{ "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "OoQxh3aneS5M" }, "source": [ "# Theme 1 - Ocean-Atmosphere Exchange\n", "OOI Data Labs Education Nuggets\n", "\n", "_Written by Lori Garzio, Rutgers University_\n", "\n", "_Disclaimer: data used in this example were downloaded on May 26, 2020. The file format and/or contents could have changed._\n", "\n", "**Objective**: Demonstrate how to download pCO2 Air-Sea data from the Global Argentine Basin Surface Mooring using the Machine-to-Machine (M2M) interface, calculate hourly averages and CO2 flux, and export the data as a .csv file." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 127 }, "colab_type": "code", "id": "Ey4nt43pq-yt", "outputId": "3ffbaf02-acf3-4816-bb4b-2840382527d8" }, "outputs": [], "source": [ "# Notebook Setup\n", "import requests\n", "import os\n", "import re\n", "import xarray as xr\n", "import pandas as pd\n", "import numpy as np\n", "import datetime as dt\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "t1ZezcZjeoUd" }, "source": [ "## 1. Request Data from OOINet\n", "\n", "* **Global Argentine Basin** - pCO2 Air-Sea data from the Apex Surface Mooring\n", " * Instrument: GA01SUMO-SBD12-04-PCO2AA000\n", " * Time range: 2015-11-01 to 2017-01-01\n", " * Delivery method: recovered_host\n", " * Data streams & parameters: \n", " * pco2a_a_dcl_instrument_water_recovered: measured_water_co2, partial_pressure_co2_ssw, pco2_co2flux\n", " * pco2a_a_dcl_instrument_air_recovered: measured_air_co2, partial_pressure_co2_atm\n", " \n", "As you will see later, we will need to manually calculate CO2 flux. This means we need to download two data streams from the collocated Bulk Meteorology instrument.\n", "\n", "* Instrument: GA01SUMO-SBD12-06-METBKA000\n", "* Data streams & parameters: \n", " * metbk_a_dcl_instrument_recovered: met_salsurf, sea_surface_temperature\n", " * metbk_hourly: met_wind10m\n", "\n", "The **request_data** function below sends data requests with inputs specified by the user to OOINet and returns the THREDDs urls where the downloaded data files can be found." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# enter your OOI API username and token, and directory where output .csv files are saved\n", "API_USERNAME = ''\n", "API_TOKEN = ''\n", "save_dir = '/Users/lgarzio/Documents/OOI/Nuggets/'" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": {}, "colab_type": "code", "id": "B8cTVmt5mhsA" }, "outputs": [], "source": [ "def request_data(reference_designator, method, stream, start_date=None, end_date=None):\n", " site = reference_designator[:8]\n", " node = reference_designator[9:14]\n", " instrument = reference_designator[15:]\n", "\n", " # Create the request URL\n", " api_base_url = 'https://ooinet.oceanobservatories.org/api/m2m/12576/sensor/inv'\n", " data_request_url = '/'.join((api_base_url, site, node, instrument, method, stream))\n", "\n", " # All of the following are optional, but you should specify a date range\n", " params = {\n", " 'format': 'application/netcdf',\n", " 'include_provenance': 'true',\n", " 'include_annotations': 'true'\n", " }\n", " if start_date:\n", " params['beginDT'] = start_date\n", " if end_date:\n", " params['endDT'] = end_date\n", "\n", " # Make the data request\n", " r = requests.get(data_request_url, params=params, auth=(API_USERNAME, API_TOKEN))\n", " data = r.json()\n", "\n", " # Return just the THREDDS URL\n", " return data['allURLs'][0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, use that **request_data** function to download data for these instruments. You only need to do this once! These lines are commented out to prevent accidental re-submission of data requests." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": {}, "colab_type": "code", "id": "GDx1obDmm11u" }, "outputs": [], "source": [ "# GAwater_url = request_data('GA01SUMO-SBD12-04-PCO2AA000', 'recovered_host', 'pco2a_a_dcl_instrument_water_recovered',\n", "# '2015-11-01T00:00:00.000Z', '2017-01-01T00:00:00.000Z')\n", "\n", "# GAair_url = request_data('GA01SUMO-SBD12-04-PCO2AA000', 'recovered_host', 'pco2a_a_dcl_instrument_air_recovered',\n", "# '2015-11-01T00:00:00.000Z', '2017-01-01T00:00:00.000Z')\n", "\n", "# GAmet_url = request_data('GA01SUMO-SBD12-06-METBKA000', 'recovered_host', 'metbk_a_dcl_instrument_recovered',\n", "# '2015-11-01T00:00:00.000Z', '2017-01-01T00:00:00.000Z')\n", "\n", "# GAmet_hrly_url = request_data('GA01SUMO-SBD12-06-METBKA000', 'recovered_host', 'metbk_hourly',\n", "# '2015-11-01T00:00:00.000Z', '2017-01-01T00:00:00.000Z')\n", "\n", "# print('GAwater_url = %s' %GAwater_url)\n", "# print('GAair_url = %s' %GAair_url)\n", "# print('GAmet_url = %s' %GAmet_url)\n", "# print('GAmet_hrly_url = %s' %GAmet_hrly_url)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "UX_TNzTqephc" }, "source": [ "## 2. Load Data Files\n", "\n", "Copy the links to the THREDDs catalog above that resulted from the **request_data** function (to avoid re-requesting the data). Note: the urls must be surrounded by quotations. Depending on the data request, it may take several minutes for the request to fulfill. The request is complete when you receive an email from the system with the link to your data, and a status.txt file shows up in the THREDDs catalog that says \"Complete\"." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": {}, "colab_type": "code", "id": "_zkTLF5gtPZx" }, "outputs": [], "source": [ "GAwater_url = 'https://opendap.oceanobservatories.org/thredds/catalog/ooi/lgarzio@marine.rutgers.edu/20200526T113723346Z-GA01SUMO-SBD12-04-PCO2AA000-recovered_host-pco2a_a_dcl_instrument_water_recovered/catalog.html'\n", "GAair_url = 'https://opendap.oceanobservatories.org/thredds/catalog/ooi/lgarzio@marine.rutgers.edu/20200526T113724173Z-GA01SUMO-SBD12-04-PCO2AA000-recovered_host-pco2a_a_dcl_instrument_air_recovered/catalog.html'\n", "GAmet_url = 'https://opendap.oceanobservatories.org/thredds/catalog/ooi/lgarzio@marine.rutgers.edu/20200526T113724538Z-GA01SUMO-SBD12-06-METBKA000-recovered_host-metbk_a_dcl_instrument_recovered/catalog.html'\n", "GAmet_hrly_url = 'https://opendap.oceanobservatories.org/thredds/catalog/ooi/lgarzio@marine.rutgers.edu/20200526T113724916Z-GA01SUMO-SBD12-06-METBKA000-recovered_host-metbk_hourly/catalog.html'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The **get_data** function below:\n", "* selects the appropriate datasets in a THREDDs catalog by selecting NetCDF files, removing collocated datasets (if provided), and removing deployments that aren't specified (if provided)\n", "* creates an empty dictionary with placeholders to populate with data just for variables of interest\n", "* creates another dictionary to store the units for the variables of interest\n", "* opens the dataset(s), extracts the data and units for the variables of interest and adds them to the dictionaries\n", "* converts the data dictionary to a dataframe\n", "* returns the dataframe and the dictionary containing the variable units. \n", "\n", "This type of function is most useful when working with multiple large/dense datasets, but is also fine for working with smaller datasets." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": {}, "colab_type": "code", "id": "CIvFhvqdgBni" }, "outputs": [], "source": [ "def get_data(url, variables, deployments=None):\n", " # Function to grab all data from specified directory\n", " tds_url = 'https://opendap.oceanobservatories.org/thredds/dodsC'\n", " dataset = requests.get(url).text\n", " ii = re.findall(r'href=[\\'\"]?([^\\'\" >]+)', dataset)\n", " # x = re.findall(r'(ooi/.*?.nc)', dataset)\n", " x = [y for y in ii if y.endswith('.nc')]\n", " for i in x:\n", " if i.endswith('.nc') == False:\n", " x.remove(i)\n", " for i in x:\n", " try:\n", " float(i[-4])\n", " except:\n", " x.remove(i)\n", " # dataset = [os.path.join(tds_url, i) for i in x]\n", " datasets = [os.path.join(tds_url, i.split('=')[-1]) for i in x]\n", "\n", " # remove deployments not in deployment list, if given\n", " if deployments is not None:\n", " deploy = ['deployment{:04d}'.format(j) for j in deployments]\n", " datasets = [k for k in datasets if k.split('/')[-1].split('_')[0] in deploy]\n", "\n", " # remove collocated data files if necessary\n", " catalog_rms = url.split('/')[-2][20:]\n", " selected_datasets = []\n", " for d in datasets:\n", " if catalog_rms == d.split('/')[-1].split('_20')[0][15:]:\n", " selected_datasets.append(d)\n", "\n", " # create a dictionary to populate with data from the selected datasets\n", " data_dict = {'time': np.array([], dtype='datetime64[ns]')}\n", " unit_dict = {}\n", " for v in variables:\n", " data_dict.update({v: np.array([])})\n", " unit_dict.update({v: []})\n", " print('Appending data from files')\n", "\n", " for sd in selected_datasets:\n", " ds = xr.open_dataset(sd, mask_and_scale=False)\n", " data_dict['time'] = np.append(data_dict['time'], ds['time'].values)\n", " for var in variables:\n", " data_dict[var] = np.append(data_dict[var], ds[var].values)\n", " try:\n", " units = ds[var].units\n", " if units not in unit_dict[var]:\n", " unit_dict[var].append(units)\n", " except AttributeError:\n", " continue\n", "\n", " # convert dictionary to a dataframe\n", " df = pd.DataFrame(data_dict)\n", " df.sort_values(by=['time'], inplace=True) # make sure the timestamps are in ascending order\n", "\n", " return df, unit_dict" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can specify the variables we want and get the data for these datasets. In this case, if you go to the opendap catalog links fpr the PCO2 data, you will see data files for different instruments and data streams that weren't specifically requested. All of these extra data files are included in the folder because parameters from those datasets are used to calculate CO2 flux. The **get_data** function only opens files for the instrument and stream that was specifically requested: see the '# remove collocated data files if necessary' section." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": {}, "colab_type": "code", "id": "L4dTLdWxgDU4" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Appending data from files\n", "Appending data from files\n", "{'measured_water_co2': ['ppm'], 'partial_pressure_co2_ssw': ['µatm'], 'pco2_co2flux': ['mol m-2 s-1']}\n", "{'measured_air_co2': ['ppm'], 'partial_pressure_co2_atm': ['µatm']}\n" ] } ], "source": [ "# Specify the pCO2 variables of interest and get the data\n", "wvars = ['measured_water_co2', 'partial_pressure_co2_ssw', 'pco2_co2flux']\n", "avars = ['measured_air_co2', 'partial_pressure_co2_atm']\n", "\n", "GAwater_data, GAwater_units = get_data(GAwater_url, wvars)\n", "GAair_data, GAair_units = get_data(GAair_url, avars)\n", "\n", "print(GAwater_units)\n", "print(GAair_units)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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timemeasured_water_co2partial_pressure_co2_sswpco2_co2flux
