChYiPj0dgYKDILW5I/bi6ukJbWxtxcXHSDkUm8Hg8PHz4UPh9JY1j1qxZ8PLywsqVK0VuZSWu9jKAOi0PI5Kh5NhEqq5nrFoztWqZrUOHDsHHxwfe3t7o37+/NEKWWerq6pg4cSISExOFyzNI/b18+RLFxcU0EacJ/Pzzz3B2dsasWbPw5s2baservo/w+fw6LQ8jkqPaqk3Ay8ur0rKN2maUPXz4EPb29pg3bx7++uuv5ghR7rx48QITJkzA6NGjW/R60dZQWzUgIAC6uro4efJki42xNcvOzoaNjQ2MjY0REREhdq2juDJzojZFJ3VHLcdGVtf1jIWFhfDw8ICFhQV+/fXX5ghRLnXp0gUODg6IjY2VdiitWm5uLlJTUzF9+nRKjE1E8MEjMjISGzduFHueuIk4NEGncVBybGTBwcEiHxf3C7t06VK8efMGp06dogk4TczDwwPp6en48OGDtENptWJjY6Grq4sxY8ZIOxSZNmjQIGzduhXbtm3D1atXRZ5DE3SaFiXHRuTl5SV2R29Rv7A+Pj44duwY9u/fj+7duzd1eHJv+PDhMDQ0pGUd9VRaWorw8HC0bdtW5Ka9pHGtWrUKo0aNwuzZs0UW0Bc3QYe6VBsHJcdGIqo7VaDqkg3g096Mixcvxty5c2mPtmaiqKiIadOm4enTpygvL5d2OK3O9evXUVZWhhcvXsDZ2RnLly/HgwcP5Gb3kebGZDLh6+sLJpOJ2bNni5xMVtvm6KT+KDk2kpr6+UeNGlXp3+Xl5Zg+fTo6deqEP/74o6lDI59xd3eHgoICEhMTpR1Kq3P//n2Ym5tjyZIlGDx4MO7evYs5c+Zg+vTpuHXrFiXJJtCuXTscP34cN27cwC+//CLyHHt7e5EfwEnDUHJsJDX181c99vPPP+PRo0c4ceIE1NXVmzo08hkDAwOMGDEC8fHx9GZeB48ePUJRURFsbW2hqKiIPn364Msvv8SECROQmZmJhQsX4ssvv6S1pE3AyckJK1euxPr16/Ho0SNphyM3KDk2EnEblFYdA4iJicHPP/+MtWvXok+fPs0ZIvkfDw8P5Obm4u3bt9IOpdW4evUqdHR0YGNjI3yMwWDAzMwM06dPx4QJE/Ds2TPMmjUL33//PV68eCG9YGXQpk2b0LlzZ8ydOxccDkeia+q6dyypjNY5NjI2my2cseri4lIpMZaXl6N///5gMpm4f/8+bQ4rJTweDxMnTgSXy21x5c9a4jrHvLw8bN26FU5OTtVqAX+Ox+Ph6dOnuHPnDsrKyjBp0iR888036NChQzNGK7vu37+PAQMGYMuWLVi7dm2N59Z1rTWpjnblaCA2m42kpCRYWFjA3t5e+CXKli1b8OTJE0RFRVFilCImk4np06djy5YtKCoqoq7tWoSEhEBRUbHWPUWZTCZ69uyJbt26IS4uDhcuXMClS5cwa9YsfPnll9DR0WmmiGWTnZ0dVq1ahY0bN2L8+PHo3bu3yPPErbWm3TvqhrpVG8DLy0vi0k3R0dHYvn071q1bV6lrikjHuHHjoK6uTmNkteDxeIiPj0e3bt0kTm4sFgv9+vXDV199hd69e+PIkSNwdXVFQEAAeDxeE0cs2zZu3IiuXbti7ty5qKioEHnOoUOHRD7+1VdfNWVoMoeSYz3VpRJOWVkZ5s6dC0tLy1q7Q0jzaNOmDdzc3JCQkEBv2DVgs9ngcDi1thpFUVJSwuDBg/HVV1/BwMAA69atw1dffYXXr183QaTyQVlZGf/88w/i4uLELh3LysoS+XhCQgKNP9YBJcd6qkvppl9++QVPnz7FP//8A0VFxaYOjUho2rRpwnV7RLSIiAi0a9euQVVX1NTU4OrqCnd3d8THx8Pd3R1HjhyReGIJqczW1hYrV67E5s2b8fz582rHx40bJ/ZacRW8SHWUHOtJ0tJNr1+/xs8//4xly5bB2tq6OUIjEurRowf69OlDXativH//HllZWbC1tW2UyUGmpqaYN28eunbtil27duGLL77Aq1evGh6oHPrpp5/QoUMHfPvtt9WWJM2fP1/sJChxpehIdZQc60nS0k3Lly+Hjo4O1q9f35zhEQlNnz4db968QU5OjrRDaXGuXLkCNTU12NraNto9FRUV4eTkhOnTpyMpKQlTpkzBqVOnqGu7jtTU1PDbb78hNDQUgYGB1Y6fO3dO5HV3796Ft7d3E0cnGyg5NkBtpZtCQkJw/vx57NmzB5qamlKKktRk1KhRaNeuHdVbraK8vBxJSUno3bs31NTUGv3+HTp0wNy5c2FiYoINGzZg8eLFyMzMbPTnkWXjx4+Hq6srli1bhuLi4krH7O3tMXbsWJHXLViwgPZ9lAAlxwYSV7qprKwM3377LYYPHw4PDw8pRUdqo6ysjClTpuDx48diZ//Jo4iICADAgAEDmuw5FBUVMWbMGEycOBFsNhseHh54+PBhkz2frGEwGPj999+Rnp6Obdu2VTv+008/ib22pm30yCeUHJvInj178OrVK/zxxx8tZjE3EW3y5Mng8/l48uSJtENpMSIjI2FsbIxOnTo1+XOZm5tjzpw54HK5mDt3Li5dutTkzykrunTpglWrVmH37t3VJueIq9olQPs+1oySYxN4/fo1tm7dimXLlqFnz57SDofUwsjICI6OjjQx53+SkpKQn59fr7FGHo+H8vLyajtIlJWVITc3Fzk5OSgpKal2nbq6urAY/6pVq7B3716Ru1CQ6tasWQNDQ0N899131Sbn7Ny5U+zyMdqZpmaUHJvAjz/+CC0tLZqE04pMmzYNWVlZePfunbRDkbqwsDBoaWnVufYvh8PBqVOn8N133+HKlSvCx3NycnDo0CFs2rQJmzdvxtGjR0WuxVNQUICrqysGDRqEgwcP4vvvv0dBQUGDX4+sU1NTw969exESEoKwsLBqx8XtFUtVumpGybGRxcfH48SJE9i4cSNNwmlFBg8eDBMTE8TGxko7FKkqLCzE69evYWNjU+c1uU+fPkV8fDxMTU2Fj5WVleH48ePIzc3FunXr4OXlhaKiIrFVXBgMBmxtbTFp0iTcvHkTs2bNoqIBEpg4cSIGDRqE1atXV5v5K+myM1IZJUcJSVrhfs2aNejSpQu+/PLLZoqMNAYmkwkPDw8kJSWJ7PaTF2FhYWCxWHWeiJOVlYXTp0/jq6++ApPJFHbv5ebmIjExEbNnz4aenh7at28vTHipqali72dmZoZZs2YhPT0dM2fOxL179xr0umQdg8HAjh07EBcXh9OnT1c6JumyM1IZJUcJSFpD9ebNmwgODsbPP/9MlXBaoQkTJkBFRUVuZ0zyeDzExMTAwsICbdu2lfi68vJynDlzBg4ODjA1Na3UcklNTYWCgkKlx3V1daGjo4OXL1/WeF9dXV3Mnj0bqqqqWLhwIc6ePVu/FyYnBg8ejHHjxmHdunXVxhNrW3ZGqqPkWAtJa6jy+Xx4eXmhX79+mDx5cnOGSBqJrq4uXF1d8fDhQ7lclB4bG4uysjLY2dlJfA2fzwebzUZubi5cXV3B4/HAZP7/20pxcTEUFD5t/iOYtc1kMqGuri7ReKKKigqmTJmCrl27Yv369Thx4kQdX5V82bZtG1JSUnD48OFqx8QtOyOiUXKshaQ1VAMDA8Fms7Fjx45Kbw6kdZk2bRqKiorksqzZjRs30LZt2zrNsM7IyMCFCxcwb948cLlclJeXC2eslpaWgsViVZtByWAwwOPxJF7ixGQyMXr0aFhZWWHr1q04evRonV6XPLG0tISnpyc2b96MwsJCaYfTqtF+jrWQZDCbw+Hgxx9/xMiRIzFy5MjmCo00ASsrK/Tu3RsxMTEwNzeXdjjN5sOHD8jIyICLi0udPty9efMGhYWF2LRpkzAJ8vl8vHr1Crdv38bixYtRVlaG8vLySrMj8/Ly6rS/I4PBgKOjIxQUFLB7925UVFTg66+/lvwFypHNmzfD398fv//+O3788Udph9NqUROnFpIMZp86dQpPnjzB9u3bmzs80sgYDAamT5+O1NRU5OXlSTucZhMSEgIVFZU6d7lZWlpi48aN2LBhAzZv3oyNGzfCxMQEQ4YMwebNm2FkZAQFBYVKs4BTUlJQWFiIzp071+m5GAwGBg0aBC0tLfzzzz91ulaemJiYYNGiRdi9ezfy8/OlHU6rRclRAjUNZvN4PGzfvh0uLi7o37+/FKMkjcXZ2Rk6Ojpys6yDw+Hg0aNH6NmzJzQ0NOp0rYqKCtq3bw8DAwPo6+tDX18fLBYLysrK0NLSgpqaGhwdHXH+/HlER0cjJiYG/v7+6N+/PwwMDOr0XDweDyEhISgsLKQWUS1WrVqFkpIS7N+/v9ZzJZ2JL28oOUpI3GD2pUuX8OjRI6xZs0ZKkZHGpqamBnd3dzx69EguqrTcuXMHPB4PAwcObPC9GAwGlJWVK03CmTx5MhwcHBAQEAB/f39YWFhg7ty5dbqvIDEmJydjx44dYotqk086dOiAL774Anv37q1xaZKkM/HlEYNfdbScSIzP52PgwIFgsVi4c+eOtMMhjejly5dwc3PDyJEjm7UE4Pbt29GmTRssXry42Wrybt26FW3atMF3333XLM9XV5QY6+fFixfo1q0b/vjjDyxatKjacTabDQcHh2qPR0ZG0oxWUMuxQW7evInIyEhqNcogMzMzDBw4UOa7Vl+9eoXc3NwWOyRAibH+unTpgqlTp2L37t3gcDjVjks6E19eUXJsgO3bt8PKygqurq7SDoU0AQ8PD2RkZMj0PoMhISHQ1NRskcmREmPDrV69Gi9fvsSpU6eqHaOycjWj5FhP0dHRCAsLw+rVq2lLKhk1bNgwdOzYUWY3Qi4tLUVKSgqsrKxaXBFqSoyNw8bGBi4uLtixY0e1whZUVq5mlBzraffu3TA3N8fUqVOlHQppIgoKCvDw8MCzZ89QVlYm7XAa3dWrV8FkMpt0Q+P6oMTYuNauXYvExEQEBwdXO0Zl5cSj5FiFJNOa09LSEBAQgGXLlgln5RHZNHHiRLBYLCQmJko7lEYXFRUFc3NztG/fXtqhCFFibHyDBw+Gra0t9u3bJ/I4lZUTjZLjZySd1nzw4EGoqqriiy++aOYISXNKS0uDn58fsrKycPPmzWpl0Fqzhw8foqSkpE51VJsaJcams3TpUoSGhuLZs2fSDqXVoOT4P5IWGC8rK8PBgwfxxRdfoE2bNs0ZImkmr169wsqVK+Hs7IyjR4/C1NQU6enpMjWL7/r169DR0YGVlZW0QwFAibGpTZs2DW3btsVff/0l7VBaDUqO/yPptOZz584hMzMTS5YsaY6wSDPKzMzE5s2bMWHCBFy/fh2DBg3CN998A09PTygoKMhMBZGcnBykpaWhb9++LaJIPiXGpqeiooKvvvoK//zzD4qKiqQdTqsg/b+MFkLSac0HDx6Eo6MjevTo0RxhkWaQn5+P//73v3B1dUVAQABsbW2xYMEC9O3bF4qKimAymbCyssLTp0+Rm5sr7XAbLCQkBEpKSiIXgDc3SozN5+uvv0ZBQQH8/f2lHUqrQMnxfySZ1vzkyRPcvHkTCxcubO7wSBPgcDjw8fGBi4sLDh48iO7du+Orr76CnZ1dtYlWzs7OqKioQGRkpJSibRwcDgcPHz5E9+7doa2tLdVYKDE2L1NTU7i4uODAgQPSDqVVoKmW/8Nms9G7d28cPnwYSkpKsLCwqDZ76++//4a+vj4mTZokpShJY3n69Ck2btyIuLg49OrVC1OmTIG6urrY87W1tdGhQwfExMRg9OjRLaI7sj7YbDa4XK7UW42UGKVj4cKFmDBhAqKjo9GvXz9ph9Oitc6/8Eb2+SzVBQsWIDExsVpirKiogJ+fH+bMmQNlZWUpRUoaqqKiAn/++Sc8PDzw+vVrTJ8+HWPGjKkxMQqMHj0aOTk5iI+Pb4ZIm8bNmzdhYGCArl27Si0GSozS4+rqig4dOuDYsWPSDqXFk/vkKOks1bCwMHz8+BGenp7NGR5pRMnJyZg9ezb27dsHa2trzJkzBx06dJD4+l69ekFNTQ33799vwiibzrt375CdnQ1bW1upVXWixChdCgoKmDFjBvz9/VFRUSHtcFo0uU+Oks5SPX78OHr37t1ipr4TyfH5fAQEBGDq1Kl49eoVZs6cicGDB4PFYtX5Xv3798fLly+Rnp7eBJE2rStXrkBNTU1qaxspMbYMs2bNwocPH3Dt2jVph9KiyX1ylGSWakFBAQIDAzFr1iyqo9rKVFRUYNu2bfjpp59gZmaGL774okEVYUaNGgUej4e7d+82YpRNr7y8HM+fP4elpSVUVFSa/fkpMbYcNjY26NmzJ/z8/KQdSosm98lRklmqgYGBKCkpwcyZM5s7PNIAOTk5WLRoEfz8/DB8+HCMGTOmweX+VFRUYG5ujocPH7aqeqvXr18HAKnUUaXE2LIwGAzMmjULgYGBKCwslHY4LZbcJ0eg9uK7fn5+GDZsGIyNjaUUIamr58+fY+bMmbh//z6mTJkCGxubet0nPz8fHz58QHl5ufAxV1dXFBYW4sGDB40UbdNjs9kwMTGBkZFRsz4vh8PBH3/8gX///Rdr1qyhxNhCzJw5E8XFxQgMDJR2KC0WLeX4H3t7e5GFd9PT03Ht2jVaG9SKREREwMvLC0wmE56entDS0qp2TklJCbKzs1FYWAhDQ8NKpQC5XC4CAgLw4MEDlJWVQVdXF927d8eECROgqqoKY2Nj6OjoICoqCgMHDmzxXe3Pnj1DYWFhsycmDoeDffv2ISMjA/r6+jh79ixcXFygo6PTrHGQ6kxNTTF48GD4+flh9uzZ0g6nRaKWYy1Onz4NBQUFTJkyRdqhEAlcuXIF3333HXR0dDBr1iyRifHp06fYv38//vvf/2Lv3r148eJFpeMhISF4+PAhvvrqK+zcuRMeHh64c+cO/v33X+E5gwYNwrt37/Dy5csmf00NFRYWBi0tLfTp06fZnvPzxDhx4kTMnTsXL168wDfffIP8/Pxmi4OIN3v2bFy9elWmN/NuCEqOtbhw4QJGjBhBn3ZbgcDAQHh5ecHMzAwTJ04Uu4Evg8FAr1698N1330FJSanalPbExERYW1vD3Nwcqqqq6NGjBzp27Ii8vDxwuVwAn7YBYjKZuHfvXpO/roYoLCxEamoq+vTp02zbq1VNjA4ODtDT08O0adPw5MkT/PDDD+BwOM0SCxFv4sSJ4PP5uHLlirRDaZEoOdYgJycHN2/ehJubm7RDIbUoKirC+vXr0b59e7i4uNRYwaZbt24YM2YMOnbsCGVlZeTm5lbaJd3Y2BiPHz9GamoqSktLERcXB+DTLD/B8g8FBQX06tULT548QUFBQZO+toYICQmBgoICBg4c2CzPJyoxCujr62P8+PG4desW9uzZ0yzxEPEMDAzg4OCAoKCgGs+TZI9bWUTJsQYhISHgcrmUHFsBFRUVODk5IS0tTaKuTkELUENDA3l5eZX2avTw8MCgQYOwb98+LF++HAcOHEC7du2gpqZW6R6urq4oLS1tsfVWeTweYmNjYWFhAV1d3SZ/vpoSo4CxsTEcHR1x7NgxnDt3rsljIjVzc3NDaGgoSktLRR6XdI9bWUTJsQYXL15E3759m32GH6k7FouFXbt2YfTo0bh48SKSk5Mluk5bW7tSdykA5ObmIiEhAQ4ODti+fTu2bNmCgoICnDx5stLifz09PbRv3x7R0dGVWp4tRXR0NMrLy5tlh3dJEqNA37590aNHD2zevBkxMTFNHhsRb/z48SguLkZ4eHi1Y5JWD5NVlBzFqKiowJUrV6jV2IooKSnVOUHq6uoiPz+/UnK8c+eOsMdAW1sb+vr6mDx5MioqKvDkyRMAECbDESNGICsrC48ePWqaF9UA4eHhaNeuHbp3796kz1OXxCgwcuRI6OjoYNmyZXj37l2TxkfE69mzJ8zNzUV2rUpaPUxWUXIU4/bt28jLy8P48eOlHQqpA0kTpGD5hZ6eHgoKCipNEOHz+SgpKal0fk5ODkpKSoQFygXXW1tbQ1lZucXVW83MzERmZib69evXpDuI1CcxAp9a+hMnTkRRURG+//57sd16pGkxGAy4ubnh4sWLlYYWAMn3uJVVlBzFuHjxIjp27Nis099J46hLC1JfXx8lJSWVkmOPHj2Qm5uLEydOIDU1FQkJCbh16xa0tbXRs2dPAP+fHJlMJvr164fnz5/jw4cPTfvC6uDKlStQVVVt0jqq9U2MAqqqqnB3d8ejR4/w+++/N1GUpDbjx49HWloaYmNjKz0uSfUwWUbJUYwrV65g7NixLX6BNxGttgSZl5eH2NhYPH/+HHl5eTh69Ch+++033L59GxYWFliwYAEKCwuxb98++Pn5QV1dHR4eHtDQ0Kj2XKNHjwaXy20xyzo4HA6ePHmCXr16iYy3sZ6jIYlRQF9fH4MHD4aPj0+L+f7JmyFDhqBNmzYil3TUVj1MllGFHBHevXuHpKQkbNmyRdqhkAYQJEjgU0+Am5sbOnfuDAB48eIF/vnnHxgYGKB///5QUlKCnp6esERgz5490a1bt2o7d/D5/GofmNTV1WFqaoq4uDi4uLhAUVGxGV6deLdu3QLQdHVUGysxCvTt2xcvXrzATz/9hHPnzlWqVkSanqKiIoYOHYqIiAisW7eu2nFB9TDBkg5RG8HLIrlLjmw2G0lJSTX+gG/evAkAGDZsWHOGRpqAuARpa2sLW1vbGq8VtaWVuJ6EMWPG4MCBA4iJiZH6G8e///4LIyMjmJiYNPq9GzsxAp+6pl1dXfHPP//g119/xcaNGxseKKkTR0dH/PTTTygrKxO5mbuXl1elmaurVq3Czp07mzPEZidX3aqSrtmJiIhAjx49YGBg0MwRkqZQn1msddWlSxe0adMGUVFRjX7vukhJSUFeXl6tib8+akuMXC4X5eXlKCsrE1kBp6SkBB8/fsTbt2+RkZFR6VibNm0wdOhQnDlzpsVNbpIHjo6OKCkpEfn7K69LOuSm5SjuB+zu7l7tk35ERARGjBjRnOGRJvZ5CzIoKAhubm7o0qVLoz7HgAEDcO3aNbx58wadOnVq1HtLKiQkBJqamujXr1+j3remxMjj8RAQEIDHjx8jOzsbqqqq6NatG9zc3KCvrw8AKC0tRUhICBITE5GWlgYVFRX89ttvlbqpra2t8eTJE2zcuBFnz56Fqqpqo74GIp6NjQ3atGmDiIgIDB48uNKxmpZ0SLuXpCnJTctR0jU7gvHG4cOHN0dYpBkpKSlh48aNYDKZ+Oeff5CYmNio9xf8zkhrYklxcTFevnwJGxubRh33rK3FyOfz8f79e0yePBmbN2/G4sWLkZWVVW0nGz09PYwdOxZubm4i694yGAyMGTMGL1++xIkTJxotflI7FoslHHesSl6XdMhNcpT0Byz45aDxRtlTWlqKH374AXw+H8rKyvD392/UBKmgoIDu3bsjISEBxcXFjXZfSV29ehUsFqtRJ+JIMsbIYrHw/fffw9LSEtra2jAxMcGMGTPw/v17YfepiooKhg4dir59+0JXV7dasXcBXV1d9O7dG4cOHUJubm6jvQ5SO0dHR9y9e7faJt7yuqRDbpKjpD/giIgI9OzZE+3atWvO8EgT4/P5WL9+Pe7evYspU6Zg5cqVUFNTa/QE6eLigpKSEqmMmz148ACdO3dutN/dhky+ycnJgYKCQrWlJIJu1JrK7Q0aNAgFBQU4cuRIvWMndVfTuKM8LumQm+QISPYDvnv3brU+d9L6eXt7IygoCC4uLjAyMoKKigpWrFjR6Amyffv20NfXR1RUVLWKI00pPj4epaWljfZpviGJsaCgAEFBQejTpw/U1dUrfR8YDAZYLJbwMVGzf9XU1NCvXz/4+fnh/fv3DX8xRCI2NjbQ0NDA3bt3RR63t7eHp6enzLcYBeQqOQI1/4CLiorw5MkT9O/fXwqRkaZy48YN7N27F3Z2dujWrZvw8aZKkI6Ojvjw4QOePXvWKPeTxLVr14Rdkg3VkMRYWloKX19fsFgszJkzB0D1BMhkMoUtR3EfIOzs7MDlcquNW5Kmw2KxYGNjg+joaGmH0iLIXXKsycOHD8Hj8Rp9ph+RnqSkJKxevRrGxsYYNGhQteNNkSBtbW2hoKDQbFtZZWdn4/37941SR7UhibGiogK+vr74+PEjli9fLnKdKPD/60dFFVQQUFJSgr29Pc6dO9ckS2+IaP369aPk+D+UHD8THR0NJSWlRvn0TaSvuLgY//nPf8BisWosBdjYCZLJZMLa2hrPnj1DTk5Og+4lieDgYCgrKzd4QX5DEiOHw4Gfnx/evn2LH374QeRCcgEFBclWkPXp0wfKysr4888/JY6DNEy/fv2QnJxMk6FAybGS6OhoWFpaipxmTlqfvXv3Ijk5GRMmTKj1Z9rYCdLFxQUcDqfJl3VwOBwkJiaiR48eDSq71tDKN35+fkhISICnpycKCgrw/v17pKWlVZq1m5aWhsjISDx69AgcDgfh4eEIDw+vtEfm51gsFuzs7HD16lW8ffu23q+NSE7Qa0b7bFJyrCQ6Opq6VGXEvXv3cOLECQwZMgS6uroSXdOYCbJNmzYwMjJCbGysyGoxjeXu3bvgcrkNWr7RGCXhIiMjUVZWhj179mDTpk3YsmULdu7cKdznks/nIz4+HgEBAYiPj0fHjh1x/fp1REREIDMzU+x9e/XqBQaDgdOnT9f79RHJdevWDerq6tS1CoDBb84pdS1YSUkJNDU18ddff+Hrr7+WdjikAYqLi+Hu7o6ysjJMnz69zjurFBcXY+/evSgpKcH06dPr3c3++PFjHDlyBDNnzkTfvn0lumb79u1o06YNFi9eLFHc27Ztg6qqKpYtW1avHWSaolZqYwsNDUVaWhpu3LgBNTU1aYcj8wYPHgwjIyP4+/tLOxSpopbj/8THx4PL5VLLUQYcOHAAb968gbOzc6WEUVpaivT0dOE2VZ9LSkrC4cOHsXLlSqxYsQLTp09vcAuyZ8+eUFdXb7I1j2/evEF2djZsbW1lLjHyeDw8ffoUJ0+exKNHj6CtrU3DHc2EJuV8Qsnxfx49egQGg4FevXpJOxTSAG/evIGPjw/69+8PHR0d4ePJycn4+++/8dtvv2HPnj14/Phxpes+fvwINTU14cQdHo/XKF2s9vb2ePnyJd69e9eg1yVKSEgI1NXV67X0qKUmxsLCQty+fRsHDx5EaGgoTExMsHfvXgQFBUk8kYc0jJWVFZKTk1FSUiL2HMH2VbJcfJyS4/8kJSXBxMQEKioq0g6FNMD+/fvBYDBgZ2dX6XEmkwkLCwt89913UFNTQ3l5eaU1dtbW1pg0aRIGDhwIJSUl5OfnN8oYpJOTE/h8fqNPzCktLcXz589hZWVV59/ZlpYY+Xw+UlNTcf78efz999949uwZpk6divPnz+Off/6Bi4sLtRqbUbdu3cDn88UuoZF0d6PWjpLj/wj2eCSt17NnzxAUFAQHB4dqhbfNzMzg7OyMDh06QF1dHTk5OZWSo7q6OlRVVaGkpAQ1NTVht2tDE6SKigq6du2Khw8forS0tOEv8n9u3LgBBoNR54k4LSkxlpWV4cGDBzhy5AjOnTsHZWVlbNq0CTdu3MDatWvp71FKBN93UZs1yNP2VZQc/4eSY+v33//+F2pqarC2thZ5nMvlAgA0NDRQUFBQrb6nIFlqaGhUGpNsaIJ0cXFBUVERHjx4UKfrasJms2FmZoYOHTpIfE1LSYwZGRkIDg7GgQMHwGazMWzYMPj4+OD8+fPw8PCoVo+VNC99fX1oaWmJTI6S7m4kCyg54tObZnJyMiXHViwuLk64F11tVWK0tbWRn58vTJYCgkktbdq0qTZhpyEJ0sjICLq6uo1Wb/Xx48coKiqq1nVcE2knRg6Hg0ePHsHPzw/Hjx9HQUEBvv/+e1y9ehW7du1C//796zWpiDQ+BoMBCwsLPH/+vNoxedq+ipIjPk3iKCsrk8kfsLw4fvw41NXVK9VOFUdHRwcFBQVi1x9qaWlVS45AwxLkkCFD8P79e6SkpEh8jThXr16Fjo4OrKysJDpfmokxLy8PEREROHjwIK5fv44ePXrgr7/+QkhICL7++mva/aaFsrCwENkaFLW7EQCcO3euOcJqVpQc8f9dApQcW6f09HSEhYWhR48eNbY+BMd0dXVRVFRUreUoIEieolp59U2QAwYMAIvFavDEnPz8fLx9+xZ9+vSRaPamNBIjh8PBrVu3cPjwYXh7e+Ply5fw9PTExYsXcfDgQTg5OdHM0xZOXHIEAHd392qPyeK4I/2G4lNyVFJSgrGxsbRDIfWgrq4ObW1tsNlsvH37Fn379kXnzp3Fdq+2bdsWpaWlwpajoAB2eXk5SktLwefzkZ2dLaw+Y25uDiMjI+H1ggT566+/wt/fX6JCAQoKCujduzceP36M/Pz8epd6Cw4OhoKCgkQTcZo7Mebk5ODKlStITEwEl8uFgoICfv75Z3h6etLi/VbGwsICmZmZyM3Nhba2dqVjNY07ytJ2VpQcAbx+/RrGxsZidxEgLZumpibCwsIQFhYGf39/XLlyBSoqKrC0tIS1tTXU1dUBfOrie/36NZKSklBQUAA/Pz+wWCxYW1tj8ODBCAsLw6VLl8BgMKCiooKzZ8+ibdu20NHRqZQcgfolSFdXV8TGxiIyMhKjR4+u8+vk8XiIj49Ht27dKq3hFKU5E2N8fDyuXbuG9+/fQ1lZGb169YKdnR3CwsJQXFxMibEVMjU1BQCkpqZWS47yMu5IyRHA+/fvYWhoKO0wSAMoKyvDzc0Nbm5uePz4Mc6cOYOLFy+CzWajc+fO6Nu3L96/f49//vkHbdu2hbW1NZSUlKCtrY327dsDAIYOHYohQ4ZAU1NToq2f6pogdXR00KFDB0RHR2PkyJF13l4qKioKHA6n1kTXHImxuLgYYWFhiI6ORmlpKXR1dTF69Gg4ODgIW8WpqakIDAzEd999Rx88WxnB++H79++rjW0Lxh0/X9Lh5eUlU61GgJIjAODdu3eUHGVIz549sWHDBixfvhwXL16Ev78/zpw5A21tbcyfPx+9e/cWuai8Pl2ddU2QI0aMgJ+fHxITEyWeUCMQEREBfX39GicdNXViTElJQUhICF6+fAkWi4XOnTvDzs4OlpaW1ZJ9z549kZCQgIcPH6JPnz6NGgdpWoIPjOIqO+3cuRPu7u7CJXCylhgBmpAD4NOno7qsFyOtQ5s2bTBr1ixcuHABR48ehYODA+7du4cDBw4gNDQUHz9+bJTnqcskHWtra6ioqNR58kJ6ejo+fPhQYx3VpkqMHA4HN27cwJYtW/DXX3/hw4cPGDx4MFasWIGvvvoK1tbWIlvB7du3h7KyMm7dutUocZDmo6ysDD09Pbx//17aoUgNtRxB3aqyjslkwsHBAQ4ODkhPT8e5c+dw5swZ+Pj4wNDQEDY2NrCwsGhQ119dWpD9+/fHvXv3kJmZKfFShuDgYKiqqopd29gUiTEzMxNXrlzB06dPwefzYWRkhFGjRqFv374SlXNjMpkwMTHB9evX8f333zc4HtK8DA0NxSZHLy+vSt2qq1atws6dO5srtGYh9y3H4uJi5OXlUXKUE+3bt8fixYsRGhqK33//HWZmZggLC8PBgwdx69Yt5Ofn1/vekrYgR40aBS6XK/GyDg6Hg6dPn8LS0lLk5JbGTIw8Hg/379/Hrl27sGvXLrx48QLW1tZYtGgRvv32Wzg4ONSpzmnXrl2RnJyM169f1zsmIh3ikqO8lJCT+5aj4IdPyVG+KCkpYcyYMRgzZgyeP3+OgIAABAYG4sGDBzA1NUXfvn1hYmJS56otkrQg1dTUYGZmhri4OImKaoeHhwOAyOUbjZUYCwsLERISgtjYWJSXl6Ndu3ZwdXVFv379oKKiAj6fDx6PV6n7tKioCHl5eSgqKoKysjKMjIyqda+amZmBz+fj9u3bMDExqVdsRDoMDQ1FVskJDg4WeX5wcLBMjT3KfctRkBxpzFF+de3aFWvWrMGNGzewefNmqKurIzAwEN7e3oiKiqpzwXBJWpDOzs4oKCiQaN+8e/fuoVOnTujUqVOlxxsjMT579gz79u3Dpk2bEB0djS5dumDevHlYvnw51NXVsX//fqxYsQI//fRTpckZJSUliIiIwJEjR7Bnzx789ttvIrc4UlRURLt27RAXF1fn2Ih0dejQQa7HHOU+OWZnZwMA9PT0pBwJkTZ1dXVMmzYNAQEB8PPzg5OTE6KionDgwAGcP38eb968kfhetSVIc3NzaGlpISoqqsb7PH/+HPn5+bC1ta30eEMSY3l5OYKDg7Fx40YcOnQIubm5GDZsGFauXIl58+ahZ8+eYDKZ4PP5sLe3x9SpU8HhcCq1ChkMBtq1a4fx48fDw8MDioqKYpemGBoaIjY2tlHqypLmo6enJ3x//JyLi4vI88U93lrJfXIsKCgA8GkhOSHApzf+vn37YseOHbh27RqGDRuGu3fv4o8//sAff/wBNpuNioqKWu9TW4IcNGgQ0tLS8OrVK7H3CAsLQ5s2bdC3b1/hY/VNjO/evcPhw4exbt06REREoF27dvDw8MCaNWswbtw46OrqCs8VTGIaPnw4OnfuXG3/SxUVFdja2sLKygq6urrVjn+uQ4cOyMjIwIcPHySKk7QMmpqaKCwsrPZzlZf6qnKfHAsLC8FkMqGqqirtUEgL1LZtWxQWFqJfv34YOXIksrOzcebMGWzfvh1BQUG1vuHXlCCHDh0KBoMhdmJOYWEhXr16BRsbG+H+lHVNjFwuF//++y+2bduGX3/9FampqbC1tcW3336LxYsXw9bWVmydU8GbIovFAo/HE7vFF5PJFHlcwMDAABwOBy9evKgxVtKyaGhogMfjiewul4f6qnI/IaegoAAaGhq0XQ4RKTU1FbGxsRg1ahR69OiBUaNG4fnz5wgLC8Pt27dx9+5ddO3aFTY2NjA0NBTuE2lqair8wCVuko6CggK6d++OR48eobCwsNo+hlevXgWLxRJOxKlLYszJyUFISAgePnwILpcLAwMDjB8/HnZ2dlBRUZHotQv+JhQUFMDn88Vu8aWgoFBjctTS0gKLxUJSUhIGDhwo0XMT6RP0phUWFlabJS0Pk3IoORYUUJcqEevBgweoqKhA586dhY917doVXbt2RWFhIa5evYq7d+/iwYMHwpqsmpqa6NSpEyZPniysgSouQbq6umLXrl24f/8+nJychM/B4/EQHR2Nrl27Ql9fX+LEmJCQgGvXriEtLQ1KSkro0aMHHBwc0LVr13p/ABS0LMV1m7JYLPD5fLHHGQwGdHR0kJaWVq/nJ9IheF8sKCiQy63F5D45ivrETohAXFwc2rZtK3K5hYaGBiZNmgQbGxskJibi8ePHyMzMRFlZGWJiYqCiooLp06cLk4u4BNmuXTtER0fD0dGx0vOWlZXBzs6u1sRYWlqKq1evIioqCiUlJdDR0cHIkSPh4OBQrWh0fQiKI4jb4ktRUbHGlqPgtdOYY+sieF8sLCysdszFxQWbNm0S+biskPvkSC1HUpOYmJha18CamZnBzMwMbm5u+PjxI4KDg3Hv3j2w2Wx8+PABdnZ2sLW1hZKSksgEOXz4cJw+fRpPnz4V3vPGjRvQ09NDjx49xCbGV69eISQkBCkpKWAymTA3N4ednR2srKzqXNS8JoLxTnHJT1FRsdZWqYaGBjIyMhotJtL0Pm85ViUPxccl/gs6cOAANDU1K+2eXlhYCEVFxUqfeIFPBZIZDAaSk5MbLdCmQi1HIk5ZWRlSU1Ml7lLKyclBdnY29PT0YGFhAUdHRxQXF+P8+fPYtm0bzp07h/T09GqTdFRUVKCkpCSczFBaWoqMjAz07du3WmLkcDiIiIjAli1b8McffyA9PR0DBgzAsmXL8PXXX8PGxqbREmNJSQlevnwpnE374sULPHz4ULikJT09HTdv3gSbzQaXy0VoaCguXrwocr8/So6tT00tR1Fa0lKduXPngsFgVPtydnaW+B4StxyHDx+OwsJCPHjwQPjp9fbt22jfvj3YbDZKS0uFA/3h4eEwNjauNE7TUpWVlUk8QYHIl1evXoHD4aBt27a1nsvlcnHp0iVERUVBSUkJJiYmsLa2xuTJk5Gamorg4GBERkbi/v37MDMzg52dHZYvX469e/fi1KlTaNeuHZKSkqCsrIyPHz9CWVkZcXFxyM7OxsSJE9G5c2f4+vri0aNH4PF46NixI0aMGIH+/fvXqZxbXbx8+RL//e9/wWKxoKamhtDQUDCZTAwcOBCdOnXC69evERISAmVlZXTt2lW4U4eoDxMaGhrIzs6uVmWHtFyC90VRRTDElZBzd3dvMa1HZ2dnHD16tNJjysrKEl8vcXLs1q0bDA0NERERIUyOERERmDBhAm7cuIHIyEhhCzIiIgLDhw+XOAhp4vF4tNccEen9+/fgcrm1biwMfBqXmzFjBmbOnInCwkIEBATA398fAwYMgIqKCsaNGwc9PT1cu3YNUVFROHHiBHR0dGBpaYkHDx4gPT0dZWVlYDAYKCsrAwBkZWWhV69euH37NgICAqCiogIrKysMHDhQuBltU+rZsycOHDgg9ri9vb3Eb4Tq6urgcDjIz89vlHFQ0vQEH2JEdae3htmqysrKwq236qNOY47Dhw9HeHg4Vq9eDeBTC3HVqlXgcrkIDw+Ho6MjSkpKwGaz8eWXX9Y7qOZEn2SJOIIkJRhzq41gSYOSkhJKSkrw7t07hISEoG3btoiIiMDAgQMxbtw4jB07Fo8ePcLVq1dx8+ZNKCgooLy8HDweDxUVFeByucL/T0hIQNu2beHs7AwHB4dWOwQg+AD6+bAMadlqSo7yoM7JcdmyZeBwOCgpKUFsbCyGDRuGiooK4SfMe/fuoaysrN4tRw6H06x91xwOBywWS6KKJ0S+FBUVgc/n4/Lly5U+QBUXF1ebucnn84WTUjgcDpKTk8FgMGBsbAwNDQ28efMGZ8+excuXL4XdoPr6+