Example for using fleet modeling in AeroMAPS

Example for using fleet modeling in AeroMAPS#

This notebook aims at using the classes dedicated to the fleet modelling that are used in AeroMAPS.

Link with other AeroMAPS models#

This fleet model can be used in AeroMAPS for improving the modeling of the fleet efficiency. For this purpose, a dedicated model is loaded, based on the bottom-up approach using fleet model. It replaces the basic top-down approach for modeling the evolution of the fleet efficiency, based on annual efficiency gains.

%matplotlib widget
from aeromaps.core.process import create_process
from aeromaps.core.models import (
    models_traffic,
    models_efficiency_bottom_up,
    models_energy_without_fuel_effect,
    models_offset,
    models_climate_simple_gwpstar,
    models_sustainability,
)

---------------------------------------------------------------------------
ImportError                               Traceback (most recent call last)
Cell In[1], line 2
      1 get_ipython().run_line_magic('matplotlib', 'widget')
----> 2 from aeromaps.core.process import create_process
      3 from aeromaps.core.models import (
      4     models_traffic,
      5     models_efficiency_bottom_up,
   (...)
      9     models_sustainability,
     10 )

ImportError: cannot import name 'create_process' from 'aeromaps.core.process' (/opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages/aeromaps/core/process.py)

models = {
    "models_traffic": models_traffic,
    "models_efficiency_bottom_up": models_efficiency_bottom_up,
    "models_energy_without_fuel_effect": models_energy_without_fuel_effect,
    "models_offset": models_offset,
    "models_climate_simple_gwpstar": models_climate_simple_gwpstar,
    "models_sustainability": models_sustainability,
}

process = create_process(
    models=models,
    use_fleet_model=True,
    add_examples_aircraft_and_subcategory=True,
)

Here, an example using the previous fleet generated is performed with the AeroMAPS default float inputs. The hydrogen used for hydrogen aircraft is assumed to be produced via electrolysis using dedicated low-carbon electricity.

# Change end year
process.parameters.end_year = 2060
process.setup(add_examples_aircraft_and_subcategory=True)

# Hydrogen production
process.parameters.hydrogen_electrolysis_share_reference_years = []
process.parameters.hydrogen_electrolysis_share_reference_years_values = [100]
process.parameters.hydrogen_gas_ccs_share_reference_years = []
process.parameters.hydrogen_gas_ccs_share_reference_years_values = [0]
process.parameters.hydrogen_coal_ccs_share_reference_years = []
process.parameters.hydrogen_coal_ccs_share_reference_years_values = [0]
process.parameters.hydrogen_gas_share_reference_years = []
process.parameters.hydrogen_gas_share_reference_years_values = [0]
# Electricity emission factor
process.parameters.electricity_emission_factor_reference_years = []
process.parameters.electricity_emission_factor_reference_years_values = [20.0]

Load and process#

import pandas as pd

pd.set_option("display.max_rows", 500)
pd.set_option("display.max_columns", 500)
pd.set_option("display.width", 1000)

The fleet is divided into three main categories of aircraft, associated to an initial subcategory based on representative aircraft:

Short range (Conventional narrow-body)
Medium range (Conventional narrow-body)
Long range (Conventional wide-body)

Lets now assemble these categories into a fleet object. By default, two new aircraft have been added to the initial subcategories, and two subcategories have also been added for Short Range (turboprop aircraft and hydrogen aircraft). Illustrative values are considered.

fleet = process.fleet
fleet_model = process.fleet_model

Set up the fleet#

A dedicated user interface can be used for modifying the fleet using the following command. The can then directly change the future composition of the fleet by simply adding subcategories and aircraft. For subcategories, the final distribution between the different subcategories among a category has to be indicated. For aircraft, the user can choose an Entry-Into-Service year as well as the type of fuel used (DROP_IN_FUEL or HYDROGEN). The gains in terms of fuel consumption, NOx emission index and soot emission index, in comparison to the recent reference aircraft in the initial subcategory, also have to be specified. Negative values can be considered, meaning an increase in fuel consumption for instance.

fleet.ui

You can change fleet renewal rates for each category. The default value is 25 years.