971882015-11-14 21:26:58.378000384368.420013370.147113-9999999.0
971892015-11-14 21:26:59.480999936368.600006370.327967-9999999.0
971902015-11-14 21:27:01.081999872368.559998370.287750-9999999.0
971912015-11-14 21:27:02.682000384368.440002370.167222-9999999.0
971922015-11-14 21:27:04.282999808368.440002370.167222-9999999.0
\n", "
" ], "text/plain": [ " time measured_water_co2 \\\n", "97188 2015-11-14 21:26:58.378000384 368.420013 \n", "97189 2015-11-14 21:26:59.480999936 368.600006 \n", "97190 2015-11-14 21:27:01.081999872 368.559998 \n", "97191 2015-11-14 21:27:02.682000384 368.440002 \n", "97192 2015-11-14 21:27:04.282999808 368.440002 \n", "\n", " partial_pressure_co2_ssw pco2_co2flux \n", "97188 370.147113 -9999999.0 \n", "97189 370.327967 -9999999.0 \n", "97190 370.287750 -9999999.0 \n", "97191 370.167222 -9999999.0 \n", "97192 370.167222 -9999999.0 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# print out the first few lines of each dataset\n", "GAwater_data.head()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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timemeasured_air_co2partial_pressure_co2_atm
971882015-11-14 21:27:04.331999744394.040009395.498335
971892015-11-14 21:27:04.374000128394.059998395.518412
971902015-11-14 21:27:04.416000000393.950012395.408000
971912015-11-14 21:27:04.459000320393.940002395.397946
971922015-11-14 21:27:04.500999680393.899994395.357791
\n", "
" ], "text/plain": [ " time measured_air_co2 \\\n", "97188 2015-11-14 21:27:04.331999744 394.040009 \n", "97189 2015-11-14 21:27:04.374000128 394.059998 \n", "97190 2015-11-14 21:27:04.416000000 393.950012 \n", "97191 2015-11-14 21:27:04.459000320 393.940002 \n", "97192 2015-11-14 21:27:04.500999680 393.899994 \n", "\n", " partial_pressure_co2_atm \n", "97188 395.498335 \n", "97189 395.518412 \n", "97190 395.408000 \n", "97191 395.397946 \n", "97192 395.357791 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "GAair_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Quick Data Plots\n", "It looks like we have some data, so let's make some quick timeseries plots." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2, ax3, ax4, ax5) = plt.subplots(5, sharex=True, figsize=(12, 10))\n", "ax1.plot(GAwater_data['time'], GAwater_data['measured_water_co2'], '.')\n", "ax2.plot(GAwater_data['time'], GAwater_data['partial_pressure_co2_ssw'], '.')\n", "ax3.plot(GAair_data['time'], GAair_data['measured_air_co2'], '.')\n", "ax4.plot(GAair_data['time'], GAair_data['partial_pressure_co2_atm'], '.')\n", "ax5.plot(GAwater_data['time'], GAwater_data['pco2_co2flux'], '.')