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DataTas - Access IMOS AODN data via THREDDS on Python
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{
"cells": [
{
"cell_type": "markdown",
"id": "experienced-experiment",
"metadata": {},
"source": [
"# Access AODN High Frequency Radar Delayed Mode NetCDF files via THREDDS:\n",
"\n",
"All IMOS NetCDF files are accessible via a THREDDS server, a web server that provides metadata and data access for scientific dataset.\n",
"\n",
"In this notebook, we demonstrate how:\n",
" * to access **ACORN High Frequency** data from the [AODN portal](http://portal.aodn.org.au)\n",
" * to download NetCDF files from the [AODN portal](http://portal.aodn.org.au)\n",
" * to use the OpenDAP capabilities of the [THREDDS AODN server](http://thredds.aodn.org.au) \n",
" * to plot the gridded Sea Water Velocity dataset from a NetCDF file\n",
" * to use Quality Control flags and apply them to the dataset\n",
" \n",
"## What is Ocean Radar\n",
"\n",
"Coastal currents play an important role in the distribution of heat, nutrients, larval dispersal, pollution transport and sediment redistribution. Until recently there was very little spatial data of Australian coastal currents, with direct measurements generally from single point moorings or ocean arrays. High-Frequency Ocean Radar systems are used to map surface currents at the mesoscale (generally an area of 150 Km x 150 Km), providing a valuable tool in monitoring coastal currents.\n",
"\n",
"Ocean Radar works by transmitting high-frequency radar signals out to sea from shore-based antennae which are scattered by the rough sea surface. A portion of the radar is backscattered, and Doppler shifted by the motion of the waves or wind and tidal movement. The radar receivers measure the Doppler spectrum and calculate current and wave information within the range of the radar system.\n",
"\n",
"The Ocean Radar facility currently uses two types of High-Frequency ocean radar: the phased array beam-forming technology (WERA), and the direction-finding technology (SeaSonde).\n",
"\n",
"-> [More info](https://imos.org.au/facilities/oceanradar)\n",
"\n",
"## Portal access and Help\n",
"\n",
"Tutorials are available to provide a visual overview for searching, subsetting and downloading data from the AODN Portal.\n",
"More information on https://help.aodn.org.au/\n",
"\n",
"The ACORN delayed mode collection for the Turquoise Coast site can directly be accessible at the following address:\n",
"https://portal.aodn.org.au/search?uuid=055342fc-f970-4be7-a764-8903220d42fb\n",
"\n",
"To have more understanding on how to directly access NetCDF files from the IMOS thredds catalog, please got to\n",
"https://help.aodn.org.au/downloading-data-from-servers/opendap/"
]
},
{
"cell_type": "markdown",
"id": "bored-shirt",
"metadata": {},
"source": [
"## Use Python netCDF4 package with an IMOS ACORN NetCDF file"
]
},
{
"cell_type": "markdown",
"id": "graphic-default",
"metadata": {},
"source": [
"### Install python dependencies"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "transsexual-public",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[33mDEPRECATION: Python 3.5 reached the end of its life on September 13th, 2020. Please upgrade your Python as Python 3.5 is no longer maintained. pip 21.0 will drop support for Python 3.5 in January 2021. pip 21.0 will remove support for this functionality.\u001b[0m\n",
"\u001b[33mDEPRECATION: Python 3.5 reached the end of its life on September 13th, 2020. Please upgrade your Python as Python 3.5 is no longer maintained. pip 21.0 will drop support for Python 3.5 in January 2021. pip 21.0 will remove support for this functionality.\u001b[0m\n",
"\u001b[33mDEPRECATION: Python 3.5 reached the end of its life on September 13th, 2020. Please upgrade your Python as Python 3.5 is no longer maintained. pip 21.0 will drop support for Python 3.5 in January 2021. pip 21.0 will remove support for this functionality.\u001b[0m\n",
"\u001b[33mDEPRECATION: Python 3.5 reached the end of its life on September 13th, 2020. Please upgrade your Python as Python 3.5 is no longer maintained. pip 21.0 will drop support for Python 3.5 in January 2021. pip 21.0 will remove support for this functionality.\u001b[0m\n",
