{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Access Vessel FishSoop Realtime Qc (Parquet)\n", "\n", "This Jupyter notebook demonstrates how to access and plot vessel fishsoop 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/bdb84466-dc53-49ad-a60f-83d9fa0baed5).\n", "\n", "📌 The source of truth for this notebook is maintained on [GitHub](https://github.com/aodn/aodn_cloud_optimised/tree/main/notebooks/vessel_fishsoop_realtime_qc.ipynb).\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "dataset_name = \"vessel_fishsoop_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 58ms\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 897 ms, sys: 160 ms, total: 1.06 s\n", "Wall time: 11.4 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": [ "timestamp: int32\n", "polygon: string" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aodn_dataset.dataset.partitioning.schema" ] }, { "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": 6, "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": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(Timestamp('2021-11-20 22:24:37.999999744'), Timestamp('2025-04-27 21:04:44'))" ] }, "execution_count": 7, "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": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-06-05 13:24:33,137 - aodn.GetAodn - INFO - Retrieving metadata for aodn-cloud-optimised/vessel_fishsoop_realtime_qc.parquet\n", "2025-06-05 13:24:33,250 - aodn.GetAodn - WARNING - Old 'dataset_medata' deprecated key found in parquet schema. Renamed to 'global_attributes'. Dataset should be updated\n" ] }, { "data": { "text/plain": [ "{'TRAJECTORY_ID': {'type': 'double',\n", " 'long_name': 'trajectory identifier',\n", " 'cf_role': 'trajectory_id'},\n", " 'TIME': {'type': 'timestamp[ns]',\n", " 'standard_name': 'time',\n", " 'long_name': 'time',\n", " 'axis': 'T',\n", " 'valid_min': 21915.0,\n", " 'valid_max': 90000.0,\n", " 'comment': 'The valid_min is set to January 1st, 2010, dates before this time are flagged by the quality control impossible date test'},\n", " 'LATITUDE': {'type': 'float',\n", " 'ancillary_variables': 'LATITUDE_quality_control',\n", " 'standard_name': 'latitude',\n", " 'long_name': 'latitude',\n", " 'units': 'degrees_north',\n", " 'valid_min': -90.0,\n", " 'valid_max': 90.0,\n", " 'axis': 'Y',\n", " 'reference_datum': 'WGS84 geographic coordinate system'},\n", " 'LATITUDE_quality_control': {'type': 'int32',\n", " 'long_name': 'quality flag for latitude',\n", " 'standard_name': 'latitude status_flag',\n", " 'quality_control_conventions': 'IMOS standard flags',\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 Not_used Missing_value'},\n", " 'LONGITUDE': {'type': 'float',\n", " 'ancillary_variables': 'LONGITUDE_quality_control',\n", " 'standard_name': 'longitude',\n", " 'long_name': 'longitude',\n", " 'units': 'degrees_east',\n", " 'valid_min': -180.0,\n", " 'valid_max': 180.0,\n", " 'axis': 'X',\n", " 'reference_datum': 'WGS84 geographic coordinate system'},\n", " 'LONGITUDE_quality_control': {'type': 'int32',\n", " 'long_name': 'quality flag for longitude',\n", " 'standard_name': 'longitude status_flag',\n", " 'quality_control_conventions': 'IMOS standard flags',\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 Not_used Missing_value'},\n", " 'DEPTH': {'type': 'float',\n", " 'ancillary_variables': 'DEPTH_quality_control',\n", " 'standard_name': 'depth',\n", " 'long_name': 'depth',\n", " 'units': 'm',\n", " 'positive': 'down',\n", " 'valid_min': -5.0,\n", " 'valid_max': 3000.0,\n", " 'axis': 'Z',\n", " 'comment': 'Depth computed using the Gibbs-Seawater toolbox (TEOS10) v3.06 from the mean latitude in the data (or a default of -33 if no latitude was recorded) and pressure measurements from the Moana',\n", " 'reference_datum': 'sea surface'},\n", " 'DEPTH_quality_control': {'type': 'int32',\n", " 'long_name': 'quality flag for depth',\n", " 'standard_name': 'depth status_flag',\n", " 'quality_control_conventions': 'IMOS standard flags',\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 Not_used Missing_value'},\n", " 'TEMPERATURE': {'type': 'float',\n", " 'ancillary_variables': 'TEMPERATURE_quality_control',\n", " 'standard_name': 'sea_water_temperature',\n", " 'long_name': 'sea_water_temperature',\n", " 'units': 