tDQ0EBycjJ4PB44HA44HI7w/xUVFaGgoAAGg4HY2FjExsY234tvZGVlZSgpKcGWLVugrq4ufNzR0bHV9DLJG8HveHl5ebX3R2NjY5GFU4yNjRv8XspisRqlwXLp0qVqHybXrl2LtWvXSnR9nZKjo6MjioqKEBUVhZycHFhYWEBfXx/Dhg3DvHnzUFpaioiICJibm8PY2LgutxaKiYlp1mK3mZmZYDKZuHLlSrM9J2kdioqKYGFhIWxBAp/GXx4+fAglJSVha4jP56OwsBBKSkrg8/ngcDioqKiAoqIiMjMz8eHDB3C5XFRUVODFixeVKtIIzmcymWAwGCgvL68Ug7KyskxUb1JRUYGuri4iIyOFHyLy8vIQGhqK9evXSzk6IoqgMk5sbGylDzTAp7qrJ0+eFHldQ99LbW1tG2UjiOHDh2P//v2VHvu8RGJt6pQcu3TpAiMjI4SHhyMnJwfDhg0D8Kl2YqdOnXD37l2Eh4dXWsxcV3379m3WluOhQ4cAAK6urs32nKT1mD59eqV/p6enw9nZGePGjYO5uTmAT91OR48exZs3b8DlcmFkZITevXtj0KBBwmUOt27dwqVLl/DTTz9BRUUFBQUFiIuLQ2JiIsrLy6GiooLU1FQUFRWBy+WCxWJBUVFRWNvS3t4eI0aMaLLJN9Jw48YNFBQU0N9eC5WXlwcA6NevX7Wf0YMHDzBixIhq11y/fh39+/dv0PM21hwQdXV1dOnSpd7X13md4/DhwxEREYGcnBysXLlS+PjQoUMRHByM+/fvY9GiRfUPSEydx6aioKAg7MIipDY6OjpgMpnCyTPApz/mBQsWiL0mNzcXoaGhcHZ2RkZGBmJiYvDq1StoaWlh6tSp+PDhA4KDg8FkMsFiscBiscBgMMDlctGzZ0+Ul5fj5s2biIiIQNeuXeHi4gIjI6PmeslNhs/nQ1FRkf72WihBklJSUqr2M2IymSJrrjKZTJn5eda5Y3f48OG4c+cO4uLihC1HABg2bBgOHjyI8vLyVjWGICiaTIgkNDQ0oKenh48fP0p8zYkTJ4Rji4GBgVBVVcXmzZtx9epV8Pl8hISEQE9PD6WlpVBTUxO2Ns3NzfH48WP07NkT3333Hezs7PD27Vv89ttv2LZtG27fvt2iJ7jU9ndVWlpKBThaMMHPT9T4n6i1rDU9Lg1lZWVIT0+v9FWXv9t6tRxLSkrQvXt3GBgYCB8fNmwYCgoKhEs+WgslJSXk5uZKOwzSinTr1g0vX76s8Rw+n4/MzEycPHkSycnJMDU1xYgRIzBlyhT0798ffD4f27Ztg5+fH0aOHIlbt26hTZs2UFRUhJKSEj5+/AhdXV2oqKggKCgI48ePx5QpUzBu3Dg8ePAAUVFRuHjxIq5cuQJLS0u4uLhItOSkocrLy5Gbm4uCggLo6elVWpYRFRWFe/fu4e3bt8Ji56NHjxZbsaeoqKhB3V6kaQnG2kV15VtYWIi8Rtzj0hASElItF3Xr1q1SJaqa1Dk5mpqaihwTNDExaVEVEiSlqamJlJQUaYdBWhErKytERkZWmqEqwOFw8PTpU8TFxeHly5fIycnB119/jfXr10NfXx/Ap0/knydGLS0tvHnzBqNGjUJUVBRUVFTQrVs3JCQkYMOGDfDz80NQUBCAT8MXgwcPxqBBg5CcnIx79+7h0aNHiImJQYcOHTBixAhYW1s3yet++/YtgoKC8PbtW2RnZ2PatGkYPny48HtQXFyM7t27C19TdHQ0Dhw4gBUrVoh80ywpKZHLgtatRU173bb08nH//PMP/vnnnwbdQ+5rq2poaEhcHokQALCxsUFZWRlycnKEs9/y8vIQExODx48fg8vlwt7eHi9evICxsTEsLCywbNkyPHr0CKqqqrC2tkZERARGjhwJKysrnDp1CsCn2eBRUVEAADs7Ozx69AhxcXHw9PSEr69vpQTJYDDQpUsXdOnSBfn5+YiMjER0dDT8/PwQEBCA/v37Y9SoUdW2GmooMzMzTJgwAfv27RNucCxIjoJqPYJC5OPHj8e9e/eQkpIiMjkWFxdLVH2ISIfgfVHc2tqdO3fC3d0dSUlJsLCwaDGJsbHIfXLU1NQUWViXEHH69u0LbW1tJCYmomPHjoiNjUVqaip0dHTg6emJKVOmwMDAAOrq6mjfvj38/f3Rq1cvzJkzB48fP8aNGzeE3Y3FxcVITExE9+7dK01G6969O9q1a4fw8HDY2dmJTJACbdq0wejRozFy5EgkJCTg/v37uHfvHu7cuQMzMzM4OzsLZ9Y2hJGRkXAikIaGBnJzcyv1Fn0+3Z/JZOLx48dgMpkil3VxuVxKji1cTS1HgbpUSWptKDlSciR1pKqqChcXF/j5+UFRURGWlpZYtGgRnJ2dK61J5PF44PP5ePv2LZ4+fYr9+/fj/v37cHNzg5WVFYBPNSpLSkqqTZVnMBjo168frly5goyMDBgYGNSYIIFPCcna2hrW1tbIzMzEvXv3EBcXh7/++gtaWloYNGgQhg4d2qAZ4YJlJpqamigsLBT+W9CCzM3Nhb+/P+Li4gAA48aNEzmuWFRUBCaTScmxBRO8L7bWqkwNJffJUdCtKmr8iBBxFi1aBENDQzg4OMDS0lLk7w6Hw8HatWtx5swZ5Ofno7i4GG3atEF8fDysra3BYDDw4MED6OvrV5rcJuDg4IDw8HAEBwdj7ty5UFRUrDVBCrRr1w4TJkyAi4sLoqOjERUVhdDQUISGhqJnz55wcXFp0Hiftra2sJD459TV1eHq6ooxY8YgPT0dwcHBKCgowIwZMyqd9/HjR7BYLJiYmNQ7BtK0BN2q4lqObDZbZrtUAUqO0NTUBJfLRWlpqUxUIiHNo127dvj6669rPIfFYsHBwQGFhYW4fv06Ro4cCSaTif3796Nfv35QUFDAhw8fMHnyZJHXq6mpoVevXoiNjQWHw4GCgkKdEiTwaabhgAEDMGDAALx69Uo4gSchIQHt2rWDk5MT+vbtK3G5LsGHAG1tbaSmpgqXkggeV1RUhLGxMfh8PszMzKCoqIiLFy/iyZMn6NGjh/BDaEZGBjQ0NNCxY0eJnpc0v4KCAjAYDJHj1l5eXpUm46xatQo7d+5szvCanMxX3Gaz2fD19RXulVdVTRt6EtIQfD5fOMY4atQoWFtbw8LCAjweDwoKCmCz2VBQUICtra3YewwYMAAAcPPmTeFjggTZs2dPBAUF4datWxLFY2pqihkzZmD16tXCbtxTp05h/fr1CAgIqNPENB0dHRQXFwuTY9WZ6oJ/MxgMVFRUCJcDCJJoRkYGunXrRkX/W7CCggJoaGhU6xURt12VuPfY1kqmfzO9vLzg4OCAOXPmwMHBAV5eXtXOEazTys7ObuboiCz7fLmGk5MTNDQ0cOfOHRw9ehQjR46Erq4unj17hj59+tSYIExMTGBkZIS7d+9Wery+CRL4NJTg5OSEH374AXPnzoW5uTmio6OxadMm7Nu3D8+ePRN7reCNUldXF2VlZZVajtnZ2bh//z5KSkpQVlaGx48fIzQ0FAYGBtX2dv348SMsLS0ljpk0v+zsbJHbi7WGAgCNQWa7VSXdjFOwSPT9+/fo3r17s8ZIZFPVdYydO3fGgQMHkJeXJ9yv8erVq+BwOBgzZkyt97O1tUVAQABSUlIqzTqtaxdrVUwmE7169UKvXr2QlZWFe/fuITY2FocOHYKmpiYcHBwwfPjwSovA8/PzkZqaihcvXqC4uBinT5+GgoICrKys0K1bN4SGhuLcuXMoKiqCpqYmrK2t4ebmVul5S0pKkJeXR8mxhXv//r3Igi6toQBAY5DZ5FjTpxtxyZGQhqqaGAWzUpcvXw4mk4nCwkL4+PggKioKHTt2RJs2bWq9Z79+/RAaGoqQkBAsXry40rGGJkgBPT09jBs3Ds7OzoiNjUVUVBRu3LiB69evo1u3bnBxcUGHDh3w4sULeHt7Q09PD7169QKDwYCGhga0tLSgpaWF+fPng8ViQV1dXewsxzdv3kBBQYGSYwv3/v17kbtjtPQCAI1FZpOjpJ9uNDU1oaGhQcmRNJi4xAh8aqVxuVzhJJSEhAT06NFDovsqKirCxsYGd+7cQXFxcbUJEg1NkIWFhXj79i0yMzOhoqKCvn37wtbWFm/fvsW9e/eQkJCAX3/9FXp6ehg6dCj++OMPsV3Bkmw19Pz5c3Tu3Jkm47Rw79+/x8CBAyU6tzVWR6uNzI45Cj7dfE7cpxtDQ0NKjqRBakqMgk1jWSwWeDwe2Gw2GAwGHBwcJL7/wIEDwWKxEBYWJvJ4fccgCwsL4e/vjzNnzuDu3buIiIiAt7c3SkpKYGRkhKlTp2LNmjVwc3ODkpISLly4gHXr1uHkyZP1qknM4/Hw6tUrkdsdkZZFXLeqvEzIkdmWIyB5eaMOHTrg3bt3zRwdkRU1JcbS0lIEBQXBzMwMeXl5eP78OXJzc2FpaSmstQqg1nW2+vr66NKlCx48eIAJEyaIPLc+LciAgAC8f/8e8+fPR4cOHZCRkYFff/0VN2/exMiRI6GgoABVVVUMGzYMQ4cORVJSEthsNhISEhAdHY2OHTti1KhR6N27t0Tfq/T0dJSXl9er65c0n4qKCmRmZorsCZB0yKq1k+nkCEhW3ohajqS+akqMwKeEJdjxXlFREeXl5VBSUsKQIUNw+/ZtpKenQ09PD05OTtW6pvLy8vDx40d8+PABmZmZUFZWRllZGeLi4tCnTx+R8dQ1QT59+hRjxoxBhw4dUFFRAQMDA/Tv3x8xMTHo169fpQTOYDDQrVs3dOvWDbm5ucIJPMeOHYOmpiYmTZqEHj161FiBJykpCXp6etW+T6RlycjIAACakCPvDA0NERsbK+0wSCv0yy+/iE2MwKeu1K+++grAp0Lba9asQWlpKXx9faGurg5dXV1hdRxBa5DP58Pf3x83b96EhoYG1NTUoKOjg+7du0NPTw/Xr18XmxyBuiXINm3a4O3bt6ioqBBuUpuRkYHU1FTk5eVVSo6f09bWhouLC8aMGQN/f388f/4cN27cwM2bN9GzZ09h/dmqUlJSMGrUqEbb7Z00DUFjQVRypAk5cqRTp05ITU0Fj8ejRcmkTuLj46GsrCxRGbSYmBhwuVx06tQJ69atE3seg8GAuro6jI2NsXbt2krHFBQUEBoaiuzsbOGOIKJImiAdHBxw/fp1nD17FsbGxnj9+jVKSkqgoaGBjx8/1rrfIofDQVZWFlauXAl3d3cEBATg7NmziIuLQ6dOndCnTx+Ym5uDyWQiIyMDubm5GDlyZI33JNL3+vVrAJ/eG0Vxd3cXVhRzcXGRucQIyPCEnLqwsLBASUkJ0tLSpB0KaWV27dqFjh074sSJE8KuKFH4fD6ioqKgrq6O8vJyvHjxAnFxcUhMTBQ5009bWxslJSVISkpCYmIiHj9+DB6PBwcHBygrK+PKlSu1xibJJB0nJydMnDgRqampCAsLA4/HQ79+/dC2bVuUl5fX+hwPHjyAgoICpk2bBmNjY6xYsQLXr1/Hrl270LZtW1y+fBmHDh3CvXv3wGaz0aFDBwwaNKjW+xLpSkpKgo6ODvT09KodExRX2bRpEzZt2oRz585JIcKmJzctx5qK5Ar6ypOSksR+UiJElI4dO+LYsWNYunQpTp48iUGDBqF///7VJswkJyfj/fv3sLS0xOPHj/HPP/9AQ0MDpaWlYLPZmDp1aqU1j1paWuByucLzysvLYWJiAnd3d/Ts2RMJCQnCeqs1kaQFaWtrW6mE3YsXL3Dt2jWRxdA/V1JSggcPHmDOnDmVJm6oqKhg/PjxcHNzw+PHj3H69GlcunQJxcXFWLp0aYN2BSHNQ/BeKWnpuKrFVWSBXPyW1lYk19TUFAoKCkhKSqIp5qTO9PX14evri//+9784evQokpOTMWbMGOjo6AjPuXfvHlgsFoYPHw4bGxsYGxtDRUUFT58+xbFjx6Crq4tx48YJzzc0NISHhweMjY2hpqaGJ0+ewNfXF5qamujfvz/i4+Nx9+5diWZ91pYgKyoqwGKxwGQykZOTg+DgYOjp6aFbt241zqK9d+8e1NXVsWDBApHHGQwGevXqhU2bNmHFihWIj4+v0/IVIj2C5CjqcXHny1pylPluVUnW5CgqKsLc3FzmagOS5qOkpIQffvgBhw4dgrKyMo4dO4bbt2+jtLQU+fn5ePr0KaysrGBkZARLS0toaWlBUVER1tbWGDp0KFJSUvDhwwfh/fT19WFtbQ0dHR1hEQAnJyekpKRATU0NhoaGuHPnjsTxietiLS0tRXR0NK5evYrQ0FCcOHECpaWlwp1CxCXG/Px8xMfHY968eTWOfQpoaWlh6NChlUrRkZZLXHIU19UuSRd8ayPzyVHSIrkWFhaUHEmDDRw4EOfOncOiRYuQmJiIv//+G/7+/igrK4Ozs3OlcwVjjXp6eigsLBQW8a7q8/MEO2HY2toiOzsbqampEscmKkEKZqjGx8fj4cOH0NfXh4eHB0xNTWu8140bN9CuXTt4enpK/PykdcjKykJWVpbI5Cjuw40sfuiR+W5VSdfkWFhY4OLFi80REpFxqqqq+PbbbzF9+nT4+/tjy5YtMDU1FXazcrlcsFgssFgsFBcXIzY2FkpKSjA2Nq50n8/PKy0tRXx8PFgsFoyNjWFoaIirV68iJCSk1n0lPyeui7Uu3Z3Pnz/Hy5cvsWfPHqirq0t8HWkdnj9/DkD0e6c8tRxlPjlKuibHwsICKSkpwkXahDSUoGtUV1dX2E1ZVlaGc+fOoUuXLigsLERycjKKioowfvz4SteWl5fj3Llz6NatG4qLi/HixQt8+PAB48aNEyZMKysrsNlslJaWQkVFReK4GlKLtaSkBNeuXcPIkSPh4uIi8XOS1kPQgyZqGc/58+dFXiOL75kynxwBycrI9ezZE1wuVzg2REhjOH36NNq2bStcTK2goICsrCwkJSVBSUkJpqamGDZsGLp27VrpOgUFBWRnZyMoKAgKCgowMTHB5MmTKxUrHzhwIO7fv4/r169j7NixdYqrvgkyLCwMampq+Omnn2osd0dar4cPH8LExKTaripsNhuXL18WeY2sVccB5CQ5ArWXkbOxsQGDwUB0dDQlR9Io3r59i4iICDg6OgofY7FYWLp0aa3XMplMLFmypMZzDA0NYWZmhvv379c5OQJ1T5CxsbF4+fIlfv31V7Rr167Oz0dah+joaPTr16/a4+LmZIwdO1bmZqoCcjAhR1KampqwsLBATEyMtEMhMuLs2bNgMBgSb01VH3Z2digqKsKjR4/qdb2ku3mkpqYiPDwcc+bMqTaxiMgOHo8nrKtblbjW4U8//dTUYUkFJcfP9OvXD9HR0dIOg8iAsrIyBAQEoGfPnsIZoU3BysoKOjo6uHr1ar3vUVZWhsmTJ4tNkHl5eQgKCsKQIUPwww8/NDRk0oKlpKQgPz9fZHKsyzaAskBuulUl0a9fP5w/f16iyiOE1OTq1avIzMystLC/KSgoKKBPnz4IDw9HXl4etLS0hMdKSkqQnZ2NwsJCGBoaCivwVFRU4MaNG4iKikJmZibU1NTQqVMnODk5AUClLlbBxCAjIyPs3r2b/i5knKBx0LdvX5HH5aGmqgD9pn+mX79+KCkpwdOnTyXen44QUc6cOYM2bdo0y1KH7t274/bt2wgNDcW0adMAfNqK6sqVK8jIyEBeXh6+/vpr4Rseh8NBbGwshg4dKqyCc/78eXh7e2P9+vUICAhAUFAQuFyucJ/Tffv2idxlg8iW6OhodOrUSeRuLFUrjZWUlMh0cqRu1c8ItgGirlXSUH369EFpaSn279+Pixcv4sWLFygtLW2Ue/P5fOTk5CAmJga+vr4IDAyEuro6MjIyhAUDBKXbvvvuOygpKaGiokJ4vYqKCr7++msMHjwYBgYGaN++PebMmYPCwkJkZWUJxyAvX76MDx8+4MCBA+jcuXOjxE5aNnGTcSSpNCZrqOX4mTZt2sDCwgLR0dH44osvpB0OacWWLVuG6dOn48qVKzh//jwuX74MDocDXV1dGBoaol27dtDX10fbtm2F3VSi8Hg85OfnCzc9Tk9PR3p6OkpKSoSbJk+YMAEaGhpYsGABUlNTYWJiItyUGACUlZWRm5sr3JKNwWBUK/mWmZkJVVVVMJlM4SQdf39/ZGdno7i4uEm/V6RlEEzG+c9//lPtmDzVVBWg5FiFg4NDnWpWEiJO+/bt8eWXX2LevHl48+YN4uLiEBcXh5iYGNy7dw8VFRXgcrlQUlKCgoICWCwWioqKUFRUhL///htcLhdlZWXg8/lgsVjQ1NREz549MXbsWFhbW8Pa2lo4jsjn84WzrQV7Swoq7GhoaCAvL0/k1liChBkcHIxu3boJu9MUFRUxY8YMBAYGYunSpfjjjz8wYMCA5vvmkWb3+PFj5ObmiqyWJGmlMVlCybEKR0dH+Pr6Iicnp9KuCoTUF4PBgLGxMYyNjYWVcMrLy5GamoqUlBSkp6ejrKxMuM9