{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Notebook to plot EEL sections" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Add description of the project here*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Import libraries" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import xarray as xr\n", "import matplotlib.pyplot as plt\n", "\n", "#plt.style.use('dark_background')\n", "\n", "%matplotlib inline\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Variables" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "pathdir = '../data/raw/csv_ctdgrid'\n", "colsec = 'royalblue'\n", "colvec = 'salmon'\n", "colellipse = 'limegreen'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Load and Prep. data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.1 Load data into DataFrame" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "file4 = pathdir+'/'+'EELCTDandLADCP_3Dfield.csv'\n", "dflad = pd.read_csv(file4,sep=',', index_col=None, \n", " header=0).drop(columns=['Vladcpalong'])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1.1.1 Sort data format and variable name" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CruiseIDYearStanameRefdistDepthPTMPPSALSigma0VrelVladcpVabs
0d22396199614G11802513.11186235.19426.5210.071-0.0130.055
1d22396199614G11803513.08456635.19226.5250.0700.0060.055
2d22396199614G11804512.93583235.18426.5470.0710.0110.055
3d22396199614G11805512.39880935.18926.6550.0700.0310.054
4d22396199614G11806511.86181035.19526.7640.0640.0670.048
....................................
57865dy0782017IB22S13657.94111035.06427.333-0.0530.014-0.005
57866dy0782017IB22S13757.91540235.06827.340-0.052-0.021-0.004
57867dy0782017IB22S13857.89156535.07427.349-0.052-0.021-0.004
57868dy0782017IB22S13957.85668835.07727.356-0.051-0.034-0.004
57869dy0782017IB22S131057.83381535.07927.361-0.051-0.034-0.003
\n", "

57870 rows × 11 columns

\n", "
" ], "text/plain": [ " CruiseID Year Staname Refdist Depth PTMP PSAL Sigma0 \\\n", "0 d22396 1996 14G 1180 25 13.111862 35.194 26.521 \n", "1 d22396 1996 14G 1180 35 13.084566 35.192 26.525 \n", "2 d22396 1996 14G 1180 45 12.935832 35.184 26.547 \n", "3 d22396 1996 14G 1180 55 12.398809 35.189 26.655 \n", "4 d22396 1996 14G 1180 65 11.861810 35.195 26.764 \n", "... ... ... ... ... ... ... ... ... \n", "57865 dy078 2017 IB22S 13 65 7.941110 35.064 27.333 \n", "57866 dy078 2017 IB22S 13 75 7.915402 35.068 27.340 \n", "57867 dy078 2017 IB22S 13 85 7.891565 35.074 27.349 \n", "57868 dy078 2017 IB22S 13 95 7.856688 35.077 27.356 \n", "57869 dy078 2017 IB22S 13 105 7.833815 35.079 27.361 \n", "\n", " Vrel Vladcp Vabs \n", "0 0.071 -0.013 0.055 \n", "1 0.070 0.006 0.055 \n", "2 0.071 0.011 0.055 \n", "3 0.070 0.031 0.054 \n", "4 0.064 0.067 0.048 \n", "... ... ... ... \n", "57865 -0.053 0.014 -0.005 \n", "57866 -0.052 -0.021 -0.004 \n", "57867 -0.052 -0.021 -0.004 \n", "57868 -0.051 -0.034 -0.004 \n", "57869 -0.051 -0.034 -0.003 \n", "\n", "[57870 rows x 11 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dflad=dflad.round({'PMTP': 4, 'PSAL': 3, 'Sigma0': 3, 'Vrel': 3, 'Vladcp': 3, 'Vabs': 3})\n", "dflad['Refdist']=dflad['Refdist'].apply(int)\n", "dflad" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ptmppsalsigma0VrelVladcpVabs
refdistyeardepth
132005158.81535.02027.163-0.0050.1070.065
258.82735.04127.178-0.0000.1010.070
358.78335.07327.2100.0030.0860.073
458.73635.08027.2220.0060.0680.076
558.73335.09827.2370.0080.0550.078
...........................
