{
"cells": [
{
"cell_type": "markdown",
"id": "288e0a16-6cbc-4b2d-ab30-443d003ea128",
"metadata": {},
"source": [
"# **Example usage**\n",
"\n",
"Here we will demonstrate how to use `pyadps` in a Jupyter Notebook."
]
},
{
"cell_type": "code",
"execution_count": 452,
"id": "794649f1-b096-4663-868b-3547ababd4b4",
"metadata": {},
"outputs": [],
"source": [
"# Load important Python libraries.\n",
"import numpy as np\n",
"import pyadps\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"plt.rcParams['figure.figsize'] = [14, 4]"
]
},
{
"cell_type": "markdown",
"id": "8e47bb06-2135-46ce-a18f-5589bf2895cc",
"metadata": {},
"source": [
"## 1. **Read and access data**\n",
"The `ReadFile` module reads raw ADCP binary files without modifying the data. Units and scale factors remain as provided by RDI. Refer to RDI Manual for more details.\n"
]
},
{
"cell_type": "code",
"execution_count": 453,
"id": "bb167834-0504-4105-8597-89218661ad4b",
"metadata": {},
"outputs": [],
"source": [
"# Read the file\n",
"ds = pyadps.ReadFile('demo.000')"
]
},
{
"cell_type": "code",
"execution_count": 454,
"id": "c3c2cbb8-12b5-4889-be2b-42732fee62cc",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ -61, -52, -54, -104, -145, -157, -153, -93, -103, -122],\n",
" dtype=int16)"
]
},
"execution_count": 454,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Listing data from velocity[beams, cells, ensembles]\n",
"ds.velocity.data[0, 0, 300:310]"
]
},
{
"cell_type": "code",
"execution_count": 455,
"id": "a37943b8-cb10-4a32-8d37-558d644f3988",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Velocity units: mm/s\n",
"Missing values: -32768\n"
]
}
],
"source": [
"# Listing other attributes of velocity\n",
"print('Velocity units: ', ds.velocity.unit)\n",
"print('Missing values: ', ds.velocity.missing_value)"
]
},
{
"cell_type": "markdown",
"id": "168f044f-3ed8-45d1-98b0-2405e19a92e8",
"metadata": {},
"source": [
"#### **Depth and time axis** \n",
"An additional depth and time axes are made available to aid in plotting. The time axis is stored as Numpy `datetime64` data type. The depth axis is computed based on the mean depth of the transducer and is stored in *meters*. The actual depth of the transducer is stored in *dm* by RDI (`ds.depth_of_transducer.unit`).\n",
"\n",
"**WARNING! ** If the mooring has large oscillations, the depth cells may require corrections. Use the `regrid` function to correct the depth axis."
]
},
{
"cell_type": "code",
"execution_count": 456,
"id": "e7b70083-6b48-4524-8057-70df8cf2a469",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 2017-10-11 22:00:00\n",
"1 2017-10-11 23:00:00\n",
"2 2017-10-12 00:00:00\n",
"3 2017-10-12 01:00:00\n",
"4 2017-10-12 02:00:00\n",
"dtype: datetime64[ns]\n"
]
}
],
"source": [
"print(ds.time[0:5])\n"
]
},
{
"cell_type": "code",
"execution_count": 457,
"id": "d3dd0403-801f-431e-9e7a-4a693023f14e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[416.04 400.04 384.04 368.04 352.04]\n"
]
}
],
"source": [
"print(ds.depth[0:5])"
]
},
{
"cell_type": "markdown",
"id": "7a52963a-6635-4a45-9f7c-ad5b56520b57",
"metadata": {},
"source": [
"#### **Plotting the data using Matplotlib**\n",
"Plots are displayed here using the `Matplotlib` Python package. Default plotting functionality is planned for inclusion in a future release."
