{ "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 scipy.stats import sem\n", "import scipy.stats as stats\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "plt.rcParams.update({'font.size': 12, 'axes.titlesize': 'medium'})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load files from monthly averages" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "\n", "#years, months, data\n", "monthly_array_nitrate_depthint_slice = np.zeros([14,12,50,50])\n", "# Load monthly averages\n", "mask = xr.open_dataset('/data/eolson/results/MEOPAR/NEMO-forcing-new/grid/mesh_mask201702.nc')\n", "slc = {'y': slice(450,500), 'x': slice(250,300)} \n", "e3t, tmask = [mask[var].isel(z=slice(None, 10),**slc).values for var in ('e3t_0', 'tmask')]\n", "years, variables = range(2007, 2021), ['nitrate']\n", "# nitrate_depthintorary list dict\n", "data = {}\n", "# Permanent aggregate dict\n", "aggregates = {var: {} for var in variables}\n", "monthlydat = {var: {} for var in variables}\n", "\n", "# Loop through years\n", "for year in [2007,2008,2009,2010,2011,2012,2016,2017,2018,2019,2020]:\n", " # Initialize lists\n", " for var in variables: data[var] = []\n", " # Load monthly averages\n", " for month in range(1, 13):\n", " datestr = f'{year}{month:02d}'\n", " prefix = f'/data/sallen/results/MEOPAR/v201905r/SalishSea_1m_{datestr}_{datestr}'\n", " \n", " # Load grazing variables\n", " with xr.open_dataset(prefix + '_ptrc_T.nc') as ds:\n", " q = np.ma.masked_where(tmask == 0, ds[var].isel(deptht=slice(None, 10),**slc)*e3t*tmask).sum(axis=1)/((e3t*tmask).sum(axis=1)).data\n", " q2 = q[0,:,:]\n", " monthly_array_nitrate_depthint_slice[year-2007,month-1,:,:] = q2 #year2015 is index 0 along 1st dimension\n", " for var in ['nitrate']:\n", " data[var].append((ds[var].isel(deptht=slice(None, 10),**slc)*e3t*tmask).sum(axis=1)/((e3t*tmask).sum(axis=1)).data)\n", " \n", " # Concatenate months\n", " for var in variables: aggregates[var][year] = np.concatenate(data[var]).mean(axis=0)\n", "\n", "# Loop through years for wrap files\n", "for year in [2013,2014,2015]:\n", " # Initialize lists\n", " for var in variables: data[var] = []\n", " # Load monthly averages\n", " for month in range(1, 13):\n", " datestr = f'{year}{month:02d}' #SalishSea_1m_201606_2016_06_ptrc_T.nc e.g., file name\n", " prefix = f'/data/sallen/results/MEOPAR/v201905r_wrap/SalishSea_1m_{datestr}_{datestr}'\n", " \n", " # Load grazing variables\n", " with xr.open_dataset(prefix + '_ptrc_T.nc') as ds:\n", " q = np.ma.masked_where(tmask == 0, ds[var].isel(deptht=slice(None, 10),**slc)*e3t*tmask).sum(axis=1)/((e3t*tmask).sum(axis=1)).data\n", " q2 = q[0,:,:]\n", " monthly_array_nitrate_depthint_slice[year-2007,month-1,:,:] = q2 #year2015 is index 0 along 1st dimension\n", " for var in ['nitrate']:\n", " data[var].append((ds[var].isel(deptht=slice(None, 10),**slc)*e3t*tmask).sum(axis=1)/((e3t*tmask).sum(axis=1)).data)\n", " \n", " # Concatenate months\n", " for var in variables: aggregates[var][year] = np.concatenate(data[var]).mean(axis=0)\n", "\n", "# # Calculate 5 year mean and anomalies\n", "# for var in variables:\n", "# aggregates[var][‘mean’] = np.concatenate([aggregates[var][year][None, ...] for year in years]).mean(axis=0)\n", "# for year in years: aggregates[var][year] = aggregates[var][year] - aggregates[var][‘mean’]\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot Seasonal Cycles for Individual Years" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(14, 12)\n" ] } ], "source": [ "monthly_array_nitrate_depthint_slice[monthly_array_nitrate_depthint_slice == 0 ] = np.nan\n", "monthly_array_nitrate_depthint_slicemean = \\\n", "np.nanmean(np.nanmean(monthly_array_nitrate_depthint_slice, axis = 2),axis = 2)\n", "print(np.shape(monthly_array_nitrate_depthint_slicemean))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "annualnitrate=np.array([monthly_array_nitrate_depthint_slicemean[:,11]])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "annualmean=annualnitrate.mean(axis=0).flatten()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([24.00553418, 23.24806845, 24.41816855, 23.53940048, 23.23904027,\n", " 24.25458263, 22.24560435, 21.43710567, 23.33864058, 21.57330813,\n", " 21.87513823, 23.055292 , 21.62759183, 21.96520988])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "annualmean" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "\n", "\n", "#plot monthly means for all years\n", "fig, ax = plt.subplots(figsize=(15, 6))\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", "\n", "for i in range(0,7):\n", " ax.plot(np.arange(1,13), monthly_array_nitrate_depthint_slicemean[i,:],label=2007+i)\n", " ax.set_title('Central SoG Nitrate Seasonal Cycle',fontsize=18)\n", " ax.legend(frameon=False)\n", " ax.set_ylim(0,500)\n", " ax.set_ylabel('\\u03bcmol N')\n", " \n", "for i in range(7,14):\n", " ax.plot(np.arange(1,13), monthly_array_nitrate_depthint_slicemean[i,:],linestyle='--',label=2007+i)\n", " ax.set_title('Central SoG 0-10 m Nitrate Seasonal Cycle',fontsize=18)\n", " ax.legend(frameon=False,bbox_to_anchor=(1, 1))\n", " ax.set_ylim(0,30)\n", " ax.set_ylabel('\\u03bcmol N m$^{-3}$')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Select 4 warmest and 4 coldest years; leave NPGO \"neutral\" years out" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "#2008, 2010, 2011, 2012\n", "NPGO_C=(((+monthly_array_nitrate_depthint_slicemean[1,:]+\\\n", " monthly_array_nitrate_depthint_slicemean[3,:]+\\\n", " monthly_array_nitrate_depthint_slicemean[4,:]+monthly_array_nitrate_depthint_slicemean[5,:])/4))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "#2015, 2018, 2019, 2020\n", "NPGO_W=(((monthly_array_nitrate_depthint_slicemean[8,:]+\\\n", " monthly_array_nitrate_depthint_slicemean[11,:]+monthly_array_nitrate_depthint_slicemean[12,:]+\\\n", " monthly_array_nitrate_depthint_slicemean[13,:])/4))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Text(0, 0, ''),\n", " Text(1, 0, ''),\n", " Text(2, 0, ''),\n", " Text(3, 0, ''),\n", " Text(4, 0, ''),\n", " Text(5, 0, ''),\n", " Text(6, 0, ''),\n", " Text(7, 0, ''),\n", " Text(8, 0, ''),\n", " Text(9, 0, ''),\n", " Text(10, 0, ''),\n", " Text(11, 0, '')]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Plot the coldest and warmest years only; Supp Fig. S6\n", "\n", "fig, ax = plt.subplots(figsize=(14, 2))\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", "xticks=['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov',\"Dec\"]\n", "\n", "ax.plot(xticks, monthly_array_nitrate_depthint_slicemean[1,:],color='b',linestyle='-',label='2008')\n", "ax.plot(xticks, monthly_array_nitrate_depthint_slicemean[3,:],color='b',linestyle='--',label='2010')\n", "ax.plot(xticks, monthly_array_nitrate_depthint_slicemean[4,:],color='b',linestyle='-.',label='2011')\n", "ax.plot(xticks, monthly_array_nitrate_depthint_slicemean[5,:],color='b',linestyle=':',label='2012')\n", "ax.plot(xticks, monthly_array_nitrate_depthint_slicemean[8,:],color='r',linestyle='-',label='2015')\n", "ax.plot(xticks, monthly_array_nitrate_depthint_slicemean[11,:],color='r',linestyle='--',label='2018')\n", "ax.plot(xticks, monthly_array_nitrate_depthint_slicemean[12,:],color='r',linestyle='-.',label='2019')\n", "ax.plot(xticks, monthly_array_nitrate_depthint_slicemean[13,:],color='r',linestyle=':',label='2020')\n", "\n", "ax.set_title('Depth-Averaged