| 
                    1
                 | 
                                    
                                                     | 
                
                 | 
                """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    2
                 | 
                                    
                                                     | 
                
                 | 
                Read eTraGo tables for the status2019 and import it to db  | 
            
            
                                                        
            
                                    
            
            
                | 
                    3
                 | 
                                    
                                                     | 
                
                 | 
                """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    4
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    5
                 | 
                                    
                                                     | 
                
                 | 
                from pathlib import Path  | 
            
            
                                                        
            
                                    
            
            
                | 
                    6
                 | 
                                    
                                                     | 
                
                 | 
                from urllib.request import urlretrieve  | 
            
            
                                                        
            
                                    
            
            
                | 
                    7
                 | 
                                    
                                                     | 
                
                 | 
                import os  | 
            
            
                                                        
            
                                    
            
            
                | 
                    8
                 | 
                                    
                                                     | 
                
                 | 
                import subprocess  | 
            
            
                                                        
            
                                    
            
            
                | 
                    9
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    10
                 | 
                                    
                                                     | 
                
                 | 
                import pandas as pd  | 
            
            
                                                        
            
                                    
            
            
                | 
                    11
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    12
                 | 
                                    
                                                     | 
                
                 | 
                from egon.data import config, db  | 
            
            
                                                        
            
                                    
            
            
                | 
                    13
                 | 
                                    
                                                     | 
                
                 | 
                import egon.data.config  | 
            
            
                                                        
            
                                    
            
            
                | 
                    14
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    15
                 | 
                                    
                                                     | 
                
                 | 
                sources = egon.data.config.datasets()["scenario_path"]["sources"]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    16
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    17
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    18
                 | 
                                    
                                                     | 
                
                 | 
                def download_status2019():  | 
            
            
                                                        
            
                                    
            
            
                | 
                    19
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    20
                 | 
                                    
                                                     | 
                
                 | 
                    Download the status2019 etrago tables from Zenodo  | 
            
            
                                                        
            
                                    
            
            
                | 
                    21
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    22
                 | 
                                    
                                                     | 
                
                 | 
                    Returns  | 
            
            
                                                        
            
                                    
            
            
                | 
                    23
                 | 
                                    
                                                     | 
                
                 | 
                    -------  | 
            
            
                                                        
            
                                    
            
            
                | 
                    24
                 | 
                                    
                                                     | 
                
                 | 
                    None.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    25
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    26
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    27
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    28
                 | 
                                    
                                                     | 
                
                 | 
                    if "status2019" in config.settings()["egon-data"]["--scenarios"]:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    29
                 | 
                                    
                                                     | 
                
                 | 
                        print("Scenario status2019 was created within the pipeline. " | 
            
            
                                                        
            
                                    
            
            
                | 
                    30
                 | 
                                    
                                                     | 
                
                 | 
                              "It is not imported from zenodo.")  | 
            
            
                                                        
            
                                    
            
            
                | 
                    31
                 | 
                                    
                                                     | 
                
                 | 
                        return  | 
            
            
                                                        
            
                                    
            
            
                | 
                    32
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    33
                 | 
                                    
                                                     | 
                
                 | 
                    # Get parameters from config and set download URL  | 
            
            
                                                        
            
                                    
            
            
                | 
                    34
                 | 
                                    
                                                     | 
                
                 | 
                    url = sources["url_status2019"]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    35
                 | 
                                    
                                                     | 
                
                 | 
                    status2019_path = Path(".") / "PoWerD_status2019.backup" | 
            
            
                                                        
            
                                    
            
            
                | 
                    36
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    37
                 | 
                                    
                                                     | 
                
                 | 
                    # Retrieve files  | 
            
            
                                                        
            
                                    
            
            
                | 
                    38
                 | 
                                    
                                                     | 
                
                 | 
                    urlretrieve(url, status2019_path)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    39
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    40
                 | 
                                    
                                                     | 
                
                 | 
                    return  | 
            
            
                                                        
            
                                    
            
            
                | 
                    41
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    42
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    43
                 | 
                                    
                                                     | 
                
                 | 
                def import_scn_status2019():  | 
            
            
                                                        
