diff --git a/_quarto.yml b/_quarto.yml index 47f26b98..12fd4069 100644 --- a/_quarto.yml +++ b/_quarto.yml @@ -172,6 +172,8 @@ website: href: notebooks/GIS/SWOT_datetime_GIS.ipynb - section: "Transform Data" contents: + - text: "Datum Conversion" + href: quarto_text/SWOT_Datum.qmd - text: "River Time Series" href: notebooks/datasets/Hydrocron_SWOT_timeseries_examples.ipynb - text: "Lake Time Series" diff --git a/notebooks/datasets/SWOT_USGS_Comparison.ipynb b/notebooks/datasets/SWOT_USGS_Comparison.ipynb new file mode 100644 index 00000000..4044afea --- /dev/null +++ b/notebooks/datasets/SWOT_USGS_Comparison.ipynb @@ -0,0 +1,345 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![](https://img.shields.io/badge/Community-Contribution-%20?color=grey&labelColor=yellow)\n", + "\n", + "> From the PO.DAAC Cookbook, to access the GitHub version of the notebook, follow [this link](https://github.com/podaac/tutorials/blob/master/notebooks/datasets/SWOT_USGS_Comparison.ipynb). " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Compare SWOT water surface elevation with USGS gage heights\n", + "### Datum Transformation Tutorial\n", + "\n", + "#### *Authors: Katie McQuillan and George Allen, Virginia Tech*\n", + "\n", + "## Summary \n", + "This notebook showcases how to transform the horizontal and vertical coordinates of USGS gage heights to match SWOT LakeSP water surface elevation using GDAL. \n", + "\n", + "## Requirements\n", + "\n", + "### Compute environment:\n", + "\n", + "This tutorial is written to run in the following environment:\n", + "- **Local compute environment** e.g. laptop, server: this tutorial can be run on your local machine\n", + "- **GDAL** must be installed (https://gdal.org/)\n", + "\n", + "### Import libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "from osgeo import osr\n", + "import pandas as pd\n", + "import numpy as np\n", + "import math\n", + "import subprocess" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Datasets" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**1. USGS Lake/Reservoir Water Surface Elevation dataset** can be acccessed using the [DataRetrieval](https://github.com/DOI-USGS/dataretrieval-python) python module with the parameter code 62615. \n", + "\n", + "**2. SWOT LakeSP dataset** can be accessed using the [Earthaccess](https://earthaccess.readthedocs.io/en/latest/) python module or the [PO.DAAC Data Downloader](https://podaac.github.io/tutorials/quarto_text/DataSubscriberDownloader.html). \n", + "\n", + "The above data were combined outside of this tutorial into a csv file called 'usgs_swot_merged_example.csv'.\n", + "\n", + "### Datum Transformation to Compare with SWOT Data\n", + "\n", + "Cotemporal SWOT LakeSP and USGS observations were used to form the dataset used for comparisons including X lakes with gages. To directly compare SWOT and USGS datasets, the USGS horizontal and vertical coordiantes must be transformed to match the SWOT datums. Datums for each dataset are noted in Table 1. \n", + "\n", + "It is important to note that using the generic WGS84 (EPSG:4326) is not recommended because it is based on a datum ensemble whose positional accuracy is approximately two meters. Instead, a realization such as WGS84 (G1762) is recommended. WGS84 (G1762) and ITRF 2014 are equivalent for all practical purposes when their epochs are the same. \n", + "\n", + "Epochs are used to define a reference date for positions esablished using the datum ellipsoid and reference frame. Due to tectonic plate movement, landmasses are constantly moving in relationship to each other and in relation to the reference frame. Therefore, accounting for the epoch is necessary for accurate coordinate transformations. The NAD83 (2011) epoch is 2010.0. The standard epoch of WGS84 (G1762) is 2005.0 and the standard epoch of ITRF2014 is 2010.0. Since SWOT is based on ITRF2014, we set the target epoch to 2010.0. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Table 1. SWOT and USGS datum information\n", + "\n", + "| Data source | Horizontal Datum | Reference Ellipsoid | Vertical Datum | EPSG Code |\n", + "| --- | --- | --- | --- | --- |\n", + "| SWOT | ITRF2014 | WGS84 | EGM2008 | EPSG:9057+EPSG:3855 |\n", + "| USGS | NAD83 (2011) | GRS80 | NAVD88 | EPSG:6349 |" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "USGS data is represented using EPSG:6349. EPSG:6349 is a compound CRS that represents NAD83 (2011) + NAVD88 height. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "COMPD_CS[\"NAD83(2011) + NAVD88 height\",\n", + " GEOGCS[\"NAD83(2011)\",\n", + " DATUM[\"NAD83_National_Spatial_Reference_System_2011\",\n", + " SPHEROID[\"GRS 1980\",6378137,298.257222101,\n", + " AUTHORITY[\"EPSG\",\"7019\"]],\n", + " AUTHORITY[\"EPSG\",\"1116\"]],\n", + " PRIMEM[\"Greenwich\",0,\n", + " AUTHORITY[\"EPSG\",\"8901\"]],\n", + " UNIT[\"degree\",0.0174532925199433,\n", + " AUTHORITY[\"EPSG\",\"9122\"]],\n", + " AXIS[\"Latitude\",NORTH],\n", + " AXIS[\"Longitude\",EAST],\n", + " AUTHORITY[\"EPSG\",\"6318\"]],\n", + " VERT_CS[\"NAVD88 height\",\n", + " VERT_DATUM[\"North American Vertical Datum 1988\",2005,\n", + " AUTHORITY[\"EPSG\",\"5103\"]],\n", + " UNIT[\"metre\",1,\n", + " AUTHORITY[\"EPSG\",\"9001\"]],\n", + " AXIS[\"Gravity-related height\",UP],\n", + " AUTHORITY[\"EPSG\",\"5703\"]],\n", + " AUTHORITY[\"EPSG\",\"6349\"]]\n" + ] + } + ], + "source": [ + "# Details of the the compound NAD83(2011) + NAVD88 (EPSG:6349)\n", + "src = osr.SpatialReference()\n", + "src.ImportFromEPSG(6349)\n", + "print(src)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "SWOT data is represented using EPSG:9057 + EPSG:3855. EPSG:9057 represents WGS84 (G1762) and EPSG: 3855 represents EGM 2008. " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GEOGCS[\"WGS 84 (G1762)\",\n", + " DATUM[\"World_Geodetic_System_1984_G1762\",\n", + " SPHEROID[\"WGS 84\",6378137,298.257223563,\n", + " AUTHORITY[\"EPSG\",\"7030\"]],\n", + " AUTHORITY[\"EPSG\",\"1156\"]],\n", + " PRIMEM[\"Greenwich\",0,\n", + " AUTHORITY[\"EPSG\",\"8901\"]],\n", + " UNIT[\"degree\",0.0174532925199433,\n", + " AUTHORITY[\"EPSG\",\"9122\"]],\n", + " AXIS[\"Latitude\",NORTH],\n", + " AXIS[\"Longitude\",EAST],\n", + " AUTHORITY[\"EPSG\",\"9057\"]]\n" + ] + } + ], + "source": [ + "# Details for EPSG:9057 WGS84 (G1762)\n", + "dst = osr.SpatialReference()\n", + "dst.ImportFromEPSG(9057)\n", + "print(dst)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "VERT_CS[\"EGM2008 height\",\n", + " VERT_DATUM[\"EGM2008 geoid\",2005,\n", + " AUTHORITY[\"EPSG\",\"1027\"]],\n", + " UNIT[\"metre\",1,\n", + " AUTHORITY[\"EPSG\",\"9001\"]],\n", + " AXIS[\"Gravity-related height\",UP],\n", + " AUTHORITY[\"EPSG\",\"3855\"]]\n" + ] + } + ], + "source": [ + "# Details of EPSG:3855 EGM2008\n", + "v_dst = osr.SpatialReference()\n", + "v_dst.ImportFromEPSG(3855)\n", + "print(v_dst)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Transform USGS coordinates for comparison with SWOT LakeSP" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Prep the data" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The number of cotemporal USGS and SWOT observations = 425\n" + ] + } + ], + "source": [ + "# Change working directory to tutorials folder\n", + "os.chdir('.')\n", + "\n", + "# Open the dataset of cotemporal SWOT and USGS observations\n", + "swot_usgs_df = pd.read_csv(\"../resources/usgs_swot_merged_example.csv\", index_col=0)\n", + "\n", + "# How many cotemporal observations? \n", + "print('The number of cotemporal USGS and SWOT observations = ' + str(swot_usgs_df.shape[0]))\n", + "\n", + "# Get data into correct format to pass to gdal including longitude, latitude, and gage height in feet\n", + "in_gdal = swot_usgs_df[[\"usgs_long\", \"usgs_lat\", \"usgs_X_62615_00000\"]].copy()\n", + "\n", + "# Since the USGS heights are in feet but the projection we have assigned are in meters, convert heights to meters\n", + "in_gdal.loc[:,'usgs_X_62615_00000'] = in_gdal.loc[:,'usgs_X_62615_00000'] * 0.3048\n", + "\n", + "# Create a column with long, lat, height combined \n", + "in_gdal.loc[:,\"out\"] = [\n", + " str(i) + \" \" + str(j) + \" \" + str(k)\n", + " for i, j, k in zip(\n", + " in_gdal[\"usgs_long\"],\n", + " in_gdal[\"usgs_lat\"],\n", + " in_gdal[\"usgs_X_62615_00000\"],\n", + " )\n", + "]\n", + "\n", + "# Save the combined column to a text file\n", + "in_gdal[\"out\"].to_csv(\"../resources/gdal_in.txt\", header=False, index=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Transform using gdal" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "CompletedProcess(args='cd /home/jovyan/tutorials/notebooks//resources && gdaltransform -s_coord_epoch \"2010.0\" -t_coord_epoch \"2010.0\" -s_srs \"EPSG:6349\" -t_srs \"EPSG:9057+EPSG:3855\" < \"gdal_in.txt\" > \"gdal_out.txt\"', returncode=0)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Write the gdal command and run in the shell \n", + "os.chdir('../')\n", + "cd_command = \"cd \" + os.getcwd() + \"//resources && \"\n", + "gdal_command = 'gdaltransform -s_coord_epoch \"2010.0\" -t_coord_epoch \"2010.0\" -s_srs \"EPSG:6349\" -t_srs \"EPSG:9057+EPSG:3855\" < \"gdal_in.txt\" > \"gdal_out.txt\"'\n", + "subprocess.run(cd_command + gdal_command, shell=True)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Calculate error statistics between USGS datum-transformed data and SWOT data" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " MBE (m) MAE (m) RMSE (m) One-Sigma (m)\n", + "0 -0.144761 0.299489 0.974874 0.139806\n" + ] + } + ], + "source": [ + "# Merge back with the original data \n", + "out_gdal = pd.read_csv(\"resources/gdal_out.txt\", header=None)\n", + "out_gdal = out_gdal.rename(columns={0: \"result\"})\n", + "out_gdal[[\"usgs_long\", \"usgs_lat\", \"usgs_X_62615_00000_egm0_meters\"]] = out_gdal[\"result\"].str.split(\" \", expand=True)\n", + "swot_usgs_df[\"usgs_X_62615_00000_egm0_meters\"] = out_gdal[\"usgs_X_62615_00000_egm0_meters\"].astype(float)\n", + "\n", + "# Error stats\n", + "mae = np.mean(np.abs(np.subtract(swot_usgs_df[\"usgs_X_62615_00000_egm0_meters\"], swot_usgs_df[\"swot_wse\"])))\n", + "bias = np.mean(np.subtract(swot_usgs_df[\"usgs_X_62615_00000_egm0_meters\"], swot_usgs_df[\"swot_wse\"]))\n", + "rmse = math.sqrt(np.square(np.subtract(swot_usgs_df[\"usgs_X_62615_00000_egm0_meters\"], swot_usgs_df[\"swot_wse\"])).mean())\n", + "one_sigma = np.quantile(np.abs(np.subtract(swot_usgs_df[\"usgs_X_62615_00000_egm0_meters\"], swot_usgs_df[\"swot_wse\"])),0.68)\n", + "results = pd.DataFrame([[bias, mae, rmse, one_sigma]], columns=[\"MBE (m)\", \"MAE (m)\", \"RMSE (m)\", \"One-Sigma (m)\"])\n", + "print(results)" + ] + } + ], + "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": "3.8.13" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/resources/usgs_swot_merged_example.csv b/notebooks/resources/usgs_swot_merged_example.csv new file mode 100644 index 00000000..68f25d92 --- /dev/null +++ b/notebooks/resources/usgs_swot_merged_example.csv @@ -0,0 +1,426 @@ +,swot_lake_id,swot_wse,swot_quality_f,swot_xovr_cal_q,swot_datetime,usgs_site_no,dateTime,usgs_X_62615_00000,usgs_X_62615_00000_cd,usgs_lat,usgs_long +0,7730010462,1294.975,0,1,2024-01-25 09:32:17.380000+00:00,10382000,2024-01-25 09:30:00+00:00,4251.07,P,42.6034892,-120.1869045 +1,7730010462,1294.975,0,1,2024-01-25 09:32:17.380000+00:00,10382000,2024-01-25 09:30:00+00:00,4251.07,P,42.6034892,-120.1869045 +2,7250166752,542.349,0,1,2024-01-25 16:49:53.884000+00:00,4253300,2024-01-25 16:45:00+00:00,1780.53,P,43.74519444,-74.78263889 +3,7310089123,499.69,0,1,2024-01-25 16:49:56.080000+00:00,1314500,2024-01-25 16:45:00+00:00,1640.66,A,43.75562018,-74.2759825 +4,7250166752,542.349,0,1,2024-01-25 16:49:53.884000+00:00,4253300,2024-01-25 16:45:00+00:00,1780.53,P,43.74519444,-74.78263889 +5,7310089123,499.69,0,1,2024-01-25 16:49:56.080000+00:00,1314500,2024-01-25 16:45:00+00:00,1640.66,A,43.75562018,-74.2759825 +6,7510089842,170.615,0,1,2024-01-25 18:36:41.057000+00:00,303129097254701,2024-01-25 18:30:00+00:00,560.95,A,30.5249722,-97.4299444 +7,7510089842,170.615,0,1,2024-01-25 18:36:41.057000+00:00,303129097254701,2024-01-25 18:30:00+00:00,560.95,A,30.5249722,-97.4299444 +8,7510099982,542.697,0,1,2024-01-26 07:46:52.162000+00:00,8083460,2024-01-26 07:45:00+00:00,1780.3,A,32.38553056,-99.7317639 +9,7250130142,110.485,0,1,2024-01-26 16:50:39.229000+00:00,4240495,2024-01-26 16:45:00+00:00,364.18,P,43.1008333,-76.2114167 +10,7310086383,232.461,0,0,2024-01-27 06:07:38.587000+00:00,1323500,2024-01-27 06:15:00+00:00,764.41,P,43.3159042,-73.92706958 +11,7310089123,500.535,0,0,2024-01-27 06:07:46.995000+00:00,1314500,2024-01-27 06:15:00+00:00,1640.84,A,43.75562018,-74.2759825 +12,7251008912,210.054,0,0,2024-01-27 06:08:18.085000+00:00,4295500,2024-01-27 06:15:00+00:00,681.85,P,44.93782448,-72.2062133 +13,7120754902,441.059,0,1,2024-01-27 07:51:57.185000+00:00,5056500,2024-01-27 07:45:00+00:00,1450.57,P,48.09944515,-98.9031773 +14,7421078952,342.64,0,1,2024-01-27 16:51:35.228000+00:00,3019500,2024-01-27 16:45:00+00:00,1119.47,A,41.47367335,-79.4386572 +15,7320371623,65.493,0,0,2024-01-28 06:05:57.152000+00:00,2098197,2024-01-28 06:00:00+00:00,216.17,P,35.6547222,-79.0683333 +16,7421020893,324.482,0,1,2024-01-28 16:52:49.110000+00:00,3055500,2024-01-28 17:00:00+00:00,1066.24,A,39.3128703,-80.0336896 +17,7320371623,65.721,0,1,2024-01-28 16:53:51.714000+00:00,2098197,2024-01-28 17:00:00+00:00,216.78,P,35.6547222,-79.0683333 +18,7320346123,56.148,0,1,2024-01-29 06:05:49.729000+00:00,2196483,2024-01-29 06:05:00+00:00,186.24,P,33.5629124,-82.0509506 +19,7320411603,107.815,0,1,2024-01-29 06:06:00.008000+00:00,2168500,2024-01-29 06:00:00+00:00,355.05,P,34.052093,-81.22065329 +20,7320346123,55.891,0,1,2024-01-29 16:54:57.761000+00:00,2196483,2024-01-29 16:55:00+00:00,186.4,P,33.5629124,-82.0509506 +21,7250215982,180.418,0,1,2024-01-29 16:51:28.715000+00:00,4129950,2024-01-29 16:45:00+00:00,592.29,P,45.57666667,-84.4880556 +22,7320411603,108.152,0,1,2024-01-29 16:54:51.730000+00:00,2168500,2024-01-29 17:00:00+00:00,355.06,P,34.052093,-81.22065329 +23,7250202733,182.622,0,1,2024-01-29 16:50:49.906000+00:00,463741090521301,2024-01-29 16:50:00+00:00,601.8,P,46.6280833,-90.8703889 +24,7250202733,182.589,0,1,2024-01-30 16:51:18.934000+00:00,463741090521301,2024-01-30 16:52:00+00:00,601.81,P,46.6280833,-90.8703889 +25,7250202733,182.504,0,1,2024-01-31 16:51:59.737000+00:00,463741090521301,2024-01-31 16:52:00+00:00,601.75,P,46.6280833,-90.8703889 +26,7250215982,179.951,0,1,2024-02-01 06:10:59.384000+00:00,4129950,2024-02-01 06:15:00+00:00,592.33,P,45.57666667,-84.4880556 +27,7250202733,183.285,0,1,2024-02-01 16:52:41.356000+00:00,463741090521301,2024-02-01 16:52:00+00:00,601.99,P,46.6280833,-90.8703889 +28,7250051493,226.673,0,1,2024-02-02 06:11:01.517000+00:00,4082500,2024-02-02 06:15:00+00:00,745.78,P,44.00970626,-88.5273365 +29,7250051493,226.673,0,1,2024-02-02 06:11:01.517000+00:00,4084255,2024-02-02 06:15:00+00:00,745.77,P,44.07055556,-88.32888889 +30,7250046332,255.508,0,1,2024-02-02 06:11:15.238000+00:00,445322088281801,2024-02-02 06:15:00+00:00,840.47,P,44.8875,-88.4722222 +31,7250202733,182.504,0,1,2024-02-02 06:12:05.444000+00:00,463741090521301,2024-02-02 06:12:00+00:00,601.91,P,46.6280833,-90.8703889 +32,7730010462,1295.198,0,1,2024-02-02 18:37:14.857000+00:00,10382000,2024-02-02 18:30:00+00:00,4251.05,P,42.6034892,-120.1869045 +33,7250202733,182.636,0,1,2024-02-03 06:12:36.951000+00:00,463741090521301,2024-02-03 06:12:00+00:00,601.94,P,46.6280833,-90.8703889 +34,7510154643,51.758,0,1,2024-02-03 06:07:52.771000+00:00,312914093422701,2024-02-03 06:15:00+00:00,170.74,P,31.48733056,-93.7075306 +35,7251008912,207.245,0,1,2024-02-03 15:11:10.931000+00:00,4295500,2024-02-03 15:15:00+00:00,681.72,P,44.93782448,-72.2062133 +36,7120800622,328.27,0,1,2024-02-03 16:53:12.251000+00:00,5088500,2024-02-03 17:00:00+00:00,1077.12,P,48.4061111,-97.7894444 +37,7120734332,443.677,0,1,2024-02-03 16:53:11.639000+00:00,5056222,2024-02-03 17:00:00+00:00,1458.85,P,48.25972559,-98.8470683 +38,7510154643,51.707,0,1,2024-02-03 16:58:09.947000+00:00,312914093422701,2024-02-03 17:00:00+00:00,170.77,P,31.48733056,-93.7075306 +39,7740049563,1261.702,0,0,2024-02-03 18:37:51.472000+00:00,11507001,2024-02-03 18:45:00+00:00,4143.02,P,42.24982719,-121.8163759 +40,7740016312,43.925,0,0,2024-02-03 18:38:49.109000+00:00,390800121230701,2024-02-03 18:45:00+00:00,146.41,P,39.1333611,-121.3851444 +41,7310167703,61.237,0,0,2024-02-04 04:29:28.679000+00:00,1019300,2024-02-04 04:30:00+00:00,201.92,P,45.2256833,-67.57705278 +42,7510089842,170.395,0,1,2024-02-04 06:08:02.228000+00:00,303129097254701,2024-02-04 06:15:00+00:00,560.14,A,30.5249722,-97.4299444 +43,7510089892,182.577,0,1,2024-02-04 06:08:01.298000+00:00,302926097322400,2024-02-04 06:15:00+00:00,599.75,A,30.49044444,-97.5400194 +44,7730010462,1294.931,0,1,2024-02-04 07:54:30.221000+00:00,10382000,2024-02-04 08:00:00+00:00,4251.08,P,42.6034892,-120.1869045 +45,7310086383,232.804,0,1,2024-02-04 15:12:16.670000+00:00,1323500,2024-02-04 15:15:00+00:00,765.29,P,43.3159042,-73.92706958 +46,7250179013,29.282,0,1,2024-02-04 15:11:54.651000+00:00,4294500,2024-02-04 15:15:00+00:00,97.52,P,44.47616017,-73.2215166 +47,7250179013,29.282,0,1,2024-02-04 15:11:54.651000+00:00,4294413,2024-02-04 15:15:00+00:00,97.54,A,44.05275,-73.4535 +48,7250179013,29.282,0,1,2024-02-04 