{ "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": null, "metadata": {}, "outputs": [], "source": [] }, { "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": [ "# Load files for halocline depth and halocline strength\n", "\n", "monthly_array_halocline_depth_SSslice = np.zeros([14,12,50,50])\n", "monthly_array_halocline_strength_SSslice = np.zeros([14,12,50,50])\n", "\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,depth = [mask[var].isel(**slc).values for var in ('e3t_0', 'tmask','gdept_0')]\n", "years, variables = range(2007, 2021), ['halocline','strength']\n", "\n", "\n", "# Temporary list dict\n", "data = {}\n", "\n", "# Permanent aggregate dict\n", "aggregates = {var: {} for var in variables}\n", "\n", "# Loop through years\n", "for year in [2007,2008,2009,2010,2011,2012,2015,2016,2017,2018,2019,2020]:\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", " \n", " # Load grazing variables\n", " with xr.open_dataset(prefix + '_grid_T.nc') as ds:\n", " q = ds.vosaline.isel(deptht=0, **slc).values\n", " q2 = q[0,:,:]\n", " monthly_array_halocline_depth_SSslice[year-2007,month-1,:,:] = q2 #year2007 is index 0 along 1st dimension\n", " \n", " sal=ds.vosaline.isel(**slc).values\n", " \n", " #get the gradient in salinity\n", " sal_grad = np.zeros_like(sal)\n", "\n", " for i in range(0, (np.shape(sal_grad)[1]-1)):\n", " sal_grad[:,i,:,:] =(sal[:,i,:,:]-sal[:,i+1,:,:])/(depth[:,i,:,:]-depth[:,i+1,:,:])\n", "\n", " #print(sal_grad)\n", "\n", " loc_max = np.argmax(sal_grad,axis=1)\n", " depths=np.tile(depth,[np.shape(sal)[0],1,1,1])\n", " h1=np.take_along_axis(depths, np.expand_dims(loc_max, axis=1), axis=1)\n", " h2=np.take_along_axis(depths, np.expand_dims(loc_max+1, axis=1), axis=1)\n", " \n", " sals=np.tile(sal,[np.shape(sal)[0],1,1,1])\n", " s1=np.take_along_axis(sals, np.expand_dims(loc_max, axis=1), axis=1)\n", " s2=np.take_along_axis(sals, np.expand_dims(loc_max+1, axis=1), axis=1)\n", "\n", " #halocline is halfway between the two cells\n", " halocline = 0.5*(h1+h2)\n", " strength = (s2-s1)/(h2-h1)\n", " \n", " data['halocline'].append(halocline)\n", " data['strength'].append(strength)\n", " \n", " monthly_array_halocline_depth_SSslice[year-2007,month-1,:,:]=halocline\n", " monthly_array_halocline_strength_SSslice[year-2007,month-1,:,:]=strength\n", " \n", "\n", "# Loop through years for wrap files\n", "for year in [2013,2014]:\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_wrap/SalishSea_1m_{datestr}_{datestr}' \n", " \n", " # Load grazing variables\n", " with xr.open_dataset(prefix + '_grid_T.nc') as ds:\n", " q = ds.vosaline.isel(deptht=0, **slc).values\n", " q2 = q[0,:,:]\n", " monthly_array_halocline_depth_SSslice[year-2007,month-1,:,:] = q2 #year2007 is index 0 along 1st dimension\n", " \n", " sal=ds.vosaline.isel(**slc).values\n", " \n", " #get the gradient in salinity\n", " sal_grad = np.zeros_like(sal)\n", "\n", " for i in range(0, (np.shape(sal_grad)[1]-1)):\n", " sal_grad[:,i,:,:] =(sal[:,i,:,:]-sal[:,i+1,:,:])/(depth[:,i,:,:]-depth[:,i+1,:,:])\n", "\n", " #print(sal_grad)\n", "\n", " loc_max = np.argmax(sal_grad,axis=1)\n", " depths=np.tile(depth,[np.shape(sal)[0],1,1,1])\n", " h1=np.take_along_axis(depths, np.expand_dims(loc_max, axis=1), axis=1)\n", " h2=np.take_along_axis(depths, np.expand_dims(loc_max+1, axis=1), axis=1)\n", " \n", " sals=np.tile(sal,[np.shape(sal)[0],1,1,1])\n", " s1=np.take_along_axis(sals, np.expand_dims(loc_max, axis=1), axis=1)\n", " s2=np.take_along_axis(sals, np.expand_dims(loc_max+1, axis=1), axis=1)\n", "\n", " #halocline is halfway between the two cells\n", " halocline = 0.5*(h1+h2)\n", " strength = (s2-s1)/(h2-h1)\n", " \n", " data['halocline'].append(halocline)\n", " data['strength'].append(strength)\n", " \n", " monthly_array_halocline_depth_SSslice[year-2007,month-1,:,:]=halocline\n", " monthly_array_halocline_strength_SSslice[year-2007,month-1,:,:]=strength\n", " \n", "# # Concatenate months\n", "# for var in variables: aggregates[var][year] = np.concatenate(data[var]).mean(axis=0)\n", "\n", "#Calculate climatological 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']" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(14, 12, 50, 50)\n" ] } ], "source": [ "print(np.shape(monthly_array_halocline_depth_SSslice))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(14, 12, 50, 50)\n" ] } ], "source": [ "print(np.shape(monthly_array_halocline_strength_SSslice))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.2339988562810367" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "monthly_array_halocline_strength_SSslice.mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Halocline Strength" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(14, 12)\n" ] } ], "source": [ "monthly_array_halocline_strength_SSslice[monthly_array_halocline_strength_SSslice == 0 ] = np.nan\n", "monthly_array_halocline_strength_SSslicemean = \\\n", "np.nanmean(np.nanmean(monthly_array_halocline_strength_SSslice, axis = 2),axis = 2)\n", "print(np.shape(monthly_array_halocline_strength_SSslicemean))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot Seasonal Cycles for Individual Years" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plot monthly means for 5 years\n", "fig, ax = plt.subplots(figsize=(15, 5))\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", "for i in range(0,7):\n", " ax.plot(xticks, monthly_array_halocline_strength_SSslicemean[i,:],label=2007+i)\n", " ax.set_title('Central SoG Halocline',fontsize=18)\n", " ax.legend(frameon=False)\n", " ax.set_ylim(0,55)\n", " ax.set_ylabel('')\n", " #ax.invert_yaxis()\n", " \n", "for i in range(7,14):\n", " ax.plot(xticks, monthly_array_halocline_strength_SSslicemean[i,:],linestyle='--',label=2007+i)\n", " ax.set_title('Halocline Strength',fontsize=18)\n", " ax.legend(frameon=False,loc='center left', bbox_to_anchor=(1, 0.5))\n", " ax.set_ylim(0,5)\n", " ax.set_ylabel('g/kg m$^{-1}$')\n", " #ax.invert_yaxis()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Select 4 warmest and 4 coldest years; leave NPGO \"neutral\" years out" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "#2008, 2010, 2011, 2012\n", "NPGO_C_Strength=(((+monthly_array_halocline_strength_SSslicemean[1,:]+\\\n", " monthly_array_halocline_strength_SSslicemean[3,:]+\\\n", " monthly_array_halocline_strength_SSslicemean[4,:]+monthly_array_halocline_strength_SSslicemean[5,:])/4))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "#2015, 2018, 2019, 2020\n", "NPGO_W_Strength=(((monthly_array_halocline_strength_SSslicemean[8,:]+\\\n", " monthly_array_halocline_strength_SSslicemean[11,:]+monthly_array_halocline_strength_SSslicemean[12,:]+\\\n", " monthly_array_halocline_strength_SSslicemean[13,:])/4))" ] }, { "cell_type": "code", "execution_count": 11, "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": 11, "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. S5\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_halocline_strength_SSslicemean[1,:],color='b',linestyle='-',label='2008')\n", "ax.plot(xticks, monthly_array_halocline_strength_SSslicemean[3,:],color='b',linestyle='--',label='2010')\n", "ax.plot(xticks, monthly_array_halocline_strength_SSslicemean[4,:],color='b',linestyle='-.',label='2011')\n", "ax.plot(xticks, monthly_array_halocline_strength_SSslicemean[5,:],color='b',linestyle=':',label='2012')\n", "ax.plot(xticks, monthly_array_halocline_strength_SSslicemean[8,:],color='r',linestyle='-',label='2015')\n", "ax.plot(xticks, monthly_array_halocline_strength_SSslicemean[11,:],color='r',linestyle='--',label='2018')\n", "ax.plot(xticks, monthly_array_halocline_strength_SSslicemean[12,:],color='r',linestyle='-.',label='2019')\n", "ax.plot(xticks, monthly_array_halocline_strength_SSslicemean[13,:],color='r',linestyle=':',label='2020')\n", "\n", "ax.set_title('Halocline Strength',fontsize=14)\n", "ax.legend(frameon=False,loc='center left', bbox_to_anchor=(1, 0.5),fontsize=10)\n", "ax.set_ylim(0,5)\n", "ax.set_ylabel('g/kg m$^{-1}$')\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 4: Calculate monthly standard error values for cold and warm years" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "NPGO_W_years=[monthly_array_halocline_strength_SSslicemean[8,:],monthly_array_halocline_strength_SSslicemean[11,:],monthly_array_halocline_strength_SSslicemean[12,:],monthly_array_halocline_strength_SSslicemean[13,:]]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.10139684, 0.21724346, 0.11031644, 0.11941914, 0.33992397,\n", " 0.31827148, 0.46300932, 0.33271079, 0.15843871, 0.11012063,\n", " 0.17339882, 0.12728148])" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sem(NPGO_W_years)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "NPGO_W_SEM=[0.10139684, 0.21724346, 0.11031644, 0.11941914, 0.33992397,\n", " 0.31827148, 0.46300932, 0.33271079, 0.15843871, 0.11012063,\n", " 0.17339882, 