\n", + " | id | \n", + "description | \n", + "
---|---|---|
469 | \n", + "depth_at_shallowest_local_minimum_in_vertical_... | \n", + "Depth is the vertical distance below the surfa... | \n", + "
624 | \n", + "fractional_saturation_of_oxygen_in_sea_water | \n", + "Fractional saturation is the ratio of some mea... | \n", + "
1357 | \n", + "mass_concentration_of_oxygen_in_sea_water | \n", + "Mass concentration means mass per unit volume ... | \n", + "
1725 | \n", + "mole_concentration_of_dissolved_molecular_oxyg... | \n", + "Mole concentration means number of moles per u... | \n", + "
1726 | \n", + "mole_concentration_of_dissolved_molecular_oxyg... | \n", + "\"Mole concentration at saturation\" means the m... | \n", + "
1727 | \n", + "mole_concentration_of_dissolved_molecular_oxyg... | \n", + "Mole concentration means number of moles per u... | \n", + "
1825 | \n", + "mole_concentration_of_preformed_dissolved_mole... | \n", + "\"Mole concentration\" means the number of moles... | \n", + "
1996 | \n", + "moles_of_oxygen_per_unit_mass_in_sea_water | \n", + "moles_of_X_per_unit_mass_inY is also called \"m... | \n", + "
3203 | \n", + "surface_molecular_oxygen_partial_pressure_diff... | \n", + "The surface called \"surface\" means the lower b... | \n", + "
3700 | \n", + "temperature_of_sensor_for_oxygen_in_sea_water | \n", + "Temperature_of_sensor_for_oxygen_in_sea_water ... | \n", + "
4776 | \n", + "volume_fraction_of_oxygen_in_sea_water | \n", + "\"Volume fraction\" is used in the construction ... | \n", + "
4780 | \n", + "volume_mixing_ratio_of_oxygen_at_stp_in_sea_water | \n", + "\"ratio_of_X_to_Y\" means X/Y. \"stp\" means stand... | \n", + "
\n", + " | title | \n", + "url | \n", + "org | \n", + "std_name | \n", + "
---|---|---|---|---|
0 | \n", + "St. Lucie Estuary - South Fork 2 (SLE-SF2) | \n", + "https://erddap.secoora.org/erddap/tabledap/st-... | \n", + "SECOORA | \n", + "fractional_saturation_of_oxygen_in_sea_water | \n", + "
0 | \n", + "Neuse River at Marker 15 (ModMon 70, AWS J8903... | \n", + "https://erddap.secoora.org/erddap/tabledap/neu... | \n", + "SECOORA | \n", + "fractional_saturation_of_oxygen_in_sea_water | \n", + "
0 | \n", + "Pamlico Sound at PS9 (ModMon) | \n", + "https://erddap.secoora.org/erddap/tabledap/pam... | \n", + "SECOORA | \n", + "fractional_saturation_of_oxygen_in_sea_water | \n", + "
0 | \n", + "Indian River Lagoon - Jensen Beach (IRL-JB) | \n", + "https://erddap.secoora.org/erddap/tabledap/ind... | \n", + "SECOORA | \n", + "fractional_saturation_of_oxygen_in_sea_water | \n", + "
0 | \n", + "Indian River Lagoon - Sebastian (IRL-SB) | \n", + "https://erddap.secoora.org/erddap/tabledap/ind... | \n", + "SECOORA | \n", + "fractional_saturation_of_oxygen_in_sea_water | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
0 | \n", + "Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... | \n", + "https://gcoos5.geos.tamu.edu/erddap/tabledap/W... | \n", + "GCOOS | \n", + "volume_fraction_of_oxygen_in_sea_water | \n", + "
0 | \n", + "Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... | \n", + "https://gcoos5.geos.tamu.edu/erddap/tabledap/W... | \n", + "GCOOS | \n", + "volume_fraction_of_oxygen_in_sea_water | \n", + "
0 | \n", + "Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... | \n", + "https://gcoos5.geos.tamu.edu/erddap/tabledap/W... | \n", + "GCOOS | \n", + "volume_fraction_of_oxygen_in_sea_water | \n", + "
0 | \n", + "Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... | \n", + "https://gcoos5.geos.tamu.edu/erddap/tabledap/W... | \n", + "GCOOS | \n", + "volume_fraction_of_oxygen_in_sea_water | \n", + "
0 | \n", + "Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... | \n", + "https://gcoos5.geos.tamu.edu/erddap/tabledap/W... | \n", + "GCOOS | \n", + "volume_fraction_of_oxygen_in_sea_water | \n", + "
5485 rows × 4 columns
\n", + "\n", + " | title | \n", + "url | \n", + "std_name | \n", + "
---|---|---|---|
org | \n", + "\n", + " | \n", + " | \n", + " |
CeNCOOS | \n", + "2 | \n", + "2 | \n", + "2 | \n", + "
GCOOS | \n", + "2208 | \n", + "2208 | \n", + "2208 | \n", + "
Glider DAC | \n", + "2625 | \n", + "2625 | \n", + "2625 | \n", + "
NERACOOS | \n", + "28 | \n", + "28 | \n", + "28 | \n", + "
PacIOOS | \n", + "16 | \n", + "16 | \n", + "16 | \n", + "
SECOORA | \n", + "606 | \n", + "606 | \n", + "606 | \n", + "
\n", + " | title | \n", + "org | \n", + "std_name | \n", + "
---|---|---|---|
url | \n", + "\n", + " | \n", + " | \n", + " |
http://www.neracoos.org/erddap/tabledap/A01_optode_all | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "
http://www.neracoos.org/erddap/tabledap/GRBGBWQ_NERRS | \n", + "4 | \n", + "4 | \n", + "4 | \n", + "
http://www.neracoos.org/erddap/tabledap/GRBLRWQ_NERRS | \n", + "4 | \n", + "4 | \n", + "4 | \n", + "
http://www.neracoos.org/erddap/tabledap/LOBO_CSV_65 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "
http://www.neracoos.org/erddap/tabledap/URI_168-MV_BottomSonde | \n", + "16 | \n", + "16 | \n", + "16 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "
https://gliders.ioos.us/erddap/tabledap/unit_648-20230324T1507 | \n", + "2 | \n", + "2 | \n", + "2 | \n", + "
https://gliders.ioos.us/erddap/tabledap/uvi_01-20230921T1324 | \n", + "6 | \n", + "6 | \n", + "6 | \n", + "
https://gliders.ioos.us/erddap/tabledap/uvi_01-20240809T1334 | \n", + "2 | \n", + "2 | \n", + "2 | \n", + "
https://pae-paha.pacioos.hawaii.edu/erddap/tabledap/hui_water_quality | \n", + "8 | \n", + "8 | \n", + "8 | \n", + "
https://pae-paha.pacioos.hawaii.edu/erddap/tabledap/nss_012 | \n", + "8 | \n", + "8 | \n", + "8 | \n", + "
1216 rows × 3 columns
\n", + "\n", + " | title | \n", + "url | \n", + "org | \n", + "std_name | \n", + "
---|---|---|---|---|
0 | \n", + "Neuse River near the south shore (ModMon 96) | \n", + "https://erddap.secoora.org/erddap/tabledap/neu... | \n", + "SECOORA | \n", + "fractional_saturation_of_oxygen_in_sea_water | \n", + "
0 | \n", + "Great Bay,NH. Lamprey River WQ station | \n", + "http://www.neracoos.org/erddap/tabledap/GRBLRW... | \n", + "NERACOOS | \n", + "fractional_saturation_of_oxygen_in_sea_water | \n", + "
0 | \n", + "Great Bay,NH. Great Bay WQ station | \n", + "http://www.neracoos.org/erddap/tabledap/GRBGBW... | \n", + "NERACOOS | \n", + "fractional_saturation_of_oxygen_in_sea_water | \n", + "
0 | \n", + "um_242-20221205T1648-delayed | \n", + "https://gliders.ioos.us/erddap/tabledap/um_242... | \n", + "Glider DAC | \n", + "fractional_saturation_of_oxygen_in_sea_water | \n", + "
0 | \n", + "ru30-20221011T1527-delayed | \n", + "https://gliders.ioos.us/erddap/tabledap/ru30-2... | \n", + "Glider DAC | \n", + "fractional_saturation_of_oxygen_in_sea_water | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
0 | \n", + "Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... | \n", + "https://gcoos5.geos.tamu.edu/erddap/tabledap/W... | \n", + "GCOOS | \n", + "volume_fraction_of_oxygen_in_sea_water | \n", + "
