Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)https://creativecommons.org/licenses/by-nc-sa/4.0/
License information was derived automatically
Terasaki Hart et al. 2025, "Global phenology ..." This archive contains all data and results generated by this study, as well as some input data derived from publicly accessible resources. All contents are covered by the CC-BY-NC-SA license (in short: please use, but with attribution, without commercial gain, and only if you share too). Contents NOTE: see Filename abbreviation glossary at bottom to decipher shorthand in filenames.
./rasters/:
./main/: main rasters resulting from harmonic regressions and asynchrony calculations, including:
*_coeffs.tif: harmonic regression coefficients (5 coefficient bands: intercept, sine and cosine of annual cyclical time in radians, then sine and cosine of semiannual cyclical time in radians) (global, 0.05 degree, EPSG:4326) *_harm_reg_R2.tif: harmonic regression R^2s (1 band) (global, 0.05 degree, EPSG:4326) *_asynch_*km.tif: asynchrony results (including maps in Fig. 2A and Extended Data Fig. 7B) for all three neighborhood radii (50, 100, and 150 km) (each raster has 4 bands: asynchrony value, then R^2 value, P-value, and n of the OLS regression from which the asynchrony value (i.e., slope) was derived) (NOTE: the _STRICT qualifier in NIRv_STRICT and SIF_STRICT indicates the additional land cover filtering that masked all agricultural land before calculating LSP asynchrony) (global, 0.05 degree, EPSG:4326)
./masks/: data for all 5 masking maps presented in Extended Data Fig. 1B (lcMask_DEFAULT.tif includes only the red masked areas in the land cover map in the figure, whereas lcMask_STRICT.tif includes also the black masked (agricultural) areas) (global, 0.05 degree, EPSG:4326) ./drivers/: rasters specific to the LSP asynchrony drivers analysis, including:
hansen_lulcc_pct_neigh_mean.tif: neighborhood (100 km radius) mean of land use and cover change, derived from GLAD Lab Hansen et al. 2019 global harmonized land use and land cover change (global, 0.05 degree, EPSG:4326) MODIS_fire_freq_mean.tif: neigborhood mean (100 km radius) burn frequency, derived from MODIS Burned Area (MCD64A1.061) (global, 0.05 degree, EPSG:4326) MODIS_IGBP_veg_entropy.tif: neighborhood (100 km radius) entropy of vegetation structure, derived from MODIS annual land cover(MCD12C1.061) (global, 0.05 degree, EPSG:4326) err_map_*COORDS_*_*km.tif: mapped prediction errors from all LSP asynchrony drivers models ('yCOORDS' or 'nCOORDS' = whether geographic coordinates were included or excluded as covariates; 'NIRv' of 'SIF' = whether NIRv- or SIF-based LSP asynchrony was modeled; '50km','100km', or '150km' = whether a 50, 100, or 150 km neighborhood radius was used) (global, 0.05 degree, EPSG:4326) SHAP_map_*COORDS_*_*_*km.tif: maps of SHAP values for all 11 covariates (if 'yCOORDS', in which case longitude ('x') and latitude ('y') are included as covariates) or 9 covariates (if 'nCOORDS') for all LSP asynchrony drivers models ('NIRv' of 'SIF' = NIRv- or SIF-based LSP asynchrony; '50km','100km', or '150km' = 50, 100, 150 km neighborhood radius used) (global, 0.05 degree, EPSG:4326) SHAP_predom_top.tif: map of normalized-difference of SHAP values of the top two LSP asynchrony drivers from the main (NIRv-based, 100 km neighborhood, with geographic coordinates included) drivers model (asynchrony of minimum temperature and precipitation seasonality) (plotted in Fig. 2B) (global, 0.05 degree, EPSG:4326) SHAP_predom_all.tif: map of the index of the predominant driver of LSP asynchrony at each pixel, according to SHAP values for the main (NIRv-based, 100 km neighborhood, with geographic coordinates included) model (0: ppt.asy, 1: tmp.min.asy, 2: brn.frq.mea, 3: tmp.max.masy, 4: def.asy, 5: cld.asy, 6: veg.ent, 7: vrm.med, 8: luc.pct.mea) (plotted in Extended Data Fig. 9C) (global, 0.05 degree, EPSG:4326)
./etc/: other rasters generated as part of analysis, including:
NIRv_4_EOFs_sqrt_coswts_standts.tif: 4 EOFs calculated from the global map of fitted annual average NIRv LSP phenocycles (calculated using square-root-cosine weighting on latitude and using standardized phenocycle time series) (global, 0.05 degree,EPSG:4326) NIRv_4_EOFs_sqrt_coswts_standts.tif: the same EOFs as the previously listed filed, but transformed for RGB visual display in Fig. 1 (scaled to the [0, 1] interval, 'folded' over the ITCZ using a latitudinally varying weighted sum of EOF and 1-EOF, and reprojected to the Greenwich-centered Equal Earth projection) (global, EPSG:8857) NIRv_LSP_modality_EPSG8857.tif: LSP modality (from perfect annual to perfect semiannual), plotted in Extended Data Fig. 6A (global, EPSG:8857) NIRv_SIF_phen_R2s.tif: R^2s between all NIRv and SIF LSP phenocycles, plotted in Extended Data Fig. 6B (global, 0.05 degree, EPSG:4326)
./tables/:
./LSP_fitting_examples/: GeoJSONs of raw data extracted at the example sites plotted in Extended Data Fig. 2A-D ./itcz/: Shapefiles of the boreal summer and winter average ITCZ lines, digitized from Zhisheng et al. and used to calculate the annual-mean ITCZ map that was used in visualization in Fig. 1 and Extended Data Fig. 4 ./isoclim/: Shapefile of results of the isoclimatic phenological asynchrony analysis (Fig. 3) ./phen/inat/: data and results for iNaturalist flowering phenology analysis, including:
TID_*.json: GeoJSONs of the flowering observation data used to plot the two examples shown in Fig. 4A all_inat_plant_phen_taxa.csv: all iNat taxa that had available plant phenology data, as of date of download inat_hex_results.json: GeoJSON of hextile-summarized results of flowering modality (Extended Data Fig. 10) iNat_MMRR_results_ALL.csv: unformatted version of SUPP_TAB_4_iNat_MMRR_results.csv, containing results for all tested taxa (Extended Data Table 4 shows only taxa with significant results for the LSP-distance coefficient)
./phen/coffea_arabica/: four CSVs of sampling points digitized within polygons shown in the Bacca et al. Fig. 2 version of the Colombian coffee harvest map, for analysis of harvest asynchrony analysis (analyzed in Fig. 4C) ./gen/rhinella_granulosa/: tables of geographic sampling locations and pairwise genetic distances (derived from Thomé et al. data), for analysis of genetic isolation by phenological asynchrony in Rhinella granulosa (Fig. 4B) ./gen/xiphorhnychus_fuscus/: tables of geographic sampling locations and pairwise genetic distances (derived from Quintero et al. data), for analysis of genetic isolation by phenological asynchrony in Xiphorhynchus fuscus (Fig. 4B) ./SI/SUPP_TAB_*: tables from the Supplementary Information ./ED/TAB_*: tables containing content that is visualized in the Extended Data figures ./etc/: additional tabular results that are reported but are not presented in full within the paper, including:
EXTRA_TAB_landgen_MMRR_results.csv: a table of the full landscape genetic MMRR results EXTRA_TAB_drivers_model_tuning_results_subset_frac_*_NIRv_100km.csv: tables of the hyperparameter tuning results for the phenological asynchrony drivers model, for both of the subsetting fractions of the full raster dataset that were tested (0.05, and 0.005); tuning was done using a 100 km neighborhood and the NIRv-based LSP asynchrony map
./figures/:
./main/FIG_*: the main figures ./ED/ED_FIG_*: the Extended Data figures
./videos/:
./SI/SUPP_VID_1_normalized_NIRv_LSP_300dpi.mp4: Supplementary Information Video 1, animating the average annual LSP phenocycles for all global pixels
./logs/: files logging additional metrics and results that are printed to STDOUT by some analyses, including:
NIRv_SIF_LSP_R2_median_stats_result.log.png: NIRv-SIF LSP correlation results (Extended Data Fig. 6B) cheatgrass_stats_results.log.png: the cheatgrass analysis (Fig. 2B) ./drivers/: short summary info for all phenological asynchrony random forest models (Extended Data Fig. 9A) isoclim_stats_results.log.png: isoclimatic phenology asynchrony analysis (Fig. 3) inat_phen_MMRR.log: iNat phenology MMRR analysis (Fig. 4A) plot_flowphen_landgen_cafe_results.log: log produced by the script that runs all analyses plotted in Fig. 4
Filename abbreviation glossary
*: 'wildcard' (indicates that multiple files exist with different filename patterns in this position) NIRv: NIRv-derived LSP SIF: SIF-derived LSP tmmn and tmmx: minimum and maximum temperature tmp.min.asy and tmp.max.asy: asynchrony in seasonality of minimum and maximum temperature pr: precipitation ppt.asy: asynchrony in seasonality of precipitation def: climate water deficit def.asy: asynchrony in seasonality of climate water deficit cloud: fractional cloud cover cld.asy: asynchrony in seasonality of fractional cloud cover brn.frq.mea: 100 km neighborhood mean burn frequency veg.ent: 100 km neighborhood entropy in vegetation structure vrm.med: 100 km median vector ruggedness metric luc.pct.mea: 100 km neighborhood mean percent land use and land cover change EOF: empirical orthogonal functions
Questions? Please reach out! drew DOT terasaki DOT hart AT gmail DOT com
Data and derived products used in Rutishauser et al., “Radar sounding survey over Devon Ice Cap indicates the potential for a diverse hypersaline subglacial hydrological environment”, accepted for publication, The Cryosphere, https://doi.org/10.5194/tc-2021-220 Corresponding author: rutishauser.anja@gmail.com Description of datasets: ------------------------------------------ 2018_DIC_UTIG.IR2HI1B.kml Geolocation of the SRH1 profile lines. Coordinates in EPSG: 4326 - WGS 84 (latitude, longitude) ------------------------------------------ 2018_DIC_UTIG.IR2HI1B.tgz HiCARS 2 L1B echo strength profiles (radargrams) in NetCDF format. The naming of the files has the structure IR2HI1B_YYYYDOY_PST_x (e.g. IR2HI1B_2018153_DEV_JKB2t_Y87b_000.nc), where YYYY is the survey year (e.g. 2018), DOY is the survey day of the year (e.g. 153), PST is the profile name (e.g. DEV_JKB2t_Y87b), and x is the segment number if the profile was split in two (e.g. 000). For each profile, a PDF file showing the profile location and the radargram is included. ------------------------------------------ 2018_DIC_UTIG.Level2.tgz Level 2 datasets for each profile, organized in the following folders: 2018_DIC_UTIG.ILUTP2: Laser altimeter geolocated surface elevation 2018_DIC_UTIG.IR2HI2: HiCARS 2 unfocused (pik1) geolocated ice thickness, ice surface elevation, bed elevation, surface- and bed reflection coefficients, and aircraft roll 2018_DIC_UTIG.IRHFOC2: HiCARS 2 focused (foc1) geolocated ice thickness, ice surface elevation, bed elevation, surface- and bed reflection coefficients, and aircraft roll 2018_DIC_UTIG.IRSPC2: HiCARS 2 derived basal interface specularity content ------------------------------------------ Devon_basal_ice_temperature.tif: Modeled basal ice temperature [ºC] using a 1D advection diffusion model. 500 m grid cell size, coordinates in EPSG: 32617 - WGS 84 / UTM zone 17N. ------------------------------------------ Devon_bedrockDEM.tif: Digital elevation model (DEM) of the bedrock topography beneath Devon Ice Cap [m asl.]. 500 m grid cell size, coordinates in EPSG: 32617 - WGS 84 / UTM zone 17N. ------------------------------------------ Devon_gridded_RMSD_bedrock.tif: Root mean square deviation (RMDS) of the bedrock topography [m]. The RMSD was computed along each profile line, then interpolated on a 500x500m grid using the QGIS GDAL moving average grid interpolation. 500 m grid cell size, coordinates in EPSG: 32617 - WGS 84 / UTM zone 17N. ------------------------------------------ Devon_gridded_specularity.tif: Specularity content from along the profile lines interpolated on a 500x500m grid using the QGIS GDAL moving average grid interpolation. 500 m grid cell size, coordinates in EPSG: 32617 - WGS 84 / UTM zone 17N. ------------------------------------------ Devon_ice_thickness.tif: Gridded ice thickness [m] generated by subtracting the bedrock DEM from ice surface elevations derived from the ArcticDEM, Polar Geospatial Center from DigitalGlobe Inc. imagery. 500 m grid cell size, coordinates in EPSG: 32617 - WGS 84 / UTM zone 17N. ------------------------------------------ Devon_modeled_Geology.zip Devon_modeled_subglacial_geology.tif: Map of the projected geological units beneath Devon Ice Cap. The assigned numbers correspond to the following geological units: 1: pPe, 2: Cm-cf, 3: Oe, 4: Ocb, 5: Oct. Details on the geological units can be found in (Harrison et al., 2016; Mayr, 1980; Thorsteinsson & Mayr, 1987). 500 m grid cell size, coordinates in EPSG: 32617 - WGS 84 / UTM zone 17N. {pPe, Oe, Oct, Ocb,Cm_rb}_Model.stl: 3D geometry of the modeled geological units beneath Devon Ice Cap, originally published in (Rutishauser et al., 2018). Coordinates in EPSG: 32617 - WGS 84 / UTM zone 17N. Devon_load_geology_stl_files.py: Python script to load and plot the 3D geology layers in the .stl files. ------------------------------------------ Devon_subgl_hydraulic_head.tif: Subglacial hydraulic head [m] beneath Devon Ice Cap. 500 m grid cell size, coordinates in EPSG: 32617 - WGS 84 / UTM zone 17N. ------------------------------------------ Devon_subgl_hydraulic_slope.tif Slope [º] of the subglacial hydraulic head beneath Devon Ice Cap. 500 m grid cell size, coordinates in EPSG: 32617 - WGS 84 / UTM zone 17N. ------------------------------------------ Devon_subgl_lakes_brine_network.zip Devon_subgl_lake_outline.shp: Shoreline of the subglacial lakes beneath Devon Ice Cap (identified in this study). Coordinates in EPSG: 32617 - WGS 84 / UTM zone 17N. Devon_brine_network_outline.shp: Outlines of the mapped subglacial brine network beneath Devon Ice Cap. Coordinates in EPSG: 32617 - WGS 84 / UTM zone 17N. ------------------------------------------ Devon_subgl_water_routes.zip Devon_modeled_subgl_water_routes_{1, 2, 3}std.tif: Modeled subglacial water routes derived via application of a flow accumulation algorithm to the hydraulic head. The model is run 1000 times with normally distributed random errors of 1, 2 and 3 stand...
Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automatically
This dataset contains map layers in GeoPackage format with the following grids used in biodiversity surveys in the Netherlands:
Layer name | Size (m) | Description |
IvonGrid Kwartierhok | 1250x1042 | Used between 1902 and 1950 by IVON botanical surveys. |
IvonGrid Uurhok | 5000x4168 | Used between 1902 and 1950 by IVON botanical surveys. Each square contains 16 'kwartierhok' squares with corresponding first four characters in column name. |
RdGrid Kilometerhok | 1000 | Used since 1950 in biodiversity surveys. Squares that fall within the same 5 km square have the same value |
RdGrid Uurhok | 5000 | Used since 1950 in biodiversity surveys. Each square contains 25 kilometer squares. |
The RdGrid maps are available in the WGS84 and RD New (EPSG:28992) spatial reference systems, as they are aligned to rounded RD coordinates. IvonGrid is only available in WGS84.
Grid square codes
Kilometerhok (1x1 km) and Uurhok (5x5) grids have corresponding grid square codes. A code consists of three concatenated numbers for map sheat (1-62), 5 km square (11-58) and 1 km square (11-55). E.g. a 5 km square code looks like 4017. In literature and on collection labels this often written as 40.17 or 40-17.
Maintanance
This dataset is being curated by FLORON Plant Conservation Netherlands since 1988 for use in botanical surveys (Theo Peterbroers, Bart Vreeken and Ruud Beringen).
History
IVON stands for "Instituut voor Vegetatie-onderzoek Nederland", an NGO founded in 1930 was most active until the 1950's and then succeeded by FLORON in 1988. More information about the repartition of the IVON grid can be found in Atlas van de Nederlandse Flora part 1 (Mennema et al. 1989). The original map was hand drawn on topographical maps by J.W.C. Goethart en W. J. Jongmans (Van Ooststroom 1956) originally following the Bessel 1841 projection (EPSG:7004). The grid cells are equal in size, although not rounded to kilometers. The size was probably chosen to fit maps that were commercially available at that time.
References
Mennema, J., Quene-Boterenbrood, Plate, C. L., Van der Meijden, R., & Weeda, E. J. (1989). Atlas van de Nederlandse flora. Kosmos, Amsterdam.
van Ooststroom, S.J. (1956). Het I.V.O.N. – Werk. Correspondentieblad ten dienste van de floristiek en het vegetatie-onderzoek van Nederland 1: 2–3.
Restoration efforts that remove non-native understory vegetation or dense monotypic stands of non-native vegetation from riparian zones (the bosque) are designed to reduce consumption of water. Quantification of the response of evapotranspiration (ET) and water table depths to non-native understory removal or to eradication of dense stands of non-native species like salt cedar or Russian olive is needed to provide defensible estimates of potential water-savings from restoration activities. In addition to restoration assessment, it is also important to monitor the effects the increasing roles of fire and post-burn management have on ET and water tables. We monitored the ET and water table responses of a site with understory removed (Albuquerque South Valley).
USGS-CMG time-series data from the Long-term observations in Massachusetts Bay; Site A-Boston Harbor project, mooring 632 and package 6322v-a_d2. Measurements of currents and other oceanographic properties were made to assess the impact of sewage discharge from the proposed outfall site. _NCProperties=version=1|netcdflibversion=4.4.1.1|hdf5libversion=1.8.17 BASS_norm_factor=0.0293 BASS_zero_offset_A=11.48 BASS_zero_offset_B=-23.95 BASS_zero_offset_C=-20.55 BASS_zero_offset_D=-5.96 cdm_data_type=TimeSeries cdm_timeseries_variables=latitude, longitude, altitude, feature_type_instance contributor_name=B. Butman contributor_role=principalInvestigator Conventions=CF-1.6,ACDD-1.3, COARDS CREATION_DATE=14-Apr-2009 15:54:37 DATA_CMNT=Boston Buoy BASS MIDAS DATA_ORIGIN=USGS WHFC Sed Trans Grp date_metadata_modified=2017-04-11T22:15:00Z DELTA_T=225 DESCRIPT=Boston BASS MIDAS Easternmost_Easting=-70.7848 EXPERIMENT=Mass Bay Longterm featureType=TimeSeries FILL_FLAG=1 geospatial_bounds=POINT(-70.78479766845703 42.37799835205078) geospatial_bounds_crs=EPSG:4326 geospatial_lat_max=42.378 geospatial_lat_min=42.378 geospatial_lat_resolution=0 geospatial_lat_units=degrees_north geospatial_lon_max=-70.7848 geospatial_lon_min=-70.7848 geospatial_lon_resolution=0 geospatial_lon_units=degrees_east geospatial_vertical_max=-30.37659 geospatial_vertical_min=-30.37659 geospatial_vertical_positive=up geospatial_vertical_resolution=0 geospatial_vertical_units=m grid_mapping_epsg_code=EPSG:4326 grid_mapping_inverse_flattening=298.257223563 grid_mapping_long_name=http://www.opengis.net/def/crs/EPSG/0/4326 grid_mapping_name=latitude_longitude grid_mapping_semi_major_axis=6378137.0 history=Fri Nov 1 20:19:53 2019: ncatted -a project,global,a,c,, CMG_Portal MBAY_LT/6322v-a_d2.nc WATER_DEPTH related attributes corrected by adj_tripod_depth: WATER_DEPTH related attributes corrected by adj_tripod_depth: Trimmed using truncate.m to select records in the range 1 to 13277. : Variables CD_310, CS_300, w_1204, v_1206, u_1205, edited using maskedit.m with mask file 6322Bv-cal_d2.msk. :Calibrated using bass_avg.m. Pre zeroes used. :Converted to netCDF by MIDAS.EXE v2.10 2017-04-11T22:15:00Z - pyaxiom - File created using pyaxiom id=6322v-a_d2 infoUrl=https://stellwagen.er.usgs.gov/ INST_TYPE=MIDAS institution=USGS Coastal and Marine Geology Program instrument_number=MIDAS4 keywords_vocabulary=GCMD Science Keywords latitude=42.37809499952528 longitude=-70.78482138885393 magnetic_variation=-16.0 MOORING=632 naming_authority=gov.usgs.cmgp ncei_template_version=NCEI_NetCDF_TimeSeries_Orthogonal_Template_v2.0 NCO=netCDF Operators version 4.8.1 (Homepage = http://nco.sf.net, Code = https://github.com/nco/nco) Northernmost_Northing=42.378 original_filename=6322v-a_d2.nc original_folder=MBAY_LT pod_misalignment_angle=0.0 PROJECT=MWRA project=U.S. Geological Survey Oceanographic Time-Series Data, CMG_Portal project_summary=Measurements of currents and other oceanographic properties were made to assess the impact of sewage discharge from the proposed outfall site. project_title=Long-term observations in Massachusetts Bay; Site A-Boston Harbor source=USGS sourceUrl=(local files) Southernmost_Northing=42.378 standard_name_vocabulary=CF Standard Name Table v29 start_time=27-Sep-2000 09:32:24 stop_time=31-Oct-2000 23:22:20 subsetVariables=latitude, longitude, altitude, feature_type_instance time_coverage_duration=PT2987396S time_coverage_end=2000-10-31T23:22:20Z time_coverage_resolution=PT225S time_coverage_start=2000-09-27T09:32:24Z VAR_DESC=tiltx:tilty:comp:u:v:CD:CS:w:Werr VAR_FILL=NaN WATER_DEPTH=30.77659 WATER_DEPTH_NOTE=water depth computed using mean pressure from 6322tcp-a1h.nc - atmosphere (1013.3): (m) water depth computed using mean pressure from 6322tcp-a1h.nc - atmosphere (1013.3): (m) Westernmost_Easting=-70.7848
Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automatically
Plan of the sales stands of the new Saturday market in PAIP 2 starting from Saturday 18 April 2015, georeferenced dxf file gauss-boaga EPSG:3004, while the SHAPE is with reference system EPSG:4326 WGS84
Walton-Smith Conductivity, Temperature, Depth (CTD) - WS23010 - WS23010_WS23011_Kelble_Stn.Cal6 - 2023-01-12 - 25.9382N 82.4782W. Hydrographic Measurements in the Gulf of Mexico. flags: 1 = good; 3 = mean ± 3*standard deviation; 4 = mean ± 5*standard deviation; 9 = missing. other acknowledgement=other cdm_altitude_proxy=depth cdm_data_type=Profile cdm_profile_variables=profile, time, latitude, longitude, platform, instrument, instrument1, instrument2, instrument3, instrument4, instrument5, instrument6, instrument7, instrument8, instrument9, instrument10, instrument11, instrument12, instrument13, crs comment=Processing:datcnv_ox_hysteresis_correction = yes; datcnv_ox_tau_correction = yes; filter_low_pass_tc_A = 0.030; filter_low_pass_tc_B = 0.150; filter_low_pass_A_vars = CStarAt0 CStarTr0, par, dz/dtM; filter_low_pass_B_vars = prDM ;alignctd_adv = c0S/m 0.073, c1S/m 0.073, sbeox0ML/L 3.500, oxsatML/L 3.500; celltm_alpha = 0.0300, 0.0300; celltm_tau = 7.0000, 7.0000; loopedit_minVelocity = 0.010; loopedit_surfaceSoak = 1: minDepth = 0.5, maxDepth = 2; useDeckPress = 1; loopedit_excl_bad_scans = yes comment1=flags: 1 = good; 3 = mean ± 3*standard deviation; 4 = mean ± 5*standard deviation; 9 = missing comment2=other contributor_country=USA contributor_email=other contributor_institution=other contributor_name=other contributor_phone=other contributor_role=other contributor_role_vocabulary=https://vocab.nerc.ac.uk/collection/G04/current/ contributor_url=other Conventions=CF-1.6, ACDD-1.3, IOOS-1.2, COARDS Country=USA date_metadata_modified=2023-06-27T11:24:46Z Easternmost_Easting=-82.47816666666667 featureType=Profile geospatial_bounds=POLYGON ((24.00 -83.00, 26.00, -83.00, 26.00, -80.00, 24.00 -80.00, 24.00 -83.00)) geospatial_bounds_crs=EPSG:4326 geospatial_bounds_vertical_crs=EPSG:5831 geospatial_lat_max=25.938166666666667 geospatial_lat_min=25.938166666666667 geospatial_lat_units=degrees_north geospatial_lon_max=-82.47816666666667 geospatial_lon_min=-82.47816666666667 geospatial_lon_units=degrees_east geospatial_vertical_max=28.525 geospatial_vertical_min=2.988 geospatial_vertical_positive=down geospatial_vertical_resolution=0.004935584618387664 geospatial_vertical_units=m grid_mapping_FillValue=-999 grid_mapping_epsg_code=EPSG:4326 grid_mapping_inverse_flattening=298.257223563 grid_mapping_long_name=grid mapping variable for horizontal spatial coordinate reference system (CRS) grid_mapping_longitude_of_prime_meridian=0.0 grid_mapping_missing_value=-999.0 grid_mapping_name=latitude_longitude grid_mapping_semi_major_axis=6378137.0 grid_mapping_standard_name_url=http://mmisw.org/ont/cf/parameter/other grid_mapping_units=other history=2023-06-27T11:13:45Z id=WS23010 infoUrl=https://www.aoml.noaa.gov/phod/sfp/index.php institution=NOAA's Atlantic Oceanographic and Meteorological Laboratory/Ocean Chemistry and Ecosystems Division instrument=CTD Sea-Bird SBE-911plus instrument_vocabulary=GCMD Science Keywords Version 9.1.5 keywords_vocabulary=GCMD Science Keywords metadata_link=https://gcoos5.geos.tamu.edu/erddap/tabledap/Walton-Smith_WS23010_WS23010_WS23011_Kelble_Stn.Cal6.html naming_authority=aoml.noaa.gov Northernmost_Northing=25.938166666666667 platform=RV_FG_Walton_Smith platform_id=other platform_name=RV_FG_Walton_Smith platform_vocabulary=https://mmisw.org/ont/ioos/platform processing_level=Geophysical units from raw data program=Florida Keys Monitoring program project=Marine Biodiversity Observation Network references=https://ocean.floridamarine.org/FKNMS_WQPP/ sea_name=Gulf of Mexico source=Rolling Deck to Repository (R2R) Program sourceUrl=(local files) Southernmost_Northing=25.938166666666667 standard_name_vocabulary=CF Standard Name Table v72 station_name=WS23010_WS23011_Kelble_Stn.Cal6 time_coverage_duration=P00Y0M00DT00H00M00S time_coverage_end=2023-01-12T09:35:11Z time_coverage_resolution=other time_coverage_start=2023-01-12T09:35:11Z Westernmost_Easting=-82.47816666666667
Attribution-ShareAlike 4.0 (CC BY-SA 4.0)https://creativecommons.org/licenses/by-sa/4.0/
