{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Access Vessel TRV Realtime Qc (Parquet)\n", "\n", "This Jupyter notebook demonstrates how to access and plot vessel trv realtime qc data, available as a [Parquet](https://parquet.apache.org) dataset stored on S3.\n", "\n", "🔗 More information about the dataset is available [in the AODN metadata catalogue](https://catalogue-imos.aodn.org.au/geonetwork/srv/eng/catalog.search#/metadata/8af21108-c535-43bf-8dab-c1f45a26088c).\n", "\n", "📌 The source of truth for this notebook is maintained on [GitHub](https://github.com/aodn/aodn_cloud_optimised/tree/main/notebooks/vessel_trv_realtime_qc.ipynb).\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "dataset_name = \"vessel_trv_realtime_qc\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Install/Update packages and Load common functions" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using CPython 3.12.6 interpreter at: \u001b[36m/home/lbesnard/miniforge3/envs/AodnCloudOptimised/bin/python\u001b[39m\n", "Creating virtual environment at: \u001b[36m.venv\u001b[39m\n", "Activate with: \u001b[32msource .venv/bin/activate\u001b[39m\n", "\u001b[2mAudited \u001b[1m240 packages\u001b[0m \u001b[2min 55ms\u001b[0m\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "✅ Local version 0.2.1 is up to date (remote: 0.2.1)\n" ] } ], "source": [ "import os, requests, importlib.util\n", "\n", "open('setup.py', 'w').write(requests.get('https://raw.githubusercontent.com/aodn/aodn_cloud_optimised/main/notebooks/setup.py').text)\n", "\n", "spec = importlib.util.spec_from_file_location(\"setup\", \"setup.py\")\n", "setup = importlib.util.module_from_spec(spec)\n", "spec.loader.exec_module(setup)\n", "\n", "setup.install_requirements()\n", "setup.load_dataquery()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from DataQuery import GetAodn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Understanding the Dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Understanding Parquet Partitioning\n", "\n", "Parquet files can be **partitioned** by one or more columns, which means the data is physically organised into folders based on the values in those columns. This is similar to how databases use indexes to optimise query performance.\n", "\n", "Partitioning enables **faster filtering**: when you query data using a partitioned column, only the relevant subset of files needs to be read—improving performance significantly.\n", "\n", "For example, if a dataset is partitioned by `\"site_code\"`, `\"timestamp\"`, and `\"polygon\"`, filtering on `\"site_code\"` allows the system to skip unrelated files entirely.\n", "\n", "In this notebook, the `GetAodn` class includes built-in methods to efficiently filter data by **time** and **latitude/longitude** using the **timestamp** and **polygon** partitions. Other partitions can be used for filtering via the `scalar_filter`.\n", "\n", "Any filtering on columns that are **not** partitioned can be significantly slower, as all files may need to be scanned. However, the `GetAodn` class provides a `scalar_filter` method that lets you apply these filters at load time—before the data is fully read—helping reduce the size of the resulting DataFrame.\n", "\n", "Once the dataset is loaded, further filtering using Pandas is efficient and flexible.\n", "\n", "See further below in the notebook for examples of how to filter the data effectively.\n", "\n", "To view the actual partition columns for this dataset, run:\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 177 ms, sys: 37.3 ms, total: 214 ms\n", "Wall time: 7.32 s\n" ] } ], "source": [ "aodn = GetAodn()\n", "dname = f'{dataset_name}.parquet'\n", "%time aodn_dataset = aodn.get_dataset(dname)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "platform_code: string\n", "timestamp: int32\n", "polygon: string" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aodn_dataset.dataset.partitioning.schema" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## List unique partition values" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['VNCF', 'VMQ9273']\n", "CPU times: user 21.7 ms, sys: 4.93 ms, total: 26.7 ms\n", "Wall time: 23.2 ms\n" ] } ], "source": [ "%%time\n", "unique_partition_value = aodn_dataset.get_unique_partition_values('platform_code')\n", "print(list(unique_partition_value)[0:2]) # showing a subset only" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualise Spatial Extent of the dataset\n", "This section plots the polygons representing the areas where data is available. It helps to identify and create a bounding box around the regions containing data." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/lbesnard/miniforge3/envs/AodnCloudOptimised/lib/python3.12/site-packages/cartopy/mpl/feature_artist.py:144: UserWarning: facecolor will have no effect as it has been defined as \"never\".\n", " warnings.warn('facecolor will have no effect as it has been '\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aodn_dataset.plot_spatial_extent()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get Temporal Extent of the dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similary to the spatial extent, we're retrieving the minimum and maximum timestamp partition values of the dataset." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(Timestamp('2008-09-30 00:27:27'), Timestamp('2022-10-09 20:55:57'))" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aodn_dataset.get_temporal_extent()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read Metadata\n", "\n", "For all Parquet datasets, we create a sidecar file named **_common_metadata** in the root of the dataset. This file contains both the dataset-level and variable-level attributes. \n", "The metadata can be retrieved below as a dictionary, and it will also be included in the pandas DataFrame when using the `get_data` method from the `GetAodn` class." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-06-05 13:28:29,043 - aodn.GetAodn - INFO - Retrieving metadata for aodn-cloud-optimised/vessel_trv_realtime_qc.parquet\n", "2025-06-05 13:28:29,170 - aodn.GetAodn - WARNING - Old 'dataset_metadata' deprecated key found in parquet schema. Renamed to 'global_attributes'. Dataset should be updated\n" ] }, { "data": { "text/plain": [ "{'platform_code': {'type': 'string'},\n", " 'timestamp': {'type': 'int64'},\n", " 'polygon': {'type': 'string'},\n", " 'filename': {'type': 'string'},\n", " 'LATITUDE_quality_control': {'type': 'double',\n", " 'long_name': 'LATITUDE quality control',\n", " 'standard_name': 'latitude status_flag',\n", " 'quality_control_conventions': 'IMOS standard set using the IODE flags',\n", " 'valid_min': 0.0,\n", " 'valid_max': 9.0,\n", " 'flag_values': [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0],\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", " 'LATITUDE': {'type': 'double',\n", " 'long_name': 'latitude',\n", " 'standard_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 projection',\n", " 'ancillary_variables': 'LATITUDE_quality_control'},\n", " 'LONGITUDE_quality_control': {'type': 'double',\n", " 'long_name': 'LONGITUDE quality control',\n", " 'standard_name': 'longitude status_flag',\n", " 'quality_control_conventions': 'IMOS standard set using the IODE flags',\n", " 'valid_min': 0.0,\n", " 'valid_max': 9.0,\n", " 'flag_values': [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0],\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", " 'LONGITUDE': {'type': 'double',\n", " 'long_name': 'longitude',\n", " 'standard_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 projection',\n", " 'ancillary_variables': 'LONGITUDE_quality_control'},\n", " 'DEPTH': {'type': 'double',\n", " 'long_name': 'depth',\n", " 'standard_name': 'depth',\n", " 'units': 'metres',\n", " 'positive': 'down',\n", " 'axis': 'Z',\n", " 'reference_datum': 'sea surface',\n", " 'valid_max': 30.0,\n", " 'valid_min': -10.0},\n", " 'CPHL': {'type': 'double',\n", " 'long_name': 'mass_concentration_of_inferred_chlorophyll_from_relative_fluorescence_units_in_sea_water_concentration_of_chlorophyll_in_sea_water',\n", " 'units': 'micrograms per Litre',\n", " 'valid_min': 0.0,\n", " 'valid_max': 3.0,\n", " 'ancillary_variables': 'CPHL_quality_control',\n", " 'sensor_depth': 1.9},\n", " 'CPHL_quality_control': {'type': 'double',\n", " 'long_name': 'mass_concentration_of_inferred_chlorophyll_from_relative_fluorescence_units_in_sea_waterconcentration_of_chlorophyll_in_sea_water