0 | \n", + "Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... | \n", + "https://gcoos5.geos.tamu.edu/erddap/tabledap/W... | \n", + "GCOOS | \n", + "volume_fraction_of_oxygen_in_sea_water | \n", + "
0 | \n", + "Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... | \n", + "https://gcoos5.geos.tamu.edu/erddap/tabledap/W... | \n", + "GCOOS | \n", + "volume_fraction_of_oxygen_in_sea_water | \n", + "
0 | \n", + "Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... | \n", + "https://gcoos5.geos.tamu.edu/erddap/tabledap/W... | \n", + "GCOOS | \n", + "volume_fraction_of_oxygen_in_sea_water | \n", + "
0 | \n", + "Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... | \n", + "https://gcoos5.geos.tamu.edu/erddap/tabledap/W... | \n", + "GCOOS | \n", + "volume_fraction_of_oxygen_in_sea_water | \n", + "
1216 rows × 4 columns
\n", + "\n", + " | title | \n", + "url | \n", + "org | \n", + "std_name | \n", + "
---|
\n", + " | title | \n", + "url | \n", + "org | \n", + "std_name | \n", + "
---|---|---|---|---|
0 | \n", + "Neuse River near the south shore (ModMon 96) | \n", + "https://erddap.secoora.org/erddap/tabledap/neu... | \n", + "SECOORA | \n", + "fractional_saturation_of_oxygen_in_sea_water | \n", + "
0 | \n", + "Great Bay,NH. Lamprey River WQ station | \n", + "http://www.neracoos.org/erddap/tabledap/GRBLRW... | \n", + "NERACOOS | \n", + "fractional_saturation_of_oxygen_in_sea_water | \n", + "
0 | \n", + "Great Bay,NH. Great Bay WQ station | \n", + "http://www.neracoos.org/erddap/tabledap/GRBGBW... | \n", + "NERACOOS | \n", + "fractional_saturation_of_oxygen_in_sea_water | \n", + "
0 | \n", + "WACCASASSA RIVER NR GULF HAMMOCK, FLA. (USGS 0... | \n", + "https://erddap.secoora.org/erddap/tabledap/gov... | \n", + "SECOORA | \n", + "mass_concentration_of_oxygen_in_sea_water | \n", + "
0 | \n", + "LITTLE BACK RIVER AT HOG ISLAND, NEAR SAVANNAH... | \n", + "https://erddap.secoora.org/erddap/tabledap/gov... | \n", + "SECOORA | \n", + "mass_concentration_of_oxygen_in_sea_water | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
0 | \n", + "Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... | \n", + "https://gcoos5.geos.tamu.edu/erddap/tabledap/W... | \n", + "GCOOS | \n", + "volume_fraction_of_oxygen_in_sea_water | \n", + "
0 | \n", + "Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... | \n", + "https://gcoos5.geos.tamu.edu/erddap/tabledap/W... | \n", + "GCOOS | \n", + "volume_fraction_of_oxygen_in_sea_water | \n", + "
0 | \n", + "Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... | \n", + "https://gcoos5.geos.tamu.edu/erddap/tabledap/W... | \n", + "GCOOS | \n", + "volume_fraction_of_oxygen_in_sea_water | \n", + "
0 | \n", + "Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... | \n", + "https://gcoos5.geos.tamu.edu/erddap/tabledap/W... | \n", + "GCOOS | \n", + "volume_fraction_of_oxygen_in_sea_water | \n", + "
0 | \n", + "Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... | \n", + "https://gcoos5.geos.tamu.edu/erddap/tabledap/W... | \n", + "GCOOS | \n", + "volume_fraction_of_oxygen_in_sea_water | \n", + "
422 rows × 4 columns
\n", + "\n", + " | title | \n", + "url | \n", + "std_name | \n", + "
---|---|---|---|
org | \n", + "\n", + " | \n", + " | \n", + " |
CeNCOOS | \n", + "2 | \n", + "2 | \n", + "2 | \n", + "
GCOOS | \n", + "378 | \n", + "378 | \n", + "378 | \n", + "
NERACOOS | \n", + "5 | \n", + "5 | \n", + "5 | \n", + "
PacIOOS | \n", + "2 | \n", + "2 | \n", + "2 | \n", + "
SECOORA | \n", + "35 | \n", + "35 | \n", + "35 | \n", + "
\n", + " | 0 | \n", + "1 | \n", + "2 | \n", + "3 | \n", + "4 | \n", + "
---|---|---|---|---|---|
profile | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
time (UTC) | \n", + "1968-01-20T03:14:07Z | \n", + "1968-01-20T03:14:07Z | \n", + "1968-01-20T03:14:07Z | \n", + "1968-01-20T03:14:07Z | \n", + "1968-01-20T03:14:07Z | \n", + "
latitude (degrees_north) | \n", + "29.2472 | \n", + "29.2472 | \n", + "29.2472 | \n", + "29.2472 | \n", + "29.2472 | \n", + "
longitude (degrees_east) | \n", + "-87.888901 | \n", + "-87.888901 | \n", + "-87.888901 | \n", + "-87.888901 | \n", + "-87.888901 | \n", + "
numberOfLevel | \n", + "351 | \n", + "351 | \n", + "351 | \n", + "351 | \n", + "351 | \n", + "
depth (m) | \n", + "7.0 | \n", + "8.0 | \n", + "9.0 | \n", + "10.0 | \n", + "11.0 | \n", + "
temperature (degree_C) | \n", + "20.823 | \n", + "20.832001 | \n", + "20.837 | \n", + "20.837999 | \n", + "20.854 | \n", + "
salinity (PSU) | \n", + "35.321999 | \n", + "35.332001 | \n", + "35.335999 | \n", + "35.338001 | \n", + "35.345001 | \n", + "
oxygen (milliliters per liter) | \n", + "4.59 | \n", + "4.62 | \n", + "4.63 | \n", + "4.63 | \n", + "4.75 | \n", + "
nitrite (micromols) | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.01 | \n", + "
nitrate (micromols) | \n", + "0.08 | \n", + "0.08 | \n", + "0.11 | \n", + "0.11 | \n", + "0.1 | \n", + "
phosphate (micromols) | \n", + "0.02 | \n", + "0.01 | \n", + "0.0 | \n", + "0.01 | \n", + "0.01 | \n", + "
silicate (micromols) | \n", + "1.33 | \n", + "1.18 | \n", + "1.13 | \n", + "1.05 | \n", + "1.41 | \n", + "
salinity2 (PSU) | \n", + "36.103001 | \n", + "36.092999 | \n", + "36.094002 | \n", + "36.096001 | \n", + "36.285999 | \n", + "
qualityFlag | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
instrument | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
instrument1 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
instrument2 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
instrument3 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
instrument4 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
instrument5 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
\n", + " | latitude (degrees_north) | \n", + "longitude (degrees_east) | \n", + "
---|---|---|
0 | \n", + "29.2472 | \n", + "-87.888901 | \n", + "
1 | \n", + "29.2472 | \n", + "-87.888901 | \n", + "
2 | \n", + "29.2472 | \n", + "-87.888901 | \n", + "
3 | \n", + "29.2472 | \n", + "-87.888901 | \n", + "
4 | \n", + "29.2472 | \n", + "-87.888901 | \n", + "
... | \n", + "... | \n", + "... | \n", + "
346 | \n", + "29.2472 | \n", + "-87.888901 | \n", + "
347 | \n", + "29.2472 | \n", + "-87.888901 | \n", + "
348 | \n", + "29.2472 | \n", + "-87.888901 | \n", + "
349 | \n", + "29.2472 | \n", + "-87.888901 | \n", + "
350 | \n", + "29.2472 | \n", + "-87.888901 | \n", + "
351 rows × 2 columns
\n", + "\n", + " | latitude (degrees_north) | \n", + "longitude (degrees_east) | \n", + "
---|---|---|
0 | \n", + "34.969100 | \n", + "-76.907100 | \n", + "
1 | \n", + "43.080000 | \n", + "-70.934400 | \n", + "
2 | \n", + "43.072200 | \n", + "-70.869400 | \n", + "
3 | \n", + "29.204134 | \n", + "-82.769001 | \n", + "
4 | \n", + "32.136667 | \n", + "-81.121944 | \n", + "
... | \n", + "... | \n", + "... | \n", + "
467 | \n", + "26.187333 | \n", + "-82.211333 | \n", + "
468 | \n", + "25.352167 | \n", + "-81.655333 | \n", + "
469 | \n", + "26.343833 | \n", + "-82.041167 | \n", + "