License information was derived automatically
This data is part of the Monthly aggregated Water Vapor MODIS MCD19A2 (1 km) dataset. Check the related identifiers section on the Zenodo side panel to access other parts of the dataset. General Description The monthly aggregated water vapor dataset is derived from MCD19A2 v061. The Water Vapor data measures the column above ground retrieved from MODIS near-IR bands at 0.94μm. The dataset time spans from 2000 to 2022 and provides data that covers the entire globe. The dataset can be used in many applications like water cycle modeling, vegetation mapping, and soil mapping. This dataset includes:
Monthly time-series:Derived from MCD19A2 v061, this data provides a monthly aggregated mean and standard deviation of daily water vapor time-series data from 2000 to 2022. Only positive non-cloudy pixels were considered valid observations to derive the mean and the standard deviation. The remaining no-data values were filled using the TMWM algorithm. This dataset also includes smoothed mean and standard deviation values using the Whittaker method. The quality assessment layers and the number of valid observations for each month can provide an indication of the reliability of the monthly mean and standard deviation values. Yearly time-series:Derived from monthly time-series, this data provides a yearly time-series aggregated statistics of the monthly time-series data. Long-term data (2000-2022):Derived from monthly time-series, this data provides long-term aggregated statistics for the whole series of monthly observations. Data Details
Time period: 2021–2022 Type of data: Water vapor column above the ground (0.001cm) How the data was collected or derived: Derived from MCD19A2 v061 using Google Earth Engine. Cloudy pixels were removed and only positive values of water vapor were considered to compute the statistics. The time-series gap-filling and time-series smoothing were computed using the Scikit-map Python package. Statistical methods used: Four statistics were derived: mean, standard deviation, smoothed mean, smoothed standard deviation. Limitations or exclusions in the data: The dataset does not include data for Antarctica. Coordinate reference system: EPSG:4326 Bounding box (Xmin, Ymin, Xmax, Ymax): (-180.00000, -62.00081, 179.99994, 87.37000) Spatial resolution: 1/120 d.d. = 0.008333333 (1km) Image size: 43,200 x 17,924 File format: Cloud Optimized Geotiff (COG) format. Support If you discover a bug, artifact, or inconsistency, or if you have a question please use some of the following channels:
Technical issues and questions about the code: GitLab Issues General questions and comments: LandGIS Forum Name convention To ensure consistency and ease of use across and within the projects, we follow the standard Open-Earth-Monitor file-naming convention. The convention works with 10 fields that describes important properties of the data. In this way users can search files, prepare data analysis etc, without needing to open files. The fields are:
generic variable name: wv = Water vapor variable procedure combination: mcd19a2v061.seasconv = MCD19A2 v061 with gap-filling algorithm Position in the probability distribution / variable type: m = mean | sd = standard deviation | n = number of observations | qa = quality assessment Spatial support: 1km Depth reference: s = surface Time reference begin time: 20210101 = 2021-01-01 Time reference end time: 20221231 = 2022-12-31 Bounding box: go = global (without Antarctica) EPSG code: epsg.4326 = EPSG:4326 Version code: v20230619 = 2023-06-19 (creation date)
Attribution-ShareAlike 4.0 (CC BY-SA 4.0)https://creativecommons.org/licenses/by-sa/4.0/
License information was derived automatically
This data is part of the Monthly aggregated Water Vapor MODIS MCD19A2 (1 km) dataset. Check the related identifiers section on the Zenodo side panel to access other parts of the dataset. General Description The monthly aggregated water vapor dataset is derived from MCD19A2 v061. The Water Vapor data measures the column above ground retrieved from MODIS near-IR bands at 0.94μm. The dataset time spans from 2000 to 2022 and provides data that covers the entire globe. The dataset can be used in many applications like water cycle modeling, vegetation mapping, and soil mapping. This dataset includes:
Monthly time-series:Derived from MCD19A2 v061, this data provides a monthly aggregated mean and standard deviation of daily water vapor time-series data from 2000 to 2022. Only positive non-cloudy pixels were considered valid observations to derive the mean and the standard deviation. The remaining no-data values were filled using the TMWM algorithm. This dataset also includes smoothed mean and standard deviation values using the Whittaker method. The quality assessment layers and the number of valid observations for each month can provide an indication of the reliability of the monthly mean and standard deviation values. Yearly time-series:Derived from monthly time-series, this data provides a yearly time-series aggregated statistics of the monthly time-series data. Long-term data (2000-2022):Derived from monthly time-series, this data provides long-term aggregated statistics for the whole series of monthly observations. Data Details
Time period: 2018–2020 Type of data: Water vapor column above the ground (0.001cm) How the data was collected or derived: Derived from MCD19A2 v061 using Google Earth Engine. Cloudy pixels were removed and only positive values of water vapor were considered to compute the statistics. The time-series gap-filling and time-series smoothing were computed using the Scikit-map Python package. Statistical methods used: Four statistics were derived: mean, standard deviation, smoothed mean, smoothed standard deviation. Limitations or exclusions in the data: The dataset does not include data for Antarctica. Coordinate reference system: EPSG:4326 Bounding box (Xmin, Ymin, Xmax, Ymax): (-180.00000, -62.00081, 179.99994, 87.37000) Spatial resolution: 1/120 d.d. = 0.008333333 (1km) Image size: 43,200 x 17,924 File format: Cloud Optimized Geotiff (COG) format. Support If you discover a bug, artifact, or inconsistency, or if you have a question please use some of the following channels:
Technical issues and questions about the code: GitLab Issues General questions and comments: LandGIS Forum Name convention To ensure consistency and ease of use across and within the projects, we follow the standard Open-Earth-Monitor file-naming convention. The convention works with 10 fields that describes important properties of the data. In this way users can search files, prepare data analysis etc, without needing to open files. The fields are:
generic variable name: wv = Water vapor variable procedure combination: mcd19a2v061.seasconv = MCD19A2 v061 with gap-filling algorithm Position in the probability distribution / variable type: m = mean | sd = standard deviation | n = number of observations | qa = quality assessment Spatial support: 1km Depth reference: s = surface Time reference begin time: 20180101 = 2018-01-01 Time reference end time: 20201231 = 2020-12-31 Bounding box: go = global (without Antarctica) EPSG code: epsg.4326 = EPSG:4326 Version code: v20230619 = 2023-06-19 (creation date)
Walton-Smith Conductivity, Temperature, Depth (CTD) - WS22215 - WS22215_2022_08_Weatherbird_Smith_CTD_033 - 2022-08-07 - 25.9097N 81.8023W. Hydrographic Measurements in the Gulf of Mexico. flags: 1 = good; 3 = mean ± 3*standard deviation; 4 = mean ± 5*standard deviation; 9 = missing cdm_altitude_proxy=depth cdm_data_type=Profile cdm_profile_variables=profile, time, latitude, longitude, platform, instrument, instrument1, instrument2, instrument3, instrument8, instrument9, instrument12, instrument13, instrument14, crs comment=Processing:datcnv_ox_hysteresis_correction = yes; datcnv_ox_tau_correction = yes; filter_low_pass_tc_A = 0.030; filter_low_pass_tc_B = 0.150; filter_low_pass_A_vars = CStarAt0 CStarTr0, par, dz/dtM; filter_low_pass_B_vars = prDM ;alignctd_adv = c0S/m 0.073, c1S/m 0.073, sbeox0ML/L 3.500, oxsatML/L 3.500; celltm_alpha = 0.0300, 0.0300; celltm_tau = 7.0000, 7.0000; loopedit_minVelocity = 0.010; loopedit_surfaceSoak = 1: minDepth = 0.5, maxDepth = 2; useDeckPress = 1; loopedit_excl_bad_scans = yes comment1=flags: 1 = good; 3 = mean ± 3*standard deviation; 4 = mean ± 5*standard deviation; 9 = missing contributor_country=USA contributor_role_vocabulary=https://vocab.nerc.ac.uk/collection/G04/current/ Conventions=CF-1.6, ACDD-1.3, IOOS-1.2, COARDS Country=USA date_metadata_modified=2023-01-29T17:28:24Z Easternmost_Easting=-81.80233333333334 featureType=Profile geospatial_bounds=POLYGON ((24.00 -83.00, 26.00, -83.00, 26.00, -80.00, 24.00 -80.00, 24.00 -83.00)) geospatial_bounds_crs=EPSG:4326 geospatial_bounds_vertical_crs=EPSG:5831 geospatial_lat_max=25.909666666666666 geospatial_lat_min=25.909666666666666 geospatial_lat_units=degrees_north geospatial_lon_max=-81.80233333333334 geospatial_lon_min=-81.80233333333334 geospatial_lon_units=degrees_east geospatial_vertical_max=6.541 geospatial_vertical_min=-0.076 geospatial_vertical_positive=down geospatial_vertical_resolution=0.004231856133590239 geospatial_vertical_units=m grid_mapping_FillValue=-999 grid_mapping_epsg_code=EPSG:4326 grid_mapping_inverse_flattening=298.257223563 grid_mapping_long_name=grid mapping variable for horizontal spatial coordinate reference system (CRS) grid_mapping_longitude_of_prime_meridian=0.0 grid_mapping_missing_value=-999.0 grid_mapping_name=latitude_longitude grid_mapping_semi_major_axis=6378137.0 grid_mapping_standard_name_url=http://mmisw.org/ont/cf/parameter/unknown history=2023-01-29T16:21:20Z id=WS22215 infoUrl=https://www.aoml.noaa.gov/phod/sfp/index.php institution=NOAA's Atlantic Oceanographic and Meteorological Laboratory/Ocean Chemistry and Ecosystems Division instrument=CTD Sea-Bird SBE-911plus instrument_vocabulary=GCMD Science Keywords Version 9.1.5 keywords_vocabulary=GCMD Science Keywords metadata_link=https://gcoos5.geos.tamu.edu/erddap/tabledap/Walton-Smith_WS22215_WS22215_2022_08_Weatherbird_Smith_CTD_033.html naming_authority=aoml.noaa.gov Northernmost_Northing=25.909666666666666 platform=RV_FG_Walton_Smith platform_name=RV_FG_Walton_Smith platform_vocabulary=https://mmisw.org/ont/ioos/platform processing_level=Geophysical units from raw data program=Florida Keys Monitoring program project=Marine Biodiversity Observation Network references=https://ocean.floridamarine.org/FKNMS_WQPP/ sea_name=Gulf of Mexico source=Rolling Deck to Repository (R2R) Program sourceUrl=(local files) Southernmost_Northing=25.909666666666666 standard_name_vocabulary=CF Standard Name Table v72 station_name=WS22215_2022_08_Weatherbird_Smith_CTD_033 time_coverage_duration=P00Y0M00DT00H00M00S time_coverage_end=2022-08-07T01:06:49Z time_coverage_start=2022-08-07T01:06:49Z Westernmost_Easting=-81.80233333333334