12422017759.57135.15527.1460.0110.1300.140
859.47235.17327.1770.0080.1350.137
959.46535.22127.2150.0050.1290.134
1059.53835.26427.2370.0020.1060.131
1159.53235.27327.245-0.0000.0870.129
\n", "

57870 rows × 6 columns

\n", "
" ], "text/plain": [ " ptmp psal sigma0 Vrel Vladcp Vabs\n", "refdist year depth \n", "13 2005 15 8.815 35.020 27.163 -0.005 0.107 0.065\n", " 25 8.827 35.041 27.178 -0.000 0.101 0.070\n", " 35 8.783 35.073 27.210 0.003 0.086 0.073\n", " 45 8.736 35.080 27.222 0.006 0.068 0.076\n", " 55 8.733 35.098 27.237 0.008 0.055 0.078\n", "... ... ... ... ... ... ...\n", "1242 2017 75 9.571 35.155 27.146 0.011 0.130 0.140\n", " 85 9.472 35.173 27.177 0.008 0.135 0.137\n", " 95 9.465 35.221 27.215 0.005 0.129 0.134\n", " 105 9.538 35.264 27.237 0.002 0.106 0.131\n", " 115 9.532 35.273 27.245 -0.000 0.087 0.129\n", "\n", "[57870 rows x 6 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df3D = dflad.rename(columns={\"Refdist\": \"refdist\",\"Year\": \"year\",\"Depth\": \"depth\"}).set_index(['refdist','year','depth']).round(3).sort_values(['refdist','year','depth']).drop(columns=['CruiseID','Staname'])\n", "df3D=df3D.rename(columns={\"PTMP\": \"ptmp\", \"PSAL\": \"psal\", \"Sigma0\": \"sigma0\"})\n", "df3D" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1.1.2 Import additional metadata" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Staname Refdist LonSta LatSta DepthSta\n", "68 IB23S 0.0 -20.215 63.317 120\n", "67 IB22S 13.4 -20.067 63.216 670\n", "66 IB21S 25.4 -19.916 63.133 1030\n", "65 IB20S 55.6 -19.551 62.917 1400\n", "64 IB19S 84.0 -19.668 62.667 1670\n", ".. ... ... ... ... ...\n", "4 5G 1277.5 -6.600 56.733 80\n", "3 4G 1286.6 -6.450 56.733 115\n", "2 3G 1292.4 -6.367 56.708 70\n", "1 2G 1298.2 -6.283 56.683 30\n", "0 1G 1307.6 -6.133 56.667 190\n", "\n", "[69 rows x 5 columns]\n" ] } ], "source": [ "# Location of EEL stations\n", "file3 = pathdir+'/'+'EELCTDandLADCP_refpos.csv'\n", "dfloc = pd.read_csv(file3,sep=',', index_col=None, \n", " header=0)\n", "dfloc['Refdist'] = dfloc['Refdist'].round(decimals=1)\n", "\n", "# Sorted according to distance:\n", "dfs = dfloc.sort_values('Refdist', ascending=True)\n", "print(dfs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.2 Convert 3D dataframe into Xarray DataSet" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dimensions: (depth: 269, refdist: 59, year: 15)\n", "Coordinates:\n", " * refdist (refdist) int64 13 25 55 84 122 160 ... 1180 1191 1222 1232 1242\n", " * year (year) int64 1996 1997 1998 1999 2000 ... 2013 2014 2015 2016 2017\n", " * depth (depth) int64 5 15 25 35 45 55 65 ... 2635 2645 2655 2665 2675 2685\n", "Data variables:\n", " ptmp (refdist, year, depth) float64 nan nan nan nan ... nan nan nan nan\n", " psal (refdist, year, depth) float64 nan nan nan nan ... nan nan nan nan\n", " sigma0 (refdist, year, depth) float64 nan nan nan nan ... nan nan nan nan\n", " Vrel (refdist, year, depth) float64 nan nan nan nan ... nan nan nan nan\n", " Vladcp (refdist, year, depth) float64 nan nan nan nan ... nan nan nan nan\n", " Vabs (refdist, year, depth) float64 nan nan nan nan ... nan nan nan nan\n" ] } ], "source": [ "da0 = df3D.to_xarray()\n", "print(da0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1.2.1 Add additional Variables from metadatafile (Lat,Lon, Station Name, Cruise ID)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dimensions: (refdist: 69)\n", "Coordinates:\n", " * refdist (refdist) int64 0 13 25 55 84 122 ... 