]
},
{
"cell_type": "code",
"execution_count": 458,
"id": "67855e52-eeab-4835-8800-c0d969299b0e",
"metadata": {},
"outputs": [],
"source": [
"X, Y = np.meshgrid(ds.time, ds.depth)\n",
"# Build a plot function\n",
"def fillplot(data, beam=0):\n",
" X, Y = np.meshgrid(ds.time, ds.depth)\n",
" levels = np.arange(-150, 150, 20)\n",
" cs = plt.contourf(X, Y, data[beam, :, :]/10, \n",
" cmap =\"coolwarm\", levels=levels, extend=\"both\") \n",
" ax = cs.axes\n",
" ax.invert_yaxis()\n",
" plt.title(\"Zonal Velocity\")\n",
" plt.colorbar(cs)\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"id": "08922468-2784-465b-8928-0fc619969e72",
"metadata": {},
"source": [
"**Note:** The default missing velocity value in the RDI file is -32768. It should be replaced with `np.nan` to prevent it from being displayed in the plot."
]
},
{
"cell_type": "code",
"execution_count": 459,
"id": "d8cf403a-0fba-48a9-8018-b4e381865bba",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Display Velocity data from Beam 1 (Zonal Velocity in Earth Co-ordinates)\n",
"# Convert the missing value to N\n",
"velocity = ds.velocity.data\n",
"missing = int(ds.velocity.missing_value)\n",
"velocity = np.where(velocity == missing, np.nan, velocity)\n",
"\n",
"fillplot(velocity)"
]
},
{
"cell_type": "markdown",
"id": "5844ae37-1b17-4a25-8d4b-d52d1cd4ae49",
"metadata": {},
"source": [
"#### **List other data sets**\n",
"\n",
"All ensemble-dependent data (or time-dependent data) can be accessed directly and are also available in either fixedleader or variableleader. Data such as Velocity, Echo Intensity, Correlation, and Percent Good are 3D arrays, varying as functions of beams, cells, and ensembles. "
]
},
{
"cell_type": "code",
"execution_count": 460,
"id": "b3e51b75-368c-41e1-9d5c-f3cda95b3b58",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['fileheader',\n",
" 'fixedleader',\n",
" 'variableleader',\n",
" 'velocity',\n",
" 'correlation',\n",
" 'echo',\n",
" 'percentgood',\n",
" 'time',\n",
" 'depth',\n",
" 'filename']"
]
},
"execution_count": 460,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# List of available data types, attributes and methods\n",
"list(vars(ds).keys())[0:10]"
]
},
{
"cell_type": "code",
"execution_count": 461,
"id": "648d002f-087d-4c8c-884e-4cf0a14823b8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Contains the temperature of the water at the transducer head (ET command). This value may be a manual setting or a reading from a temperature sensor.\n"
]
}
],
"source": [
"# An example to access variable leader data\n",
"\n",
"temp = ds.temperature\n",
"\n",
"# This also works!\n",
"# temp = ds.variableleader.temperature \n",
"\n",
"print(temp.description)\n"
]
},
{
"cell_type": "code",
"execution_count": 462,
"id": "b6471020-a191-4cda-bf00-213ed28ba0ac",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plotting data\n",
"# Temperature data are stored in a binary file without decimals or scaled by 100.\n",
"# Example: Instead of saving 25.34°C, the value 2534 is stored. Multiply by scale factor to get actual values in degrees\n",
"plt.figure(figsize = (18,6))\n",
"plt.plot(ds.time[100:400], temp.data[100:400]*temp.scale)\n",
"plt.title(\"Temperature\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 463,
"id": "f71d342d-84db-4938-86fd-f12b28696596",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dict_keys(['index', 'unit', 'scale', 'byte', 'type', 'command', 'valid_min', 'valid_max', 'long_name', 'description', 'data'])"
]
},
"execution_count": 463,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Display available attributes for temperature\n",
"vars(temp).keys()"
]
},
{
"cell_type": "markdown",
"id": "c5cad893-de06-4273-b082-7d3ad089e721",
"metadata": {},
"source": [
"#### Checking Available Sensors"
]
},
{
"cell_type": "code",
"execution_count": 464,
"id": "80ec5b5c-ebbf-4037-99bf-0a8bfa8d8efa",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'Sound Speed': False,\n",
" 'Depth Sensor': True,\n",
" 'Heading Sensor': True,\n",
" 'Pitch Sensor': True,\n",
" 'Roll Sensor': True,\n",
" 'Conductivity Sensor': False,\n",
" 'Temperature Sensor': True}"
]
},
"execution_count": 464,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds.ez_sensor(field='avail')"
]
},
{
"cell_type": "markdown",
"id": "b51b4621-8bc7-4745-9924-2afb393d4571",
"metadata": {},
"source": [
"## **2. Process data**"
]
},
{
"cell_type": "markdown",
"id": "92bc1441-2b22-4f28-9fee-dbf414f4298c",
"metadata": {},
"source": [
"Here we show how to use PyADPS functions to process the data. All processing steps are not displayed here."
