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add another wavelet transform script
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import pywt | ||
import numpy | ||
import csv | ||
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# setting CSV data directory | ||
DATA_DIR = "data/" | ||
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# setting file | ||
import argparse | ||
parser = argparse.ArgumentParser(description = "") | ||
parser.add_argument('--target', required=True) | ||
args = parser.parse_args() | ||
t = args.target | ||
targetPath = DATA_DIR + t + ".csv" | ||
outputPath = DATA_DIR + t + "_wavelet.csv" | ||
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# setting input file | ||
targetFile = open(targetPath, "r") | ||
csvReader = csv.reader(targetFile) | ||
print("DEBUG: TARGET FILE PATH:", targetPath) | ||
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outputFile = open(outputPath, "w") | ||
csvWriter = csv.writer(outputFile, lineterminator='\n') | ||
print("DEBUG: OUTPUT FILE PATH:", outputPath) | ||
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dateList = [] | ||
waveletList = [] | ||
rawList = [] | ||
counter = 0 | ||
for row in csvReader: | ||
date, value = row[0], int(row[1]) | ||
dateList.append(date) | ||
waveletList.append(value) | ||
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# after wavelet transform, value downsize to half size | ||
if counter % 2 == 0: | ||
rawList.append(value) | ||
counter += 1 | ||
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waveletList = pywt.dwt(waveletList, "db3")[0] | ||
s = sum(waveletList) | ||
offset = 500 - (s / len(waveletList)) | ||
print("DEBUG: OFFFSET:", offset) | ||
waveletList = waveletList + offset | ||
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outList = [] | ||
for d, r, w in zip(dateList, rawList, waveletList): | ||
print(w - r) | ||
outList.append((d, r, w)) | ||
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# write csv headers | ||
csvWriter.writerow(["timestamp", "raw_value", "wavelet_value"]) | ||
csvWriter.writerow(["datetime", "int", "float"]) | ||
csvWriter.writerow(["T", "", ""]) | ||
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# write main data | ||
csvWriter.writerows(outList) | ||
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targetFile.close() | ||
outputFile.close() |