470 | \n", + "25.351500 | \n", + "-81.334500 | \n", + "
471 | \n", + "26.423333 | \n", + "-81.956667 | \n", + "
472 rows × 2 columns
\n", + "\n", + " | title | \n", + "url | \n", + "std_name | \n", + "
---|---|---|---|
org | \n", + "\n", + " | \n", + " | \n", + " |
CeNCOOS | \n", + "2 | \n", + "2 | \n", + "2 | \n", + "
GCOOS | \n", + "2208 | \n", + "2208 | \n", + "2208 | \n", + "
NERACOOS | \n", + "28 | \n", + "28 | \n", + "28 | \n", + "
PacIOOS | \n", + "16 | \n", + "16 | \n", + "16 | \n", + "
SECOORA | \n", + "606 | \n", + "606 | \n", + "606 | \n", + "
1216 rows × 3 columns
\n", + "422 rows × 3 columns
\n", "" ], "text/plain": [ @@ -859,24 +1002,22 @@ "http://www.neracoos.org/erddap/tabledap/LOBO_CS... 1 1 1\n", "http://www.neracoos.org/erddap/tabledap/URI_168... 16 16 16\n", "... ... ... ...\n", - "https://gliders.ioos.us/erddap/tabledap/unit_64... 2 2 2\n", - "https://gliders.ioos.us/erddap/tabledap/uvi_01-... 6 6 6\n", - "https://gliders.ioos.us/erddap/tabledap/uvi_01-... 2 2 2\n", + "https://gcoos5.geos.tamu.edu/erddap/tabledap/de... 6 6 6\n", + "https://gcoos5.geos.tamu.edu/erddap/tabledap/de... 6 6 6\n", + "https://gcoos5.geos.tamu.edu/erddap/tabledap/de... 6 6 6\n", "https://pae-paha.pacioos.hawaii.edu/erddap/tabl... 8 8 8\n", "https://pae-paha.pacioos.hawaii.edu/erddap/tabl... 8 8 8\n", "\n", - "[1216 rows x 3 columns]" + "[422 rows x 3 columns]" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df_group = df_out.groupby(by='url').count()\n", - "\n", - "df_group" + "df_out_no_glider.groupby(by='url').count()" ] }, { @@ -885,12 +1026,12 @@ "source": [ "## Drop duplicate records\n", "\n", - "We identify duplicates by looking at the URL, which should be unique for each dataset." + "As you can see above, there are a lot of duplicate dataset urls which we can simplify down. We identify duplicates by looking at the URL, which should be unique for each dataset, and drop the duplicates." ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -951,17 +1092,17 @@ " \n", "1216 rows × 4 columns
\n", + "422 rows × 4 columns
\n", "" ], "text/plain": [ @@ -1015,8 +1156,8 @@ "0 Neuse River near the south shore (ModMon 96) \n", "0 Great Bay,NH. Lamprey River WQ station \n", "0 Great Bay,NH. Great Bay WQ station \n", - "0 um_242-20221205T1648-delayed \n", - "0 ru30-20221011T1527-delayed \n", + "0 WACCASASSA RIVER NR GULF HAMMOCK, FLA. (USGS 0... \n", + "0 LITTLE BACK RIVER AT HOG ISLAND, NEAR SAVANNAH... \n", ".. ... \n", "0 Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... \n", "0 Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... \n", @@ -1024,25 +1165,25 @@ "0 Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... \n", "0 Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... \n", "\n", - " url org \\\n", - "0 https://erddap.secoora.org/erddap/tabledap/neu... SECOORA \n", - "0 http://www.neracoos.org/erddap/tabledap/GRBLRW... NERACOOS \n", - "0 http://www.neracoos.org/erddap/tabledap/GRBGBW... NERACOOS \n", - "0 https://gliders.ioos.us/erddap/tabledap/um_242... Glider DAC \n", - "0 https://gliders.ioos.us/erddap/tabledap/ru30-2... Glider DAC \n", - ".. ... ... \n", - "0 https://gcoos5.geos.tamu.edu/erddap/tabledap/W... GCOOS \n", - "0 https://gcoos5.geos.tamu.edu/erddap/tabledap/W... GCOOS \n", - "0 https://gcoos5.geos.tamu.edu/erddap/tabledap/W... GCOOS \n", - "0 https://gcoos5.geos.tamu.edu/erddap/tabledap/W... GCOOS \n", - "0 https://gcoos5.geos.tamu.edu/erddap/tabledap/W... GCOOS \n", + " url org \\\n", + "0 https://erddap.secoora.org/erddap/tabledap/neu... SECOORA \n", + "0 http://www.neracoos.org/erddap/tabledap/GRBLRW... NERACOOS \n", + "0 http://www.neracoos.org/erddap/tabledap/GRBGBW... NERACOOS \n", + "0 https://erddap.secoora.org/erddap/tabledap/gov... SECOORA \n", + "0 https://erddap.secoora.org/erddap/tabledap/gov... SECOORA \n", + ".. ... ... \n", + "0 https://gcoos5.geos.tamu.edu/erddap/tabledap/W... GCOOS \n", + "0 https://gcoos5.geos.tamu.edu/erddap/tabledap/W... GCOOS \n", + "0 https://gcoos5.geos.tamu.edu/erddap/tabledap/W... GCOOS \n", + "0 https://gcoos5.geos.tamu.edu/erddap/tabledap/W... GCOOS \n", + "0 https://gcoos5.geos.tamu.edu/erddap/tabledap/W... GCOOS \n", "\n", " std_name \n", "0 fractional_saturation_of_oxygen_in_sea_water \n", "0 fractional_saturation_of_oxygen_in_sea_water \n", "0 fractional_saturation_of_oxygen_in_sea_water \n", - "0 fractional_saturation_of_oxygen_in_sea_water \n", - "0 fractional_saturation_of_oxygen_in_sea_water \n", + "0 mass_concentration_of_oxygen_in_sea_water \n", + "0 mass_concentration_of_oxygen_in_sea_water \n", ".. ... \n", "0 volume_fraction_of_oxygen_in_sea_water \n", "0 volume_fraction_of_oxygen_in_sea_water \n", @@ -1050,18 +1191,18 @@ "0 volume_fraction_of_oxygen_in_sea_water \n", "0 volume_fraction_of_oxygen_in_sea_water \n", "\n", - "[1216 rows x 4 columns]" + "[422 rows x 4 columns]" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df_out_nodups = df_out.drop_duplicates(subset=['url'],keep='last')\n", + "df_out_nodups_no_glider = df_out_no_glider.drop_duplicates(subset=['url'],keep='last')\n", "\n", - "df_out_nodups" + "df_out_nodups_no_glider" ] }, { @@ -1072,12 +1213,14 @@ "source": [ "## How many endpoints are not ERDDAP?\n", "\n", - "Just to see what endpoints we're working with, let's show endpoints that aren't ERDDAP." + "Now we have a unique list of datasets which match our CF standard name criteria. Since we have some background in using [ERDDAP to query for data](https://ioos.github.io/ioos_code_lab/content/code_gallery/data_access_notebooks/2017-03-21-ERDDAP_IOOS_Sensor_Map.html), let's take a look at what other endpoints each of the datasets are using.\n", + "\n", + "_Hint: We know ERDDAP systems typically have `erddap` in their urls._" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1125,36 +1268,36 @@ "Index: []" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df_out_nodups.loc[~df_out_nodups['url'].str.contains('erddap')]" + "df_out_nodups_no_glider.loc[~df_out_nodups_no_glider['url'].str.contains('erddap')]" ] }, { "cell_type": "markdown", "metadata": { - "id": "t9PwQW_7Gj0a" + "id": "f_PGG_wsHYwF" }, "source": [ - "## Drop the Glider DAC data\n", + "## What's the remaining distribution?\n", "\n", - "Glider DAC is already making it to NCEI, so we can drop those entries." + "This is the distribution of unique datasets found in the IOOS Data Catalog which have a CF Standard Name that contains the work `oxygen` and `sea_water`. We've dropped out the Glider DAC datasets as, theoretically, those are in NCEI already." ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", - "height": 423 + "height": 331 }, - "id": "u0y8KMRYGhl9", - "outputId": "21f54f00-02e1-497b-a45e-83ee0004ca4b" + "id": "fRHL-7lPGwOL", + "outputId": "b72e8a38-1e63-44b1-9644-5eaa7df9abc6" }, "outputs": [ { @@ -1180,225 +1323,39 @@ "422 rows × 4 columns
