{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Access Mooring Ctd Delayed QC (Parquet)\n", "\n", "This Jupyter notebook demonstrates how to access and plot mooring ctd delayed 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/7b901002-b1dc-46c3-89f2-b4951cedca48).\n", "\n", "📌 The source of truth for this notebook is maintained on [GitHub](https://github.com/aodn/aodn_cloud_optimised/tree/main/notebooks/mooring_ctd_delayed_qc.ipynb).\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "dataset_name = \"mooring_ctd_delayed_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 63ms\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 132 ms, sys: 30.2 ms, total: 162 ms\n", "Wall time: 6.95 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": [ "site_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": [ "['GBRHIS', 'NWSROW', 'SAM7DS', 'SAM5CB', 'ITFMHB', 'SAM1DS', 'SAMUSG', 'SYD140', 'KIM400', 'CAM100']\n", "CPU times: user 25.5 ms, sys: 10.7 ms, total: 36.1 ms\n", "Wall time: 25.2 ms\n" ] } ], "source": [ "%%time\n", "unique_partition_value = aodn_dataset.get_unique_partition_values('site_code')\n", "print(list(unique_partition_value)[0:10]) # 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\n", "Similary to the spatial extent, we're retrieving the minimum and maximum timestamp partition values of the dataset." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get partition keys\n", "Partitioning in Parquet involves organising data files based on the values of one or more columns, known as partition keys. When data is written to Parquet files with partitioning enabled, the files are physically stored in a directory structure that reflects the partition keys. This directory structure makes it easier to retrieve and process specific subsets of data based on the partition keys." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "(Timestamp('2008-05-04 23:00:00.999997952'),\n", " Timestamp('2024-07-15 06:30:00.999997952'))" ] }, "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. \nThe 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 13:09:56,880 - aodn.GetAodn - INFO - Retrieving metadata for aodn-cloud-optimised/mooring_ctd_delayed_qc.parquet\n", "2025-06-05 13:09:56,996 - aodn.GetAodn - WARNING - Old 'dataset_medata' deprecated key found in parquet schema. Renamed to 'global_attributes'. Dataset should be updated\n" ] }, { "data": { "text/plain": [ "{'TIME': {'type': 'timestamp[ns]',\n", " 'axis': 'T',\n", " 'comment': 'timeOffsetPP: TIME values and time_coverage_start/end global attributes have been applied the following offset : -10 hours.',\n", " 'long_name': 'time',\n", " 'standard_name': 'time',\n", " 'valid_max': 90000.0,\n", " 'valid_min': 0.0},\n", " 'TIMESERIES': {'type': 'int32',\n", " 'cf_role': 'timeseries_id',\n", " 'long_name': 'unique_identifier_for_each_timeseries_feature_instance_in_this_file'},\n", " 'LATITUDE': {'type': 'double',\n", " 'axis': 'Y',\n", " 'long_name': 'latitude',\n", " 'reference_datum': 'WGS84 geographic coordinate system',\n", " 'standard_name': 'latitude',\n", " 'units': 'degrees_north',\n", " 'valid_max': 90.0,\n", " 'valid_min': -90.0},\n", " 'LONGITUDE': {'type': 'double',\n", " 'axis': 'X',\n", " 'long_name': 'longitude',\n", " 'reference_datum': 'WGS84 geographic coordinate system',\n", " 'standard_name': 'longitude',\n", " 'units': 'degrees_east',\n", " 'valid_max': 180.0,\n", " 'valid_min': -180.0},\n", " 'NOMINAL_DEPTH': {'type': 'float',\n", " 'axis': 'Z',\n", " 'long_name': 'nominal depth',\n", " 'positive': 'down',\n", " 'reference_datum': 'sea surface',\n", " 'standard_name': 'depth',\n", " 'units': 'm',\n", " 'valid_max': 12000.0,\n", " 'valid_min': -5.0},\n", " 'CNDC': {'type': 'float',\n", " 'ancillary_variables': 'CNDC_quality_control',\n", " 'long_name': 'sea_water_electrical_conductivity',\n", " 'standard_name': 'sea_water_electrical_conductivity',\n", " 'units': 'S m-1',\n", " 'valid_max': 