\n", "ax1.set_title('Argentine Basin Surface Mooring \\n CO2 Mole Fraction: Seawater ({})'.format(GAwater_units['measured_water_co2'][0]))\n", "ax2.set_title('pCO2 Seawater ({})'.format(GAwater_units['partial_pressure_co2_ssw'][0]))\n", "ax3.set_title('CO2 Mole Fraction: Atmosphere ({})'.format(GAair_units['measured_air_co2'][0]))\n", "ax4.set_title('pCO2 Atmosphere ({})'.format(GAair_units['partial_pressure_co2_atm'][0]))\n", "ax5.set_title('CO2 Flux: Ocean to Atmosphere ({})'.format(GAwater_units['pco2_co2flux'][0]));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see from the bottom panel of this plot that the CO2 flux provided in the files is just an array of fill values (-9999999). There is an issue with this calculation in the OOI system for the Pioneer and Global Surface Moorings, which means we have to calculate that ourselves. To do this we need to grab data from the collocated METBK: the regular, high-resolution METBK dataset contains the sea surface salinity and temperature variables, and the hourly dataset contains the modeled windspeeds at 10m.\n", "\n", "We can use the [pCO2 function](https://github.com/oceanobservatories/ion-functions/blob/master/ion_functions/data/co2_functions.py) the OOI system uses, named pco2_co2flux (lines 374-440), copied below." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def pco2_co2flux(pco2w, pco2a, u10, t, s):\n", " \"\"\"\n", " Description:\n", " OOI Level 2 core date product CO2FLUX is an estimate of the CO2 flux\n", " from the ocean to the atmosphere. It is computed using data from the\n", " pCO2 air-sea (PCO2A) and bulk meteorology (METBK) families of\n", " instruments.\n", " Implemented by:\n", " 2012-03-28: Mathias Lankhorst. Original Matlab code.\n", " 2013-04-20: Christopher Wingard. Initial python code.\n", " Usage:\n", " flux = pco2_co2flux(pco2w, pco2a, u10, t, s)\n", " where\n", " flux = estimated flux of CO2 from the ocean to atmosphere [mol m-2 s-1]\n", " (CO2FLUX_L2)\n", " pco2w = partial pressure of CO2 in sea water [uatm] (PCO2SSW_L1)\n", " pco2a = partial pressure of CO2 in air [uatm] (PCO2ATM_L1)\n", " u10 = normalized wind speed at 10 m height from METBK [m s-1] (WIND10M_L2)\n", " t = sea surface temperature from METBK [deg_C] (TEMPSRF_L1)\n", " s = sea surface salinity from METBK [psu] (SALSURF_L2)\n", " References:\n", " OOI (2012). Data Product Specification for Flux of CO2 into the\n", " Atmosphere. Document Control Number 1341-00270.\n", " https://alfresco.oceanobservatories.org/ (See: Company Home >>\n", " OOI >> Controlled >> 1000 System Level >>\n", " 1341-00270_Data_Product_SPEC_CO2FLUX_OOI.pdf)\n", " \"\"\"\n", " # convert micro-atm to atm\n", " pco2a = pco2a / 1.0e6\n", " pco2w = pco2w / 1.0e6\n", "\n", " # Compute Schmidt number (after Wanninkhof, 1992, Table A1)\n", " Sc = 2073.1 - (125.62 * t) + (3.6276 * t**2) - (0.043219 * t**3)\n", "\n", " # Compute gas transfer velocity (after Sweeney et al. 2007, Fig. 3 and Table 1)\n", " k = 0.27 * u10**2 * np.sqrt(660.0 / Sc)\n", "\n", " # convert cm h-1 to m s-1\n", " k = k / (100.0 * 3600.0)\n", "\n", " # Compute the absolute temperature\n", " T = t + 273.15\n", "\n", " # Compute solubility (after Weiss 1974, Eqn. 12 and Table I).\n", " # Note that there are two versions, one for units per volume and\n", " # one per mass. Here, the volume version is used.\n", " # mol atm-1 m-3\n", " T100 = T / 100\n", " K0 = 1000 * np.exp(-58.0931 + (90.5069 * (100/T)) + (22.2940 * np.log(T100)) +\n", " s * (0.027766 - (0.025888 * T100) + (0.0050578 * T100**2)))\n", "\n", " # mol atm-1 kg-1\n", " #K0 = np.exp(-60.2409 + (93.4517 * (100/T)) + (23.3585 * np.log(T100)) +\n", " # s * (0.023517 - (0.023656 * T100) + (0.0047036 * T100**2)))\n", "\n", " # Compute flux (after Wanninkhof, 1992, eqn. A2)\n", " flux = k * K0 * (pco2w - pco2a)\n", " return flux" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Appending data from files\n", "Appending data from