            
                                    
            
            
                | 
                    44
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    45
                 | 
                                    
                                                     | 
                
                 | 
                    Read and import the scenario status2019 and import it into db  | 
            
            
                                                        
            
                                    
            
            
                | 
                    46
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    47
                 | 
                                    
                                                     | 
                
                 | 
                    Parameters  | 
            
            
                                                        
            
                                    
            
            
                | 
                    48
                 | 
                                    
                                                     | 
                
                 | 
                    ----------  | 
            
            
                                                        
            
                                    
            
            
                | 
                    49
                 | 
                                    
                                                     | 
                
                 | 
                    *No parameters required  | 
            
            
                                                        
            
                                    
            
            
                | 
                    50
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    51
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    52
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    53
                 | 
                                    
                                                     | 
                
                 | 
                    if "status2019" in config.settings()["egon-data"]["--scenarios"]:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    54
                 | 
                                    
                                                     | 
                
                 | 
                        print("Scenario status2019 was created within the pipeline. " | 
            
            
                                                        
            
                                    
            
            
                | 
                    55
                 | 
                                    
                                                     | 
                
                 | 
                              "It is not imported from zenodo.")  | 
            
            
                                                        
            
                                    
            
            
                | 
                    56
                 | 
                                    
                                                     | 
                
                 | 
                        return  | 
            
            
                                                        
            
                                    
            
            
                | 
                    57
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    58
                 | 
                                    
                                                     | 
                
                 | 
                    # Connect to the data base  | 
            
            
                                                        
            
                                    
            
            
                | 
                    59
                 | 
                                    
                                                     | 
                
                 | 
                    con = db.engine()  | 
            
            
                                                        
            
                                    
            
            
                | 
                    60
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    61
                 | 
                                    
                                                     | 
                
                 | 
                    # Clean existing data for status2019  | 
            
            
                                                        
            
                                    
            
            
                | 
                    62
                 | 
                                    
                                                     | 
                
                 | 
                    tables = pd.read_sql(  | 
            
            
                                                        
            
                                    
            
            
                | 
                    63
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    64
                 | 
                                    
                                                     | 
                
                 | 
                        SELECT tablename FROM pg_catalog.pg_tables  | 
            
            
                                                        
            
                                    
            
            
                | 
                    65
                 | 
                                    
                                                     | 
                
                 | 
                        WHERE schemaname = 'grid'  | 
            
            
                                                        
            
                                    
            
            
                | 
                    66
                 | 
                                    
                                                     | 
                
                 | 
                        """,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    67
                 | 
                                    
                                                     | 
                
                 | 
                        con,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    68
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                        
            
                                    
            
            
                | 
                    69
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    70
                 | 
                                    
                                                     | 
                
                 | 
                    tables = tables[  | 
            
            
                                                        
            
                                    
            
            
                | 
                    71
                 | 
                                    
                                                     | 
                
                 | 
                        ~tables["tablename"].isin(  | 
            
            
                                                        
            
                                    
            
            
                | 
                    72
                 | 
                                    
                                                     | 
                
                 | 
                            [  | 
            
            
                                                        
            
                                    
            
            
                | 
                    73
                 | 
                                    
                                                     | 
                
                 | 
                                "egon_etrago_carrier",  | 
            
            
                                                        
            
                                    
            
            
                | 
                    74
                 | 
                                    
                                                     | 
                
                 | 
                                "egon_etrago_temp_resolution",  | 
            
            
                                                        
            
                                    
            
            
                | 
                    75
                 | 
                                    
                                                     | 
                
                 | 
                            ]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    76
                 | 
                                    
                                                     | 
                
                 | 
                        )  | 
            
            
                                                        
            
                                    
            
            
                | 
                    77
                 | 
                                    
                                                     | 
                
                 | 
                    ]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    78
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    79
                 | 
                                    
                                                     | 
                
                 | 
                    for table in tables["tablename"]:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    80
                 | 
                                    
                                                     | 
                
                 | 
                        db.execute_sql(  | 
            
            
                                                        
            
                                    