'degrees_Celsius',\n", " 'valid_min': -2.0,\n", " 'valid_max': 40.0,\n", " 'observation_type': 'measured'},\n", " 'TEMPERATURE_quality_control': {'type': 'int32',\n", " 'long_name': 'quality flag for sea_water_temperature',\n", " 'standard_name': 'sea_water_temperature status_flag',\n", " 'quality_control_conventions': 'IMOS standard flags',\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 Not_used Missing_value'},\n", " 'PRES': {'type': 'float',\n", " 'standard_name': 'sea_water_pressure',\n", " 'long_name': 'sea_water_pressure',\n", " 'units': 'dbar',\n", " 'valid_min': -5.0,\n", " 'valid_max': 3000.0,\n", " 'comment': 'Measure from the Moana',\n", " 'ancillary_variables': 'PRES_quality_control'},\n", " 'PRES_quality_control': {'type': 'int32',\n", " 'long_name': 'quality flag for sea_water_pressure',\n", " 'standard_name': 'sea_water_pressure status_flag',\n", " 'quality_control_conventions': 'IMOS standard flags',\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 Not_used Missing_value'},\n", " 'timestamp': {'type': 'int64'},\n", " 'polygon': {'type': 'string'},\n", " 'filename': {'type': 'string'},\n", " 'global_attributes': {'metadata_uuid': 'bdb84466-dc53-49ad-a60f-83d9fa0baed5',\n", " 'title': '',\n", " 'principal_investigator': '',\n", " 'principal_investigator_email': '',\n", " 'featureType': ''}}" ] }, "execution_count": 8, "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": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 85601 entries, 0 to 85600\n", "Data columns (total 15 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 TRAJECTORY_ID 85601 non-null float64 \n", " 1 TIME 85601 non-null datetime64[ns]\n", " 2 LATITUDE 85601 non-null float32 \n", " 3 LATITUDE_quality_control 85601 non-null int32 \n", " 4 LONGITUDE 85601 non-null float32 \n", " 5 LONGITUDE_quality_control 85601 non-null int32 \n", " 6 DEPTH 85601 non-null float32 \n", " 7 DEPTH_quality_control 85601 non-null int32 \n", " 8 TEMPERATURE 85601 non-null float32 \n", " 9 TEMPERATURE_quality_control 85601 non-null int32 \n", " 10 PRES 85601 non-null float32 \n", " 11 PRES_quality_control 85601 non-null int32 \n", " 12 filename 85601 non-null object \n", " 13 timestamp 85601 non-null int32 \n", " 14 polygon 85601 non-null object \n", "dtypes: datetime64[ns](1), float32(5), float64(1), int32(6), object(2)\n", "memory usage: 6.2+ MB\n", "CPU times: user 9.46 s, sys: 1.32 s, total: 10.8 s\n", "Wall time: 46.2 s\n" ] } ], "source": [ "%%time\n", "df = aodn_dataset.get_data(date_start='2021-01-31 10:14:00', date_end='2023-09-01 07:50:00',lat_min=-40, lat_max=-32, lon_min=130, lon_max=150)\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": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df[df['TEMPERATURE_quality_control'] == 1].sort_values('TIME').plot.scatter(x='LATITUDE', y='DEPTH', c='TEMPERATURE', \n", " xlabel=metadata['LATITUDE']['standard_name'],\n", " ylabel=metadata['DEPTH']['standard_name'],\n", " cmap='RdYlBu_r', marker='.', linestyle=\"None\")\n" ] }, { "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df[df['TEMPERATURE_quality_control'] == 1].sort_values('TIME').plot.scatter(x='LONGITUDE', y='DEPTH', c='TEMPERATURE', \n", " xlabel=metadata['LONGITUDE']['standard_name'],\n", " ylabel=metadata['DEPTH']['standard_name'],\n", " cmap='RdYlBu_r', marker='.', linestyle=\"None\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create a 3D plot of the Temperature" ] }, { "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 matplotlib.pyplot as plt\n", "\n", "filtered_df = df[df['TEMPERATURE_quality_control'] == 1].sort_values('TIME')\n", "\n", "latitude = filtered_df['LATITUDE']\n", "longitude = filtered_df['LONGITUDE']\n", "depth = filtered_df['DEPTH']\n", "temperature = filtered_df['TEMPERATURE']\n", "\n", "# Create a 3D scatter plot\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "sc = ax.scatter(latitude, longitude, depth, c=temperature, cmap='RdYlBu_r', marker='.')\n", "\n", "# Add labels\n", "ax.set_xlabel(metadata['LATITUDE']['standard_name'])\n", "ax.set_ylabel(metadata['LONGITUDE']['standard_name'])\n", "ax.set_zlabel(metadata['DEPTH']['standard_name'])\n", "\n", "cbar = plt.colorbar(sc)\n", "cbar.set_label('TEMPERATURE')\n", "\n", "plt.show()" ] } ], "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 }