{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Investigate outliers in WST/WCT comparisons with in situ" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read the satellite data from the MDB files, using the ``s3analysis`` helper functions which avoid explicitely looping over files (read_satellite_data)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading file 44 over 44\n", "Nb match-ups 22380\n" ] } ], "source": [ "from s3analysis.slstr.mdb.slstrmdb import SLSTRMDB\n", "import datetime\n", "import numpy\n", "\n", "# define match-up configuration\n", "mdb = SLSTRMDB(config={\n", " 'mdb_output_root': \"/home/cercache/project/s3vt/\",\n", " 'reference': 'S3A_SL_2_WCT'\n", "})\n", "\n", "start = datetime.datetime(2016, 11, 20)\n", "end = datetime.datetime(2016, 11, 30)\n", "\n", "# define match-ups fields to read and use later\n", "slstr_fields = {\n", " 'S3A_SL_2_WST': ['sea_surface_temperature',\n", " 'quality_level',\n", " 'time',\n", " 'lat',\n", " 'lon',\n", " 'origin',\n", " 'dynamic_target_center_index'\n", " ],\n", " 'S3A_SL_2_WCT': ['cloud_in'],\n", " 'S3A_SL_1_RBT_IR': []\n", "}\n", "\n", "felyx_fields = ['lat', 'lon']\n", "\n", "# define source of in situ data\n", "source = 'cmems_drifter'\n", "\n", "# perform the satellite (WST/WCT) data selection with the s3analysis helper functions\n", "# by default, takes the closest pixel to insitu measurement (most of the time = the center pixel of the box)\n", "res_slstr = mdb.read_satellite_data(source, start,\n", " dataset_fields=slstr_fields,\n", " felyx_fields=felyx_fields,\n", " end=end)\n", "\n", "print \"Nb match-ups \", len(res_slstr['S3A_SL_2_WST']['time'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read the in situ data using the corresponding function in s3mdbreader package (read_insitu_data)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File: /home/cercache/project/s3vt/2016/325/S3A_SL_2_WCT_cmems_drifter_20161120180000_20161121000000.nc\n", "File: /home/cercache/project/s3vt/2016/325/S3A_SL_2_WCT_cmems_drifter_20161120120000_20161120180000.nc\n", "File: /home/cercache/project/s3vt/2016/325/S3A_SL_2_WCT_cmems_drifter_20161120060000_20161120120000.nc\n", "File: /home/cercache/project/s3vt/2016/325/S3A_SL_2_WCT_cmems_drifter_20161120000000_20161120060000.nc\n", "File: /home/cercache/project/s3vt/2016/326/S3A_SL_2_WCT_cmems_drifter_20161121180000_20161122000000.nc\n", "File: /home/cercache/project/s3vt/2016/326/S3A_SL_2_WCT_cmems_drifter_20161121120000_20161121180000.nc\n", "File: /home/cercache/project/s3vt/2016/326/S3A_SL_2_WCT_cmems_drifter_20161121060000_20161121120000.nc\n", "File: /home/cercache/project/s3vt/2016/326/S3A_SL_2_WCT_cmems_drifter_20161121000000_20161121060000.nc\n", "File: 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/home/cercache/project/s3vt/2016/331/S3A_SL_2_WCT_cmems_drifter_20161126060000_20161126120000.nc\n", "File: /home/cercache/project/s3vt/2016/331/S3A_SL_2_WCT_cmems_drifter_20161126000000_20161126060000.nc\n", "File: /home/cercache/project/s3vt/2016/332/S3A_SL_2_WCT_cmems_drifter_20161127180000_20161128000000.nc\n", "File: /home/cercache/project/s3vt/2016/332/S3A_SL_2_WCT_cmems_drifter_20161127120000_20161127180000.nc\n", "File: /home/cercache/project/s3vt/2016/332/S3A_SL_2_WCT_cmems_drifter_20161127060000_20161127120000.nc\n", "File: /home/cercache/project/s3vt/2016/332/S3A_SL_2_WCT_cmems_drifter_20161127000000_20161127060000.nc\n", "File: /home/cercache/project/s3vt/2016/333/S3A_SL_2_WCT_cmems_drifter_20161128180000_20161129000000.nc\n", "File: /home/cercache/project/s3vt/2016/333/S3A_SL_2_WCT_cmems_drifter_20161128120000_20161128180000.nc\n", "File: /home/cercache/project/s3vt/2016/333/S3A_SL_2_WCT_cmems_drifter_20161128060000_20161128120000.nc\n", "File: /home/cercache/project/s3vt/2016/333/S3A_SL_2_WCT_cmems_drifter_20161128000000_20161128060000.nc\n", "File: /home/cercache/project/s3vt/2016/334/S3A_SL_2_WCT_cmems_drifter_20161129180000_20161130000000.nc\n", "File: /home/cercache/project/s3vt/2016/334/S3A_SL_2_WCT_cmems_drifter_20161129120000_20161129180000.nc\n", "File: /home/cercache/project/s3vt/2016/334/S3A_SL_2_WCT_cmems_drifter_20161129060000_20161129120000.nc\n", "File: /home/cercache/project/s3vt/2016/334/S3A_SL_2_WCT_cmems_drifter_20161129000000_20161129060000.nc\n", "File: /home/cercache/project/s3vt/2016/335/S3A_SL_2_WCT_cmems_drifter_20161130180000_20161201000000.nc\n", "File: /home/cercache/project/s3vt/2016/335/S3A_SL_2_WCT_cmems_drifter_20161130120000_20161130180000.nc\n", "File: /home/cercache/project/s3vt/2016/335/S3A_SL_2_WCT_cmems_drifter_20161130060000_20161130120000.nc\n", "File: /home/cercache/project/s3vt/2016/335/S3A_SL_2_WCT_cmems_drifter_20161130000000_20161130060000.nc\n" ] } ], "source": [ "# Read in situ data\n", "insitu_fields = ['water_temperature', 'solar_zenith_angle',\n", " 'quality_level']\n", "res_insitu = mdb.read_insitu_data(source, start, insitu_fields, end=end)\n" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nb match-ups 18349\n" ] } ], "source": [ "# prune matchups where no WST values (probably a missing WST file corresponding to the WCT file)\n", "valid_wst_matchups = ~res_slstr['S3A_SL_2_WST']['time'].mask\n", "mdb.reduce(res_insitu, res_slstr, valid_wst_matchups)\n", "\n", "print \"Nb match-ups \", len(res_slstr['S3A_SL_2_WST']['time'])" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of cloudy pixels : 15045 (81 percent)\n", "Number of clear sky pixels : 3304\n", "Nb match-ups 3304\n" ] } ], "source": [ "# calculate WCT cloud mask, using the s3analysis helper function (use the recommended flag combination)\n", "from s3analysis.slstr.cloud import cloud_mask, cloud_summary\n", "\n", "cloudy = cloud_mask(res_slstr['S3A_SL_2_WCT']['cloud_in'])\n", "\n", "nbcloudy = numpy.count_nonzero(cloudy)\n", "nbmatchups = cloudy.size\n", "print \"Number of cloudy pixels : %d (%d percent)\" % (nbcloudy, nbcloudy * 100 / nbmatchups)\n", "print \"Number of clear sky pixels : %d\" % (nbmatchups - nbcloudy)\n", "\n", "# reduce to non cloudy match-ups\n", "mdb.reduce(res_insitu, res_slstr, ~cloudy)\n", "\n", "print \"Nb match-ups \", len(res_slstr['S3A_SL_2_WST']['time'])" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading file 44 over 44\n" ] } ], "source": [ "# read box data for a few parameters and apply the same selections as above to remove the same invalid match-ups\n", "box_fields = {\n", " 'S3A_SL_2_WST': ['sea_surface_temperature', 'quality_level'],\n", " 'S3A_SL_2_WCT': ['cloud_in', 'confidence_in'],\n", " 'S3A_SL_1_RBT_IR': []\n", "}\n", "resbox = mdb.read_satellite_data(source, start, dataset_fields=box_fields, end=end, full_box=True)\n", "mdb.reduce({}, resbox, valid_wst_matchups)\n" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(18349, 