fleet.categories["Medium Range"].parameters.life = 20

Compute and results for the fleet model#

Once the fleet has been chosen, the user can compute.

fleet_model.compute()

The user can then display the results.

fleet_model.df

	Short Range:SR hydrogen conventional narrow-body:New Short-range hydrogen:single_aircraft_share	Short Range:SR regional turboprop:New Regional turboprop 1:single_aircraft_share	Short Range:SR regional turboprop:New Regional turboprop 2:single_aircraft_share	Short Range:SR conventional narrow-body:recent_reference:single_aircraft_share	Short Range:SR conventional narrow-body:old_reference:single_aircraft_share	Short Range:SR conventional narrow-body:New Short-range Narrow-body 1:single_aircraft_share	Short Range:SR conventional narrow-body:New Short-range Narrow-body 2:single_aircraft_share	Medium Range:MR conventional narrow-body:recent_reference:single_aircraft_share	Medium Range:MR conventional narrow-body:old_reference:single_aircraft_share	Medium Range:MR conventional narrow-body:New Medium-range narrow-body 1:single_aircraft_share	Medium Range:MR conventional narrow-body:New Medium-range narrow-body 2:single_aircraft_share	Long Range:LR conventional wide-body:recent_reference:single_aircraft_share	Long Range:LR conventional wide-body:old_reference:single_aircraft_share	Long Range:LR conventional wide-body:New Long-range wide-body 1:single_aircraft_share	Long Range:LR conventional wide-body:New Long-range wide-body 2:single_aircraft_share	Short Range:SR hydrogen conventional narrow-body:New Short-range hydrogen:aircraft_share	Short Range:SR regional turboprop:New Regional turboprop 2:aircraft_share	Short Range:SR regional turboprop:New Regional turboprop 1:aircraft_share	Short Range:SR conventional narrow-body:New Short-range Narrow-body 2:aircraft_share	Short Range:SR conventional narrow-body:New Short-range Narrow-body 1:aircraft_share	Short Range:SR conventional narrow-body:recent_reference:aircraft_share	Short Range:SR conventional narrow-body:old_reference:aircraft_share	Medium Range:MR conventional narrow-body:New Medium-range narrow-body 2:aircraft_share	Medium Range:MR conventional narrow-body:New Medium-range narrow-body 1:aircraft_share	Medium Range:MR conventional narrow-body:recent_reference:aircraft_share	Medium Range:MR conventional narrow-body:old_reference:aircraft_share	Long Range:LR conventional wide-body:New Long-range wide-body 2:aircraft_share	Long Range:LR conventional wide-body:New Long-range wide-body 1:aircraft_share	Long Range:LR conventional wide-body:recent_reference:aircraft_share	Long Range:LR conventional wide-body:old_reference:aircraft_share	Short Range:SR conventional narrow-body:energy_consumption	Short Range:SR conventional narrow-body:energy_consumption:dropin_fuel	Short Range:SR conventional narrow-body:share:total	Short Range:SR conventional narrow-body:share:dropin_fuel	Short Range:share:dropin_fuel	Short Range:share:hydrogen	Short Range:SR regional turboprop:energy_consumption	Short Range:SR regional turboprop:energy_consumption:dropin_fuel	Short Range:SR regional turboprop:share:total	Short Range:SR regional turboprop:share:dropin_fuel	Short Range:SR hydrogen conventional narrow-body:energy_consumption	Short Range:SR hydrogen conventional narrow-body:energy_consumption:hydrogen	Short Range:SR hydrogen conventional narrow-body:share:total	Short Range:SR hydrogen conventional narrow-body:share:hydrogen	Medium Range:MR conventional narrow-body:energy_consumption	Medium Range:MR conventional narrow-body:energy_consumption:dropin_fuel	Medium Range:MR conventional narrow-body:share:total	Medium Range:MR conventional narrow-body:share:dropin_fuel	Medium Range:share:dropin_fuel	Long Range:LR conventional wide-body:energy_consumption	Long Range:LR conventional wide-body:energy_consumption:dropin_fuel	Long Range:LR conventional wide-body:share:total	Long Range:LR conventional wide-body:share:dropin_fuel	Long Range:share:dropin_fuel	Short Range:SR conventional narrow-body:doc_non_energy	Short Range:SR conventional narrow-body:doc_non_energy:dropin_fuel	Short Range:SR regional turboprop:doc_non_energy	Short Range:SR regional turboprop:doc_non_energy:dropin_fuel	Short Range:SR hydrogen conventional narrow-body:doc_non_energy	Short Range:SR hydrogen conventional narrow-body:doc_non_energy:hydrogen	Medium Range:MR conventional narrow-body:doc_non_energy	