files\n", "{'met_salsurf': ['1'], 'sea_surface_temperature': ['ºC']}\n", "{'met_wind10m': ['m s-1']}\n" ] } ], "source": [ "# get the METBK data\n", "met_vars = ['met_salsurf', 'sea_surface_temperature']\n", "met_hrly_vars = ['met_wind10m']\n", "\n", "GAmet_data, GAmet_units = get_data(GAmet_url, met_vars)\n", "GAmet_hrly_data, GAmet_hrly_units = get_data(GAmet_hrly_url, met_hrly_vars)\n", "\n", "print(GAmet_units)\n", "print(GAmet_hrly_units)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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timemet_salsurfsea_surface_temperature
949312015-11-14 21:06:57.47000012834.52767912.259
949322015-11-14 21:08:02.14499993634.52939412.233
949332015-11-14 21:08:34.31999948834.52139912.270
949342015-11-14 21:09:38.68799948834.52714912.311
949352015-11-14 21:10:43.38400000034.52128012.331
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" ], "text/plain": [ " time met_salsurf sea_surface_temperature\n", "94931 2015-11-14 21:06:57.470000128 34.527679 12.259\n", "94932 2015-11-14 21:08:02.144999936 34.529394 12.233\n", "94933 2015-11-14 21:08:34.319999488 34.521399 12.270\n", "94934 2015-11-14 21:09:38.687999488 34.527149 12.311\n", "94935 2015-11-14 21:10:43.384000000 34.521280 12.331" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "GAmet_data.head()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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timemet_wind10m
101912015-04-24 20:41:37.080000000-9999999.0
16312015-11-14 21:36:57.470000128NaN
16322015-11-14 22:36:57.470000128NaN
16332015-11-14 23:36:57.470000128NaN
16342015-11-15 00:29:43.624999936NaN
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" ], "text/plain": [ " time met_wind10m\n", "10191 2015-04-24 20:41:37.080000000 -9999999.0\n", "1631 2015-11-14 21:36:57.470000128 NaN\n", "1632 2015-11-14 22:36:57.470000128 NaN\n", "1633 2015-11-14 23:36:57.470000128 NaN\n", "1634 2015-11-15 00:29:43.624999936 NaN" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "GAmet_hrly_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The salinity and temperature data are recorded about once every minute, and the wind speeds are from a derived data stream with hourly samples. The description of met_wind10m is \"The modelled windspeed at a reference height of 10m\". We'll calculate hourly averages for each of these datasets, merge them, and then we can calculate CO2 flux." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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timemeasured_water_co2partial_pressure_co2_sswpco2_co2fluxmeasured_air_co2partial_pressure_co2_atm
02015-11-14 21:00:00371.333005372.889132-9999999.0394.723001396.183855
12015-11-14 22:00:00374.229996375.429888-9999999.0395.883997397.700805
22015-11-14 23:00:00378.427002379.639495-9999999.0395.595001397.449503
32015-11-15 00:00:00381.580997382.428019-9999999.0395.734998397.590159
42015-11-15 01:00:00376.529001377.550916-9999999.0395.283002397.136047
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" ], "text/plain": [ " time measured_water_co2 partial_pressure_co2_ssw \\\n", "0 2015-11-14 21:00:00 371.333005 372.889132 \n", "1 2015-11-14 22:00:00 374.229996 375.429888 \n", "2 2015-11-14 23:00:00 378.427002 379.639495 \n", "3 2015-11-15 00:00:00 381.580997 382.428019 \n", "4 2015-11-15 01:00:00 376.529001 377.550916 \n", "\n", " pco2_co2flux measured_air_co2 partial_pressure_co2_atm \n", "0 -9999999.0 394.723001 396.183855 \n", "1 -9999999.0 395.883997 397.700805 \n", "2 -9999999.0 395.595001 397.449503 \n", "3 -9999999.0 395.734998 397.590159 \n", "4 -9999999.0 395.283002 397.136047 " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# calculate hourly averages for the pCO2 data\n", "GAwater_hourly = GAwater_data.resample('H', on='time').mean().dropna(how='all').reset_index()\n", "GAair_hourly = GAair_data.resample('H', on='time').mean().dropna(how='all').reset_index()\n", "\n", "# merge the datasets\n", "GApco2_data = pd.merge(GAwater_hourly, GAair_hourly, on=['time'], how='outer')\n", "GApco2_data.head()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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timemet_salsurfsea_surface_temperaturemet_wind10mmeasured_water_co2partial_pressure_co2_sswpco2_co2fluxmeasured_air_co2partial_pressure_co2_atm
02015-11-14 21:00:0034.53421412.378315NaN371.333005372.889132-9999999.0394.723001396.183855
12015-11-14 22:00:0034.53226312.433678NaN374.229996375.429888-9999999.0395.883997397.700805
22015-11-14 23:00:0034.53118912.442016NaN378.427002379.639495-9999999.0395.595001397.449503
32015-11-15 00:00:0034.53162612.424950NaN381.580997382.428019-9999999.0395.734998397.590159
42015-11-15 01:00:0034.53136012.343867NaN376.529001377.550916-9999999.0395.283002397.136047
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" ], "text/plain": [ " time met_salsurf sea_surface_temperature met_wind10m \\\n", "0 2015-11-14 21:00:00 34.534214 12.378315 NaN \n", "1 2015-11-14 22:00:00 34.532263 12.433678 NaN \n", "2 2015-11-14 23:00:00 34.531189 12.442016 NaN \n", "3 2015-11-15 00:00:00 34.531626 12.424950 NaN \n", "4 2015-11-15 01:00:00 34.531360 12.343867 NaN \n", "\n", " measured_water_co2 partial_pressure_co2_ssw pco2_co2flux \\\n", "0 371.333005 372.889132 -9999999.0 \n", "1 374.229996 375.429888 -9999999.0 \n", "2 378.427002 379.639495 -9999999.0 \n", "3 381.580997 382.428019 -9999999.0 \n", "4 376.529001 377.550916 -9999999.0 \n", "\n", " measured_air_co2 partial_pressure_co2_atm \n", "0 394.723001 396.183855 \n", "1 395.883997 397.700805 \n", "2 395.595001 397.449503 \n", "3 395.734998 397.590159 \n", "4 395.283002 397.136047 " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# replace fill values with NaNs\n", "GAmet_hrly_data[GAmet_hrly_data == -9999999] = np.nan\n", "\n", "# calculate hourly averages for the MET data\n", "GAmet_hourly = GAmet_data.resample('H', on='time').mean().dropna(how='all').reset_index()\n", "\n", "# taking the hourly average of the already hourly-averaged dataset will just get rid of NaN rows, and\n", "# will reset the timestamp to be on the hour so it can easily be merged with the other datasets\n", "GAmet_hourly2 = GAmet_hrly_data.resample('H', on='time').mean().dropna(how='all').reset_index()\n", "\n", "# merge the datasets\n", "merge1 = pd.merge(GAmet_hourly, GAmet_hourly2, on=['time'], how='outer')\n", "GApco2_data = pd.merge(merge1, GApco2_data, on=['time'], how='outer' )\n", "\n", "GApco2_data.head()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# use the pco2_co2flux function above to calculate flux\n", "pco2w = np.array(GApco2_data['partial_pressure_co2_ssw'])\n", "pco2a = np.array(GApco2_data['partial_pressure_co2_atm'])\n", "u10 = np.array(GApco2_data['met_wind10m'])\n", "t = np.array(GApco2_data['sea_surface_temperature'])\n", "s = np.array(GApco2_data['met_salsurf'])\n", "co2flux_calc = pco2_co2flux(pco2w, pco2a, u10, t, s)\n", "\n", "# add the resulting data to the dataframe\n", "GApco2_data['co2flux_calc'] = co2flux_calc" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the hourly averaged data with the calculated CO2 flux\n", "fig, (ax1, ax2, ax3, ax4, ax5) = plt.subplots(5, sharex=True, figsize=(12, 10))\n", "ax1.plot(GApco2_data['time'], GApco2_data['measured_water_co2'], '.')