21, 21)\n" ] } ], "source": [ "print resbox['S3A_SL_2_WST']['quality_level'].shape" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(3304, 21, 21)\n" ] } ], "source": [ "mdb.reduce({}, resbox, ~cloudy)\n", "print resbox['S3A_SL_2_WST']['quality_level'].shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## interactive display" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First define a plot function for miniprod display of SST and cloud mask" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "from matplotlib import pyplot \n", "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", "\n", "def plot_mask(choice):\n", " f, axarr = pyplot.subplots(nrows=1, ncols=5, figsize=(15, 7))\n", "\n", " im0 = axarr[0].imshow(resbox['S3A_SL_2_WST']['sea_surface_temperature'][choice, :, :], interpolation='nearest')\n", " divider0 = make_axes_locatable(axarr[0])\n", " cax0 = divider0.append_axes(\"right\", size=\"20%\", pad=0.05)\n", " axarr[0].set_title('SST')\n", " pyplot.colorbar(im0, cax=cax0)\n", "\n", " im1 = axarr[1].imshow(resbox['S3A_SL_2_WST']['quality_level'][choice, :, :], interpolation='nearest', vmin=0, vmax=5)\n", " divider1 = make_axes_locatable(axarr[1])\n", " cax1 = divider1.append_axes(\"right\", size=\"20%\", pad=0.05)\n", " axarr[1].set_title('Quality level')\n", " pyplot.colorbar(im1, cax=cax1)\n", "\n", " im2 = axarr[2].imshow(cloud_mask(resbox['S3A_SL_2_WCT']['cloud_in'][choice, :, :]), interpolation='nearest', vmin=0, vmax=1)\n", " axarr[2].set_title('Cloud mask')\n", " divider2 = make_axes_locatable(axarr[2])\n", " cax2 = divider2.append_axes(\"right\", size=\"20%\", pad=0.05)\n", " pyplot.colorbar(im2, cax=cax2)\n", "\n", " im3 = axarr[3].imshow(resbox['S3A_SL_2_WCT']['cloud_in'][choice, :, :], interpolation='nearest')\n", " divider3 = make_axes_locatable(axarr[3])\n", " print \"cloud_in min/max : \", resbox['S3A_SL_2_WCT']['cloud_in'][choice, :, :].min(), \\\n", " resbox['S3A_SL_2_WCT']['cloud_in'][choice, :, :].max()\n", " cax3 = divider3.append_axes(\"right\", size=\"20%\", pad=0.05)\n", " axarr[3].set_title('Cloud flags')\n", " pyplot.colorbar(im3, cax=cax3)\n", "\n", " im4 = axarr[4].imshow(resbox['S3A_SL_2_WCT']['confidence_in'][choice, :, :], interpolation='nearest')\n", " divider4 = make_axes_locatable(axarr[4])\n", " cax4 = divider4.append_axes(\"right\", size=\"20%\", pad=0.05)\n", " axarr[4].set_title('Summary flag')\n", " pyplot.colorbar(im4, cax=cax4)\n", " \n", " pyplot.show()\n", " \n", " # show all individual cloud masks\n", " all_cloudbox = cloud_summary(resbox['S3A_SL_2_WCT']['cloud_in'][choice, :, :])\n", " \n", " print \"Used mask flags : \", all_cloudbox.keys()\n", " nbmasks = len(all_cloudbox.keys())\n", " f, axarr = pyplot.subplots(nrows=nbmasks / 4 + 1, ncols=4, figsize=(15, 7))\n", " for _, flag in enumerate(all_cloudbox.keys()):\n", " lin = _ / 4\n", " col = _ % 4\n", " im0 = axarr[lin, col].imshow(all_cloudbox[flag], interpolation='nearest', vmin=0, vmax=1)\n", " axarr[lin, col].set_title(flag)\n", " pyplot.show()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading file 44 over 44\n", "(3304, 3, 3)\n" ] } ], "source": [ "# use additional coherence filters on brightness temperature (S8 and S9) to remove outliers\n", "# we apply this filter only on a 3x3 box around the pixel matching the in situ measurement\n", "\n", "# read the 3x3 BTs for S8 and S9\n", "bt_fields = {\n", " 'S3A_SL_2_WCT': [],\n", " 'S3A_SL_2_WST': [],\n", " 'S3A_SL_1_RBT_IR': ['S8_BT_in', 'S9_BT_in']\n", "}\n", "l1_subboxres = mdb.read_satellite_data(\n", " source, start, \n", " dataset_fields=bt_fields,\n", " end=end,\n", " full_box=True,\n", " subbox=3\n", " )\n", "\n", "# prune macth-ups which don't have any WST info or cloudy\n", "mdb.reduce({}, l1_subboxres, valid_wst_matchups)\n", "mdb.reduce({}, l1_subboxres, ~cloudy)\n", "print l1_subboxres['S3A_SL_1_RBT_IR']['S8_BT_in'].shape\n" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(3304, 3, 3)\n" ] } ], "source": [ "slstr_sst = res_slstr['S3A_SL_2_WST']['sea_surface_temperature']\n", "insitu_sst = res_insitu['water_temperature'] + 273.15\n", "\n", "print l1_subboxres['S3A_SL_1_RBT_IR']['S8_BT_in'].shape\n", "\n", "# coherence test on brightness temperature\n", "threshold = 0.05\n", "coherent = ~((l1_subboxres['S3A_SL_1_RBT_IR']['S8_BT_in'][:].std(axis=(1,2)) > threshold) |\n", " (l1_subboxres['S3A_SL_1_RBT_IR']['S9_BT_in'][:].std(axis=(1,2)) > threshold))\n", "filledbox = (l1_subboxres['S3A_SL_1_RBT_IR']['S8_BT_in'][:].count(axis=(1,2)) == 9)\n", "\n", "# additional filter to keep only nighttime data\n", "night = (res_insitu['solar_zenith_angle'] > 90.) & (~slstr_sst.mask & ~insitu_sst.mask) & coherent & filledbox\n" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/vnd.plotly.v1+html": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "data": [ { "marker": { "color": "FFBAD2", "line": { "width": 1 } }, "mode": "markers", "text": [ 1, 2, 5, 6, 15, 29, 32, 57, 67, 69, 75, 77, 84, 89, 123, 125, 134, 136, 137, 138, 139, 140, 142, 143, 144, 162, 171, 177, 178, 179, 184, 197, 204, 206, 209, 213, 221, 222, 230, 232, 250, 251, 255, 259, 261, 264, 268, 274, 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" ], "text/vnd.plotly.v1+html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "460 night match-ups\n" ] } ], "source": [ "# achtung! plotly neeeds to be installed in your environment (pip install plotly)\n", "\n", "import plotly.graph_objs as go\n", "import numpy as np\n", "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n", "\n", "# allow inline plot with plotly\n", "init_notebook_mode(connected=True)\n", "\n", "# Create a interactive scatterplot SST vs in situ with plotly\n", "trace = go.Scattergl(\n", " x = insitu_sst[night],\n", " y = slstr_sst[night],\n", " text = numpy.arange(len(slstr_sst))[night],\n", " mode = 'markers',\n", " marker = dict(\n", " color = 'FFBAD2',\n", " line = dict(width = 1)\n", " )\n", ")\n", "data = [trace]\n", "iplot(data)\n", "\n", "print len(insitu_sst[night]), ' night match-ups'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Investigate a match-up" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SST value : 282.639984 K\n", "In situ value : 295.770001 K\n", "SST - in situ difference : -13.130017 K\n", "Traceability:\n", "....WST file : S3A_SL_2_WST____20161121T051430_20161121T051730_20161121T065004_0179_011_147______MAR_O_NR_002.SEN3\n", "cloud_in min/max : 0 1088\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Used mask flags : ['visible', '1.37_threshold', '1.6_small_histogram', '1.6_large_histogram', '2.25_small_histogram', '2.25_large_histogram', '11_spatial_coherence', 'gross_cloud', 'thin_cirrus', 'medium_high', 