]
},
{
"cell_type": "markdown",
"id": "6db05908-f8d9-410a-aa94-b8bcbb2db0a4",
"metadata": {},
"source": [
"### **Create Mask File**\n",
"\n",
"To process the data, it is recommended to create a mask dataset. This ensures the original data is preserved, except for velocity corrections and regridding."
]
},
{
"cell_type": "code",
"execution_count": 465,
"id": "4dac748e-da73-4543-b0c7-314bd52d63e5",
"metadata": {},
"outputs": [],
"source": [
"default_mask = pyadps.default_mask(ds)\n",
"mask = np.copy(default_mask)"
]
},
{
"cell_type": "markdown",
"id": "c3eaa5b8-ec06-43d0-acd7-3eb6164fd999",
"metadata": {},
"source": [
"The default mask will contain missing data based on pre-deployment Quality Control settings."
]
},
{
"cell_type": "code",
"execution_count": 466,
"id": "f02867b9-5c63-4514-ab8a-eb01e7a14fb8",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cs = plt.pcolor(X, Y, mask)\n",
"ax = cs.axes\n",
"ax.invert_yaxis()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 467,
"id": "443a9a03-5bed-4790-98a2-0e89d7245ff3",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Apply QC Thresholds\n",
"mask = pyadps.pg_check(ds, mask, 50)\n",
"mask = pyadps.correlation_check(ds, mask, 64)\n",
"mask = pyadps.echo_check(ds, mask, 30)\n",
"mask = pyadps.ev_check(ds, mask, 200)\n",
"mask = pyadps.false_target(ds, mask, 50, threebeam=True)\n",
"\n",
"cs = plt.pcolor(X, Y, mask)\n",
"ax = cs.axes\n",
"ax.invert_yaxis()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 468,
"id": "09df5af9-24d8-471a-857b-266569c59017",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Apply mask to the velocity data\n",
"velocity = np.where(mask == 1, np.nan, velocity)\n",
"fillplot(velocity)"
]
},
{
"cell_type": "markdown",
"id": "8b9edbbe-ff69-48fe-b862-c4045513c444",
"metadata": {},
"source": [
"Bad data owing surface scattering can be masked using `side_lobe_beam_angle`."
]
},
{
"cell_type": "code",
"execution_count": 469,
"id": "be2d2acf-3fd9-47ab-8189-f8d22208821b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mask = pyadps.side_lobe_beam_angle(ds, mask)\n",
"cs = plt.pcolor(X, Y, mask)\n",
"ax = cs.axes\n",
"ax.invert_yaxis()\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 470,
"id": "ff58312c-7a18-4541-b9a5-3d2b328f6d47",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Display masked data after cutting the surface bins\n",
"velocity = np.where(mask == 1, np.nan, velocity)\n",
"fillplot(velocity)\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.12.8"
}
},
"nbformat": 4,
"nbformat_minor": 5
}