Walton-Smith Conductivity, Temperature, Depth (CTD) - WS23061 - WS23061_WS23061_Kelble_Stn.053 - 2023-03-04 - 25.4542N 81.2278W. Hydrographic Measurements in the Gulf of Mexico. flags: 1 = good; 3 = mean ± 3*standard deviation; 4 = mean ± 5*standard deviation; 9 = missing. other acknowledgement=other cdm_altitude_proxy=depth cdm_data_type=Profile cdm_profile_variables=profile, time, latitude, longitude, platform, instrument, instrument1, instrument2, instrument3, instrument4, instrument5, instrument6, instrument7, instrument8, instrument9, instrument10, instrument11, instrument12, instrument13, crs comment=Processing:datcnv_ox_hysteresis_correction = yes; datcnv_ox_tau_correction = yes; filter_low_pass_tc_A = 0.030; filter_low_pass_tc_B = 0.150; filter_low_pass_A_vars = CStarAt0 CStarTr0, par, dz/dtM; filter_low_pass_B_vars = prDM ;alignctd_adv = c0S/m 0.073, c1S/m 0.073, sbeox0ML/L 3.500, oxsatML/L 3.500; celltm_alpha = 0.0300, 0.0300; celltm_tau = 7.0000, 7.0000; loopedit_minVelocity = 0.010; loopedit_surfaceSoak = 1: minDepth = 0.5, maxDepth = 2; useDeckPress = 1; loopedit_excl_bad_scans = yes comment1=flags: 1 = good; 3 = mean ± 3*standard deviation; 4 = mean ± 5*standard deviation; 9 = missing comment2=other contributor_country=USA contributor_email=other contributor_institution=other contributor_name=other contributor_phone=other contributor_role=other contributor_role_vocabulary=https://vocab.nerc.ac.uk/collection/G04/current/ contributor_url=other Conventions=CF-1.6, ACDD-1.3, IOOS-1.2, COARDS Country=USA date_metadata_modified=2023-06-27T11:34:59Z Easternmost_Easting=-81.22783333333334 featureType=Profile geospatial_bounds=POLYGON ((24.00 -83.00, 26.00, -83.00, 26.00, -80.00, 24.00 -80.00, 24.00 -83.00)) geospatial_bounds_crs=EPSG:4326 geospatial_bounds_vertical_crs=EPSG:5831 geospatial_lat_max=25.454166666666666 geospatial_lat_min=25.454166666666666 geospatial_lat_units=degrees_north geospatial_lon_max=-81.22783333333334 geospatial_lon_min=-81.22783333333334 geospatial_lon_units=degrees_east geospatial_vertical_max=2.466 geospatial_vertical_min=2.299 geospatial_vertical_positive=down geospatial_vertical_resolution=-4.771371769383702E-5 geospatial_vertical_units=m grid_mapping_FillValue=-999 grid_mapping_epsg_code=EPSG:4326 grid_mapping_inverse_flattening=298.257223563 grid_mapping_long_name=grid mapping variable for horizontal spatial coordinate reference system (CRS) grid_mapping_longitude_of_prime_meridian=0.0 grid_mapping_missing_value=-999.0 grid_mapping_name=latitude_longitude grid_mapping_semi_major_axis=6378137.0 grid_mapping_standard_name_url=http://mmisw.org/ont/cf/parameter/other grid_mapping_units=other history=2023-06-27T11:31:19Z id=WS23061 infoUrl=https://www.aoml.noaa.gov/phod/sfp/index.php institution=NOAA's Atlantic Oceanographic and Meteorological Laboratory/Ocean Chemistry and Ecosystems Division instrument=CTD Sea-Bird SBE-911plus instrument_vocabulary=GCMD Science Keywords Version 9.1.5 keywords_vocabulary=GCMD Science Keywords metadata_link=https://gcoos5.geos.tamu.edu/erddap/tabledap/Walton-Smith_WS23061_WS23061_WS23061_Kelble_Stn.053.html naming_authority=aoml.noaa.gov Northernmost_Northing=25.454166666666666 platform=RV_FG_Walton_Smith platform_id=other platform_name=RV_FG_Walton_Smith platform_vocabulary=https://mmisw.org/ont/ioos/platform processing_level=Geophysical units from raw data program=Florida Keys Monitoring program project=Marine Biodiversity Observation Network references=https://ocean.floridamarine.org/FKNMS_WQPP/ sea_name=Gulf of Mexico source=Rolling Deck to Repository (R2R) Program sourceUrl=(local files) Southernmost_Northing=25.454166666666666 standard_name_vocabulary=CF Standard Name Table v72 station_name=WS23061_WS23061_Kelble_Stn.053 time_coverage_duration=P00Y0M00DT00H00M00S time_coverage_end=2023-03-04T01:07:38Z time_coverage_resolution=other time_coverage_start=2023-03-04T01:07:38Z Westernmost_Easting=-81.22783333333334
USGS-CMG time-series data from the Matanzas Inlet, FL, 2018 project, mooring 1110 and package 11108vecs-q. Oceanographic and Water Quality Measurements in the Nearshore Zone at Matanzas Inlet, Florida, January - April, 2018 _NCProperties=version=1|netcdflibversion=4.6.1|hdf5libversion=1.10.1 ADVsampleVolumeOffset=0.0149 ADVsampleVolumeOffset_applied=0.0149 angle_between_probe_beam1_and_notch=0.0 bias_applied_to_heading=‡ (Signature) bias_applied_to_pitch=0.0 bias_applied_to_roll=0.0 cdm_data_type=TimeSeries cdm_timeseries_variables=latitude, longitude, altitude, feature_type_instance COMPOSITE=0 contributor_name=J. Warner contributor_role=principalInvestigator Conventions=CF-1.6,ACDD-1.3, COARDS COORD_SYSTEM=GEOGRAPHIC CREATION_DATE=16-Apr-2019 15:38:10 DATA_CMNT=Heading, pitch and roll for rotations to east, north and up, obtained from the co-located Signature DATA_NOTE=The measurements from this instrument are questionable. Even using heading from the signature, direction diverges from the other 3 vectors, east is a bit higher, and south much lower. Use with caution! DATA_ORIGIN=USGS WHCMSC Sediment Transport Group DATA_SUBTYPE=MOORED DATA_TYPE=TIME date_metadata_modified=2019-06-19T20:16:00Z DELTA_T=3600 Deployment_date=24-Jan-2018 DEPTH_CONST=0.0 DESCRIPTION=Shallow site Quadpod DRIFTER=0.0 Easternmost_Easting=-81.21864 electronics_case_mount_orientation=horizontal electronics_case_notch_orientation=up EXPERIMENT=Matanzas Inlet Sediment Transport featureType=TimeSeries FILL_FLAG=0.0 geospatial_bounds=POINT(-81.21863555908203 29.71139907836914) geospatial_bounds_crs=EPSG:4326 geospatial_lat_max=29.7114 geospatial_lat_min=29.7114 geospatial_lat_resolution=0 geospatial_lat_units=degrees_north geospatial_lon_max=-81.21864 geospatial_lon_min=-81.21864 geospatial_lon_resolution=0 geospatial_lon_units=degrees_east geospatial_vertical_max=-8.0599 geospatial_vertical_min=-8.0599 geospatial_vertical_positive=up geospatial_vertical_resolution=0 geospatial_vertical_units=m grid_mapping_epsg_code=EPSG:4326 grid_mapping_inverse_flattening=298.257223563 grid_mapping_long_name=http://www.opengis.net/def/crs/EPSG/0/4326 grid_mapping_name=latitude_longitude grid_mapping_semi_major_axis=6378137.0 Hardware_configuration_Firmware_version=3.42 Hardware_configuration_Hardware_revision=4 (E) Hardware_configuration_Power_output=12V Hardware_configuration_ProLog_firmware_version=4.22 Hardware_configuration_ProLog_ID=734 Hardware_configuration_Recorder_size=15185 MByte Hardware_configuration_SD_Card_Inserted=YES Hardware_configuration_SD_Card_Ready=YES Hardware_configuration_SD_Card_Supported=YES Hardware_configuration_SD_Card_Type=SDHC Hardware_configuration_SD_Card_Write_protected=NO Hardware_configuration_Serial_number=VEC11705 Head_configuration_Compass=YES Head_configuration_Compass_hard_iron_calibration=-59 42 61 Head_configuration_Head_frequency=6000 kHz Head_configuration_IMU_Sensor=NO Head_configuration_Magnetometer_calibration_matrix=0.9772 0.0061 0.0040 0.0061 1.0000 -0.0082 -0.0038 -0.0231 0.9637 Head_configuration_Number_of_beams=3 Head_configuration_Pressure_sensor=YES Head_configuration_Pressure_sensor_calibration=0 0 16868 8023 Head_configuration_Serial_number=VCH 5068 Head_configuration_System10=0 1 -1 0 Head_configuration_System11=0 1 1 0 Head_configuration_System13=1481 259 7128 10848 Head_configuration_System14=-25216 713 13069 -75 -25535 -600 13214 -116 Head_configuration_System15=32020 201 130 201 32767 -269 -123 -758 31576 -59 42 61 0 0 0 0 Head_configuration_System16=0 0 0 0 Head_configuration_System17=4550 Head_configuration_System18=3600 Head_configuration_System19=3600 Head_configuration_System20=10000 Head_configuration_System5=0 0 0 0 Head_configuration_System7=-20458 1615 11783 -173 -20176 2563 11857 -578 Head_configuration_System8=1 0 0 0 -1 0 0 0 -1 Head_configuration_System9=1 0 0 0 1 0 0 0 1 Head_configuration_System_1=1 Head_configuration_Tilt_sensor=YES Head_configuration_Transformation_matrix=2.6555 -1.3003 -1.3535 -0.0327 -2.2983 2.3250 -0.3423 -0.3381 -0.3521 history=Mon Nov 4 13:59:23 2019: ncatted -a project,global,a,c,, CMG_Portal MATANZAS_18/11108vecs-q.nc created using vec2cdfBurstMultiDat rev SVN $Revision: $ in Matlab 9.5.0.944444 (R2018b).; thumbfinger applied with threshold 5 x std around mean; rotations applied by veccdf2ncBurstNortek rev SVN $Revision: $ in Matlab 9.5.0.944444 (R2018b).; concatenated by catEPIC 2019-06-19T20:16:00Z - pyaxiom - File created using pyaxiom id=11108vecs-q infoUrl=https://stellwagen.er.usgs.gov/ initial_instrument_height=0.555 initial_instrument_height_note=height in meters above bottom based on probe location: accurate for tripod mounted instruments INST_TYPE=Nortek Vector acoustic Doppler velocimeter institution=USGS Coastal and Marine Geology Program institution_url=https://woodshole.er.usgs.gov instnum=8 inversion_applied_to_heading=no inversion_applied_to_pitch=no inversion_applied_to_roll=yes inversion_applied_to_X=no inversion_applied_to_Y=no inversion_applied_to_Z=no keywords_vocabulary=GCMD Science Keywords latitude=29.7114 longitude=-81.218633 magnetic_variation=-6.7 magnetic_variation_applied=-6.7 metadata_link=http://doi.org/10.5066/P9GKB537 metadatafile_author=Marinna Martini, USGS MP metafile=C:\data\Matanzas\11127_Vec5068Purple\raw\1110PU03.VEC MOORING=1110 naming_authority=gov.usgs.cmgp ncei_template_version=NCEI_NetCDF_TimeSeries_Orthogonal_Template_v2.0 NCO=netCDF Operators version 4.8.1 (Homepage = http://nco.sf.net, Code = https://github.com/nco/nco) nominal_instrument_depth=8.0599 nominal_instrument_depth_note=inst_depth = (water_depth – inst_height); nominal depth below surface, meters Nortekmeta_metafile=C:\data\Matanzas\11127_Vec5068Purple\raw\1110PU03.VEC Nortekmeta_Number_of_data_gaps=0 Nortekmeta_Number_of_measurements=41615360 Nortekmeta_Number_of_sensor_checksum_errors=0 Nortekmeta_Number_of_velocity_checksum_errors=0 Nortekmeta_Time_of_first_measurement=1/22/2018 Nortekmeta_Time_of_last_measurement=3/15/2018 9:34:09 PM Northernmost_Northing=29.7114 Number_of_data_gaps=0 Number_of_measurements=41615360 Number_of_sensor_checksum_errors=0 Number_of_velocity_checksum_errors=0 ORIENTATION=down original_filename=11108vecs-q.nc original_folder=MATANZAS_18 platform_type=Large quadpod Lander POS_CONST=0.0 pressure_sensor_height=1.985 probe_height=0.555 probe_orientation=down probe_type=cabled PROJECT=USGS Coastal Marine Geology Program project=U.S. Geological Survey Oceanographic Time-Series Data, CMG_Portal project_summary=Oceanographic and Water Quality Measurements in the Nearshore Zone at Matanzas Inlet, Florida, January - April, 2018 project_title=Matanzas Inlet, FL, 2018 Recovery_date=13-Apr-2018 SciPi=J. Warner serial_number=VEC11705 source=USGS sourceUrl=(local files) Southernmost_Northing=29.7114 standard_name_vocabulary=CF Standard Name Table v29 start_time=24-Jan-2018 17:17:04 stop_time=13-Apr-2018 15:17:04 subsetVariables=latitude, longitude, altitude, feature_type_instance swapPitchRoll=no time_coverage_duration=PT6818400S time_coverage_end=2018-04-13T15:17:04Z time_coverage_start=2018-01-24T17:17:04Z Time_of_first_measurement=1/22/2018 Time_of_last_measurement=3/15/2018 9:34:09 PM use_data_in_ENU_files=NO UseDefaultTransMatrix=no User_setup_Analog_input_1=NONE User_setup_Analog_input_2=NONE User_setup_Analog_output=DISABLED User_setup_Burst_interval=3600 sec User_setup_Comments=Purple Vector on 8 m quadpod mooring 1110, no sync, no sensors, no IMU User_setup_Coordinate_system=BEAM User_setup_CRC_download=Unknown User_setup_Deployment_name=1110Pu