50000.0,\n", " 'valid_min': 0.0},\n", " 'CNDC_quality_control': {'type': 'float',\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", " 'flag_values': [0, 1, 2, 3, 4, 5, 6, 7, 8, 9],\n", " 'long_name': 'quality flag for sea_water_electrical_conductivity',\n", " 'quality_control_conventions': 'IMOS standard flags',\n", " 'quality_control_global': ' ',\n", " 'quality_control_global_conventions': 'Argo reference table 2a (see http://www.cmar.csiro.au/argo/dmqc/user_doc/QC_flags.html), applied on data in position only (between global attributes time_deployment_start and time_deployment_end)',\n", " 'standard_name': 'sea_water_electrical_conductivity status_flag'},\n", " 'TEMP': {'type': 'float',\n", " 'ancillary_variables': 'TEMP_quality_control',\n", " 'long_name': 'sea_water_temperature',\n", " 'standard_name': 'sea_water_temperature',\n", " 'units': 'degrees_Celsius',\n", " 'valid_max': 40.0,\n", " 'valid_min': -2.5},\n", " 'TEMP_quality_control': {'type': 'float',\n", " 'comment': 'Data values at TIME from 2021/04/29 01:55:01 UTC to 2021/04/29 01:55:01 UTC manually flagged as Bad_data : Instrument instability',\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", " 'flag_values': [0, 1, 2, 3, 4, 5, 6, 7, 8, 9],\n", " 'long_name': 'quality flag for sea_water_temperature',\n", " 'quality_control_conventions': 'IMOS standard flags',\n", " 'quality_control_global': 'B',\n", " 'quality_control_global_conventions': 'Argo reference table 2a (see http://www.cmar.csiro.au/argo/dmqc/user_doc/QC_flags.html), applied on data in position only (between global attributes time_deployment_start and time_deployment_end)',\n", " 'standard_name': 'sea_water_temperature status_flag'},\n", " 'PSAL': {'type': 'float',\n", " 'ancillary_variables': 'PSAL_quality_control',\n", " 'long_name': 'sea_water_practical_salinity',\n", " 'standard_name': 'sea_water_practical_salinity',\n", " 'units': '1',\n", " 'valid_max': 41.0,\n", " 'valid_min': 2.0},\n", " 'PSAL_quality_control': {'type': 'float',\n", " 'comment': 'Data values at TIME from 2021/05/24 03:45:01 UTC to 2021/05/24 03:45:01 UTC manually flagged as Bad_data : spike. Data values at TIME from 2021/04/29 01:55:01 UTC to 2021/04/29 01:55:01 UTC manually flagged as Bad_data : Instrument instability',\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", " 'flag_values': [0, 1, 2, 3, 4, 5, 6, 7, 8, 9],\n", " 'long_name': 'quality flag for sea_water_practical_salinity',\n", " 'quality_control_conventions': 'IMOS standard flags',\n", " 'quality_control_global': 'B',\n", " 'quality_control_global_conventions': 'Argo reference table 2a (see http://www.cmar.csiro.au/argo/dmqc/user_doc/QC_flags.html), applied on data in position only (between global attributes time_deployment_start and time_deployment_end)',\n", " 'standard_name': 'sea_water_practical_salinity status_flag'},\n", " 'PRES_REL': {'type': 'float',\n", " 'ancillary_variables': 'PRES_REL_quality_control',\n", " 'applied_offset': -10.135296821594238,\n", " 'long_name': 'sea_water_pressure_due_to_sea_water',\n", " 'standard_name': 'sea_water_pressure_due_to_sea_water',\n", " 'units': 'dbar',\n", " 'valid_max': 12000.0,\n", " 'valid_min': -15.0},\n", " 'PRES_REL_quality_control': {'type': 'float',\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", " 'flag_values': [0, 1, 2, 3, 4, 5, 6, 7, 8, 9],\n", " 'long_name': 'quality flag for sea_water_pressure_due_to_sea_water',\n", " 'quality_control_conventions': 'IMOS standard flags',\n", " 'quality_control_global': 'A',\n", " 'quality_control_global_conventions': 'Argo reference table 2a (see http://www.cmar.csiro.au/argo/dmqc/user_doc/QC_flags.html), applied on data in position only (between global attributes time_deployment_start and time_deployment_end)',\n", " 'standard_name': 'sea_water_pressure_due_to_sea_water status_flag'},\n", " 'DEPTH': {'type': 'float',\n", " 'ancillary_variables': 'DEPTH_quality_control',\n", " 'long_name': 