Medium Range:MR conventional narrow-body:doc_non_energy:dropin_fuel	Long Range:LR conventional wide-body:doc_non_energy	Long Range:LR conventional wide-body:doc_non_energy:dropin_fuel	Short Range:SR conventional narrow-body:emission_index_nox	Short Range:SR conventional narrow-body:emission_index_soot	Short Range:SR conventional narrow-body:emission_index_nox:dropin_fuel	Short Range:SR conventional narrow-body:emission_index_soot:dropin_fuel	Short Range:SR regional turboprop:emission_index_nox	Short Range:SR regional turboprop:emission_index_soot	Short Range:SR regional turboprop:emission_index_nox:dropin_fuel	Short Range:SR regional turboprop:emission_index_soot:dropin_fuel	Short Range:SR hydrogen conventional narrow-body:emission_index_nox	Short Range:SR hydrogen conventional narrow-body:emission_index_nox:hydrogen	Medium Range:MR conventional narrow-body:emission_index_nox	Medium Range:MR conventional narrow-body:emission_index_soot	Medium Range:MR conventional narrow-body:emission_index_nox:dropin_fuel	Medium Range:MR conventional narrow-body:emission_index_soot:dropin_fuel	Long Range:LR conventional wide-body:emission_index_nox	Long Range:LR conventional wide-body:emission_index_soot	Long Range:LR conventional wide-body:emission_index_nox:dropin_fuel	Long Range:LR conventional wide-body:emission_index_soot:dropin_fuel	Short Range:energy_consumption:dropin_fuel	Short Range:energy_consumption:hydrogen	Short Range:energy_consumption	Medium Range:energy_consumption:dropin_fuel	Medium Range:energy_consumption	Long Range:energy_consumption:dropin_fuel	Long Range:energy_consumption	Short Range:doc_non_energy:dropin_fuel	Short Range:doc_non_energy:hydrogen	Short Range:doc_non_energy	Medium Range:doc_non_energy:dropin_fuel	Medium Range:doc_non_energy	Long Range:doc_non_energy:dropin_fuel	Long Range:doc_non_energy	Short Range:emission_index_nox:dropin_fuel	Short Range:emission_index_nox:hydrogen	Short Range:emission_index_soot:dropin_fuel	Short Range:emission_index_nox	Short Range:emission_index_soot	Medium Range:emission_index_nox:dropin_fuel	Medium Range:emission_index_soot:dropin_fuel	Medium Range:emission_index_nox	Medium Range:emission_index_soot	Long Range:emission_index_nox:dropin_fuel	Long Range:emission_index_soot:dropin_fuel	Long Range:emission_index_nox	Long Range:emission_index_soot
2000	0.000000	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	100.000000	0.000000	0.000000	0.000000	100.000000	0.000000	0.000000	0.000000	100.000000	1.247257	1.247257	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.916306	0.916306	100.0	100.0	100.0	1.087973	1.087973	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.247257	0.000000	1.247257	0.916306	0.916306	1.087973	1.087973	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2001	0.000000	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	100.000000	0.000000	0.000000	0.000000	100.000000	0.000000	0.000000	0.000000	100.000000	1.247257	1.247257	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.916306	0.916306	100.0	100.0	100.0	1.087973	1.087973	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.247257	0.000000	1.247257	0.916306	0.916306	1.087973	1.087973	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2002	0.000000	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	100.000000	0.000000	0.000000	0.000000	100.000000	0.000000	0.000000	0.000000	100.000000	1.247257	1.247257	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.916306	0.916306	100.0	100.0	100.0	1.087973	1.087973	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.247257	0.000000	1.247257	0.916306	0.916306	1.087973	1.087973	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2003	0.000000	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	100.000000	0.000000	0.000000	0.000000	100.000000	0.000000	0.000000	0.000000	100.000000	1.247257	1.247257	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.916306	0.916306	100.0	100.0	100.0	1.087973	1.087973	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.247257	0.000000	1.247257	0.916306	0.916306	1.087973	1.087973	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2004	0.000000	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	100.000000	0.000000	0.000000	0.000000	100.000000	0.000000	0.000000	0.000000	100.000000	1.247257	1.247257	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.916306	0.916306	100.0	100.0	100.0	1.087973	1.087973	