User_setup_Deployment_time=1/22/2018 User_setup_Distance_between_pings=1.01 m User_setup_IMU_data_type=AHRSC3 User_setup_IMU_GyroAccel_digital_filter_size=15 User_setup_IMU_Mag_digital_filter_size=17 User_setup_IMU_mode=OFF User_setup_Measurement_load=59 % User_setup_Nominal_velocity_range=1.00 m/s User_setup_Number_of_beams=3 User_setup_Output_format=VECTOR User_setup_Output_sync=VECTOR User_setup_Power_output=DISABLED User_setup_Powerlevel=LOW+ User_setup_Receive_length=0.01 m User_setup_Salinity=32.0 ppt User_setup_Samples_per_burst=32768 User_setup_Sampling_rate=16 Hz User_setup_Sampling_volume=14.9 mm User_setup_Software_version=1.39.06 User_setup_Sound_speed=MEASURED User_setup_Start_command=Recorder deployment User_setup_System1=2 User_setup_System10=0 User_setup_System11=18883 User_setup_System12=3857 User_setup_System13=0 User_setup_System14=1 User_setup_System16=1 User_setup_System17=7 User_setup_System2=16 User_setup_System22=10800 User_setup_System28=1 User_setup_System29=1 User_setup_System3=7 User_setup_System30=20 User_setup_System31=15573 15600 15627 15654 User_setup_System32=1200 User_setup_System33=32768 User_setup_System34=16384 User_setup_System35=25206 User_setup_System36=12603 User_setup_System37=6302 User_setup_System38=50 User_setup_System39=130 User_setup_System4=44 User_setup_System40=32768 User_setup_System41=4 User_setup_System42=65535 User_setup_System43=0 User_setup_System44=0 User_setup_System45=2 User_setup_System5=512 User_setup_System9=194 User_setup_Transmit_length=4.0 mm User_setup_Velocity_scaling=1 mm User_setup_Wrap_mode=OFF VAR_FILL=1.0E35 WATER_DEPTH=8.6 WATER_DEPTH_NOTE=(meters), ship's echosounder WATER_MASS=? Westernmost_Easting=-81.21864
USGS-CMG time-series data from the Palos Verdes Shelf 2007 project, mooring 852 and package 8522sc-a. Follow-up observations to evaluate how often coastal ocean processes move the DDT contaminated sediments near the White Point ocean outfalls. _NCProperties=version=1|netcdflibversion=4.4.1.1|hdf5libversion=1.8.17 cdm_data_type=TimeSeries cdm_timeseries_variables=latitude, longitude, altitude, feature_type_instance clock_error=-61.0 clock_error_units=Seconds COMPOSITE=0.0 contributor_name=M. Noble contributor_role=principalInvestigator Conventions=CF-1.6,ACDD-1.3, COARDS COORD_SYSTEM=GEOGRAPHIC CREATION_DATE=27-May-2009 16:15:37 DATA_CMNT=PV07 B2 Tripod SeaCat DATA_ORIGIN=USGS WHSC and PSC Sed Trans Groups DATA_SUBTYPE=MOORED DATA_TYPE=TIME date_metadata_modified=2017-04-11T22:55:00Z DELTA_T=180 Deployment_date=04-Dec-2007 18:19:15 DEPTH_CONST=0.0 DESCRIPT=Currents, temp profiles, bottom stress, SSC, sed. traps, and PCB samplers, 15, 30, and 60 m, PV Shelf DRIFTER=0.0 Easternmost_Easting=-118.3475 elapsed_days=122.0 EXPERIMENT=2007-2008 PV BBL Experiment featureType=TimeSeries geospatial_bounds=POINT(-118.34750366210938 33.716800689697266) geospatial_bounds_crs=EPSG:4326 geospatial_lat_max=33.7168 geospatial_lat_min=33.7168 geospatial_lat_resolution=0 geospatial_lat_units=degrees_north geospatial_lon_max=-118.3475 geospatial_lon_min=-118.3475 geospatial_lon_resolution=0 geospatial_lon_units=degrees_east geospatial_vertical_max=-28.14 geospatial_vertical_min=-28.14 geospatial_vertical_positive=up geospatial_vertical_resolution=0 geospatial_vertical_units=m grid_mapping_epsg_code=EPSG:4326 grid_mapping_inverse_flattening=298.257223563 grid_mapping_long_name=http://www.opengis.net/def/crs/EPSG/0/4326 grid_mapping_name=latitude_longitude grid_mapping_semi_major_axis=6378137.0 history=Fri Nov 1 20:24:00 2019: ncatted -a project,global,a,c,, CMG_Portal PV_SHELF07/8522sc-a.nc Water depth variable and attributes changed to reflect more accurate values;Trimmed using trunc_cdf, SVN $Revision: 1096 $ to select records in the range 367 to 57906. :Time fixed in dolly.m by increasing time 24 hours from record 1 thru 58960.:Converted from ascii to EPIC by asc2epicKJR 2017-04-11T22:55:00Z - pyaxiom - File created using pyaxiom id=8522sc-a infoUrl=https://stellwagen.er.usgs.gov/ INST_DEPTH=27.22 INST_SER_NUM=3061.0 INST_TYPE=Seabird SBE-16 institution=USGS Coastal and Marine Geology Program keywords_vocabulary=GCMD Science Keywords latitude=33.7168 longitude=-118.3475 LonLatDatum=NAD83 magnetic_variation=12.9 MOORING=852 moortype=SubSurface naming_authority=gov.usgs.cmgp ncei_template_version=NCEI_NetCDF_TimeSeries_Orthogonal_Template_v2.0 NCO=netCDF Operators version 4.8.1 (Homepage = http://nco.sf.net, Code = https://github.com/nco/nco) Northernmost_Northing=33.7168 original_filename=8522sc-a.nc original_folder=PV_SHELF07 platform_type=Tripod POS_CONST=0.0 PROJECT=USGS/EPA Palos Verdes project=U.S. Geological Survey Oceanographic Time-Series Data, CMG_Portal project_summary=Follow-up observations to evaluate how often coastal ocean processes move the DDT contaminated sediments near the White Point ocean outfalls. project_title=Palos Verdes Shelf 2007 Recovery_date=02-Apr-2008 15:11:00 SciPi=C.Sherwood, M. Noble, J. Xu, K Rosenberger source=USGS sourceUrl=(local files) Southernmost_Northing=33.7168 standard_name_vocabulary=CF Standard Name Table v29 start_time=04-Dec-2007 00:00:00 stop_time=03-Apr-2008 20:00:00 subsetVariables=latitude, longitude, altitude, feature_type_instance time_coverage_duration=PT10357020S time_coverage_end=2008-04-02T15:15:00Z time_coverage_start=2007-12-04T18:18:00Z tstart=2007.0 VAR_DESC=T:C:S:ST WATER_DEPTH=29.62 WATER_DEPTH_NOTE=Water depth determined by mean pressure signal of ADV 8522 minus 1013.3mb for atmospheric pressure Datum: MSL WATER_DEPTH_ORI=28.7 WATER_DEPTH_ORI_NOTE=from ships navigation at deployment Westernmost_Easting=-118.3475
Walton-Smith Conductivity, Temperature, Depth (CTD) - WS23061 - WS23061_WS23061_Kelble_Stn.L7 - 2023-03-05 - 27.0573N 83.1342W. Hydrographic Measurements in the Gulf of Mexico. flags: 1 = good; 3 = mean ± 3*standard deviation; 4 = mean ± 5*standard deviation; 9 = missing. other acknowledgement=other cdm_altitude_proxy=depth cdm_data_type=Profile cdm_profile_variables=profile, time, latitude, longitude, platform, instrument, instrument1, instrument2, instrument3, instrument4, instrument5, instrument6, instrument7, instrument8, instrument9, instrument10, instrument11, instrument12, instrument13, crs comment=Processing:datcnv_ox_hysteresis_correction = yes; datcnv_ox_tau_correction = yes; filter_low_pass_tc_A = 0.030; filter_low_pass_tc_B = 0.150; filter_low_pass_A_vars = CStarAt0 CStarTr0, par, dz/dtM; filter_low_pass_B_vars = prDM ;alignctd_adv = c0S/m 0.073, c1S/m 0.073, sbeox0ML/L 3.500, oxsatML/L 3.500; celltm_alpha = 0.0300, 0.0300; celltm_tau = 7.0000, 7.0000; loopedit_minVelocity = 0.010; loopedit_surfaceSoak = 1: minDepth = 0.5, maxDepth = 2; useDeckPress = 1; loopedit_excl_bad_scans = yes comment1=flags: 1 = good; 3 = mean ± 3*standard deviation; 4 = mean ± 5*standard deviation; 9 = missing comment2=other contributor_country=USA contributor_email=other contributor_institution=other contributor_name=other contributor_phone=other contributor_role=other contributor_role_vocabulary=https://vocab.nerc.ac.uk/collection/G04/current/ contributor_url=other Conventions=CF-1.6, ACDD-1.3, IOOS-1.2, COARDS Country=USA date_metadata_modified=2023-06-27T11:46:15Z Easternmost_Easting=-83.13416666666667 featureType=Profile geospatial_bounds=POLYGON ((24.00 -83.00, 26.00, -83.00, 26.00, -80.00, 24.00 -80.00, 24.00 -83.00)) geospatial_bounds_crs=EPSG:4326 geospatial_bounds_vertical_crs=EPSG:5831 geospatial_lat_max=27.057333333333332 geospatial_lat_min=27.057333333333332 geospatial_lat_units=degrees_north geospatial_lon_max=-83.13416666666667 geospatial_lon_min=-83.13416666666667 geospatial_lon_units=degrees_east geospatial_vertical_max=38.664 geospatial_vertical_min=2.143 geospatial_vertical_positive=down geospatial_vertical_resolution=0.015629454701588667 geospatial_vertical_units=m grid_mapping_FillValue=-999 grid_mapping_epsg_code=EPSG:4326 grid_mapping_inverse_flattening=298.257223563 grid_mapping_long_name=grid mapping variable for horizontal spatial coordinate reference system (CRS) grid_mapping_longitude_of_prime_meridian=0.0 grid_mapping_missing_value=-999.0 grid_mapping_name=latitude_longitude grid_mapping_semi_major_axis=6378137.0 grid_mapping_standard_name_url=http://mmisw.org/ont/cf/parameter/other grid_mapping_units=other history=2023-06-27T11:31:19Z id=WS23061 infoUrl=https://www.aoml.noaa.gov/phod/sfp/index.php institution=NOAA's Atlantic Oceanographic and Meteorological Laboratory/Ocean Chemistry and Ecosystems Division instrument=CTD Sea-Bird SBE-911plus instrument_vocabulary=GCMD Science Keywords Version 9.1.5 keywords_vocabulary=GCMD Science Keywords metadata_link=https://gcoos5.geos.tamu.edu/erddap/tabledap/Walton-Smith_WS23061_WS23061_WS23061_Kelble_Stn.L7.html naming_authority=aoml.noaa.gov Northernmost_Northing=27.057333333333332 platform=RV_FG_Walton_Smith platform_id=other platform_name=RV_FG_Walton_Smith platform_vocabulary=https://mmisw.org/ont/ioos/platform processing_level=Geophysical units from raw data program=Florida Keys Monitoring program project=Marine Biodiversity Observation Network references=https://ocean.floridamarine.org/FKNMS_WQPP/ sea_name=Gulf of Mexico source=Rolling Deck to Repository (R2R) Program sourceUrl=(local files) Southernmost_Northing=27.057333333333332 standard_name_vocabulary=CF Standard Name Table v72 station_name=WS23061_WS23061_Kelble_Stn.L7 time_coverage_duration=P00Y0M00DT00H00M00S time_coverage_end=2023-03-05T20:37:37Z time_coverage_resolution=other time_coverage_start=2023-03-05T20:37:37Z Westernmost_Easting=-83.13416666666667