15:11:54.651000+00:00,4295000,2024-02-04 15:15:00+00:00,97.45,P,44.99627778,-73.3598056 +49,7510093182,442.274,0,1,2024-02-05 06:09:08.415000+00:00,8098470,2024-02-05 06:15:00+00:00,1451.96,A,32.4158861,-98.8388139 +50,7740049563,1261.747,0,1,2024-02-05 07:54:59.308000+00:00,11507001,2024-02-05 08:00:00+00:00,4142.98,P,42.24982719,-121.8163759 +51,7510086353,270.255,0,1,2024-02-05 16:59:25.803000+00:00,8148100,2024-02-05 17:00:00+00:00,887.4,P,30.73161944,-98.38515 +52,7510104473,302.993,0,1,2024-02-05 16:59:24.467000+00:00,8148000,2024-02-05 17:00:00+00:00,994.67,P,30.75125,-98.41835 +53,7510093182,442.282,0,1,2024-02-05 16:58:55.988000+00:00,8098470,2024-02-05 17:00:00+00:00,1451.96,A,32.4158861,-98.8388139 +54,7510088642,179.404,0,1,2024-02-05 16:59:31.154000+00:00,303437097285701,2024-02-05 17:00:00+00:00,593.83,A <,30.5771611,-97.4825611 +55,7510089242,217.547,0,1,2024-02-05 16:59:31.192000+00:00,303231097394800,2024-02-05 17:00:00+00:00,714.82,A,30.54180833,-97.6633944 +56,7310105492,1.231,0,0,2024-02-06 04:29:19.268000+00:00,1304250,2024-02-06 04:30:00+00:00,5.21,P,40.97969444,-72.55477778 +57,7250181402,193.362,0,0,2024-02-06 04:30:15.532000+00:00,4285000,2024-02-06 04:30:00+00:00,634.79,P,44.3106136,-72.5748324 +58,7251008912,206.952,0,0,2024-02-06 04:30:29.479000+00:00,4295500,2024-02-06 04:30:00+00:00,681.61,P,44.93782448,-72.2062133 +59,7250132212,248.785,0,1,2024-02-06 15:13:31.004000+00:00,4227980,2024-02-06 15:15:00+00:00,817.9,A,42.79425,-77.72075 +60,7320415112,-0.04,0,0,2024-02-06 15:15:39.905000+00:00,208458892,2024-02-06 15:15:00+00:00,0.65,P,35.5058333,-76.25388889 +61,7320415112,-0.04,0,0,2024-02-06 15:15:39.905000+00:00,208458893,2024-02-06 15:15:00+00:00,0.69,P,35.50638889,-76.18388889 +62,7310068803,349.623,0,0,2024-02-07 04:30:08.272000+00:00,1423910,2024-02-07 04:30:00+00:00,1148.81,P,42.08880556,-75.3125 +63,7310086383,235.326,0,0,2024-02-07 04:30:31.094000+00:00,1323500,2024-02-07 04:30:00+00:00,764.76,P,43.3159042,-73.92706958 +64,7310089123,499.544,0,0,2024-02-07 04:30:38.192000+00:00,1314500,2024-02-07 04:30:00+00:00,1640.14,P,43.75562018,-74.2759825 +65,7320371623,65.349,0,1,2024-02-07 15:16:03.935000+00:00,2098197,2024-02-07 15:15:00+00:00,215.65,P,35.6547222,-79.0683333 +66,7420077053,1152.424,0,1,2024-02-07 16:59:08.899000+00:00,7226800,2024-02-07 17:00:00+00:00,3781.98,A,35.3429861,-103.4442944 +67,7520022972,2278.799,0,1,2024-02-08 06:11:37.899000+00:00,8316500,2024-02-08 06:15:00+00:00,7477.88,P,35.68944444,-105.88 +68,7250215982,180.019,0,1,2024-02-08 15:13:41.048000+00:00,4129950,2024-02-08 15:15:00+00:00,592.36,P,45.57666667,-84.4880556 +69,7421077962,354.494,0,1,2024-02-09 04:31:03.740000+00:00,3022550,2024-02-09 04:30:00+00:00,1163.95,P,41.69727799,-80.1014465 +70,7720010812,1895.934,0,1,2024-02-09 06:11:46.495000+00:00,9386189,2024-02-09 06:15:00+00:00,6222.0,P,34.44888056,-108.7683861 +71,7250032202,260.266,0,1,2024-02-09 15:15:12.555000+00:00,4097188,2024-02-09 15:15:00+00:00,856.07,P,42.1908768,-85.5508343 +72,7320346123,56.544,0,1,2024-02-09 15:17:48.228000+00:00,2196483,2024-02-09 15:20:00+00:00,186.27,P,33.5629124,-82.0509506 +73,7250202733,182.569,0,1,2024-02-09 15:13:34.808000+00:00,463741090521301,2024-02-09 15:14:00+00:00,601.43,P,46.6280833,-90.8703889 +74,7250051493,226.872,0,1,2024-02-10 15:15:12.270000+00:00,4082500,2024-02-10 15:15:00+00:00,745.76,P,44.00970626,-88.5273365 +75,7250051493,226.872,0,1,2024-02-10 15:15:12.270000+00:00,4084255,2024-02-10 15:15:00+00:00,745.79,P,44.07055556,-88.32888889 +76,7250202733,182.532,0,1,2024-02-10 15:14:10.364000+00:00,463741090521301,2024-02-10 15:14:00+00:00,601.79,P,46.6280833,-90.8703889 +77,7250215982,179.951,0,1,2024-02-11 04:33:11.732000+00:00,4129950,2024-02-11 04:30:00+00:00,592.34,P,45.57666667,-84.4880556 +78,7250032202,260.327,0,1,2024-02-11 04:32:12.459000+00:00,4097188,2024-02-11 04:30:00+00:00,856.06,P,42.1908768,-85.5508343 +79,7250202733,182.029,0,1,2024-02-11 04:33:28.528000+00:00,463741090521301,2024-02-11 04:34:00+00:00,601.79,P,46.6280833,-90.8703889 +80,7250202733,182.49,0,1,2024-02-11 15:14:51.237000+00:00,463741090521301,2024-02-11 15:14:00+00:00,601.69,P,46.6280833,-90.8703889 +81,7250202733,182.572,0,1,2024-02-12 04:34:16.312000+00:00,463741090521301,2024-02-12 04:34:00+00:00,601.77,P,46.6280833,-90.8703889 +82,7310167703,61.214,0,0,2024-02-12 13:32:59.123000+00:00,1019300,2024-02-12 13:30:00+00:00,201.71,P,45.2256833,-67.57705278 +83,7421099602,515.476,0,1,2024-02-13 04:34:22.637000+00:00,5390500,2024-02-13 04:30:00+00:00,1694.32,P,45.95013889,-89.05425 +84,7421104612,510.949,0,1,2024-02-13 04:34:25.737000+00:00,5390100,2024-02-13 04:30:00+00:00,1679.47,P,46.1216185,-89.1520804 +85,7250202733,182.509,0,1,2024-02-13 04:34:58.858000+00:00,463741090521301,2024-02-13 04:34:00+00:00,601.78,P,46.6280833,-90.8703889 +86,7510154643,51.881,0,1,2024-02-13 04:30:01.831000+00:00,312914093422701,2024-02-13 04:30:00+00:00,171.12,P,31.48733056,-93.7075306 +87,7120800622,327.155,0,1,2024-02-13 15:15:25.129000+00:00,5088500,2024-02-13 15:15:00+00:00,1077.25,P,48.4061111,-97.7894444 +88,7420317722,214.247,0,1,2024-02-13 15:18:17.505000+00:00,6907720,2024-02-13 15:15:00+00:00,705.28,P,38.935,-93.5805556 +89,7251008912,207.157,0,1,2024-02-14 13:34:05.085000+00:00,4295500,2024-02-14 13:30:00+00:00,681.4,P,44.93782448,-72.2062133 +90,7310096392,40.595,0,0,2024-02-14 13:34:57.665000+00:00,420717071221301,2024-02-14 13:30:00+00:00,134.31,P,42.12138889,-71.37027778 +91,7250179013,28.568,0,1,2024-02-14 13:34:05.365000+00:00,4294500,2024-02-14 13:30:00+00:00,97.09,P,44.47616017,-73.2215166 +92,7250179013,28.568,0,1,2024-02-14 13:34:05.365000+00:00,4294413,2024-02-14 13:30:00+00:00,97.06,A,44.05275,-73.4535 +93,7250179013,28.568,0,1,2024-02-14 13:34:05.365000+00:00,4295000,2024-02-14 13:30:00+00:00,96.91,P,44.99627778,-73.3598056 +94,7120754902,441.028,0,1,2024-02-14 15:16:05.734000+00:00,5056500,2024-02-14 15:15:00+00:00,1450.52,P,48.09944515,-98.9031773 +95,7120754882,442.246,0,1,2024-02-14 15:16:03.154000+00:00,5056241,2024-02-14 15:15:00+00:00,1450.57,P,48.23111277,-98.983463 +96,7310167703,61.023,0,0,2024-02-15 02:52:20.455000+00:00,1019300,2024-02-15 02:45:00+00:00,201.51,P,45.2256833,-67.57705278 +97,7510104473,302.963,0,1,2024-02-15 04:30:55.955000+00:00,8148000,2024-02-15 04:30:00+00:00,994.68,P,30.75125,-98.41835 +98,7510086353,270.128,0,1,2024-02-15 04:30:54.836000+00:00,8148100,2024-02-15 04:30:00+00:00,887.33,P,30.73161944,-98.38515 +99,7510090572,252.04,0,1,2024-02-15 04:30:51.992000+00:00,302814097444799,2024-02-15 04:30:00+00:00,826.62,A,30.4704472,-97.7463917 +100,7510087732,267.284,0,1,2024-02-15 04:30:53.295000+00:00,303318097482000,2024-02-15 04:30:00+00:00,876.9,A,30.55493333,-97.805425 +101,7510089242,217.853,0,1,2024-02-15 04:30:53.532000+00:00,303231097394800,2024-02-15 04:30:00+00:00,714.85,A,30.54180833,-97.6633944 +102,7510074813,179.918,0,1,2024-02-15 04:31:32.510000+00:00,8045400,2024-02-15 04:30:00+00:00,591.25,P,32.78929559,-97.4164081 +103,7510104533,195.814,0,1,2024-02-15 04:31:34.273000+00:00,8045000,2024-02-15 04:30:00+00:00,643.08,A,32.87437699,-97.4611872 +104,7730010462,1295.036,0,1,2024-02-15 06:17:22.187000+00:00,10382000,2024-02-15 06:15:00+00:00,4250.96,P,42.6034892,-120.1869045 +105,7250166752,542.125,0,1,2024-02-15 13:34:58.663000+00:00,4253300,2024-02-15 13:30:00+00:00,1780.44,P,43.74519444,-74.78263889 +106,7310089123,499.112,0,1,2024-02-15 13:35:00.860000+00:00,1314500,2024-02-15 13:30:00+00:00,1638.89,P,43.75562018,-74.2759825 +107,7510089842,170.259,0,1,2024-02-15 15:21:45.831000+00:00,303129097254701,2024-02-15 15:15:00+00:00,560.12,A,30.5249722,-97.4299444 +108,7310096392,41.357,0,0,2024-02-16 02:51:55.678000+00:00,420717071221301,2024-02-16 02:45:00+00:00,134.31,P,42.12138889,-71.37027778 +109,7510099982,542.46,0,1,2024-02-16 04:31:56.966000+00:00,8083460,2024-02-16 04:30:00+00:00,1780.6,P,32.38553056,-99.7317639 +110,7120652552,295.606,0,1,2024-02-16 04:35:53.416000+00:00,5049900,2024-02-16 04:30:00+00:00,973.59,P,45.83605556,-96.5729444 +111,7250130142,110.264,0,1,2024-02-16 13:35:44.064000+00:00,4240495,2024-02-16 13:30:00+00:00,363.12,P,43.1008333,-76.2114167 +112,7310086383,232.17,0,0,2024-02-17 02:52:43.485000+00:00,1323500,2024-02-17 03:00:00+00:00,763.06,P,43.3159042,-73.92706958 +113,7320415112,2.817,0,0,2024-02-17 02:50:33.271000+00:00,208458892,2024-02-17 02:45:00+00:00,0.68,P,35.5058333,-76.25388889 +114,7320415112,2.817,0,0,2024-02-17 02:50:33.271000+00:00,208458893,2024-02-17 02:45:00+00:00,0.7,P,35.50638889,-76.18388889 +115,7310010462,3.84,0,0,2024-02-17 02:51:27.716000+00:00,1484143,2024-02-17 02:45:00+00:00,14.07,P,38.91291667,-75.4441667 +116,7310073893,388.615,0,0,2024-02-17 02:52:23.360000+00:00,1414750,2024-02-17 02:45:00+00:00,1275.93,P,42.08752778,-74.8196667 +117,7310089123,499.148,0,0,2024-02-17 02:52:51.863000+00:00,1314500,2024-02-17 03:00:00+00:00,1638.64,P,43.75562018,-74.2759825 +118,7251008912,207.331,0,0,2024-02-17 02:53:22.935000+00:00,4295500,2024-02-17 03:00:00+00:00,681.32,P,44.93782448,-72.2062133 +119,7250179013,37.945,0,0,2024-02-17 02:53:11.952000+00:00,4294500,2024-02-17 03:00:00+00:00,96.92,P,44.47616017,-73.2215166 +120,7250179013,37.945,0,0,2024-02-17 02:53:11.952000+00:00,4294413,2024-02-17 03:00:00+00:00,96.9,A,44.05275,-73.4535 +121,7250179013,37.945,0,0,2024-02-17 02:53:11.952000+00:00,4295000,2024-02-17 03:00:00+00:00,96.82,P,44.99627778,-73.3598056 +122,7120754902,440.732,0,1,2024-02-17 04:37:02.065000+00:00,5056500,2024-02-17 04:30:00+00:00,1450.52,P,48.09944515,-98.9031773 +123,7421078952,331.136,0,1,2024-02-17 13:36:40.091000+00:00,3019500,2024-02-17 13:30:00+00:00,1088.41,P,41.47367335,-79.4386572 +124,7420077053,1152.37,0,1,2024-02-17 15:21:22.905000+00:00,7226800,2024-02-17 15:15:00+00:00,3781.96,P,35.3429861,-103.4442944 +125,7320371623,65.637,0,0,2024-02-18 02:51:02.066000+00:00,2098197,2024-02-18 02:45:00+00:00,216.1,P,35.6547222,-79.0683333 +126,7250215982,179.762,0,1,2024-02-19 13:36:33.757000+00:00,4129950,2024-02-19 13:30:00+00:00,592.34,P,45.57666667,-84.4880556 +127,7250202733,182.7,0,1,2024-02-19 13:35:54.873000+00:00,463741090521301,2024-02-19 13:36:00+00:00,601.92,P,46.6280833,-90.8703889 +128,7250202733,182.59,0,1,2024-02-20 13:36:23.959000+00:00,463741090521301,2024-02-20 13:36:00+00:00,601.95,P,46.6280833,-90.8703889 +129,7250202733,182.59,0,1,2024-02-20 13:36:23.959000+00:00,463741090521301,2024-02-20 13:36:00+00:00,601.95,P,46.6280833,-90.8703889 +130,7421067492,332.202,0,1,2024-02-21 13:37:58.120000+00:00,5401063,2024-02-21 13:45:00+00:00,1092.62,P,44.19563889,-89.4174722 +131,7250202733,182.583,0,1,2024-02-21 13:37:04.833000+00:00,463741090521301,2024-02-21 13:38:00+00:00,601.73,P,46.6280833,-90.8703889 +132,7250215982,179.96,0,1,2024-02-22 02:56:04.542000+00:00,4129950,2024-02-22 03:00:00+00:00,592.33,P,45.57666667,-84.4880556 +133,7250202733,182.742,0,1,2024-02-22 13:37:46.513000+00:00,463741090521301,2024-02-22 13:38:00+00:00,601.97,P,46.6280833,-90.8703889 +134,7250046332,256.159,0,1,2024-02-23 02:56:20.405000+00:00,445322088281801,2024-02-23 03:00:00+00:00,840.37,P,44.8875,-88.4722222 +135,7250202733,182.55,0,1,2024-02-23 02:57:10.666000+00:00,463741090521301,2024-02-23 02:58:00+00:00,601.45,P,46.6280833,-90.8703889 +136,7730010462,1295.196,0,1,2024-02-23 15:22:20.084000+00:00,10382000,2024-02-23 15:15:00+00:00,4251.07,P,42.6034892,-120.1869045 +137,7421104612,511.212,0,1,2024-02-24 02:57:18.081000+00:00,5390100,2024-02-24 03:00:00+00:00,1679.44,P,46.1216185,-89.1520804 +138,7250202733,182.532,0,1,2024-02-24 02:57:42.143000+00:00,463741090521301,2024-02-24 02:58:00+00:00,601.38,P,46.6280833,-90.8703889 +139,7510154643,51.934,0,1,2024-02-24 02:52:58.113000+00:00,312914093422701,2024-02-24 03:00:00+00:00,171.22,P,31.48733056,-93.7075306 +140,7251008912,207.015,0,1,2024-02-24 11:56:16.209000+00:00,4295500,2024-02-24 12:00:00+00:00,680.99,P,44.93782448,-72.2062133 +141,7120754882,440.954,0,1,2024-02-24 13:38:16.071000+00:00,5056241,2024-02-24 13:45:00+00:00,1450.58,P,48.23111277,-98.983463 +142,7120754902,440.835,0,1,2024-02-24 13:38:19.288000+00:00,5056500,2024-02-24 13:45:00+00:00,1450.52,P,48.09944515,-98.9031773 +143,7120734332,443.396,0,1,2024-02-24 13:38:16.904000+00:00,5056222,2024-02-24 13:45:00+00:00,1458.86,P,48.25972559,-98.8470683 +144,7510154643,51.815,0,1,2024-02-24 13:43:15.153000+00:00,312914093422701,2024-02-24 13:45:00+00:00,171.21,P,31.48733056,-93.7075306 +145,7740049563,1261.966,0,0,2024-02-24 15:22:57.013000+00:00,11507001,2024-02-24 15:30:00+00:00,4143.76,P,42.24982719,-121.8163759 +146,7740015552,49.472,0,0,2024-02-24 15:23:54.210000+00:00,390828121225901,2024-02-24 15:30:00+00:00,164.36,P,39.14118889,-121.3830806 +147,7740016312,44.12,0,0,2024-02-24 15:23:54.349000+00:00,390800121230701,2024-02-24 15:30:00+00:00,146.39,P,39.1333611,-121.3851444 +148,7310167703,61.161,0,0,2024-02-25 01:14:34.784000+00:00,1019300,2024-02-25 01:15:00+00:00,201.55,P,45.2256833,-67.57705278 +149,7510087692,149.876,0,1,2024-02-25 02:53:08.735000+00:00,303425097175601,2024-02-25 03:00:00+00:00,493.13,A,30.57366667,-97.299 +150,7510087752,200.958,0,1,2024-02-25 02:53:07.438000+00:00,303234097345700,2024-02-25 03:00:00+00:00,659.62,A,30.54290833,-97.5825889 +151,7730010462,1294.879,0,1,2024-02-25 04:39:35.551000+00:00,10382000,2024-02-25 04:45:00+00:00,4251.07,P,42.6034892,-120.1869045 +152,7310086383,231.935,0,1,2024-02-25 11:57:21.977000+00:00,1323500,2024-02-25 12:00:00+00:00,761.12,P,43.3159042,-73.92706958 +153,7250179013,28.998,0,1,2024-02-25 11:56:59.996000+00:00,4294500,2024-02-25 12:00:00+00:00,96.35,P,44.47616017,-73.2215166 +154,7250179013,28.998,0,1,2024-02-25 11:56:59.996000+00:00,4294413,2024-02-25 12:00:00+00:00,96.33,P,44.05275,-73.4535 +155,7250179013,28.998,0,1,2024-02-25 11:56:59.996000+00:00,4295000,2024-02-25 12:00:00+00:00,96.44,P,44.99627778,-73.3598056 +156,7250130142,110.224,0,1,2024-02-26 11:57:57.196000+00:00,4240495,2024-02-26 12:00:00+00:00,363.19,P,43.1008333,-76.2114167 +157,7510093182,442.373,0,1,2024-02-26 13:44:01.332000+00:00,8098470,2024-02-26 13:45:00+00:00,1452.07,A,32.4158861,-98.8388139 +158,7510087752,200.931,0,1,2024-02-26 13:44:36.748000+00:00,303234097345700,2024-02-26 13:45:00+00:00,659.62,A,30.54290833,-97.5825889 +159,7510087732,267.041,0,1,2024-02-26 13:44:35.921000+00:00,303318097482000,2024-02-26 13:45:00+00:00,876.81,P,30.55493333,-97.805425 +160,7510088642,179.576,0,1,2024-02-26 13:44:36.485000+00:00,303437097285701,2024-02-26 13:45:00+00:00,593.85,A <,30.5771611,-97.4825611 +161,7510089242,217.559,0,1,2024-02-26 13:44:36.520000+00:00,303231097394800,2024-02-26 13:45:00+00:00,714.58,A,30.54180833,-97.6633944 +162,7510089842,170.634,0,1,2024-02-26 13:44:37.482000+00:00,303129097254701,2024-02-26 13:45:00+00:00,560.06,A,30.5249722,-97.4299444 +163,7510086353,270.237,0,1,2024-02-26 13:44:31.133000+00:00,8148100,2024-02-26 13:45:00+00:00,887.46,P,30.73161944,-98.38515 +164,7251008912,207.002,0,0,2024-02-27 01:15:34.872000+00:00,4295500,2024-02-27 01:15:00+00:00,680.83,P,44.93782448,-72.2062133 +165,7250132212,248.656,0,1,2024-02-27 11:58:36.410000+00:00,4227980,2024-02-27 12:00:00+00:00,817.41,A,42.79425,-77.72075 +166,7320415112,-0.209,0,0,2024-02-27 12:00:44.044000+00:00,208458892,2024-02-27 12:00:00+00:00,0.54,P,35.5058333,-76.25388889 +167,7320415112,-0.209,0,0,2024-02-27 12:00:44.044000+00:00,208458893,2024-02-27 12:00:00+00:00,0.6,P,35.50638889,-76.18388889 +168,7310068803,348.334,0,0,2024-02-28 01:15:13.733000+00:00,1423910,2024-02-28 01:15:00+00:00,1143.92,P,42.08880556,-75.3125 +169,7310089123,498.754,0,0,2024-02-28 01:15:43.659000+00:00,1314500,2024-02-28 01:15:00+00:00,1637.3,P,43.75562018,-74.2759825 +170,7310044592,187.673,0,0,2024-02-28 01:14:38.460000+00:00,148064640,2024-02-28 01:15:00+00:00,616.97,P,40.10787735,-75.86382678 +171,7310073893,388.015,0,0,2024-02-28 01:15:14.988000+00:00,1414750,2024-02-28 01:15:00+00:00,1274.08,P,42.08752778,-74.8196667 +172,7420077053,1152.301,0,1,2024-02-28 02:56:06.254000+00:00,7226800,2024-02-28 03:00:00+00:00,3781.84,P,35.3429861,-103.4442944 +173,7120754902,440.909,0,1,2024-02-28 02:59:54.567000+00:00,5056500,2024-02-28 03:00:00+00:00,1450.51,P,48.09944515,-98.9031773 +174,7420077053,1152.478,0,1,2024-02-28 13:44:14.312000+00:00,7226800,2024-02-28 13:45:00+00:00,3781.92,P,35.3429861,-103.4442944 +175,7320371623,65.533,0,1,2024-02-29 01:13:52.996000+00:00,2098197,2024-02-29 01:15:00+00:00,215.5,P,35.6547222,-79.0683333 +176,7320345753,22.199,0,1,2024-02-29 01:13:09.064000+00:00,2172000,2024-02-29 01:15:00+00:00,73.94,P,33.24448056,-79.9915556 +177,7320345753,22.199,0,1,2024-02-29 01:13:09.064000+00:00,2171635,2024-02-29 01:15:00+00:00,73.79,P,33.39888889,-79.9975 +178,7250215982,179.765,0,1,2024-02-29 11:58:46.530000+00:00,4129950,2024-02-29 12:00:00+00:00,592.31,P,45.57666667,-84.4880556 +179,7320346123,56.07,0,1,2024-03-01 01:13:46.034000+00:00,2196483,2024-03-01 01:15:00+00:00,184.34,P,33.5629124,-82.0509506 +180,7720010812,1895.828,0,1,2024-03-01 02:56:52.058000+00:00,9386189,2024-03-01 03:00:00+00:00,6221.98,P,34.44888056,-108.7683861 +181,7120107212,575.335,0,1,2024-03-01 03:01:15.686000+00:00,5113750,2024-03-01 03:00:00+00:00,1887.18,P,48.99050865,-102.7858652 +182,7250202733,182.479,0,1,2024-03-01 11:58:40.315000+00:00,463741090521301,2024-03-01 