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.247257	0.000000	1.247257	0.916306	0.916306	1.087973	1.087973	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2005	0.000000	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	100.000000	0.000000	0.000000	0.000000	100.000000	0.000000	0.000000	0.000000	100.000000	1.247257	1.247257	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.916306	0.916306	100.0	100.0	100.0	1.087973	1.087973	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.247257	0.000000	1.247257	0.916306	0.916306	1.087973	1.087973	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2006	0.000000	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	100.000000	0.000000	0.000000	0.000000	100.000000	0.000000	0.000000	0.000000	100.000000	1.247257	1.247257	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.916306	0.916306	100.0	100.0	100.0	1.087973	1.087973	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.247257	0.000000	1.247257	0.916306	0.916306	1.087973	1.087973	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2007	0.000000	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	100.000000	0.000000	0.000000	0.000000	100.000000	0.000000	0.000000	0.000000	100.000000	1.247257	1.247257	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.916306	0.916306	100.0	100.0	100.0	1.087973	1.087973	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.247257	0.000000	1.247257	0.916306	0.916306	1.087973	1.087973	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2008	0.000000	0.000000	0.000000	2.605996	100	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	2.605996	97.394004	0.000000	0.000000	0.000000	100.000000	0.000000	0.000000	0.000000	100.000000	1.239454	1.239454	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.916306	0.916306	100.0	100.0	100.0	1.087973	1.087973	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.239454	0.000000	1.239454	0.916306	0.916306	1.087973	1.087973	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2009	0.000000	0.000000	0.000000	3.524318	100	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	3.524318	96.475682	0.000000	0.000000	0.000000	100.000000	0.000000	0.000000	0.000000	100.000000	1.236704	1.236704	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.916306	0.916306	100.0	100.0	100.0	1.087973	1.087973	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.236704	0.000000	1.236704	0.916306	0.916306	1.087973	1.087973	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2010	0.000000	0.000000	0.000000	4.750462	100	0.000000	0.000000	0.000000	100	0.000000	0.000000	2.430284	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	4.750462	95.249538	0.000000	0.000000	0.000000	100.000000	0.000000	0.000000	2.430284	97.569716	1.233032	1.233032	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.916306	0.916306	100.0	100.0	100.0	1.081626	1.081626	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.233032	0.000000	1.233032	0.916306	0.916306	1.081626	1.081626	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2011	0.000000	0.000000	0.000000	6.375004	100	0.000000	0.000000	0.000000	100	0.000000	0.000000	3.288778	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	6.375004	93.624996	0.000000	0.000000	0.000000	100.000000	0.000000	0.000000	3.288778	96.711222	1.228168	1.228168	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.916306	0.916306	100.0	100.0	100.0	1.079384	1.079384	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.228168	0.000000	1.228168	0.916306	0.916306	1.079384	1.079384	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2012	0.000000	0.000000	0.000000	8.505490	100	0.000000	0.000000	0.000000	100	0.000000	0.000000	4.436743	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	8.505490	91.494510	0.000000	0.000000	0.000000	100.000000	0.000000	0.000000	4.436743	95.563257	1.221789	1.221789	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.916306	0.916306	100.0	100.0	100.0	1.076386	1.076386	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.221789	0.000000	1.221789	0.916306	0.916306	1.076386	1.076386	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2013	0.000000	0.000000	0.000000	11.262325	100	0.000000	0.000000	2.629808	100	0.000000	0.000000	5.960715	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	11.262325	88.737675	0.000000	0.000000	2.629808	97.370192	0.000000	0.000000	5.960715	94.039285	1.213534	1.213534	