"\u001b[33mDEPRECATION: Python 3.5 reached the end of its life on September 13th, 2020. Please upgrade your Python as Python 3.5 is no longer maintained. pip 21.0 will drop support for Python 3.5 in January 2021. pip 21.0 will remove support for this functionality.\u001b[0m\n"
]
}
],
"source": [
"!pip install --quiet numpy\n",
"!pip install --quiet matplotlib\n",
"!pip install --quiet netCDF4\n",
"!pip install --quiet cmocean\n",
"!pip install --quiet scipy"
]
},
{
"cell_type": "markdown",
"id": "cosmetic-integral",
"metadata": {},
"source": [
"### Python script"
]
},
{
"cell_type": "markdown",
"id": "existing-light",
"metadata": {},
"source": [
"#### Imports"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "simple-harassment",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"\n",
"import cmocean\n",
"import cmocean.cm as cmo\n",
"import matplotlib.cm as cm\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from netCDF4 import Dataset, num2date\n",
"from matplotlib.pyplot import figure, pcolor, colorbar, xlabel, ylabel, title, draw, quiver, show, axes, subplot, setp"
]
},
{
"cell_type": "markdown",
"id": "virtual-projection",
"metadata": {},
"source": [
"#### Locate and use the OPeNDAP URL of a NetCDF file\n",
"NetCDF files can be found directly on the [AODN thredds server](http://thredds.aodn.org.au/), for example http://thredds.aodn.org.au/thredds/catalog/IMOS/ACORN/gridded_1h-avg-current-map_QC/TURQ/2020/01/01/catalog.html\n",
"\n",
"In order to use a NetCDF file within Python, the OPeNDAP url of a NetCDF file has to be used.\n",
"\n",
"To get this url, select a NetCDF file, for example:\n",
" * http://thredds.aodn.org.au/thredds/dodsC/IMOS/ACORN/gridded_1h-avg-current-map_QC/TURQ/2020/01/01/IMOS_ACORN_V_20200101T000000Z_TURQ_FV01_1-hour-avg.nc.html\n",
"\n",
"Then Copy the URL available from the **Data URL** part, i.e.:\n",
" * ```http://thredds.aodn.org.au/thredds/dodsC/IMOS/ACORN/gridded_1h-avg-current-map_QC/TURQ/2020/01/01/IMOS_ACORN_V_20200101T000000Z_TURQ_FV01_1-hour-avg.nc```"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "irish-library",
"metadata": {},
"outputs": [],
"source": [
"## NetCDF Opendap URL\n",
"\n",
"## For this example we \n",
"nc_opendap_url = 'http://thredds.aodn.org.au/thredds/dodsC/IMOS/ACORN/gridded_1h-avg-current-map_QC/TURQ/2020/01/01/IMOS_ACORN_V_20200101T000000Z_TURQ_FV01_1-hour-avg.nc'\n",
"\n",
"## Alternatively, NetCDF files can directly be downloaded via the portal link given above in the introduction"
]
},
{
"cell_type": "markdown",
"id": "threaded-strip",
"metadata": {},
"source": [
"#### Presentation of the NetCDF content"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "bronze-wonder",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'netCDF4._netCDF4.Dataset'>\n",
"root group (NETCDF3_CLASSIC data model, file format DAP2):\n",
" project: Integrated Marine Observing System (IMOS)\n",
" Conventions: CF-1.6,IMOS-1.4\n",
" institution: Australian Coastal Ocean Radar Network (ACORN)\n",
" title: IMOS ACORN Turqoise Coast (TURQ), one hour averaged current QC data, 2020-01-01T00:00:00Z\n",
" instrument: CODAR Ocean Sensors/SeaSonde\n",
" site_code: TURQ, Turqoise Coast\n",
" ssr_Stations: Lancelin (LANC), Green Head (GHED)\n",
" date_created: 2020-04-22T21:21:31Z\n",
" abstract: The ACORN facility is producing NetCDF files containing vector current maps at 1 hour time interval. They are produced from radial currents in the Turquoise Coast (WA), which represent the surface sea water current component along the radial direction from a receiver antenna. Radials are calculated from the shift of the Bragg peaks in a power spectrum. They are mapped onto specific angles through a Direction-Finding algorithm and are converted into current vector components using an unweighted least-squares fit. Radials and vector maps are computed using the standard software provided by the ocean radar manifacturer, CODAR Ocean Sensors (COS). Radials are extracted from the Doppler spectra using the calibrated antenna pattern. Thresholds for radial SNR and velocities are set to 6dB, and 150 cm s-1. Vectors are produced at each grid point using an unweighted least-squares fit. Radial velocities from the two sites falling within a search radius R=20 km around each grid point are used in the computation. At least two radials per site are