11:58:00+00:00,601.93,P,46.6280833,-90.8703889 +183,7320346123,56.549,0,1,2024-03-01 12:02:53.033000+00:00,2196483,2024-03-01 12:05:00+00:00,183.68,P,33.5629124,-82.0509506 +184,7250051493,226.679,0,1,2024-03-02 12:00:17.688000+00:00,4082500,2024-03-02 12:00:00+00:00,745.38,P,44.00970626,-88.5273365 +185,7250051493,226.679,0,1,2024-03-02 12:00:17.688000+00:00,4084255,2024-03-02 12:00:00+00:00,745.41,P,44.07055556,-88.32888889 +186,7250202733,182.555,0,1,2024-03-02 11:59:15.685000+00:00,463741090521301,2024-03-02 12:00:00+00:00,601.73,P,46.6280833,-90.8703889 +187,7250215982,179.975,0,1,2024-03-03 01:18:16.930000+00:00,4129950,2024-03-03 01:15:00+00:00,592.32,P,45.57666667,-84.4880556 +188,7250202733,182.715,0,1,2024-03-03 11:59:56.249000+00:00,463741090521301,2024-03-03 12:00:00+00:00,602.06,P,46.6280833,-90.8703889 +189,7250202733,182.398,0,1,2024-03-04 01:19:21.230000+00:00,463741090521301,2024-03-04 01:20:00+00:00,602.41,P,46.6280833,-90.8703889 +190,7720002402,-70.106,0,1,2024-03-04 02:58:05.993000+00:00,10254005,2024-03-04 03:00:00+00:00,-238.27,P,33.19254216,-115.833887 +191,7310167703,61.298,0,0,2024-03-04 10:18:03.905000+00:00,1019300,2024-03-04 10:15:00+00:00,201.82,P,45.2256833,-67.57705278 +192,7720002402,-69.634,0,1,2024-03-04 13:47:24.457000+00:00,10254005,2024-03-04 13:45:00+00:00,-238.07,P,33.19254216,-115.833887 +193,7250046332,262.947,0,1,2024-03-05 01:19:11.469000+00:00,445322088281801,2024-03-05 01:15:00+00:00,840.35,P,44.8875,-88.4722222 +194,7421099602,514.35,0,1,2024-03-05 01:19:27.296000+00:00,5390500,2024-03-05 01:15:00+00:00,1694.27,P,45.95013889,-89.05425 +195,7421104612,511.127,0,1,2024-03-05 01:19:30.390000+00:00,5390100,2024-03-05 01:15:00+00:00,1679.54,P,46.1216185,-89.1520804 +196,7250202733,182.531,0,1,2024-03-05 01:20:03.531000+00:00,463741090521301,2024-03-05 01:20:00+00:00,601.32,P,46.6280833,-90.8703889 +197,7120652552,295.421,0,1,2024-03-05 12:01:16.891000+00:00,5049900,2024-03-05 12:00:00+00:00,972.76,P,45.83605556,-96.5729444 +198,7420317722,214.3,0,1,2024-03-05 12:03:21.962000+00:00,6907720,2024-03-05 12:00:00+00:00,704.97,P,38.935,-93.5805556 +199,7420438782,229.998,0,1,2024-03-06 01:18:07.977000+00:00,6902990,2024-03-06 01:30:00+00:00,756.58,P,39.6611111,-92.9958333 +200,7250202733,182.437,0,1,2024-03-06 01:20:22.225000+00:00,463741090521301,2024-03-06 01:20:00+00:00,601.63,P,46.6280833,-90.8703889 +201,7251008912,207.367,0,1,2024-03-06 10:19:09.307000+00:00,4295500,2024-03-06 10:15:00+00:00,681.23,P,44.93782448,-72.2062133 +202,7120754902,440.86,0,1,2024-03-06 12:01:10.008000+00:00,5056500,2024-03-06 12:00:00+00:00,1450.56,P,48.09944515,-98.9031773 +203,7120754882,444.417,0,1,2024-03-06 12:01:07.403000+00:00,5056241,2024-03-06 12:00:00+00:00,1450.66,P,48.23111277,-98.983463 +204,7730010462,1295.203,0,1,2024-03-07 03:02:26.287000+00:00,10382000,2024-03-07 03:00:00+00:00,4251.15,P,42.6034892,-120.1869045 +205,7310089123,499.754,0,1,2024-03-07 10:20:04.839000+00:00,1314500,2024-03-07 10:15:00+00:00,1640.08,P,43.75562018,-74.2759825 +206,7310073893,388.69,0,1,2024-03-07 10:20:30.151000+00:00,1414750,2024-03-07 10:15:00+00:00,1276.18,P,42.08752778,-74.8196667 +207,7420614582,654.921,0,1,2024-03-07 12:01:30.572000+00:00,6331885,2024-03-07 17:15:00+00:00,2153.28,P,48.45288889,-102.7439722 +208,7510104533,195.617,0,1,2024-03-07 12:06:08.907000+00:00,8045000,2024-03-07 12:00:00+00:00,642.71,A,32.87437699,-97.4611872 +209,7310096392,40.589,0,0,2024-03-07 23:36:59.595000+00:00,420717071221301,2024-03-07 23:30:00+00:00,134.64,P,42.12138889,-71.37027778 +210,7510099982,542.7,0,1,2024-03-08 01:17:00.859000+00:00,8083460,2024-03-08 01:15:00+00:00,1780.7,P,32.38553056,-99.7317639 +211,7120652552,295.445,0,1,2024-03-08 01:20:57.299000+00:00,5049900,2024-03-08 01:15:00+00:00,972.67,P,45.83605556,-96.5729444 +212,7310089123,500.033,0,1,2024-03-08 23:37:55.511000+00:00,1314500,2024-03-08 23:45:00+00:00,1641.87,P,43.75562018,-74.2759825 +213,7120754902,443.086,0,1,2024-03-09 01:22:05.698000+00:00,5056500,2024-03-09 01:15:00+00:00,1450.56,P,48.09944515,-98.9031773 +214,7421078952,335.488,0,1,2024-03-09 10:21:43.529000+00:00,3019500,2024-03-09 10:15:00+00:00,1102.89,P,41.47367335,-79.4386572 +215,7420077053,1152.146,0,1,2024-03-09 12:06:26.314000+00:00,7226800,2024-03-09 12:00:00+00:00,3781.8,P,35.3429861,-103.4442944 +216,7320371623,65.568,0,1,2024-03-09 23:36:05.455000+00:00,2098197,2024-03-09 23:30:00+00:00,216.15,P,35.6547222,-79.0683333 +217,7421020893,326.206,0,1,2024-03-10 10:22:57.184000+00:00,3055500,2024-03-10 10:30:00+00:00,1070.89,P,39.3128703,-80.0336896 +218,7320371623,65.831,0,1,2024-03-10 10:23:59.783000+00:00,2098197,2024-03-10 10:30:00+00:00,216.78,P,35.6547222,-79.0683333 +219,7320346123,56.159,0,1,2024-03-10 23:35:57.806000+00:00,2196483,2024-03-10 23:35:00+00:00,186.28,P,33.5629124,-82.0509506 +220,7420614582,655.488,0,1,2024-03-11 01:23:18.399000+00:00,6331885,2024-03-11 01:30:00+00:00,2153.3,P,48.45288889,-102.7439722 +221,7250215982,180.239,0,1,2024-03-11 10:21:36.633000+00:00,4129950,2024-03-11 10:15:00+00:00,592.6,P,45.57666667,-84.4880556 +222,7250202733,182.451,0,1,2024-03-11 10:20:57.767000+00:00,463741090521301,2024-03-11 10:20:00+00:00,601.84,P,46.6280833,-90.8703889 +223,7250202733,182.569,0,1,2024-03-13 10:22:07.210000+00:00,463741090521301,2024-03-13 10:22:00+00:00,601.62,P,46.6280833,-90.8703889 +224,7250215982,179.936,0,1,2024-03-13 23:41:06.885000+00:00,4129950,2024-03-13 23:45:00+00:00,592.66,P,45.57666667,-84.4880556 +225,7250046332,255.407,0,1,2024-03-14 23:41:22.512000+00:00,445322088281801,2024-03-14 23:45:00+00:00,840.27,P,44.8875,-88.4722222 +226,7250202733,182.45,0,1,2024-03-14 23:42:12.757000+00:00,463741090521301,2024-03-14 23:42:00+00:00,601.57,P,46.6280833,-90.8703889 +227,7251008912,207.55,0,1,2024-03-16 08:41:18.052000+00:00,4295500,2024-03-16 08:45:00+00:00,681.84,P,44.93782448,-72.2062133 +228,7120800622,328.213,0,1,2024-03-16 10:23:19.399000+00:00,5088500,2024-03-16 10:30:00+00:00,1081.11,P,48.4061111,-97.7894444 +229,7120734332,444.222,0,1,2024-03-16 10:23:18.797000+00:00,5056222,2024-03-16 10:30:00+00:00,1458.91,P,48.25972559,-98.8470683 +230,7120754882,441.853,0,1,2024-03-16 10:23:17.962000+00:00,5056241,2024-03-16 10:30:00+00:00,1450.67,P,48.23111277,-98.983463 +231,7120754902,441.403,0,1,2024-03-16 10:23:21.183000+00:00,5056500,2024-03-16 10:30:00+00:00,1450.58,P,48.09944515,-98.9031773 +232,7740049563,1262.12,0,1,2024-03-16 12:07:58.815000+00:00,11507001,2024-03-16 12:15:00+00:00,4144.34,P,42.24982719,-121.8163759 +233,7510090522,204.106,0,1,2024-03-16 23:38:09.326000+00:00,303212097373100,2024-03-16 23:45:00+00:00,671.18,A,30.53666389,-97.6252472 +234,7510088642,179.349,0,1,2024-03-16 23:38:10.365000+00:00,303437097285701,2024-03-16 23:45:00+00:00,593.84,A <,30.5771611,-97.4825611 +235,7510087752,200.596,0,1,2024-03-16 23:38:09.561000+00:00,303234097345700,2024-03-16 23:45:00+00:00,659.65,A,30.54290833,-97.5825889 +236,7510089872,197.698,0,1,2024-03-16 23:38:09.076000+00:00,303056097341300,2024-03-16 23:45:00+00:00,649.13,A,30.5156361,-97.5704111 +237,7510086902,212.666,0,1,2024-03-16 23:38:09.788000+00:00,303341097364800,2024-03-16 23:45:00+00:00,699.25,A,30.56129167,-97.6134417 +238,7250202733,182.391,0,1,2024-03-16 23:43:05.493000+00:00,463741090521301,2024-03-16 23:44:00+00:00,601.33,P,46.6280833,-90.8703889 +239,7310086383,233.873,0,1,2024-03-17 08:42:24.049000+00:00,1323500,2024-03-17 08:45:00+00:00,768.48,P,43.3159042,-73.92706958 +240,7250179013,29.408,0,1,2024-03-17 08:42:01.855000+00:00,4294500,2024-03-17 08:45:00+00:00,97.84,P,44.47616017,-73.2215166 +241,7250179013,29.408,0,1,2024-03-17 08:42:01.855000+00:00,4294413,2024-03-17 08:45:00+00:00,97.84,P,44.05275,-73.4535 +242,7250179013,29.408,0,1,2024-03-17 08:42:01.855000+00:00,4295000,2024-03-17 08:45:00+00:00,97.89,P,44.99627778,-73.3598056 +243,7250132212,248.788,0,1,2024-03-19 08:43:38.891000+00:00,4227980,2024-03-19 08:45:00+00:00,818.11,A,42.79425,-77.72075 +244,7310089123,501.052,0,0,2024-03-19 22:00:46.358000+00:00,1314500,2024-03-19 22:00:00+00:00,1644.63,P,43.75562018,-74.2759825 +245,7310044592,187.639,0,0,2024-03-19 21:59:41.162000+00:00,148064640,2024-03-19 22:00:00+00:00,616.95,P,40.10787735,-75.86382678 +246,7310073893,389.459,0,0,2024-03-19 22:00:17.723000+00:00,1414750,2024-03-19 22:00:00+00:00,1279.0,P,42.08752778,-74.8196667 +247,7420077053,1152.236,0,1,2024-03-19 23:41:08.969000+00:00,7226800,2024-03-19 23:45:00+00:00,3781.77,P,35.3429861,-103.4442944 +248,7120754902,441.262,0,1,2024-03-19 23:44:57.272000+00:00,5056500,2024-03-19 23:45:00+00:00,1450.6,P,48.09944515,-98.9031773 +249,7320371623,65.345,0,1,2024-03-20 08:46:12.059000+00:00,2098197,2024-03-20 