{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import xarray as xr\n",
    "import pandas as pd\n",
    "from salishsea_tools import viz_tools, places, visualisations\n",
    "from matplotlib import pyplot as plt, dates\n",
    "from datetime import datetime, timedelta\n",
    "from calendar import month_name\n",
    "from scipy.io import loadmat\n",
    "from tqdm.notebook import tqdm\n",
    "from salishsea_tools import nc_tools\n",
    "from dask.diagnostics import ProgressBar\n",
    "from salishsea_tools import evaltools as et, viz_tools\n",
    "import cmocean\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "code_show=true; \n",
       "function code_toggle() {\n",
       " if (code_show){\n",
       " $('div.input').hide();\n",
       " } else {\n",
       " $('div.input').show();\n",
       " }\n",
       " code_show = !code_show\n",
       "} \n",
       "$( document ).ready(code_toggle);\n",
       "</script>\n",
       "\n",
       "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Click here to toggle on/off the raw code.\"></form>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import HTML\n",
    "\n",
    "HTML('''<script>\n",
    "code_show=true; \n",
    "function code_toggle() {\n",
    " if (code_show){\n",
    " $('div.input').hide();\n",
    " } else {\n",
    " $('div.input').show();\n",
    " }\n",
    " code_show = !code_show\n",
    "} \n",
    "$( document ).ready(code_toggle);\n",
    "</script>\n",
    "\n",
    "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Click here to toggle on/off the raw code.\"></form>''')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams.update({'font.size': 12, 'axes.titlesize': 'medium'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "### Define years in the time series (1991-2020)\n",
    "\n",
    "Years=np.array([1991,1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,\\\n",
    "                2006,2007,2008,2009,2010,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "### Create array for NPGO index values from 1991-2020; data from http://www.o3d.org/npgo/npgo.php\n",
    "\n",
    "Annual_NPGO_index=np.array([-0.50, -1.18, -1.90,-1.21, -1.11,-0.97,-0.73,0.46,1.51,1.89,\\\n",
    "    2.08,1.47,0.96,0.21, -1.38,-0.56,0.42,1.41,0.41,1.24,0.83,1.36,0.12,-0.13, -1.32,-0.03,-0.57,-1.90,-2.19,-1.56])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "### Extract zooplankton biomass anomalies from Mackas et al. 2013 Fig. 9\n",
    "\n",
    "Mackas=[0.08,-0.03,-0.10,-0.03,-0.4,None,0.15,0.33,0.35,0.34,0.10,0.05,-0.13,-0.08,-0.18,-0.10,-0.07,\\\n",
    "        -0.08,-0.06,0.21, None, None, None, None, None, None, None, None,None,None]\n",
    "\n",
    "## data are from 1995 to 2010 plus None years to get to 2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "### Extract zooplankton biomass anomalies from Perry et al. 2021 Fig. 2d\n",
    "\n",
    "Perry=[None, None, None, None,None,.115,.1,.315,.272,.183,.112,.05,-.105,-.18,-.258,-.09,-.15,-.02,-.045,\\\n",
    "       .008,.24,.115,.01,-.09,.08,.115,.003,.1,None,None] \n",
    "\n",
    "## data are from 1996 to 2018"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Check lengths of each array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(Years)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(Annual_NPGO_index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(Perry)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(Mackas)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "### Create array for positive NGPO anomalies only for plotting\n",
    "\n",
    "Annual_NPGO_pos=np.array([0,\n",
    "0,\n",
    "0,\n",
    "0,\n",
    "    0,\n",
    "    0,\n",
    "    0,\n",
    "    0.46,\n",
    "    1.51,\n",
    "    1.89,\n",
    "    2.08,\n",
    "    1.47,\n",
    "    0.96,\n",
    "    0.21,\n",
    "    0,\n",
    "    0,\n",
    "    0.42,\n",
    "    1.41,\n",
    "    0.41,\n",
    "    1.24,\n",
    "    0.83,\n",
    "    1.36,\n",
    "    0.12,\n",
    "    0,\n",
    "    0,\n",
    "    0,\n",
    "    0,\n",
    "    0,\n",
    "    0,\n",
    " 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "### Create array for negative NGPO anomalies only for plotting\n",
    "\n",
    "Annual_NPGO_neg=np.array([-0.50,\n",
    "-1.18,\n",
    "-1.90,\n",
    "-1.21,\n",
    "    -1.11,\n",
    "    -0.97,\n",
    "    -0.73,\n",
    "    0,\n",
    "    0,\n",
    "    0,\n",
    "    0,\n",
    "    0,\n",
    "    0,\n",
    "    0,\n",
    "    -1.38,\n",
    "    -0.56,\n",
    "    0,\n",
    "    0,\n",
    "    0,\n",
    "    0,\n",
    "    0,\n",
    "    0,\n",
    "    0,\n",
    "    -0.13,\n",
    "    -1.32,\n",
    "    -0.03,\n",
    "    -0.57,\n",
    "    -1.90,\n",
    "    -2.19,\n",
    " -1.56])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize=(15, 5))\n",
    "bbox = {'boxstyle': 'round', 'facecolor': 'w', 'alpha': 0.9}\n",
    "ax2 = ax1.twinx()\n",
    "colors=['r','r','r','r','r','r','r',\n",
    "    'b','b','b','b','b','b','b',\n",
    "    'r','r',\n",
    "        'b','b','b','b','b','b','b','r','r','b','r','r','r','r']\n",
    "\n",
    "#ax1.bar(Years, Annual_NPGO_index, width=.5, color=colors,label='NPGO Index')\n",
    "ax1.bar(Years,Annual_NPGO_pos,width=0.5,color='b',label='NPGO positive')\n",
    "ax1.bar(Years,Annual_NPGO_neg,width=0.5,color='r',label='NPGO negative')\n",
    "ax2.plot(Years,Perry,color='k',marker='o',linewidth=2.5,label='Perry et al. 2021')\n",
    "ax2.plot(Years,Mackas,color='k',marker='^',markersize=8,linestyle='--',linewidth=2.5,label='Mackas et al. 2013')\n",
    "ax1.set_ylim(-3,3)\n",
    "ax1.set_xlim(1990.5,2020.5)\n",
    "ax2.set_ylim(-.5,.5)\n",
    "ax1.set_ylabel('NPGO Index',fontsize=16)\n",
    "ax2.set_ylabel('Zooplankton Log10 Biomass \\nAnomalies (g m$^{-2}$)',fontsize=14)\n",
    "ax1.set_title('',fontsize=18) #NPGO vs. Perry et al. 2021 Zooplankton Anomalies\n",
    "ax1.legend(frameon=False,loc=2,fontsize=14)\n",
    "ax2.legend(frameon=False,loc=1,fontsize=14)\n",
    "a=2007\n",
    "b=2021\n",
    "plt.fill([a, a, b, b], [-3, 3, 3, -3], color = 'dimgrey', alpha = 0.1)\n",
    "ax1.xaxis.set_tick_params(labelsize=14)\n",
    "ax1.yaxis.set_tick_params(labelsize=14)\n",
    "ax2.yaxis.set_tick_params(labelsize=14)\n",
    "\n",
    "#plt.savefig('Fig2_NPGOvsZoopBiomassAnomalies.png', bbox_inches='tight',dpi=1000,transparent=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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