{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Taylor Diagram\n", "\n", "This turorial is for creating Taylor Diagram using [UV-CDAT](https://uvcdat.llnl.gov)'s VCS.\n", "\n", "Taylor diagrams are mathematical diagrams designed to graphically indicate which of several approximate representations (or models) of a system, process, or phenomenon is most realistic. This diagram, invented by Karl E. Taylor in 1994 (published in 2001) facilitates the comparative assessment of different models. It is used to quantify the degree of correspondence between the modeled and observed behavior in terms of three statistics: the Pearson correlation coefficient, the root-mean-square error (RMSE) error, and the standard deviation. Taylor diagrams have widely been used to evaluate models designed to study climate and other aspects of Earth’s environment. [See [Wiki](https://en.wikipedia.org/wiki/Taylor_diagram#cite_note-8) and [Taylor (2001)](http://onlinelibrary.wiley.com/doi/10.1029/2000JD900719/abstract) for details]\n", "\n", "Reference: [Taylor, K. E. 2001: Summarizing multiple aspects of model performance in a single diagram. Journal of Geophysical Research, 106(D7): 7183-7192](http://onlinelibrary.wiley.com/doi/10.1029/2000JD900719/abstract)\n", "\n", "© Software was developed by Charles Doutriaux and UVCDAT team, and tutorial was written by Charles Dutriaux and Jiwoo Lee. (18 Sep. 2017)\n", "\n", "Used environment version in this tutorial:\n", "- uvcdat 2.12\n", "- vcs 2.12\n", "- mesalib 17.2.0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Contents: \n", "([Top](#top))\n", "- [Create VCS canvas](#vcs)\n", "- [Prepare input data](#input)\n", "- [Reference Line](#ref_line)\n", "- [Markers](#markers)\n", "- [Alternative way of setting makers](#markers2)\n", "- [Connecting line between dots](#lines)\n", "- [Grouping using split lines](#lines2)\n", "- [Legend](#legend)\n", "- [Additional Axes](#axes)\n", "- [Two quadrans Taylor Diagram](#2quad)\n", "- [Controllable components](#comp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create VCS canvas\n", "([Top](#top))" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import vcs\n", "x = vcs.init()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Prepare input data\n", "([Top](#top))\n", "\n", "Correlation and standard deviation are required. Here we create dummy input named as \"data\" for test." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data:\n", "[[ 1.6 0.2 ]\n", " [ 1.7 0.5 ]\n", " [ 1.5 0.7 ]\n", " [ 1.2 0.85]\n", " [ 0.8 0.9 ]\n", " [ 0.9 0.95]\n", " [ 0.98 0.99]]\n", "data shape: (7, 2)\n" ] } ], "source": [ "# Create dummy 7 data\n", "import MV2\n", "corr = [.2, .5, .7, .85, .9, .95, .99]\n", "std = [1.6, 1.7, 1.5, 1.2 , .8, .9, .98]\n", "data = MV2.array(zip(std, corr))\n", "data.id = \"My Taylor Diagram Data\"\n", "\n", "print 'data:\\n', data\n", "print 'data shape:', data.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the beginning version using VCS module. \"vcs.createtaylordiagram\" is for creating template. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "taylor = vcs.createtaylordiagram()\n", "x.plot(data,taylor)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reference Line\n", "([Top](#top))\n", "\n", "Curved line in the plot indicates a reference line. Let's' your reference data (e.g. observation) has 1.2 as standard deviation. You may want to move the line to cross 1.2, as below." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwAAAAJQCAIAAAC2GpSaAAAgAElEQVR4XuzdeUAV9f7/8c8BBJRFUBYRBUURzCAVQQoIXEolF1zI3DfM+l5azMqsbrev3qtdc8syzRZFMzP3LbME10xEK0VRI8VUEBRiU1kSz++P+d3z5bKcYTmcbZ6Pv45zPu9hmDkyr/P5fGZGpVarBQAAgJJYyDUAAAAwNwQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOFZyDXQvJydn9+7dkZGRvr6+moW7du26f//+iBEjtBSuX7++rKxMet21a9ewsDAtjTXS09MvXbo0ePBguYZC/GfbhBDNmzfv3LlzcHCwhYWFqOdKdKW2janNvn37Onbs6O/vr6UNAAAQBukBSk9Pnz59+htvvKFZkpWVNWrUqHfeeUdLlRCibdu2hYWFr7/+ert27ZydnbU31vjxxx/fe+89uVb/X3p6+muvvebu7l5RUfHxxx8HBgZeuHBBCHHmzJmEhAS5ah2rbWNqs3jx4kOHDmlpAAAAJAboARJC2Nvbf//999euXfPy8hJCfPzxx05OTtJba9as6dWrV0BAgBBi3759zZo169+/v/RWv379bGxsrK2tBw4cKC0pKipau3bt1atXvb29O3Xq1KxZs6ysrCrlmh9aVFS0bt263377rUuXLlOnTm3RokVqauqRI0dyc3NHjBghlQghbGxshgwZIoSYOHHip59+OnTo0LS0ND8/v5iYmBp/4oABA/Lz87/44ovMzEw/Pz93d3cXF5eWLVtq1uzt7V2lpG3btgcPHszJyVGr1ePGjbt+/foPP/zg4eHx/PPP29nZiUpq3JhmzZpV34wrV6788ccf+/fvb9OmTUxMTI3bKQAAgBDCID1AQgg7O7tRo0atWLFCCFFWVrZ69eq4uDjprfT09Llz5woh/vrrr6lTp1paWta2ksLCwuDg4CtXrowbNy43N3fo0KHbt2+vrbyoqCgkJCQjI2PSpEm//fZbWFhYSUnJ6dOn4+PjW7Ro4e3tXeOPmD59enl5+YEDB06fPr1y5coaf2JeXl6vXr0KCgrGjh176tSpESNGSO2lNTs7O1cvOX369KxZs/z8/B5++OFHH330pZdeGjp0aEZGRv/+/dVqdY1bUnljatyM8PDwVq1ade3aNTAwsMYGta0WAAAFMkwPkBDihRdeeOKJJ959991NmzZ16NAhJCRk165dQoi4uLiuXbvm5OQkJia2bt26T58+ta3hk08+adeu3bJly4QQQUFBZ86cqbF87dq1QojPPvvM09Nz8eLFUuOwsLANGzZYWVn16NHjtddeq+1HCCE8PT2zs