Walton-Smith Conductivity, Temperature, Depth (CTD) - WS23061 - WS23061_WS23061_Kelble_Stn.AMI6 - 2023-03-06 - 27.3052N 83.2208W. Hydrographic Measurements in the Gulf of Mexico. flags: 1 = good; 3 = mean ± 3*standard deviation; 4 = mean ± 5*standard deviation; 9 = missing. other acknowledgement=other cdm_altitude_proxy=depth cdm_data_type=Profile cdm_profile_variables=profile, time, latitude, longitude, platform, instrument, instrument1, instrument2, instrument3, instrument4, instrument5, instrument6, instrument7, instrument8, instrument9, instrument10, instrument11, instrument12, instrument13, crs comment=Processing:datcnv_ox_hysteresis_correction = yes; datcnv_ox_tau_correction = yes; filter_low_pass_tc_A = 0.030; filter_low_pass_tc_B = 0.150; filter_low_pass_A_vars = CStarAt0 CStarTr0, par, dz/dtM; filter_low_pass_B_vars = prDM ;alignctd_adv = c0S/m 0.073, c1S/m 0.073, sbeox0ML/L 3.500, oxsatML/L 3.500; celltm_alpha = 0.0300, 0.0300; celltm_tau = 7.0000, 7.0000; loopedit_minVelocity = 0.010; loopedit_surfaceSoak = 1: minDepth = 0.5, maxDepth = 2; useDeckPress = 1; loopedit_excl_bad_scans = yes comment1=flags: 1 = good; 3 = mean ± 3*standard deviation; 4 = mean ± 5*standard deviation; 9 = missing comment2=other contributor_country=USA contributor_email=other contributor_institution=other contributor_name=other contributor_phone=other contributor_role=other contributor_role_vocabulary=https://vocab.nerc.ac.uk/collection/G04/current/ contributor_url=other Conventions=CF-1.6, ACDD-1.3, IOOS-1.2, COARDS Country=USA date_metadata_modified=2023-06-27T11:39:23Z Easternmost_Easting=-83.22083333333333 featureType=Profile geospatial_bounds=POLYGON ((24.00 -83.00, 26.00, -83.00, 26.00, -80.00, 24.00 -80.00, 24.00 -83.00)) geospatial_bounds_crs=EPSG:4326 geospatial_bounds_vertical_crs=EPSG:5831 geospatial_lat_max=27.30516666666667 geospatial_lat_min=27.30516666666667 geospatial_lat_units=degrees_north geospatial_lon_max=-83.22083333333333 geospatial_lon_min=-83.22083333333333 geospatial_lon_units=degrees_east geospatial_vertical_max=34.45 geospatial_vertical_min=2.34 geospatial_vertical_positive=down geospatial_vertical_resolution=0.007583690987124463 geospatial_vertical_units=m grid_mapping_FillValue=-999 grid_mapping_epsg_code=EPSG:4326 grid_mapping_inverse_flattening=298.257223563 grid_mapping_long_name=grid mapping variable for horizontal spatial coordinate reference system (CRS) grid_mapping_longitude_of_prime_meridian=0.0 grid_mapping_missing_value=-999.0 grid_mapping_name=latitude_longitude grid_mapping_semi_major_axis=6378137.0 grid_mapping_standard_name_url=http://mmisw.org/ont/cf/parameter/other grid_mapping_units=other history=2023-06-27T11:31:19Z id=WS23061 infoUrl=https://www.aoml.noaa.gov/phod/sfp/index.php institution=NOAA's Atlantic Oceanographic and Meteorological Laboratory/Ocean Chemistry and Ecosystems Division instrument=CTD Sea-Bird SBE-911plus instrument_vocabulary=GCMD Science Keywords Version 9.1.5 keywords_vocabulary=GCMD Science Keywords metadata_link=https://gcoos5.geos.tamu.edu/erddap/tabledap/Walton-Smith_WS23061_WS23061_WS23061_Kelble_Stn.AMI6.html naming_authority=aoml.noaa.gov Northernmost_Northing=27.30516666666667 platform=RV_FG_Walton_Smith platform_id=other platform_name=RV_FG_Walton_Smith platform_vocabulary=https://mmisw.org/ont/ioos/platform processing_level=Geophysical units from raw data program=Florida Keys Monitoring program project=Marine Biodiversity Observation Network references=https://ocean.floridamarine.org/FKNMS_WQPP/ sea_name=Gulf of Mexico source=Rolling Deck to Repository (R2R) Program sourceUrl=(local files) Southernmost_Northing=27.30516666666667 standard_name_vocabulary=CF Standard Name Table v72 station_name=WS23061_WS23061_Kelble_Stn.AMI6 time_coverage_duration=P00Y0M00DT00H00M00S time_coverage_end=2023-03-06T17:03:00Z time_coverage_resolution=other time_coverage_start=2023-03-06T17:03:00Z Westernmost_Easting=-83.22083333333333
Walton-Smith Conductivity, Temperature, Depth (CTD) - WS23061 - WS23061_WS23061_Kelble_Stn.RP1 - 2023-03-04 - 26.5433N 82.2157W. Hydrographic Measurements in the Gulf of Mexico. flags: 1 = good; 3 = mean ± 3*standard deviation; 4 = mean ± 5*standard deviation; 9 = missing. other acknowledgement=other cdm_altitude_proxy=depth cdm_data_type=Profile cdm_profile_variables=profile, time, latitude, longitude, platform, instrument, instrument1, instrument2, instrument3, instrument4, instrument5, instrument6, instrument7, instrument8, instrument9, instrument10, instrument11, instrument12, instrument13, crs comment=Processing:datcnv_ox_hysteresis_correction = yes; datcnv_ox_tau_correction = yes; filter_low_pass_tc_A = 0.030; filter_low_pass_tc_B = 0.150; filter_low_pass_A_vars = CStarAt0 CStarTr0, par, dz/dtM; filter_low_pass_B_vars = prDM ;alignctd_adv = c0S/m 0.073, c1S/m 0.073, sbeox0ML/L 3.500, oxsatML/L 3.500; celltm_alpha = 0.0300, 0.0300; celltm_tau = 7.0000, 7.0000; loopedit_minVelocity = 0.010; loopedit_surfaceSoak = 1: minDepth = 0.5, maxDepth = 2; useDeckPress = 1; loopedit_excl_bad_scans = yes comment1=flags: 1 = good; 3 = mean ± 3*standard deviation; 4 = mean ± 5*standard deviation; 9 = missing comment2=other contributor_country=USA contributor_email=other contributor_institution=other contributor_name=other contributor_phone=other contributor_role=other contributor_role_vocabulary=https://vocab.nerc.ac.uk/collection/G04/current/ contributor_url=other Conventions=CF-1.6, ACDD-1.3, IOOS-1.2, COARDS Country=USA date_metadata_modified=2023-06-27T11:47:14Z Easternmost_Easting=-82.21566666666666 featureType=Profile geospatial_bounds=POLYGON ((24.00 -83.00, 26.00, -83.00, 26.00, -80.00, 24.00 -80.00, 24.00 -83.00)) geospatial_bounds_crs=EPSG:4326 geospatial_bounds_vertical_crs=EPSG:5831 geospatial_lat_max=26.543333333333333 geospatial_lat_min=26.543333333333333 geospatial_lat_units=degrees_north geospatial_lon_max=-82.21566666666666 geospatial_lon_min=-82.21566666666666 geospatial_lon_units=degrees_east geospatial_vertical_max=5.268 geospatial_vertical_min=1.875 geospatial_vertical_positive=down geospatial_vertical_resolution=9.331523583305056E-4 geospatial_vertical_units=m grid_mapping_FillValue=-999 grid_mapping_epsg_code=EPSG:4326 grid_mapping_inverse_flattening=298.257223563 grid_mapping_long_name=grid mapping variable for horizontal spatial coordinate reference system (CRS) grid_mapping_longitude_of_prime_meridian=0.0 grid_mapping_missing_value=-999.0 grid_mapping_name=latitude_longitude grid_mapping_semi_major_axis=6378137.0 grid_mapping_standard_name_url=http://mmisw.org/ont/cf/parameter/other grid_mapping_units=other history=2023-06-27T11:31:19Z id=WS23061 infoUrl=https://www.aoml.noaa.gov/phod/sfp/index.php institution=NOAA's Atlantic Oceanographic and Meteorological Laboratory/Ocean Chemistry and Ecosystems Division instrument=CTD Sea-Bird SBE-911plus instrument_vocabulary=GCMD Science Keywords Version 9.1.5 keywords_vocabulary=GCMD Science Keywords metadata_link=https://gcoos5.geos.tamu.edu/erddap/tabledap/Walton-Smith_WS23061_WS23061_WS23061_Kelble_Stn.RP1.html naming_authority=aoml.noaa.gov Northernmost_Northing=26.543333333333333 platform=RV_FG_Walton_Smith platform_id=other platform_name=RV_FG_Walton_Smith platform_vocabulary=https://mmisw.org/ont/ioos/platform processing_level=Geophysical units from raw data program=Florida Keys Monitoring program project=Marine Biodiversity Observation Network references=https://ocean.floridamarine.org/FKNMS_WQPP/ sea_name=Gulf of Mexico source=Rolling Deck to Repository (R2R) Program sourceUrl=(local files) Southernmost_Northing=26.543333333333333 standard_name_vocabulary=CF Standard Name Table v72 station_name=WS23061_WS23061_Kelble_Stn.RP1 time_coverage_duration=P00Y0M00DT00H00M00S time_coverage_end=2023-03-04T20:22:53Z time_coverage_resolution=other time_coverage_start=2023-03-04T20:22:53Z Westernmost_Easting=-82.21566666666666
Walton-Smith Conductivity, Temperature, Depth (CTD) - WS23061 - WS23061_WS23061_Kelble_Stn.L1 - 2023-03-05 - 27.3025N 82.5922W. Hydrographic Measurements in the Gulf of Mexico. flags: 1 = good; 3 = mean ± 3*standard deviation; 4 = mean ± 5*standard deviation; 9 = missing. other acknowledgement=other cdm_altitude_proxy=depth cdm_data_type=Profile cdm_profile_variables=profile, time, latitude, longitude, platform, instrument, instrument1, instrument2, instrument3, instrument4, instrument5, instrument6, instrument7, instrument8, instrument9, instrument10, instrument11, instrument12, instrument13, crs comment=Processing:datcnv_ox_hysteresis_correction = yes; datcnv_ox_tau_correction = yes; filter_low_pass_tc_A = 0.030; filter_low_pass_tc_B = 0.150; filter_low_pass_A_vars = CStarAt0 CStarTr0, par, dz/dtM; filter_low_pass_B_vars = prDM ;alignctd_adv = c0S/m 0.073, c1S/m 0.073, sbeox0ML/L 3.500, oxsatML/L 3.500; celltm_alpha = 0.0300, 0.0300; celltm_tau = 7.0000, 7.0000; loopedit_minVelocity = 0.010; loopedit_surfaceSoak = 1: minDepth = 0.5, maxDepth = 2; useDeckPress = 1; loopedit_excl_bad_scans = yes comment1=flags: 1 = good; 3 = mean ± 3*standard deviation; 4 = mean ± 5*standard deviation; 9 = missing comment2=other contributor_country=USA contributor_email=other contributor_institution=other contributor_name=other contributor_phone=other contributor_role=other contributor_role_vocabulary=https://vocab.nerc.ac.uk/collection/G04/current/ contributor_url=other Conventions=CF-1.6, ACDD-1.3, IOOS-1.2, COARDS Country=USA date_metadata_modified=2023-06-27T11:45:37Z Easternmost_Easting=-82.59216666666667 featureType=Profile geospatial_bounds=POLYGON ((24.00 -83.00, 26.00, -83.00, 26.00, -80.00, 24.00 -80.00, 24.00 -83.00)) geospatial_bounds_crs=EPSG:4326 geospatial_bounds_vertical_crs=EPSG:5831 geospatial_lat_max=27.3025 geospatial_lat_min=27.3025 geospatial_lat_units=degrees_north geospatial_lon_max=-82.59216666666667 geospatial_lon_min=-82.59216666666667 geospatial_lon_units=degrees_east geospatial_vertical_max=5.617 geospatial_vertical_min=2.004 geospatial_vertical_positive=down geospatial_vertical_resolution=5.895360315893387E-4 geospatial_vertical_units=m grid_mapping_FillValue=-999 grid_mapping_epsg_code=EPSG:4326 grid_mapping_inverse_flattening=298.257223563 grid_mapping_long_name=grid mapping variable for horizontal spatial coordinate reference system (CRS) grid_mapping_longitude_of_prime_meridian=0.0 grid_mapping_missing_value=-999.0 grid_mapping_name=latitude_longitude grid_mapping_semi_major_axis=6378137.0 grid_mapping_standard_name_url=http://mmisw.org/ont/cf/parameter/other grid_mapping_units=other history=2023-06-27T11:31:19Z id=WS23061 infoUrl=https://www.aoml.noaa.gov/phod/sfp/index.php institution=NOAA's Atlantic Oceanographic and Meteorological Laboratory/Ocean Chemistry and Ecosystems Division instrument=CTD Sea-Bird SBE-911plus instrument_vocabulary=GCMD Science Keywords Version 9.1.5 keywords_vocabulary=GCMD Science Keywords metadata_link=https://gcoos5.geos.tamu.edu/erddap/tabledap/Walton-Smith_WS23061_WS23061_WS23061_Kelble_Stn.L1.html naming_authority=aoml.noaa.gov Northernmost_Northing=27.3025 platform=RV_FG_Walton_Smith platform_id=other platform_name=RV_FG_Walton_Smith platform_vocabulary=https://mmisw.org/ont/ioos/platform processing_level=Geophysical units from raw data program=Florida Keys Monitoring program project=Marine Biodiversity Observation Network references=https://ocean.floridamarine.org/FKNMS_WQPP/ sea_name=Gulf of Mexico source=Rolling Deck to Repository (R2R) Program sourceUrl=(local files) Southernmost_Northing=27.3025 standard_name_vocabulary=CF Standard Name Table v72 station_name=WS23061_WS23061_Kelble_Stn.L1 time_coverage_duration=P00Y0M00DT00H00M00S time_coverage_end=2023-03-05T16:17:20Z time_coverage_resolution=other time_coverage_start=2023-03-05T16:17:20Z Westernmost_Easting=-82.59216666666667
