I have a .dat file containing data segments structured in a format similar to the one below:
$GPS LAT GPS LONG ROLL PITCH AZIMUT T IN PmBARS T OUT RH%8.9636 77.7201 -0.5 1.0 0.0 43.3 998.7 25.1 86.0 BL# MONTH DAY YEAR HOUR MIN VAL1 VAL2 VAL3 VAL4 19753 12 7 2023 0 0 73 82 121 0 SPU1 SPU2 SPU3 SPU4 NOIS1 NOIS2 NOIS3 NOIS4 FEMAX SOFTW 1 0 0 0 4203 4102 4700 18 503 9065 FE11 FE12 FE21 FE22 SNR1 SNR2 SNR3 SNR4 CHECK JAM 8 7 8 8 139 139 139 0 40 11100 ALT CT SPEED DIR W SW SU SV ETAM 200 46 299 46 0 1 19 13 0 190 52 288 46 0 1 18 15 0 180 58 -9999 47 0 1 18 17 0 ... ... ... ... ... ... ... ... ... 30 975 29 73 -8 1 14 2 0 $ GPS LAT GPS LONG ROLL PITCH AZIMUT T IN PmBARS T OUT RH% 8.9636 77.7201 -1.0 0.9 0.0 48.5 997.7 28.2 73.2 BL# MONTH DAY YEAR HOUR MIN VAL1 VAL2 VAL3 VAL4 19944 12 7 2023 0 10 21 34 51 0 SPU1 SPU2 SPU3 SPU4 NOIS1 NOIS2 NOIS3 NOIS4 FEMAX SOFTW 1 0 0 0 5502 5403 5701 8 490 9065 FE11 FE12 FE21 FE22 SNR1 SNR2 SNR3 SNR4 CHECK JAM 8 7 9 7 135 136 139 0 56 11100 ALT CT SPEED DIR W SW SU SV ETAM 200 66 598 39 -9 16 22 36 169 190 72 599 39 -9 16 22 36 189 180 77 600 38 -9 17 22 36 194 .. .. ... .. . .. .. .. ... 20 80 600 37 -9 15 22 35 154 30 83 591 36 -9 14 22 35 115$Again the same above format only the data will change. This dataset contains multiple segments similar to the provided snippet, each representing a 10-minute interval of records between each $.$I need assistance in converting this data into a CSV file named 'output.csv' with a specific format:
- The first row contains headers specified as below.
- Subsequent rows should contain:
- Timestamp in YYYY-MM-DD HH:MM:SS format extracted from the XML.
- Wind speeds at different altitudes (200m to 30m).
- Wind directions at different altitudes (200m to 30m).
For example, for a given input, the desired output CSV would resemble:
Timestamp, ALT200_Speed, ALT190_Speed, ..., ALT30_Speed, ALT200_Dir, ALT190_Dir, ..., ALT30_Dir2023-12-07 00:00:00, 299, 288, ..., 29, 46, 46, ..., 732023-12-07 00:00:10, 598, 599, ..., 591, 39, 39, ..., 36I seek guidance or a code solution in Python or any other suitable language to efficiently process this large dataset and generate the desired output CSV containing the specified information.
Read .dat file and extract relevant data segments
Loop through the file, identify and extract segments containing wind data between $ symbol
Process each segment to extract timestamps, wind speeds, and directions
Generate 'output.csv' with appropriate headers and write data
Write each timestamp, wind speeds, and directions to the CSV file in the specified format