7NVKlVtP/Gzzz7z9fWdN2+eEKJXr16//PKLVCiteeHChdVLpHcnTpwohFi3bt3jjz8eGRkZEhJiZ2d3/fp1qVesRtLG1LgZAQEBDg4OXl5ePj4+tf1QAAAgMUwPkBCiZ8+eXbp02bBhw4cffhgfH69Z7uPjExER8fnnn3/00UcvvPCCljVkZWV16dJF809pSnVt5dL4lOaf3t7emZmZQogWLVqI2hUVFZ09e7Znz57SP2v8iTdv3uzQoYNmYefOnaUX0pprLBFCWFtbSy9sbW2l182bN7ewsLh3756ohWZjalunhmwDAAAUzmABSAgRHx//5ptvXr9+ffTo0ZWXP/vss4sWLbpw4cKECRNqqxVCREZG7t27Nzc3VwhRVFS0c+dOLeVRUVF79+7Ny8sTQuTk5Pzwww+yc2Lu3r07efLk6OjoRx55RFpS40+Mior69ttvCwoKhBDZ2dk//PBD5ZXUtpH1VXljZNcp2wAAAIUz2BCYECI2NnbWrFlTp061sbGpvDwmJua5556bNm2a9u6Z4cOHX7x4MTQ0NDIy8tixY9IoVW3lQ4YMOXPmzKOPPhoREXH06NG///3voaGhFy9erL7agoKCp59++s6dO5mZmQMGDJDGtiQ1/sSYmJiff/5ZWvOhQ4fs7e2trKy0l9RdjRsju07ZBgAAKJxKy6xbQ8nMzPTx8bl48WLHjh3l2ory8vLs7GwXFxdN3NFSXlJScvv2bTc3N1tb22prqqsqP/HMmTMTJ07csWOHhYWFg4NDcHDw4sWLpUvGaivRCdl1yjYAAECxjDEALVmyJCUlZePGjXINa9bI8gZYtmzZhx9+GB4enpycPGLEiPnz58tVAAAAQzLGAGT8ysrKbt265ezsbG9vLy0pLS3Nyspq27ZtY/qWAACAfhhyErSJ2rx5s6urq5eXl4ODg4ODQ0hIyFdffWVra+vj40P6AQDAJBhyErQpKi8vnzNnTmJiYmBgYH5+/o0bN3799dc33nijY8eOjz76qFw1AAAwCgSg+rl+/XpYWFhwcLAQok2bNm3atOnVq5ednd3x48cJQAAAmAqGwOrH1dU1MTHx9OnTlRdeuXLF3d29thIAAGBs6AGqH0dHx3fffTcsLKxly5bt2rXz8PC4d+/e9evXT506JVcqIzExcdeuXY6Ojr169QoNDSVRAQDQdLgKrCEKCwvT0tIyMzNv3rxpa2sbGxureZp9w+zevTs+Pn7kyJG3bt1KSUn5/fffw8PDN2zY0K5dO7lSAABQbwQgozBkyJAVK1ZoHoN669atefPm3bhxg6e4AwDQFBgCq5+pU6e6urp6enp6enq2bdvW09PTw8OjWbNmcnUycnNzS0tLNf90c3NbunRpRESElhIAANBgBKB6KCgo+PXXX3v27Hn27NnMzMzMzMw///xTpVJ99dVXzzzzjFy1NqNHjx4wYMBLL70UHh4eGBhobW19+PDhyk90BwAAOsQQWD1kZmZ+//33U6ZM0SwpLS3NzMxs3bp1I+cACSE+/fTTb7755uTJk6Wlpe7u7qWlpYcPH+7atatcHQAAqDcCkFFITU09cOBAcHBwWFjYpUuXsrOzg4KCHBwc5Orq4cGDBxYW3PUAAAAhuA+QMfj222/79et36NChp5566rPPPvP394+Kijp//nxZWZlcaZ18/fXXbm5uzZs3j4qK+uCDD7Kzs+UqAAAwcwSgRrl//35KSkrl+csNsHr16h9//HHnzp3Hjh178803r1y5IoRYuHBh4+dWCyFycnIWLFiwb9++n3/+ediwYd988423t/fChQvl6gAAMGcEoEa5devWwIEDr169KtdQm5s3b6pUKiFEQEDA66+//sILL6jVarVarZMRq8TExNjY2KCgoG7dus2cOfPHH39MTk5esmRJI7cZAACTpoNTrKKUlZVdv379zp070j/btm2bl5fn7++vvUq7Z555pm/fvsePHxdCzJw588aNGwsWLGjkOjVcXFy2bNmSm5urWdK9e/chQ4b8+eefWqoAADBvZn4ZfF5e3sKFCy9dunT//n2VStW6dev4+PhevXrJ1dVs8+bN06ZNKy4uFkLY29t37dr15ZdfHjt2rFydjJkzZ7q7u7u6ugohrKysVq1aFRERsWXLFrm6OnniiSe6dOni4+MzbNiwUaNG9evXLzMzMzU1NTAwUK4UAACzZeZXgYWGhnp5eYWGhkrDSdevX1+3bt3x48d9fX3lSqsqLy9/6KGHNm7cGBgYmJ+ff+PGjV9//XXu3LmbNm3S+XPgly9f/swzz7i5uck1rKvk5OQtW7Zs3bo1IyPDyclp/fr1gwcPlisCAMBsmXMAysnJmTZt2p49eyovXL16dVFR0auvvlpbVW0uX748d+7chISEygs3btyYlZU1a9as2qoa4OjRow8//LCzs7NcQ3lnz57dunXrY489NmDAAGlJTk6Ok5OTjY2N9kIAAMybOc8BUqlU5eXlVRb+9ddfDZtc7OrqmpiYePr06coLr1y5ovPHts+cOfPw4cNyreTdunVrxIgRWVlZzzzzzN/+9jcPDw8/P79ff/2V9AMAgDnPAXJzcysrK4uOjg4JCbGyslKr1devX9++fXtycrJcaQ0cHR3ffffdsLCwli1btmvXzsPD4969e9evXz916pRcqTaJiYm7du1ydHTs1atXaGiou7t7I1eokZiYOHbs2Llz53bs2PH48ePffvvtL7/8Mm7cuKtXr9rb28tVAwBgzsx5CEwIUVRUtHz58osXL0qToNu0aRMXF9etWze5uloVFhampaVlZmbevHnT1tY2Nja2MQ/B2L17d3x8/MiRI2/dupWSkvL777+Hh4dv2LChXbt2cqXyzp49Gx4efuLEiTNnzkRFRXl4eAghhg0b9t577/GEDQCAwpl5ADJyQ4YMWbFihZeXl/TPW7duzZs378aNG9u3b9deWEeHDh167LHHrK2thRDl5eW///775MmTf/zxR53cYhEAANNlzkNgxi83N7fyXaTd3NyWLl0aERGhpaReoqKipBcVFRUeHh4VFRUJCQmkHwAATDUAXbx4ce/evSqVKjY2tn379pXfSk9P37lzp4WFRUxMjI+PT21rMAajR48eMGDASy+9FB4eHhgYaG1tffjw4S5dusjV1ZulpeXFixcdHBxsbW3l2tbJ9evXDxw40KlTp4iICOk21gAAmJCGXA9lcKdPn46IiGjdunV5eXlISEhOTo7mrZSUlMcee8zR0dHa2rp3797nz5+XlqsarZZtaZSXX375zTff3Lt3b79+/RwcHLy8vMaMGfPGG2/I1TXElStXdHX35xMnTvTu3fvrr78eNmyYv7//ypUrdfXcVgAA9MMk5wC99NJL9+/fX7FihRCib9++sbGxzz//vPTW5MmTXVxcFi1aJISYPn26g4PDkiVLhBBSgpH9ZVWqWneIbAaSXbkWarX60qVL2dnZQUFBDg4Ocs3r5MGDB5Uv+J84caKfn99bb72lpaSOnnjiidWrV3fs2LGsrGz9+vWLFi1Sq9UHDx5s27atXCkAAEbBJHuAli1b9uGHHwohSkpKMjIyKp93c3NzNZdQeXl53bx5s+ZV1J+6kir/lDSm30ilUvn7+0dFRekk/Xz99ddubm7NmzePior64IMPsrOzhRDr1q3TSfoRQpw7d056cIeNjU1cXNz58+fDwsKWLl0qVwcAgLEwyQCkUqksLCzKy8vHjBkTFBQ0dOjQ2prVt1emvu0rqx6JakxFcqtprJycnAULFuzbt+/nn38eNmzYN9984+3tvXDhQrm6enj88cdHjhx5+fJl6Z+WlpYTJ068e/eu9ioAAIyHSQYgIURJScmwYcOsrKw2btxYOVVYWlo+ePBAev3XX39JV4Ablp4jUWJiYmxsbFBQULdu3WbOnPnjjz8mJycvWbLk6tWrcqV1smHDhoULF7Zq1apr166jRo06cODA5cuXly9fPn78eLlSAACMhUkGoDt37kRHR3t4eGzatElzUXdSUtK9e/f8/f01N3pOTk728/OrXFg9fDRdEJGoq3UpyfYS1bieunNxcdmyZUtubq5mSffu3YcMGaKTGdA3btwYP378ww8/7Orq+sMPP3h6eo4bNy4oKKh3796PPfaYXDUAAMai3oNExiAuLu7LL7986qmnpLgQFxc3cOBAKysraW5KdHS0q6trWVlZeXn5nj17NLNqVPUfEdObyttWOQM1YIPVavXo0aO/++67YcOGjRo1ql+/fpmZmZMmTTp27JiVlQ7uehATE1NcXNy6deudO3c+9dRTarV669atDXu8GgAAhmK8maAxcnJyVCqVm5tb5YWmEoCqLK/8z7pvf3Jy8pYtW7Zu3ZqRkeHk5LR+/frBgwfLFdXJjRs3AgMDk5KSnJycZs+evWXLlsjIyKSkJLk6AACMiPFmAp0zxQBUvZn0oi6NJTk5OU5OTrp9AvyHH36YkJCQnJw8bdq0OXPm5OTkPP7443JFAAAYkTqdd81DHUOGQdR926SWjRwma6QHDx48+uijYWFhxcXFn376qVxzAACMTl3Pu2ag7iHDaNX4KxgkDJ09e7ZXr14pKSmPPPKIXFsAAIyOyWeCujODACSrAWNkDXbp0qUqF9kBAGAquHjHrPznyvr/u7RerqKurl+/vmbNmiNHjmii1f3793///XftVQ1w/fr1GTNmjBw58quvvtJDjAMAKBMByGzpMAnV+PTTXbt2vf3223Kl9VNeXj5q1ChfX9/g4ODXX389ODj4+PHjckUAANSb+Y8KaShhCEyj+i/bmNGx2p5+2qZNG93eAejrr78+c+bMggULhBD37t1bsGDBokWL3n///