Walton-Smith Conductivity, Temperature, Depth (CTD) - WS23061 - WS23061_WS23061_Kelble_Stn.CW7 - 2023-03-07 - 28.0118N 83.5678W. Hydrographic Measurements in the Gulf of Mexico. flags: 1 = good; 3 = mean ± 3*standard deviation; 4 = mean ± 5*standard deviation; 9 = missing. other acknowledgement=other cdm_altitude_proxy=depth cdm_data_type=Profile cdm_profile_variables=profile, time, latitude, longitude, platform, instrument, instrument1, instrument2, instrument3, instrument4, instrument5, instrument6, instrument7, instrument8, instrument9, instrument10, instrument11, instrument12, instrument13, crs comment=Processing:datcnv_ox_hysteresis_correction = yes; datcnv_ox_tau_correction = yes; filter_low_pass_tc_A = 0.030; filter_low_pass_tc_B = 0.150; filter_low_pass_A_vars = CStarAt0 CStarTr0, par, dz/dtM; filter_low_pass_B_vars = prDM ;alignctd_adv = c0S/m 0.073, c1S/m 0.073, sbeox0ML/L 3.500, oxsatML/L 3.500; celltm_alpha = 0.0300, 0.0300; celltm_tau = 7.0000, 7.0000; loopedit_minVelocity = 0.010; loopedit_surfaceSoak = 1: minDepth = 0.5, maxDepth = 2; useDeckPress = 1; loopedit_excl_bad_scans = yes comment1=flags: 1 = good; 3 = mean ± 3*standard deviation; 4 = mean ± 5*standard deviation; 9 = missing comment2=other contributor_country=USA contributor_email=other contributor_institution=other contributor_name=other contributor_phone=other contributor_role=other contributor_role_vocabulary=https://vocab.nerc.ac.uk/collection/G04/current/ contributor_url=other Conventions=CF-1.6, ACDD-1.3, IOOS-1.2, COARDS Country=USA date_metadata_modified=2023-06-27T11:44:31Z Easternmost_Easting=-83.56783333333334 featureType=Profile geospatial_bounds=POLYGON ((24.00 -83.00, 26.00, -83.00, 26.00, -80.00, 24.00 -80.00, 24.00 -83.00)) geospatial_bounds_crs=EPSG:4326 geospatial_bounds_vertical_crs=EPSG:5831 geospatial_lat_max=28.011833333333332 geospatial_lat_min=28.011833333333332 geospatial_lat_units=degrees_north geospatial_lon_max=-83.56783333333334 geospatial_lon_min=-83.56783333333334 geospatial_lon_units=degrees_east geospatial_vertical_max=32.477 geospatial_vertical_min=2.509 geospatial_vertical_positive=down geospatial_vertical_resolution=0.006456512237762237 geospatial_vertical_units=m grid_mapping_FillValue=-999 grid_mapping_epsg_code=EPSG:4326 grid_mapping_inverse_flattening=298.257223563 grid_mapping_long_name=grid mapping variable for horizontal spatial coordinate reference system (CRS) grid_mapping_longitude_of_prime_meridian=0.0 grid_mapping_missing_value=-999.0 grid_mapping_name=latitude_longitude grid_mapping_semi_major_axis=6378137.0 grid_mapping_standard_name_url=http://mmisw.org/ont/cf/parameter/other grid_mapping_units=other history=2023-06-27T11:31:19Z id=WS23061 infoUrl=https://www.aoml.noaa.gov/phod/sfp/index.php institution=NOAA's Atlantic Oceanographic and Meteorological Laboratory/Ocean Chemistry and Ecosystems Division instrument=CTD Sea-Bird SBE-911plus instrument_vocabulary=GCMD Science Keywords Version 9.1.5 keywords_vocabulary=GCMD Science Keywords metadata_link=https://gcoos5.geos.tamu.edu/erddap/tabledap/Walton-Smith_WS23061_WS23061_WS23061_Kelble_Stn.CW7.html naming_authority=aoml.noaa.gov Northernmost_Northing=28.011833333333332 platform=RV_FG_Walton_Smith platform_id=other platform_name=RV_FG_Walton_Smith platform_vocabulary=https://mmisw.org/ont/ioos/platform processing_level=Geophysical units from raw data program=Florida Keys Monitoring program project=Marine Biodiversity Observation Network references=https://ocean.floridamarine.org/FKNMS_WQPP/ sea_name=Gulf of Mexico source=Rolling Deck to Repository (R2R) Program sourceUrl=(local files) Southernmost_Northing=28.011833333333332 standard_name_vocabulary=CF Standard Name Table v72 station_name=WS23061_WS23061_Kelble_Stn.CW7 time_coverage_duration=P00Y0M00DT00H00M00S time_coverage_end=2023-03-07T13:49:19Z time_coverage_resolution=other time_coverage_start=2023-03-07T13:49:19Z Westernmost_Easting=-83.56783333333334
Walton-Smith Conductivity, Temperature, Depth (CTD) - WS23010 - WS23010_WS23011_Kelble_Stn.BG1 - 2023-01-15 - 26.7152N 82.2557W. Hydrographic Measurements in the Gulf of Mexico. flags: 1 = good; 3 = mean ± 3*standard deviation; 4 = mean ± 5*standard deviation; 9 = missing. other acknowledgement=other cdm_altitude_proxy=depth cdm_data_type=Profile cdm_profile_variables=profile, time, latitude, longitude, platform, instrument, instrument1, instrument2, instrument3, instrument4, instrument5, instrument6, instrument7, instrument8, instrument9, instrument10, instrument11, instrument12, instrument13, crs comment=Processing:datcnv_ox_hysteresis_correction = yes; datcnv_ox_tau_correction = yes; filter_low_pass_tc_A = 0.030; filter_low_pass_tc_B = 0.150; filter_low_pass_A_vars = CStarAt0 CStarTr0, par, dz/dtM; filter_low_pass_B_vars = prDM ;alignctd_adv = c0S/m 0.073, c1S/m 0.073, sbeox0ML/L 3.500, oxsatML/L 3.500; celltm_alpha = 0.0300, 0.0300; celltm_tau = 7.0000, 7.0000; loopedit_minVelocity = 0.010; loopedit_surfaceSoak = 1: minDepth = 0.5, maxDepth = 2; useDeckPress = 1; loopedit_excl_bad_scans = yes comment1=flags: 1 = good; 3 = mean ± 3*standard deviation; 4 = mean ± 5*standard deviation; 9 = missing comment2=other contributor_country=USA contributor_email=other contributor_institution=other contributor_name=other contributor_phone=other contributor_role=other contributor_role_vocabulary=https://vocab.nerc.ac.uk/collection/G04/current/ contributor_url=other Conventions=CF-1.6, ACDD-1.3, IOOS-1.2, COARDS Country=USA date_metadata_modified=2023-06-27T11:21:45Z Easternmost_Easting=-82.25566666666667 featureType=Profile geospatial_bounds=POLYGON ((24.00 -83.00, 26.00, -83.00, 26.00, -80.00, 24.00 -80.00, 24.00 -83.00)) geospatial_bounds_crs=EPSG:4326 geospatial_bounds_vertical_crs=EPSG:5831 geospatial_lat_max=26.715166666666665 geospatial_lat_min=26.715166666666665 geospatial_lat_units=degrees_north geospatial_lon_max=-82.25566666666667 geospatial_lon_min=-82.25566666666667 geospatial_lon_units=degrees_east geospatial_vertical_max=8.512 geospatial_vertical_min=1.778 geospatial_vertical_positive=down geospatial_vertical_resolution=0.0018103399028848901 geospatial_vertical_units=m grid_mapping_FillValue=-999 grid_mapping_epsg_code=EPSG:4326 grid_mapping_inverse_flattening=298.257223563 grid_mapping_long_name=grid mapping variable for horizontal spatial coordinate reference system (CRS) grid_mapping_longitude_of_prime_meridian=0.0 grid_mapping_missing_value=-999.0 grid_mapping_name=latitude_longitude grid_mapping_semi_major_axis=6378137.0 grid_mapping_standard_name_url=http://mmisw.org/ont/cf/parameter/other grid_mapping_units=other history=2023-06-27T11:13:45Z id=WS23010 infoUrl=https://www.aoml.noaa.gov/phod/sfp/index.php institution=NOAA's Atlantic Oceanographic and Meteorological Laboratory/Ocean Chemistry and Ecosystems Division instrument=CTD Sea-Bird SBE-911plus instrument_vocabulary=GCMD Science Keywords Version 9.1.5 keywords_vocabulary=GCMD Science Keywords metadata_link=https://gcoos5.geos.tamu.edu/erddap/tabledap/Walton-Smith_WS23010_WS23010_WS23011_Kelble_Stn.BG1.html naming_authority=aoml.noaa.gov Northernmost_Northing=26.715166666666665 platform=RV_FG_Walton_Smith platform_id=other platform_name=RV_FG_Walton_Smith platform_vocabulary=https://mmisw.org/ont/ioos/platform processing_level=Geophysical units from raw data program=Florida Keys Monitoring program project=Marine Biodiversity Observation Network references=https://ocean.floridamarine.org/FKNMS_WQPP/ sea_name=Gulf of Mexico source=Rolling Deck to Repository (R2R) Program sourceUrl=(local files) Southernmost_Northing=26.715166666666665 standard_name_vocabulary=CF Standard Name Table v72 station_name=WS23010_WS23011_Kelble_Stn.BG1 time_coverage_duration=P00Y0M00DT00H00M00S time_coverage_end=2023-01-15T06:10:06Z time_coverage_resolution=other time_coverage_start=2023-01-15T06:10:06Z Westernmost_Easting=-82.25566666666667
Walton-Smith Conductivity, Temperature, Depth (CTD) - WS23010 - WS23010_WS23011_Kelble_Stn.057.3 - 2023-01-16 - 25.351N 81.6482W. Hydrographic Measurements in the Gulf of Mexico. flags: 1 = good; 3 = mean ± 3*standard deviation; 4 = mean ± 5*standard deviation; 9 = missing. other acknowledgement=other cdm_altitude_proxy=depth cdm_data_type=Profile cdm_profile_variables=profile, time, latitude, longitude, platform, instrument, instrument1, instrument2, instrument3, instrument4, instrument5, instrument6, instrument7, instrument8, instrument9, instrument10, instrument11, instrument12, instrument13, crs comment=Processing:datcnv_ox_hysteresis_correction = yes; datcnv_ox_tau_correction = yes; filter_low_pass_tc_A = 0.030; filter_low_pass_tc_B = 0.150; filter_low_pass_A_vars = CStarAt0 CStarTr0, par, dz/dtM; filter_low_pass_B_vars = prDM ;alignctd_adv = c0S/m 0.073, c1S/m 0.073, sbeox0ML/L 3.500, oxsatML/L 3.500; celltm_alpha = 0.0300, 0.0300; celltm_tau = 7.0000, 7.0000; loopedit_minVelocity = 0.010; loopedit_surfaceSoak = 1: minDepth = 0.5, maxDepth = 2; useDeckPress = 1; loopedit_excl_bad_scans = yes comment1=flags: 1 = good; 3 = mean ± 3*standard deviation; 4 = mean ± 5*standard deviation; 9 = missing comment2=other contributor_country=USA contributor_email=other contributor_institution=other contributor_name=other contributor_phone=other contributor_role=other contributor_role_vocabulary=https://vocab.nerc.ac.uk/collection/G04/current/ contributor_url=other Conventions=CF-1.6, ACDD-1.3, IOOS-1.2, COARDS Country=USA date_metadata_modified=2023-06-27T11:18:13Z Easternmost_Easting=-81.64816666666667 featureType=Profile geospatial_bounds=POLYGON ((24.00 -83.00, 26.00, -83.00, 26.00, -80.00, 24.00 -80.00, 24.00 -83.00)) geospatial_bounds_crs=EPSG:4326 geospatial_bounds_vertical_crs=EPSG:5831 geospatial_lat_max=25.351 geospatial_lat_min=25.351 geospatial_lat_units=degrees_north geospatial_lon_max=-81.64816666666667 geospatial_lon_min=-81.64816666666667 geospatial_lon_units=degrees_east geospatial_vertical_max=9.562 geospatial_vertical_min=1.785 geospatial_vertical_positive=down geospatial_vertical_resolution=0.0017268464243845251 geospatial_vertical_units=m grid_mapping_FillValue=-999 grid_mapping_epsg_code=EPSG:4326 grid_mapping_inverse_flattening=298.257223563 grid_mapping_long_name=grid mapping variable for horizontal spatial coordinate reference system (CRS) grid_mapping_longitude_of_prime_meridian=0.0 grid_mapping_missing_value=-999.0 grid_mapping_name=latitude_longitude grid_mapping_semi_major_axis=6378137.0 grid_mapping_standard_name_url=http://mmisw.org/ont/cf/parameter/other grid_mapping_units=other history=2023-06-27T11:13:45Z id=WS23010 infoUrl=https://www.aoml.noaa.gov/phod/sfp/index.php institution=NOAA's Atlantic Oceanographic and Meteorological Laboratory/Ocean Chemistry and Ecosystems Division instrument=CTD Sea-Bird SBE-911plus instrument_vocabulary=GCMD Science Keywords Version 9.1.5 keywords_vocabulary=GCMD Science Keywords metadata_link=https://gcoos5.geos.tamu.edu/erddap/tabledap/Walton-Smith_WS23010_WS23010_WS23011_Kelble_Stn.057.3.html naming_authority=aoml.noaa.gov Northernmost_Northing=25.351 platform=RV_FG_Walton_Smith platform_id=other platform_name=RV_FG_Walton_Smith platform_vocabulary=https://mmisw.org/ont/ioos/platform processing_level=Geophysical units from raw data program=Florida Keys Monitoring program project=Marine Biodiversity Observation Network references=https://ocean.floridamarine.org/FKNMS_WQPP/ sea_name=Gulf of Mexico source=Rolling Deck to Repository (R2R) Program sourceUrl=(local files) Southernmost_Northing=25.351 standard_name_vocabulary=CF Standard Name Table v72 station_name=WS23010_WS23011_Kelble_Stn.057.3 time_coverage_duration=P00Y0M00DT00H00M00S time_coverage_end=2023-01-16T14:47:11Z time_coverage_resolution=other time_coverage_start=2023-01-16T14:47:11Z Westernmost_Easting=-81.64816666666667
Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)https://creativecommons.org/licenses/by-nc-sa/4.0/
License information was derived automatically
Terasaki Hart et al. 2025, "Global phenology ..." This archive contains all data and results generated by this study, as well as some input data derived from publicly accessible resources. All contents are covered by the CC-BY-NC-SA license (in short: please use, but with attribution, without commercial gain, and only if you share too). Contents NOTE: see Filename abbreviation glossary at bottom to decipher shorthand in filenames.