0.12728148]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "NPGO_C_years=[monthly_array_halocline_strength_SSslicemean[1,:],\n", " monthly_array_halocline_strength_SSslicemean[3,:],\n", " monthly_array_halocline_strength_SSslicemean[4,:],monthly_array_halocline_strength_SSslicemean[5,:]]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.0425931 , 0.06372294, 0.0536515 , 0.10031701, 0.37381109,\n", " 0.46136078, 0.39131849, 0.18637298, 0.09991184, 0.06102145,\n", " 0.08902362, 0.0766228 ])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sem(NPGO_C_years)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "NPGO_C_SEM=[0.0425931 , 0.06372294, 0.0536515 , 0.10031701, 0.37381109,\n", " 0.46136078, 0.39131849, 0.18637298, 0.09991184, 0.06102145,\n", " 0.08902362, 0.0766228]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.36154052, 0.49809309, 0.35279773, 0.59444239, 2.17599837,\n", " 2.83692228, 2.06920697, 1.88577881, 1.31863951, 0.84843678,\n", " 0.58477922, 0.50166281])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "NPGO_C_Strength" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(-0.4, 3.2, '(c)')" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Preliminary Figure 4\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", "\n", "ax.errorbar(xticks, NPGO_C_Strength, yerr= NPGO_C_SEM, capsize=3,label='NPGO+ coldest',linewidth=2)\n", "ax.errorbar(xticks, NPGO_W_Strength,yerr= NPGO_W_SEM, capsize=3,linestyle='--',label='NPGO- warmest',color='r',linewidth=2)\n", "ax.set_title('Halocline Strength',fontsize=18)\n", "ax.legend((),frameon=False,loc=1)\n", "ax.set_ylim(0,4)\n", "ax.set_ylabel('g/kg m$^{-1}$',fontsize=14)\n", "#ax.invert_yaxis()\n", "ax.xaxis.set_tick_params(labelsize=14)\n", "ax.yaxis.set_tick_params(labelsize=14)\n", "ax.set_xticklabels([])\n", "\n", "a=2\n", "b=5\n", "c=5\n", "d=8\n", "\n", "ax.text(-.4, 3.2, '(c)', 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('Fig3c_Halocline.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": 20, "metadata": {}, "outputs": [], "source": [ "Spring_C=(((monthly_array_halocline_strength_SSslicemean[(1,3,4,5),2]+\n", " monthly_array_halocline_strength_SSslicemean[(1,3,4,5),3]+monthly_array_halocline_strength_SSslicemean[(1,3,4,5),4]))/3) #" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "Spring_W=(((monthly_array_halocline_strength_SSslicemean[(8,11,12,13),2]+\n", " monthly_array_halocline_strength_SSslicemean[(8,11,12,13),3]+monthly_array_halocline_strength_SSslicemean[(8,11,12,13),4]))/3) #" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "Summer_C=(((monthly_array_halocline_strength_SSslicemean[(1,3,4,5),5]+\n", " monthly_array_halocline_strength_SSslicemean[(1,3,4,5),6]+monthly_array_halocline_strength_SSslicemean[(1,3,4,5),7]))/3) #" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1.76022024, 1.88017547, 2.33848005, 3.07700164])" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Summer_C" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "Summer_W=(((monthly_array_halocline_strength_SSslicemean[(8,11,12,13),5]+\n", " monthly_array_halocline_strength_SSslicemean[(8,11,12,13),6]+monthly_array_halocline_strength_SSslicemean[(8,11,12,13),7]))/3) #" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1.3562591 , 2.24361753, 2.58961049, 2.80259067])" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Summer_W" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1.76022024, 1.88017547, 2.33848005, 3.07700164])" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Summer_C" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Preliminary figure 4\n", "\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(0,4)\n", "ax.set_ylabel('g/kg m$^{-1}$')\n", "#ax.legend([bp1[\"boxes\"], bp2[\"boxes\"], ['A', 'B'], loc='upper right')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.0410794959463128" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Spring_C.mean()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.5727464519345842" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Spring_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": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Ttest_indResult(statistic=-3.2549854731346284, pvalue=0.017357515838305776)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats.ttest_ind(a=Spring_C, b=Spring_W, equal_var=True)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Ttest_indResult(statistic=0.03653455199313131, pvalue=0.9720413153423364)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats.ttest_ind(a=Summer_C, b=Summer_W, equal_var=True)" ] } ], "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 }