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.910563	0.910563	100.0	100.0	100.0	1.072406	1.072406	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.213534	0.000000	1.213534	0.910563	0.910563	1.072406	1.072406	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2014	0.000000	0.000000	0.000000	14.768483	100	0.000000	0.000000	3.833042	100	0.000000	0.000000	7.964526	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	14.768483	85.231517	0.000000	0.000000	3.833042	96.166958	0.000000	0.000000	7.964526	92.035474	1.203035	1.203035	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.907935	0.907935	100.0	100.0	100.0	1.067173	1.067173	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.203035	0.000000	1.203035	0.907935	0.907935	1.067173	1.067173	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2015	0.000000	0.000000	0.000000	19.130849	100	0.000000	0.000000	5.555389	100	0.000000	0.000000	10.566271	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	19.130849	80.869151	0.000000	0.000000	5.555389	94.444611	0.000000	0.000000	10.566271	89.433729	1.189973	1.189973	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.904174	0.904174	100.0	100.0	100.0	1.060378	1.060378	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.189973	0.000000	1.189973	0.904174	0.904174	1.060378	1.060378	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2016	0.000000	0.000000	0.000000	24.412703	100	0.000000	0.000000	7.987379	100	0.000000	0.000000	13.889654	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	24.412703	75.587297	0.000000	0.000000	7.987379	92.012621	0.000000	0.000000	13.889654	86.110346	1.174157	1.174157	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.898863	0.898863	100.0	100.0	100.0	1.051699	1.051699	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.174157	0.000000	1.174157	0.898863	0.898863	1.051699	1.051699	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2017	0.000000	0.000000	0.000000	30.601017	100	0.000000	0.000000	11.356010	100	0.000000	0.000000	18.047395	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	30.601017	69.398983	0.000000	0.000000	11.356010	88.643990	0.000000	0.000000	18.047395	81.952605	1.155628	1.155628	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.891506	0.891506	100.0	100.0	100.0	1.040840	1.040840	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.155628	0.000000	1.155628	0.891506	0.891506	1.040840	1.040840	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2018	0.000000	0.000000	0.000000	37.578132	100	0.000000	0.000000	15.899844	100	0.000000	0.000000	23.115621	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	37.578132	62.421868	0.000000	0.000000	15.899844	84.100156	0.000000	0.000000	23.115621	76.884379	1.134736	1.134736	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.881584	0.881584	100.0	100.0	100.0	1.027604	1.027604	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.134736	0.000000	1.134736	0.881584	0.881584	1.027604	1.027604	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2019	0.000000	0.000000	0.000000	45.111968	100	0.000000	0.000000	21.814368	100	0.000000	0.000000	29.101728	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	45.111968	54.888032	0.000000	0.000000	21.814368	78.185632	0.000000	0.000000	29.101728	70.898272	1.112177	1.112177	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.868667	0.868667	100.0	100.0	100.0	1.011971	1.011971	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.112177	0.000000	1.112177	0.868667	0.868667	1.011971	1.011971	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2020	0.000000	0.000000	0.000000	52.876766	100	0.000000	0.000000	29.166009	100	0.000000	0.000000	35.913905	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	52.876766	47.123234	0.000000	0.000000	29.166009	70.833991	0.000000	0.000000	35.913905	64.086095	1.088927	1.088927	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.852613	0.852613	100.0	100.0	100.0	0.994180	0.994180	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.088927	0.000000	1.088927	0.852613	0.852613	0.994180	0.994180	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2021	0.000000	0.000000	0.000000	60.504799	100	0.000000	0.000000	37.797482	100	0.000000	0.000000	43.345777	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	60.504799	39.495201	0.000000	0.000000	37.797482	62.202518	0.000000	0.000000	43.345777	56.654223	1.066086	1.066086	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.833763	