status_flag',\n", " 'quality_control_conventions': 'IMOS standard set using the IODE flags',\n", " 'valid_min': 0.0,\n", " 'valid_max': 9.0,\n", " 'flag_values': [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0],\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", " 'TURB': {'type': 'float',\n", " 'long_name': 'sea_water_turbidity',\n", " 'standard_name': 'sea_water_turbidity',\n", " 'units': '1',\n", " 'valid_min': 0.0,\n", " 'valid_max': 1000.0,\n", " 'ancillary_variables': 'TURB_quality_control',\n", " 'sensor_depth': 1.9},\n", " 'TURB_quality_control': {'type': 'float',\n", " 'long_name': 'sea_water_turbidity quality control',\n", " 'standard_name': 'sea_water_turbidity status_flag',\n", " 'quality_control_conventions': 'IMOS standard set using the IODE flags',\n", " 'valid_min': 0.0,\n", " 'valid_max': 9.0,\n", " 'flag_values': [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0],\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", " 'TEMP': {'type': 'float',\n", " 'long_name': 'seawater_intake_temperature',\n", " 'standard_name': 'sea_water_temperature',\n", " 'units': 'Celsius',\n", " 'valid_min': 15.0,\n", " 'valid_max': 32.0,\n", " 'ancillary_variables': 'TEMP_quality_control',\n", " 'sensor_depth': 1.9},\n", " 'TEMP_quality_control': {'type': 'float',\n", " 'long_name': 'seawater_intake_temperature quality control',\n", " 'standard_name': 'sea_water_temperature status_flag',\n", " 'quality_control_conventions': 'IMOS standard set using the IODE flags',\n", " 'valid_min': 0.0,\n", " 'valid_max': 9.0,\n", " 'flag_values': [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0],\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", " 'TIME': {'type': 'timestamp[ns]',\n", " 'long_name': 'time',\n", " 'standard_name': 'time',\n", " 'observation_type': 'measured',\n", " 'axis': 'T',\n", " 'valid_min': 0.0,\n", " 'valid_max': 9999999999.0},\n", " 'PSAL': {'type': 'float',\n", " 'long_name': 'sea_water_salinity',\n", " 'standard_name': 'sea_water_salinity',\n", " 'units': '1e-3',\n", " 'valid_min': 10.0,\n", " 'valid_max': 36.0,\n", " 'ancillary_variables': 'PSAL_quality_control',\n", " 'sensor_depth': 1.9},\n", " 'PSAL_quality_control': {'type': 'float',\n", " 'long_name': 'sea_water_salinity quality control',\n", " 'standard_name': 'sea_water_salinity status_flag',\n", " 'quality_control_conventions': 'IMOS standard set using the IODE flags',\n", " 'valid_min': 0.0,\n", " 'valid_max': 9.0,\n", " 'flag_values': [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0],\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", " 'global_attributes': {'metadata_uuid': '8af21108-c535-43bf-8dab-c1f45a26088c',\n", " 'title': 'FILL UP MANUALLY - CHECK DOCUMENTATION'}}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metadata = aodn_dataset.get_metadata()\n", "metadata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data Query and Plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create a TIME and BoundingBox filter\n", "\n", "This cell loads a subset of the dataset based on a time range and a spatial bounding box. The result is returned as a pandas DataFrame, and basic information about its structure is displayed." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 800906 entries, 0 to 800905\n", "Data columns (total 18 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 filename 800906 non-null object \n", " 1 LATITUDE_quality_control 800906 non-null float64 \n", " 2 LATITUDE 800906 non-null float64 \n", " 3 LONGITUDE_quality_control 800906 non-null float64 \n", " 4 LONGITUDE 800906 non-null float64 \n", " 5 DEPTH 800906 non-null float64 \n", " 6 CPHL 211652 non-null float64 \n", " 7 CPHL_quality_control 211652 non-null float64 \n", " 8 TIME 800906 non-null datetime64[ns]\n", " 9 TURB 210179 non-null float32 \n", " 10 TURB_quality_control 210179 non-null float32 \n", " 11 TEMP 212770 non-null float32 \n", " 12 TEMP_quality_control 212770 non-null float32 \n", " 13 PSAL 166305 non-null float32 \n", " 14 PSAL_quality_control 166305 non-null float32 \n", " 15 platform_code 800906 non-null object \n", " 16 timestamp 800906 non-null int32 \n", " 17 polygon 800906 non-null object \n", "dtypes: datetime64[ns](1), float32(6), float64(7), int32(1), object(3)\n", "memory usage: 88.6+ MB\n", "CPU times: user 952 ms, sys: 466 ms, total: 1.42 s\n", "Wall time: 3.96 s\n" ] } ], "source": [ "%%time\n", "df = aodn_dataset.get_data(date_start='2010-01-01 10:14:00', date_end='2010-03-01 07:50:00',lat_min=-23, lat_max=-20, lon_min=150, lon_max=155)\n", "df.info()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "## Download Subsetted Data as CSV\n", "\n", "# This cell downloads the filtered dataset as a ZIP-compressed CSV file. \n", "# The CSV includes metadata at the top as commented lines, and a `FileLink` object is returned to allow downloading directly from the notebook.