{ "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", "import cmocean\n", "from matplotlib.ticker import FormatStrFormatter\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "NPGO=np.array([0.416655983,1.406427404,0.410149171,1.242465357,0.832926488,1.356314911,0.122457003,\\\n", " -0.132940854,-1.315864758,-0.030001073,-0.570698404,-1.901666667,-2.188857716,-1.558333333])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(14,)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "NPGO.shape" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "## 0-10 m Nitrate Anomalies (data from CentralSoG_0-10mNitrate_Data.ipynb)\n", "AnnualNitrateAnom=np.array([0.8633608938554307,\n", " 0.7630108436844782,\n", " 1.2451782089078218,\n", " 1.0993911379231278,\n", " 1.0778952268071027,\n", " 0.7930766638242712,\n", " 0.09068034026870464,\n", " -1.0047901062258173,\n", " -0.5580840314248192,\n", " -0.24314912715888504,\n", " -0.8402407670108243,\n", " -1.4125582762365223,\n", " -1.0574773870156875,\n", " -0.8162936201983921])\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "## summer here is May to July = critical period for juvenile salmon\n", "## Data from Figure5_PhytoplanktonBiomass.ipynb\n", "\n", "SummerDiatomAnom=np.array([1.9598996241167672,\n", " 7.4625711699147,\n", " 6.159889005771577,\n", " 7.264130203451437,\n", " 1.4306089628016672,\n", " 0.024769965498872892,\n", " 0.8760471071439273,\n", " -6.038132348520801,\n", " 1.5713718128232195,\n", " -3.7136811476676748,\n", " -3.6333247217133477,\n", " -4.0758041013055255,\n", " -3.841541964752853,\n", " -5.446803567561965])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "## Data from HRDPSWinds_Data.ipynb\n", "\n", "AnnualWindAnom=np.array([0.5624350840911205, 0.611054585609601, 0.5629420342383451, 0.8028133772152328, 0.3667445244727201, 0.008051083717511176, -0.47596692419671394, -0.3788445873177926, -0.27978753424310066, -0.08895952877028179, -0.5413632330956397, -0.5355524954857764, -0.4589110948306656, -0.1546552914045587])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "### Data from CentralSoG_SST_Data.ipynb\n", "\n", "AnnualSSTAnom=np.array([-0.1986791152944143,\n", " -0.547080391297353,\n", " -0.270685783754379,\n", " 0.008650449368440505,\n", " -0.32972181796149513,\n", " -0.35178747288286516,\n", " -0.025715012606125853,\n", " 0.47586477879896094,\n", " 0.38960436582924274,\n", " 0.12451578946342678,\n", " -0.07001688192067057,\n", " 0.45714218208970614,\n", " 0.13674357413144733,\n", " 0.20116533603605546])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "### Data from Figure10_ZooplanktonGrazing.ipynb\n", "\n", "ZoopSummerGrazRatioAnom=([0.16323516486652323,\n", " 1.1300120414958927,\n", " 0.6055319653910004,\n", " 0.6762936972982682,\n", " -0.035361505372499824,\n", " 0.4213344283047168,\n", " -0.11933140359706074,\n", " -0.5950012168890954,\n", " -0.011826657050801215,\n", " -0.4285915528771111,\n", " -0.4000840370037163,\n", " -0.4528955976250769,\n", " -0.4445251905573931,\n", " -0.508790136383646])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(3,1,figsize=(10, 12))\n", "bbox = {'boxstyle': 'round', 'facecolor': 'w', 'alpha': 0.9}\n", "cmap = plt.get_cmap('tab10')\n", "palette = [cmap(0), cmap(0.2), 