jVlYW7OzsoKamBlVVVZiYmMDc3BwGBgZiF94zGAzMmDEDGzZsQEFBATQ1NYXHtLW1kZ+fL0yWAoJ/h4aG4v3795g/fz7U1NSEO3EoKChg4sSJlCDlREREBBQVFTFw4MBqxyStNCZLGHxRHyfl2MuXL2Fubo4LFy5UK+lFSFOrqKjAlStX4OrqWuclIIWFhXByckK3bt0wZMgQYfLz9fVFZmYmFi9eLOzCFRyLj4/HyZMn4e7uDjs7u2oJFPg0gScwMBBZWVmUIGXYlClTkJGRgdu3b4s9p6Z9cWUNTcipwtTUFMbGxoiIiJB2KITUiYaGBiZOnIjExERwuVxhK1NPTw8FBQXCXT94PB5YLBbevn2LM2fOYPDgwbCzswOAaokRgLAFqaenh6VLlyIyMrL5XhRpFjweDzdv3qxUzUkUe3t7eHp6ynxiBCg5VsNgMDB8+HCEh4dLOxRC6mzKlCkoLy8X7qwAfCqAXlJSIkyOgk2NT548CUNDQwwcOBDPnj3D3bt3cefOHZETcBQUFODk5IT8/Hyx9TVJ6/X48WN8/Pix1uQoT2jMUQRHR0f4+PggOztboo1cCWkpLCwsYGtri7i4OBgYGODVq1d4/vw58vLycPToUTAYDNjZ2UFfXx/JyckAgMTERKiqqkJFRQUmJiawtLSsdt+cnBycOXMGXbt2xaJFi5r7ZZEmJhhvpC7z/0fJUQRHR0fw+Xzcvn0bEyZMkHY4hNSJh4cHli9fjtjYWJw9exYGBgbo378/lJSUoKenh06dOqF9+/bYtm0bNDU1ax3bTE1NRVBQEExMTHD48GEYGBg00yshzSUiIgL29vZQU1MTeVyexhoFKDmKYGpqChMTE9y4cYOSI2l1RowYAQMDA3A4HPz5559iz5OkVyQmJgYREREYOnQodu/eXak8HZENXC4XERER+Oabb0Qer1oZZ9WqVdi5c2dzhSc1NOYohrOzMy5fvixybRghLZmSkhKmTp2Kp0+f1nuHdi6Xi9DQUNy6dQvz5s3DX3/9RYlRRt2/fx9ZWVkiN6+Wx8o4ApQcxRg/fjySk5Px5MkTaYdCSJ25u7uDwWDUayurvLw8+Pv7Izk5GVu3boWXlxcVHJdhQUFBaNu2rcjF/zVVxpF1lBzFcHJygpqaGi5evCjtUAipsw4dOsDJyQlxcXES937w+XwkJCTg2LFjUFZWxtGjR+Hu7t7EkRJpu3jxIsaOHStyGY88VsYRoOQohoqKCkaPHi3cvoeQ1sbDwwO5ublIS0ur9dz8/HwEBATg+vXrmDRpEs6ePSssxE9kV3JyMh49eiS24Im87eH4OeorqcH48eMxf/58fPjwQeQWLoS0ZA4ODjAzM0NMTAyMjIxEnsPhcBAdHY3IyEgYGhrir7/+orVucuTixYtQUlLC6NGjxZ6zc+dOuLu702xV8v/Gjh0LALh8+TLmzp0r3WAIqSMmk4np06dj+/btKCoqqrS3JI/HQ0JCAu7duwcul4tZs2bh22+/rVSTlci+ixcvwsnJCRoaGjWeZ29vLzdJUYC6VWvQrl07ODg40LgjabXGjx8PdXV1PHz4EMCnccWkpCQcPXoUN2/exMiRIxEUFIS1a9dSYpQzOTk5uHnzJtWQFoNajrWYMGECNm/eXO2TNyGtgba2NlxdXXH58mWoqakhJiYGeXl5GDJkCL7//nv07NlT2iESKbl06RK4XC7c3NykHUqLRC3HWnh4eKC4uBgXLlyQdiiE1Mu0adNQXl6Omzdvws7ODseOHcOBAwcoMcq548ePY8iQIWLHo+UdtRxrYWpqisGDB8PPzw8zZ86UdjiE1FmvXr1w4sQJaGlpwdjYWNrhkBYgPT0dV69exf79+0Uel8dycVVRy1ECs2bNQlhYGDIzM6UdCiF1xmAwYGlpSYmRCJ06dQosFgtTpkypdszLywsODg6YM2cOHBwc4OXlJYUIpY+SowSmTp0KJpOJU6dOSTsUQghpMD8/P4wdO7ZafV15LhdXFSVHCejp6cHFxQV+fn7SDoUQQhrk2bNnePDgAWbNmlXtmDyXi6uKkqOEZs+ejfv371faRJYQQlqb48ePo02bNhg3bly1Y/JcLq4qSo4SGjduHNq0aUOtR0JIq8Xn83H8+HFMnToVKioq1Y7b29tj9uzZlR6Tl3JxVVFylJCqqiqmTZuGo0ePgsvlSjscQgips/DwcKSkpGDOnDkij3t5eVVqAHh6emLHjh3NFV6LQsmxDr755hu8efMGwcHB0g6FEELq7MCBA+jRoweGDBlS7ZioyTi+vr7VJuOw2WyRj8saSo510K9fP/Tr1w8HDhyQdiiEEFInGRkZOH/+PBYuXAgGg1Ht+JYtW0Re9/lkHHla5kHJsY6++eYbXLlyBa9fv5Z2KIQQIjFvb28oKCiI7FJls9m4fPmyyOsEk3HkbZkHJcc6mjFjBtq0aSO2sgQhhLQ0HA4HBw4cwIwZM6Cjo1PtuLilGmPHjhVOxpG3ZR6UHOtIXV0dX375JQ4fPoySkhJph0MIIbUKCgrCmzdv8O2334o8fvXqVZGP//TTT8L/l7dlHpQc62Hx4sXIzs6Gv7+/tEMhhJBa/fHHHxg0aBD69OlT7Zhggk1Vnp6elZZw2NvbY9WqVZXOkeVlHlR4vB66dOkCFxcX7N27F3PnzhU5uE0IIS1BfHw8wsPDcfLkSZHHxU3EGTVqVLXHdu7cCXd3d7koSk4tx3pauXIlEhIScOXKFWmHQgghYm3fvh1mZmYii4xLMhGnKnt7+2qtSllEybGehg0bBgcHB2zfvl3aoRBCiEgvXrzAmTNnsHLlSigoVO8olGQijryi5FhPDAYDa9euxb///ovbt29LOxxCCKlm165d0NfXx7x580QeF9c6/Hwijryi5NgAY8eORe/evan1SAhpcd69e4djx45hxYoVIuuoCowdO7bSv2V5kk1dUHJsACaTidWrVyM4OBhxcXHSDocQQoR+/fVXqKmp4ZtvvhF5XFDtRjDmOHbsWERGRsptLdWqKDk2kIeHB8zMzOgXihDSYmRnZ+PAgQNYsmQJ2rRpU+24qGo34ibmyCtKjg2koKCAlStX4syZM3j69Km0wyGEEPz+++/g8Xj4/vvvRR6Xt2o39UHJsRHMmzcPRkZGNIhNCJG6zMxM/Prrr1iyZAn09fVFniNv1W7qg5JjI1BRUcGmTZsQEBCAqKgoaYdDCJFjW7duBYvFwpo1a0QeZ7PZSEpKok2Na8Hg8/l8aQchC7hcLqytrWFgYIBr165R1RxSLxUVFbhy5QpcXV2hqKgo7XBIK5OSkoLu3btj06ZNIpOjl5dXpbFGT09PjBo1Suar3dQHtRwbCYvFwrZt23Djxg2xRXwJIaQprV+/Hm3bthU51ihuM2NKjKJRcmxEbm5uGDRoEFavXg0ejyftcAghciQ+Ph4nTpzA+vXroaamVu04TcKpG0qOjYjBYGDHjh2IjY3F6dOnpR0OIUSOrFmzBl26dMH8+fNFHqdJOHVDybGRDR48GOPGjcO6detQVlYm7XAIIXIgPDwcwcHB2Lp1q9ixannbcqqhaEJOE3jy5AmsrKywadMmrF27VtrhkFaEJuSQuqqoqECfPn3Qpk0b3LlzB0xmzW0ewWxVGmusGe3n2AR69OiBZcuWYevWrZg1axZMTEykHRIhREb98ccfePLkCR48eFBrYgQ+tSApKdaOulWbyPr166Gjo4MVK1ZIOxRCiIx6//49NmzYgEWLFqFPnz7SDkemUHJsIpqamtizZw/OnTuH0NBQaYdDCJFBK1euhIqKCrZs2SLtUGQOJccm5OHhgeHDh+Pbb7+lyTmEkEZ169YtHD9+HDt37oSOjo60w5E5lBybEIPBwL59+/Dy5Uvs2bNH2uEQQmRERUUFlixZAgcHB3zxxRfSDkcmUXJsYr169cL333+PrVu3IiUlRdrhEEJkwO+//47Hjx/jzz//lGgSDqk7+q42gw0bNsDAwABffvklVc4hhDTIs2fP8NNPP+H7779H3759pR2OzKLk2Aw0NTXh7e2Nmzdv4q+//pJ2OISQVorL5WLevHno1KkTtm7dKvIcNpsNX19fsNnsZo5OtlBybCZOTk5YtGgRvLy8kJycLO1wCCGt0N69exEZGYmjR4+KrJ/q5eUFBwcHzJkzBw4ODvDy8pJClLKBKuQ0o8LCQlhaWsLY2Bjh4eE0VkCqoQo5RJynT5/CxsYGS5cuxS+//FLtOJvNhoODQ7XHIyMjadF/PdC7czPS0NDA0aNHcevWLfz555/SDocQ0koIulNNTU3FrmkUV3CEdt2oH0qOzczR0RFLlizB6tWr8eLFC2mHQwhpBX799Vfcv38fR48ehaqqarXjc+bMwd27d0VeS7tu1A8lRynYsWMH2rdvj9mzZ6OiokLa4RBCWrDY2FisW7cOK1aswIABA6odF0zAEWXs2LHUpVpPlBylQENDAydPnkR0dDR+/PFHaYdDCGmhCgoKMG3aNPTu3Vvs7NSauk1/+umnpgpN5lFylBI7Ozvs2LEDu3fvxpUrV6QdDiGkheHz+Vi4cCEyMjJw6tQpKCsrizxPXLepp6cntRobgJKjFC1fvhxjx47FnDlz8PbtW2mHQwhpQY4cOYKTJ0/i77//RpcuXcSeJ2oTY09PT/j4+DR1iDKNlnJI2cePH2FjY4POnTvj+vXrUFCgLTblGS3lIACQmJgIOzs7zJ49G3///bfIc6puWkybGDcuSo4twO3bt+Ho6Ih169Zh06ZN0g6HSBElR1JUVAQ7OzswmUyw2Wyxi/137dol/PeqVauwc+fO5gxT5lG3agswZMgQbN68GVu2bEFYWJi0wyGESAmfz8fixYvx6tUrnDp1SmRiZLPZlRIjAOzatYvKxTUySo4txOrVq+Hs7AwPDw88f/5c2uEQQqTgt99+g4+PDw4ePIiePXuKPEfc7FRa7N+4KDm2ECwWCydOnICBgQHGjx+PvLw8aYdECGlGoaGh+OGHH7By5UrMnj1b7HniZqfSYv/GRcmxBdHW1kZQUBDev3+PmTNngsvlSjskQkgzSEpKgoeHB8aMGYPt27fXeK6o2aleXl40CaeR0YScFig0NBSurq744YcfaJBdztCEHPmTm5srLBjOZrOhpaUl0XU0O7Vp0bqBFmjMmDH45ZdfsGLFClhaWtbYxUIIab24XC5mzJiBjIyMOiVG4FMLkpJi06Hk2EItW7YMDx8+xIIFC9ClSxeRW9EQQlq3VatWISwsDMHBwTRm2MLQmGMLxWAwcODAAfTv3x/jxo3D06dPpR0SIaQR/frrr/j111+xd+9ejB49WtrhkCooObZgysrKCAoKQvv27TFmzBikpaVJOyRCSCM4fvw4/vOf/8DLywvfffedtMMhIlBybOF0dXUREhICPp8PZ2dn5OTkSDskQkgDhIaGYu7cufjiiy9qnZlKpIeSYytgZGSE0NBQvHv3DuPHj0dJSYm0QyKE1ENUVBQmT56MMWPG4NChQ2AwGNIOiYhBybGV6NGjBy5fvozo6GhMnz4dHA5H2iERQuogKSkJrq6usLS0xOnTp2mpTgtHybEVcXBwQEBAAC5fvoyFCxeCx+NJOyRCiATS0tIwZswY6Ovr49KlSyJrppKWhZJjK+Pq6oqjR4/i6NGjWLp0KaiGAyEt27t37zB8+HDweDyEhoZCT09P2iERCdA6x1bI09MT5eXlWLBgARQVFfHbb7/R2AUhLVB6ejqcnJxQUlKCmzdvolOnTtIOiUiIkmMrNX/+fHC5XCxcuBBMJhO//vorJUhCWhBBYiwoKMDNmzdhbm4u7ZBIHVBybMW+/vprcLlcLF68GFwuF7///jslSEJagHfv3gkTY3h4OLp06SLyPKqP2nJRcmzlFi1aBBaLhYULF4LD4eCPP/4Ak0lDyYRIy9u3byt1pYpLjF5eXpU2LV61ahVtNNCCUHKUAV9//TUUFBSwYMEClJaW4u+//4aCAv1oCWluycnJGD16NDgcTo1dqWw2u1JiBIBdu3bB3d2dWpAtBDUxZMSXX34JX19f+Pr6YtKkSSguLpZ2SITIldjYWAwcOBAKCgq1jjEmJSXV6XHS/Cg5ypBZs2bh4sWLuHHjBkaNGoXs7Gxph0SIXLhx4waGDRsGExMT3LlzB6ampjWeL24HDtqZo+Wg5ChjnJ2dcePGDTx79gxDhgzBmzdvpB0SITLt9OnTcHFxwcCBA3Hjxg3o6+uLPI/NZsPX1xdsNhv29vZYtWpVpeNeXl7UpdqC0MCUDLK3t8e///6L0aNHY+DAgQgLC0OPHj2kHRYhMufPP//Et99+i5kzZ+LIkSNQUlISeZ64yTfu7u40W7WFYvCpxIrMSktLg7OzM9LS0hAUFITBgwdLOyRSi4qKCly5cgWurq5Ue7MF4/F4WL9+PX7++WesWLECu3fvFjtLnM1mi9ysPDIykhJiC0bdqjKsY8eOuH37NqysrODk5IQjR45IOyRCWr3CwkJMnToV27Ztw+7du7Fnz54aE+PRo0dFHqPJNy0bdavKOG1tbYSFheHbb7/F/PnzkZCQgN27d9NSD0Lq4dWrV5gwYQJSUlIQGBiI8ePHiz3XxcUFISEhYo/T5JuWjd4h5YCSkhIOHDgAa2trfPfdd3j06BFOnToFHR0daYdGSKtx+/ZtuLu7o02bNoiMjESvXr3Enmtubo6XL1+KPU6Tb1o+6laVEwwGA4sXL0ZYWBiio6NhZ2eHJ0+eSDssQlqFQ4cOwcnJCZaWlrh//36NidHFxUVsYly4cCEiIyOxY8eOpgqVNBJKjnLGyckJUVFRUFZWhoODAy5duiTtkAhpscrLy7F06VJ8/fXX+Oabb2rdcorNZtfYlTpv3jxqMbYSlBzlkLm5Oe7du4fhw4fDzc0Nq1atQkVFhbTDIqRFSUlJweDBg/H333/jwIED2LdvX60ziGuaZOPs7EyJsRWh5CinNDU1ce7cOfzyyy/Yu3cvhgwZglevXkk7LEJahICAAPTp0wdZWVm4e/cuFi5cKNF14ibZmJmZITg4uDFDJE2MkqMcYzKZ+M9//oM7d+4gIyMDffr0wblz56QdFiFSU1paisWLF2Pq1KlwdnZGTEwM+vfvL/LczyveCIiqfOPi4oKUlJQmjZs0AT4hfD4/JyeHP3nyZD4A/tKlS/klJSXSDkkulZeX8wMDA/nl5eXSDkXuPH36lG9lZcVXVlbmHzhwgM/j8cSeu2rVKj4A4deqVasqHY+MjOT7+PjwIyMjmzps0kSoQg4R4vP52L9/P5YvX45evXrB19e3xll5pPFRhZzmx+fzcfToUXz33XcwMjLC6dOnYWVlJfZ8qngjH6hblQgJlnuw2WyUlpaib9++2L59OzgcjrRDI6RJvH37Fq6urpg/fz6mTZuGBw8e1JgYAdpuSl5QciTV2NjYICYmBsuWLcO6deswcOBAPH78WNphEdJoBK3F3r17Iz4+HpcuXcKRI0egoaEh9hrBGGN5ebnI41TxRrZQciQiqaioYOfOnfj3339RUFCAPn36YOfOndSKJK1eWloaxo0bhy+//BITJkzAo0ePMHbs2Bqv8fLygoODA+bMmYMFCxbAzs6u2nHqUpUtNOZIalVSUoINGzZgz5496N+/P44ePYqePXtKOyyZRGOOTYfP5+PYsWNYtmwZ1NTUcPDgQbi5udV6nbgxxsOHD0NJSYm2m5JR1HIktVJVVcWuXbtw584d5ObmwsbGBmvWrEFRUZG0QyNEIo8ePYKTkxPmzZuH8ePHIzExUaLECIgfS1RSUoKnpyclRhlFyZFIbMCAAYiLi8OPP/6I3377Dd27d0dAQACo84G0VAUFBfjhhx9gY2ODt2/fIjg4GD4+PtDV1ZX4HuLGEmmMUbZRciR1oqqqig0bNuDRo0fo06cPpk6ditGjR+Pp06fSDo0QIT6fj5MnT6Jbt27466+/sGnTJiQmJsLZ2VnsNaIW9QOiF/bTGKMckNYCSyIbLl26xDc3N+crKiryvby8+AUFBdIOqVWjIgANl5iYyB82bBgfAH/y5Mn8169f13pNbYv6+Xxa2C9vKDmSBispKeFv2rSJr6Kiwjc0NOTv37+f3tzriZJj/b19+5b/9ddf81ksFt/CwoIfGhoq0XWRkZGVEqPgi5KgfKNuVdJgKioqWL9+PZ48eYIRI0Zg8eLF6NWrF06fPk3jkaTJ5eTkYPXq1ejSpQsCAgKwa9cuPHz4EKNHj5boelrUT0Sh5EgajampKXx9fREbG4suXbrAw8MDtra2uHbtmrRDIzKopKQEu3btQufOnbFv3z788MMPSElJwYoVK6CsrFzjtZ+PL9KEGyIKJUfS6KytrXHlyhVERERAUVERo0aNwqhRoxAVFSXt0IgMqKiowOHDh9G1a1f8+OOPmDFjBpKTk7FlyxZoaWnVev3nC/odHBxw7tw5mnBDqqEiAKRJ8fl8XLhwAWvXrsWTJ08watQorFmzBo6OjmAwGNIOr8WhIgDiFRcXw9vbG7/88gtSU1Mxffp0bNmyBV26dJH4HjUVDQc+daXSon4CUMuRNDEGg4GJEyciISEB/v7+yMzMhJOTEwYMGIALFy6Ax+NJO0TSwuXm5uLnn3+Gqakpli9fjiFDhuDhw4c4efJkjYlR1NKMmsYX7e3taVE/EaLkSJoFi8WCh4cHYmNjcfnyZSgqKmLixImwsrKCn58f1Wwl1aSnp8PLywvGxsbYsmULpkyZgqSkJPj5+cHS0rLGaz09PSt1nXp5eQGgBf2kDqQ7WZbIs9u3b/NdXV35APgmJib83bt387OysqQdllTRUg4+Py4ujj9//ny+srIyX1NTk79q1Sr++/fvJb7e09OzxqUZVdc0enl5NdVLIa0YjTmSJsFmsyUev4mPj8eePXtw6tQpsFgszJo1C0uWLIGNjU3zBNuCyOuYY3l5OQIDA7Fv3z7cuXMHHTt2xOLFi7F48WJoa2tLfB9xY4oA4OPjA09PT+F5NL5IaiTt7ExkjyTVRkTJyMjgb926ld+xY0c+AL69vT3/6NGj/KKioiaOuOWQt5ZjSkoKf82aNXwDAwM+AP6wYcP4AQEB/IqKinrdz8fHR2SrEbSon9QRtRxJo2qM7X04HA4uXbqEAwcOIDQ0FNra2pgxYwZmz56NAQMGyPQsV3loORYWFiIwMBC+vr64evUq2rRpgzlz5uDrr79G7969G3Rvcb9/np6e8PHxadC9iZyRdnYmsqWmT+6CL09PT4nvl5yczF+9ejXfyMiID4Bvbm7OX7duHf/JkydN+CqkR1ZbjhUVFfwrV67wZ82axVdTU+MD4A8ePJjv7e3d6D0DVXsu6vL7RogAtRxJo6ppzOdzs2fPhq+vr8T35fF4uHXrFo4fP44zZ84gLy8P/fv3x6xZszB9+nS0b9++IWG3GLLUcuTz+YiKisLx48eFy3h69OiB2bNnY+bMmTA1NZX4XnUdI6QxRdJgUk7ORAZV/eQu7qu+Y0AlJSX8s2fP8idNmsRXUlLiMxgM/qBBg/g7duzgP378mM/j8Rr5FTWf1t5yLC0t5YeGhvKXLl3KNzY25gPgGxoa8v/zn//wY2Ji6vWzqe8YNiENQS1H0iQEn9zLy8uxYMECked8PnuwvnJychAYGIigoCCEhYWhuLgYnTt3xvjx4+Hm5obBgwe3qhZYa2w5ZmVl4cqVKwgKCkJoaCgKCgpgYmICNzc3TJw4EY6OjmCxWPW6d00VbahFSJqSgrQDILLJ3t5e+OZ18+ZNkV2ojbHwWkdHB/PmzcO8efNQWlqKGzduICgoCKdOncLevXuhra2N0aNHY/jw4XB0dES3bt1kekJPcygtLQWbzUZERASuXbuGu3fvgsfjwc7ODl5eXnBzc4OlpWWjfJ9rq2hDSFOh5EianI+PD/h8Pvz8/ISPNUVhZxUVFbi6usLV1RX79+9HTEyMsEW5dOlScLlctG/fHo6OjsIvCwsLSpa1KCsrEybD8PBw3Lt3D2VlZdDR0cHQoUNx8OBBjB07FoaGhnW+d21jg1TRhkgLdauSZtOQSRINnWBRUFCAu3fvCt/gHzx4AC6XC0NDQwwcOBB9+/ZFv/9r7/5emvrjOI6/XLIYbeDKKItGrLaLJC/axS688LLLwJCujIi66B/YyH+gtpv6A7zIeR/ddRGBEMJO6IoIgpxUIpmIZC7RuVrfiy8O99m0NbedM/d8wEEnm3t74V7n8zsSUSQSUW9v7z///kaxu1u1WCwqm81qdnZWs7OzmpmZkWVZ2traUk9Pj4aGhko3FgMDA3K56t+BMh6PK5lMlh7HYjElEom/Pi8ej+vhw4d1vy9QC8IRjlftQ3R4ePjAYTk9Pa2pqSlZlqVMJqP19XVJUiAQKAVlJBJRf3+/zp49e6AgqFUrwzGfzyubzert27elMHzz5o1yuZyk/8/njEQiGhwcLIVhvWOHpn8dS2T2KVqNcISj1bI0ZK8Wx78oFouan59XJpMpBUUmk9Ha2pokyePxKBQKKRwOV1zHjx9vWNdso8Px9+/fWlhY0MePH8uuubk5ff78WTv//sFgsKz1fOXKFZ04ceLA77+XyclJ3bx5s+LnjZikBTQCY45wtL0mZOyWTCY1PDysaDRadwvD5XIpFAopFArpxo0bkv5fp/fp0yd9+PChLFhSqZQWFxdLr/V4POrr61NfX5/OnDlT+n7n8vv98vl88nq9pa/1tsDy+bxyuZx+/vypXC6nXC6nlZUVLS0tlV1fv37V0tKSlpeXS8eCud1uXbx4UeFwWCMjIwqHwwqFQrp8+bL8fn9d9dSLsUQ4HS1HOFqtmwqkUim9f/++pjGsRtjY2FA2m9Xc3JwWFxfLAmnn+v79+56v93g8paB0u91yuVyla319XceOHVOxWFSxWNTm5mYpEAuFQtXfd+TIEZ06dapqSJ8/f17hcFiBQKBh3aI7DtLdyVginIxwhOOZH6LVjI+PV11Paed6uM3NTX379k0/fvyoaO3t/v7Xr1+lICwUClpYWFAwGFR3d7e6urrKgtTn81W0Qnt7e3Xy5MmGB9/f1DqhZj+MJcKpCEe0hd0fok+fPq1ocfT39x+KMSy7Z6vuxQwxFufjsGPMEW1h96YC0Wi0YraqZVlVX8cY1sFVayHudXoGi/NxWDR/bjrQBNFoVKOjo2WBGYvFyp7TjI0GOo1lWRVd2slkUtvb21Wfz80IDgtajmgr+41RJRKJA69/bHRN7W6v2cJut1uxWKyie/uw/f3oXIQj2kYtE0B2d786paZ6OSF091tyMTo6asvNCNASLT8HBKhDOp1u6LFXTq1p58iq+/fvO+aYJvPIqHg8blstQKsw5oi2sN/pDHZpZk2PHz8ue5xMJvecdNRsiURC6XRaqVRK6XSatYjoCHSroi04cUeVVtdk50zQVndXA3aj5Yi24MTZqK2uye6ZoJZlaXJy0rYWLNBKbAKAtuKESSqmRta0swmAZVl68OBB6ed2b63WzIlHgBMRjoCD7N4hJ5PJOOJGgN1w0IkYcwQcyinjfPtNPHJCfUAzMOYIYF9OnAwFNBvhCGBfTpwMBTQb3aoA/squrfkAuxCOAGrilDFQoBXoVgUAwEA4AgBgIBwBADAQjgAAGAhHAAAMhCMAAAbCEQAAA+EIAICBcAQAwEA4AgBgIBwBADAQjoCDuFwuXbhwQS4X/5qAnbr+/Pnzx+4iAABwEm5PAQAwEI4AABgIRwAADIQjAAAGwhEAAAPhCACAgXAEAMBAOAIAYCAcAQAwEI4AABgIRwAADIQjAAAGwhEAAAPhCDjAysqK7t27p0AgoKNHj+r06dO6evWqpqen7S4N6EjddhcAQLp+/bq2t7c1MTGhYDCo5eVlvXz5Uqurq3aXBnQkznMEbLa2tia/36+pqSkNDQ3ZXQ4A0a0K2M7r9crr9erZs2fK5/N2lwNAhCNgu+7ubj158kQTExPq6enR4OCgxsbG9O7dO7tLAzoW3aqAQ2xtbenVq1dKp9N6/vy5Xr9+rfHxcd26dcvu0oCOQzgCDnXnzh29ePFCX758sbsUoOPQrQo41KVLl7SxsWF3GUBHYikHYLPV1VWNjIzo9u3bGhgYkM/n08zMjJLJpK5du2Z3eUBHIhwBm3m9XkWjUT169Ejz8/MqFAo6d+6c7t69q7GxMbvLAzoSY44AABgYcwQAwEA4AgBgIBwBADAQjgAAGAhHAAAMhCMAAAbCEQAAA+EIAICBcAQAwEA4AgBgIBwBADD8BxFyoQdDjmIdAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5, 5), subplot_kw={'projection': 'polar'})\n", "\n", "\n", "c21.plot(\n", " ax=ax,\n", " figsize=(4,4),\n", " plot_rose=True,\n", " bins=16,\n", " plot_density=False,\n", " plot_mean=False,\n", " plot_median=False,\n", " r_max_scatter=1,\n", " marker_color='black',\n", " plot_counts=True,\n", ")\n", "\n", "from matplotlib import ticker\n", "\n", "position_major = np.arange(0, 2 * np.pi, 2 * np.pi / 4)\n", "labels = ['N', 'E', 'S', 'W']\n", "ax.xaxis.set_major_locator(ticker.FixedLocator(position_major))\n", "ax.xaxis.set_major_formatter(ticker.FixedFormatter(labels))\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 2.4 Circular plot with rose diagrams and three kernel density estimates" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d21 = load_data('wind', source='pewsey')['x'].values\n", "c21 = Circular(data=d21, unit='radian')\n", "\n", "fig, ax = plt.subplot_mosaic(mosaic=\"ab\", figsize=(12, 6), subplot_kw={'projection': 'polar'})\n", "\n", "h0s = [0.2, 0.4, 0.75]\n", "lss = ['dashed', 'solid', 'dotted']\n", "\n", "for h0, ls in zip(h0s, lss):\n", "\n", " c21.plot(\n", " ax=ax['a'],\n", " plot_rose=True,\n", " plot_density=True,\n", " kwargs_density={\n", " 'method': 'nonparametric',\n", " 'h0': h0,\n", " \"color\": 'black',\n", " 'linestyle':ls,\n", " },\n", " plot_mean=False,\n", " plot_median=False,\n", " r_max_scatter=1,\n", " marker_color='black',\n", " rlim_max=2.1\n", " )\n", "\n", "c21.plot(\n", " ax=ax['b'],\n", " plot_rose=True,\n", " plot_density=True,\n", " kwargs_density={\n", " 'method': 'nonparametric',\n", " 'h0': 0.4,\n", " \"color\": 'black',\n", " 'linestyle':'solid',\n", " },\n", " plot_mean=False,\n", " plot_median=False,\n", " r_max_scatter=1,\n", " marker_color='black',\n", " rlim_max=2.1\n", ")\n", "\n", "from matplotlib import ticker\n", "\n", "position_major = np.arange(0, 2 * np.pi, 2 * np.pi / 4)\n", "labels = ['N', 'E', 'S', 'W']\n", "\n", "for s in ['a', 'b']:\n", " ax[s].xaxis.set_major_locator(ticker.FixedLocator(position_major))\n", " ax[s].xaxis.set_major_formatter(ticker.FixedFormatter(labels))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Chapter 3 Circular Summary Statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.2 Sample Trigonometric Moments" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "b11 = load_data('B11', source='fisher')[\"θ\"].values\n", "c11_1 = Circular(data=b11, unit='degree', kwargs_mean_ci={\"method\": \"approximate\"})\n", "c11_2 = Circular(data=b11*2, unit='degree', kwargs_mean_ci={\"method\": \"approximate\"})\n", "c11_3 = Circular(data=b11*3, unit='degree', kwargs_mean_ci={\"method\": \"approximate\"})\n", "\n", "fig, ax = plt.subplots(1, 3, figsize=(18, 6), subplot_kw=dict(projection=\"polar\"))\n", "for i, c in enumerate([c11_1, c11_2, c11_3]):\n", " c.plot(\n", " ax=ax[i],\n", " plot_rose=False,\n", " plot_mean=True,\n", " # plot_mean_ci=True,\n", " plot_median=True,\n", " plot_density=False,\n", " )" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "θ=3.1°, r=0.83, a1=0.83, b1=0.04\n", "θ=0.64°, r=0.67, a1=0.67, b1=0.01\n", "a1=0.67, b1=-0.06\n", "True\n" ] } ], "source": [ "from pycircstat2.descriptive import circ_mean, circ_moment, convert_moment, compute_C_and_S\n", "\n", "m1, r1 = convert_moment(circ_moment(c11_1.alpha, p=1))\n", "C1, S1 = compute_C_and_S(c11_1.alpha, w=np.ones_like(b11), p=1)\n", "\n", "print(f\"θ={np.rad2deg(m1).round(1)}°, r={r1.round(2)}, a1={C1.round(2)}, b1={S1.round(2)}\")\n", "\n", "m2, r2 = convert_moment(circ_moment(c11_1.alpha, p=2))\n", "C2, S2 = compute_C_and_S(c11_1.alpha, w=np.ones_like(b11), p=2)\n", "\n", "print(f\"θ={np.rad2deg(m2).round(2)}°, r={r2.round(2)}, a1={C2.round(2)}, b1={S2.round(2)}\")\n", "\n", "C3, S3 = compute_C_and_S(c11_1.alpha, w=np.ones_like(b11), p=2, mean=m1)\n", "\n", "print(f\"a1={C3.round(2)}, b1={S3.round(2)}\")\n", "\n", "print(m1 == circ_mean(c11_1.alpha))\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "median=2.3°\n" ] } ], "source": [ "from pycircstat2.descriptive import circ_median\n", "\n", "md = np.rad2deg(circ_median(c11_1.alpha, method=\"deviation\", return_average=True))\n", "print(f\"median={md.round(1)}°\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "r=0.83\n" ] } ], "source": [ "from pycircstat2.descriptive import circ_r\n", "\n", "r = circ_r(c11_1.alpha)\n", "print(f\"r={r.round(2)}\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "V=0.17, σ=0.61\n" ] } ], "source": [ "from pycircstat2.descriptive import circ_std\n", "\n", "V = 1-circ_r(c11_1.alpha) \n", "σ = circ_std(c11_1.alpha)\n", "print(f\"V={V.round(2)}, σ={σ.round(2)}\")\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "d1=0.31, d2=0.43\n" ] } ], "source": [ "from pycircstat2.descriptive import circ_mean_deviation\n", "\n", "d1 = 1 - r**2\n", "d2 = np.min(circ_mean_deviation(c11_1.alpha, c11_1.alpha))\n", "print(f\"d1={d1.round(2)}, d2={d2.round(2)}\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(np.float64(-0.92), np.float64(6.64))" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from pycircstat2.descriptive import circ_skewness, circ_kurtosis\n", "\n", "circ_skewness(c11_1.alpha).round(2), circ_kurtosis(c11_1.alpha).round(2)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Chapter 4 Circular Models" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from pycircstat2.distribution import cardioid, cartwright, jonespewsey, vonmises, vonmises_ext, wrapnorm, wrapcauchy" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 4.1" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mu = np.deg2rad(180)\n", "kappa = 2\n", "x = np.linspace(-8 * np.pi, 8 * np.pi, 800)\n", "f = vonmises.pdf(x, kappa, mu=mu)\n", "F = vonmises.cdf(x, kappa, mu=mu)\n", "\n", "fig, ax = plt.subplot_mosaic(mosaic='ab', figsize=(8,4), per_subplot_kw={'b': {'projection': 'polar'}})\n", "ax['a'].plot(x, f, color='black', label=\"density function f(θ)\")\n", "ax['a'].plot(x, F, color='black', linestyle='--', label=\"distribution function F(θ)\")\n", "ax['a'].set_xlabel('θ (radians)')\n", "ax['a'].set_ylabel('F(θ) and f(θ)')\n", "ax['a'].legend(frameon=False)\n", "\n", "ax['b'].plot(x[400:500], f[400:500] + 1, color='black',\n", " linestyle='-', lw=1, label='vonmises pdf')\n", "rtick = [0, 1]\n", "ax['b'].spines[\"polar\"].set_visible(False)\n", "ax['b'].set_rgrids(rtick, [\"\" for _ in range(len(rtick))], fontsize=16)\n", "gridlines = ax['b'].yaxis.get_gridlines()\n", "gridlines[-1].set_color(\"k\")\n", "gridlines[-1].set_linewidth(1)\n", "\n", "position_major = np.arange(0, 2 * np.pi, 2 * np.pi / 4)\n", "ax['b'].xaxis.set_major_locator(ticker.FixedLocator(position_major))\n", "\n", "labels = ['0', 'π/2', 'π', '3π/2']\n", "ax['b'].xaxis.set_major_formatter(ticker.FixedFormatter(labels))\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 4.3" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'μ = π/2')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = 200\n", "x = np.linspace(0, 2 * np.pi, n)\n", "mu = np.pi / 2\n", "\n", "fig, ax = plt.subplots(figsize=(5, 5), subplot_kw={'projection': 'polar'})\n", "\n", "ax.plot(x, cartwright.pdf(x, zeta=1, mu=np.pi/2) + 1, linestyle='-', color='black', label='ζ=1')\n", "ax.plot(x, cartwright.pdf(x, zeta=10, mu=np.pi/2) + 1, linestyle='--', color='black', label='ζ=10')\n", "ax.plot(x, cartwright.pdf(x, zeta=0.1, mu=np.pi/2) + 1, linestyle='-.', color='black', label='ζ=0.1')\n", "\n", "rtick = [0, 1]\n", "ax.spines[\"polar\"].set_visible(False)\n", "ax.set_rgrids(rtick, [\"\" for _ in range(len(rtick))], fontsize=16)\n", "gridlines = ax.yaxis.get_gridlines()\n", "gridlines[-1].set_color(\"k\")\n", "gridlines[-1].set_linewidth(1)\n", "\n", "# position_major = np.arange(0, 2 * np.pi, 2 * np.pi / 4)\n", "position_major = []\n", "ax.xaxis.set_major_locator(ticker.FixedLocator(position_major))\n", "\n", "ax.text(x=0, y=0, s='+', ha='center', va=\"center\", color=\"black\",)\n", "labels = ['0', 'π/2', 'π', '3π/2']\n", "for i, angle in enumerate([0, np.pi/2, np.pi, 3 * np.pi / 2]):\n", " ax.text(x=angle, y=0.75, s=labels[i], ha='center', va=\"center\", color=\"black\")\n", "\n", "ax.legend(frameon=False)\n", "ax.set_title('μ = π/2')\n", "\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 4.4" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2, figsize=(10, 5), subplot_kw={'projection': 'polar'})\n", "\n", "ax[0].plot(x, wrapcauchy.pdf(x, rho=0.25, mu=mu) + 1, linestyle='--', color='black', label='ρ=0.25')\n", "ax[0].plot(x, wrapcauchy.pdf(x, rho=0.5, mu=mu) + 1, linestyle='-', color='black', label='ρ=0.5')\n", "ax[0].plot(x, wrapcauchy.pdf(x, rho=0.75, mu=mu) + 1, linestyle='-.', color='black', label='ρ=0.75')\n", "\n", "\n", "ax[1].plot(x, wrapnorm.pdf(x, rho=0.25, mu=mu) + 1, linestyle='--', color='black', label='ρ=0.25')\n", "ax[1].plot(x, wrapnorm.pdf(x, rho=0.5, mu=mu) + 1, linestyle='-', color='black', label='ρ=0.5')\n", "ax[1].plot(x, wrapnorm.pdf(x, rho=0.75, mu=mu) + 1, linestyle='-.', color='black', label='ρ=0.75')\n", "\n", "titles = ['Wrapped Cauchy', 'Wrapped Normal']\n", "for i in range(2):\n", " rtick = [0, 1]\n", " ax[i].spines[\"polar\"].set_visible(False)\n", " ax[i].set_rgrids(rtick, [\"\" for _ in range(len(rtick))], fontsize=16)\n", " gridlines = ax[i].yaxis.get_gridlines()\n", " gridlines[-1].set_color(\"k\")\n", " gridlines[-1].set_linewidth(1)\n", "\n", " # position_major = np.arange(0, 2 * np.pi, 2 * np.pi / 4)\n", " position_major = []\n", " ax[i].xaxis.set_major_locator(ticker.FixedLocator(position_major))\n", "\n", " ax[i].text(x=0, y=0, s='+', ha='center', va=\"center\", color=\"black\",)\n", " labels = ['0', 'π/2', 'π', '3π/2']\n", " for j, angle in enumerate([0, np.pi/2, np.pi, 3 * np.pi / 2]):\n", " ax[i].text(x=angle, y=0.75, s=labels[j], ha='center', va=\"center\", color=\"black\",)\n", "\n", " ax[i].set_ylim(0, 2.3)\n", " ax[i].set_title(f\"{titles[i]}\", fontsize=14)\n", "\n", " if i == 1:\n", " ax[i].legend(frameon=False)\n", "\n", "fig.subplots_adjust(wspace=0., hspace=0, left=-.75, top=0.15,right=0.,bottom=0.)\n", "fig.tight_layout(pad=0)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 4.5 von Mises / cardioid / wrapped normal / wrapped Cauchy" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pycircstat2.descriptive import circ_kappa\n", "n = 200\n", "x = np.linspace(0, 2 * np.pi, n)\n", "mu = np.pi / 2\n", "\n", "fig, ax = plt.subplots(1,3, figsize=(15, 5), subplot_kw={'projection': 'polar'})\n", "\n", "r = 0.25\n", "\n", "ax[0].plot(x, vonmises.pdf(x, circ_kappa(r=r, n=n), mu=mu) + 1, linestyle='-', color='black')\n", "ax[0].plot(x, cardioid.pdf(x, rho=r, mu=mu) + 1, linestyle=':', color='black')\n", "ax[0].plot(x, wrapnorm.pdf(x, rho=r, mu=mu) + 1, linestyle='-.', color='black')\n", "ax[0].plot(x, wrapcauchy.pdf(x, rho=r, mu=mu) + 1, linestyle='--', color='black')\n", "\n", "r = 0.5\n", "ax[1].plot(x, vonmises.pdf(x, circ_kappa(r=r, n=n), mu=mu) + 1, linestyle='solid', color='black', label='von Mises')\n", "ax[1].plot(x, cardioid.pdf(x, rho=r, mu=mu) + 1, linestyle=':', color='black', label='Cardioid')\n", "ax[1].plot(x, wrapnorm.pdf(x, rho=r, mu=mu) + 1, linestyle='-.', color='black', label='wrapped Normal')\n", "ax[1].plot(x, wrapcauchy.pdf(x, rho=r, mu=mu) + 1, linestyle='--', color='black',label='wrapped Cauchy')\n", "\n", "\n", "r = 0.7\n", "ax[2].plot(x, vonmises.pdf(x, circ_kappa(r=r, n=n), mu=mu) + 1, linestyle='-', color='black')\n", "ax[2].plot(x, wrapnorm.pdf(x, rho=r, mu=mu) + 1, linestyle='-.', color='black', )\n", "ax[2].plot(x, wrapcauchy.pdf(x, rho=r, mu=mu) + 1, linestyle='--', color='black')\n", "\n", "rs = [0.25, 0.5, 0.7]\n", "for j in range(3):\n", " rtick = [0, 1]\n", " ax[j].spines[\"polar\"].set_visible(False)\n", " ax[j].set_rgrids(rtick, [\"\" for _ in range(len(rtick))], fontsize=16)\n", " gridlines = ax[j].yaxis.get_gridlines()\n", " gridlines[-1].set_color(\"k\")\n", " gridlines[-1].set_linewidth(1)\n", "\n", " # position_major = np.arange(0, 2 * np.pi, 2 * np.pi / 4)\n", " position_major = []\n", " ax[j].xaxis.set_major_locator(ticker.FixedLocator(position_major))\n", "\n", " ax[j].text(x=0, y=0, s='+', ha='center', va=\"center\", color=\"black\",)\n", " labels = ['0', 'π/2', 'π', '3π/2']\n", " for i, angle in enumerate([0, np.pi/2, np.pi, 3 * np.pi / 2]):\n", " ax[j].text(x=angle, y=0.75, s=labels[i], ha='center', va=\"center\", color=\"black\",)\n", "\n", " ax[j].set_ylim(0, 2)\n", " ax[j].set_title(f\"μ = π/2; r={rs[j]}\", fontsize=14)\n", "\n", " if j == 1:\n", " ax[j].legend(frameon=False)\n", "\n", "fig.subplots_adjust(wspace=0., hspace=0, left=-.75, top=0.15,right=0.,bottom=0.)