0.833763	100.0	100.0	100.0	0.974772	0.974772	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.066086	0.000000	1.066086	0.833763	0.833763	0.974772	0.974772	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2022	0.000000	0.000000	0.000000	67.653409	100	0.000000	0.000000	47.278418	100	0.000000	0.000000	51.089537	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	67.653409	32.346591	0.000000	0.000000	47.278418	52.721582	0.000000	0.000000	51.089537	48.910463	1.044681	1.044681	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.813058	0.813058	100.0	100.0	100.0	0.954548	0.954548	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.044681	0.000000	1.044681	0.813058	0.813058	0.954548	0.954548	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2023	0.000000	0.000000	0.000000	74.062792	100	0.000000	0.000000	56.959797	100	0.000000	0.000000	58.781355	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	74.062792	25.937208	0.000000	0.000000	56.959797	43.040203	0.000000	0.000000	58.781355	41.218645	1.025489	1.025489	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.791916	0.791916	100.0	100.0	100.0	0.934460	0.934460	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.025489	0.000000	1.025489	0.791916	0.791916	0.934460	0.934460	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2024	0.000000	0.000000	0.000000	79.585401	100	0.000000	0.000000	66.136725	100	0.000000	0.000000	66.066961	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	79.585401	20.414599	0.000000	0.000000	66.136725	33.863275	0.000000	0.000000	66.066961	33.933039	1.008953	1.008953	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.771875	0.771875	100.0	100.0	100.0	0.915433	0.915433	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	1.008953	0.000000	1.008953	0.771875	0.771875	0.915433	0.915433	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2025	0.000000	0.000000	0.000000	84.183244	100	0.000000	0.000000	74.241815	100	0.000000	0.000000	72.663676	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	84.183244	15.816756	0.000000	0.000000	74.241815	25.758185	0.000000	0.000000	72.663676	27.336324	0.995186	0.995186	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.754175	0.754175	100.0	100.0	100.0	0.898205	0.898205	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.995186	0.000000	0.995186	0.754175	0.754175	0.898205	0.898205	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2026	0.000000	0.000000	0.000000	87.902949	100	0.000000	0.000000	80.965302	100	0.000000	0.000000	78.397295	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	87.902949	12.097051	0.000000	0.000000	80.965302	19.034698	0.000000	0.000000	78.397295	21.602705	0.984048	0.984048	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.739492	0.739492	100.0	100.0	100.0	0.883232	0.883232	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.984048	0.000000	0.984048	0.739492	0.739492	0.883232	0.883232	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2027	0.000000	0.000000	0.000000	90.843026	100	0.000000	0.000000	86.258631	100	0.000000	0.000000	83.206262	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	90.843026	9.156974	0.000000	0.000000	86.258631	13.741369	0.000000	0.000000	83.206262	16.793738	0.975244	0.975244	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.727932	0.727932	100.0	100.0	100.0	0.870672	0.870672	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.975244	0.000000	0.975244	0.727932	0.727932	0.870672	0.870672	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2028	0.000000	0.000000	0.000000	93.124436	100	0.000000	0.000000	90.257080	100	0.000000	0.000000	87.120576	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	93.124436	6.875564	0.000000	0.000000	90.257080	9.742920	0.000000	0.000000	87.120576	12.879424	0.968413	0.968413	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.719200	0.719200	100.0	100.0	100.0	0.860450	0.860450	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.968413	0.000000	0.968413	0.719200	0.719200	0.860450	0.860450	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2029	0.000000	0.000000	0.000000	94.869546	100	0.000000	0.000000	93.184000	100	0.000000	0.000000	90.229667	100	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	94.869546	5.130454	0.000000	0.000000	93.184000	6.816000	0.000000	0.000000	90.229667	9.770333	0.963187	0.963187	100.000000	100.000000	100.