Tristan Hauser added file figures/mei_elnino_dates/mei_events.ipynb  about 8 years ago

Commit id: fd617c2efb3a0c92b83f2afef1ff362fb29ed53d

deletions | additions      

         

{  "cells": [  {  "cell_type": "markdown",  "metadata": {},  "source": [  "## MEI Events"  ]  },  {  "cell_type": "markdown",  "metadata": {},  "source": [  "Want to create a list of months that qualify as an El Niño event under the [MEI](http://www.esrl.noaa.gov/psd/enso/mei/) index."  ]  },  {  "cell_type": "markdown",  "metadata": {},  "source": [  "### Set environment"  ]  },  {  "cell_type": "markdown",  "metadata": {},  "source": [  "Load all needed libraries and data from previous sessions. "  ]  },  {  "cell_type": "code",  "execution_count": 1,  "metadata": {  "collapsed": false  },  "outputs": [  {  "name": "stderr",  "output_type": "stream",  "text": [  "/home/tristan/anaconda/lib/python2.7/site-packages/matplotlib/__init__.py:872: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n",  " warnings.warn(self.msg_depr % (key, alt_key))\n"  ]  },  {  "data": {  "text/plain": [  ""  ]  },  "execution_count": 1,  "metadata": {},  "output_type": "execute_result"  }  ],  "source": [  "#--- Libraries\n",  "import pandas as pd # packages for statistics\n",  "import numpy as np # packages for linear algebra\n",  "\n",  "import matplotlib.pyplot as plt # packages for plotting\n",  "import matplotlib as mpl # packages for plot prefrences\n",  "import seaborn as sns # additional plotting packages\n",  "\n",  "# show figures within notebook\n",  "%matplotlib inline \n",  "plt.xkcd()"  ]  },  {  "cell_type": "code",  "execution_count": 2,  "metadata": {  "collapsed": false  },  "outputs": [],  "source": [  "#--- Data\n",  "enso = pd.read_pickle('data/enso_indices.pkl')"  ]  },  {  "cell_type": "markdown",  "metadata": {},  "source": [  "### Indentify El Niño events"  ]  },  {  "cell_type": "markdown",  "metadata": {},  "source": [  "The ENSO indices are scaled by variability so that values indicate how the recorded levels feel within the expected range of variability. Here, will consider any value $ > 1$ to be 'on the high side' of the typical range of states, and as such will consider it an El Niño event. This is a fairly common designation, but it is still a subjective choice, and could be arguably replaced with a different value (and a different result). "  ]  },  {  "cell_type": "code",  "execution_count": 3,  "metadata": {  "collapsed": false  },  "outputs": [],  "source": [  "#--- Select dates\n",  "# select days above the 1sigma level\n",  "mei_elnino_dates = enso.index[enso.mei > 1]\n",  "# save dates\n",  "pd.to_pickle(mei_elnino_dates,'data/mei_elnino_dates.pkl')"  ]  },  {  "cell_type": "code",  "execution_count": 4,  "metadata": {  "collapsed": false  },  "outputs": [  {  "data": {  "image/png": 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m29JvrE6K0n7jSa+xkFIK27Z5W5LzpOu6Xddj/JpkY7eqqtA0jbc3lUp1jYdJ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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "#--- View levels\n",  "# increase font size\n",  "sns.set(font_scale=1.2)\n",  "# choose background\n",  "sns.set_style('white')\n",  "# choose color map\n",  "sns.set_palette('deep')\n",  "cp = sns.color_palette('deep')\n",  "# set figure\n",  "fig, chart = plt.subplots(1,figsize=(12,4))\n",  "# draw time line\n",  "_ = chart.plot(enso.index,enso.mei)\n",  "# set position of axis labels\n",  "_ = chart.set_ylim(-3,3)\n",  "_ = chart.set_yticks([-2,-1,0,1,2])\n",  "_ = chart.set_yticklabels([r'$-2\\sigma$',r'$-1\\sigma$','',\n",  " r'$1\\sigma$',r'$2\\sigma$'])\n",  "_ = chart.set_ylabel('index level')\n",  "_ = chart.set_xlabel('Date')\n",  "# mark horizontal levels\n",  "_ = chart.yaxis.grid(True,linewidth=1)\n",  "# highlight El Niño periods\n",  "_ = chart.fill_between(enso.index,-3,3,where=enso.mei>1,alpha=0.4,facecolor=cp[1])\n",  "# save graphic as file\n",  "_ = plt.savefig('figures/mei_elnino_dates.png')"  ]  }  ],  "metadata": {  "kernelspec": {  "display_name": "Python 2",  "language": "python",  "name": "python2"  },  "language_info": {  "codemirror_mode": {  "name": "ipython",  "version": 2  },  "file_extension": ".py",  "mimetype": "text/x-python",  "name": "python",  "nbconvert_exporter": "python",  "pygments_lexer": "ipython2",  "version": "2.7.11"  }  },  "nbformat": 4,  "nbformat_minor": 0  }