'fog_low_stratus', '11_12_view_difference', '3.7_11_view_difference', 'thermal_histogram', 'spare']\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "choice = 577\n", "\n", " \n", "# display match-up info\n", "print \"SST value : %f K\" % slstr_sst[choice]\n", "print \"In situ value : %f K\" % insitu_sst[choice]\n", "print \"SST - in situ difference : %f K\" % (slstr_sst[choice] - insitu_sst[choice])\n", "\n", "print \"Traceability:\"\n", "print \"....WST file : \", res_slstr['S3A_SL_2_WST']['origin'][choice]\n", "\n", "# locate match-up on map\n", "from mpl_toolkits.basemap import Basemap\n", "m = Basemap()\n", "m.drawmapboundary()\n", "m.fillcontinents(color='#cc9966')\n", "x, y = m(res_slstr['S3A_SL_2_WST']['lon'][choice], res_slstr['S3A_SL_2_WST']['lat'][choice])\n", "m.scatter(x, y)\n", "\n", "\n", "# plot cloud and SST\n", "plot_mask(choice)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## trace back to original file\n", "\n", "Here we access the content of the original file from which the match-up was extracted, and display a larger area around the match-up location.\n", "\n", "**This require to have access to the original SLSTR files!**" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[437 272]\n" ] } ], "source": [ "# read indices (offsets in original file) of the selected match-up\n", "print res_slstr['S3A_SL_2_WST']['dynamic_target_center_index'][choice]" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/home/cerdata/provider/eumetsat/satellite/l2/sentinel-3/slstr/s3a_sl_2_wst___nr/2016/326/S3A_SL_2_WST____20161121T051430_20161121T051730_20161121T065004_0179_011_147______MAR_O_NR_002.SEN3\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import os, datetime\n", "\n", "fname = res_slstr['S3A_SL_2_WST']['origin'][choice]\n", "ftime = datetime.datetime.strptime(fname[16:24], \"%Y%m%d\")\n", "\n", "# get full path name\n", "fullpathname = os.path.join(\n", " '/home/cerdata/provider/eumetsat/satellite/l2/sentinel-3/slstr/s3a_sl_2_wst___nr/',\n", " ftime.strftime(\"%Y/%j/\"),\n", " fname\n", ")\n", "print fullpathname\n", "\n", "\n", "# define large subset\n", "row, cell = res_slstr['S3A_SL_2_WST']['dynamic_target_center_index'][choice]\n", "boxwidth = 300\n", "boxheight = 300\n", "larger_box = {'row': slice(max(0, row - boxheight / 2), row + boxheight / 2),\n", " 'cell': slice(max(0, cell - boxwidth / 2), cell + boxheight / 2)\n", " }\n", "\n", "# load data into a cerbere swa=th object\n", "from cerbere.mapper.safeslfile import SAFESLWSTFile\n", "from cerbere.datamodel.swath import Swath\n", "wstfile = SAFESLWSTFile(fullpathname)\n", "swath = Swath()\n", "swath.load(wstfile)\n", "\n", "# extract the subset\n", "data = swath.get_values('sea_surface_temperature', slices=larger_box)\n", "\n", "# display\n", "from matplotlib import pyplot\n", "bottom = row - max(0, row - boxheight / 2) - 10\n", "top = row - max(0, row - boxheight / 2) + 10\n", "left = cell - max(0, cell - boxheight / 2) - 10\n", "right = cell - max(0, cell - boxheight / 2) + 10\n", "pyplot.plot([bottom, bottom, top, top, bottom], [left, right, right, left, left], color='k')\n", "pyplot.imshow(data, cmap='rainbow')\n", "\n", "pyplot.colorbar()\n", "pyplot.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "felyx", "language": "python", "name": "felyx" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 1 }