            
            
                | 
                    81
                 | 
                                    
                                                     | 
                
                 | 
                            f"""  | 
            
            
                                                        
            
                                    
            
            
                | 
                    82
                 | 
                                    
                                                     | 
                
                 | 
                        DELETE FROM grid.{table} WHERE scn_name = 'status2019'; | 
            
            
                                                        
            
                                    
            
            
                | 
                    83
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    84
                 | 
                                    
                                                     | 
                
                 | 
                        )  | 
            
            
                                                        
            
                                    
            
            
                | 
                    85
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    86
                 | 
                                    
                                                     | 
                
                 | 
                    config_data = config.settings()["egon-data"]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    87
                 | 
                                    
                                                     | 
                
                 | 
                    database = config_data["--database-name"]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    88
                 | 
                                    
                                                     | 
                
                 | 
                    host = config_data["--database-host"]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    89
                 | 
                                    
                                                     | 
                
                 | 
                    port = config_data["--database-port"]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    90
                 | 
                                    
                                                     | 
                
                 | 
                    user = config_data["--database-user"]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    91
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    92
                 | 
                                    
                                                     | 
                
                 | 
                    my_env = os.environ.copy()  | 
            
            
                                                        
            
                                    
            
            
                | 
                    93
                 | 
                                    
                                                     | 
                
                 | 
                    my_env["PGPASSWORD"] = config_data["--database-password"]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    94
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    95
                 | 
                                    
                                                     | 
                
                 | 
                    for table in tables["tablename"]:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    96
                 | 
                                    
                                                     | 
                
                 | 
                        subprocess.Popen(  | 
            
            
                                                        
            
                                    
            
            
                | 
                    97
                 | 
                                    
                                                     | 
                
                 | 
                            [  | 
            
            
                                                        
            
                                    
            
            
                | 
                    98
                 | 
                                    
                                                     | 
                
                 | 
                                "pg_restore",  | 
            
            
                                                        
            
                                    
            
            
                | 
                    99
                 | 
                                    
                                                     | 
                
                 | 
                                "-d",  | 
            
            
                                                        
            
                                    
            
            
                | 
                    100
                 | 
                                    
                                                     | 
                
                 | 
                                database,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    101
                 | 
                                    
                                                     | 
                
                 | 
                                "--host",  | 
            
            
                                                        
            
                                    
            
            
                | 
                    102
                 | 
                                    
                                                     | 
                
                 | 
                                host,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    103
                 | 
                                    
                                                     | 
                
                 | 
                                "--port",  | 
            
            
                                                        
            
                                    
            
            
                | 
                    104
                 | 
                                    
                                                     | 
                
                 | 
                                port,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    105
                 | 
                                    
                                                     | 
                
                 | 
                                "-U",  | 
            
            
                                                        
            
                                    
            
            
                | 
                    106
                 | 
                                    
                                                     | 
                
                 | 
                                user,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    107
                 | 
                                    
                                                     | 
                
                 | 
                                "-a",  | 
            
            
                                                        
            
                                    
            
            
                | 
                    108
                 | 
                                    
                                                     | 
                
                 | 
                                "--single-transaction",  | 
            
            
                                                        
            
                                    
            
            
                | 
                    109
                 | 
                                    
                                                     | 
                
                 | 
                                f"--table={table}", | 
            
            
                                                        
            
                                    
            
            
                | 
                    110
                 | 
                                    
                                                     | 
                
                 | 
                                "PoWerD_status2019.backup",  | 
            
            
                                                        
            
                                    
            
            
                | 
                    111
                 | 
                                    
                                                     | 
                
                 | 
                            ],  | 
            
            
                                                        
            
                                    
            
            
                | 
                    112
                 | 
                                    
                                                     | 
                
                 | 
                            env=my_env,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    113
                 | 
                                    
                                                     | 
                
                 | 
                        )  | 
            
            
                                                        
            
                                    
            
            
                | 
                    114
                 | 
                                    
                                                     | 
                
                 | 
                    return  | 
            
            
                                                        
            
                                    
            
            
                | 
                    115
                 | 
                                    
                                                     | 
                
                 | 
                 |