\n", - "" - ], - "text/plain": [ - " title \\\n", - "0 Neuse River near the south shore (ModMon 96) \n", - "0 Great Bay,NH. Lamprey River WQ station \n", - "0 Great Bay,NH. Great Bay WQ station \n", - "0 WACCASASSA RIVER NR GULF HAMMOCK, FLA. (USGS 0... \n", - "0 LITTLE BACK RIVER AT HOG ISLAND, NEAR SAVANNAH... \n", - ".. ... \n", - "0 Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... \n", - "0 Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... \n", - "0 Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... \n", - "0 Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... \n", - "0 Walton-Smith CTD, WS22215, WS22215_2022_08_Wea... \n", - "\n", - " url org \\\n", - "0 https://erddap.secoora.org/erddap/tabledap/neu... SECOORA \n", - "0 http://www.neracoos.org/erddap/tabledap/GRBLRW... NERACOOS \n", - "0 http://www.neracoos.org/erddap/tabledap/GRBGBW... NERACOOS \n", - "0 https://erddap.secoora.org/erddap/tabledap/gov... SECOORA \n", - "0 https://erddap.secoora.org/erddap/tabledap/gov... SECOORA \n", - ".. ... ... \n", - "0 https://gcoos5.geos.tamu.edu/erddap/tabledap/W... GCOOS \n", - "0 https://gcoos5.geos.tamu.edu/erddap/tabledap/W... GCOOS \n", - "0 https://gcoos5.geos.tamu.edu/erddap/tabledap/W... GCOOS \n", - "0 https://gcoos5.geos.tamu.edu/erddap/tabledap/W... GCOOS \n", - "0 https://gcoos5.geos.tamu.edu/erddap/tabledap/W... GCOOS \n", - "\n", - " std_name \n", - "0 fractional_saturation_of_oxygen_in_sea_water \n", - "0 fractional_saturation_of_oxygen_in_sea_water \n", - "0 fractional_saturation_of_oxygen_in_sea_water \n", - "0 mass_concentration_of_oxygen_in_sea_water \n", - "0 mass_concentration_of_oxygen_in_sea_water \n", - ".. ... \n", - "0 volume_fraction_of_oxygen_in_sea_water \n", - "0 volume_fraction_of_oxygen_in_sea_water \n", - "0 volume_fraction_of_oxygen_in_sea_water \n", - "0 volume_fraction_of_oxygen_in_sea_water \n", - "0 volume_fraction_of_oxygen_in_sea_water \n", - "\n", - "[422 rows x 4 columns]" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_out_nodups_no_glider = df_out_nodups.loc[~df_out_nodups['org'].str.contains('Glider DAC')]\n", - "df_out_nodups_no_glider" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "f_PGG_wsHYwF" - }, - "source": [ - "## What's the remaining distribution?\n", - "\n", - "This is the distribution of unique datasets found in the IOOS Data Catalog which have a CF Standard Name that contains the work `oxygen` and `sea_water`. We've dropped out the Glider DAC datasets as, theoretically, those are in NCEI already." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 331 - }, - "id": "fRHL-7lPGwOL", - "outputId": "b72e8a38-1e63-44b1-9644-5eaa7df9abc6" - }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " | title | \n", - "url | \n", - "std_name | \n", - "|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
org | \n", - "\n", - " | \n", - " | \n", - " | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
CeNCOOS | \n", - "2 | \n", - "2 | \n", - "2 | \n", - "|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
GCOOS | \n", - "378 | \n", - "378 | \n", - "378 | \n", - "|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
NERACOOS | \n", - "5 | \n", - "5 | \n", - "5 | \n", - "|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
PacIOOS | \n", - "2 | \n", - "2 | \n", - "2 | \n", + "PacIOOS | \n", + "2 | \n", + "2 | \n", + "2 | \n", "|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
SECOORA | \n", @@ -1429,30 +1386,6 @@ "df_out_nodups_no_glider.groupby(by='org').count()" ] }, - { - "cell_type": "markdown", - "metadata": { - "id": "Kpl4C1lOFHMV" - }, - "source": [ - "Let's print out the response as a csv to share." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "V2mxu3cn8-B3", - "outputId": "f63f2c25-410a-4c55-f47a-5d68b0af3a74" - }, - "outputs": [], - "source": [ - "# print(df_out_nodups_no_glider.to_csv(index=False))" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -1464,37 +1397,17 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": { "id": "Wk9myBdgBUxH" }, "outputs": [], "source": [ - "df_out_final = {}\n", + "dict_out_final = {}\n", "\n", "for index,row in df_out_nodups_no_glider.iterrows():\n", " #print(row)\n", - " df_out_final['{}'.format(row['title'])] = pd.read_csv('{}.csvp'.format(row['url']), low_memory=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "dict_keys(['Neuse River near the south shore (ModMon 96)', 'Great Bay,NH. Lamprey River WQ station', 'Great Bay,NH. Great Bay WQ station', 'WACCASASSA RIVER NR GULF HAMMOCK, FLA. (USGS 02313700)', 'LITTLE BACK RIVER AT HOG ISLAND, NEAR SAVANNAH, GA (USGS 021989793)', 'CRABTREE SWAMP AT CONWAY, SC (USGS 02110701)', 'Pamlico Sound at PS9 (ModMon)', 'St. Lucie Estuary - South Fork (SLE-SF)', 'Indian River Lagoon - Link Port (IRL-LP)', 'Indian River Lagoon - Sebastian (IRL-SB)', 'Indian River Lagoon - Jensen Beach (IRL-JB)', 'MIDDLE RIVER AT FISH HOLE AT PORT WENTWORTH, GA (USGS 02198955)', 'Indian River Lagoon - Vero Beach (IRL-VB)', 'Sanibel Dock', 'ST JOHNS R DAMES POINT BRIDGE AT JACKSONVILLE, FL (USGS 302309081333001)', 'New Pass Bridge', 'LAKE MATTAMUSKEET E OF NC HWY 94 NR FAIRFIELD, NC (USGS 0208458893)', 'COOPER R AT FILBIN CREEK AT NORTH CHARLESTON, SC (USGS 021720677)', 'Neuse River South River (ModMon 165)', 'Neuse River near the north shore (ModMon 95)', 'Pamlico Sound at PS1 (ModMon)', 'WACCAMAW R NR HAGLEY LAND. NR PAWLEYS ISLAND, SC (USGS 02110815)', 'Indian River Lagoon - Malabar (IRL-MB)', 'Pamlico Sound at PS8 (ModMon)', 'Pamlico Sound at PS2 (ModMon)', '2nd Avenue Pier', 'WANDO RIVER ABOVE MT PLEASANT, SC (USGS 021720698)', 'Pamlico Sound at PS3 (ModMon)', 'Apache Pier', 'Pamlico Sound at PS5 (ModMon)', 'Neuse River at Marker 9 (ModMon 120, AWS J9530000)', 'Indian River Lagoon - Titusville (IRL-TS)', 'SKRINE CREEK NEAR MCCLELLENVILLE, SC (USGS 330428079214800)', 'Neuse River near Janeiro (ModMon 140, AWS J9590000)', 'Neuse River at Marker 15 (ModMon 70, AWS J8903600)', 'St. Lucie Estuary - South Fork 2 (SLE-SF2)', 'COOPER RIVER AT U.S. HWY 17 AT CHARLESTON, SC (USGS 021720709)', 'PacIOOS Nearshore Sensor 012: Kalama Beach Park, Maui, Hawaii', 'URI 168 Mount View, Bottom Sonde', 'Hui O Ka Wai Ola Water Quality Data', '\"Deepwater CTD - 00370067.bdo.nc - 27.32N, -87.35W - 1962-03-03\"', '\"Deepwater CTD - n1l04s12.ctd.nc - 29.21N, -87.35W - 1997-11-24\"', '\"Deepwater CTD - 00830668.bdo.nc - 25.65N, -85.02W - 1983-03-20\"', '\"Deepwater CTD - 00589307.bdo.nc - 25.25N, -87.23W - 1969-11-25\"', '\"Deepwater CTD - 00530098.bdo.nc - 26.25N, -93.76W - 1968-02-16\"', '\"Deepwater CTD - 00633910.bdo.nc - 21.5N, -86.0W - 1971-00-16\"', '\"Deepwater CTD - 03358737.ctd.nc - 22.0N, -93.0W - 1985-03-14\"', '\"Deepwater CTD - 00586728.bdo.nc - 23.07N, -96.3W - 1969-10-24\"', '\"Deepwater CTD - 00071521.bdo.nc - 26.58N, -85.55W - 1935-04-11\"', '\"Deepwater CTD - 00731452.bdo.nc - 29.73N, -87.04W - 1976-02-18\"', '\"Deepwater CTD - 00498729.bdo.nc - 25.57N, -93.48W - 1967-03-04\"', '\"Deepwater CTD - d93e134.bdo.nc - 27.76N, -95.03W - 1993-05-05\"', '\"Deepwater CTD - d93g171.ctd.nc - 