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ERA5 pressure check
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Just a toy script to demo handling no ascending pressure data from the ERA5 sources. | |
The issue is dumping into MODTRAN which is expecting it to be in ascending order. | |
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index | GeoPotential_Height | Pressure | Temperature | Relative_Humidity | |
---|---|---|---|---|---|
0 | 0.23604525831164314 | 997.203046875 | 17.728143310546898 | 55.18563409417312 | |
1 | 0.21237263083457947 | 1000.0 | -18.994674682617188 | 52.29852294921875 | |
2 | 0.42727935314178467 | 975.0 | -23.95172119140625 | 57.085166931152344 | |
3 | 0.6473296284675598 | 950.0 | -25.33441162109375 | 48.10903549194336 | |
4 | 0.8731138706207275 | 925.0 | -33.4669189453125 | 51.83966064453125 | |
5 | 1.1036815643310547 | 900.0 | -36.328643798828125 | 57.452884674072266 | |
6 | 1.3389579057693481 | 875.0 | -41.81904602050781 | 63.76068878173828 | |
7 | 1.5792070627212524 | 850.0 | -45.99176025390625 | 61.11436462402344 | |
8 | 1.8256536722183228 | 825.0 | -50.24961853027344 | 25.404701232910156 | |
9 | 2.0798733234405518 | 800.0 | -59.61915588378906 | 12.433944702148438 | |
10 | 2.3416404724121094 | 775.0 | -63.62153625488281 | 11.198783874511719 | |
11 | 2.610961437225342 | 750.0 | -69.918701171875 | 8.043304443359375 | |
12 | 3.1743083000183105 | 700.0 | -65.23504638671875 | 4.8941192626953125 | |
13 | 3.7734224796295166 | 650.0 | -63.82322692871094 | 13.584243774414062 | |
14 | 4.412900924682617 | 600.0 | -61.6898193359375 | 17.327438354492188 | |
15 | 5.100045680999756 | 550.0 | -55.858795166015625 | 37.190589904785156 | |
16 | 5.840790748596191 | 500.0 | -49.27703857421875 | 59.652915954589844 | |
17 | 6.644465923309326 | 450.0 | -45.35307312011719 | 33.36882019042969 | |
18 | 7.520244598388672 | 400.0 | -39.32035827636719 | 49.887916564941406 | |
19 | 8.484905242919922 | 350.0 | -30.123382568359375 | 88.37590789794922 | |
20 | 9.560375213623047 | 300.0 | -22.658676147460938 | 64.90470886230469 | |
21 | 10.789100646972656 | 250.0 | -15.814727783203125 | 40.88978576660156 | |
22 | 11.486759185791016 | 225.0 | -10.050933837890625 | 60.33492660522461 | |
23 | 12.24677848815918 | 200.0 | -5.64739990234375 | 86.14444732666016 | |
24 | 13.083831787109375 | 175.0 | -1.77947998046875 | 62.75810623168945 | |
25 | 14.032429695129395 | 150.0 | 1.209991455078125 | 26.43557357788086 | |
26 | 15.144684791564941 | 125.0 | 4.513214111328125 | 15.894279479980469 | |
27 | 16.485414505004883 | 100.0 | 6.787811279296875 | 22.16436767578125 | |
28 | 18.64069938659668 | 70.0 | 7.827606201171875 | 4.49810791015625 | |
29 | 20.721773147583008 | 50.0 | 8.77105712890625 | 1.8769302368164062 | |
30 | 23.987428665161133 | 30.0 | 8.56488037109375 | 0.35576629638671875 | |
31 | 26.658166885375977 | 20.0 | 8.27581787109375 | 0.1451873779296875 | |
32 | 31.338632583618164 | 10.0 | 10.086517333984375 | 0.047760009765625 | |
33 | 33.780826568603516 | 7.0 | 12.305084228515625 | 0.01947021484375 | |
34 | 36.125484466552734 | 5.0 | 14.310760498046875 | 0.01004791259765625 | |
35 | 39.78499221801758 | 3.0 | 15.74273681640625 | 0.00376129150390625 | |
36 | 42.73015594482422 | 2.0 | 14.83740234375 | 0.00061798095703125 | |
37 | 47.86134338378906 | 1.0 | 16.437469482421875 | 0.00061798095703125 |
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import pandas | |
CSV_FNAME = "ATMOSPHERIC-PROFILE.csv" | |
def main(): | |
df_sfc = pandas.read_csv(CSV_FNAME, header=0, index_col="index", nrows=1) | |
df_full = pandas.read_csv(CSV_FNAME, header=0, index_col="index") | |
df = df_full[1:] # skip surface | |
wh = (df["GeoPotential_Height"] > df_sfc["GeoPotential_Height"].loc[0]) & (df["Pressure"] < df_sfc["Pressure"].loc[0].round()) | |
new_df = pandas.concat([df_sfc, df[wh]]) | |
print("surface data") | |
print(df_sfc) | |
print("full csv") | |
print(df_full) | |
print("filtered dataframe") | |
print(new_df) | |
if __name__ == "__main__": | |
main() |
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