add auto dac export

This commit is contained in:
Pritimay Sarkar
2024-02-28 14:41:39 +05:30
parent 26cf0fbe7b
commit ea6f8e8137

60
scripts/auto_dac_data.py Normal file
View File

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import os
import firebase_admin
from firebase_admin import credentials
from firebase_admin import firestore
from google.cloud.firestore_v1.base_query import FieldFilter
import pandas as pd
from datetime import datetime
import sys
cred = credentials.Certificate(os.getcwd() + '/' + 'keys/hpos-qa-firebase-adminsdk.json') # Replace with your own service account key path
firebase_admin.initialize_app(cred)
db = firestore.client()
start_date = sys.argv[1]
end_date = sys.argv[2]
buffers_collection = db.collection("diagnostics").where(filter=FieldFilter("runTime", ">=", start_date)).where(filter=FieldFilter("runTime", "<", end_date))
docs = buffers_collection.stream()
data = []
for doc in docs:
doc_data = doc.to_dict()
data.append(doc_data)
df = pd.DataFrame(data)
print(df)
print(df.size)
pattern_device_id = r'SNS\s+([^\s]+)\s+SNE'
df['deviceId'] = df['deviceData'].str.extract(pattern_device_id)
pattern_led = r'LED(\d+)_DAC: (\d+)'
df_extracted = df['deviceData'].str.extractall(pattern_led).unstack().droplevel(0, axis=1)
df_extracted.columns = [f'LED{col}_DAC' for col in df_extracted.columns]
df_extracted = df_extracted.iloc[:, -4:]
df = pd.concat([df, df_extracted], axis=1)
df = df.drop(columns=['devicePassword'], errors='ignore')
df = df.drop(columns=['deviceNatsToken'], errors='ignore')
df = df.drop(columns=['accessToken'], errors='ignore')
df = df.drop(columns=['appVersionqa'], errors='ignore')
df = df.drop_duplicates()
output_filename = f'autodac_{datetime.today().strftime("%d_%m_%Y_%H_%M")}.xlsx'
downloads_dir = os.path.join(os.path.expanduser("~"), "Downloads")
output_path = os.path.join(downloads_dir, output_filename)
writer = pd.ExcelWriter(output_path, engine = 'openpyxl')
df.to_excel(writer, sheet_name = 'data', index=False)
writer.close()
print(f"Data saved to '{output_path}'")
firebase_admin.delete_app(firebase_admin.get_app())