required in computation of the velocity components. QC procedures apply first to intersection angle (GDOP>=30 & GDOP<=150); the U, V current components are then further inspected using 4 different statistical methods: absolute deviation from the median (MAD); statistics of the velocity distributions; statistics of the distributions of the 1st derivative; statistics of the distributions of the high-frequency components. Data are flagged based on the results of the statistical tests: 4, if three or more tests fail; 3, if two tests fail; 2, if one test fails; 1, no test fails. The final product is produced on a regular geographic grid. More information on the data processing is available through the document: Quality Control procedures for ACORN radars Manual Version 2.0 Integrated Marine Observing System. DOI: 10.26198/5c89b59a931cb (http://dx.doi.org/10.26198/5c89b59a931cb).\n",
" source: Terrestrial HF radar\n",
" keywords: Oceans\n",
" standard_name_vocabulary: NetCDF Climate and Forecast (CF) Metadata Convention Standard Name Table 27\n",
" netcdf_version: 4.1.3\n",
" naming_authority: IMOS\n",
" file_version: Level 1 - Quality Controlled data\n",
" file_version_quality_control: Data in this file has been through the quality control procedure as described in the document: Quality Control procedures for ACORN radars Manual Version 2.0 Integrated Marine Observing System. DOI: 10.26198/5c89b59a931cb (http://dx.doi.org/10.26198/5c89b59a931cb). Every data point in this file has an associated quality flag.\n",
" geospatial_lat_min: -32.5151159\n",
" geospatial_lat_max: -29.3070009\n",
" geospatial_lat_units: degrees_north\n",
" geospatial_lon_min: 112.1237434\n",
" geospatial_lon_max: 115.8266081\n",
" geospatial_lon_units: degrees_east\n",
" geospatial_vertical_min: 0.0\n",
" geospatial_vertical_max: 0.0\n",
" geospatial_vertical_units: m\n",
" time_coverage_start: 2020-01-01T00:00:00Z\n",
" time_coverage_end: 2020-01-01T00:00:00Z\n",
" local_time_zone: 8.0\n",
" data_centre_email: info@aodn.org.au\n",
" data_centre: Australian Ocean Data Network (AODN)\n",
" author: Cosoli, Simone\n",
" author_email: simone.cosoli@uwa.edu.au\n",
" institution_references: http://www.imos.org.au/acorn.html\n",
" principal_investigator: Cosoli, Simone\n",
" citation: The citation in a list of references is: IMOS, [year-of-data-download], [Title], [data-access-URL], accessed [date-of-access]\n",
" acknowledgement: Any users (including re-packagers) of IMOS data are required to clearly acknowledge the source of the material in this format: \"Data was sourced from the Integrated Marine Observing System (IMOS) - IMOS is supported by the Australian Government through the National Collaborative Research Infrastructure Strategy and the Super Science Initiative.\"\n",
" distribution_statement: Data may be re-used, provided that related metadata explaining the data has been reviewed by the user, and the data is appropriately acknowledged. Data, products and services from IMOS are provided \"as is\" without any warranty as to fitness for a particular purpose.\n",
" license: http://creativecommons.org/licenses/by/4.0/\n",
" comment: This NetCDF file has been created using the IMOS NetCDF Conventions v1.4.\n",
" disclaimer: Data, products and services from IMOS are provided \"as is\" without any warranty as to fitness for a particular purpose.\n",
" DODS_EXTRA.Unlimited_Dimension: TIME\n",
" dimensions(sizes): TIME(1), I(60), J(59)\n",
" variables(dimensions): float64 TIME(TIME), int32 I(I), int32 J(J), float64 LATITUDE(I,J), float64 LONGITUDE(I,J), float32 GDOP(I,J), float32 UCUR(TIME,I,J), float32 VCUR(TIME,I,J), float32 UCUR_sd(TIME,I,J), float32 VCUR_sd(TIME,I,J), int8 NOBS1(TIME,I,J), int8 NOBS2(TIME,I,J), int8 UCUR_quality_control(TIME,I,J), int8 VCUR_quality_control(TIME,I,J)\n",
" groups: \n"
]
}
],
"source": [
"with Dataset(nc_opendap_url) as nc_obj:\n",
" print(nc_obj)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "greatest-bahrain",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"OrderedDict([('TIME', <class 'netCDF4._netCDF4.Variable'>\n",
"float64 TIME(TIME)\n",
" standard_name: time\n",
" long_name: time\n",
" units: days since 1950-01-01 00:00:00 UTC\n",
" axis: T\n",
" valid_min: 0.0\n",
" valid_max: 999999.0\n",
" calendar: gregorian\n",