27.81N, -95.06W - 1993-11-17\"', '\"Deepwater CTD - 00635118.bdo.nc - 22.25N, -84.83W - 1971-00-24\"', '\"Deepwater CTD - 94g0505.ctd.nc - 24.96N, -85.0W - 1994-07-18\"', '\"Deepwater CTD - 92g0307a.ctd.nc - 27.79N, -95.05W - 1992-03-20\"', '\"Deepwater CTD - 00417315.bdo.nc - 26.02N, -95.09W - 1964-01-18\"', '\"Deepwater CTD - 00582905.bdo.nc - 28.25N, -88.38W - 1969-00-07\"', '\"Deepwater CTD - 53784.ctd.nc - 28.5N, -87.0W - 1992-04-27\"', '\"Deepwater CTD - d93e040.ctd.nc - 27.79N, -92.0W - 1993-04-29\"', '\"Deepwater CTD - 4_09_096.ctd.nc - 26.75N, -90.83W - 1993-02-16\"', '\"Deepwater CTD - pe972247.ctd.nc - 28.79N, -86.51W - 1997-03-26\"', '\"Deepwater CTD - 00417529.bdo.nc - 21.37N, -95.02W - 1964-01-22\"', '\"Deepwater CTD - 00050772.bdo.nc - 25.77N, -92.52W - 1932-04-17\"', '\"Deepwater CTD - 92g10014.ctd.nc - 27.76N, -91.74W - 1992-10-05\"', '\"Deepwater CTD - 00566676.bdo.nc - 23.48N, -84.13W - 1969-04-12\"', '\"Deepwater CTD - 03260506.ctd.nc - 25.0N, -85.02W - 1979-03-28\"', '\"Deepwater CTD - d93e088.bdo.nc - 27.66N, -94.22W - 1993-05-02\"', '\"Deepwater CTD - 00027.ctd.nc - 27.83N, -88.5W - 1994-04-20\"', '\"Deepwater CTD - 00548331.bdo.nc - 26.87N, -87.65W - 1968-00-25\"', '\"Deepwater CTD - 00476842.bdo.nc - 24.2N, -81.78W - 1966-06-03\"', '\"Deepwater CTD - 94g0841.ctd.nc - 28.1N, -89.98W - 1994-10-23\"', '\"Deepwater CTD - 00021.ctd.nc - 28.58N, -89.0W - 1994-04-19\"', '\"Deepwater CTD - 00602166.bdo.nc - 21.67N, -85.58W - 1970-06-29\"', '\"Deepwater CTD - d93g231.ctd.nc - 27.65N, -95.71W - 1993-11-21\"', '\"Deepwater CTD - n1l09s17.ctd.nc - 28.21N, -85.72W - 1997-11-19\"', '\"Deepwater CTD - pe972274.ctd.nc - 29.17N, -87.1W - 1997-03-24\"', '\"Deepwater CTD - 92g0204.ctd.nc - 24.75N, -90.1W - 1992-01-27\"', '\"Deepwater CTD - 00543125.bdo.nc - 21.6N, -85.63W - 1968-06-29\"', '\"Deepwater CTD - 00682507.bdo.nc - 22.3N, -96.53W - 1973-06-02\"', '\"Deepwater CTD - 87g1121.ctd.nc - 26.33N, -94.75W - 1987-11-22\"', '\"Deepwater CTD - 89g1519.ctd.nc - 25.66N, -94.75W - 1989-11-14\"', '\"Deepwater CTD - 5_07_075.ctd.nc - 26.28N, -92.17W - 1993-05-30\"', '\"Deepwater CTD - d93e133.ctd.nc - 27.72N, -95.01W - 1993-05-05\"', '\"Deepwater CTD - 00856608.bdo.nc - 23.41N, -93.24W - 1985-10-24\"', '\"Deepwater CTD - 00458827.bdo.nc - 24.73N, -86.83W - 1965-00-16\"', '\"Deepwater CTD - 00517804.bdo.nc - 26.5N, -93.13W - 1967-00-12\"', '\"Deepwater CTD - 00374916.bdo.nc - 24.58N, -84.0W - 1962-05-27\"', '\"Deepwater CTD - 7_12_117.ctd.nc - 27.77N, -88.83W - 1993-12-07\"', '\"Deepwater CTD - 03274373.ctd.nc - 26.08N, -84.84W - 1982-04-05\"', '\"Deepwater CTD - d93g068.bdo.nc - 27.94N, -91.54W - 1993-11-11\"', '\"Deepwater CTD - 00577082.bdo.nc - 23.39N, -90.05W - 1969-07-18\"', '\"Deepwater CTD - d93f201.bdo.nc - 26.53N, -96.33W - 1993-00-06\"', '\"Deepwater CTD - 00580119.bdo.nc - 22.0N, -94.4W - 1969-00-12\"', '\"Deepwater CTD - d93d058.ctd.nc - 27.97N, -90.5W - 1993-02-00\"', '\"Deepwater CTD - 00136389.bdo.nc - 27.45N, -86.45W - 1942-04-03\"', '\"Deepwater CTD - 03317083.ctd.nc - 27.18N, -92.33W - 1990-10-18\"', '\"Deepwater CTD - 00415671.bdo.nc - 26.67N, -95.03W - 1963-12-00\"', '\"Deepwater CTD - 00548949.bdo.nc - 25.47N, -88.57W - 1968-00-01\"', '\"Deepwater CTD - d93f048.bdo.nc - 27.79N, -92.0W - 1993-07-29\"', '\"Deepwater CTD - d92b002.bdo.nc - 27.74N, -94.2W - 1992-00-01\"', '\"Deepwater CTD - d94j007.bdo.nc - 27.87N, -92.86W - 1994-11-03\"', '\"Deepwater CTD - d93d001.bdo.nc - 27.66N, -94.22W - 1993-02-06\"', '\"Deepwater CTD - n4l01s04.ctd.nc - 28.9N, -88.98W - 1998-11-24\"', '\"Deepwater CTD - 00466692.bdo.nc - 27.55N, -92.69W - 1966-01-27\"', '\"Deepwater CTD - 00731871.bdo.nc - 24.85N, -84.32W - 1976-02-28\"', '\"Deepwater CTD - 00491398.bdo.nc - 23.75N, -85.98W - 1966-11-00\"', '\"Deepwater CTD - 00574425.bdo.nc - 26.23N, -88.36W - 1969-06-24\"', '\"Deepwater CTD - d93d053.bdo.nc - 27.97N, -91.32W - 1993-02-00\"', '\"Deepwater CTD - 03259980.ctd.nc - 27.68N, -85.68W - 1979-02-14\"', '\"Deepwater CTD - 3_13_133.ctd.nc - 28.76N, -88.16W - 1992-11-10\"', '\"Deepwater CTD - 00681503.bdo.nc - 23.54N, -85.6W - 1973-05-20\"', '\"Deepwater CTD - 03274413.ctd.nc - 26.57N, -84.86W - 1982-04-07\"', '\"Deepwater CTD - 00050632.bdo.nc - 20.48N, -95.4W - 1932-04-07\"', '\"Deepwater CTD - 91g0235.ctd.nc - 26.81N, -93.88W - 1991-03-06\"', '\"Deepwater CTD - 00516980.bdo.nc - 19.8N, -93.64W - 1967-00-05\"', '\"Deepwater CTD - 87g1204.ctd.nc - 26.4N, -93.23W - 1987-11-29\"', '\"Deepwater CTD - 90g1513.bdo.nc - 25.67N, -88.67W - 1990-07-15\"', '\"Deepwater CTD - 53870.ctd.nc - 27.0N, -91.0W - 1992-05-18\"', '\"Deepwater CTD - 00601128.bdo.nc - 25.17N, -86.4W - 1970-06-19\"', '\"Deepwater CTD - 03274381.ctd.nc - 26.13N, -84.45W - 1982-04-05\"', '\"Deepwater CTD - 00477629.bdo.nc - 27.58N, -88.08W - 1966-06-12\"', '\"Deepwater CTD - 00531070.bdo.nc - 24.5N, -89.5W - 1968-02-27\"', '\"Deepwater CTD - d93e151.bdo.nc - 27.52N, -95.79W - 1993-05-06\"', '\"Deepwater CTD - 00499867.bdo.nc - 22.87N, -85.4W - 1967-03-15\"', '\"Deepwater CTD - n4l06s13.ctd.nc - 29.13N, -86.79W - 1998-11-20\"', '\"Deepwater CTD - 00516847.bdo.nc - 20.76N, -95.18W - 1967-00-04\"', '\"Deepwater CTD - n1l01s05.ctd.nc - 28.8N, -88.94W - 1997-11-26\"', '\"Deepwater CTD - d94j144.bdo.nc - 26.02N, -95.97W - 1994-11-11\"', '\"Deepwater CTD - 00858525.bdo.nc - 25.4N, -96.02W - 1986-01-30\"', '\"Deepwater CTD - 00136381.bdo.nc - 27.35N, -86.53W - 1942-04-02\"', '\"Deepwater CTD - 00580370.bdo.nc - 25.62N, -94.33W - 1969-00-15\"', '\"Deepwater CTD - d94h048.bdo.nc - 27.75N, -92.0W - 1994-04-28\"', '\"Deepwater CTD - 00574194.bdo.nc - 24.52N, -87.7W - 1969-06-21\"', '\"Deepwater CTD - 00370087.bdo.nc - 28.53N, -87.3W - 1962-03-04\"', '\"Deepwater CTD - 00050228.bdo.nc - 23.75N, -85.15W - 1932-02-12\"', '\"Deepwater CTD - 00050637.bdo.nc - 19.67N, -95.9W - 1932-04-07\"', '\"Deepwater CTD - 87g1119.ctd.nc - 27.0N, -94.74W - 1987-11-22\"', '\"Deepwater CTD - 00601678.bdo.nc - 27.6N, -86.7W - 1970-06-24\"', '\"Deepwater CTD - 5_03_029.ctd.nc - 26.77N, -94.83W - 1993-06-02\"', '\"Deepwater CTD - 03274401.ctd.nc - 26.12N, -84.65W - 1982-04-06\"', '\"Deepwater CTD - 93g0105k.ctd.nc - 26.67N, -95.0W - 1993-01-11\"', '\"Deepwater CTD - 00830693.bdo.nc - 25.48N, -85.58W - 1983-03-20\"', '\"Deepwater CTD - n3l06s11.ctd.nc - 29.32N, -86.63W - 1998-00-02\"', '\"Deepwater CTD - d94i013.bdo.nc - 27.94N, -91.54W - 1994-07-28\"', '\"Deepwater CTD - 5_13_134.ctd.nc - 28.62N, -88.17W - 1993-05-25\"', '\"Deepwater CTD - d94i115.ctd.nc - 27.81N, -95.06W - 1994-00-03\"', '\"Deepwater CTD - 00582482.bdo.nc - 24.8N, -86.97W - 1969-00-02\"', '\"Deepwater CTD - 00601170.bdo.nc - 25.22N, -85.85W - 1970-06-19\"', '\"Deepwater CTD - 00580185.bdo.nc - 22.81N, -94.39W - 1969-00-13\"', '\"Deepwater CTD - d93d094.bdo.nc - 27.88N, -92.86W - 1993-02-11\"', '\"Deepwater CTD - 53811.ctd.nc - 27.0N, -93.0W - 1992-05-01\"', '\"Deepwater CTD - 00419713.bdo.nc - 21.95N, -93.3W - 1964-03-02\"', '\"Deepwater CTD - 00517232.bdo.nc - 21.13N, -92.84W - 1967-00-06\"', '\"Deepwater CTD - d94i145.bdo.nc - 26.02N, -96.09W - 1994-00-06\"', '\"Deepwater CTD - n4l08s13.ctd.nc - 28.4N, -86.21W - 1998-11-19\"', '\"Deepwater CTD - 90g1503.bdo.nc - 27.34N, -92.01W - 1990-07-13\"', '\"Deepwater CTD - 00858533.bdo.nc - 25.04N, -95.4W - 1986-01-30\"', '\"Deepwater CTD - 00517715.bdo.nc - 22.02N, -92.4W - 1967-00-11\"', '\"Deepwater CTD - 00830155.bdo.nc - 24.42N, -84.92W - 1983-03-10\"', '\"Deepwater CTD - pe972218.ctd.nc - 29.25N, -87.89W - 1997-03-21\"', '\"Deepwater CTD - 00838276.bdo.nc - 27.52N, -85.15W - 1983-11-18\"', '\"Deepwater CTD - 00062488.bdo.nc - 23.25N, -82.27W - 1934-03-04\"', '\"Deepwater CTD - 00726638.bdo.nc - 28.02N, -89.71W - 1975-00-26\"', '\"Deepwater CTD - 00155481.bdo.nc - 27.45N, -93.07W - 1947-03-00\"', '\"Deepwater CTD - 00459198.bdo.nc - 28.35N, -87.17W - 1965-00-20\"', '\"Deepwater CTD - 3_14_136.ctd.nc - 28.77N, -87.5W - 1992-11-12\"', '\"Deepwater CTD - 00682497.bdo.nc - 25.56N, -88.82W - 1973-06-02\"', '\"Deepwater CTD - 00096.ctd.nc - 26.0N, -88.0W - 1994-05-05\"', '\"Deepwater CTD - 03358719.ctd.nc - 23.0N, -96.0W - 1985-03-12\"', '\"Deepwater CTD - 00370003.bdo.nc - 24.8N, -87.35W - 1962-03-02\"', '\"Deepwater CTD - 00601038.bdo.nc - 26.67N, -84.58W - 1970-06-18\"', '\"Deepwater CTD - 00596937.bdo.nc - 21.58N, -86.28W - 1970-04-21\"', '\"Deepwater CTD - 00500069.bdo.nc - 23.97N, -82.98W - 1967-03-18\"', '\"Deepwater CTD - pe972231.ctd.nc - 29.09N, -87.36W - 1997-03-23\"', '\"Deepwater CTD - n2l01s04.ctd.nc - 28.89N, -88.98W - 1998-05-14\"', '\"Deepwater CTD - 94g0844.bdo.nc - 27.87N, -89.75W - 1994-10-24\"', '\"Deepwater CTD - 00477111.bdo.nc - 24.18N, -81.62W - 1966-06-06\"', '\"Deepwater CTD - 88g0507d.ctd.nc - 27.76N, -93.47W - 1988-10-17\"', '\"Deepwater CTD - 00095972.bdo.nc - 23.78N, -82.17W - 1938-03-25\"', '\"Deepwater CTD - 00050109.bdo.nc - 23.65N, -80.85W - 1932-01-26\"', '\"Deepwater CTD - 00585960.bdo.nc - 24.93N, -94.05W - 1969-10-16\"', '\"Deepwater CTD - 00548152.bdo.nc - 28.04N, -89.23W - 1968-00-23\"', '\"Deepwater CTD - 00369441.bdo.nc - 23.13N, -83.3W - 1962-02-19\"', '\"Deepwater CTD - 00371200.bdo.nc - 23.32N, -94.95W - 1962-03-20\"', '\"Deepwater CTD - d94h162.bdo.nc - 27.43N, -96.1W - 1994-05-06\"', '\"Deepwater CTD - 03252360.ctd.nc - 29.07N, -87.97W - 1977-07-21\"', '\"Deepwater CTD - 00152.ctd.nc - 26.02N, -95.0W - 1994-05-13\"', '\"Deepwater CTD - n3l03s09.ctd.nc - 29.2N, -87.89W - 1998-00-04\"', '\"Deepwater CTD - 00530610.bdo.nc - 24.5N, -87.87W - 1968-02-22\"', '\"Deepwater CTD - 00681652.bdo.nc - 21.88N, -85.5W - 1973-05-22\"', '\"Deepwater CTD - 00153.ctd.nc - 26.02N, -95.5W - 1994-05-13\"', '\"Deepwater CTD - 00601681.bdo.nc - 27.67N, -86.53W - 1970-06-24\"', '\"Deepwater CTD - d93e036.ctd.nc - 27.97N, -91.32W - 1993-04-28\"', '\"Deepwater CTD - 00371864.bdo.nc - 26.75N, -96.25W - 1962-03-31\"', '\"Deepwater CTD - d94h051.bdo.nc - 27.46N, -93.0W - 1994-04-29\"', '\"Deepwater CTD - d94j147.bdo.nc - 26.01N, -96.31W - 1994-11-11\"', '\"Deepwater CTD - 00071245.bdo.nc - 27.32N, -89.9W - 1935-03-26\"', '\"Deepwater CTD - 00459098.bdo.nc - 26.8N, -90.86W - 1965-00-19\"', '\"Deepwater CTD - 97g08_09.ctd.nc - 27.85N, -85.9W - 1997-00-18\"', '\"Deepwater CTD - d94i014.bdo.nc - 27.97N, -91.32W - 1994-07-28\"', '\"Deepwater CTD - 00601733.bdo.nc - 28.15N, -85.55W - 1970-06-24\"', '\"Deepwater CTD - 00537449.bdo.nc - 21.7N, -85.43W - 1968-05-00\"', '\"Deepwater CTD - 00377199.bdo.nc - 24.47N, -80.35W - 1962-06-22\"', '\"Deepwater CTD - 00596192.bdo.nc - 22.03N, -86.07W - 1970-04-00\"', '\"Deepwater CTD - n2l01s05.ctd.nc - 28.8N, -88.95W - 1998-05-14\"', '\"Deepwater CTD - d93g190.ctd.nc - 27.13N, -96.34W - 1993-11-19\"', '\"Deepwater CTD - 88g0547.bdo.nc - 27.26N, -96.25W - 1988-10-23\"', '\"Deepwater CTD - 00012.ctd.nc - 28.09N, -89.51W - 1994-04-18\"', '\"Deepwater CTD - 90g1025a.ctd.nc - 27.28N, -92.97W - 1990-07-14\"', '\"Deepwater CTD - 88g0523d.ctd.nc - 26.55N, -94.77W - 1988-10-19\"', '\"Deepwater CTD - 03260002.ctd.nc - 27.63N, -85.54W - 1979-02-15\"', '\"Deepwater CTD - 00537961.bdo.nc - 24.23N, -86.8W - 1968-05-13\"', '\"Deepwater CTD - 03260943.ctd.nc - 27.66N, -85.53W - 1979-04-29\"', '\"Deepwater CTD - 97g08_02.ctd.nc - 27.94N, -87.98W - 1997-00-00\"', '\"Deepwater CTD - 00837959.bdo.nc - 24.9N, -84.63W - 1983-11-12\"', '\"Deepwater CTD - 00858542.bdo.nc - 24.68N, -94.78W - 1986-01-30\"', '\"Deepwater CTD - 00843608.bdo.nc - 25.23N, -84.65W - 1984-05-14\"', '\"Deepwater CTD - 00530381.bdo.nc - 23.28N, -85.27W - 1968-02-19\"', '\"Deepwater CTD - n4l07s09.ctd.nc - 29.02N, -86.25W - 1998-11-19\"', '\"Deepwater CTD - 00837962.bdo.nc - 24.87N, -84.68W - 1983-11-12\"', '\"Deepwater CTD - pe972239.ctd.nc - 29.56N, -86.83W - 1997-03-26\"', '\"Deepwater CTD - d94j115.bdo.nc - 27.81N, -95.06W - 1994-11-00\"', '\"Deepwater CTD - 94g0852.ctd.nc - 28.5N, -89.65W - 1994-10-24\"', '\"Deepwater CTD - d94i117.bdo.nc - 27.63N, -94.96W - 1994-00-03\"', '\"Deepwater CTD - 03300533.ctd.nc - 25.17N, -92.0W - 1987-04-07\"', '\"Deepwater CTD - d93d103.ctd.nc - 27.75N, -93.0W - 1993-02-12\"', '\"Deepwater CTD - 00601550.bdo.nc - 27.0N, -87.47W - 1970-06-23\"', '\"Deepwater CTD - 00028.ctd.nc - 27.56N, -88.5W - 1994-04-21\"', '\"Deepwater CTD - pe972232.ctd.nc - 28.9N, -87.35W - 1997-03-23\"', '\"Deepwater CTD - 00377286.bdo.nc - 24.05N, -80.54W - 1962-06-23\"', '\"Deepwater CTD - 83121702.ctd.nc - 25.35N, -87.43W - 1983-12-17\"', '\"Deepwater CTD - 00635798.bdo.nc - 24.38N, -84.23W - 1971-00-29\"', '\"Deepwater CTD - d94j117.bdo.nc - 27.63N, -94.96W - 1994-11-00\"', '\"Deepwater CTD - d93g063.ctd.nc - 27.92N, -90.51W - 1993-11-10\"', '\"Deepwater CTD - 00576882.bdo.nc - 22.49N, -86.83W - 1969-07-16\"', '\"Deepwater CTD - 00548423.bdo.nc - 23.17N, -85.48W - 1968-00-26\"', '\"Deepwater CTD - d93e030.bdo.nc - 28.02N, -90.5W - 1993-04-28\"', '\"Deepwater CTD - 4_07_075.ctd.nc - 26.28N, -92.17W - 1993-02-18\"', '\"Deepwater CTD - 00468436.bdo.nc - 24.01N, -85.77W - 1966-02-16\"', '\"Deepwater CTD - 94g0806.ctd.nc - 28.61N, -89.94W - 1994-10-20\"', '\"Deepwater CTD - 00624791.bdo.nc - 22.62N, -91.73W - 1971-05-27\"', '\"Deepwater CTD - 00331473.bdo.nc - 24.67N, -84.52W - 1960-03-31\"', '\"Deepwater CTD - 00577268.bdo.nc - 24.2N, -84.17W - 1969-07-20\"', '\"Deepwater CTD - 90g10023.ctd.nc - 27.59N, -93.2W - 1990-07-14\"', '\"Deepwater CTD - 00537813.bdo.nc - 23.79N, -86.1W - 1968-05-11\"', '\"Deepwater CTD - 5_04_033.ctd.nc - 26.77N, -94.17W - 1993-06-02\"', '\"Deepwater CTD - 94g0501.ctd.nc - 24.59N, -84.0W - 1994-07-18\"', '\"Deepwater CTD - d94h018.bdo.nc - 27.66N, -90.5W - 1994-04-26\"', '\"Deepwater CTD - d94j166.bdo.nc - 27.76N, -95.29W - 1994-11-13\"', '\"Deepwater CTD - 00596166.bdo.nc - 21.67N, -86.36W - 1970-04-00\"', '\"Deepwater CTD - 00574654.bdo.nc - 26.29N, -89.95W - 1969-06-26\"', '\"Deepwater CTD - 00596280.bdo.nc - 24.19N, -83.33W - 1970-04-11\"', '\"Deepwater CTD - 00539426.bdo.nc - 