08:45:00+00:00,215.33,P,35.6547222,-79.0683333 +250,7320371623,65.281,0,1,2024-03-20 21:58:55.864000+00:00,2098197,2024-03-20 22:00:00+00:00,215.33,P,35.6547222,-79.0683333 +251,7320345753,21.913,0,1,2024-03-20 21:58:11.923000+00:00,2172000,2024-03-20 22:00:00+00:00,73.17,P,33.24448056,-79.9915556 +252,7320345753,21.913,0,1,2024-03-20 21:58:11.923000+00:00,2171635,2024-03-20 22:00:00+00:00,73.06,P,33.39888889,-79.9975 +253,7320256073,22.44,0,1,2024-03-20 21:58:15.626000+00:00,2171000,2024-03-20 22:00:00+00:00,74.44,P,33.4495361,-80.1644444 +254,7520022972,2278.287,0,1,2024-03-20 23:41:46.316000+00:00,8316500,2024-03-20 23:45:00+00:00,7476.03,P,35.68944444,-105.88 +255,7250202733,182.583,0,1,2024-03-21 08:43:18.753000+00:00,463741090521301,2024-03-21 08:44:00+00:00,601.66,P,46.6280833,-90.8703889 +256,7421077962,357.844,0,1,2024-03-21 22:01:12.359000+00:00,3022550,2024-03-21 22:00:00+00:00,1175.9,P,41.69727799,-80.1014465 +257,7720010812,1895.948,0,1,2024-03-21 23:41:55.127000+00:00,9386189,2024-03-21 23:45:00+00:00,6222.16,P,34.44888056,-108.7683861 +258,7120107212,574.352,0,1,2024-03-21 23:46:18.747000+00:00,5113750,2024-03-21 23:45:00+00:00,1887.65,P,48.99050865,-102.7858652 +259,7250051493,226.767,0,1,2024-03-23 08:45:20.785000+00:00,4082500,2024-03-23 08:45:00+00:00,745.73,P,44.00970626,-88.5273365 +260,7250051493,226.767,0,1,2024-03-23 08:45:20.785000+00:00,4084255,2024-03-23 08:45:00+00:00,745.7,P,44.07055556,-88.32888889 +261,7250032202,260.138,0,1,2024-03-23 22:02:20.973000+00:00,4097188,2024-03-23 22:00:00+00:00,855.89,P,42.1908768,-85.5508343 +262,7250202733,181.543,0,1,2024-03-23 22:03:36.962000+00:00,463741090521301,2024-03-23 22:04:00+00:00,601.65,P,46.6280833,-90.8703889 +263,7250215982,179.971,0,1,2024-03-23 22:03:20.278000+00:00,4129950,2024-03-23 22:00:00+00:00,592.61,P,45.57666667,-84.4880556 +264,7720002402,-70.609,0,1,2024-03-24 23:43:09.465000+00:00,10254005,2024-03-24 23:45:00+00:00,-238.04,P,33.19254216,-115.833887 +265,7421104612,513.559,0,1,2024-03-25 22:04:33.942000+00:00,5390100,2024-03-25 22:00:00+00:00,1679.65,P,46.1216185,-89.1520804 +266,7250202733,182.433,0,1,2024-03-25 22:05:07.063000+00:00,463741090521301,2024-03-25 22:06:00+00:00,601.83,P,46.6280833,-90.8703889 +267,7510154643,51.293,0,1,2024-03-25 22:00:10.162000+00:00,312914093422701,2024-03-25 22:00:00+00:00,169.47,P,31.48733056,-93.7075306 +268,7420317722,214.529,0,1,2024-03-26 08:48:25.424000+00:00,6907720,2024-03-26 08:45:00+00:00,706.05,P,38.935,-93.5805556 +269,7250202733,182.457,0,1,2024-03-26 22:05:25.872000+00:00,463741090521301,2024-03-26 22:06:00+00:00,601.41,P,46.6280833,-90.8703889 +270,7251008912,207.304,0,1,2024-03-27 07:04:12.877000+00:00,4295500,2024-03-27 07:00:00+00:00,681.38,P,44.93782448,-72.2062133 +271,7250179013,28.924,0,1,2024-03-27 07:04:13.086000+00:00,4294500,2024-03-27 07:00:00+00:00,97.71,P,44.47616017,-73.2215166 +272,7250179013,28.924,0,1,2024-03-27 07:04:13.086000+00:00,4294413,2024-03-27 07:00:00+00:00,97.57,P,44.05275,-73.4535 +273,7250179013,28.924,0,1,2024-03-27 07:04:13.086000+00:00,4295000,2024-03-27 07:00:00+00:00,97.88,P,44.99627778,-73.3598056 +274,7510104473,303.216,0,1,2024-03-27 22:01:03.873000+00:00,8148000,2024-03-27 22:00:00+00:00,995.27,P,30.75125,-98.41835 +275,7510086353,270.274,0,1,2024-03-27 22:01:02.759000+00:00,8148100,2024-03-27 22:00:00+00:00,887.43,P,30.73161944,-98.38515 +276,7510087732,266.894,0,1,2024-03-27 22:01:01.216000+00:00,303318097482000,2024-03-27 22:00:00+00:00,876.74,P,30.55493333,-97.805425 +277,7510087702,217.521,0,1,2024-03-27 22:01:01.940000+00:00,303401097374700,2024-03-27 22:00:00+00:00,715.0,A,30.56704444,-97.6296667 +278,7510086902,212.714,0,1,2024-03-27 22:01:01.896000+00:00,303341097364800,2024-03-27 22:00:00+00:00,699.17,A,30.56129167,-97.6134417 +279,7510087782,200.973,0,1,2024-03-27 22:01:01.199000+00:00,303114097355700,2024-03-27 22:00:00+00:00,660.25,A,30.5205,-97.5991389 +280,7510089242,217.376,0,1,2024-03-27 22:01:01.454000+00:00,303231097394800,2024-03-27 22:00:00+00:00,714.66,A,30.54180833,-97.6633944 +281,7510104533,196.158,0,1,2024-03-27 22:01:42.195000+00:00,8045000,2024-03-27 22:00:00+00:00,644.67,A,32.87437699,-97.4611872 +282,7510074813,179.879,0,1,2024-03-27 22:01:40.417000+00:00,8045400,2024-03-27 22:00:00+00:00,591.22,P,32.78929559,-97.4164081 +283,7730010462,1295.157,0,1,2024-03-27 23:47:30.036000+00:00,10382000,2024-03-27 23:45:00+00:00,4250.98,P,42.6034892,-120.1869045 +284,7310089123,501.082,0,1,2024-03-28 07:05:08.495000+00:00,1314500,2024-03-28 07:00:00+00:00,1645.16,P,43.75562018,-74.2759825 +285,7510089842,170.507,0,1,2024-03-28 08:51:53.422000+00:00,303129097254701,2024-03-28 08:45:00+00:00,560.07,A,30.5249722,-97.4299444 +286,7510099982,542.465,0,1,2024-03-28 22:02:04.733000+00:00,8083460,2024-03-28 22:00:00+00:00,1780.65,P,32.38553056,-99.7317639 +287,7120652552,295.795,0,1,2024-03-28 22:06:01.176000+00:00,5049900,2024-03-28 22:00:00+00:00,973.54,P,45.83605556,-96.5729444 +288,7250130142,109.991,0,1,2024-03-29 07:05:51.526000+00:00,4240495,2024-03-29 07:00:00+00:00,362.5,P,43.1008333,-76.2114167 +289,7310086383,233.994,0,0,2024-03-29 20:22:51.065000+00:00,1323500,2024-03-29 20:30:00+00:00,768.72,P,43.3159042,-73.92706958 +290,7320415112,0.163,0,0,2024-03-29 20:20:39.589000+00:00,208458892,2024-03-29 20:15:00+00:00,1.07,P,35.5058333,-76.25388889 +291,7320415112,0.163,0,0,2024-03-29 20:20:39.589000+00:00,208458893,2024-03-29 20:15:00+00:00,1.03,P,35.50638889,-76.18388889 +292,7310014952,7.231,0,0,2024-03-29 20:21:30.998000+00:00,1487170,2024-03-29 20:15:00+00:00,25.13,P,38.68005556,-75.5944722 +293,7310010462,3.934,0,0,2024-03-29 20:21:35.312000+00:00,1484143,2024-03-29 20:15:00+00:00,14.31,P,38.91291667,-75.4441667 +294,7310073893,389.623,0,0,2024-03-29 20:22:31.022000+00:00,1414750,2024-03-29 20:30:00+00:00,1279.18,P,42.08752778,-74.8196667 +295,7310089123,501.277,0,0,2024-03-29 20:22:59.459000+00:00,1314500,2024-03-29 20:30:00+00:00,1645.41,P,43.75562018,-74.2759825 +296,7251008912,207.389,0,0,2024-03-29 20:23:30.555000+00:00,4295500,2024-03-29 20:30:00+00:00,681.65,P,44.93782448,-72.2062133 +297,7120754902,440.851,0,1,2024-03-29 22:07:09.664000+00:00,5056500,2024-03-29 22:00:00+00:00,1450.57,P,48.09944515,-98.9031773 +298,7420077053,1152.305,0,1,2024-03-30 08:51:30.187000+00:00,7226800,2024-03-30 08:45:00+00:00,3781.66,P,35.3429861,-103.4442944 +299,7320371623,66.369,0,1,2024-03-30 20:21:09.613000+00:00,2098197,2024-03-30 20:15:00+00:00,218.64,P,35.6547222,-79.0683333 +300,7320346123,55.215,0,1,2024-03-31 20:21:01.995000+00:00,2196483,2024-03-31 20:20:00+00:00,182.86,P,33.5629124,-82.0509506 +301,7320411603,108.362,0,1,2024-03-31 20:21:12.269000+00:00,2168500,2024-03-31 20:15:00+00:00,356.82,P,34.052093,-81.22065329 +302,7420614582,655.655,0,1,2024-03-31 22:08:22.557000+00:00,6331885,2024-03-31 22:15:00+00:00,2153.82,P,48.45288889,-102.7439722 +303,7250215982,179.928,0,1,2024-04-01 07:06:40.707000+00:00,4129950,2024-04-01 07:00:00+00:00,592.5,P,45.57666667,-84.4880556 +304,7320411603,108.322,0,1,2024-04-01 07:10:03.627000+00:00,2168500,2024-04-01 07:15:00+00:00,356.79,P,34.052093,-81.22065329 +305,7250202733,182.563,0,1,2024-04-01 07:06:02.218000+00:00,463741090521301,2024-04-01 07:06:00+00:00,601.85,P,46.6280833,-90.8703889 +306,7250202733,182.537,0,1,2024-04-02 07:06:30.771000+00:00,463741090521301,2024-04-02 07:06:00+00:00,601.76,P,46.6280833,-90.8703889 +307,7250215982,179.99,0,1,2024-04-03 20:26:11.275000+00:00,4129950,2024-04-03 20:30:00+00:00,592.66,P,45.57666667,-84.4880556 +308,7250202733,182.663,0,1,2024-04-04 07:07:52.978000+00:00,463741090521301,2024-04-04 07:08:00+00:00,601.82,P,46.6280833,-90.8703889 +309,7250046332,255.428,0,1,2024-04-04 20:26:26.985000+00:00,445322088281801,2024-04-04 20:30:00+00:00,840.47,P,44.8875,-88.4722222 +310,7250202733,182.47,0,1,2024-04-04 20:27:17.207000+00:00,463741090521301,2024-04-04 20:28:00+00:00,601.79,P,46.6280833,-90.8703889 +311,7251008912,207.458,0,1,2024-04-06 05:26:22.486000+00:00,4295500,2024-04-06 05:30:00+00:00,681.88,P,44.93782448,-72.2062133 +312,7510154643,51.488,0,1,2024-04-06 07:13:21.566000+00:00,312914093422701,2024-04-06 07:15:00+00:00,170.1,P,31.48733056,-93.7075306 +313,7510086902,213.009,0,1,2024-04-06 20:23:14.432000+00:00,303341097364800,2024-04-06 20:30:00+00:00,699.09,P,30.56129167,-97.6134417 +314,7250202733,182.547,0,1,2024-04-06 20:28:09.957000+00:00,463741090521301,2024-04-06 20:28:00+00:00,601.83,P,46.6280833,-90.8703889 +315,7730010462,1295.004,0,1,2024-04-06 22:09:42.301000+00:00,10382000,2024-04-06 22:15:00+00:00,4251.24,P,42.6034892,-120.1869045 +316,7310086383,234.005,0,1,2024-04-07 05:27:28.577000+00:00,1323500,2024-04-07 05:30:00+00:00,768.66,P,43.3159042,-73.92706958 +317,7250179013,29.321,0,1,2024-04-07 05:27:06.378000+00:00,4294500,2024-04-07 05:30:00+00:00,97.85,P,44.47616017,-73.2215166 +318,7250179013,29.321,0,1,2024-04-07 05:27:06.378000+00:00,4294413,2024-04-07 05:30:00+00:00,97.89,P,44.05275,-73.4535 +319,7250179013,29.321,0,1,2024-04-07 05:27:06.378000+00:00,4295000,2024-04-07 05:30:00+00:00,97.75,P,44.99627778,-73.3598056 +320,7510093182,442.288,0,1,2024-04-07 20:24:20.810000+00:00,8098470,2024-04-07 20:30:00+00:00,1452.19,A,32.4158861,-98.8388139 +321,7510104473,303.264,0,1,2024-04-08 07:14:36.679000+00:00,8148000,2024-04-08 07:15:00+00:00,995.31,P,30.75125,-98.41835 +322,7510093182,442.46,0,1,2024-04-08 07:14:08.218000+00:00,8098470,2024-04-08 07:15:00+00:00,1452.17,A,32.4158861,-98.8388139 +323,7510089242,219.856,0,1,2024-04-08 07:14:43.407000+00:00,303231097394800,2024-04-08 07:15:00+00:00,714.53,P,30.54180833,-97.6633944 +324,7510090572,251.984,0,1,2024-04-08 07:14:44.449000+00:00,302814097444799,2024-04-08 07:15:00+00:00,825.77,A,30.4704472,-97.7463917 +325,7510088642,179.609,0,1,2024-04-08 07:14:43.366000+00:00,303437097285701,2024-04-08 07:15:00+00:00,593.84,P <,30.5771611,-97.4825611 +326,7510086353,270.393,0,1,2024-04-08 07:14:38.013000+00:00,8148100,2024-04-08 07:15:00+00:00,887.39,P,30.73161944,-98.38515 +327,7510086463,251.465,0,1,2024-04-08 07:14:40.528000+00:00,8152500,2024-04-08 07:15:00+00:00,825.37,P,30.55623889,-98.3385194 +328,7420077053,1152.175,0,1,2024-04-09 20:26:13.851000+00:00,7226800,2024-04-09 20:30:00+00:00,3781.5,P,35.3429861,-103.4442944 +329,7320371623,65.381,0,1,2024-04-10 05:31:16.799000+00:00,2098197,2024-04-10 05:30:00+00:00,215.66,P,35.6547222,-79.0683333 +330,7421081213,264.04,0,1,2024-04-10 05:30:07.971000+00:00,3071590,2024-04-10 05:30:00+00:00,868.41,P,39.72007846,-79.8556116 +331,7320371623,65.301,0,1,2024-04-10 18:44:00.740000+00:00,2098197,2024-04-10 18:45:00+00:00,215.63,P,35.6547222,-79.0683333 +332,7320345753,22.145,0,1,2024-04-10 18:43:16.936000+00:00,2172000,2024-04-10 18:45:00+00:00,73.99,P,33.24448056,-79.9915556 +333,7320345753,22.145,0,1,2024-04-10 18:43:16.936000+00:00,2171635,2024-04-10 18:45:00+00:00,74.02,P,33.39888889,-79.9975 +334,7320256073,22.404,0,0,2024-04-11 05:32:27.948000+00:00,2171000,2024-04-11 05:30:00+00:00,74.59,P,33.4495361,-80.1644444 +335,7320345753,22.15,0,0,2024-04-11 05:32:34.009000+00:00,2172000,2024-04-11 05:30:00+00:00,73.82,P,33.24448056,-79.9915556 +336,7320345753,22.15,0,0,2024-04-11 05:32:34.009000+00:00,2171635,2024-04-11 05:30:00+00:00,73.68,P,33.39888889,-79.9975 +337,7320346123,56.7,0,1,2024-04-11 18:43:54.254000+00:00,2196483,2024-04-11 18:45:00+00:00,185.87,P,33.5629124,-82.0509506 +338,7250032202,260.232,0,1,2024-04-12 05:30:26.078000+00:00,4097188,2024-04-12 05:30:00+00:00,856.08,P,42.1908768,-85.5508343 +339,7320346123,56.639,0,1,2024-04-12 05:33:01.208000+00:00,2196483,2024-04-12 05:35:00+00:00,186.32,P,33.5629124,-82.0509506 +340,7250202733,181.983,0,1,2024-04-13 18:48:42.244000+00:00,463741090521301,2024-04-13 18:48:00+00:00,601.7,P,46.6280833,-90.8703889 +341,7250215982,180.097,0,1,2024-04-13 18:48:25.594000+00:00,4129950,2024-04-13 18:45:00+00:00,592.96,P,45.57666667,-84.4880556 +342,7250202733,182.511,0,0,2024-04-14 18:49:30.130000+00:00,463741090521301,2024-04-14 18:50:00+00:00,601.71,P,46.6280833,-90.8703889 +343,7720002402,-72.506,0,1,2024-04-14 20:28:14.938000+00:00,10254005,2024-04-14 20:30:00+00:00,-238.05,P,33.19254216,-115.833887 +344,7250046332,255.51,0,1,2024-04-15 18:49:20.621000+00:00,445322088281801,2024-04-15 18:45:00+00:00,840.42,P,44.8875,-88.4722222 +345,7421099602,515.635,0,1,2024-04-15 18:49:36.431000+00:00,5390500,2024-04-15 18:45:00+00:00,1694.3,P,45.95013889,-89.05425 +346,7421104612,511.228,0,1,2024-04-15 18:49:39.534000+00:00,5390100,2024-04-15 18:45:00+00:00,1679.99,P,46.1216185,-89.1520804 +347,7250202733,182.568,0,1,2024-04-15 18:50:12.607000+00:00,463741090521301,2024-04-15 18:50:00+00:00,601.55,P,46.6280833,-90.8703889 +348,7510154643,52.305,0,1,2024-04-15 18:45:15.843000+00:00,312914093422701,2024-04-15 18:45:00+00:00,172.96,P,31.48733056,-93.7075306 +349,7420317722,214.409,0,1,2024-04-16 05:33:30.993000+00:00,6907720,2024-04-16 05:30:00+00:00,705.74,P,38.935,-93.5805556 +350,7510086353,270.268,0,1,2024-04-17 18:46:08.634000+00:00,8148100,2024-04-17 18:45:00+00:00,887.62,P,30.73161944,-98.38515 +351,7510089242,217.601,0,1,2024-04-17 18:46:07.329000+00:00,303231097394800,2024-04-17 18:45:00+00:00,714.77,P,30.54180833,-97.6633944 +352,7510087732,267.068,0,1,2024-04-17 18:46:07.091000+00:00,303318097482000,2024-04-17 18:45:00+00:00,876.73,P,30.55493333,-97.805425 +353,7510090572,251.586,0,1,2024-04-17 18:46:05.788000+00:00,302814097444799,2024-04-17 18:45:00+00:00,825.89,P,30.4704472,-97.7463917 +354,7510074813,179.725,0,1,2024-04-17 18:46:46.273000+00:00,8045400,2024-04-17 18:45:00+00:00,590.89,P,32.78929559,-97.4164081 +355,7510104533,196.244,0,1,2024-04-17 18:46:48.065000+00:00,8045000,2024-04-17 18:45:00+00:00,644.81,A,32.87437699,-97.4611872 +356,7730010462,1295.327,0,1,2024-04-17 20:32:36.023000+00:00,10382000,2024-04-17 20:30:00+00:00,4251.35,P,42.6034892,-120.1869045 +357,7510104533,196.244,0,1,2024-04-18 05:36:18.381000+00:00,8045000,2024-04-18 05:30:00+00:00,644.79,A,32.87437699,-97.4611872 +358,7310096392,41.032,0,0,2024-04-18 17:07:09.407000+00:00,420717071221301,2024-04-18 17:00:00+00:00,136.26,P,42.12138889,-71.37027778 +359,7510099982,542.549,0,1,2024-04-18 18:47:10.718000+00:00,8083460,2024-04-18 18:45:00+00:00,1780.33,P,32.38553056,-99.7317639 +360,7310086383,234.371,0,0,2024-04-19 17:07:57.151000+00:00,1323500,2024-04-19 17:15:00+00:00,769.92,P,43.3159042,-73.92706958 +361,7310014952,7.149,0,0,2024-04-19 17:06:37.074000+00:00,1487170,2024-04-19 17:00:00+00:00,24.88,P,38.68005556,-75.5944722 +362,7310010462,3.796,0,0,2024-04-19 17:06:41.388000+00:00,1484143,2024-04-19 17:00:00+00:00,14.06,P,38.91291667,-75.4441667 +363,7310073893,389.534,0,0,2024-04-19 17:07:37.043000+00:00,1414750,2024-04-19 17:15:00+00:00,1279.2,P,42.08752778,-74.8196667 +364,7310089123,502.749,0,0,2024-04-19 17:08:05.525000+00:00,1314500,2024-04-19 17:15:00+00:00,1650.85,P,43.75562018,-74.2759825 +365,7251008912,207.538,0,0,2024-04-19 17:08:36.648000+00:00,4295500,2024-04-19 17:15:00+00:00,681.97,P,44.93782448,-72.2062133 +366,7250179013,29.689,0,0,2024-04-19 17:08:23.620000+00:00,4294500,2024-04-19 17:15:00+00:00,98.67,P,44.47616017,-73.2215166 +367,7250179013,29.689,0,0,2024-04-19 17:08:23.620000+00:00,4294413,2024-04-19 17:15:00+00:00,98.56,P,44.05275,-73.4535 +368,7250179013,29.689,0,0,2024-04-19 17:08:23.620000+00:00,4295000,2024-04-19 17:15:00+00:00,98.92,P,44.99627778,-73.3598056 +369,7120754902,441.106,0,1,2024-04-19 18:52:15.754000+00:00,5056500,2024-04-19 18:45:00+00:00,1450.69,P,48.09944515,-98.9031773 +370,7420077053,1152.067,0,1,2024-04-20 05:36:36.225000+00:00,7226800,2024-04-20 05:30:00+00:00,3781.31,P,35.3429861,-103.4442944 +371,7320371623,65.177,0,0,2024-04-20 17:06:15.672000+00:00,2098197,2024-04-20 17:00:00+00:00,215.52,P,35.6547222,-79.0683333 +372,7320371623,65.362,0,1,2024-04-21 03:54:09.843000+00:00,2098197,2024-04-21 04:00:00+00:00,215.5,P,35.6547222,-79.0683333 +373,7320346123,55.267,0,1,2024-04-21 17:06:08.224000+00:00,2196483,2024-04-21 17:05:00+00:00,183.26,P,33.5629124,-82.0509506 +374,7320411603,108.343,0,1,2024-04-21 17:06:18.512000+00:00,2168500,2024-04-21 17:00:00+00:00,356.75,P,34.052093,-81.22065329 +375,7250215982,180.235,0,1,2024-04-22 03:51:46.886000+00:00,4129950,2024-04-22 03:45:00+00:00,593.01,P,45.57666667,-84.4880556 +376,7250202733,182.558,0,1,2024-04-22 03:51:08.049000+00:00,463741090521301,2024-04-22 03:52:00+00:00,601.65,P,46.6280833,-90.8703889 +377,7250202733,182.59,0,1,2024-04-23 03:51:36.997000+00:00,463741090521301,2024-04-23 03:52:00+00:00,601.46,P,46.6280833,-90.8703889 +378,7250202733,182.508,0,1,2024-04-24 03:52:17.729000+00:00,463741090521301,2024-04-24 03:52:00+00:00,601.69,P,46.6280833,-90.8703889 +379,7250215982,180.312,0,0,2024-04-24 17:11:17.608000+00:00,4129950,2024-04-24 17:15:00+00:00,593.01,P,45.57666667,-84.4880556 +380,7250202733,182.483,0,0,2024-04-24 17:11:43.317000+00:00,463741090521301,2024-04-24 17:12:00+00:00,602.0,P,46.6280833,-90.8703889 +381,7250202733,182.676,0,1,2024-04-25 03:52:59.252000+00:00,463741090521301,2024-04-25 03:52:00+00:00,601.61,P,46.6280833,-90.8703889 +382,7250046332,255.319,0,1,2024-04-25 17:11:33.333000+00:00,445322088281801,2024-04-25 17:15:00+00:00,840.35,P,44.8875,-88.4722222 +383,7250202733,182.523,0,1,2024-04-25 17:12:23.596000+00:00,463741090521301,2024-04-25 17:12:00+00:00,601.95,P,46.6280833,-90.8703889 +384,7730010462,1295.247,0,1,2024-04-26 05:37:32.655000+00:00,10382000,2024-04-26 05:45:00+00:00,4251.73,P,42.6034892,-120.1869045 +385,7250202733,182.694,0,1,2024-04-26 17:12:54.903000+00:00,463741090521301,2024-04-26 17:12:00+00:00,601.73,P,46.6280833,-90.8703889 +386,7510154643,52.231,0,1,2024-04-26 17:08:10.874000+00:00,312914093422701,2024-04-26 17:15:00+00:00,171.85,P,31.48733056,-93.7075306 +387,7120754882,441.217,0,1,2024-04-27 03:53:28.498000+00:00,5056241,2024-04-27 04:00:00+00:00,1450.72,P,48.23111277,-98.983463 +388,7120754902,441.216,0,1,2024-04-27 03:53:31.603000+00:00,5056500,2024-04-27 04:00:00+00:00,1450.62,P,48.09944515,-98.9031773 +389,7120800622,328.595,0,1,2024-04-27 03:53:29.944000+00:00,5088500,2024-04-27 04:00:00+00:00,1080.92,P,48.4061111,-97.7894444 +390,7120734332,443.731,0,1,2024-04-27 03:53:29.325000+00:00,5056222,2024-04-27 04:00:00+00:00,1459.07,P,48.25972559,-98.8470683 +391,7310167703,61.407,0,0,2024-04-27 15:29:46.588000+00:00,1019300,2024-04-27 15:30:00+00:00,202.41,P,45.2256833,-67.57705278 +392,7510089872,197.474,0,1,2024-04-27 17:08:19.604000+00:00,303056097341300,2024-04-27 17:15:00+00:00,649.09,P,30.5156361,-97.5704111 +393,7510087752,200.626,0,1,2024-04-27 17:08:20.092000+00:00,303234097345700,2024-04-27 17:15:00+00:00,659.61,P,30.54290833,-97.5825889 +394,7510086902,212.766,0,1,2024-04-27 17:08:20.317000+00:00,303341097364800,2024-04-27 17:15:00+00:00,699.15,P,30.56129167,-97.6134417 +395,7250202733,182.553,0,1,2024-04-27 17:13:15.817000+00:00,463741090521301,2024-04-27 17:14:00+00:00,602.15,P,46.6280833,-90.8703889 +396,7730010462,1294.976,0,1,2024-04-27 18:54:48.146000+00:00,10382000,2024-04-27 19:00:00+00:00,4251.62,P,42.6034892,-120.1869045 +397,7250179013,29.386,0,1,2024-04-28 02:12:12.021000+00:00,4294500,2024-04-28 02:15:00+00:00,98.09,P,44.47616017,-73.2215166 +398,7250179013,29.386,0,1,2024-04-28 02:12:12.021000+00:00,4294413,2024-04-28 02:15:00+00:00,98.08,P,44.05275,-73.4535 +399,7250179013,29.386,0,1,2024-04-28 02:12:12.021000+00:00,4295000,2024-04-28 02:15:00+00:00,98.23,P,44.99627778,-73.3598056 +400,7420614582,655.404,0,1,2024-04-29 03:54:30.799000+00:00,6331885,2024-04-29 04:00:00+00:00,2153.81,P,48.45288889,-102.7439722 +401,7251008912,207.414,0,0,2024-04-29 15:30:46.916000+00:00,4295500,2024-04-29 15:30:00+00:00,682.0,P,44.93782448,-72.2062133 +402,7310105492,1.848,0,0,2024-04-29 15:29:36.915000+00:00,1304250,2024-04-29 15:30:00+00:00,6.81,P,40.97969444,-72.55477778 +403,7250181402,193.261,0,0,2024-04-29 15:30:33.140000+00:00,4285000,2024-04-29 15:30:00+00:00,635.62,P,44.3106136,-72.5748324 +404,7320415112,-0.171,0,0,2024-04-30 02:15:55.913000+00:00,208458892,2024-04-30 02:15:00+00:00,0.5,P,35.5058333,-76.25388889 +405,7320415112,-0.171,0,0,2024-04-30 02:15:55.913000+00:00,208458893,2024-04-30 02:15:00+00:00,0.53,P,35.50638889,-76.18388889 +406,7310068803,349.838,0,0,2024-04-30 15:30:25.764000+00:00,1423910,2024-04-30 15:30:00+00:00,1148.82,P,42.08880556,-75.3125 +407,7310089123,502.656,0,0,2024-04-30 15:30:55.691000+00:00,1314500,2024-04-30 15:30:00+00:00,1650.15,P,43.75562018,-74.2759825 +408,7310044592,187.606,0,0,2024-04-30 15:29:50.503000+00:00,148064640,2024-04-30 15:30:00+00:00,616.97,P,40.10787735,-75.86382678 +409,7310073893,389.204,0,0,2024-04-30 15:30:27.055000+00:00,1414750,2024-04-30 15:30:00+00:00,1277.97,P,42.08752778,-74.8196667 +410,7420077053,1152.021,0,1,2024-04-30 17:11:18.300000+00:00,7226800,2024-04-30 17:15:00+00:00,3781.19,P,35.3429861,-103.4442944 +411,7421097453,276.682,0,1,2024-05-01 02:15:00.599000+00:00,3043500,2024-05-01 02:15:00+00:00,906.55,P,40.4683522,-79.3669668 +412,7421081213,263.926,0,1,2024-05-01 02:15:12.237000+00:00,3071590,2024-05-01 02:15:00+00:00,868.4,P,39.72007846,-79.8556116 +413,7320371623,65.43,0,0,2024-05-01 15:29:04.973000+00:00,2098197,2024-05-01 15:30:00+00:00,215.29,P,35.6547222,-79.0683333 +414,7320345753,22.417,0,0,2024-05-01 15:28:20.941000+00:00,2172000,2024-05-01 15:30:00+00:00,74.51,P,33.24448056,-79.9915556 +415,7320345753,22.417,0,0,2024-05-01 15:28:20.941000+00:00,2171635,2024-05-01 15:30:00+00:00,74.52,P,33.39888889,-79.9975 +416,7320256073,22.32,0,0,2024-05-01 15:28:23.723000+00:00,2171000,2024-05-01 15:30:00+00:00,74.7,P,33.4495361,-80.1644444 +417,7320256073,22.399,0,1,2024-05-02 02:17:32.279000+00:00,2171000,2024-05-02 02:15:00+00:00,74.68,P,33.4495361,-80.1644444 +418,7250215982,180.199,0,1,2024-05-02 02:13:58.030000+00:00,4129950,2024-05-02 02:15:00+00:00,593.11,P,45.57666667,-84.4880556 +419,7250202733,182.655,0,1,2024-05-02 02:13:27.530000+00:00,463741090521301,2024-05-02 02:14:00+00:00,601.75,P,46.6280833,-90.8703889 +420,7320256073,22.399,0,1,2024-05-02 02:17:32.279000+00:00,2171000,2024-05-02 02:15:00+00:00,74.68,P,33.4495361,-80.1644444 +421,7250215982,180.199,0,1,2024-05-02 02:13:58.030000+00:00,4129950,2024-05-02 02:15:00+00:00,593.11,P,45.57666667,-84.4880556 +422,7250202733,182.655,0,1,2024-05-02 02:13:27.530000+00:00,463741090521301,2024-05-02 02:14:00+00:00,601.75,P,46.6280833,-90.8703889 +423,7250032202,260.276,0,0,2024-05-03 02:15:29.394000+00:00,4097188,2024-05-02 04:45:00+00:00,856.01,P,42.1908768,-85.5508343 +424,7250202733,182.619,0,0,2024-05-03 02:13:51.683000+00:00,463741090521301,2024-05-02 04:58:00+00:00,601.7,P,46.6280833,-90.8703889 diff --git a/quarto_text/SWOT.qmd b/quarto_text/SWOT.qmd index a5abde11..cea85731 100644 --- a/quarto_text/SWOT.qmd +++ b/quarto_text/SWOT.qmd @@ -134,6 +134,8 @@ In [Earthdata Search GUI](https://search.earthdata.nasa.gov/search): ### **Transform** +#### [Datum Conversion](SWOT_Datum.qmd) - transforming to or from EGM2008/WGS84 to compare other data with SWOT + #### [HiTIDE subsetter for Sea Surface Height Products](https://hitide.podaac.earthdatacloud.nasa.gov/) - select KaRIn instrument in `sensors`, see video tutorial [here](https://www.youtube.com/watch?v=S8MIHltlwWA) #### [Hydrocron: Time series API](../notebooks/datasets/Hydrocron_SWOT_timeseries_examples.ipynb) - Currently for rivers, see [Hydrocron documentation](https://podaac.github.io/hydrocron/intro.html) and more description under tools below. [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.11176233.svg)](https://doi.org/10.5281/zenodo.11176233) @@ -216,3 +218,4 @@ This workshop focuses on the SWOT Hydrology datasets including river and lake ve [https://podaac.github.io/2022-SWOT-Ocean-Cloud-Workshop/](https://podaac.github.io/2022-SWOT-Ocean-Cloud-Workshop/){.uri} The goal of the workshop was to enable the (oceanography) science team to be ready for processing and handling the large volumes of SWOT SSH data in the cloud. Learning objectives focus on how to access the [simulated SWOT L2 SSH data](https://podaac.jpl.nasa.gov/announcements/2022-01-31-Release-simulated-SWOT-SSH-version1-datasets) from Earthdata Cloud either by downloading or accessing the data on the cloud. + diff --git a/quarto_text/SWOT_Datum.qmd b/quarto_text/SWOT_Datum.qmd new file mode 100644 index 00000000..110d3705 --- /dev/null +++ b/quarto_text/SWOT_Datum.qmd @@ -0,0 +1,20 @@ +--- +title: Datum Conversion for SWOT Data +subtitle: Community Tutorials +--- + +### Use the Handbook + +Please first see the [SWOT Data User Handbook](https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-docs/web-misc/swot_mission_docs/D-109532_SWOT_UserHandbook_20240502.pdf?_ga=2.76536725.1816513343.1724259518-1354658737.1715875596) sections 3.3.3 on the reference ellipsoid and 11.3.1 on the geoid. In addition, section 3.1.23 gives detailed information about Height with section 3.1.24 elaborating on Sea Surface Height Anomalies and 3.1.25 elaborating on Water Surface Elevation over inland waters. + +## Community Tutorials + +As a summary, SWOT data is referenced to the WGS84 reference ellipsoid as a first step, and in a second step referenced to the EGM2008 geoid that references WGS84. To get a direct conversion with another dataset, it is easiest to transform all local data to the EGM2008 geoid. We recognize this conversion is different globally and depending on the data being used to compare, but we have collected a few community examples of direct comparisons to share below: + +#### 1. Comparing **USGS gage** data and SWOT data in the **United States** - [Python Notebook](../notebooks/datasets/SWOT_USGS_Comparison.ipynb) + +#### 2. Converting the SWOT Frame and Geoid in **Canada** - [Google Colab Section from Canadian Colleagues](https://colab.research.google.com/drive/1we0a24gBKbs-CFMVBfRIUm4SSW8RdwmA#scrollTo=cu09EYYRxxd4) + +### For More Help + +If you have any questions for your specific region, please ask in the [Earthdata Forum](https://forum.earthdata.nasa.gov/viewforum.php?f=7) and experts should be able to help.