1277 1286 1292 1298 1307\n", "Data variables:\n", " Staname (refdist) object 'IB23S' 'IB22S' 'IB21S' ... '3G' '2G' '1G'\n", " LonSta (refdist) float64 -20.21 -20.07 -19.92 ... -6.367 -6.283 -6.133\n", " LatSta (refdist) float64 63.32 63.22 63.13 62.92 ... 56.71 56.68 56.67\n", " DepthSta (refdist) int64 120 670 1030 1400 1670 1790 ... 80 115 70 30 190\n" ] } ], "source": [ "# Get position metadata\n", "\n", "dfloc = pd.read_csv(pathdir+'/'+'EELCTDandLADCP_refpos.csv',sep=',', index_col=None, \n", " header=0)\n", "# Make sure the station name are sorted by their distance along the section\n", "sdfloc = dfloc.rename(columns={\"Refdist\": \"refdist\"}).sort_values('refdist', ascending=True)\n", "sdfloc['refdist']=sdfloc['refdist'].apply(int)\n", "sdfloc=sdfloc.set_index('refdist')\n", "\n", "daloc = sdfloc.to_xarray()\n", "print(daloc)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dimensions: (year: 17)\n", "Coordinates:\n", " * year (year) int64 1996 1997 1998 1999 2000 ... 2013 2014 2015 2016 2017\n", "Data variables:\n", " CruiseID (year) object 'd22396' 'd23097' 'd23398' ... 'dy052' 'dy078'\n", " Month (year) int64 10 9 5 9 2 2 10 10 8 6 5 5 5 7 6 6 5\n" ] } ], "source": [ "# Get cruise (time) metadata\n", "dfdate = pd.read_csv(pathdir+'/'+'EELCTDandLADCP_refdate.csv',sep=',', index_col=None, \n", " header=0).rename(columns={\"Year\": \"year\"}).set_index('year')\n", "dadate = dfdate.to_xarray()\n", "print(dadate)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1.2.2 Merge metadata into main Dataset " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dimensions: (depth: 269, refdist: 69, year: 17)\n", "Coordinates:\n", " * refdist (refdist) int64 0 13 25 55 84 122 ... 1277 1286 1292 1298 1307\n", " * year (year) int64 1996 1997 1998 1999 2000 ... 2013 2014 2015 2016 2017\n", " * depth (depth) int64 5 15 25 35 45 55 ... 2635 2645 2655 2665 2675 2685\n", "Data variables:\n", " ptmp (refdist, year, depth) float64 nan nan nan nan ... nan nan nan nan\n", " psal (refdist, year, depth) float64 nan nan nan nan ... nan nan nan nan\n", " sigma0 (refdist, year, depth) float64 nan nan nan nan ... nan nan nan nan\n", " Vrel (refdist, year, depth) float64 nan nan nan nan ... nan nan nan nan\n", " Vladcp (refdist, year, depth) float64 nan nan nan nan ... nan nan nan nan\n", " Vabs (refdist, year, depth) float64 nan nan nan nan ... nan nan nan nan\n", " Staname (refdist) object 'IB23S' 'IB22S' 'IB21S' ... '3G' '2G' '1G'\n", " LonSta (refdist) float64 -20.21 -20.07 -19.92 ... -6.367 -6.283 -6.133\n", " LatSta (refdist) float64 63.32 63.22 63.13 62.92 ... 56.71 56.68 56.67\n", " DepthSta (refdist) int64 120 670 1030 1400 1670 1790 ... 80 115 70 30 190\n", " CruiseID (year) object 'd22396' 'd23097' 'd23398' ... 