fj4eLlSAADqQdGZwFxp/00bkIQ8PDzS09Pt7e2lf1ZUVEyfPr1169bvv/++9sL6+vzzz3fu3Llr1y7NkhMnTgwcODAvL8/S0lJLIQAA9aLLr+8wCQ2YJ6Sfp5+q1eoRI0ZIz3DNyMiQFoaGhrZt27aiokJ7LQAA9UIAMkN17NqRYpAQQjYGrVq1qqmffpqcnDxv3jxnZ+eUlJQWLVo89NBDb7zxRmpq6kcffdS/f39jeKgtAMCcKGVUSMgNDClT5X0iOzR25cqVDz744Ouvvy4rK5szZ87s2bNrbNYAarV68ODBX375pZOT0759+86dO+fk5LRt27Zff/1Vmn7UvHlzuXUAAFAPCsoEBKA6kpKQPvfV+vXrz5079+9///vll1/++eef27Ztu2fPnvnz57/44otypQAANIQOHg8OM6MZF6v8zyZlZWW1YsUKOzu7tLS0I0eOCCGSk5Ojo6Pj4+N1e5UZAAASAhBqVmVorElj0JgxY9q2bTtixIjIyEhpSe/evVu1atWkPxQAoGQKGhViCKwx9NAhlJ6efuvWLU9Pz7t37+7fv//atWvLli2TKwIAoCEUlAkIQI2h2XtN3SH08ssvb9u2beDAgR988AFznwEATURBmYAA1GC13Vea/QkAMFHMMEVDSPcQkr2BkBY1PvQ0Nzc3JSVFeyEAAI1HAIIMLT1nDY5BtT309PDhw9OnT6djCQDQ1BQ0KsQQWJOq16CYloee3r9/38qKixMBAE2LHiDoRr16g+7evXv+/HnpdYsWLebNm3fw4MG33367oqKC9AMA0AMCEHSsLjGIh54CAAyLAATdk+0N4qGnAADDUsq0mCpnYoX81sZA+9yg48ePz507Vz8PPa2oqLCwsKjLCB0AwOwpJQAJJkEbVL2mSOucWq1+5ZVXVq5c6ejo+Pbbb7/wwgvEIABQOIbAoA+yg2JNavny5c2aNbt9+/bnn3++aNGiYcOGFRQUyBUBAMyZgjpF6AEyEvo/EKGhoZ9//nm3bt2EEHl5eWPHjv3jjz+OHz/eqlUrudL/cuLEid9++83DwyMqKqpZs2ZyzQEAxoseIOib/ruCPD09V6xYIb1u3br1t99+6+3tvWbNGu1VlRUUFPTr12/o0KF79uxZtmxZ796909LS5IoAAMaLe67AACpnID30Bv3rX//q27evNATm6OhoaWk5aNCgu3fvytX9n+nTpzdr1uzKlSv29vZCiGvXro0aNWr37t3u7u5ypQAAY0QPEAxAGgVr6olBX375pfTC39//559/zs3NDQoK2rFjx9GjR3fs2BEXF6e9XCMnJ2fnzp0JCQlS+hFCeHl5TZw4cdmyZdoLAQBGix4gGJjUA6TziUGlpaXPP/98//79i4qKNm3a5OjouHnz5nXr1r399tvOzs7Lli2re+dNZmZmhw4dqrQPCAjYs2dPbSUAACOn47OOMdP5KRYNU9uB0PmIWGxsrKur6+HDhwcMGHDq1Klr1679/PPP9Z34LIQoLCzs0qVLVlaWpaWlZmFpaenatWufe+45LYUAAKOloExAADIJOjxM27ZtGzly5MmTJ4ODg9VqdXR09KBBg1588UW5uhq8+uqr/v7+dR81AwAYOeYAwbjocFbQ4MGDnZ2dS0tLhRAqlapPnz5lZWVyRTV77733jh07NnLkyPfff/+nn34SQpSVlW3evHnlypXp6ely1QAAo6Ozb9vGT4ddC9ADnYyIzZkzZ+vWrcuXL2/evPnf//73zZs3133qT3WHDh06ePCgg4PDjBkzIiMjS0tL+/Tpc/r06RkzZkyZMkWuGgBgRBSUCQhApqheR636077u37//r3/9a8uWLa6urosWLerZs6eW8rqbP3/+t99+m5iYaGNjU1FRERQUtHv37vbt28vVAQCMBUNgMHZ1GRFTq9UzZ860s7Nzd3dfvny5JjNZWlr27ds3NTU1KSlJV+lHCHH16tVx48bZ2NgIISwtLbt165acnCxXBAAwIgQgGDvN7YK0tKntaV8XLlyIjY3NycnRUtsA4eHhmqk/eXl5iYmJHh4earX6/Pnz2gsBAEaiHuMLpq5egykwQlpmBWl52ldJSUnz5s2rlzSGWq2eNGlSixYt3N3dExISevTosW3btmnTpm3evPn7779/9NFH5VYAADAweoBgMrR0BWl52pfO048QQqVSJSQkDBw40MLCYsmSJVu3bp02bdr+/ftffvnl+fPn//jjj3IrAAAYmII6RegBMhvVu4IuXrzYt2/fsLAw6WlfQohly5bdvXv3rbfeqnUtOqJWq6dNm5aUlHTo0CFvb2/6gQDAJNADBNNTvSuokU/7aoxdu3YlJSUdPnxYSj+afqDc3Fy5UgCAwSioU4QeIPNT5Zg+ePBg2bJlX3zxhfS0r6CgIC21OlRYWOjo6KjpB/Lw8Ni+fXteXl6/fv38/f3lqgEABqCgTEAAMks6uV9i4+3cufOll146fPiws7NzVFTUgwcP+vXrd/z48eeff37ixIly1QAAfTPVTJCampqcnGxjYzNhwoTq7+bn52/btm3cuHG2traahQQgM2YMB7ewsLBly5bz58/fu3evo6PjmjVrXF1de/TosXfvXu6RCADGxlTnADk4OJSUlLzwwgs1vvviiy+eOHGicvqBeZO9UZAetGzZUgiRkZExY8aMlStXTpky5fbt2126dDl58qQQQq1W/+Mf/8jOzpZbDQBAH0w1AHXo0KG2q2z27Nlz+PDhxYsX1/guzFhd7hnd1MLCwtLS0jp06CBloKNHj3p7e0tXiiUkJDT4aawAAN0y/MBBg506dap///7SDX818vPzH374YXt7e7VaHRkZuXLlSisrK+ktYxglQROpfHANe6AfPHgwadIkGxsbLy+v8PDw77//fsGCBdL8aOlKMbkVAAD0wVR7gGqzcOHChx566Pz582fPnv3ll19WrVolVwGTVyXxGHY4zMLCYt26dUOGDBFCWFpaatLP66+/vnfv3suXL8utAACgD+YWgE6dOjV8+HArKytbW9vhw4cfOXJEWi6dEVW107pWHdDDj1CmGvt7pAxkqH2uUqmGDRv2zjvvPP7449OmTUtMTLSzs/voo49SU1OfeeaZdevWya0AANDkzCcAJSUl3bt3LyAgQBN6jh07FhgYKL2WzpHq2tW63sapHLAMeEo2Y7UdO+mwNvUOLykpOXLkyI0bN2p8V7pH4tNPP92yZctff/115cqVJ06c+PjjjzMyMmpsDwDQG/MJQE8++eS1a9feeeedGzduDBo0qE+fPg8ePJg5c6ZcXROq8ezb1KdkVNakGej8+fPBwcFz5szp3LnzwoULqzcYNmzYmTNniouLx40bZ21tLYSwtLTs0aNHnz59kpOThRDl5eW3b9+uXggAaGpWcg2MV69evSrPgL5//7704tixYzk5OZaWli4uLrWUGliNozZoIlIGaoodPnr06J07d3bq1Ck5OXnQoEH37t179913q6SMln8AACAASURBVLRp2bJlZGSk5vGoJSUlBw4caN++fWFh4f79+z/++GNra+vNmzdXXTUAoIk1yYnBODXRWbA22jse9LklEE1ww+g7d+64uroWFBTY2NgIIX7++ef+/fu/++67L774YpWWarV60qRJTk5OPj4+GzZssLW13bdvnxCiY8eOrVq1OnbsmKuraw0/AADQlMxnCAzQQodTgrKzswcNGiSE8PX1nT17trSwZ8+e27dvnzNnzl9//VWlvUqlSkhI6Nmz5+zZs6X0Y21tPW7cOA8Pj0ceeSQrK0vNPRIBQO9MeAjMyOnqdAsdavxwWHZ29pQpU27evLlly5aNGzdGRUU1b958wYIFQojIyEhbW9vS0tJmzZpVqVKpVJMnT1ar1bGxsdbW1rGxsRkZGYmJiS1btrSwsDh58uSFCxe4RyIA6FOjTgampZFnvgaoLQDpeTNQRYM/CVL6WbVq1Q8//LB+/frDhw+npqb27ds3Njb2lVde+f7778+ePav91lMVFRUjRoyQ0o+rq6tarZ42bVpycvLZs2ctLS21FAIAdIshMCiLlH4a1jm3c+fOVatWeXt7jx49+vTp05cvXw4ICPjpp5+uXLkyYMCAa9euffTRR9rXYGlpOXDgwMrpJykpKT4+fvXq1enp6dprAQA61MCvwqaowd/7G6nKudYg24DqGvl5mDBhQocOHebNmyfXsGZS+klMTHR0dKyoqOjTp8/p06dnzJgxZcoUuVIAgA406hxgWhp5woP5acylYYmJiVOmTLl69aqFRUO6UXfu3PnSSy89/fTTx48fT0xMtLGxqaioCAoK2r17d/v27eWqAQCN1ZC/3YB5qMulYbXd67lv374qlSoxMbHGKlnSPRILCgrGjRsnXUhvaWnZrVs36QaJAICmRgCC0mnJQFru9axSqSZOnHj16tUaC+uiZcuW4eHhmqk/eXl5iYmJHh4earX6/Pnz2msBAI2koFEhhsB0pXJcMJtdWuPH4+GHH658r+cXX3xRutdzampqQEBASUlJ8+bNa1hXnanV6kmTJrVo0cLd3T0hIaFHjx7btm2bNm3atm3bDh482KNHD7kVAAAaSEGZgADUeOZ9YX+VT0ht93qeMWNGly5dVq9ePWDAgNpXVldqtXrnzp1nzpwJCAiIiYmJi4vbt29fXFzcTz/9NGnSpAkTJsitAADQEArKBASgxjPvACSqfUgCAwP79u27bNky6Z+HDx+Ojo4uKCgoLCzU+ZPmNFfFHzp0qEOHDqWlpT4+PtevX+f+QADQFLgTNHTAbMKl+r9vFV3bvZ51nn6EELt27UpKSjp8+LC3t7cQori4+Pbt28XFxU5OTnKlAIB6M5PzVl2YzUnaULRfLWVO+7byR6W+93pujMLCwpYtWwoh7ty5M2jQIFdX123btskVAQAagqvAgKoqXxdW33s9N0bl9COEWLdunVwFAKCBGAJDXWm5XNycun8klcfCOnfu/N1338lV6MzmzZuFEPv27bO3t5drCwBoIAWNCjEE1njKCUCaR4YZ5FcrLy+3traWawUAaDjD/H03CEOdzMyJQgJQ5Y8KHxsAMEsMgaEeKscCYXa5R1Il8RiwHwgA0HQU9Jed0xgajA8PAJgZrgID5GmZAA4AMEUEIKBOyEAAYE4IQEBdkYEAwGwYbGbD0qVL165dW1RUJG3A1atX5Soapcp5y1C/NcwA84EAwAwY5iqw3bt3r169+t13323durVcW93gWh7oCp8lADADhglABw8eXL16dUREhFxDwBiRgQDA1BlmDpCLi0tKSopcK8B4MR8IAEyaYXqAXF1dn3322YSEBAcHB2nJsWPHtJcAxqap+4EyMjISExMDAwNDQkLk2gIA6scwASg0NHTNmjVyrQBj13QZaN26dZ999tlDDz306quvzp49e86cOXIVAIB6aJK/3XVx7969DRs2ZGVlDRgwIDQ0VK65DjTRiQrQ+UersLDQz8/v8uXLdnZ2p0+fjoiI2L59+4ABA+TqAAB1ZZg5QHfv3n3ssccSEhIuXbo0ZMiQ5cuXy1UARqopZgJlZ2eXlJRYWloKIYKCgt5///1Jkyb9+eefcnUAgLrS8TfXOlq+fPnly5c/+OADIUROTk5ERMS5c+esra3l6hpF51/TAc2HSiefrj/++CM9PT08PLxZs2aBgYFPP/30P/7xD+mt/v37BwcHL1iwQPsaAAB1ZJg5QOnp6VOmTJFeu7u7R0RE5OTktG/fXnsVYGw0oafxk4E2btz44YcflpeXP3jwIDk5ee3atZGRkf379w8LCxNCjBkz5sCBA3LrAADUlWGGwDp37vzVV19Jr/Py8o4ePerm5qa9BDByjbww/m9/+9vmzZtPnDhx/fr1tLS04ODgefPmjR49+ty5c6Wlpbt27Ro9erTcOgAAdWWYHqDJkyf37t37l19+8fPz27t373PPPWdjYyNXBBi7xvQDOTk5ffjhh3369CkuLo6NjR00aNCiRYvy8/MjIiLc3Nzmz58fExMjtw4AQF018I914xUWFn7++eeZmZlRUVFDhgyRa64DDT4zAfXSsE9aSkrKO++8c+LEiYMHDzZr1mzUqFEzZsx4+eWX5eoAAA3RkL/UjbFnz56EhISYmJiVK1dWXq6HGyE27LQENEDDPmw7duz48MMPExMThRCLFy9OT09ftWqVXBEAoCH0PQTm5+c3evRoPz+/uLg4ubaA2arxLs+dO3c+ceLE0aNHg4KCDhw4MGvWLC1rAAA0RkO+pzbejh07AgMDfXx85BrqUsO+lAMNo+XzprnL89dff13lLs8rVqx47733mjdvvmDBgpEjR9ZYDgBoPH1ngosXLx46dGj//v1du3b18vLSLH/uuee0VOkEAQh6VuNHTstdngsLC21sbGxtbWtaGQBAl/Q9BJaRkbFly5Y//vgjKytL8yRUoZcABOhZjReF1XiX57S0tFatWk2ePDkwMPB///d/a1kfAEBnDNMpsnLlyvDw8ICAALmGukQPEAyiygevoqKitrs8X7t2zdnZufIXAwBAE9F3D5DEx8dnxYoVlZdwtQsUwtLSsra7PFceFAYANCnD3Am6vLx89erVWVlZdnZ2Bw4cSEpKkqsATFX1O0Rzl2cAMDjDjAotXbo0Pz9/7ty5QojCwsKQkJAzZ87Ua+5nampqcnKyjY3NhAkTqrx18eLFvXv3qlSq2NjYys8XYwgMBlT94/f222+vWLFCusszF3wBgJ4Zpgfo2rVrI0aMkF63bNkyPDz89u3b2kuqcHBwKCkpeeGFF6osly6rad26dXl5eUhISE5OTo3lgJ5V7wf65z//mZ+ff+nSJdIPAOifYQJQhw4d1q1bJ72+ffv2kSNH3N3dtZdU0aFDh0cffbT68nXr1j399NOTJ09+4403unbtum3btuptAACAwhlmEvSUKVOCg4PPnj3r6+u7Z8+e+Ph4a2truaI6WbZsmTTQUFJSkpGR0bZtW7kKoMlJfT+NeVQqAEC3DNMD5OjomJyc/OSTT9rY2Cxfvnz27NlyFXWlUqksLCzKy8vHjBkTFBQ0dOhQuQqgaUmhR8o91QfCAAAGoe/vozp8GOqpU6f69+9fUFBQZXlJScmIESPs7Ow2btzYrFkzaaHsWUfP+wEKUWOXD/1AAGBw+h4Ca7qHoSYlJYWGhj548GDIkCEdO3b89NNPpZvtSrSMPkjZSHtC4nSFhuGTAwDGSd8ByNfX19fXd8OGDXl5eVOnTnV2dparqKsnn3zy3LlzixYt+umnn1q1aiXdWCUuLm7gwIHaC+tyiqoej+pSBdSIyUAAYHCG+SuckpLy2muvnTp1auzYsfHx8YGBgXIVOqDbUw6RCI2k2w8kAKBeDDMJOjg4+NChQ8nJyc2aNQsPD4+MjJSrMDrqalSVyFUDTIgGAEPS9xBYZY6Ojs7Ozs2bN8/NzZVrawIqf5uvfGLjWz4AAMbGMD1Aqampw4cP9/X1vXDhwsaNG8+fPy9XYWLoGUJd0AkEAIZimB6glJSUbt26ffjhh+3atZNra/Jq7BmiWwgSNROiAcAQDPaXt7S0dMuWLZ6enh06dOjYsaNccx0wqtMMSQgaRvXJBACFMEwP0N27dyMiIu7fvx8dHZ2SkhIbG/vcc8/JFZkVzQmPJAQ6gQBA/wwzB2jNmjW9e/eWnlS6cePGxYsXl5eXyxWZp+pTheQqYIaYDAQAemaYAHTlypXp06dLr93c3CIjI3NycrSXmD2SEAAAemOYANSuXbstW7ZIr4uKio4dO+bm5qa9RDmqJCG55jATdAIBgD4ZZubBn3/+GRoa6uHhUVRUdOfOnYkTJ/7973+XK2osE51mIZ0UTXHL66jyWd+Mf806MtFPKQCYHIP9tS0oKPj888+zsrL69OkzePBgueY6YNKnFnOdK11jn4eZ/Y71YtKfUgAwIYb5a1teXp6YmJidnd2zZ89HHnlErrlumMepxZw6hLSM+JjHL9gw5vFBBQAjZ4DL4C9cuDBkyJD79++3bdv27Nmz0dHR69evt7GxkauDEP9JBuYUgwAA0D99T4KuqKgYNWrUG2+8cfXq1ePHj2dlZd2/f/+dd96Rq8N/MYNZ0qa75XrAzgGApqbvzvYTJ06sWrVq7dq1miV37twJDw//9ddfay/SDXMdWTDd3iCGwKrTfErN9eMKAEZC30Ngly9f7tevX+Ul9vb2np6etbWHLAbFzAlHEAD0Q99DYCUlJc7OzlUWNm/evMbGqDvNoJhcQxNACBDcFggAmpi+e4CEEBMmTKgy5bmgoKC2xqgXzVnTJDIE53jt1DwjDACajL4D0JAhQ/z9/eVaoeFMa0TMtLYWAGA2FPT9UoFfpgkWZkCBn1sA0AN9zwGCPpnTxCAAAHSIAGT+1CZ+xyCFI8ICQFPQ9xygI0eOfPHFF9WXV74zEHSOW8sAAFCZvnuA7Ozs2rVrZ29vv27duuLiYjc3t6NHj54+fVqurrGk79Cq/5Brbp7oCjJROukEKigo2LJly7Fjx+QaAoAiGKZLYPHixXl5efPnzxdCFBQU9O7d++zZs039ODD6PzTYFaaoMUdtx44dCxYsCAsL27Jly8iRI5cuXSpXAQBmTt9DYJLMzMyJEydKr52cnMLDw2/dutW+fXvtVdAV07pdEBqpoqJi6tSpycnJvr6+f/vb3wICAsaOHRscHCxXBwDmTN9DYJIOHTqsW7dOen379u0jR464ublpL4FucYGYyanv8SooKNi+ffupU6fu3buXn59vZ2cnhOjUqdO0adP+/e9/y1UDgJlreKd6YxQXFwcHB7dv375Tp067d+9+5ZVXZs2aJVfUWI0ZQTBj7BYTUveDtWPHjvfeey80NHTLli1PPfVUWlrawIED33rrLSFERkZGly5drly5Qp8rACWr699T3UpNTXVyctq0aVNWVlafPn2GDBkiV6EDdT95KA3DYSakLh/jBw8etGnT5sSJEz4+PpmZmX5+fnPnzn3vvff++OMP6bl7oaGhL7744tixY7WvBwDMmGHmAG3dutXe3v7VV1+Vawh94CJ5M1NQUHD79m1XV1chhKenZ7du3by8vNzd3ZcuXfrmm2+WlZXl5OQEBgbKrQYAzJlhznkrVqyIj4/v0aNHixYtpCV6uDqXE7wsdpFJqHKYCgoKDhw40KZNm/DwcM3CXr169ejRY+nSpVeuXAkJCTl06JClpWV0dPQjjzxSUVExfvz4adOm1bRuAFAKw/QAPf7442vWrJFrBX3j6jCTU9v17d98883UqVPd3NzCw8PLysr8/f2dnJyuXr2anp7u7+9va2urfbUAYPYM841///7927dvr7xk1apVtTXWFbo36o59ZeSkA1RRUeHq6ipd33758uWAgIDDhw9Xub79woULffv2vXnzZm2rAgBlMsxl8OXl5atXr87KyrKzsztw4EBSUpJcBfSqvldcwyDqcn37b7/9FhYWVlM1ACiaYb7oL126ND8/f+7cuUKIwsLCkJCQM2fONHW3PL0a9cUeM2bS0YmIiKh+ffuRI0f27t371VdfCSEKCgpatmxJnAWAKgzTA3Tt2rURI0ZIr1u2bBkeHn779m3tJdA/+oGM36uvvvrBBx+UlJQIITp27BgUFHT06NHw8PAxY8ZIDZycnDiIAFCdYQJQ9TtBu7u7ay+BQZCBjJZ0aIYOHSpd3y6E0Fzf7u3trZ97awGA6TLMGEdRUZF0J2hfX989e/bEx8fPnj1brqixGNBpMHadcZKOS0pKCte3A0B9GezEVlBQIM2DjoyMHD58uFxzHeAs3hhcHm9UNIdD+lTfvXuX69sBoF70nQmOHDnyxRdfVF++du3a6gt1iwDUeOxDg6uSRDkiANAw+p4DZGdn165dO3t7+3Xr1hUXF7u5uR09evT06dNydTAKTAkyOLVaXTnxcEQAoGEM8/Vx8eLFeXl58+fPF0IUFBT07t377NmzNjY2cnWNwndlXWFPGhUOBwA0gL57gCSZmZlPP/209NrJySk8PPzWrVvaS2A86HUwKhwOAGgAwwSg6pfBu7m5aS+BUeGkazw4EADQAIZ5GOqUKVOCg4NTU1M7deq0e/fuV155pb7jX+np6Tt37rSwsIiJifHx8an8VlZW1qZNm1Qq1bhx41xdXWtbAxpJcwmSXEM0Ic0h4FgAQL0YpgfIwcHhp59+GjBgQIsWLVatWjVr1iy5iv+SkpLy2GOPOTo6Wltb9+7d+/z585q3SkpKQkJCSkpKcnJyoqKiHjx4oGU9aCT6gQyO0AMADWOS3xonT57s4uKyaNEiIcT06dMdHByWLFkivZWWlta9e/d79+7duXPH2dk5KyvLw8NDeouvyE2EHWsMOAoAUC+GGQITQixdunTt2rVFRUXSX+2rV6/KVfyf3Nzc7t27S6+9vLzS0tI0b/n5+YWEhIwdO7akpGTQoEGa9IOmw1iYMeAoAEC9GCYA7d69e/Xq1e+++27r1q3l2sqo8kc/IyMjPT196NChxcXF69evz87ObtOmjZZyAACgQIYJQAcPHly9enVERIRcw5pZWlpqJvf89ddf1tbWmrc+//zzAQMGvP7660KIM2fOJCQkSE8Zk6aqaJmwwlfnxqD7wRhwFACg7gwzCdrFxSUlJUWuVa38/f2Tk5Ol18nJyX5+fkKIpKSke/fuOTk5SbcUUqvV2dnZrVq1kppJZwV17Wr5UagrNROiDUelUrHzAaBeDPN98dNPP3322WcDAwMdHBykJceOHdNeUlleXl50dLSrq2tZWVl5efmePXscHBysrKzOnTvn6ek5ePBgW1vbe/fuubi4fP3115oL7PlyrAfsZIPjEABAXRjmb2VqamqV539Nnjy5lra1ysnJUalUNd5B8ebNm1ZWVlVuAsSJQT/Yz4bF/geAujDMHKCsrKwTJ05UXtKAAOTu7l7bW1z8ZUBqZqIAAIyeYeYAlZeXr169Oisry87O7sCBA0lJSXIVMCXMBzIgdj4A1IVhvqkvXbo0Pz9/7ty5QojCwsKQkJAzZ87Y2trK1TUK3RL6xN42IHY+AMgyTA/QtWvXRowYIb1u2bJleHj47du3tZfAtNAPYRDS5WDsfACQZZgAVP1p8Fom9MBEcRrWP+7pAAB1ZJhJ0NLT4M+ePevr67tnz574+PjKNzOE2WBCNADAOBns5FRQUCDNg46MjBw+fLhccx3gTGwo7HmDaORur6ioOHLkyJ9//jly5Ei5tgBgehr1J7LBduzYERgY6OPjI9dQlxp5PkCDsecNojG7/bnnnrtx40afPn1GjRrl7e0t1xwATE/D/0Q2zMWLFw8dOrR///6uXbt6eXlplj/33HNaqnSiMecDNBI73yDqvtuLiorS09O7desmXYzp6em5devW0NBQuToAMFV1/fuoK/v27Vu8ePEff/zRqlUrzXMwhBAHDhzQUqUTdT8ZoCmw//Wvjvv8n//85759+1q1anXy5MlvvvkmMjIyIiLC19c3MzPz+vXr48ePnzNnDvPZAZiZOv191LmVK1eGh4cHBATcunXL0tKydevWchU6UMeTAZoOh0BvNHlFdoenpKTExsZevHjR1tZ22bJlq1evTktLmzRpUkpKypEjR/Lz8wcOHBgfHz9z5kzt6wEA06Lvy+DLy8tjY2P//PPPgICA+fPne3h4uLu7L1q0SK4OQD2o/6Nyz01hYeHJkyeLi4srtzx79mznzp2lka8RI0ZcuHChoqLiH//4xw8//ODi4uLr6zt79uxdu3ZV/QEAYOL0HYDWr19/586dCRMm/Pnnn2vWrLl8+fKVK1c++eSTu3fvypXC5Km5M5Dh/POf/xw4cOC8efM6duxY+Ul8vXv3Pn78uLTku+++69Spk6WlpVqt3rx5s9QgLy+Ph+sBMD/6vg/Q7du34+LivLy8vvjii8mTJ3fo0EEI0atXr/z8fDs7O7lqmDzuDGQQKSkpq1ev/u2332xtbRcsWBAfH3/q1CnprYcffnjJkiVPPvmkt7f3zZs3x4wZI4RwcHBYtmzZTz/91L179/Xr12/fvl3r6gHA9Oj7VHTixIlhw4ZFR0d/9913hw4d6tix4+zZs3fs2HH58mULi6btjuK8aySqdwJxXJqUSqX68ssvly9fnpycLIQoKChwd3dPTU3t0qWLpk15efmDBw/Cw8Pnzp0bHR0thLhz5863337bvHnzJ554oqmf0wcA+te0maO60NDQr776qk2bNps2bfLz8ysvL09PT9++fXtTpx8YM8bFmlqvXr1+/fXXwsJCIYSTk1O/fv22bdtWuYG1tXVxcfGFCxeioqKkJfb29k8//fSQIUNIPwDMkoI6RegBMgZasg5Hp4lIn/xu3bq98cYbEyZMEEIsW7Zs3759+/fvP3Xq1IoVK9asWSOEuHHjRl5e3iOPPCK3PgAwB/S7AGZOmnc1evTohIQEaYlKpWrZsqUQwtPTU3M/0nbt2pF+ACiHgjpF6AEyONmhLg6QblXe4bm5ud27d4+Kinr44Ye//PLLTZs2PfTQQ1pqAcC8KSgTEICMAUNg+iHtZ80ulT78+fn5u3fvdnZ2Zl4zACgoExCAjAEByFD4/ANAZcwBgl7Vdg7m3AwA0CelBCCp40H1H3LN0YSqZx3SDwBAzxTUK84QgLHRHBEOjX6wnwFAQyk9QDBCnIwBAIZCAILhqXlIKgBAvwhAMApkoKbG7gWAyghAgPmTZv+QMgFAgwAEY8Hpuekw3QoAqiAAAQAAxSEAwYjQCdTU2MMAICEAAQAAxSEAwbjQRQEA0AMCEAAAUBwCEIwOnUBNit0LAIIABAAAFIgABCgL3T8AIAhAME4M0zQRHggPABICEKAgUvohXwIAAQhGipM0AKDpEIAAAIDiEIBgvOgEAgA0EQIQoESESwAKZyXXwEilp6fv3LnTwsIiJibGx8eneoO0tLTjx4/HxcVVfwsAACicSfYApaSkPPbYY46OjtbW1r179z5//nyVBiUlJTExMdOnT6+xHCaEjgoAQFMwyZuCTJ482cXFZdGiRUKI6dOnOzg4LFmypHKDV1555dChQ7/88kvl3447oJgoDlwTYccCUDKT7AHKzc1t166d9NrLy+vmzZuV3/3xxx/Xr1+/fPnymkpheugEaiLsWABKZpIBqLIq32JLSkqmTp26ZMmSNm3aaKkCAABKZpIByNLS8sGDB9Lrv/76y9raWvPW22+/3bFjxzFjxlRUVAghNM0AVKZSqej+AaBkJhmA/P39k5OTpdfJycl+fn5CiKSkpHv37pWXlzs5OY0fP37WrFlCCM1AmPS3XlW7Wn4UjAKDNTqnVquZAARAyUxyFmReXl50dLSrq2tZWVl5efmePXscHBysrKzOnTvn7+8vtfn99999fX2ZBG02OHxNgb0KQLFM+M9fTk6OSqVyc3OTa/j/8be+RpV7Vox5/3D4mgg7FoAyKehvH3/oq6htUMlo9xJHsCmwVwEok0nOAQIAAGgMApBCMacYAKBkBCBUZbTZiGvBAAC6QgAC0BAHDhyIjo4ODg5+9tlni4uL5ZoDgHEhAKEqpsQqSh371arEnd9///2ZZ555//33jx07duvWrWeffVZuBQBgXBR0AQhXu1RhcleBSTiOOqfZpQcOHFi0aNGtW7cCAgI++OADJycnqcHvv/8eGhp6+PDhzp07jx49unnz5qGhoUlJSTt37hRCnDx58sknnywoKND2MwDAyNADBEAIIS5fvjxq1KhFixadOHGiqKho5syZmrf27t0bFhbWrVs3GxubN998c9++fe3atTt37lxZWZkQ4saNG66urrWvGACMEQFIudT/UeM/teMpIubn4MGD3bt3f/jhh62trWfOnLl3717NW9XjTkxMTIcOHcLCwv7+97/PmDFj+vTpta8YAIwRAQj1eyxU9dBDBjIPzs7Of/75p/T6oYceun37dn5+vvTP6nHH0tJy//79//znP+3t7dVq9f/8z//UvmIAMEYEIOiAPjNQHSftor46dep0+fJl6bWLi0vLli01/6wx7lhZWQ0cOPDkyZMzZ860t7evdb0AYJQIQKgHkodZkjJl586dS0tLr127Ji20t7cvLi4uLCz817/+pVara4w7eXl5LVq0eOGFF2pfNwAYKQIQdINsZFpU/00IYW9v/8QTT8ybN6+0tHTbtm1CiJCQEAsLi127dhUWFoqa4k7r1q3Xr1/v6OhY208BAKOloCuKVVw+3WjaU47edi+HUuekXZqbmztnzpyMjIzOnTu/+uqrnTt3lqsDAFOloBMJZ83G0xKA9LxvOZq6xf4EoDQMgaEeOEcCAMwDAQg6QDACAJgWK7kGwH/RZB1pOIzoAwAwRQQgNBDRBwBguhgCg0nidoi6xf4EoDQEIAAAoDgEIAAAoDgEIAAAoDhKmQQtzW/QzHJgAi8AAEqmlB4gKfGo/0OuOUwA83YBAA2mlAAEAACgQQACAACKHhRahwAAExFJREFUo5Q5QDCgygNVjD8CAIwBAQhNqPocHR6gAQAwBgyBARCCSeUAFIYAhKai5WzKiRYAYFgEIJgwOi0AAA1DAAIAAIpDAEJT0TLTmUnQAADDIgABAADFIQChCdXY00P3DwDA4LgPEJqWFHe4/Q8AwKgQgKAPRB8AgFFhCAwAACgOAQgAACgOAQgAACgOAQgAACgOAQgAACgOAQimjceBAQAagAAEAAAUhwAEAAAUhwBkeEY+gsPmNQabBwDGiQAEAAAUhwDUEEb+vZnNazBj3jZh9JsHACZEpZyHNHHyAGQp5w8CAIVTUADSIZWK/WYsOBYAgAbg5GEA6enpO3futLCwiImJ8fHxqd4gLS3t+PHjcXFx1d9qalq2LSsra9OmTSqVaty4ca6urrWtoUmlpqYmJyfb2NhMmDChylsXL17cu3evSqWKjY1t3759jeVNTcvmCSHy8/O3bds2btw4W1vb6u/qgZZdJPuZBAAzwxwgfUtJSXnsscccHR2tra179+59/vz5Kg1KSkpiYmKmT59eY3mT0rJtJSUlISEhJSUlOTk5UVFRDx480LKepuPg4FBSUvLCCy9UWX769OmIiIjWrVuXl5eHhITk5OTUWN7Uats8yYsvvnjixAlDpR8tu0j2MwkA5oceIH2bPHmyi4vLokWLhBDTp093cHBYsmRJ5QavvPLKoUOHfvnlF/0fGi3blpaW1r1793v37t25c8fZ2TkrK8vDw0PryprKqVOn+vfvX1BQUHnhSy+9dP/+/RUrVggh+vbtGxsb+/zzz9eygqZV4+YJIfbs2fM///M/586dc3R0rLGwqWnZRbKfSQAwP1ZyDaBjubm53bt3l157eXmlpaVVfvfHH39cv3799u3bIyIiaqpuWlq2zc/PLyQkZOzYsSUlJYMGDTJU+qnNsmXLpLxYUlKSkZHRtm1buQq9ys/PnzFjhr29fa9evSIjI1euXGllpe//elp2kfbPJACYJYbADKnKBN6SkpKpU6cuWbKkTZs2Wqr0o8q2ZWRkpKen9+rVq3v37mlpadnZ2Vpq9U+lUllYWJSXl48ZMyYoKGjo0KFyFXq1cOHChx566Pz582fPnv3ll19WrVolV6F7ddxFTCoHoBAEIH2ztLTUTKD566+/rK2tNW+9/fbbHTt2HDNmTEVFhRBC//NstGzb559/PmDAgNdff33evHmBgYEJCQm1rMNgSkpKhg0bZmVltXHjRmO75cGpU6eGDx9uZWVla2s7fPjwI0eOyFU0idp2kZbjDgDmigCkb/7+/snJydLr5ORkPz8/IURSUtK9e/fKy8udnJzGjx8/a9YsIcTy5cu1ragJaNk2JyenW7duCSHUanV2dnarVq20rUiPpM27c+dOdHS0h4fHpk2bmjVrJlekP9LmBQQEaELPsWPHAgMDtVc1hRp3kbR5NR53ADBvdHfrW15eXnR0tKura1lZWXl5+Z49exwcHKysrM6dO+fv7y+1+f333319ffV/aLRsm6en5+DBg21tbe/du+fi4vL111/b2NjIra9JVJllLG3eokWLvvzyy6eeekrq2IiLixs4cKDW1TSVGjevTZs2gwcPdnBwKC0ttba23rZtm52dnfb16FxcXFz1XSRtnqura/XjLrc+ADBtBCDDyMnJUalUbm5ucg0NQMu23bx508rKylA3ATJ1OTk5lpaWLi4ucg0Nw5g/kwCgcwQgAACgOMwBAgAAikMAAgAAikMAAgAAikMAAgAAikMAAgAAikMAAgAAikMAAgAAikMAAgAAikMAAgAAikMAAgAAimMl1wBm4uTJk0lJSa6urhMmTLC2tt63b1/Hjh01j19tgNOnT9+9e/fxxx+Xa/h/qpTk5OTs3r1bCNG8efPOnTsHBwdbWNQjkaenp1+6dGnw4ME1vqv5BbU3AwAoUz3ONzBdSUlJgwcP7ty58+bNm8eNGyeEWLx48aFDh+TqtNm+ffsXX3wh1+q/VClJT09/7bXX3N3dKyoqPv7448DAwAsXLmgpr+LMmTMJCQm1vav5BbU3AwAoEz1AivDDDz889dRTo0aNCgkJWb9+/cqVK//444/9+/e3adMmJiamqKho7dq1V69e9fb27tSpU7Nmzdq2bXvixInc3Ny8vLyoqChN90lxcfGaNWuuXr3avn37wsJCaWGN5UeOHMnNzR0xYkSHDh2ql2jY2NgMGTJECDFx4sRPP/106NChaWlpzZo1Kygo+OKLL27cuOHj4zN16tQWLVp88cUXwcHBAQEBQoiUlJTffvstMDAwJiamxg24cuWK5hf08/PTNFu3bt1vv/3WpUsXaZ2pqak1/poAALNHD5AiDBw48LvvvluzZo29vf1bb70VHh7eqlWrrl27BgYGFhYWBgcHX7lyZdy4cbm5uUOHDt2+ffvp06efffZZa2vroUOHvvbaa8uWLRNCFBQUSC3Hjx9/+/btjz76SAhRW3l8fHyLFi2cnJyql9Rm+vTp5eXlBw4cKCwsDAkJyc3NHT9+/Llz58LDw0tLS69cufLOO+9ILV977bXs7OzTp0+vXLmyxg2o/AtKzYqKikJCQjIyMiZNmvTbb7+FhYWVlJTU+GsCAJSAHiBFiIyMPHTo0ObNm3v37j1lypQ333zTwcHBy8vLx8dn4cKF7dq1k879QUFBZ86ckUoCAwNnzZolhPjHP/6xYMGCl19++bPPPmvfvr3UsmfPnpcuXRJCfPLJJzWW9+jR47XXXlu0aFH1Ei08PT2zs7M/++wzDw+PqVOnCiFeffXV4cOHb9my5bnnnuvcufP169eLi4tTUlK2b9++c+dOUcsGBAQEaH7BI0eOCCE+++wzT0/PxYsXS83CwsI2bNhgZWVV/dfUsnkAALNBAFKEO3fudOzY8e233x4/fnynTp3i4uI0b2VlZXXp0kXzT19f37t37wohHBwcpCUuLi5FRUVCiMzMzE6dOmladurU6datW7WVt2jRorYSUYuioqKzZ8/27Nlz3bp1RUVFn332mbT8qaee8vT0bNeu3VNPPfXJJ5/k5+ePGzfO2dlZere2DagiMzPTz89P809vb+/MzExvb+/qvyYAQAkYAlOEZ5555o033hBCWFpaqlQqS0tLzVuRkZF79+7Nzc0VQhQVFUndKlWo1WohRJ8+fXbv3n379m0hREFBwdatW2XLayyp0d27dydPnhwdHf3II49ERUX9v/buPTiq6g7g+O/efeQlCG4IoERAZYaxBHkpASXBR5vRMWiiYodg8IHUASptaq1lRlFBTZ1apdXYEoUqQqtAqLYw1rQzoYFpNAFFo4SC5VESE2JMSEJ2s3vvPf1jk2XZBBLQadXz/fx179lzbjb/fXNfaW9vX7p0aWFhYUFBQWVl5ahRo0Rk0aJFxcXFa9euXbx4cWRhf76/iMycOXPLli1NTU0i0tDQUFpampWVFTMn/GsCAHTAGSAtrFixIicnp6GhobKy8qmnnvL5fJGPcnJyampq0tPTMzMzt2/fbhjGqQ4ya9asffv2TZ8+PSMjo7y8PCEhoc/lvS6J1tLSMnv27Pb29tra2qysrOXLl4tIdnb2zp07p06deuWVV5aVlRUUFIwePVpErrnmmuTkZJ/PN378+MgR+vn9s7Ozd+/ePW3atBkzZpSXlz/88MPp6ek1NTW9TgYAfOsZ/NWrCdu26+rqBg0aFLnoEy0YDNbX1ycnJ4cvXZ1GIBBoaGhISUmJrpnTL+91SZ/8fn9jY+PQoUPj4uL6mtvf7x8+ZkpKSnx8/GmmAQC+9QggAACgHe4BAgAA2iGAAACAdgggAACgHQIIAABohwACAADaIYAAAIB2CCAAAKAdAggAAGiHAAIAANohgAAAgHYIIAAAoB0CCAAAaIcAAgAA2iGAAACAdgggAACgHQIIAABohwACAADaIYAAAIB2CCAAAKAdAggAAGiHAAIAANohgAAAgHYIIAAAoB0CCAAAaIcAAgAA2iGAAACAdgggAACgHQIIAABohwACAADaIYAAAIB2CCAAAKAdAggAAGiHAAIAANohgAAAgHYIIAAAoB0CCAAAaIcAAgAA2iGAAACAdgggAACgHQIIAABohwACAADaIYAAAIB2CCAAAKAdAggAAGiHAAIAANohgAAAgHYIIAAAoB0CCAAAaIcAAgAA2iGAAACAdgggAACgHQIIAABohwACAADaIYAAAIB2CCAAAKAdAggAAGiHAAIAANohgAAAgHYIIAAAoB0CCAAAaIcAAgAA2iGAAACAdtx9TQAAADihNagag/LAqgrTNB+983K/pVo6Qq/8pfr76RdmT0rpa/XXhaGU6msOAACAiEheUZWtlGkYzy+Y8sNVVbajluZNfq10b9aMMb/bsMvjNtelFgX9AREltiXK8s7Z3Nch/z8IIAAA0C95RVXhjd/cOXF92aF/HvziuXunNPudNksdt9TB2taRFwxatXHXuoVTTn+crwMCCAAALXyw4H4nEBClJq0tDo90Nhz++KcrRGTsJY6IKKsz6fG1kfkdy+aJyyMiiY+8JCJznq80TENEXrx38n3FO9cvnHI8pI7b0h5U7Za0Wk6nLS+XvO9ymY6jIg3kfPiaOX6uXbZQTO/JX0dcGc/d8MYSt9sTM/5W7i+jd+cWVYVLJXzMwrteN92938H8YPFtvY73ipugAQDQnWvURSJiuOOiB92XKfe4oMQHnc/3lh91wvUjIgM9hiEyp6gyyWOYIoYhYoghhojckzvxrpsvU6LyiqqCb9we3JRv7Xun1/o5jVklD0TvRs7T3P/7D3tOPmvcBA0AgO7i8pd2PD4/dlSJ9bE3fPrn7ZJ/RYbzi6pEZFzKgHXbDn/3ilRbiVKiukNFKTHEmJUxxjvu9eCmfO/1z9hVT4iIiOPK+HXMT9g6e2XMSLh+ZpU8EHMeSESaOoIi8tCa28O7hXe/YboMOcMTPxGcAQIAAF38qx4Jb3Q8vUi6zvhI6WfWwfrWyBxbREQqDn1x3RWpfkeFlISUsqJuqMm7cVz2np+okjneW1519nZdU+tZP726IXVS9O6D6z461cwviQACAACiQh0iourruvYDnVa1150WDG7K79kKlqNeuC+9w1KdtgRtCTpiO10f2ab7usoFNW3D5tYXiIhqOyAi4gR7HKN3910+J3q39liniAS7j75y6/5e1pwVAggAAEjS8vUxI+5xQc9VD4knPmZciSy7Y1L4ya92SzpsFbCViIhhziyfm77jB2VTX3omcHP3dJcoR8zYO5371NjaENlemZdmiiEi7x1sOfWKM8M9QAAA4AT/b38ed32eiFgH3d7cSyUUGLlnlcgVkQluw2gPiYjYSizlBG2Z/NGjiW2H/+jK35a5XjlOc9PxqOMpu7HFlTJYzpBpGJ8c6rrutrr0wKXJidWfRx/2yyKAAADQiWH0vi2iAh1GfKI62hhY/Yy4XBJwOXs2uyfOO5SQ6dvz7hHjnCW3plm20xmw2kIq5HZfu22uMsxmc8jbI5YMSTv/AhHlOCIyfNhAEQmJGSqZp5RypZwnjiVnyDcgZfHayvCJnz1NHZHx3JXvliyZeup1/UUAAQCgheTMCUf/WhE9UrtuY/Ru0pPru54Fc7lEJHFp1+uC4t4sLhxe+efWKWnVWwY2VTum2zHcq435rumrxfRk7pg3zSnfL10PZ/mOfTTuw6fTh3raQud4cl9x9m9UddvF7G9vFLzzdGTblJP6LCzB4+o5eBb6+4UAAMA32oi8u2MCqOX9PSLiBPs4PZOQMf/NfVmffnCwsuILT+iSeRM+HWb/Z6H1K9lhKpGQGT/iyNZ3jl12UdpYEanYb/177LMbd9SFQtYGEfOSW+267SJily1yzXzh9D9IRPa3H40ZibxT8Uhjx882fNJjxVkigAAA0Muu/AXRu+NfKDyxo1T4upgK+CNjkwcbLannp6Seb5rGmk3vbxs6c8zI876z67HqScuGN79XHRjpGz70ou7JYyZPFJF7bk6+9tzm7mNaYrjF9Nj/+JFEOdWboEVk443Lb3q24py4kyplxJDE8EbOsxWbf5zec9UZ4SkwAAB0Mf7F2LcLWv6A13fiX7jH5d4Z3kh6cl30NJchIuI4al7OhIsvHLzmzd0Fh256+U+712yo/17zyyrqWtXV5XOUGO/trpXEIV1rM5+Pep9z39bf8IjXmxCun8tHnBv9Ufh1i4lxX8HpG/4XGAAAeql/6636LVvjh/nGPvZELx93NIuIJMY+t/X3z05cKXO5zOKNuyK7jmGmNhz4RdqmgHfw3qT0S5tLRYn31lelL8f9x6JvxE6KHxjZbjseEpEBSbHnhyLjrc3+8NqBg2If1O8PAggAAPTL3z6zIrWyevMH0R9dPOzczGmjReTq7XeYt/2hx9KvHS6BAQCAfrluuNvb/QzW3bkTLKf79c8iV191sYjYSr4R9SOcAQIAAGequsWp9zuGyLZ3D3xad2z+LZMGuNUU31fzgPr/BgEEAAC0wyUwAACgHQIIAABohwACAADaIYAAAIB2/gvSLUwVsw/cpQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Reference point\n", "taylor.referencevalue=1.2\n", "x.clear()\n", "x.plot(data,taylor)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Markers\n", "([Top](#top))\n", "\n", "You may want to identify dots where they are coming from. You can adjust marker as shape and/or string, and create the legend. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Markers attributes\n", "ids = [\"A1\",\"A2\",\"A3\",\"B1\",\"C1\",\"C2\",\"C3\"]\n", "id_sizes = [20., 15., 15., 15., 15., 15., 15.,]\n", "id_colors = [\"red\",\"orange\",\"green\",\"cyan\",\"blue\",\"purple\",\"black\"]\n", "symbols = [\"square\",\"dot\",\"circle\",\"triangle_right\",\"triangle_left\",\"triangle_up\",\"triangle_down\"]\n", "colors = [\"red\",\"orange\",\"green\",\"cyan\",\"blue\",\"purple\",\"black\"]\n", "sizes = [20., 5., 20., 20., 20., 20., 20.,]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For text strings:\n", "- ids: Data id. It could be model or dataset names\n", "- id_sizes: Size of text string\n", "- id_colors: Color of text string\n", "\n", "For symbols:\n", "- symbols: Shape of markers\n", "- colors: Color of markers\n", "- sizes: Size of markers\n", "\n", "\"id_colors\" and \"colors\" do not need to be identical." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "taylor = vcs.createtaylordiagram()\n", "for i in range(len(data)):\n", " taylor.addMarker(id=ids[i],\n", " id_size=id_sizes[i],\n", " id_color=id_colors[i],\n", " symbol=symbols[i],\n", " color=colors[i],\n", " size=sizes[i])\n", "x.clear()\n", "x.plot(data,taylor)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Adjust position of text string to avoid overlapping by using \"xoffset\" and \"yoffset\", which gives relative position from each of (x, y) points." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "taylor = vcs.createtaylordiagram()\n", "for i in range(len(data)):\n", " taylor.addMarker(id=ids[i],\n", " id_size=id_sizes[i],\n", " id_color=id_colors[i],\n", " symbol=symbols[i],\n", " color=colors[i],\n", " size=sizes[i],\n", " xoffset=-2.5,\n", " yoffset=2.5)\n", "x.clear()\n", "x.plot(data,taylor)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Alternative way of setting makers\n", "([Top](#top))\n", "\n", "Instead of using for loop and \"taylor.addMarker\" function, you can store those pre-defined values to the Taylor diagram template directly." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Other way to set marker attributes\n", "taylor = vcs.createtaylordiagram()\n", "taylor.Marker.id = ids\n", "taylor.Marker.id_size = id_sizes\n", "taylor.Marker.id_color = id_colors\n", "taylor.Marker.symbol = symbols\n", "taylor.Marker.color = colors\n", "taylor.Marker.size = sizes\n", "taylor.Marker.xoffset = [-2.5,]*len(data)\n", "taylor.Marker.yoffset = [2.5]*len(data)\n", "x.clear()\n", "x.plot(data,taylor)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Connecting line between dots\n", "([Top](#top))\n", "\n", "If needed you can draw connecting lines between individual dots. Below example connects all dots in order of data" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "taylor.Marker.line = [\"tail\",\"line\",\"line\",\"line\",\"line\",\"line\",\"head\"]\n", "taylor.Marker.line_type = [\"solid\",]*len(data)\n", "taylor.Marker.line_color = [\"dark grey\",]*len(data)\n", "taylor.Marker.line_size = [5.,5.,5.,5.,5.,5.,5.]