'k', cmap(0.1), cmap(0.3)]\n", "\n", "xticks=['2007','2008','2009','2010','2011','2012','2013','2014','2015','2016','2017','2018','2019','2020']\n", "xticks1=['2007','2008','2009','2010','2011','2012','2013']\n", "xticks2=['2014','2015','2016','2017','2018','2019','2020']\n", "\n", "\n", "ax[0].bar(xticks1, NPGO[0:7],label='NPGO postive',color='blue')\n", "ax[0].bar(xticks2, NPGO[7:14],label='NPGO negative',color='red')\n", "#ax1.plot(xticks, AnnualNitrateAnom,marker='^',label='',color='orange')\n", "#ax.bar(x,y,color='k')\n", "ax[0].set_title('North Pacific Gyre Oscillation',fontsize=18) #(with 2015)\n", "ax[0].legend(frameon=False,loc=3,fontsize=12)\n", "ax[0].set_ylim(-2.5,2.5)\n", "ax[0].set_ylabel('NPGO Index',fontsize=12)\n", "ax[0].axhline(y=0,color='lightgrey',linestyle='-')\n", "ax[0].xaxis.set_tick_params(labelsize=12)\n", "ax[0].yaxis.set_tick_params(labelsize=12)\n", "ax[0].set_xticklabels([])\n", "ax[0].text(-1, 2, '(a)', fontsize=15, color='k')\n", "\n", "\n", "ax2 = ax[1].twinx()\n", "\n", "ax[1].plot(xticks, AnnualWindAnom,marker='o',label='Annual Wind Anomalies',color='k')\n", "ax2.plot(xticks, AnnualNitrateAnom,marker='^',linestyle=':',label='Annual Nitrate Anomalies',color='darkviolet')\n", "ax[1].plot(xticks, AnnualSSTAnom,marker='s',linestyle='-.',label='Annual SST Anomalies',color='red')\n", "#ax.bar(x,y,color='k')\n", "ax[1].set_title('',fontsize=18) #(with 2015)\n", "ax[1].legend(frameon=False,loc=3,fontsize=12)\n", "ax2.legend(frameon=False,loc=1,fontsize=12)\n", "ax[1].set_ylim(-1,1)\n", "ax2.set_ylim(-1.5,1.5)\n", "ax[1].set_ylabel('Wind Speed (m s$^{-1}$)\\n SST (Degrees C)',fontsize=12)\n", "ax2.set_ylabel('Nitrate (umol N m$^{-3}$)',fontsize=12)\n", "ax[1].axhline(y=0,color='lightgrey',linestyle='-')\n", "ax[1].xaxis.set_tick_params(labelsize=12)\n", "ax[1].yaxis.set_tick_params(labelsize=12)\n", "ax[1].yaxis.set_major_formatter(FormatStrFormatter('%.1f'))\n", "ax2.yaxis.set_tick_params(labelsize=12)\n", "ax[1].set_xticklabels([])\n", "ax[1].text(-.6, .8, '(b)', fontsize=15, color='k')\n", "\n", "ax3 = ax[2].twinx()\n", "\n", "ax3.plot(xticks, ZoopSummerGrazRatioAnom,marker='s',linestyle='--',label='Zooplankton Grazing Anomalies',color='royalblue')\n", "#ax1.plot(xticks, MicroZoopSummerGrazRatioAnom,marker='s',linestyle='-.',label='Zooplankton Biomass Anomalies',color='royalblue')\n", "#ax1.plot(xticks, AnnualNitrateAnom,marker='^',label='',color='orange')\n", "ax[2].plot(xticks, SummerDiatomAnom,marker='o',linestyle='-',label='Diatom Biomass Anomalies',color='forestgreen')\n", "\n", "#ax.bar(x,y,color='k')\n", "\n", "ax3.set_title('',fontsize=18) #(with 2015)\n", "ax3.legend(frameon=False,loc=3,fontsize=12)\n", "ax[2].legend(frameon=False,loc=1,fontsize=12)\n", "ax3.set_ylim(-1.5,1.5)\n", "ax[2].set_ylim(-10,10)\n", "ax3.set_ylabel('Zooplankton Grazing \\n (Diatom:Nanoflagellate) ',fontsize=12)\n", "ax[2].set_ylabel('Diatom Biomass (mmol N m$^{-2}$)',fontsize=12)\n", "ax3.axhline(y=0,color='lightgrey',linestyle='-')\n", "ax3.xaxis.set_tick_params(labelsize=12)\n", "ax3.yaxis.set_tick_params(labelsize=12)\n", "ax[2].yaxis.set_tick_params(labelsize=12)\n", "#ax[2].set_xticklabels([])\n", "ax3.text(-.6, 1.2, '(c)', fontsize=15, color='k')\n", "\n", "#plt.savefig('Figure11_Summary.png', bbox_inches='tight',dpi=1000,transparent=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python (py39)", "language": "python", "name": "py39" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.15" } }, "nbformat": 4, "nbformat_minor": 4 }