CS686 Project 2: Data Dictionary
Some general information about the dataset:
- Files are located in HDFS:
/tmp/cs686/nam
- List the available files with:
hdfs dfs -ls /tmp/cs686/nam
- Here’s a list of all Geohashes in the NAM.
- You can download a sample GRIB file and use the NetCDF toolsUI to inspect the features.
Files are named like so: nam_YYYYMM.tdv
(where YYYY
is the year and MM
the month). nam_mini.tdv
is a smaller sample dataset that you can use for testing before running your programs across the entire dataset.
These .tdv
(tab-delimited values) files contain one complete observation per line. Each observation begins with a timestamp followed by its Geohash (spatial location). Next, we have 56 atmospheric features.
Here’s the complete list:
- Timestamp
- Geohash
- geopotential_height_lltw
- water_equiv_of_accum_snow_depth_surface
- drag_coefficient_surface
- sensible_heat_net_flux_surface
- categorical_ice_pellets_yes1_no0_surface
- visibility_surface
- number_of_soil_layers_in_root_zone_surface
- categorical_freezing_rain_yes1_no0_surface
- pressure_reduced_to_msl_msl
- upward_short_wave_rad_flux_surface
- relative_humidity_zerodegc_isotherm
- categorical_snow_yes1_no0_surface
- u-component_of_wind_tropopause
- surface_wind_gust_surface
- total_cloud_cover_entire_atmosphere
- upward_long_wave_rad_flux_surface
- land_cover_land1_sea0_surface
- vegitation_type_as_in_sib_surface
- v-component_of_wind_pblri
- albedo_surface
- lightning_surface
- ice_cover_ice1_no_ice0_surface
- convective_inhibition_surface
- pressure_surface
- transpiration_stress-onset_soil_moisture_surface
- soil_porosity_surface
- vegetation_surface
- categorical_rain_yes1_no0_surface
- downward_long_wave_rad_flux_surface
- planetary_boundary_layer_height_surface
- soil_type_as_in_zobler_surface
- geopotential_height_cloud_base
- friction_velocity_surface
- maximumcomposite_radar_reflectivity_entire_atmosphere
- plant_canopy_surface_water_surface
- v-component_of_wind_maximum_wind
- geopotential_height_zerodegc_isotherm
- mean_sea_level_pressure_nam_model_reduction_msl
- temperature_surface
- snow_cover_surface
- geopotential_height_surface
- convective_available_potential_energy_surface
- latent_heat_net_flux_surface
- surface_roughness_surface
- pressure_maximum_wind
- temperature_tropopause
- geopotential_height_pblri
- pressure_tropopause
- snow_depth_surface
- v-component_of_wind_tropopause
- downward_short_wave_rad_flux_surface
- u-component_of_wind_maximum_wind
- wilting_point_surface
- precipitable_water_entire_atmosphere
- u-component_of_wind_pblri
- direct_evaporation_cease_soil_moisture_surface