\n", "x.clear()\n", "x.plot(data,taylor)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grouping using split lines\n", "([Top](#top))\n", "\n", "Let's assume that you want to group your data. You can split lines by giving \"None\" for one of lines." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#let's split the line into 2 set of line with an empty marker in-between\n", "# First line dashed\n", "taylor.Marker.line = ['tail', 'line', 'head', None, 'tail', 'line', 'head']\n", "taylor.Marker.line_type = [\"dash\",\"dash\",\"dash\",\"solid\",\"solid\",\"solid\",\"solid\"]\n", "x.clear()\n", "x.plot(data,taylor)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Legend\n", "([Top](#top))\n", "\n", "You can add separate legend where you want. \n", "- x1, x2, y1, y2: in ratio. Full page width and length are considered as 1. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Legend postionment for 1 quadran\n", "x.clear()\n", "template = vcs.createtemplate(source=\"deftaylor\")\n", "template.legend.x1 = .5\n", "template.legend.x2 = .6\n", "template.legend.y1 = .2\n", "template.legend.y2 = .65\n", "template.legend.line = \"black\"\n", "x.plot(data,taylor,template)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Additional Axes\n", "([Top](#top))\n", "\n", "- You can add aditional isoline to show additional measure of skill. \n", "- See Figure 10 and 11 of \"[Taylor 2001: Summarizing multiple aspects of model performance in a single diagram, Journal of Geophysical Research, 106(D7): 7183-7192](http://onlinelibrary.wiley.com/doi/10.1029/2000JD900719/abstract)\", for details. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/doutriaux1/anaconda2/envs/nightly2/lib/python2.7/site-packages/vcs/VTKPlots.py:1005: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n", "Check the NumPy 1.11 release notes for more information.\n", " data[:] = numpy.ma.masked_invalid(data, numpy.nan)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Skill scrores\n", "x.clear()\n", "x.plot(data,taylor,skill=taylor.defaultSkillFunction)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy\n", "def mySkill(s,r):\n", " return (4*numpy.ma.power(1+r,4))/(numpy.power(s+1./s,2)*numpy.power(1+r*2.,4))\n", "x.clear()\n", "x.plot(data,taylor,skill=mySkill)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Two quadrans Taylor Diagram\n", "([Top](#top))\n", "\n", "- When you have negative value for correlation you may want to expend your plot to the other side. \n", "- See Figure 2 of \"[Taylor 2001: Summarizing multiple aspects of model performance in a single diagram, Journal of Geophysical Research, 106(D7): 7183-7192](http://onlinelibrary.wiley.com/doi/10.1029/2000JD900719/abstract)\", for details. " ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Negative correlation: Two quadrans\n", "taylor.quadrans = 2 # default: 1\n", "\n", "# Tweak input data to have negative number\n", "data2 = data.copy()\n", "data2[0,1] = -data2[0,1]\n", "\n", "# Plot\n", "x.clear()\n", "x.plot(data2,taylor)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Controllable components\n", "([Top](#top))\n", "\n", "\"taylor.list()\" allows you to check available controllable components" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "---------- Taylordiagram (Gtd) member (attribute) listings ----------\n", "graphic method = Gtd\n", "name = __taylordiagram_714979654657298\n", "detail = 75\n", "max = None\n", "quadrans = 1\n", "skillValues = [0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 0.95]\n", "skillColor = (74.50980392156863, 74.50980392156863, 74.50980392156863, 100.0)\n", "skillDrawLabels = y\n", "skillCoefficient = [1.0, 1.0, 1.0]\n", "idsLocation = 0\n", "referencevalue = 1.0\n", "arrowlength = 0.05\n", "arrowangle = 20.0\n", "arrowbase = 0.75\n", "xticlabels1 = *\n", "xmtics1 = *\n", "yticlabels1 = *\n", "ymtics1 = *\n", "cticlabels1 = *\n", "cmtics1 = *\n", "Marker\n", " status = []\n", " line = []\n", " id = []\n", " id_size = []\n", " id_color = []\n", " id_font = []\n", " id_location = []\n", " symbol = []\n", " color = []\n", " size = []\n", " xoffset = []\n", " yoffset = []\n", " line_color = []\n", " line_size = []\n", " line_type = []\n" ] } ], "source": [ "taylor = vcs.createtaylordiagram()\n", "taylor.list()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![test](https://user-images.githubusercontent.com/2781425/29979756-9cc4169c-8efb-11e7-8b84-7be02b099c2b.jpg)" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:cdat8]", "language": "python", "name": "conda-env-cdat8-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.14" } }, "nbformat": 4, "nbformat_minor": 2 }