\n", "fig.tight_layout(pad=0)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 4.6" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = 200\n", "x = np.linspace(0, 2 * np.pi, n)\n", "mu = np.pi / 2\n", "\n", "fig, ax = plt.subplots(1,2, figsize=(10,5), subplot_kw={'projection': 'polar'}, layout='constrained')\n", "\n", "ax[0].plot(x, jonespewsey.pdf(x, kappa=1, psi=-3/2, mu=mu) + 1, linestyle='--', color='black', label='ψ=-1.5;-1;-2')\n", "ax[0].plot(x, jonespewsey.pdf(x, kappa=1, psi=-1, mu=mu) + 1, linestyle='--', color='black')\n", "ax[0].plot(x, jonespewsey.pdf(x, kappa=1, psi=-1/2, mu=mu) + 1, linestyle='--', color='black')\n", "\n", "ax[0].plot(x, jonespewsey.pdf(x, kappa=1, psi=0, mu=mu) + 1, linestyle='-', color='black', label='ψ=0')\n", "\n", "ax[0].plot(x, jonespewsey.pdf(x, kappa=1, psi=1/2, mu=mu) + 1, linestyle=':', color='black', label='ψ=0.5;1;1.5')\n", "ax[0].plot(x, jonespewsey.pdf(x, kappa=1, psi=1, mu=mu) + 1, linestyle=':', color='black')\n", "ax[0].plot(x, jonespewsey.pdf(x, kappa=1, psi=3/2, mu=mu) + 1, linestyle=':', color='black')\n", "\n", "\n", "ax[1].plot(x, jonespewsey.pdf(x, kappa=2, psi=-3/2, mu=mu) + 1, linestyle='--', color='black', label='ψ=-1.5;-1;-1.5')\n", "ax[1].plot(x, jonespewsey.pdf(x, kappa=2, psi=-1, mu=mu) + 1, linestyle='--', color='black')\n", "ax[1].plot(x, jonespewsey.pdf(x, kappa=2, psi=-1/2, mu=mu) + 1, linestyle='--', color='black')\n", "\n", "ax[1].plot(x, jonespewsey.pdf(x, kappa=2, psi=0, mu=mu) + 1, linestyle='-', color='black', label='ψ=0')\n", "\n", "ax[1].plot(x, jonespewsey.pdf(x, kappa=2, psi=1/2, mu=mu) + 1, linestyle=':', color='black', label='ψ=0.5;1;1.5')\n", "ax[1].plot(x, jonespewsey.pdf(x, kappa=2, psi=1, mu=mu) + 1, linestyle=':', color='black')\n", "ax[1].plot(x, jonespewsey.pdf(x, kappa=2, psi=3/2, mu=mu) + 1, linestyle=':', color='black')\n", "\n", "ks = [1, 2]\n", "for j in range(2):\n", " rtick = [0, 1]\n", " ax[j].spines[\"polar\"].set_visible(False)\n", " ax[j].set_rgrids(rtick, [\"\" for _ in range(len(rtick))], fontsize=16)\n", " gridlines = ax[j].yaxis.get_gridlines()\n", " gridlines[-1].set_color(\"k\")\n", " gridlines[-1].set_linewidth(1)\n", "\n", " position_major = []\n", " ax[j].xaxis.set_major_locator(ticker.FixedLocator(position_major))\n", "\n", " ax[j].text(x=0, y=0, s='+', ha='center', va=\"center\", color=\"black\",)\n", " labels = ['0', 'π/2', 'π', '3π/2']\n", " for i, angle in enumerate([0, np.pi/2, np.pi, 3 * np.pi / 2]):\n", " ax[j].text(x=angle, y=0.75, s=labels[i], ha='center', va=\"center\", color=\"black\",)\n", "\n", " ax[j].set_ylim(0, 2.75)\n", " ax[j].set_title(f\"κ={ks[j]}\", fontsize=14)\n", "\n", " if j == 1:\n", " ax[j].legend(frameon=False)\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Figure 4.7" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = 200\n", "x = np.linspace(0, 2 * np.pi, n)\n", "mu = np.pi / 2\n", "\n", "fig, ax = plt.subplots(figsize=(5,5), subplot_kw={'projection': 'polar'}, layout='constrained')\n", "\n", "ax.plot(x, vonmises_ext.pdf(x, kappa=3, nu=0, mu=np.pi/2) + 1, linestyle='-', color='black', label='ν=0')\n", "\n", "ax.plot(x, vonmises_ext.pdf(x, kappa=3, nu=-0.999, mu=np.pi/2) + 1, linestyle=':', color='black', label='ν=-0.999;-0.75;-0.5')\n", "ax.plot(x, vonmises_ext.pdf(x, kappa=3, nu=-0.75, mu=np.pi/2) + 1, linestyle=':', color='black')\n", "ax.plot(x, vonmises_ext.pdf(x, kappa=3, nu=-0.5, mu=np.pi/2) + 1, linestyle=':', color='black')\n", "\n", "ax.plot(x, vonmises_ext.pdf(x, kappa=3, nu=0.999, mu=np.pi/2) + 1, linestyle='--', color='black', label='ν=0.999;0.75;0.5')\n", "ax.plot(x, vonmises_ext.pdf(x, kappa=3, nu=0.75, mu=np.pi/2) + 1, linestyle='--', color='black')\n", "ax.plot(x, vonmises_ext.pdf(x, kappa=3, nu=0.5, mu=np.pi/2) + 1, linestyle='-', color='black')\n", "\n", "rtick = [0, 1]\n", "ax.spines[\"polar\"].set_visible(False)\n", "ax.set_rgrids(rtick, [\"\" for _ in range(len(rtick))], fontsize=16)\n", "gridlines = ax.yaxis.get_gridlines()\n", "gridlines[-1].set_color(\"k\")\n", "gridlines[-1].set_linewidth(1)\n", "\n", "position_major = []\n", "ax.xaxis.set_major_locator(ticker.FixedLocator(position_major))\n", "\n", "ax.text(x=0, y=0, s='+', ha='center', va=\"center\", color=\"black\",)\n", "labels = ['0', 'π/2', 'π', '3π/2']\n", "for i, angle in enumerate([0, np.pi/2, np.pi, 3 * np.pi / 2]):\n", " ax.text(x=angle, y=0.75, s=labels[i], ha='center', va=\"center\", color=\"black\")\n", "\n", "ax.legend(frameon=False)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 4.8" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pycircstat2.distribution import jonespewsey_sineskewed\n", "\n", "n = 200\n", "x = np.linspace(0, 2 * np.pi, n)\n", "mu = np.pi / 2\n", "\n", "fig, ax = plt.subplot_mosaic(mosaic=\"abc\", figsize=(15,5), subplot_kw={'projection': 'polar'},\n", "layout='constrained')\n", "\n", "ax['a'].plot(x, jonespewsey_sineskewed.pdf(x, kappa=2, psi=-1, lmbd=0, xi=mu) + 1, linestyle='-', color='black')\n", "ax['a'].plot(x, jonespewsey_sineskewed.pdf(x, kappa=2, psi=-1, lmbd=0.25, xi=mu) + 1, linestyle='--', color='black')\n", "ax['a'].plot(x, jonespewsey_sineskewed.pdf(x, kappa=2, psi=-1, lmbd=0.5, xi=mu) + 1, linestyle='--', color='black')\n", "ax['a'].plot(x, jonespewsey_sineskewed.pdf(x, kappa=2, psi=-1, lmbd=0.75, xi=mu) + 1, linestyle='--', color='black')\n", "ax['a'].plot(x, jonespewsey_sineskewed.pdf(x, kappa=2, psi=-1, lmbd=1, xi=mu) + 1, linestyle=':', color='black')\n", "\n", "####\n", "\n", "\n", "ax['b'].plot(x, jonespewsey_sineskewed.pdf(x, kappa=2, psi=0, lmbd=0, xi=mu) + 1, linestyle='-', color='black', label='λ=0')\n", "ax['b'].plot(x, jonespewsey_sineskewed.pdf(x, kappa=2, psi=0, lmbd=0.25, xi=mu) + 1, linestyle='--', color='black', label='λ=0.25')\n", "ax['b'].plot(x, jonespewsey_sineskewed.pdf(x, kappa=2, psi=0, lmbd=0.5, xi=mu) + 1, linestyle='--', color='black', label='λ=0.5')\n", "ax['b'].plot(x, jonespewsey_sineskewed.pdf(x, kappa=2, psi=0, lmbd=0.75, xi=mu) + 1, linestyle='--', color='black', label='λ=0.75')\n", "ax['b'].plot(x, jonespewsey_sineskewed.pdf(x, kappa=2, psi=0, lmbd=1, xi=mu) + 1, linestyle=':', color='black', label='λ=1')\n", "\n", "####\n", "\n", "ax['c'].plot(x, jonespewsey_sineskewed.pdf(x, kappa=2, psi=1, lmbd=0, xi=mu) + 1, linestyle='-', color='black')\n", "ax['c'].plot(x, jonespewsey_sineskewed.pdf(x, kappa=2, psi=1, lmbd=0.25, xi=mu) + 1, linestyle='--', color='black')\n", "ax['c'].plot(x, jonespewsey_sineskewed.pdf(x, kappa=2, psi=1, lmbd=0.5, xi=mu) + 1, linestyle='--', color='black')\n", "ax['c'].plot(x, jonespewsey_sineskewed.pdf(x, kappa=2, psi=1, lmbd=0.75, xi=mu) + 1, linestyle='--', color='black')\n", "ax['c'].plot(x, jonespewsey_sineskewed.pdf(x, kappa=2, psi=1, lmbd=1, xi=mu) + 1, linestyle=':', color='black')\n", "\n", "psis = [-1, 0, 1]\n", "for j, s in enumerate(['a', 'b', 'c']):\n", " rtick = [0, 1]\n", " ax[s].spines[\"polar\"].set_visible(False)\n", " ax[s].set_rgrids(rtick, [\"\" for _ in range(len(rtick))], fontsize=16)\n", " gridlines = ax[s].yaxis.get_gridlines()\n", " gridlines[-1].set_color(\"k\")\n", " gridlines[-1].set_linewidth(1)\n", "\n", " position_major = []\n", " ax[s].xaxis.set_major_locator(ticker.FixedLocator(position_major))\n", "\n", " ax[s].text(x=0, y=0, s='+', ha='center', va=\"center\", color=\"black\",)\n", " labels = ['0', 'π/2', 'π', '3π/2']\n", " for i, angle in enumerate([0, np.pi/2, np.pi, 3 * np.pi / 2]):\n", " ax[s].text(x=angle, y=0.75, s=labels[i], ha='center', va=\"center\", color=\"black\",)\n", "\n", " ax[s].set_ylim(0, 2.2)\n", " ax[s].set_title(f\"ψ={psis[j]}\", fontsize=14)\n", "\n", " if j == 1:\n", " ax[s].legend(frameon=False)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 4.9" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pycircstat2.distribution import jonespewsey_asymext\n", "\n", "n = 200\n", "x = np.linspace(0, 2 * np.pi, n)\n", "mu = np.pi / 2\n", "\n", "fig, ax = plt.subplot_mosaic(\"abc\", figsize=(15,5), subplot_kw={'projection': 'polar'}, layout='constrained')\n", "\n", "### left\n", "\n", "ax['a'].plot(x, jonespewsey_asymext.pdf(x, kappa=2, psi=-1, nu=0, xi=mu) + 1, linestyle='-', color='black')\n", "ax['a'].plot(x, jonespewsey_asymext.pdf(x, kappa=2, psi=-1, nu=0.25, xi=mu) + 1, linestyle='--', color='black')\n", "ax['a'].plot(x, jonespewsey_asymext.pdf(x, kappa=2, psi=-1, nu=0.5, xi=mu) + 1, linestyle='--', color='black')\n", "ax['a'].plot(x, jonespewsey_asymext.pdf(x, kappa=2, psi=-1, nu=0.75, xi=mu) + 1, linestyle='--', color='black')\n", "ax['a'].plot(x, jonespewsey_asymext.pdf(x, kappa=2, psi=-1, nu=0.999, xi=mu) + 1, linestyle=':', color='black')\n", "\n", "#### mid\n", "\n", "ax['b'].plot(x, jonespewsey_asymext.pdf(x, kappa=2, psi=0, nu=0, xi=mu) + 1, linestyle='-', color='black')\n", "ax['b'].plot(x, jonespewsey_asymext.pdf(x, kappa=2, psi=0, nu=0.25, xi=mu) + 1, linestyle='--', color='black')\n", "ax['b'].plot(x, jonespewsey_asymext.pdf(x, kappa=2, psi=0, nu=0.5, xi=mu) + 1, linestyle='--', color='black')\n", "ax['b'].plot(x, jonespewsey_asymext.pdf(x, kappa=2, psi=0, nu=0.75, xi=mu) + 