" comment: Given time lays at the middle of the averaging time period.\n",
" local_time_zone: 8.0\n",
" _ChunkSizes: 1\n",
"unlimited dimensions: TIME\n",
"current shape = (1,)\n",
"filling off), ('I', <class 'netCDF4._netCDF4.Variable'>\n",
"int32 I(I)\n",
" long_name: row index (top most value is 1)\n",
" units: 1\n",
" _ChunkSizes: 60\n",
"unlimited dimensions: \n",
"current shape = (60,)\n",
"filling off), ('J', <class 'netCDF4._netCDF4.Variable'>\n",
"int32 J(J)\n",
" long_name: column index (left most value is 1)\n",
" units: 1\n",
" _ChunkSizes: 59\n",
"unlimited dimensions: \n",
"current shape = (59,)\n",
"filling off), ('LATITUDE', <class 'netCDF4._netCDF4.Variable'>\n",
"float64 LATITUDE(I, J)\n",
" standard_name: latitude\n",
" long_name: latitude\n",
" units: degrees_north\n",
" axis: Y\n",
" valid_min: -90.0\n",
" valid_max: 90.0\n",
" reference_datum: geographical coordinates, WGS84 datum\n",
" _ChunkSizes: [60 59]\n",
"unlimited dimensions: \n",
"current shape = (60, 59)\n",
"filling off), ('LONGITUDE', <class 'netCDF4._netCDF4.Variable'>\n",
"float64 LONGITUDE(I, J)\n",
" standard_name: longitude\n",
" long_name: longitude\n",
" units: degrees_east\n",
" axis: X\n",
" valid_min: -180.0\n",
" valid_max: 180.0\n",
" reference_datum: geographical coordinates, WGS84 datum\n",
" _ChunkSizes: [60 59]\n",
"unlimited dimensions: \n",
"current shape = (60, 59)\n",
"filling off), ('GDOP', <class 'netCDF4._netCDF4.Variable'>\n",
"float32 GDOP(I, J)\n",
" _FillValue: 999999.0\n",
" long_name: radar beam intersection angle\n",
" units: Degrees\n",
" valid_min: 0.0\n",
" valid_max: 180.0\n",
" coordinates: LATITUDE LONGITUDE\n",
" comment: This angle is used to assess the impact of Geometric Dilution of Precision. If angle >= 150 or <= 30, then QC flag will not be lower than 4 (see abstract).\n",
" _ChunkSizes: [60 59]\n",
"unlimited dimensions: \n",
"current shape = (60, 59)\n",
"filling off), ('UCUR', <class 'netCDF4._netCDF4.Variable'>\n",
"float32 UCUR(TIME, I, J)\n",
" _FillValue: 999999.0\n",
" standard_name: eastward_sea_water_velocity\n",
" long_name: Mean of sea water velocity U component values in 1 hour, after rejection of obvious bad data (see abstract).\n",
" units: m s-1\n",
" valid_min: -10.0\n",
" valid_max: 10.0\n",
" cell_methods: TIME: mean\n",
" ancillary_variables: UCUR_quality_control\n",
" coordinates: TIME LATITUDE LONGITUDE\n",
" _ChunkSizes: [ 1 60 59]\n",
"unlimited dimensions: TIME\n",
"current shape = (1, 60, 59)\n",
"filling off), ('VCUR', <class 'netCDF4._netCDF4.Variable'>\n",
"float32 VCUR(TIME, I, J)\n",
" _FillValue: 999999.0\n",
" standard_name: northward_sea_water_velocity\n",
" long_name: Mean of sea water velocity V component values in 1 hour, after rejection of obvious bad data (see abstract).\n",
" units: m s-1\n",
" valid_min: -10.0\n",
" valid_max: 10.0\n",
" cell_methods: TIME: mean\n",
" ancillary_variables: VCUR_quality_control\n",
" coordinates: TIME LATITUDE LONGITUDE\n",
" _ChunkSizes: [ 1 60 59]\n",
"unlimited dimensions: TIME\n",
"current shape = (1, 60, 59)\n",
"filling off), ('UCUR_sd', <class 'netCDF4._netCDF4.Variable'>\n",
"float32 UCUR_sd(TIME, I, J)\n",
" _FillValue: 999999.0\n",
" long_name: Standard deviation of sea water velocity U component values in 1 hour, after rejection of obvious bad data (see abstract).\n",
" units: m s-1\n",
" valid_min: -10.0\n",
" valid_max: 10.0\n",
" cell_methods: TIME: standard_deviation\n",
" ancillary_variables: UCUR_quality_control\n",
" coordinates: TIME LATITUDE LONGITUDE\n",
" comment: This value represents the standard deviation of the radial velocities that contributed to the calculation of the vector components.\n",
" _ChunkSizes: [ 1 60 59]\n",
"unlimited dimensions: TIME\n",
"current shape = (1, 60, 59)\n",
"filling off), ('VCUR_sd', <class 'netCDF4._netCDF4.Variable'>\n",
"float32 VCUR_sd(TIME, I, J)\n",
" _FillValue: 999999.0\n",
" long_name: Standard deviation of sea water velocity V component values in 1 hour, after rejection of obvious bad data (see abstract).\n",
" units: m s-1\n",
" valid_min: -10.0\n",
" valid_max: 10.0\n",
" cell_methods: TIME: standard_deviation\n",
" ancillary_variables: VCUR_quality_control\n",
" coordinates: TIME LATITUDE LONGITUDE\n",