'dy052' 'dy078'\n", " Month (year) int64 10 9 5 9 2 2 10 10 8 6 5 5 5 7 6 6 5\n" ] } ], "source": [ "da=xr.merge([da0, daloc,dadate])\n", "print(da)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1.2.3 Move variables into coordinates" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dimensions: (depth: 269, refdist: 69, year: 17)\n", "Coordinates:\n", " * refdist (refdist) int64 0 13 25 55 84 122 ... 1277 1286 1292 1298 1307\n", " * year (year) int64 1996 1997 1998 1999 2000 ... 2013 2014 2015 2016 2017\n", " * depth (depth) int64 5 15 25 35 45 55 ... 2635 2645 2655 2665 2675 2685\n", " Staname (refdist) object 'IB23S' 'IB22S' 'IB21S' ... '3G' '2G' '1G'\n", " lon (refdist) float64 -20.21 -20.07 -19.92 ... -6.367 -6.283 -6.133\n", " lat (refdist) float64 63.32 63.22 63.13 62.92 ... 56.71 56.68 56.67\n", "Data variables:\n", " ptmp (refdist, year, depth) float64 nan nan nan nan ... nan nan nan nan\n", " psal (refdist, year, depth) float64 nan nan nan nan ... nan nan nan nan\n", " sigma0 (refdist, year, depth) float64 nan nan nan nan ... nan nan nan nan\n", " Vrel (refdist, year, depth) float64 nan nan nan nan ... nan nan nan nan\n", " Vladcp (refdist, year, depth) float64 nan nan nan nan ... nan nan nan nan\n", " Vabs (refdist, year, depth) float64 nan nan nan nan ... nan nan nan nan\n", " DepthSta (refdist) int64 120 670 1030 1400 1670 1790 ... 80 115 70 30 190\n", " CruiseID (year) object 'd22396' 'd23097' 'd23398' ... 'dy052' 'dy078'\n", " Month (year) int64 10 9 5 9 2 2 10 10 8 6 5 5 5 7 6 6 5\n" ] } ], "source": [ "da.coords['lon'] = ('refdist', da.LonSta)\n", "da.coords['lat'] = ('refdist', da.LatSta)\n", "da.coords['Staname'] = ('refdist', da.Staname)\n", "da = da.drop(['LonSta','LatSta'])\n", "print(da)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1.2.4 Visual inspection of the data" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "da.Vladcp[2,-2,:].plot(y='depth', yincrease=False)\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "da.Vladcp.sel(year=2017).plot(y='depth', yincrease=False)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "da.ptmp.sel(year=2017).plot(y='depth', yincrease=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\\\n", "Plot evolution of Velocity profile at station E" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Extra Refdist value associated with Station E and F\n", "staE = da.refdist.values[da.Staname.values=='E'][0]\n", "staF = da.refdist.values[da.Staname.values=='F'][0]\n", "\n", "# Plot \n", "da.Vladcp.sel(refdist=staE,year=slice('2004','2017')).plot(y='depth', yincrease=False)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/locupe/opt/anaconda3/envs/analysis_eel_data/lib/python3.9/site-packages/numpy/lib/nanfunctions.py:1664: RuntimeWarning: Degrees of freedom <= 0 for slice.\n", " var = nanvar(a, axis=axis, dtype=dtype, out=out, ddof=ddof,\n" ] } ], "source": [ "Vladcpmean = da.Vladcp.mean('year')\n", "Vladcpstd = da.Vladcp.std(dim='year')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\\\n", "Plot with data with min and max values" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "Vladcpstd.plot(y='depth', yincrease=False, vmin=0, vmax=0.18, cmap=plt.cm.Reds)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "Vladcpstd.plot(y='depth', yincrease=False, levels=np.arange(0, 0.18, 0.04), cmap=plt.cm.Reds)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Contour plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create list of namedtuples for variable to plot on the figure with several subpanels:\n", "The rows of the figure correspond to variable (Temperature, Salinity, Density, Velocity) while the columns correspond to the mean and standard deviation\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "import collections\n", "fields = [\n", " 'xarray_var',\n", " 'short_name',\n", " 'var_type',\n", " 'contourf_lvls',\n", " 'contour_lvls', \n", " 'cmap',\n", " 'long_name',\n", " 'cbar_title',\n", " ]\n", "Datatoplot = collections.namedtuple('Datatoplot',fields,defaults=(None,) * len(fields))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\u001b[0;31mInit signature:\u001b[0m\n", "\u001b[0mDatatoplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mxarray_var\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mshort_name\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mvar_type\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mcontourf_lvls\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mcontour_lvls\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mcmap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mlong_name\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mcbar_title\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mDocstring:\u001b[0m Datatoplot(xarray_var, short_name, var_type, contourf_lvls, contour_lvls, cmap, long_name, cbar_title)\n", "\u001b[0;31mType:\u001b[0m type\n", "\u001b[0;31mSubclasses:\u001b[0m \n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Datatoplot?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Definitions of the list of variables to plot with plotting options" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "\n", "ptmp_mean = Datatoplot(xarray_var='ptmp', short_name='Mean Pot. Temp.', var_type='mean', \n", " contourf_lvls= np.arange(3, 11, 1),cmap='plasma', \n", " long_name = 'Mean Potential Temperature', cbar_title ='$^\\circ$C')\n", "\n", "ptmp_std = Datatoplot(xarray_var='ptmp', short_name='Std Pot. Temp.', var_type='std', \n", " contourf_lvls= np.arange(0, 1.2, 0.2),cmap='OrRd', \n", " long_name = 'Std Potential Temperature', cbar_title ='$^\\circ$C')\n", "\n", "psal_mean = Datatoplot(xarray_var='psal', short_name='Mean Sal.', var_type='mean', \n", " contourf_lvls= np.arange(34.9, 35.45, 0.05), cmap='viridis', \n", " long_name = 'Mean Salinity', cbar_title =' ')\n", "\n", "psal_std = Datatoplot(xarray_var='psal', short_name='Std Sal.', var_type='std', \n", " contourf_lvls= np.arange(0, 0.12, 0.02),cmap='OrRd', \n", " long_name = 'Std Salinity', cbar_title =' ')\n", "\n", "sigma0_mean = Datatoplot(xarray_var='sigma0', short_name='Mean Pot. Dens. Ano.', var_type='mean', \n", " contourf_lvls= np.arange(27.2, 27.9, 0.1), cmap='cividis_r', \n", " long_name = 'Mean Potential Density Anomaly', cbar_title ='kg.m$^{-3}$')\n", "\n", "sigma0_std = Datatoplot(xarray_var='sigma0', short_name='Std Pot. Dens. Ano.', var_type='std', \n", " contourf_lvls= np.arange(0, 0.12, 0.02),cmap='OrRd', \n", " long_name = 'Std Potential Density Anomaly', cbar_title ='kg.m$^{-3}$')\n", "\n", "ladcp_mean = Datatoplot(xarray_var='Vladcp', short_name='Mean LADCP