\n", "\n", "\n", "df.aodn.download_as_csv()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.plot.scatter(x=\"LONGITUDE\", y='LATITUDE', c=\"TEMP\", cmap='RdYlBu_r')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import cartopy.crs as ccrs\n", "from matplotlib.colors import Normalize\n", "import matplotlib.pyplot as plt\n", "\n", "norm = Normalize(vmin=df['TEMP'].min(), vmax=df['TEMP'].max())\n", "\n", "fig, ax = plt.subplots(subplot_kw={'projection': ccrs.PlateCarree()})\n", "sc = ax.scatter(df[\"LONGITUDE\"], df[\"LATITUDE\"], c=df[\"TEMP\"], cmap='RdYlBu_r', norm=norm, transform=ccrs.PlateCarree())\n", "\n", "# Add a coastline\n", "ax.coastlines()\n", "\n", "cbar = plt.colorbar(sc, ax=ax, orientation='vertical', fraction=0.046, pad=0.04)\n", "cbar.set_label('Temperature')\n", "\n", "ax.gridlines(draw_labels=True)\n", "ax.set_title('Scatter plot with Coastline')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create a TIME and scalar/number filter\n", "\n", "This cell filters the dataset by time range and a scalar value (from a Parquet partition) using the `scalar_filter` argument. \n", "This leverages Parquet partitioning to apply efficient, server-side filtering, which significantly speeds up data loading." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 11038 entries, 0 to 11037\n", "Data columns (total 18 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 filename 11038 non-null object \n", " 1 LATITUDE_quality_control 11038 non-null float64 \n", " 2 LATITUDE 11038 non-null float64 \n", " 3 LONGITUDE_quality_control 11038 non-null float64 \n", " 4 LONGITUDE 11038 non-null float64 \n", " 5 DEPTH 11038 non-null float64 \n", " 6 CPHL 3931 non-null float64 \n", " 7 CPHL_quality_control 3931 non-null float64 \n", " 8 TIME 11038 non-null datetime64[ns]\n", " 9 TURB 3091 non-null float32 \n", " 10 TURB_quality_control 3091 non-null float32 \n", " 11 TEMP 3953 non-null float32 \n", " 12 TEMP_quality_control 3953 non-null float32 \n", " 13 PSAL 63 non-null float32 \n", " 14 PSAL_quality_control 63 non-null float32 \n", " 15 platform_code 11038 non-null object \n", " 16 timestamp 11038 non-null int32 \n", " 17 polygon 11038 non-null object \n", "dtypes: datetime64[ns](1), float32(6), float64(7), int32(1), object(3)\n", "memory usage: 1.2+ MB\n", "CPU times: user 187 ms, sys: 137 ms, total: 323 ms\n", "Wall time: 358 ms\n" ] } ], "source": [ "%%time\n", "df = aodn_dataset.get_data(date_start='2010-01-31 10:14:00', date_end='2010-02-01 07:50:00',\n", " scalar_filter = {'platform_code': 'VNCF'})\n", "df.info()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np \n", "from matplotlib.collections import LineCollection\n", "\n", "df_sorted = df.sort_values('TIME')\n", "\n", "# Create a list of segments\n", "points = np.array([df_sorted['LONGITUDE'], df_sorted['LATITUDE']]).T.reshape(-1, 1, 2)\n", "segments = np.concatenate([points[:-1], points[1:]], axis=1)\n", "\n", "# Create a LineCollection with segments colored by temperature\n", "norm = plt.Normalize(df_sorted['TEMP'].min(), df_sorted['TEMP'].max())\n", "lc = LineCollection(segments, cmap='RdYlBu_r', norm=norm)\n", "lc.set_array(df_sorted['TEMP'])\n", "lc.set_linewidth(2)\n", "\n", "fig, ax = plt.subplots()\n", "ax.add_collection(lc)\n", "ax.autoscale()\n", "ax.set_xlabel(metadata['LONGITUDE']['standard_name'])\n", "ax.set_ylabel(metadata['LATITUDE']['standard_name'])\n", "ax.invert_yaxis()\n", "\n", "# Adding color bar\n", "cbar = plt.colorbar(lc, ax=ax)\n", "cbar.set_label('Temperature')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.12.11" } }, "nbformat": 4, "nbformat_minor": 4 }