" comment: This value represents the standard deviation of the radial velocities that contributed to the calculation of the vector components.\n",
" _ChunkSizes: [ 1 60 59]\n",
"unlimited dimensions: TIME\n",
"current shape = (1, 60, 59)\n",
"filling off), ('NOBS1', <class 'netCDF4._netCDF4.Variable'>\n",
"int8 NOBS1(TIME, I, J)\n",
" _Unsigned: false\n",
" long_name: Number of observations of sea water velocity in 1 hour from station 1, after rejection of obvious bad data (see abstract).\n",
" units: 1\n",
" coordinates: TIME LATITUDE LONGITUDE\n",
" comment: This value can be used as additional QC metrics: accuracy in vector components is expected to be higher when NOBS1 is similar to NOBS2.\n",
" _FillValue: -99\n",
" _ChunkSizes: [ 1 60 59]\n",
"unlimited dimensions: TIME\n",
"current shape = (1, 60, 59)\n",
"filling off), ('NOBS2', <class 'netCDF4._netCDF4.Variable'>\n",
"int8 NOBS2(TIME, I, J)\n",
" _Unsigned: false\n",
" long_name: Number of observations of sea water velocity in 1 hour from station 2, after rejection of obvious bad data (see abstract).\n",
" units: 1\n",
" coordinates: TIME LATITUDE LONGITUDE\n",
" comment: This value can be used as additional QC metrics: accuracy in vector components is expected to be higher when NOBS2 is similar to NOBS1.\n",
" _FillValue: -99\n",
" _ChunkSizes: [ 1 60 59]\n",
"unlimited dimensions: TIME\n",
"current shape = (1, 60, 59)\n",
"filling off), ('UCUR_quality_control', <class 'netCDF4._netCDF4.Variable'>\n",
"int8 UCUR_quality_control(TIME, I, J)\n",
" _Unsigned: false\n",
" _FillValue: -99\n",
" standard_name: eastward_sea_water_velocity status_flag\n",
" long_name: quality flag for eastward_sea_water_velocity\n",
" coordinates: TIME LATITUDE LONGITUDE\n",
" quality_control_conventions: IMOS standard flags\n",
" quality_control_set: 1.0\n",
" valid_min: 0\n",
" valid_max: 9\n",
" flag_values: [0 1 2 3 4 5 6 7 8 9]\n",
" flag_meanings: no_qc_performed good_data probably_good_data bad_data_that_are_potentially_correctable bad_data value_changed not_used not_used interpolated_values missing_values\n",
" comment: This value is set on the basis of offline quality controls applied in the time domain (see abstract).\n",
" _ChunkSizes: [ 1 60 59]\n",
"unlimited dimensions: TIME\n",
"current shape = (1, 60, 59)\n",
"filling off), ('VCUR_quality_control', <class 'netCDF4._netCDF4.Variable'>\n",
"int8 VCUR_quality_control(TIME, I, J)\n",
" _Unsigned: false\n",
" _FillValue: -99\n",
" standard_name: northward_sea_water_velocity status_flag\n",
" long_name: quality flag for northward_sea_water_velocity\n",
" coordinates: TIME LATITUDE LONGITUDE\n",
" quality_control_conventions: IMOS standard flags\n",
" quality_control_set: 1.0\n",
" valid_min: 0\n",
" valid_max: 9\n",
" flag_values: [0 1 2 3 4 5 6 7 8 9]\n",
" flag_meanings: no_qc_performed good_data probably_good_data bad_data_that_are_potentially_correctable bad_data value_changed not_used not_used interpolated_values missing_values\n",
" comment: This value is set on the basis of offline quality controls applied in the time domain (see abstract).\n",
" _ChunkSizes: [ 1 60 59]\n",
"unlimited dimensions: TIME\n",
"current shape = (1, 60, 59)\n",
"filling off)])\n"
]
}
],
"source": [
"with Dataset(nc_opendap_url) as nc_obj:\n",
" print(nc_obj.variables)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "silver-jacket",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'netCDF4._netCDF4.Variable'>\n",
"float64 TIME(TIME)\n",
" standard_name: time\n",
" long_name: time\n",
" units: days since 1950-01-01 00:00:00 UTC\n",
" axis: T\n",
" valid_min: 0.0\n",
" valid_max: 999999.0\n",
" calendar: gregorian\n",
" comment: Given time lays at the middle of the averaging time period.\n",
" local_time_zone: 8.0\n",
" _ChunkSizes: 1\n",
"unlimited dimensions: TIME\n",
"current shape = (1,)\n",
"filling off\n",
"\n",
"First time value as an example: 01/01/2020\n"
]
}
],
"source": [
"## Time values are converted into numbers inside a NetCDF file to use less space. Their values need to be converted to be humanly understood\n",
"## Below is an example on how this is done\n",
"with Dataset(nc_opendap_url) as nc_obj:\n",
" time = nc_obj.variables['TIME']\n",
" print(time)\n",
"\n",
" print('\\nFirst time value as an example: {timeval}'.format(timeval=num2date(time[0], time.units, time.calendar).strftime('%d/%m/%Y')))"