Vel.', var_type='mean', \n", " contourf_lvls= np.arange(-16, 20, 4)/100, cmap='coolwarm', \n", " long_name = 'Mean cross-section velocity from LADCP', cbar_title ='m.s$^{-1}$')\n", "\n", "ladcp_std = Datatoplot(xarray_var='Vladcp', short_name='Std LADCP Vel.', var_type='std', \n", " contourf_lvls= np.arange(0, 18, 4)/100, cmap='OrRd', \n", " long_name = 'Std cross-section velocity from LADCP', cbar_title ='m.s$^{-1}$')\n", "\n", "# Create a list of namedtuples\n", "varstoplot=((ptmp_mean,ptmp_std),\n", " (psal_mean,psal_std),\n", " (sigma0_mean,sigma0_std),\n", " (ladcp_mean,ladcp_std), \n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Definition of a class to display a \"pretty\" formatting of the namedtuples (from [stackoverflow post](https://stackoverflow.com/a/43823671/13890678)):" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "from io import StringIO\n", "import pprint\n", "\n", "class MyPrettyPrinter(pprint.PrettyPrinter):\n", " def format_namedtuple(self, object, stream, indent, allowance, context, level):\n", " # Code almost equal to _format_dict, see pprint code\n", " write = stream.write\n", " write(object.__class__.__name__ + '(')\n", " object_dict = object._asdict()\n", " length = len(object_dict)\n", " if length:\n", " # We first try to print inline, and if it is too large then we print it on multiple lines\n", " inline_stream = StringIO()\n", " self.format_namedtuple_items(object_dict.items(), inline_stream, indent, allowance + 1, context, level, inline=True)\n", " max_width = self._width - indent - allowance\n", " if len(inline_stream.getvalue()) > max_width:\n", " self.format_namedtuple_items(object_dict.items(), stream, indent, allowance + 1, context, level, inline=False)\n", " else:\n", " stream.write(inline_stream.getvalue())\n", " write(')')\n", "\n", " def format_namedtuple_items(self, items, stream, indent, allowance, context, level, inline=False):\n", " # Code almost equal to _format_dict_items, see pprint code\n", " indent += self._indent_per_level\n", " write = stream.write\n", " last_index = len(items) - 1\n", " if inline:\n", " delimnl = ', '\n", " else:\n", " delimnl = ',\\n' + ' ' * indent\n", " write('\\n' + ' ' * indent)\n", " for i, (key, ent) in enumerate(items):\n", " last = i == last_index\n", " write(key + '=')\n", " self._format(ent, stream, indent + len(key) + 2,\n", " allowance if last else 1,\n", " context, level)\n", " if not last:\n", " write(delimnl)\n", "\n", " def _format(self, object, stream, indent, allowance, context, level):\n", " # We dynamically add the types of our namedtuple and namedtuple like \n", " # classes to the _dispatch object of pprint that maps classes to\n", " # formatting methods\n", " # We use a simple criteria (_asdict method) that allows us to use the\n", " # same formatting on other classes but a more precise one is possible\n", " if hasattr(object, '_asdict') and type(object).__repr__ not in self._dispatch:\n", " self._dispatch[type(object).