fix: Add sufficient data to labor_hourly_short.csv and add check for insufficient data

app.py

@@ -93,6 +93,10 @@ def master(file):
 
     data.set_index("timestamp", inplace=True)
 
+    # Check if data has enough records to create sequences
+    if len(data) < TIME_STEPS:
+        return "Not enough data to create sequences. Need at least {} records.".format(TIME_STEPS)
+
     df_test_value = normalize_data(data)
     # plot input test data
     plot1 = plot_test_data(df_test_value)

labor_hourly_short.csv

@@ -1,3 +1,262 @@
 Store,Date,Hour,Hourly_Labor_Hours_Total,Hourly_Labor_Hours_Regular,Hourly_Labor_Hours_Overtime,Hourly_Labor_Cost_Total,Hourly_Labor_Cost_Regular,Hourly_Labor_Cost_Overtime,Hourly_Labor_Cost_Base_Aggregate,Hourly_Labor_Cost_Premium_Overtime,Salary_Labor_Hours_Total,Salary_Labor_Hours_Overtime,Management_Labor_Hours_Total,Management_Labor_Hours_Overtime
 71a6d9a4,2019-12-30,5,0.50,0.50,0.00,5.00,5.00,0.00,5.00,0.00,0.00,0.00,0.00,0.00
-71a6d9a4,2019-12-30,6,1.98,1.98,0.00,13.97,13.97,0.00,13.97,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-30,6,1.98,1.98,0.00,13.97,13.97,0.00,13.97,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-30,7,4.26,4.26,0.00,34.84,34.84,0.00,34.84,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-30,8,5.60,5.60,0.00,43.15,43.15,0.00,43.15,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-30,9,5.54,5.54,0.00,42.78,42.78,0.00,42.78,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-30,10,5.56,5.56,0.00,43.40,43.40,0.00,43.40,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-30,11,7.70,7.70,0.00,57.44,57.44,0.00,57.44,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-30,12,7.58,7.58,0.00,56.18,56.18,0.00,56.18,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-30,13,8.09,8.09,0.00,60.33,60.33,0.00,60.33,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-30,14,7.54,7.54,0.00,63.11,63.11,0.00,63.11,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-30,15,6.06,6.06,0.00,49.70,49.70,0.00,49.70,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-30,16,6.73,6.73,0.00,51.91,51.91,0.00,51.91,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-30,17,5.01,5.01,0.00,37.80,37.80,0.00,37.80,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-30,18,4.19,4.19,0.00,32.09,32.09,0.00,32.09,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-30,19,3.85,3.85,0.00,31.15,31.15,0.00,31.15,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-30,20,4.87,4.87,0.00,36.81,36.81,0.00,36.81,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-30,21,5.00,5.00,0.00,37.75,37.75,0.00,37.75,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-30,22,4.02,4.02,0.00,33.84,33.84,0.00,33.84,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-30,23,1.57,1.57,0.00,13.54,13.54,0.00,13.54,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-31,5,0.45,0.45,0.00,4.47,4.47,0.00,4.47,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-31,6,1.96,1.96,0.00,14.34,14.34,0.00,14.34,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-31,7,3.92,3.92,0.00,32.02,32.02,0.00,32.02,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-31,8,4.15,4.15,0.00,33.35,33.35,0.00,33.35,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-31,9,4.80,4.80,0.00,35.95,35.95,0.00,35.95,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2019-12-31,10,5.46,5.46,0.00,38.58,38.58,0.00,38.58,0.00,0.56,0.00,0.00,0.00
+71a6d9a4,2019-12-31,11,6.39,6.39,0.00,45.44,45.44,0.00,45.44,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2019-12-31,12,6.95,6.95,0.00,47.80,47.80,0.00,47.80,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2019-12-31,13,7.12,7.12,0.00,49.40,49.40,0.00,49.40,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2019-12-31,14,7.40,7.40,0.00,57.61,57.61,0.00,57.61,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2019-12-31,15,7.43,7.43,0.00,58.25,58.25,0.00,58.25,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2019-12-31,16,6.48,6.48,0.00,46.45,46.45,0.00,46.45,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2019-12-31,17,5.58,5.58,0.00,38.73,38.73,0.00,38.73,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2019-12-31,18,4.16,4.16,0.00,31.51,31.51,0.00,31.51,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2019-12-31,19,5.86,5.86,0.00,41.20,41.20,0.00,41.20,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2019-12-31,20,5.02,5.02,0.00,34.62,34.62,0.00,34.62,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2019-12-31,21,4.97,4.97,0.00,34.37,34.37,0.00,34.37,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2019-12-31,22,1.65,1.65,0.00,14.33,14.33,0.00,14.33,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2019-12-31,23,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2019-12-31,24,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2019-12-31,25,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2019-12-31,26,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2019-12-31,27,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.50,0.00,0.00,0.00
+71a6d9a4,2020-01-01,8,0.57,0.57,0.00,5.47,5.47,0.00,5.47,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-01,9,3.05,3.05,0.00,22.53,22.53,0.00,22.53,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-01,10,3.45,3.45,0.00,27.45,27.45,0.00,27.45,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-01,11,5.87,5.87,0.00,44.36,44.36,0.00,44.36,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-01,12,6.00,6.00,0.00,45.16,45.16,0.00,45.16,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-01,13,6.43,6.43,0.00,50.41,50.41,0.00,50.41,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-01,14,6.26,6.26,0.00,51.94,51.94,0.00,51.94,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-01,15,6.55,6.55,0.00,51.54,51.54,0.00,51.54,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-01,16,6.03,6.03,0.00,46.74,46.74,0.00,46.74,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-01,17,4.80,4.80,0.00,39.32,39.32,0.00,39.32,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-01,18,4.77,4.77,0.00,39.27,39.27,0.00,39.27,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-01,19,5.98,5.98,0.00,45.91,45.91,0.00,45.91,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-01,20,4.62,4.62,0.00,32.62,32.62,0.00,32.62,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-01,21,3.94,3.94,0.00,29.72,29.72,0.00,29.72,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-01,22,3.00,3.00,0.00,22.90,22.90,0.00,22.90,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-01,23,1.25,1.25,0.00,11.46,11.46,0.00,11.46,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-02,5,0.47,0.47,0.00,4.67,4.67,0.00,4.67,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-02,6,1.95,1.95,0.00,13.80,13.80,0.00,13.80,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-02,7,2.13,2.13,0.00,15.24,15.24,0.00,15.24,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-02,8,4.38,4.38,0.00,32.76,32.76,0.00,32.76,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-02,9,4.88,4.88,0.00,34.77,34.77,0.00,34.77,0.00,0.58,0.00,0.00,0.00
+71a6d9a4,2020-01-02,10,4.49,4.49,0.00,33.53,33.53,0.00,33.53,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-02,11,6.98,6.98,0.00,54.36,54.36,0.00,54.36,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-02,12,7.00,7.00,0.00,54.50,54.50,0.00,54.50,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-02,13,6.68,6.68,0.00,52.16,52.16,0.00,52.16,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-02,14,5.27,5.27,0.00,44.06,44.06,0.00,44.06,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-02,15,5.97,5.97,0.00,51.76,51.76,0.00,51.76,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-02,16,7.98,7.98,0.00,61.07,61.07,0.00,61.07,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-02,17,6.12,6.12,0.00,48.48,48.48,0.00,48.48,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-02,18,5.79,5.79,0.00,45.78,45.78,0.00,45.78,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-02,19,6.46,6.46,0.00,51.00,51.00,0.00,51.00,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-02,20,5.15,5.15,0.00,35.71,35.71,0.00,35.71,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-02,21,4.08,4.08,0.00,30.46,30.46,0.00,30.46,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-02,22,3.18,3.18,0.00,24.23,24.23,0.00,24.23,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-02,23,1.67,1.67,0.00,14.39,14.39,0.00,14.39,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-02,24,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-02,25,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-02,26,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-02,27,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.50,0.00,0.00,0.00
+71a6d9a4,2020-01-03,5,0.47,0.47,0.00,4.67,4.67,0.00,4.67,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-03,6,1.86,1.86,0.00,13.44,13.44,0.00,13.44,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-03,7,2.63,2.63,0.00,19.43,19.43,0.00,19.43,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-03,8,4.83,4.83,0.00,34.08,34.08,0.00,34.08,0.00,0.84,0.00,0.00,0.00
+71a6d9a4,2020-01-03,9,5.85,5.85,0.00,41.24,41.24,0.00,41.24,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-03,10,6.32,6.32,0.00,42.72,42.72,0.00,42.72,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-03,11,7.09,7.09,0.00,48.32,48.32,0.00,48.32,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-03,12,7.86,7.76,0.10,52.88,51.43,1.45,52.40,0.48,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-03,13,6.94,5.94,1.00,52.39,37.39,15.00,47.39,5.00,1.00,0.98,0.00,0.00
+71a6d9a4,2020-01-03,14,8.39,7.68,0.70,61.76,51.21,10.55,58.24,3.52,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-03,15,7.28,7.28,0.00,50.45,50.45,0.00,50.45,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-03,16,8.71,8.71,0.00,60.37,60.37,0.00,60.37,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-03,17,6.20,5.40,0.80,45.82,37.12,8.70,42.92,2.90,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-03,18,4.68,3.68,1.00,37.44,26.56,10.88,33.81,3.63,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-03,19,4.94,3.94,1.00,39.26,28.39,10.88,35.64,3.63,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-03,20,5.20,5.00,0.20,36.33,34.15,2.18,35.60,0.73,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-03,21,5.00,5.00,0.00,34.15,34.15,0.00,34.15,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-03,22,4.05,4.05,0.00,30.35,30.35,0.00,30.35,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-03,23,2.00,2.00,0.00,16.27,16.27,0.00,16.27,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-03,24,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-03,25,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-03,26,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-03,27,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.50,0.50,0.00,0.00
+71a6d9a4,2020-01-04,5,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.08,0.08,0.00,0.00
+71a6d9a4,2020-01-04,6,1.02,1.02,0.00,7.49,7.49,0.00,7.49,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-04,7,2.00,2.00,0.00,16.00,16.00,0.00,16.00,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-04,8,2.89,2.89,0.00,23.12,23.12,0.00,23.12,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-04,9,3.49,3.49,0.00,23.93,23.93,0.00,23.93,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-04,10,6.03,6.03,0.00,39.52,39.52,0.00,39.52,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-04,11,6.08,6.08,0.00,44.38,44.38,0.00,44.38,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-04,12,6.77,6.77,0.00,47.41,47.41,0.00,47.41,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-04,13,6.46,6.46,0.00,47.09,47.09,0.00,47.09,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-04,14,7.05,7.05,0.00,53.94,53.94,0.00,53.94,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-04,15,6.31,6.31,0.00,48.35,48.35,0.00,48.35,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-04,16,8.08,8.08,0.00,56.11,56.11,0.00,56.11,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-04,17,6.42,6.42,0.00,46.63,46.63,0.00,46.63,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-04,18,4.98,4.98,0.00,38.47,38.47,0.00,38.47,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-04,19,4.76,4.76,0.00,36.92,36.92,0.00,36.92,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-04,20,5.08,5.08,0.00,35.58,35.58,0.00,35.58,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-04,21,5.00,5.00,0.00,34.15,34.15,0.00,34.15,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-04,22,4.64,4.64,0.00,32.71,32.71,0.00,32.71,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-04,23,2.41,2.41,0.00,19.45,19.45,0.00,19.45,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-04,24,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-04,25,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-04,26,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-04,27,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.50,0.50,0.00,0.00
+71a6d9a4,2020-01-05,6,0.47,0.47,0.00,4.67,4.67,0.00,4.67,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-05,7,1.63,1.63,0.00,14.54,14.54,0.00,14.54,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-05,8,2.00,2.00,0.00,17.25,17.25,0.00,17.25,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-05,9,2.85,1.89,0.96,31.80,17.45,14.35,27.02,4.78,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-05,10,4.00,3.00,1.00,37.90,22.90,15.00,32.90,5.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-05,11,4.66,3.48,1.18,43.75,25.55,18.20,37.69,6.07,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-05,12,4.58,2.58,2.00,47.93,15.46,32.48,37.11,10.83,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-05,13,4.75,2.75,2.00,52.64,20.17,32.48,41.82,10.83,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-05,14,5.68,3.68,2.00,61.00,28.53,32.48,50.18,10.83,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-05,15,4.99,3.71,1.28,50.01,28.29,21.73,42.77,7.24,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-05,16,9.09,7.09,2.00,76.13,47.78,28.35,66.68,9.45,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-05,17,6.27,3.57,2.69,62.99,22.16,40.83,49.38,13.61,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-05,18,5.29,2.29,3.00,59.04,12.69,46.35,43.59,15.45,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-05,19,5.71,4.00,1.71,52.65,22.50,30.15,42.60,10.05,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-05,20,5.00,4.00,1.00,40.50,22.50,18.00,34.50,6.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-05,21,4.75,3.75,1.00,39.50,21.50,18.00,33.50,6.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-05,22,4.00,3.00,1.00,36.50,18.50,18.00,30.50,6.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-05,23,0.79,0.57,0.22,7.61,3.71,3.90,6.31,1.30,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-06,5,0.43,0.43,0.00,4.30,4.30,0.00,4.30,0.00,0.03,0.00,0.00,0.00
+71a6d9a4,2020-01-06,6,1.96,1.96,0.00,13.92,13.92,0.00,13.92,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-06,7,3.05,3.05,0.00,23.15,23.15,0.00,23.15,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-06,8,4.00,4.00,0.00,30.75,30.75,0.00,30.75,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-06,9,4.34,4.34,0.00,32.10,32.10,0.00,32.10,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-06,10,5.69,5.69,0.00,40.35,40.35,0.00,40.35,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-06,11,5.42,5.42,0.00,39.68,39.68,0.00,39.68,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-06,12,6.00,6.00,0.00,42.00,42.00,0.00,42.00,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-06,13,5.30,5.30,0.00,36.50,36.50,0.00,36.50,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-06,14,5.56,5.56,0.00,44.27,44.27,0.00,44.27,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-06,15,4.93,4.93,0.00,37.22,37.22,0.00,37.22,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-06,16,6.90,6.90,0.00,47.09,47.09,0.00,47.09,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-06,17,5.33,5.33,0.00,34.92,34.92,0.00,34.92,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-06,18,4.47,4.47,0.00,30.42,30.42,0.00,30.42,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-06,19,5.41,5.41,0.00,37.40,37.40,0.00,37.40,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-06,20,6.00,6.00,0.00,39.75,39.75,0.00,39.75,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-06,21,5.77,5.77,0.00,38.06,38.06,0.00,38.06,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-06,22,4.23,4.23,0.00,29.43,29.43,0.00,29.43,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-06,23,0.66,0.66,0.00,4.94,4.94,0.00,4.94,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-06,24,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-06,25,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-06,26,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-06,27,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.50,0.00,0.00,0.00
+71a6d9a4,2020-01-07,5,0.45,0.45,0.00,4.50,4.50,0.00,4.50,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-07,6,1.92,1.92,0.00,13.83,13.83,0.00,13.83,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-07,7,3.00,3.00,0.00,22.75,22.75,0.00,22.75,0.00,0.03,0.00,0.00,0.00
+71a6d9a4,2020-01-07,8,3.98,3.98,0.00,29.72,29.72,0.00,29.72,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-07,9,4.39,4.39,0.00,31.55,31.55,0.00,31.55,0.00,1.07,0.00,0.00,0.00
+71a6d9a4,2020-01-07,10,4.59,4.59,0.00,31.24,31.24,0.00,31.24,0.00,2.00,0.00,0.00,0.00
+71a6d9a4,2020-01-07,11,6.34,6.34,0.00,41.84,41.84,0.00,41.84,0.00,2.00,0.00,0.00,0.00
+71a6d9a4,2020-01-07,12,7.00,7.00,0.00,45.25,45.25,0.00,45.25,0.00,2.00,0.00,0.00,0.00
+71a6d9a4,2020-01-07,13,6.62,6.62,0.00,44.92,44.92,0.00,44.92,0.00,2.00,0.00,0.00,0.00
+71a6d9a4,2020-01-07,14,6.94,6.94,0.00,52.47,52.47,0.00,52.47,0.00,2.00,0.00,0.00,0.00
+71a6d9a4,2020-01-07,15,6.07,6.07,0.00,43.73,43.73,0.00,43.73,0.00,2.00,0.00,0.00,0.00
+71a6d9a4,2020-01-07,16,6.99,6.99,0.00,47.86,47.86,0.00,47.86,0.00,1.10,0.00,0.00,0.00
+71a6d9a4,2020-01-07,17,6.27,6.27,0.00,45.42,45.42,0.00,45.42,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-07,18,5.25,5.25,0.00,38.27,38.27,0.00,38.27,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-07,19,6.65,6.65,0.00,46.46,46.46,0.00,46.46,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-07,20,6.07,6.07,0.00,42.23,42.23,0.00,42.23,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-07,21,4.89,4.89,0.00,33.75,33.75,0.00,33.75,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-07,22,3.00,3.00,0.00,23.25,23.25,0.00,23.25,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-07,23,0.91,0.91,0.00,8.43,8.43,0.00,8.43,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-07,24,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-07,25,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,0.00,0.00,0.00
+71a6d9a4,2020-01-07,26,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,0.56,0.00,0.00
+71a6d9a4,2020-01-07,27,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.50,0.50,0.00,0.00
+71a6d9a4,2020-01-08,5,0.99,0.99,0.00,9.32,9.32,0.00,9.32,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-08,6,2.90,2.90,0.00,22.34,22.34,0.00,22.34,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-08,7,3.15,3.15,0.00,23.95,23.95,0.00,23.95,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-08,8,4.28,4.28,0.00,31.87,31.87,0.00,31.87,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-08,9,5.00,5.00,0.00,34.75,34.75,0.00,34.75,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-08,10,4.48,4.48,0.00,33.01,33.01,0.00,33.01,0.00,1.48,1.00,0.00,0.00
+71a6d9a4,2020-01-08,11,6.93,6.93,0.00,45.73,45.73,0.00,45.73,0.00,2.00,1.00,0.00,0.00
+71a6d9a4,2020-01-08,12,7.00,7.00,0.00,46.00,46.00,0.00,46.00,0.00,2.00,1.00,0.00,0.00
+71a6d9a4,2020-01-08,13,5.90,5.90,0.00,39.90,39.90,0.00,39.90,0.00,2.00,1.00,0.00,0.00
+71a6d9a4,2020-01-08,14,4.67,4.67,0.00,35.84,35.84,0.00,35.84,0.00,2.00,1.00,0.00,0.00
+71a6d9a4,2020-01-08,15,5.05,5.05,0.00,35.57,35.57,0.00,35.57,0.00,2.00,1.00,0.00,0.00
+71a6d9a4,2020-01-08,16,5.78,5.78,0.00,39.33,39.33,0.00,39.33,0.00,1.26,1.00,0.00,0.00
+71a6d9a4,2020-01-08,17,6.92,6.92,0.00,48.61,48.61,0.00,48.61,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-08,18,5.05,5.05,0.00,37.74,37.74,0.00,37.74,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-08,19,5.72,5.72,0.00,41.00,41.00,0.00,41.00,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-08,20,6.07,6.07,0.00,42.26,42.26,0.00,42.26,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-08,21,5.52,5.52,0.00,38.25,38.25,0.00,38.25,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-08,22,3.29,3.29,0.00,24.97,24.97,0.00,24.97,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-08,23,1.77,1.77,0.00,15.18,15.18,0.00,15.18,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-08,24,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-08,25,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-08,26,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-08,27,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.50,0.50,0.00,0.00