]
},
{
"cell_type": "markdown",
"id": "incomplete-cinema",
"metadata": {},
"source": [
"#### Plot the Sea Water Velocity data"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "understood-functionality",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1040x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## plot the velocity and direction\n",
"with Dataset(nc_opendap_url) as nc_obj:\n",
" time_index = 0 \n",
" time = nc_obj['TIME']\n",
" lat = nc_obj['LATITUDE']\n",
" lon = nc_obj['LONGITUDE']\n",
" \n",
" # sea water U and V components\n",
" u_cur = nc_obj['UCUR'][time_index,:,:]\n",
" v_cur = nc_obj['VCUR'][time_index,:,:]\n",
" speed = np.sqrt(u_cur**2 + v_cur**2) # converting u_cur and v_cur into sea water velocity\n",
" \n",
" figure1 = figure(figsize=(13, 10), dpi=80, facecolor='w', edgecolor='k')\n",
" \n",
" # plot sea water velocity\n",
" lightcmap = cmocean.tools.lighten(cmo.speed, 0.5) # see https://matplotlib.org/cmocean/\n",
" pcolor(lon[:],lat[:], speed, cmap=lightcmap) #, shading='auto')\n",
" cbar = colorbar()\n",
" cbar.ax.set_ylabel('Sea water velocity in {units}'.format(\n",
" units=nc_obj['UCUR'].units))\n",
"\n",
" title('{nc_title} \\n {time_value}'.format(nc_title=nc_obj.title,\n",
" time_value=num2date(time[time_index], time.units, time.calendar).strftime('%d/%m/%Y')\n",
" ))\n",
" xlabel('{long_name} in {units}'.format(long_name=lon.long_name,\n",
" units=lon.units))\n",
" xlabel('{long_name} in {units}'.format(long_name=lat.long_name,\n",
" units=lat.units))\n",
" \n",
" # plot velocity field\n",
" Q = quiver( lon[:], lat[:], u_cur, v_cur, units='width')\n",
" show() "
]
},
{
"cell_type": "markdown",
"id": "homeless-scope",
"metadata": {},
"source": [
"#### Plot the Sea Water Velocity data and add coastal contours"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "speaking-taylor",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[33mDEPRECATION: Python 3.5 reached the end of its life on September 13th, 2020. Please upgrade your Python as Python 3.5 is no longer maintained. pip 21.0 will drop support for Python 3.5 in January 2021. pip 21.0 will remove support for this functionality.\u001b[0m\n",
"E: Could not open lock file /var/lib/dpkg/lock-frontend - open (13: Permission denied)\n",
"E: Unable to acquire the dpkg frontend lock (/var/lib/dpkg/lock-frontend), are you root?\n",
"\u001b[33mDEPRECATION: Python 3.5 reached the end of its life on September 13th, 2020. Please upgrade your Python as Python 3.5 is no longer maintained. pip 21.0 will drop support for Python 3.5 in January 2021. pip 21.0 will remove support for this functionality.\u001b[0m\n",
"\u001b[33mDEPRECATION: Python 3.5 reached the end of its life on September 13th, 2020. Please upgrade your Python as Python 3.5 is no longer maintained. pip 21.0 will drop support for Python 3.5 in January 2021. pip 21.0 will remove support for this functionality.\u001b[0m\n"
]
}
],
"source": [
"!pip install --quiet cartopy\n",
"\n",
"# For Google Colab users, there is a cartopy library issue. Running the following should fix it\n",
"!apt-get -V -y -qq install python-cartopy python3-cartopy\n",
"!pip uninstall --quiet shapely -y\n",
"!pip install --quiet shapely --no-binary shapely"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "rapid-summit",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1040x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import cartopy.crs as ccrs\n",
"\n",
"with Dataset(nc_opendap_url) as nc_obj:\n",
" time_index = 0\n",
" time = nc_obj['TIME']\n",
" lat = nc_obj['LATITUDE']\n",
" lon = nc_obj['LONGITUDE']\n",
" \n",
" # sea water U and V components\n",
" u_cur = nc_obj['UCUR'][time_index,:,:]\n",
" v_cur = nc_obj['VCUR'][time_index,:,:]\n",
" speed = np.sqrt(u_cur**2 + v_cur**2) # converting u_cur and v_cur into sea water velocity\n",
" \n",
" figure1 = figure(figsize=(13, 10), dpi=80, facecolor='w', edgecolor='k')\n",
" \n",
" ## set coastlines\n",
" ax = figure1.add_subplot(1, 1, 1, projection=ccrs.PlateCarree())\n",
" ax.coastlines('10m', alpha=0.1)\n",
" \n",
" # set extents\n",
" delta_degrees = 1 # a delta value in degree to increase the extent of the map\n",
" extent = [ np.min(lon[:]) - delta_degrees , np.max(lon[:]) + delta_degrees, np.min(lat[:]) - delta_degrees, np.max(lat[:]) + delta_degrees]\n",