__repr__] = MyPrettyPrinter.format_namedtuple\n", " super()._format(object, stream, indent, allowance, context, level)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "( ( Datatoplot(\n", " xarray_var='ptmp',\n", " short_name='Mean Pot. Temp.',\n", " var_type='mean',\n", " contourf_lvls=array([ 3, 4, 5, 6, 7, 8, 9, 10]),\n", " contour_lvls=None,\n", " cmap='plasma',\n", " long_name='Mean Potential Temperature',\n", " cbar_title='$^\\\\circ$C'),\n", " Datatoplot(\n", " xarray_var='ptmp',\n", " short_name='Std Pot. Temp.',\n", " var_type='std',\n", " contourf_lvls=array([0. , 0.2, 0.4, 0.6, 0.8, 1. ]),\n", " contour_lvls=None,\n", " cmap='OrRd',\n", " long_name='Std Potential Temperature',\n", " cbar_title='$^\\\\circ$C')),\n", " ( Datatoplot(\n", " xarray_var='psal',\n", " short_name='Mean Sal.',\n", " var_type='mean',\n", " contourf_lvls=array([34.9 , 34.95, 35. , 35.05, 35.1 , 35.15, 35.2 , 35.25, 35.3 ,\n", " 35.35, 35.4 , 35.45]),\n", " contour_lvls=None,\n", " cmap='viridis',\n", " long_name='Mean Salinity',\n", " cbar_title=' '),\n", " Datatoplot(\n", " xarray_var='psal',\n", " short_name='Std Sal.',\n", " var_type='std',\n", " contourf_lvls=array([0. , 0.02, 0.04, 0.06, 0.08, 0.1 ]),\n", " contour_lvls=None,\n", " cmap='OrRd',\n", " long_name='Std Salinity',\n", " cbar_title=' ')),\n", " ( Datatoplot(\n", " xarray_var='sigma0',\n", " short_name='Mean Pot. Dens. Ano.',\n", " var_type='mean',\n", " contourf_lvls=array([27.2, 27.3, 27.4, 27.5, 27.6, 27.7, 27.8]),\n", " contour_lvls=None,\n", " cmap='cividis_r',\n", " long_name='Mean Potential Density Anomaly',\n", " cbar_title='kg.m$^{-3}$'),\n", " Datatoplot(\n", " xarray_var='sigma0',\n", " short_name='Std Pot. Dens. Ano.',\n", " var_type='std',\n", " contourf_lvls=array([0. , 0.02, 0.04, 0.06, 0.08, 0.1 ]),\n", " contour_lvls=None,\n", " cmap='OrRd',\n", " long_name='Std Potential Density Anomaly',\n", " cbar_title='kg.m$^{-3}$')),\n", " ( Datatoplot(\n", " xarray_var='Vladcp',\n", " short_name='Mean LADCP Vel.',\n", " var_type='mean',\n", " contourf_lvls=array([-0.16, -0.12, -0.08, -0.04, 0. , 0.04, 0.08, 0.12, 0.16]),\n", " contour_lvls=None,\n", " cmap='coolwarm',\n", " long_name='Mean cross-section velocity from LADCP',\n", " cbar_title='m.s$^{-1}$'),\n", " Datatoplot(\n", " xarray_var='Vladcp',\n", " short_name='Std LADCP Vel.',\n", " var_type='std',\n", " contourf_lvls=array([0. , 0.04, 0.08, 0.12, 0.16]),\n", " contour_lvls=None,\n", " cmap='OrRd',\n", " long_name='Std cross-section velocity from LADCP',\n", " cbar_title='m.s$^{-1}$')))\n" ] } ], "source": [ "pp = MyPrettyPrinter(indent=2, depth=4)\n", "pp.pprint(varstoplot)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1 with matplotlib" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/locupe/opt/anaconda3/envs/analysis_eel_data/lib/python3.9/site-packages/numpy/lib/nanfunctions.py:1664: RuntimeWarning: Degrees of freedom <= 0 for slice.\n", " var = nanvar(a, axis=axis, dtype=dtype, out=out, ddof=ddof,\n", "/Users/locupe/opt/anaconda3/envs/analysis_eel_data/lib/python3.9/site-packages/numpy/lib/nanfunctions.py:1664: RuntimeWarning: Degrees of freedom <= 0 for slice.\n", " var = nanvar(a, axis=axis, dtype=dtype, out=out, ddof=ddof,\n", "/Users/locupe/opt/anaconda3/envs/analysis_eel_data/lib/python3.9/site-packages/numpy/lib/nanfunctions.py:1664: RuntimeWarning: Degrees of freedom <= 0 for slice.