| 1 |  |  | """Create a basic scenario from the internal data structure. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3 |  |  | SPDX-FileCopyrightText: 2016-2019 Uwe Krien <[email protected]> | 
            
                                                                                                            
                            
            
                                    
            
            
                | 4 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 5 |  |  | SPDX-License-Identifier: MIT | 
            
                                                                                                            
                            
            
                                    
            
            
                | 6 |  |  | """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 7 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 8 |  |  | import os | 
            
                                                                                                            
                            
            
                                    
            
            
                | 9 |  |  | from types import SimpleNamespace | 
            
                                                                                                            
                            
            
                                    
            
            
                | 10 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 11 |  |  | import pandas as pd | 
            
                                                                                                            
                            
            
                                    
            
            
                | 12 |  |  | from reegis.tools import download_file | 
            
                                                                                                            
                            
            
                                    
            
            
                | 13 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 14 |  |  | from scenario_builder import config as cfg | 
            
                                                                                                            
                            
            
                                    
            
            
                | 15 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 16 |  |  | TRANSLATION_FUEL = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 17 |  |  |     "Abfall": "waste", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 18 |  |  |     "Kernenergie": "nuclear", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 19 |  |  |     "Braunkohle": "lignite", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 20 |  |  |     "Steinkohle": "hard coal", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 21 |  |  |     "Erdgas": "natural gas", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 22 |  |  |     "GuD": "natural gas", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 23 |  |  |     "Gasturbine": "natural gas", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 24 |  |  |     "Öl": "oil", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 25 |  |  |     "Sonstige": "other", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 26 |  |  |     "Emissionszertifikatspreis": "co2_price", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 27 |  |  | } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 28 |  |  |  | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 29 |  |  |  | 
            
                                                        
            
                                    
            
            
                | 30 |  |  | def get_ewi_data(): | 
            
                                                        
            
                                    
            
            
                | 31 |  |  |     """ | 
            
                                                        
            
                                    
            
            
                | 32 |  |  |  | 
            
                                                        
            
                                    
            
            
                | 33 |  |  |     Returns | 
            
                                                        
            
                                    
            
            
                | 34 |  |  |     ------- | 
            
                                                        
            
                                    
            
            
                | 35 |  |  |     namedtuple | 
            
                                                        
            
                                    
            
            
                | 36 |  |  |  | 
            
                                                        
            
                                    
            
            
                | 37 |  |  |     Examples | 
            
                                                        
            
                                    
            
            
                | 38 |  |  |     -------- | 
            
                                                        
            
                                    
            
            
                | 39 |  |  |     >>> my_ewi_data = get_ewi_data() | 
            
                                                        
            
                                    
            
            
                | 40 |  |  |     >>> round(my_ewi_data.fuel_costs.loc["hard coal", "value"], 2) | 
            
                                                        
            
                                    
            
            
                | 41 |  |  |     11.28 | 
            
                                                        
            
                                    
            
            
                | 42 |  |  |  | 
            
                                                        
            
                                    
            
            
                | 43 |  |  |     """ | 
            
                                                        
            
                                    
            
            
                | 44 |  |  |     # Download file | 
            
                                                        
            
                                    
            
            
                | 45 |  |  |     url = ( | 
            
                                                        
            
                                    
            
            
                | 46 |  |  |         "https://www.ewi.uni-koeln.de/cms/wp-content/uploads/2019/12" | 
            
                                                        
            
                                    
            
            
                | 47 |  |  |         "/EWI_Merit_Order_Tool_2019_1_4.xlsm" | 
            
                                                        
            
                                    
            
            
                | 48 |  |  |     ) | 
            
                                                        
            
                                    
            
            
                | 49 |  |  |     fn = os.path.join(cfg.get("paths", "general"), "ewi.xlsm") | 
            
                                                        
            
                                    
            
            
                | 50 |  |  |     download_file(fn, url) | 
            
                                                        
            
                                    
            
            
                | 51 |  |  |  | 
            
                                                        
            
                                    
            
            
                | 52 |  |  |     # Create named tuple with all sub tables | 
            
                                                        
            
                                    
            
            
                | 53 |  |  |     ewi_tables = { | 
            
                                                        
            
                                    
            
            
                | 54 |  |  |         "fuel_costs": {"skiprows": 7, "usecols": "C:F", "nrows": 7}, | 
            
                                                        
            
                                    
            
            
                | 55 |  |  |         "transport_costs": {"skiprows": 21, "usecols": "C:F", "nrows": 7}, | 
            
                                                        
            
                                    
            
            
                | 56 |  |  |         "variable_costs": {"skiprows": 31, "usecols": "C:F", "nrows": 8}, | 
            
                                                        
            
                                    
            
            
                | 57 |  |  |         "downtime_factor": { | 
            
                                                        
            
                                    
            
            
                | 58 |  |  |             "skiprows": 31, | 
            
                                                        
            
                                    
            
            
                | 59 |  |  |             "usecols": "H:K", | 
            
                                                        
            
                                    
            
            
                | 60 |  |  |             "nrows": 8, | 
            
                                                        
            
                                    
            
            
                | 61 |  |  |             "scale": 0.01, | 
            
                                                        
            
                                    
            
            
                | 62 |  |  |         }, | 
            
                                                        
            
                                    
            
            
                | 63 |  |  |         "emission": {"skiprows": 31, "usecols": "M:P", "nrows": 7}, | 
            
                                                        
            
                                    
            
            
                | 64 |  |  |         "co2_price": {"skiprows": 17, "usecols": "C:F", "nrows": 1}, | 
            
                                                        
            
                                    
            
            
                | 65 |  |  |     } | 
            
                                                        
            
                                    
            
            
                | 66 |  |  |     ewi_data = {} | 
            
                                                        
            
                                    
            
            
                | 67 |  |  |     cols = ["fuel", "value", "unit", "source"] | 
            
                                                        
            
                                    
            
            
                | 68 |  |  |     xls = pd.ExcelFile(fn) | 
            
                                                        
            
                                    
            
            
                | 69 |  |  |     for table in ewi_tables.keys(): | 
            
                                                        
            
                                    
            
            
                | 70 |  |  |         tmp = xls.parse("Start", header=[0], **ewi_tables[table]).replace( | 
            
                                                        
            
                                    
            
            
                | 71 |  |  |             TRANSLATION_FUEL | 
            
                                                        
            
                                    
            
            
                | 72 |  |  |         ) | 
            
                                                        
            
                                    
            
            
                | 73 |  |  |         tmp.drop_duplicates(tmp.columns[0], keep="first", inplace=True) | 
            
                                                        
            
                                    
            
            
                | 74 |  |  |         tmp.columns = cols | 
            
                                                        
            
                                    
            
            
                | 75 |  |  |         ewi_data[table] = tmp.set_index("fuel") | 
            
                                                        
            
                                    
            
            
                | 76 |  |  |         if "scale" in ewi_tables[table]: | 
            
                                                        
            
                                    
            
            
                | 77 |  |  |             ewi_data[table]["value"] *= ewi_tables[table]["scale"] | 
            
                                                        
            
                                    
            
            
                | 78 |  |  |  | 
            
                                                        
            
                                    
            
            
                | 79 |  |  |     return SimpleNamespace(**ewi_data) | 
            
                                                        
            
                                    
            
            
                | 80 |  |  |  |