" ax.set_extent(extent, ccrs.PlateCarree())\n",
" \n",
" # plot sea water velocity\n",
" lightcmap = cmocean.tools.lighten(cmo.speed, 0.5) # see https://matplotlib.org/cmocean/\n",
" img = ax.pcolor(lon[:],lat[:], speed, cmap=lightcmap, transform=ccrs.PlateCarree())\n",
" \n",
" cbar = figure1.colorbar(img)\n",
" cbar.ax.set_ylabel('Sea water velocity in {units}'.format(\n",
" units=nc_obj.variables['UCUR'].units))\n",
"\n",
" title('{nc_title} \\n {time_value}'.format(nc_title=nc_obj.title,\n",
" time_value=num2date(time[time_index], time.units, time.calendar).strftime('%d/%m/%Y')\n",
" ))\n",
" xlabel('{long_name} in {units}'.format(long_name=lon.long_name,\n",
" units=lon.units))\n",
" xlabel('{long_name} in {units}'.format(long_name=lat.long_name,\n",
" units=lat.units))\n",
" \n",
" # plot velocity field\n",
" Q = quiver( lon[:], lat[:], u_cur, v_cur, units='width', transform=ccrs.PlateCarree())\n",
" show()"
]
},
{
"cell_type": "markdown",
"id": "banner-barcelona",
"metadata": {},
"source": [
"## Using the NetCDF Quality Control Flags and understanding their impact \n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "necessary-martin",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead>\n",
"<tr><th style=\"text-align: right;\"> flag_values</th><th>flag_meanings </th></tr>\n",
"</thead>\n",
"<tbody>\n",
"<tr><td style=\"text-align: right;\"> 0</td><td>no_qc_performed </td></tr>\n",
"<tr><td style=\"text-align: right;\"> 1</td><td>good_data </td></tr>\n",
"<tr><td style=\"text-align: right;\"> 2</td><td>probably_good_data </td></tr>\n",
"<tr><td style=\"text-align: right;\"> 3</td><td>bad_data_that_are_potentially_correctable</td></tr>\n",
"<tr><td style=\"text-align: right;\"> 4</td><td>bad_data </td></tr>\n",
"<tr><td style=\"text-align: right;\"> 5</td><td>value_changed </td></tr>\n",
"<tr><td style=\"text-align: right;\"> 6</td><td>not_used </td></tr>\n",
"<tr><td style=\"text-align: right;\"> 7</td><td>not_used </td></tr>\n",
"<tr><td style=\"text-align: right;\"> 8</td><td>interpolated_values </td></tr>\n",
"<tr><td style=\"text-align: right;\"> 9</td><td>missing_values </td></tr>\n",
"</tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from IPython.display import HTML, display\n",
"import tabulate\n",
"\n",
"with Dataset(nc_opendap_url) as nc_obj:\n",
" u_cur_qc_flags = nc_obj['UCUR_quality_control']\n",
" \n",
" table = np.transpose([u_cur_qc_flags.flag_values, u_cur_qc_flags.flag_meanings.split(' ')])\n",
" display(HTML(tabulate.tabulate(table, headers=['flag_values', 'flag_meanings'], tablefmt='html') ))"
]
},
{
"cell_type": "markdown",
"id": "searching-nursing",
"metadata": {},
"source": [
"In the next part, only the ```['good_data']``` and ```'bad_data']``` will be plotted next to each others to see the differences"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "missing-novelty",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1600x800 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## plot the velocity and direction\n",
"\n",
"# creation of quick function to fitler data\n",
"def data_filtered(nc_opendap_url, qc_flag_val_to_keep):\n",
" with Dataset(nc_opendap_url) as nc_obj:\n",
" time_index = 0 \n",
"\n",
" u_cur_qc_flags_idx = nc_obj['UCUR_quality_control'][:] == qc_flag_val_to_keep # filtering qc_flag variable equal to qc_flag_val_to_keep\n",
" v_cur_qc_flags_idx = nc_obj['VCUR_quality_control'][:] == qc_flag_val_to_keep\n",
"\n",
" u_cur = nc_obj['UCUR'][:]\n",
" u_cur[~u_cur_qc_flags_idx] = nc_obj['UCUR']._FillValue # applying FillValue to values not matching the data we want to keep\n",
" u_cur = np.ma.masked_values(u_cur, nc_obj['UCUR']._FillValue) # convert FillValues to Masked values\n",
" u_cur = u_cur[time_index,:,:] # reshape u_cur to be of dimension [dim(lat), dim(lon)] rather than [1, dim(lat), dim(lon)]\n",
"\n",
" v_cur = nc_obj['VCUR'][:]\n",
" v_cur[~v_cur_qc_flags_idx] = nc_obj['VCUR']._FillValue\n",
" v_cur = np.ma.masked_values(v_cur, nc_obj['VCUR']._FillValue)\n",
" v_cur = v_cur[time_index,:,:]\n",
"\n",
" speed = np.sqrt(u_cur**2 + v_cur**2) # converting u_cur and v_cur into sea water velocity\n",
" \n",
" return u_cur, v_cur, speed\n",
" \n",
"\n",
"# good data\n",
"good_qc_flag_val = 1\n",
"u_curr_good, v_curr_good, speed_good = data_filtered(nc_opendap_url, good_qc_flag_val)\n",