\n", " var = nanvar(a, axis=axis, dtype=dtype, out=out, ddof=ddof,\n", "/Users/locupe/opt/anaconda3/envs/analysis_eel_data/lib/python3.9/site-packages/numpy/lib/nanfunctions.py:1664: RuntimeWarning: Degrees of freedom <= 0 for slice.\n", " var = nanvar(a, axis=axis, dtype=dtype, out=out, ddof=ddof,\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#plt.rcParams.update({'font.size': 10})\n", " \n", "# Create the figure\n", "## fig, axs = plt.subplots(4, 2, figsize=(12, 12), constrained_layout=True)\n", "fig, axs = plt.subplots(4, 2, sharex=True, figsize=(16, 16))\n", "\n", "for row in [0,1,2,3]:\n", " for col in [0,1]:\n", "\n", " data = varstoplot[row][col]\n", " if data.var_type == 'mean':\n", " var = da[data.xarray_var].mean('year')\n", " elif data.var_type == 'std':\n", " var = da[data.xarray_var].std('year') \n", " else:\n", " raise ValueError(f\"wrong var_type in {data}\")\n", "\n", " cf_levels = data.contourf_lvls\n", " colmap = getattr(plt.cm, data.cmap)\n", " # if VarDir['cmap'] == 'cividis':\n", " # colmap = colmap[:-1,:]\n", "\n", " pltitle = data.long_name\n", " plunits = data.cbar_title\n", "\n", " X=da.refdist.values\n", " Y=da.depth.values\n", " Z=var.values\n", " Xi,Yi = np.meshgrid(X, Y, indexing='ij')\n", "\n", " ax = axs[row, col]\n", " # ax = axs[col]\n", "\n", " CS = ax.contourf(Xi, -Yi, Z, cf_levels, alpha=0.9, cmap=colmap, extend='both');\n", "\n", " if data.contour_lvls is not None:\n", " CS2 = ax.contour(CS, levels=data.contour_lvls, colors='k')\n", "\n", " # Plot specific potential density contour indicating of different water masses\n", " # adapt the line colors according to background colormap\n", " c_WM = [27.20,27.50,27.70,27.85]\n", " if data.var_type == 'mean':\n", " CS_WM = ax.contour(Xi, -Yi, da['sigma0'].mean('year'), levels=c_WM, colors='w' )\n", " CS_WM.collections[0].set_color('k') \n", " if data.xarray_var == 'psal':\n", " CS_WM.collections[0].set_color('w')\n", " elif data.xarray_var == 'Vladcp':\n", " for c in CS_WM.collections:\n", " c.set_color('k') \n", " \n", " elif data.var_type == 'std':\n", " CS_WM = ax.contour(Xi, -Yi, da['sigma0'].mean('year'), levels=c_WM, colors='k' ) \n", " CS_WM.collections[0].set_color('w')\n", " \n", " ax.set_ylabel('Depth (m)')\n", " ax.set_xlim([0,1250]) \n", " ax.set_ylim([-3100,0]) \n", "\n", " # ax.set_title(pltitle)\n", " ax.text(550, -2700, data.short_name, fontsize=12, color ='white' )\n", "\n", " # Make a colorbar for the ContourSet returned by the contourf call.\n", " cbar = fig.colorbar(CS, ax=ax)\n", " cbar.ax.set_ylabel(plunits)\n", " #cbar.ax.set_ylabel('m/s')\n", "\n", " # Add the contour line levels to the colorbar\n", " if data.contour_lvls is not None: \n", " cbar.add_lines(CS2)\n", "\n", " # Add bathymetry (from the nominal depth of the reference EEL stations)\n", " ax.fill_between(dfs['Refdist'], -dfs['DepthSta'], -2900, color=\"#331a00\", alpha=0.8)\n", "\n", " ax.vlines(dfs['Refdist'], -3050, -2950, colors='k')\n", "\n", " \n", "plt.tight_layout(pad=0.5,w_pad=3) \n", "\n", "plt.savefig('figures/02_' + 'figure4x2.pdf') " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:analysis_eel_data]", "language": "python", "name": "conda-env-analysis_eel_data-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.1" } }, "nbformat": 4, "nbformat_minor": 4 }