'actual depth',\n", " 'positive': 'down',\n", " 'reference_datum': 'sea surface',\n", " 'standard_name': 'depth',\n", " 'units': 'm',\n", " 'valid_max': 12000.0,\n", " 'valid_min': -5.0},\n", " 'DEPTH_quality_control': {'type': 'float',\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", " 'flag_values': [0, 1, 2, 3, 4, 5, 6, 7, 8, 9],\n", " 'long_name': 'quality flag for depth',\n", " 'quality_control_conventions': 'IMOS standard flags',\n", " 'quality_control_global': 'A',\n", " 'quality_control_global_conventions': 'Argo reference table 2a (see http://www.cmar.csiro.au/argo/dmqc/user_doc/QC_flags.html), applied on data in position only (between global attributes time_deployment_start and time_deployment_end)',\n", " 'standard_name': 'depth status_flag'},\n", " 'DENS': {'type': 'float',\n", " 'ancillary_variables': 'DENS_quality_control',\n", " 'long_name': 'sea_water_density',\n", " 'standard_name': 'sea_water_density',\n", " 'units': 'kg m-3'},\n", " 'DENS_quality_control': {'type': 'float',\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", " 'flag_values': [0, 1, 2, 3, 4, 5, 6, 7, 8, 9],\n", " 'long_name': 'quality flag for sea_water_density',\n", " 'quality_control_conventions': 'IMOS standard flags',\n", " 'quality_control_global': ' ',\n", " 'quality_control_global_conventions': 'Argo reference table 2a (see http://www.cmar.csiro.au/argo/dmqc/user_doc/QC_flags.html), applied on data in position only (between global attributes time_deployment_start and time_deployment_end)',\n", " 'standard_name': 'sea_water_density status_flag'},\n", " 'timestamp': {'type': 'int64'},\n", " 'polygon': {'type': 'string'},\n", " 'site_code': {'type': 'string'},\n", " 'filename': {'type': 'string'},\n", " 'global_attributes': {'metadata_uuid': '7b901002-b1dc-46c3-89f2-b4951cedca48',\n", " 'title': 'ANMN CTD timeseries'}}" ] }, "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\nThis 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: 23040 entries, 0 to 23039\n", "Data columns (total 21 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 TIME 23040 non-null datetime64[ns]\n", " 1 TIMESERIES 23040 non-null int32 \n", " 2 LATITUDE 23040 non-null float64 \n", " 3 LONGITUDE 23040 non-null float64 \n", " 4 NOMINAL_DEPTH 23040 non-null float32 \n", " 5 CNDC 23040 non-null float32 \n", " 6 CNDC_quality_control 23040 non-null float32 \n", " 7 TEMP 23040 non-null float32 \n", " 8 TEMP_quality_control 23040 non-null float32 \n", " 9 PSAL 23040 non-null float32 \n", " 10 PSAL_quality_control 23040 non-null float32 \n", " 11 PRES_REL 23040 non-null float32 \n", " 12 PRES_REL_quality_control 23040 non-null float32 \n", " 13 DEPTH 23040 non-null float32 \n", " 14 DEPTH_quality_control 23040 non-null float32 \n", " 15 DENS 23040 non-null float32 \n", " 16 DENS_quality_control 23040 non-null float32 \n", " 17 filename 23040 non-null object \n", " 18 site_code 23040 non-null object \n", " 19 timestamp 23040 non-null int32 \n", " 20 polygon 23040 non-null object \n", "dtypes: datetime64[ns](1), float32(13), float64(2), int32(2), object(3)\n", "memory usage: 2.4+ MB\n", "CPU times: user 300 ms, sys: 95.6 ms, total: 396 ms\n", "Wall time: 1.91 s\n" ] } ], "source": [ "%%time\n", "df = aodn_dataset.get_data(date_start='2022-12-05', date_end='2022-12-15', lat_min=-34, lat_max=-28, lon_min=151, lon_max=160)\n", "df.info()" ] }, { "cell_type": "code", "execution_count": null, "id": "dd16c746", "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": "markdown", "metadata": {}, "source": [ "## Create a TIME and scalar/number filter\n\nThis cell filters the dataset by time range and a scalar value (from a Parquet partition) using the `scalar_filter` argument. \nThis leverages Parquet partitioning to apply efficient, server-side filtering, which significantly speeds up data loading." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 5760 entries, 0 to 5759\n", "Data columns (total 21 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 TIME 5760 non-null datetime64[ns]\n", " 1 TIMESERIES 5760 non-null int32 \n", " 2 LATITUDE 5760 non-null float64 \n", " 3 LONGITUDE 5760 non-null float64 \n", " 4 NOMINAL_DEPTH 5760 non-null float32 \n", " 5 CNDC 5760 non-null float32 \n", " 6 CNDC_quality_control 5760 non-null float32 \n", " 7 TEMP 5760 non-null float32 \n", " 8 TEMP_quality_control 5760 non-null float32 \n", " 9 PSAL 5760 non-null float32 \n", " 10 PSAL_quality_control 5760 non-null float32 \n", " 11 PRES_REL 5760 non-null float32 \n", " 12 PRES_REL_quality_control 5760 non-null float32 \n", " 13 DEPTH 5760 non-null float32 \n", " 14 DEPTH_quality_control 5760 non-null float32 \n", " 15 DENS 5760 non-null float32 \n", " 16 DENS_quality_control 5760 non-null float32 \n", " 17 filename 5760 non-null object \n", " 18 site_code 5760 non-null object \n", " 19 timestamp 5760 non-null int32 \n", " 20 polygon 5760 non-null object \n", "dtypes: datetime64[ns](1), float32(13), float64(2), int32(2), object(3)\n", "memory usage: 607.6+ KB\n", "CPU times: user 79.6 ms, sys: 15.8 ms, total: 95.4 ms\n", "Wall time: 237 ms\n" ] } ], "source": [ "%%time\n", "df = aodn_dataset.get_data(date_start='2022-12-05', date_end='2022-12-15', lat_min=-34, lat_max=-28, lon_min=151, lon_max=160, scalar_filter={'site_code': 'CH100'})\n", "df.info()\n", "df['site_code'] = df['site_code'].astype('category')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['CH100']\n", "Categories (1, object): ['CH100']" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[df['NOMINAL_DEPTH'] == 9]['site_code'].unique()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df[(df['NOMINAL_DEPTH'] == 9) & (df['site_code']=='CH100')].plot.scatter(x='TEMP', y='PSAL', \n", " c='DENS', marker='+', linestyle=\"None\", cmap='RdYlBu_r', \n", " title='Temperature for each location',\n", " ylabel=metadata['PSAL']['standard_name'],\n", " xlabel=metadata['TEMP']['standard_name'])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df[(df['NOMINAL_DEPTH'] == 9) & (df['site_code']=='CH100')].sort_values('TIME').plot(y='TEMP', x='TIME',\n", " ylabel=metadata['TEMP']['standard_name'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot TS diagram - compare with quality control values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example A" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df[(df['NOMINAL_DEPTH'] <= 20) ].plot.scatter(x='TEMP', y='PSAL', c='site_code', \n", " marker='+', linestyle=\"None\", cmap='RdYlBu_r', \n", " title='Temperature for each location',\n", " ylabel=metadata['PSAL']['standard_name'],\n", " xlabel=metadata['TEMP']['standard_name'])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df[(df['NOMINAL_DEPTH'] <= 20) & (df['PSAL_quality_control'] == 1) ].plot.scatter(x='TEMP', y='PSAL', c='site_code', \n", " marker='+', linestyle=\"None\", cmap='RdYlBu_r', \n", " alpha=0.8, title='Temperature for each location',\n", " ylabel=metadata['PSAL']['standard_name'],\n", " xlabel=metadata['TEMP']['standard_name'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example B" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df[(df['site_code']=='CH100')].plot.scatter(x='TEMP', y='PSAL', c='NOMINAL_DEPTH', \n", " marker='+', linestyle=\"None\", cmap='RdYlBu_r', \n", " title='TS at CH100 at various nominal depths',\n", " ylabel=metadata['PSAL']['standard_name'],\n", " xlabel=metadata['TEMP']['standard_name'])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df[(df['site_code']=='CH100') & (df['PSAL_quality_control'] == 1)].plot.scatter(x='TEMP', y='PSAL', \n", " c='NOMINAL_DEPTH', marker='+', linestyle=\"None\", \n", " cmap='RdYlBu_r', \n", " title='TS at CH100 at various nominal depths',\n", " ylabel=metadata['PSAL']['standard_name'],\n", " xlabel=metadata['TEMP']['standard_name'])" ] }, { "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": "3.12.6" } }, "nbformat": 4, "nbformat_minor": 4 }