Nitrate (0-10 m)',fontsize=14)\n", "ax.legend(frameon=False,loc='center left', bbox_to_anchor=(1, 0.5),fontsize=10)\n", "ax.set_ylim(0,30)\n", "ax.set_ylabel('\\u03bcmol N m$^{-3}$')\n", "ax.xaxis.set_tick_params(labelsize=12)\n", "ax.yaxis.set_tick_params(labelsize=12)\n", "ax.set_xticklabels([])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data for Figure 3: Calculate monthly standard error values for cold and warm years" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "NPGO_W_years=[monthly_array_nitrate_depthint_slicemean[8,:],monthly_array_nitrate_depthint_slicemean[11,:],monthly_array_nitrate_depthint_slicemean[12,:],monthly_array_nitrate_depthint_slicemean[13,:]]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.51579676, 0.37462136, 1.25781481, 0.71621388, 0.51148759,\n", " 0.26021288, 0.46033086, 1.01753056, 1.25218246, 0.58446005,\n", " 0.40358085, 0.41419799])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sem(NPGO_W_years)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "NPGO_W_SEM=[0.36677255, 0.25092139, 0.68853362, 0.50627303, 0.44464386,\n", " 0.24919049, 0.63251747, 1.03646634, 0.85953584, 0.45853951,\n", " 0.25025754, 0.12691501]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "NPGO_C_years=[monthly_array_nitrate_depthint_slicemean[1,:],\n", " monthly_array_nitrate_depthint_slicemean[3,:],\n", " monthly_array_nitrate_depthint_slicemean[4,:],monthly_array_nitrate_depthint_slicemean[5,:]]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.15447266, 0.17800945, 0.42490985, 2.15860675, 0.36713257,\n", " 0.31158354, 0.34657936, 0.74214772, 1.03726756, 0.60475733,\n", " 0.11337984, 0.23853087])" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sem(NPGO_C_years)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "NPGO_C_SEM=[0.11667523, 0.11190603, 0.20137107, 1.23414193, 0.51169805,\n", " 0.58081648, 0.51456234, 0.5983553 , 0.45166945, 0.24010748,\n", " 0.22360953, 0.1472202]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([24.3980628 , 23.67905457, 22.59146629, 14.48463374, 5.38950038,\n", " 2.51176774, 1.97124377, 3.54658716, 8.74831538, 17.18580439,\n", " 21.6594439 , 23.57027296])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "NPGO_C" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(-0.4, 25, '(g)')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Preliminary Figure 4g\n", "\n", "\n", "fig, ax = plt.subplots(figsize=(15, 3))\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", "xticks=['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov',\"Dec\"]\n", "border = 0.25\n", "\n", "ax.errorbar(xticks, NPGO_C, yerr= NPGO_C_SEM, capsize=3,label='NPGO+ coldest',linewidth=2)\n", "ax.errorbar(xticks, NPGO_W,yerr= NPGO_W_SEM, capsize=3,linestyle='--',label='NPGO- warmest',color='r',linewidth=2)\n", "ax.set_title('Depth Averaged Nitrate (0-10 m)',fontsize=18)\n", "ax.legend((),frameon=False)\n", "ax.set_ylim(0,30)\n", "ax.set_ylabel('\\u03bcmol N m$^{-3}$',fontsize=14)\n", "ax.xaxis.set_tick_params(labelsize=14)\n", "ax.yaxis.set_tick_params(labelsize=14)\n", "ax.set_xticklabels([])\n", "a=2\n", "b=5\n", "c=5\n", "d=8\n", "\n", "ax.text(-.4, 25, '(g)', fontsize=15, color='k')\n", "\n", "#plt.fill([a, a, b, b], [0, 25, 25, 0], color = 'lightgreen', alpha = 0.1)\n", "#plt.fill([c, c, d, d], [0, 25, 25, 0], color = 'wheat', alpha = 0.2)\n", "\n", "#plt.savefig('Fig3g_Nitrate.png', bbox_inches='tight',dpi=1000,transparent=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data