"\n",
"# bad data\n",
"bad_qc_flag_val = 4\n",
"u_curr_bad, v_curr_bad, speed_bad = data_filtered(nc_opendap_url, bad_qc_flag_val)\n",
"\n",
"# initiate the figure and subplots\n",
"figure1 = figure(figsize=(20, 10), dpi=80, facecolor='w', edgecolor='k')\n",
"axes = figure1.subplots(1, 2) \n",
"ax1 = axes[0]\n",
"ax2 = axes[1]\n",
"\n",
"with Dataset(nc_opendap_url) as nc_obj:\n",
" time_index = 0 \n",
"\n",
" time = nc_obj['TIME']\n",
" lat = nc_obj['LATITUDE']\n",
" lon = nc_obj['LONGITUDE']\n",
"\n",
" # plot good sea water velocity\n",
" lightcmap = cmocean.tools.lighten(cmo.speed, 0.5) # see https://matplotlib.org/cmocean/\n",
" curr_good = ax1.pcolor(lon[:],lat[:], speed_good, cmap=lightcmap)\n",
"\n",
" # plot good velocity field\n",
" Q = ax1.quiver( lon[:], lat[:], u_curr_good, v_curr_good, units='width')\n",
" ax1.set_title('Display data for qc_flag = {qc_flag_meaning}'.format(\n",
" qc_flag_meaning=nc_obj['UCUR_quality_control'].flag_meanings.split(' ')[good_qc_flag_val]), fontweight=\"bold\")\n",
"\n",
" # plot bad sea water velocity\n",
" ax2.pcolor(lon[:],lat[:], speed_bad, cmap=lightcmap)\n",
" \n",
" # plot bad velocity field\n",
" Q = ax2.quiver( lon[:], lat[:], u_curr_bad, v_curr_bad, units='width')\n",
" ax2.set_title('Display data for qc_flag = {qc_flag_meaning}'.format(\n",
" qc_flag_meaning=nc_obj['UCUR_quality_control'].flag_meanings.split(' ')[bad_qc_flag_val]), fontweight=\"bold\")\n",
"\n",
" # add labels, colorbar ....\n",
" figure1.text(0.5, 0.04,'{long_name} in {units}'.format(long_name=lon.long_name,\n",
" units=lon.units), ha='center')\n",
" figure1.text(0.04, 0.5,'{long_name} in {units}'.format(long_name=lat.long_name,\n",
" units=lat.units), ha='center', rotation='vertical')\n",
"\n",
" figure1.subplots_adjust(right=0.8)\n",
" cbar = figure1.colorbar(curr_good)\n",
" cbar.ax.set_ylabel('Sea water velocity in {units}'.format(\n",
" units=nc_obj['UCUR'].units))\n",
" show()"
]
},
{
"cell_type": "markdown",
"id": "close-harbor",
"metadata": {},
"source": [
"## Exercice:\n",
"Plot the ```sea surface swell wave significant height``` from this NetCDF file:\n",
" * http://thredds.aodn.org.au/thredds/dodsC/Department_of_Transport-Western_Australia/Waverider_Buoys/DELAYED/Coral_Bay/COR48/DOT-WA_W_20041231T160000Z_COR48_WAVERIDER_FV01_END-20050330T000000Z.nc.html\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "incident-recipient",
"metadata": {},
"outputs": [],
"source": [
"# TODO:\n",
"nc_opendap_url = 'http://thredds.aodn.org.au/thredds/dodsC/ADD_CORRECT_PATH'\n",
"\n",
"with Dataset(nc_opendap_url) as nc_obj:\n",
" print(nc_obj)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "monetary-limit",
"metadata": {},
"outputs": [],
"source": [
"variable_name = 'RENAME_WITH_PROPER_VALUE'"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "native-array",
"metadata": {},
"outputs": [],
"source": [
"from matplotlib.dates import MONTHLY, DateFormatter, rrulewrapper, RRuleLocator\n",
"\n",
"with Dataset(nc_opendap_url) as nc_obj:\n",
" var_to_plot = nc_obj[variable_name] # TODO: fill up variable name\n",
" time = nc_obj['TIME']\n",
" timeData = num2date(time[:], time.units, time.calendar) # one value per profile\n",
"\n",
" ax = subplot(111)\n",
" plt.plot(time, var_to_plot)\n",
"\n",
" rule = rrulewrapper(MONTHLY, bymonthday=1, interval=1)\n",
" formatter = DateFormatter('%d/%m/%y')\n",
" loc = RRuleLocator(rule)\n",
"\n",
" ax.xaxis.set_major_locator(loc)\n",
" ax.xaxis.set_major_formatter(formatter)\n",
" labels = ax.get_xticklabels()\n",
" setp(labels, rotation=30, fontsize=10)\n",
" \n",
" xlabel(time.long_name + ' in ' + 'dd/mm/yy' )\n",
" ylabel(var_to_plot.long_name + ' in ' + var_to_plot.units)\n",
" print(max(timeData))"
]
},
{
"cell_type": "markdown",
"id": "dutch-asian",
"metadata": {},
"source": [
"What are the latitude and longitude values?"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "happy-jewel",
"metadata": {},
"outputs": [],
"source": [
"# Alternatively, this can be achieved with Xarray. but more about it in the next notebook\n",
"import xarray as xr\n",
"with xr.open_dataset(nc_opendap_url) as nc_obj:\n",
" nc_obj[variable_name].plot()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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