./rasters/:
./main/: main rasters resulting from harmonic regressions and asynchrony calculations, including:
*_coeffs.tif: harmonic regression coefficients (5 coefficient bands: intercept, sine and cosine of annual cyclical time in radians, then sine and cosine of semiannual cyclical time in radians) (global, 0.05 degree, EPSG:4326) *_harm_reg_R2.tif: harmonic regression R^2s (1 band) (global, 0.05 degree, EPSG:4326) *_asynch_*km.tif: asynchrony results (including maps in Fig. 2A and Extended Data Fig. 7B) for all three neighborhood radii (50, 100, and 150 km) (each raster has 4 bands: asynchrony value, then R^2 value, P-value, and n of the OLS regression from which the asynchrony value (i.e., slope) was derived) (NOTE: the _STRICT qualifier in NIRv_STRICT and SIF_STRICT indicates the additional land cover filtering that masked all agricultural land before calculating LSP asynchrony) (global, 0.05 degree, EPSG:4326)
./masks/: data for all 5 masking maps presented in Extended Data Fig. 1B (lcMask_DEFAULT.tif includes only the red masked areas in the land cover map in the figure, whereas lcMask_STRICT.tif includes also the black masked (agricultural) areas) (global, 0.05 degree, EPSG:4326) ./drivers/: rasters specific to the LSP asynchrony drivers analysis, including:
hansen_lulcc_pct_neigh_mean.tif: neighborhood (100 km radius) mean of land use and cover change, derived from GLAD Lab Hansen et al. 2019 global harmonized land use and land cover change (global, 0.05 degree, EPSG:4326) MODIS_fire_freq_mean.tif: neigborhood mean (100 km radius) burn frequency, derived from MODIS Burned Area (MCD64A1.061) (global, 0.05 degree, EPSG:4326) MODIS_IGBP_veg_entropy.tif: neighborhood (100 km radius) entropy of vegetation structure, derived from MODIS annual land cover(MCD12C1.061) (global, 0.05 degree, EPSG:4326) err_map_*COORDS_*_*km.tif: mapped prediction errors from all LSP asynchrony drivers models ('yCOORDS' or 'nCOORDS' = whether geographic coordinates were included or excluded as covariates; 'NIRv' of 'SIF' = whether NIRv- or SIF-based LSP asynchrony was modeled; '50km','100km', or '150km' = whether a 50, 100, or 150 km neighborhood radius was used) (global, 0.05 degree, EPSG:4326) SHAP_map_*COORDS_*_*_*km.tif: maps of SHAP values for all 11 covariates (if 'yCOORDS', in which case longitude ('x') and latitude ('y') are included as covariates) or 9 covariates (if 'nCOORDS') for all LSP asynchrony drivers models ('NIRv' of 'SIF' = NIRv- or SIF-based LSP asynchrony; '50km','100km', or '150km' = 50, 100, 150 km neighborhood radius used) (global, 0.05 degree, EPSG:4326) SHAP_predom_top.tif: map of normalized-difference of SHAP values of the top two LSP asynchrony drivers from the main (NIRv-based, 100 km neighborhood, with geographic coordinates included) drivers model (asynchrony of minimum temperature and precipitation seasonality) (plotted in Fig. 2B) (global, 0.05 degree, EPSG:4326) SHAP_predom_all.tif: map of the index of the predominant driver of LSP asynchrony at each pixel, according to SHAP values for the main (NIRv-based, 100 km neighborhood, with geographic coordinates included) model (0: ppt.asy, 1: tmp.min.asy, 2: brn.frq.mea, 3: tmp.max.masy, 4: def.asy, 5: cld.asy, 6: veg.ent, 7: vrm.med, 8: luc.pct.mea) (plotted in Extended Data Fig. 9C) (global, 0.05 degree, EPSG:4326)
./etc/: other rasters generated as part of analysis, including:
NIRv_4_EOFs_sqrt_coswts_standts.tif: 4 EOFs calculated from the global map of fitted annual average NIRv LSP phenocycles (calculated using square-root-cosine weighting on latitude and using standardized phenocycle time series) (global, 0.05 degree,EPSG:4326) NIRv_4_EOFs_sqrt_coswts_standts.tif: the same EOFs as the previously listed filed, but transformed for RGB visual display in Fig. 1 (scaled to the [0, 1] interval, 'folded' over the ITCZ using a latitudinally varying weighted sum of EOF and 1-EOF, and reprojected to the Greenwich-centered Equal Earth projection) (global, EPSG:8857) NIRv_LSP_modality_EPSG8857.tif: LSP modality (from perfect annual to perfect semiannual), plotted in Extended Data Fig. 6A (global, EPSG:8857) NIRv_SIF_phen_R2s.tif: R^2s between all NIRv and SIF LSP phenocycles, plotted in Extended Data Fig. 6B (global, 0.05 degree, EPSG:4326)
./tables/:
./LSP_fitting_examples/: GeoJSONs of raw data extracted at the example sites plotted in Extended Data Fig. 2A-D ./itcz/: Shapefiles of the boreal summer and winter average ITCZ lines, digitized from Zhisheng et al. and used to calculate the annual-mean ITCZ map that was used in visualization in Fig. 1 and Extended Data Fig. 4 ./isoclim/: Shapefile of results of the isoclimatic phenological asynchrony analysis (Fig. 3) ./phen/inat/: data and results for iNaturalist flowering phenology analysis, including:
TID_*.json: GeoJSONs of the flowering observation data used to plot the two examples shown in Fig. 4A all_inat_plant_phen_taxa.csv: all iNat taxa that had available plant phenology data, as of date of download inat_hex_results.json: GeoJSON of hextile-summarized results of flowering modality (Extended Data Fig. 10) iNat_MMRR_results_ALL.csv: unformatted version of SUPP_TAB_4_iNat_MMRR_results.csv, containing results for all tested taxa (Extended Data Table 4 shows only taxa with significant results for the LSP-distance coefficient)
./phen/coffea_arabica/: four CSVs of sampling points digitized within polygons shown in the Bacca et al. Fig. 2 version of the Colombian coffee harvest map, for analysis of harvest asynchrony analysis (analyzed in Fig. 4C) ./gen/rhinella_granulosa/: tables of geographic sampling locations and pairwise genetic distances (derived from Thomé et al. data), for analysis of genetic isolation by phenological asynchrony in Rhinella granulosa (Fig. 4B) ./gen/xiphorhnychus_fuscus/: tables of geographic sampling locations and pairwise genetic distances (derived from Quintero et al. data), for analysis of genetic isolation by phenological asynchrony in Xiphorhynchus fuscus (Fig. 4B) ./SI/SUPP_TAB_*: tables from the Supplementary Information ./ED/TAB_*: tables containing content that is visualized in the Extended Data figures ./etc/: additional tabular results that are reported but are not presented in full within the paper, including:
EXTRA_TAB_landgen_MMRR_results.csv: a table of the full landscape genetic MMRR results EXTRA_TAB_drivers_model_tuning_results_subset_frac_*_NIRv_100km.csv: tables of the hyperparameter tuning results for the phenological asynchrony drivers model, for both of the subsetting fractions of the full raster dataset that were tested (0.05, and 0.005); tuning was done using a 100 km neighborhood and the NIRv-based LSP asynchrony map
./figures/:
./main/FIG_*: the main figures ./ED/ED_FIG_*: the Extended Data figures
./videos/:
./SI/SUPP_VID_1_normalized_NIRv_LSP_300dpi.mp4: Supplementary Information Video 1, animating the average annual LSP phenocycles for all global pixels
./logs/: files logging additional metrics and results that are printed to STDOUT by some analyses, including:
NIRv_SIF_LSP_R2_median_stats_result.log.png: NIRv-SIF LSP correlation results (Extended Data Fig. 6B) cheatgrass_stats_results.log.png: the cheatgrass analysis (Fig. 2B) ./drivers/: short summary info for all phenological asynchrony random forest models (Extended Data Fig. 9A) isoclim_stats_results.log.png: isoclimatic phenology asynchrony analysis (Fig. 3) inat_phen_MMRR.log: iNat phenology MMRR analysis (Fig. 4A) plot_flowphen_landgen_cafe_results.log: log produced by the script that runs all analyses plotted in Fig. 4
Filename abbreviation glossary
*: 'wildcard' (indicates that multiple files exist with different filename patterns in this position) NIRv: NIRv-derived LSP SIF: SIF-derived LSP tmmn and tmmx: minimum and maximum temperature tmp.min.asy and tmp.max.asy: asynchrony in seasonality of minimum and maximum temperature pr: precipitation ppt.asy: asynchrony in seasonality of precipitation def: climate water deficit def.asy: asynchrony in seasonality of climate water deficit cloud: fractional cloud cover cld.asy: asynchrony in seasonality of fractional cloud cover brn.frq.mea: 100 km neighborhood mean burn frequency veg.ent: 100 km neighborhood entropy in vegetation structure vrm.med: 100 km median vector ruggedness metric luc.pct.mea: 100 km neighborhood mean percent land use and land cover change EOF: empirical orthogonal functions
Questions? Please reach out! drew DOT terasaki DOT hart AT gmail DOT com