for calculating seasonal mean values for box plots" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "Spring_C=(((monthly_array_nitrate_depthint_slicemean[(1,3,4,5),2]+\n", " monthly_array_nitrate_depthint_slicemean[(1,3,4,5),3]+monthly_array_nitrate_depthint_slicemean[(1,3,4,5),4]))/3) #" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "Spring_W=(((monthly_array_nitrate_depthint_slicemean[(8,11,12,13),2]+\n", " monthly_array_nitrate_depthint_slicemean[(8,11,12,13),3]+monthly_array_nitrate_depthint_slicemean[(8,11,12,13),4]))/3) #" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "Summer_C=(((monthly_array_nitrate_depthint_slicemean[(1,3,4,5),5]+\n", " monthly_array_nitrate_depthint_slicemean[(1,3,4,5),6]+monthly_array_nitrate_depthint_slicemean[(1,3,4,5),7]))/3) #" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "Summer_W=(((monthly_array_nitrate_depthint_slicemean[(8,11,12,13),5]+\n", " monthly_array_nitrate_depthint_slicemean[(8,11,12,13),6]+monthly_array_nitrate_depthint_slicemean[(8,11,12,13),7]))/3) #" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([3.48006453, 3.20434749, 1.67761007, 2.34410947])" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Summer_C" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([3.69164181, 1.13548262, 1.43987888, 1.86403363])" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Summer_W" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Preliminary figure 4g\n", "def color_boxplot(data, color, pos=[0], ax=None):\n", " ax = ax or plt.gca()\n", " bp = ax.boxplot(data, patch_artist=True, showmeans=False, positions=pos,widths=0.4)\n", " for item in ['boxes']:\n", " plt.setp(bp[item], color=color)\n", " for item in ['whiskers', 'fliers', 'medians', 'caps']:\n", " plt.setp(bp[item], color='k')\n", "\n", "\n", "data1 = [Spring_C]\n", "data2 = [Spring_W]\n", "data3 = [Summer_C]\n", "data4 = [Summer_W]\n", "\n", "fig, ax = plt.subplots(figsize=(3,3))\n", "bp1 = color_boxplot(data1, 'royalblue', [1])\n", "bp2 = color_boxplot(data2, 'r', [1.5])\n", "bp3 = color_boxplot(data3, 'royalblue', [2.5])\n", "bp4 = color_boxplot(data4, 'r', [3])\n", "#ax.autoscale()\n", "ax.set(xticks=[1.25,2.75], xticklabels=['Spring','Summer'])\n", "ax.set_ylim(0,30)\n", "ax.set_ylabel('\\u03bcmol N m$^{-3}$')\n", "#ax.legend([bp1[\"boxes\"], bp2[\"boxes\"], ['A', 'B'], loc='upper right')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "14.155200137737731" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Spring_C.mean()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9.039775058401927" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Spring_W.mean()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2.676532890033181" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Summer_C.mean()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2.0327592345167007" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Summer_W.mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### t tests for differences between spring and summer of cold and warm years" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Ttest_indResult(statistic=5.614525894310908, pvalue=0.0013625490765860285)" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats.ttest_ind(a=Spring_C, b=Spring_W, equal_var=True)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Ttest_indResult(statistic=0.9127505297995592, pvalue=0.39656649233682384)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats.ttest_ind(a=Summer_C, b=Summer_W, equal_var=True)" ] }, { "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 }