1, linestyle='--', color='black')\n", "ax['b'].plot(x, jonespewsey_asymext.pdf(x, kappa=2, psi=0, nu=0.999, xi=mu) + 1, linestyle=':', color='black')\n", "\n", "#### right\n", "\n", "ax['c'].plot(x, jonespewsey_asymext.pdf(x, kappa=2, psi=1, nu=0, xi=mu) + 1, linestyle='-', color='black', label='ν=0')\n", "ax['c'].plot(x, jonespewsey_asymext.pdf(x, kappa=2, psi=1, nu=0.25, xi=mu) + 1, linestyle='--', color='black', label='ν=0.25')\n", "ax['c'].plot(x, jonespewsey_asymext.pdf(x, kappa=2, psi=1, nu=0.5, xi=mu) + 1, linestyle='--', color='black', label='ν=0.5')\n", "ax['c'].plot(x, jonespewsey_asymext.pdf(x, kappa=2, psi=1, nu=0.75, xi=mu) + 1, linestyle='--', color='black', label='ν=0.75')\n", "ax['c'].plot(x, jonespewsey_asymext.pdf(x, kappa=2, psi=1, nu=0.999, xi=mu) + 1, linestyle=':', color='black', label='ν=0.999')\n", "\n", "psis = [-1, 0, 1]\n", "for j, s in enumerate(['a', 'b', 'c']):\n", " rtick = [0, 1]\n", " ax[s].spines[\"polar\"].set_visible(False)\n", " ax[s].set_rgrids(rtick, [\"\" for _ in range(len(rtick))], fontsize=16)\n", " gridlines = ax[s].yaxis.get_gridlines()\n", " gridlines[-1].set_color(\"k\")\n", " gridlines[-1].set_linewidth(1)\n", "\n", " position_major = []\n", " ax[s].xaxis.set_major_locator(ticker.FixedLocator(position_major))\n", "\n", " ax[s].text(x=0, y=0, s='+', ha='center', va=\"center\", color=\"black\",)\n", " labels = ['0', 'π/2', 'π', '3π/2']\n", " for i, angle in enumerate([0, np.pi/2, np.pi, 3 * np.pi / 2]):\n", " ax[s].text(x=angle, y=0.75, s=labels[i], ha='center', va=\"center\", color=\"black\",)\n", "\n", " ax[s].set_ylim(0, 2.75)\n", " ax[s].set_title(f\"ψ={psis[j]}\", fontsize=14)\n", "\n", " if j == 2:\n", " ax[s].legend(frameon=False)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 4.10" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pycircstat2.distribution import inverse_batschelet\n", "\n", "n = 400\n", "x = np.linspace(0, 2 * np.pi, n)\n", "mu = np.pi / 2\n", "\n", "fig, ax = plt.subplot_mosaic(\"abc\", figsize=(15,5),subplot_kw={'projection': 'polar'}, layout='constrained')\n", "\n", "ax['a'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=0, lmbd=-1., xi=mu) + 1, linestyle='--', color='black')\n", "ax['a'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=0, lmbd=-0.75, xi=mu) + 1, linestyle='--', color='black')\n", "ax['a'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=0, lmbd=-0.5, xi=mu) + 1, linestyle='--', color='black')\n", "ax['a'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=0, lmbd=-0.25, xi=mu) + 1, linestyle='--', color='black')\n", "\n", "ax['a'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=0, lmbd=0, xi=mu) + 1, linestyle='-', color='black')\n", "\n", "ax['a'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=0, lmbd=0.25, xi=mu) + 1, linestyle=':', color='black')\n", "ax['a'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=0, lmbd=0.5, xi=mu) + 1, linestyle=':', color='black')\n", "ax['a'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=0, lmbd=0.75, xi=mu) + 1, linestyle=':', color='black')\n", "ax['a'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=0, lmbd=1, xi=mu) + 1, linestyle=':', color='black')\n", "\n", "ax['b'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=0.5, lmbd=-1, xi=mu) + 1, linestyle='--', color='black', label='λ=-1;-0.75;-0.5;-0.25')\n", "ax['b'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=0.5, lmbd=-0.75, xi=mu) + 1, linestyle='--', color='black')\n", "ax['b'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=0.5, lmbd=-0.5, xi=mu) + 1, linestyle='--', color='black')\n", "ax['b'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=0.5, lmbd=-0.25, xi=mu) + 1, linestyle='--', color='black')\n", "\n", "ax['b'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=0.5, lmbd=0, xi=mu) + 1, linestyle='-', color='black', label='λ=0')\n", "\n", "ax['b'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=0.5, lmbd=0.25, xi=mu) + 1, linestyle=':', color='black', label='λ=0.25;0.5;0.75;1')\n", "ax['b'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=0.5, lmbd=0.5, xi=mu) + 1, linestyle=':', color='black')\n", "ax['b'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=0.5, lmbd=0.75, xi=mu) + 1, linestyle=':', color='black')\n", "ax['b'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=0.5, lmbd=1, xi=mu) + 1, linestyle=':', color='black')\n", "\n", "ax['c'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=1, lmbd=-1, xi=mu) + 1, linestyle='--', color='black', label='λ=-1;-0.75;-1;-0.25')\n", "ax['c'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=1, lmbd=-0.75, xi=mu) + 1, linestyle='--', color='black')\n", "ax['c'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=1, lmbd=-0.5, xi=mu) + 1, linestyle='--', color='black')\n", "ax['c'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=1, lmbd=-0.25, xi=mu) + 1, linestyle='--', color='black')\n", "\n", "ax['c'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=1, lmbd=0, xi=mu) + 1, linestyle='-', color='black', label='λ=0')\n", "\n", "ax['c'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=1, lmbd=0.25, xi=mu) + 1, linestyle=':', color='black', label='λ=0.25;1;0.75;1')\n", "ax['c'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=1, lmbd=0.5, xi=mu) + 1, linestyle=':', color='black')\n", "ax['c'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=1, lmbd=0.75, xi=mu) + 1, linestyle=':', color='black')\n", "ax['c'].plot(x, inverse_batschelet.pdf(x, kappa=2, nu=1, lmbd=1, xi=mu) + 1, linestyle=':', color='black')\n", "\n", "nus = [0, 0.5, 1]\n", "for j, s in enumerate(['a', 'b', 'c']):\n", " rtick = [0, 1]\n", " ax[s].spines[\"polar\"].set_visible(False)\n", " ax[s].set_rgrids(rtick, [\"\" for _ in range(len(rtick))], fontsize=16)\n", " gridlines = ax[s].yaxis.get_gridlines()\n", " gridlines[-1].set_color(\"k\")\n", " gridlines[-1].set_linewidth(1)\n", "\n", " position_major = []\n", " ax[s].xaxis.set_major_locator(ticker.FixedLocator(position_major))\n", "\n", " ax[s].text(x=0, y=0, s='+', ha='center', va=\"center\", color=\"black\",)\n", " labels = ['0', 'π/2', 'π', '3π/2']\n", " for i, angle in enumerate([0, np.pi/2, np.pi, 3 * np.pi / 2]):\n", " ax[s].text(x=angle, y=0.75, s=labels[i], ha='center', va=\"center\", color=\"black\",)\n", "\n", " ax[s].set_ylim(0, 2.75)\n", " ax[s].set_title(f\"ν={nus[j]}\", fontsize=14)\n", "\n", " if j == 1:\n", " ax[s].legend(frameon=False)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 5.1 Testing for Uniformity" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pycircstat2.utils import time2float\n", "d1 = time2float(load_data(\"B1\", 'fisher')['time'].values)\n", "c1 = Circular(data=d1, unit='hour')\n", "c1.plot(\n", " figsize=(6,6),\n", " bins=24,\n", " plot_rose=True,\n", " plot_density=True,\n", " plot_mean=False,\n", " plot_median=False,\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Rayleigh's Test `rayleigh_test()`" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test statistics: z = 26.437; r = 0.323\n", "P-value = 1.6883289745372092e-12\n" ] } ], "source": [ "from pycircstat2.hypothesis import rayleigh_test\n", "\n", "# Difference between circular.R and pycircstat2\n", "# The test statistics from circular.R is the mean resultant length (our c1.r)\n", "# And their p-value is also computed differently. But both are valid.\n", "z, pval = rayleigh_test(r=c1.r, n=c1.n)\n", "print(f\"Test statistics: z = {z:.3f}; r = {c1.r:.3f}\")\n", "print(f\"P-value = {pval}\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Ajne's A aka `omnibus_test()`" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test statistics: A = 0.272\n", "P-value = 3.9016510340511927e-07\n" ] } ], "source": [ "from pycircstat2.hypothesis import omnibus_test\n", "\n", "A, pval = omnibus_test(c1.alpha)\n", "print(f\"Test statistics: A = {A:.3f}\")\n", "print(f\"P-value = {pval}\")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: 2024-11-25 15:42:34CET\n", "\n", "Python implementation: CPython\n", "Python version : 3.10.13\n", "IPython version : 8.29.0\n", "\n", "pycircstat2: 0.1.2\n", "\n", "matplotlib : 3.9.2\n", "polars : 1.14.0\n", "numpy : 2.1.3\n", "pycircstat2: 0.1.2\n", "\n", "Watermark: 2.5.0\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark --time --date --timezone --updated --python --iversions --watermark -p pycircstat2" ] } ], "metadata": { "kernelspec": { "display_name": ".circstat", "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": "3.10.13" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }