Issues (1588)

myems-aggregation/virtual_meter_carbon.py (1 issue)

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import time
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from datetime import datetime, timedelta
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from decimal import Decimal
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import mysql.connector
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import carbon_dioxide_emmision_factor
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import config
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########################################################################################################################
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# PROCEDURES
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# Step 1: get all virtual meters
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# for each virtual meter in list:
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#   Step 2: get the latest start_datetime_utc
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#   Step 3: get all energy data since the latest start_datetime_utc
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#   Step 4: get carbon dioxide emission factor
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#   Step 5: calculate carbon dioxide emission by multiplying energy with factor
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#   Step 6: save carbon dioxide emission data to database
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########################################################################################################################
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def main(logger):
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    while True:
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        # the outermost while loop
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        ################################################################################################################
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        # Step 1: get all virtual meters
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        ################################################################################################################
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        cnx_system_db = None
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        cursor_system_db = None
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        try:
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            cnx_system_db = mysql.connector.connect(**config.myems_system_db)
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            cursor_system_db = cnx_system_db.cursor()
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        except Exception as e:
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            logger.error("Error in step 1.1 of virtual_meter_carbon " + str(e))
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            if cursor_system_db:
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                cursor_system_db.close()
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            if cnx_system_db:
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                cnx_system_db.close()
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            # sleep and continue the outermost while loop
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            time.sleep(60)
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            continue
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        print("Connected to MyEMS System Database")
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        virtual_meter_list = list()
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        try:
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            cursor_system_db.execute(" SELECT id, name, energy_category_id, cost_center_id "
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                                     " FROM tbl_virtual_meters "
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                                     " ORDER BY id ")
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            rows_virtual_meters = cursor_system_db.fetchall()
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            if rows_virtual_meters is None or len(rows_virtual_meters) == 0:
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                print("Step 1.2: There isn't any virtual meters. ")
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                if cursor_system_db:
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                    cursor_system_db.close()
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                if cnx_system_db:
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                    cnx_system_db.close()
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                # sleep and continue the outermost while loop
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                time.sleep(60)
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                continue
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            for row in rows_virtual_meters:
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                virtual_meter_list.append({"id": row[0],
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                                           "name": row[1],
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                                           "energy_category_id": row[2],
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                                           "cost_center_id": row[3]})
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        except Exception as e:
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            logger.error("Error in step 1.2 of virtual_meter_carbon " + str(e))
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            if cursor_system_db:
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                cursor_system_db.close()
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            if cnx_system_db:
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                cnx_system_db.close()
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            # sleep and continue the outermost while loop
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            time.sleep(60)
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            continue
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        print("Step 1.2: Got all virtual meters from MyEMS System Database")
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        cnx_energy_db = None
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        cursor_energy_db = None
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        try:
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            cnx_energy_db = mysql.connector.connect(**config.myems_energy_db)
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            cursor_energy_db = cnx_energy_db.cursor()
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        except Exception as e:
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            logger.error("Error in step 1.3 of virtual_meter_carbon " + str(e))
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            if cursor_energy_db:
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                cursor_energy_db.close()
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            if cnx_energy_db:
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                cnx_energy_db.close()
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            if cursor_system_db:
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                cursor_system_db.close()
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            if cnx_system_db:
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                cnx_system_db.close()
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            # sleep and continue the outermost while loop
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            time.sleep(60)
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            continue
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        print("Connected to MyEMS Energy Database")
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        cnx_carbon_db = None
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        cursor_carbon_db = None
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        try:
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            cnx_carbon_db = mysql.connector.connect(**config.myems_carbon_db)
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            cursor_carbon_db = cnx_carbon_db.cursor()
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        except Exception as e:
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            logger.error("Error in step 1.4 of virtual_meter_carbon " + str(e))
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            if cursor_carbon_db:
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                cursor_carbon_db.close()
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            if cnx_carbon_db:
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                cnx_carbon_db.close()
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            if cursor_energy_db:
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                cursor_energy_db.close()
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            if cnx_energy_db:
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                cnx_energy_db.close()
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            if cursor_system_db:
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                cursor_system_db.close()
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            if cnx_system_db:
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                cnx_system_db.close()
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            # sleep and continue the outermost while loop
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            time.sleep(60)
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            continue
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        print("Connected to MyEMS Carbon Database")
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        for virtual_meter in virtual_meter_list:
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            ############################################################################################################
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            # Step 2: get the latest start_datetime_utc
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            ############################################################################################################
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            print("Step 2: get the latest start_datetime_utc from carbon database for " + virtual_meter['name'])
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            try:
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                cursor_carbon_db.execute(" SELECT MAX(start_datetime_utc) "
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                                         " FROM tbl_virtual_meter_hourly "
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                                         " WHERE virtual_meter_id = %s ",
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                                         (virtual_meter['id'], ))
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                row_datetime = cursor_carbon_db.fetchone()
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                start_datetime_utc = datetime.strptime(config.start_datetime_utc, '%Y-%m-%d %H:%M:%S')
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                start_datetime_utc = start_datetime_utc.replace(minute=0, second=0, microsecond=0, tzinfo=None)
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                if row_datetime is not None and len(row_datetime) > 0 and isinstance(row_datetime[0], datetime):
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                    # replace second and microsecond with 0
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                    # note: do not replace minute in case of calculating in half hourly
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                    start_datetime_utc = row_datetime[0].replace(second=0, microsecond=0, tzinfo=None)
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                    # start from the next time slot
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                    start_datetime_utc += timedelta(minutes=config.minutes_to_count)
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                print("start_datetime_utc: " + start_datetime_utc.isoformat()[0:19])
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            except Exception as e:
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                logger.error("Error in step 2 of virtual_meter_carbon " + str(e))
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                # break the for virtual_meter loop
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                break
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            ############################################################################################################
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            # Step 3: get all energy data since the latest start_datetime_utc
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            ############################################################################################################
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            print("Step 3: get all energy data since the latest start_datetime_utc")
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            try:
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                query = (" SELECT start_datetime_utc, actual_value "
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                         " FROM tbl_virtual_meter_hourly "
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                         " WHERE virtual_meter_id = %s AND start_datetime_utc >= %s "
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                         " ORDER BY id ")
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                cursor_energy_db.execute(query, (virtual_meter['id'], start_datetime_utc, ))
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                rows_hourly = cursor_energy_db.fetchall()
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                if rows_hourly is None or len(rows_hourly) == 0:
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                    print("Step 3: There isn't any energy input data to calculate. ")
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                    # continue the for virtual meter loop
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                    continue
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                energy_dict = dict()
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                end_datetime_utc = start_datetime_utc
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                for row_hourly in rows_hourly:
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                    current_datetime_utc = row_hourly[0]
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                    actual_value = row_hourly[1]
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                    if energy_dict.get(current_datetime_utc) is None:
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                        energy_dict[current_datetime_utc] = dict()
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                    energy_dict[current_datetime_utc][virtual_meter['energy_category_id']] = actual_value
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                    if current_datetime_utc > end_datetime_utc:
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                        end_datetime_utc = current_datetime_utc
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            except Exception as e:
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                logger.error("Error in step 3 of virtual_meter_carbon " + str(e))
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                # break the for virtual_meter loop
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                break
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            ############################################################################################################
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            # Step 4: get carbon dioxide emission factor
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            ############################################################################################################
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            print("Step 4: get carbon dioxide emission factor")
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            factor_dict = dict()
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            factor_dict[virtual_meter['energy_category_id']] = \
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                carbon_dioxide_emmision_factor.get_energy_category_factor(
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                    virtual_meter['energy_category_id'],
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                    start_datetime_utc,
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                    end_datetime_utc)
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            ############################################################################################################
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            # Step 5: calculate carbon dioxide emission by multiplying energy with factor
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            ############################################################################################################
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            print("Step 5: calculate carbon dioxide emission by multiplying energy with factor")
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            aggregated_values = list()
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            if len(energy_dict) > 0:
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                for current_datetime_utc in energy_dict.keys():
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                    aggregated_value = dict()
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                    aggregated_value['start_datetime_utc'] = current_datetime_utc
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                    aggregated_value['actual_value'] = None
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                    current_factor = factor_dict[virtual_meter['energy_category_id']]
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                    current_energy = energy_dict[current_datetime_utc].get(virtual_meter['energy_category_id'])
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                    if current_factor is not None \
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                            and isinstance(current_factor, Decimal) \
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                            and current_energy is not None \
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                            and isinstance(current_energy, Decimal):
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                        aggregated_value['actual_value'] = current_energy * current_factor
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                        aggregated_values.append(aggregated_value)
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            ############################################################################################################
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            # Step 6: save carbon dioxide emission data to database
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            ############################################################################################################
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            print("Step 6: save carbon dioxide emission data to database")
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            while len(aggregated_values) > 0:
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                insert_100 = aggregated_values[:100]
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                aggregated_values = aggregated_values[100:]
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                try:
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                    add_values = (" INSERT INTO tbl_virtual_meter_hourly "
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                                  "             (virtual_meter_id, "
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                                  "              start_datetime_utc, "
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                                  "              actual_value) "
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                                  " VALUES  ")
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                    for aggregated_value in insert_100:
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                        if aggregated_value['actual_value'] is not None and \
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                                isinstance(aggregated_value['actual_value'], Decimal):
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                            add_values += " (" + str(virtual_meter['id']) + ","
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                            add_values += "'" + aggregated_value['start_datetime_utc'].isoformat()[0:19] + "',"
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                            add_values += str(aggregated_value['actual_value']) + "), "
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                    # print("add_values:" + add_values)
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                    # trim ", " at the end of string and then execute
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                    cursor_carbon_db.execute(add_values[:-2])
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                    cnx_carbon_db.commit()
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                except Exception as e:
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                    logger.error("Error in step 6 of virtual_meter_carbon " + str(e))
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                    break
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        # end of for virtual_meter loop
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        if cursor_system_db:
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            cursor_system_db.close()
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        if cnx_system_db:
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            cnx_system_db.close()
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        if cursor_energy_db:
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            cursor_energy_db.close()
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        if cnx_energy_db:
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            cnx_energy_db.close()
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        if cursor_carbon_db:
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            cursor_carbon_db.close()
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        if cnx_carbon_db:
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            cnx_carbon_db.close()
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        print("go to sleep 300 seconds...")
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        time.sleep(300)
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        print("wake from sleep, and continue to work...")
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    # end of the outermost while loop
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