+71a6d9a4,2020-01-09,5,0.47,0.47,0.00,4.73,4.73,0.00,4.73,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-09,6,2.00,2.00,0.00,14.37,14.37,0.00,14.37,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-09,7,3.25,3.25,0.00,24.75,24.75,0.00,24.75,0.00,0.48,0.48,0.00,0.00
+71a6d9a4,2020-01-09,8,4.23,4.23,0.00,31.67,31.67,0.00,31.67,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-09,9,5.00,5.00,0.00,34.75,34.75,0.00,34.75,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-09,10,4.88,4.88,0.00,35.37,35.37,0.00,35.37,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-09,11,6.86,6.86,0.00,46.51,46.51,0.00,46.51,0.00,1.90,1.00,0.00,0.00
+71a6d9a4,2020-01-09,12,8.00,8.00,0.00,53.25,53.25,0.00,53.25,0.00,2.00,1.00,0.00,0.00
+71a6d9a4,2020-01-09,13,6.94,6.94,0.00,47.89,47.89,0.00,47.89,0.00,2.00,1.00,0.00,0.00
+71a6d9a4,2020-01-09,14,8.00,8.00,0.00,61.25,61.25,0.00,61.25,0.00,2.00,1.00,0.00,0.00
+71a6d9a4,2020-01-09,15,7.60,7.60,0.00,56.86,56.86,0.00,56.86,0.00,2.00,1.00,0.00,0.00
+71a6d9a4,2020-01-09,16,7.23,7.23,0.00,49.75,49.75,0.00,49.75,0.00,2.00,1.00,0.00,0.00
+71a6d9a4,2020-01-09,17,6.79,6.79,0.00,47.70,47.70,0.00,47.70,0.00,2.00,1.00,0.00,0.00
+71a6d9a4,2020-01-09,18,5.71,5.71,0.00,41.68,41.68,0.00,41.68,0.00,2.00,1.00,0.00,0.00
+71a6d9a4,2020-01-09,19,5.62,5.62,0.00,40.75,40.75,0.00,40.75,0.00,1.14,1.00,0.00,0.00
+71a6d9a4,2020-01-09,20,5.91,5.91,0.00,41.12,41.12,0.00,41.12,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-09,21,6.00,6.00,0.00,41.75,41.75,0.00,41.75,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-09,22,3.15,3.15,0.00,24.34,24.34,0.00,24.34,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-09,23,1.45,1.45,0.00,13.21,13.21,0.00,13.21,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-09,24,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-09,25,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-09,26,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-09,27,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.50,0.50,0.00,0.00
+71a6d9a4,2020-01-10,5,0.43,0.43,0.00,4.27,4.27,0.00,4.27,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-10,6,1.92,1.92,0.00,13.75,13.75,0.00,13.75,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-10,7,3.25,3.25,0.00,24.75,24.75,0.00,24.75,0.00,0.00,0.00,0.00,0.00
+71a6d9a4,2020-01-10,8,3.38,3.38,0.00,28.28,28.28,0.00,28.28,0.00,0.42,0.42,0.00,0.00
+71a6d9a4,2020-01-10,9,4.03,4.03,0.00,30.99,30.99,0.00,30.99,0.00,1.60,1.00,0.00,0.00
+71a6d9a4,2020-01-10,10,4.55,4.55,0.00,34.36,34.36,0.00,34.36,0.00,2.00,1.00,0.00,0.00
+71a6d9a4,2020-01-10,11,7.00,6.00,1.00,53.61,40.53,13.08,49.25,4.36,2.00,1.00,0.00,0.00
+71a6d9a4,2020-01-10,12,7.00,6.00,1.00,53.63,40.50,13.13,49.25,4.38,2.00,1.00,0.00,0.00
+71a6d9a4,2020-01-10,13,5.97,4.99,0.98,48.52,35.61,12.91,44.21,4.30,2.00,1.00,0.00,0.00
+71a6d9a4,2020-01-10,14,6.06,6.06,0.00,48.73,48.73,0.00,48.73,0.00,2.00,1.00,0.00,0.00
+71a6d9a4,2020-01-10,15,5.97,5.97,0.00,48.26,48.26,0.00,48.26,0.00,2.00,1.00,0.00,0.00
+71a6d9a4,2020-01-10,16,7.72,7.72,0.00,50.88,50.88,0.00,50.88,0.00,1.07,1.00,0.00,0.00
+71a6d9a4,2020-01-10,17,7.24,7.24,0.00,48.76,48.76,0.00,48.76,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-10,18,6.12,6.12,0.00,42.32,42.32,0.00,42.32,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-10,19,6.75,6.75,0.00,45.97,45.97,0.00,45.97,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-10,20,6.13,6.13,0.00,42.27,42.27,0.00,42.27,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-10,21,5.84,5.84,0.00,41.10,41.10,0.00,41.10,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-10,22,4.00,4.00,0.00,30.50,30.50,0.00,30.50,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-10,23,1.06,1.06,0.00,8.81,8.81,0.00,8.81,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-10,24,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-10,25,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-10,26,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,1.00,0.00,0.00
+71a6d9a4,2020-01-10,27,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.50,0.50,0.00,0.00
+71a6d9a4,2020-01-11,6,0.90,0.90,0.00,3.60,3.60,0.00,3.60,0.00,0.89,0.89,0.00,0.00