\n", "ax2.plot(GApco2_data['time'], GApco2_data['partial_pressure_co2_ssw'], '.')\n", "ax3.plot(GApco2_data['time'], GApco2_data['measured_air_co2'], '.')\n", "ax4.plot(GApco2_data['time'], GApco2_data['partial_pressure_co2_atm'], '.')\n", "ax5.plot(GApco2_data['time'], GApco2_data['co2flux_calc'], '.')\n", "ax1.set_title('Argentine Basin Surface Mooring (hourly averages) \\n CO2 Mole Fraction: Seawater ({})'.format(GAwater_units['measured_water_co2'][0]))\n", "ax2.set_title('pCO2 Seawater ({})'.format(GAwater_units['partial_pressure_co2_ssw'][0]))\n", "ax3.set_title('CO2 Mole Fraction: Atmosphere ({})'.format(GAair_units['measured_air_co2'][0]))\n", "ax4.set_title('pCO2 Atmosphere ({})'.format(GAair_units['partial_pressure_co2_atm'][0]))\n", "ax5.set_title('CO2 Flux: Ocean to Atmosphere ({})'.format(GAwater_units['pco2_co2flux'][0]));" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot pCO2 of seawater and atmosphere on the same plot, along with flux\n", "fig, (ax1, ax2) = plt.subplots(2, sharex=True, figsize=(10, 8))\n", "ax1.plot(GApco2_data['time'], GApco2_data['partial_pressure_co2_ssw'], '.', markersize=4, label='seawater')\n", "ax1.plot(GApco2_data['time'], GApco2_data['partial_pressure_co2_atm'], '.', markersize=4, label='atmosphere')\n", "ax2.plot(GApco2_data['time'], GApco2_data['co2flux_calc'], 'g.', markersize=4, label='co2flux_calc')\n", "ax1.legend()\n", "ax2.legend()\n", "ax1.set_ylabel('pCO2 (uatm)')\n", "ax2.set_ylabel('CO2 flux: Ocean to Atmosphere (mol m-2 s-1)')\n", "ax1.set_title('Argentine Basin Surface Mooring (hourly averages)');" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "1MMalPTQerEa" }, "source": [ "## 3. Merge and export\n", "Now that we have the downsampled dataset and calculated CO2 flux, let's rename the columns and export as a .csv file." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# first, drop the columns we don't need in the final export\n", "GApco2_data = GApco2_data.drop(columns=['pco2_co2flux', 'met_salsurf', 'sea_surface_temperature', 'met_wind10m'])" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# rename the columns and add units\n", "GApco2_data = GApco2_data.rename(columns={'measured_water_co2': 'CO2 Mole Fraction Seawater ({})'.format(GAwater_units['measured_water_co2'][0]),\n", " 'partial_pressure_co2_ssw': 'pCO2 Seawater ({})'.format(GAwater_units['partial_pressure_co2_ssw'][0]),\n", " 'co2flux_calc': 'CO2 Flux Calculated ({})'.format(GAwater_units['pco2_co2flux'][0]),\n", " 'measured_air_co2':'CO2 Mole Fraction Atmosphere ({})'.format(GAair_units['measured_air_co2'][0]),\n", " 'partial_pressure_co2_atm': 'pCO2 Atmosphere ({})'.format(GAair_units['partial_pressure_co2_atm'][0])})\n", "\n", "GApco2_data.sort_values(by=['time'], inplace=True) # make sure the timestamps are in ascending order" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# export to .csv\n", "GApco2_data.to_csv(os.path.join(save_dir, 'Theme1_pCO2_GA01SUMO.csv'), index=False)" ] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "DL June Air-Sea v1.ipynb", "provenance": [], "toc_visible": true, "version": "0.3.2" }, "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": "3.7.2" } }, "nbformat": 4, "nbformat_minor": 1 }