24.7N, -89.65W - 1968-05-28\"', '\"Deepwater CTD - 00596220.bdo.nc - 22.9N, -84.97W - 1970-04-10\"', '\"Deepwater CTD - 00658194.bdo.nc - 21.0N, -96.27W - 1972-05-18\"', '\"Deepwater CTD - 00574820.bdo.nc - 28.26N, -88.37W - 1969-06-28\"', '\"Deepwater CTD - 00050735.bdo.nc - 22.25N, -93.3W - 1932-04-15\"', '\"Deepwater CTD - 53789.ctd.nc - 26.27N, -87.0W - 1992-04-28\"', '\"Deepwater CTD - 00466678.bdo.nc - 27.37N, -93.5W - 1966-01-26\"', '\"Deepwater CTD - 03274354.ctd.nc - 26.15N, -84.63W - 1982-04-04\"', '\"Deepwater CTD - 92g0214.ctd.nc - 27.25N, -93.01W - 1992-01-29\"', '\"Deepwater CTD - d94i121.bdo.nc - 27.52N, -95.79W - 1994-00-04\"', '\"Deepwater CTD - d94j162.ctd.nc - 27.43N, -96.11W - 1994-11-13\"', '\"Deepwater CTD - 00577408.bdo.nc - 24.87N, -93.18W - 1969-07-21\"', '\"Deepwater CTD - pe972250.ctd.nc - 29.17N, -86.09W - 1997-03-26\"', '\"Deepwater CTD - 00858562.bdo.nc - 24.59N, -95.7W - 1986-02-01\"', '\"Deepwater CTD - 92g0705d.ctd.nc - 26.67N, -95.0W - 1992-06-23\"', '\"Deepwater CTD - d93g235.ctd.nc - 27.84N, -94.81W - 1993-11-21\"', '\"Deepwater CTD - d94i162.bdo.nc - 27.43N, -96.1W - 1994-00-07\"', '\"Deepwater CTD - 00499778.bdo.nc - 22.3N, -85.62W - 1967-03-14\"', '\"Deepwater CTD - 88g0533d.ctd.nc - 27.04N, -95.5W - 1988-10-21\"', '\"Deepwater CTD - pe972212.ctd.nc - 28.92N, -88.36W - 1997-03-20\"', '\"Deepwater CTD - 00548855.bdo.nc - 26.03N, -84.35W - 1968-00-31\"', '\"Deepwater CTD - 06720481.bdo.nc - 23.33N, -82.35W - 1971-06-23\"', '\"Deepwater CTD - 00455479.bdo.nc - 25.65N, -91.71W - 1965-00-14\"', '\"Deepwater CTD - 00516500.bdo.nc - 26.77N, -95.11W - 1967-00-01\"', '\"Deepwater CTD - 96g06_07.ctd.nc - 28.69N, -88.69W - 1996-10-20\"', '\"Deepwater CTD - st093lay.ctd.nc - 27.0N, -90.0W - 1994-05-00\"', '\"Deepwater CTD - 00371808.bdo.nc - 27.33N, -94.93W - 1962-03-30\"', '\"Deepwater CTD - 00477677.bdo.nc - 26.92N, -90.17W - 1966-06-12\"', '\"Deepwater CTD - 00830654.bdo.nc - 25.78N, -84.57W - 1983-03-20\"', '\"Deepwater CTD - d94j053.bdo.nc - 27.66N, -93.0W - 1994-11-06\"', '\"Deepwater CTD - d94i050.bdo.nc - 27.55N, -92.0W - 1994-07-30\"', '\"Deepwater CTD - 00530665.bdo.nc - 26.75N, -87.74W - 1968-02-22\"', '\"Deepwater CTD - 93g0105d.ctd.nc - 26.67N, -95.0W - 1993-01-10\"', '\"Deepwater CTD - 00830381.bdo.nc - 24.27N, -87.6W - 1983-03-15\"', '\"Deepwater CTD - 00592626.bdo.nc - 24.97N, -90.17W - 1970-02-05\"', '\"Deepwater CTD - d94j146.bdo.nc - 26.01N, -96.19W - 1994-11-11\"', '\"Deepwater CTD - 00369488.bdo.nc - 24.32N, -83.37W - 1962-02-20\"', '\"Deepwater CTD - 00843761.bdo.nc - 23.22N, -85.02W - 1984-05-17\"', '\"Deepwater CTD - 00537481.bdo.nc - 21.67N, -86.08W - 1968-05-00\"', '\"Deepwater CTD - 53794.ctd.nc - 27.0N, -88.5W - 1992-04-29\"', '\"Deepwater CTD - 00858489.bdo.nc - 24.75N, -93.87W - 1986-01-28\"', '\"Deepwater CTD - n1l08s11.ctd.nc - 28.6N, -85.98W - 1997-11-21\"', '\"Deepwater CTD - d94i159.bdo.nc - 26.93N, -96.44W - 1994-00-06\"', '\"Deepwater CTD - 87g1205.bdo.nc - 26.5N, -93.2W - 1987-11-30\"', '\"Deepwater CTD - 06925070.bdo.nc - 25.36N, -84.39W - 1982-04-04\"', '\"Deepwater CTD - 00070756.bdo.nc - 24.18N, -82.72W - 1935-02-20\"', '\"Deepwater CTD - d93f048.ctd.nc - 27.79N, -92.0W - 1993-07-29\"', '\"Deepwater CTD - 00596574.bdo.nc - 23.19N, -83.97W - 1970-04-15\"', '\"Deepwater CTD - n2l06s17.ctd.nc - 28.83N, -87.05W - 1998-05-12\"', '\"Deepwater CTD - 4_13_133.ctd.nc - 28.76N, -88.16W - 1993-02-13\"', '\"Deepwater CTD - 4_07_073.ctd.nc - 26.77N, -92.17W - 1993-02-18\"', '\"Deepwater CTD - 53802.ctd.nc - 27.0N, -90.5W - 1992-04-30\"', '\"Deepwater CTD - 00596158.bdo.nc - 21.77N, -86.05W - 1970-04-00\"', '\"Deepwater CTD - 00732350.bdo.nc - 28.62N, -87.92W - 1976-03-17\"', '\"Deepwater CTD - d92c003.bdo.nc - 27.8N, -94.19W - 1992-11-05\"', '\"Deepwater CTD - d93e134.ctd.nc - 27.76N, -95.03W - 1993-05-05\"', '\"Deepwater CTD - 00083.ctd.nc - 27.0N, -86.0W - 1994-05-02\"', '\"Deepwater CTD - 3_02_010.ctd.nc - 26.0N, -95.5W - 1992-11-20\"', '\"Deepwater CTD - 00596120.bdo.nc - 22.02N, -85.2W - 1970-04-00\"', '\"Deepwater CTD - 94g0804.bdo.nc - 28.48N, -89.74W - 1994-10-20\"', '\"Deepwater CTD - d94j162.bdo.nc - 27.43N, -96.11W - 1994-11-13\"', '\"Deepwater CTD - d93f210.bdo.nc - 27.84N, -94.59W - 1993-00-06\"', '\"Deepwater CTD - 00374750.bdo.nc - 23.07N, -85.43W - 1962-05-24\"', '\"Deepwater CTD - 87g1205.ctd.nc - 26.5N, -93.2W - 1987-11-30\"', '\"Deepwater CTD - 03317559.ctd.nc - 26.02N, -90.97W - 1991-03-26\"', '\"Deepwater CTD - 00468628.bdo.nc - 29.13N, -86.33W - 1966-02-18\"', '\"Deepwater CTD - 3_09_096.ctd.nc - 26.75N, -90.83W - 1992-11-14\"', '\"Deepwater CTD - d94h052.bdo.nc - 27.56N, -93.0W - 1994-04-29\"', '\"Deepwater CTD - 00634943.bdo.nc - 24.07N, -96.35W - 1971-00-23\"', '\"Deepwater CTD - 00838233.bdo.nc - 27.05N, -86.13W - 1983-11-17\"', '\"Deepwater CTD - 00596657.bdo.nc - 21.82N, -85.66W - 1970-04-16\"', '\"Deepwater CTD - 00537623.bdo.nc - 22.35N, -85.63W - 1968-05-00\"', '\"Deepwater CTD - 00843538.bdo.nc - 25.63N, -84.95W - 1984-05-13\"', '\"Deepwater CTD - d92a098.bdo.nc - 27.66N, -93.0W - 1992-05-00\"', '\"Deepwater CTD - d94h090.ctd.nc - 27.74N, -94.2W - 1994-05-01\"', '\"Deepwater CTD - 00636527.bdo.nc - 19.53N, -94.56W - 1971-00-03\"', '\"Deepwater CTD - d93f044.ctd.nc - 27.97N, -91.32W - 1993-07-29\"', '\"Deepwater CTD - d93e207.ctd.nc - 27.65N, -95.71W - 1993-05-10\"', '\"Deepwater CTD - 00589631.bdo.nc - 23.93N, -82.24W - 1969-11-30\"', '\"Deepwater CTD - 00007.ctd.nc - 27.0N, -90.0W - 1994-04-17\"', '\"Deepwater CTD - 87g1114.ctd.nc - 27.01N, -93.26W - 1987-11-21\"', '\"Deepwater CTD - 00371547.bdo.nc - 26.67N, -93.07W - 1962-03-26\"', '\"Deepwater CTD - n2l06s09.ctd.nc - 29.5N, -86.47W - 1998-05-12\"', '\"Deepwater CTD - 00468026.bdo.nc - 24.33N, -92.06W - 1966-02-12\"', '\"Deepwater CTD - 00682138.bdo.nc - 21.58N, -85.68W - 1973-05-27\"', '\"Deepwater CTD - 00514645.bdo.nc - 25.23N, -96.5W - 1967-00-18\"', '\"Deepwater CTD - 00537597.bdo.nc - 22.2N, -86.23W - 1968-05-00\"', '\"Deepwater CTD - 00727504.bdo.nc - 25.61N, -84.93W - 1975-00-13\"', '\"Deepwater CTD - 00573961.bdo.nc - 27.18N, -85.45W - 1969-06-19\"', '\"Deepwater CTD - 00676717.bdo.nc - 23.58N, -82.35W - 1973-02-25\"', '\"Deepwater CTD - 92g0305d.ctd.nc - 26.67N, -94.97W - 1992-03-18\"', '\"Deepwater CTD - 00636468.bdo.nc - 20.47N, -94.52W - 1971-00-03\"', '\"Deepwater CTD - 90g10103.bdo.nc - 28.44N, -89.7W - 1990-07-22\"', '\"Deepwater CTD - 00682469.bdo.nc - 22.26N, -96.08W - 1973-06-01\"', '\"Deepwater CTD - 03260912.ctd.nc - 25.95N, -84.5W - 1979-04-26\"', '\"Deepwater CTD - 00673287.bdo.nc - 23.97N, -83.47W - 1972-12-10\"', '\"Deepwater CTD - 87g1201.bdo.nc - 26.33N, -93.25W - 1987-11-29\"', '\"Deepwater CTD - d94i020.bdo.nc - 27.86N, -90.5W - 1994-07-29\"', '\"Deepwater CTD - 00648368.bdo.nc - 20.0N, -94.45W - 1972-01-13\"', '\"Deepwater CTD - d93f165.bdo.nc - 27.1N, -96.21W - 1993-00-04\"', '\"Deepwater CTD - n4l11s12.ctd.nc - 27.5N, -84.89W - 1998-11-14\"', '\"Deepwater CTD - 03317854.ctd.nc - 26.36N, -93.58W - 1991-06-04\"', '\"Deepwater CTD - 00371515.bdo.nc - 24.0N, -93.08W - 1962-03-25\"', '\"Deepwater CTD - 00582210.bdo.nc - 23.97N, -85.75W - 1969-00-31\"', '\"Deepwater CTD - 00681514.bdo.nc - 23.48N, -85.72W - 1973-05-20\"', '\"Deepwater CTD - 00634569.bdo.nc - 25.97N, -91.28W - 1971-00-20\"', '\"Deepwater CTD - 00601254.bdo.nc - 25.63N, -85.07W - 1970-06-20\"', '\"Deepwater CTD - d94i007.bdo.nc - 27.87N, -92.86W - 1994-07-28\"', '\"Deepwater CTD - 00532211.bdo.nc - 23.52N, -83.32W - 1968-03-00\"', '\"Deepwater CTD - 90g1513a.ctd.nc - 25.67N, -88.67W - 1990-10-15\"', '\"Deepwater CTD - 00635153.bdo.nc - 23.97N, -90.33W - 1971-00-25\"', '\"Deepwater CTD - 03294083.ctd.nc - 24.92N, -92.78W - 1985-10-25\"', '\"Deepwater CTD - 00579835.bdo.nc - 19.63N, -94.4W - 1969-00-00\"', '\"Deepwater CTD - 53792.ctd.nc - 26.5N, -88.0W - 1992-04-28\"', '\"Deepwater CTD - 53783.ctd.nc - 29.0N, -87.0W - 1992-04-27\"', '\"Deepwater CTD - pe972206.ctd.nc - 28.5N, -88.85W - 1997-03-19\"', '\"Deepwater CTD - d94i013.ctd.nc - 27.94N, -91.54W - 1994-07-28\"', '\"Deepwater CTD - 00596907.bdo.nc - 21.68N, -85.99W - 1970-04-20\"', '\"Deepwater CTD - 03358714.ctd.nc - 22.0N, -94.0W - 1985-03-12\"', '\"Deepwater CTD - 00050236.bdo.nc - 23.53N, -87.0W - 1932-02-13\"', '\"Deepwater CTD - 93g0108.ctd.nc - 27.72N, -95.07W - 1993-01-13\"', '\"Deepwater CTD - 00456400.bdo.nc - 28.85N, -87.23W - 1965-00-22\"', '\"Deepwater CTD - 00731776.bdo.nc - 26.46N, -85.22W - 1976-02-26\"', '\"Deepwater CTD - 3_04_031.ctd.nc - 26.28N, -94.17W - 1992-11-18\"', '\"Deepwater CTD - 00856626.bdo.nc - 25.03N, -93.24W - 1985-10-25\"', '\"Deepwater CTD - d94h143.bdo.nc - 27.07N, -95.98W - 1994-05-05\"', '\"Deepwater CTD - d94h119.ctd.nc - 27.39N, -95.62W - 1994-05-03\"', '\"Deepwater CTD - 00601138.bdo.nc - 25.08N, -86.12W - 1970-06-19\"', '\"Deepwater CTD - 03358756.ctd.nc - 21.0N, -96.83W - 1985-03-16\"', '\"Deepwater CTD - 00020130.bdo.nc - 23.42N, -83.72W - 1922-02-02\"', '\"Deepwater CTD - 00643565.bdo.nc - 19.49N, -92.87W - 1971-11-00\"', '\"Deepwater CTD - 03260950.ctd.nc - 27.67N, -85.55W - 1979-04-29\"', '\"Deepwater CTD - 88g0547d.ctd.nc - 27.26N, -96.25W - 1988-10-23\"', '\"Deepwater CTD - d93f047.bdo.nc - 27.75N, -92.0W - 1993-07-29\"', '\"Deepwater CTD - 00618386.bdo.nc - 21.82N, -86.4W - 1971-03-00\"', '\"Deepwater CTD - 93g0106.bdo.nc - 27.24N, -94.98W - 1993-01-12\"', '\"Deepwater CTD - 00732170.bdo.nc - 27.6N, -94.96W - 1976-03-00\"', '\"Deepwater CTD - 00020134.bdo.nc - 23.67N, -82.52W - 1922-02-03\"', '\"Deepwater CTD - d93f085.ctd.nc - 27.75N, -93.0W - 1993-07-31\"', '\"Deepwater CTD - 00577148.bdo.nc - 24.5N, -91.5W - 1969-07-18\"', '\"Deepwater CTD - d94j054.bdo.nc - 27.75N, -93.0W - 1994-11-06\"', '\"Deepwater CTD - 00573794.bdo.nc - 28.16N, -86.93W - 1969-06-18\"', '\"Deepwater CTD - 03260512.ctd.nc - 25.5N, -84.37W - 1979-03-30\"', '\"Deepwater CTD - n1l06s19.ctd.nc - 28.66N, -87.19W - 1997-11-23\"', '\"Deepwater CTD - 03358743.ctd.nc - 21.0N, -94.0W - 1985-03-14\"', '\"Deepwater CTD - 00085440.bdo.nc - 27.8N, -89.93W - 1937-03-25\"', '\"Deepwater CTD - 90g1406.ctd.nc - 27.61N, -92.25W - 1990-10-03\"', '\"Deepwater CTD - 00682592.bdo.nc - 20.92N, -96.61W - 1973-06-03\"', '\"Deepwater CTD - 00531909.bdo.nc - 26.25N, -93.77W - 1968-03-05\"', '\"Deepwater CTD - 94g078b.ctd.nc - 27.23N, -96.14W - 1994-00-19\"', '\"Deepwater CTD - 03313300.ctd.nc - 28.05N, -89.43W - 1989-00-16\"', '\"Deepwater CTD - 00477645.bdo.nc - 27.37N, -88.78W - 1966-06-12\"', '\"Deepwater CTD - d93e135.ctd.nc - 27.81N, -95.06W - 1993-05-05\"', 'OCADS CTD Stations near California Current Ecosystem 1 Mooring (CCE1)', 'OCADS CTD Stations near California Current Ecosystem 2 Mooring (CCE2)', 'LOBO 2 Buoy Mid Damariscotta River', 'A01 Optode - Oxygen', 'Walton-Smith CTD, WS22215, WS22215_2022_08_Weatherbird_Smith_CTD_AMI7, 2022-08-04, 27.2652N 83.3168W', 'Walton-Smith CTD, WS22215, WS22215_2022_08_Weatherbird_Smith_CTD_AMI2, 2022-08-04, 27.4587N 82.8448W', 'Walton-Smith CTD, WS22215, WS22215_2022_08_Weatherbird_Smith_CTD_AMI4, 2022-08-04, 27.3817N 83.0332W', 'Walton-Smith CTD, WS22215, WS22215_2022_08_Weatherbird_Smith_CTD_TB10, 2022-08-03, 27.6197N 83.4883W', 'Walton-Smith CTD, WS22215, WS22215_2022_08_Weatherbird_Smith_CTD_057.2, 2022-08-07, 25.3505N 81.4875W', 'Walton-Smith CTD, WS22215, WS22215_2022_08_Weatherbird_Smith_CTD_AMI9, 2022-08-04, 27.1937N 83.5053W', 'Walton-Smith CTD, WS22215, WS22215_2022_08_Weatherbird_Smith_CTD_AMI8, 2022-08-04, 27.2273N 83.4105W', 'Walton-Smith CTD, WS22215, WS22215_2022_08_Weatherbird_Smith_CTD_CAL5, 2022-08-06, 26.1873N 82.2113W', 'Walton-Smith CTD, WS22215, WS22215_2022_08_Weatherbird_Smith_CTD_057.3, 2022-08-07, 25.3522N 81.6553W', 'Walton-Smith CTD, WS22215, WS22215_2022_08_Weatherbird_Smith_CTD_CAL3, 2022-08-06, 26.3438N 82.0412W', 'Walton-Smith CTD, WS22215, WS22215_2022_08_Weatherbird_Smith_CTD_057.1, 2022-08-07, 25.3515N 81.3345W', 'Walton-Smith CTD, WS22215, WS22215_2022_08_Weatherbird_Smith_CTD_CAL1, 2022-08-06, 26.4233N 81.9567W'])" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_out_final.keys()" + " dict_out_final['{}'.format(row['title'])] = pd.read_csv('{}.csvp'.format(row['url']), low_memory=False)" ] }, { @@ -1508,7 +1421,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -1783,274 +1696,27 @@ "instrument5 NaN " ] }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_out_final[\"\\\"Deepwater CTD - pe972218.ctd.nc - 29.25N, -87.89W - 1997-03-21\\\"\"].head(5).T" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - " | latitude (degrees_north) | \n", - "longitude (degrees_east) | \n", - "
---|---|---|
0 | \n", - "29.2472 | \n", - "-87.888901 | \n", - "
1 | \n", - "29.2472 | \n", - "-87.888901 | \n", - "
2 | \n", - "29.2472 | \n", - "-87.888901 | \n", - "
3 | \n", - "29.2472 | \n", - "-87.888901 | \n", - "
4 | \n", - "29.2472 | \n", - "-87.888901 | \n", - "
... | \n", - "... | \n", - "... | \n", - "
346 | \n", - "29.2472 | \n", - "-87.888901 | \n", - "
347 | \n", - "29.2472 | \n", - "-87.888901 | \n", - "
348 | \n", - "29.2472 | \n", - "-87.888901 | \n", - "
349 | \n", - "29.2472 | \n", - "-87.888901 | \n", - "
350 | \n", - "29.2472 | \n", - "-87.888901 | \n", - "
351 rows × 2 columns
\n", - "\n", - " | latitude (degrees_north) | \n", - "longitude (degrees_east) | \n", - "
---|---|---|
0 | \n", - "34.969100 | \n", - "-76.907100 | \n", - "
1 | \n", - "43.080000 | \n", - "-70.934400 | \n", - "
2 | \n", - "43.072200 | \n", - "-70.869400 | \n", - "
3 | \n", - "29.204134 | \n", - "-82.769001 | \n", - "
4 | \n", - "32.136667 | \n", - "-81.121944 | \n", - "
... | \n", - "... | \n", - "... | \n", - "
467 | \n", - "26.187333 | \n", - "-82.211333 | \n", - "
468 | \n", - "25.352167 | \n", - "-81.655333 | \n", - "
469 | \n", - "26.343833 | \n", - "-82.041167 | \n", - "
470 | \n", - "25.351500 | \n", - "-81.334500 | \n", - "
471 | \n", - "26.423333 | \n", - "-81.956667 | \n", - "
472 rows × 2 columns
\n", - "