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.712808	0.712808	100.0	100.0	100.0	0.852330	0.852330	100.0	100.0	100.0	0.045000	0.045000	0.000000	0.000000	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015140	0.000030	0.015140	0.000030	0.000000	0.000000e+00	0.000000	0.000000e+00	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.963187	0.000000	0.963187	0.712808	0.712808	0.852330	0.852330	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2030	0.000000	0.600000	0.000000	96.212707	100	0.600000	0.600000	95.277635	100	0.000000	0.000000	92.651530	100	0.000000	0.000000	0.000000	0.000000	0.600000	0.000000	0.000000	95.612707	3.787293	0.000000	0.000000	95.277635	4.722365	0.000000	0.000000	92.651530	7.348470	0.953479	0.953479	99.400000	99.400000	100.000000	0.000000	0.004550	0.004550	0.600000	0.600000	0.000000	0.000000	0.000000	0.000000	0.708236	0.708236	100.0	100.0	100.0	0.846005	0.846005	100.0	100.0	100.0	0.044730	0.044730	0.000270	0.000270	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015049	0.000030	0.015049	0.000030	0.000091	1.800000e-07	0.000091	1.800000e-07	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.958028	0.000000	0.958028	0.708236	0.708236	0.846005	0.846005	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2031	0.000000	0.813216	0.000000	97.203399	100	0.813216	0.813216	96.750604	100	0.000000	0.000000	94.509593	100	0.000000	0.000000	0.000000	0.000000	0.813216	0.000000	0.000000	96.390183	2.796601	0.000000	0.000000	96.750604	3.249396	0.000000	0.000000	94.509593	5.490407	0.948491	0.948491	99.186784	99.186784	100.000000	0.000000	0.006166	0.006166	0.813216	0.813216	0.000000	0.000000	0.000000	0.000000	0.705020	0.705020	100.0	100.0	100.0	0.841153	0.841153	100.0	100.0	100.0	0.044634	0.044634	0.000366	0.000366	0.000000	0.000000	0.028	0.028	0.023	0.023	0.015017	0.000030	0.015017	0.000030	0.000123	2.439648e-07	0.000123	2.439648e-07	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.954657	0.000000	0.954657	0.705020	0.705020	0.841153	0.841153	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2032	0.000000	1.099367	0.000000	97.941985	100	1.099367	1.099367	97.774864	100	0.000000	0.000000	95.918540	100	0.000000	0.000000	0.000000	0.000000	1.099367	0.000000	0.000000	96.842618	2.058015	0.000000	0.000000	97.774864	2.225136	0.000000	0.000000	95.918540	4.081460	0.943567	0.943567	98.900633	98.900633	100.000000	0.000000	0.008336	0.008336	1.099367	1.099367	0.000000	0.000000	0.000000	0.000000	0.702783	0.702783	100.0	100.0	100.0	0.837473	0.837473	100.0	100.0	100.0	0.044505	0.044505	0.000495	0.000495	0.000000	0.000000	0.028	0.028	0.023	0.023	0.014974	0.000030	0.014974	0.000030	0.000166	3.298101e-07	0.000166	3.298101e-07	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.951903	0.000000	0.951903	0.702783	0.702783	0.837473	0.837473	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2033	0.000000	1.481098	0.000000	98.489997	100	1.481098	1.481098	98.481329	100	0.000000	0.000000	96.977487	100	0.000000	0.000000	0.000000	0.000000	1.481098	0.000000	0.000000	97.008899	1.510003	0.000000	0.000000	98.481329	1.518671	0.000000	0.000000	96.977487	3.022513	0.938308	0.938308	98.518902	98.518902	100.000000	0.000000	0.011231	0.011231	1.481098	1.481098	0.000000	0.000000	0.000000	0.000000	0.701240	0.701240	100.0	100.0	100.0	0.834708	0.834708	100.0	100.0	100.0	0.044334	0.044334	0.000666	0.000666	0.000000	0.000000	0.028	0.028	0.023	0.023	0.014916	0.000030	0.014916	0.000030	0.000224	4.443294e-07	0.000224	4.443294e-07	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.949539	0.000000	0.949539	0.701240	0.701240	0.834708	0.834708	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2034	0.000000	1.986267	0.000000	98.895123	100	1.986267	1.986267	98.965869	100	0.000000	0.000000	97.768080	100	0.000000	0.000000	0.000000	0.000000	1.986267	0.000000	0.000000	96.908856	1.104877	0.000000	0.000000	98.965869	1.034131	0.000000	0.000000	97.768080	2.231920	0.932307	0.932307	98.013733	98.013733	100.000000	0.000000	0.015061	0.015061	1.986267	1.986267	0.000000	0.000000	0.000000	0.000000	0.700182	0.700182	100.0	100.0	100.0	0.832643	0.832643	100.0	100.0	100.0	0.044106	0.044106	0.000894	0.000894	0.000000	0.000000	0.028	0.028	0.023	0.023	0.014839	0.000029	0.014839	0.000029	0.000301	5.958801e-07	0.000301	5.958801e-07	0.000000	0.000000	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.947368	0.000000	0.947368	0.700182	0.700182	0.832643	0.832643	0.045	0.0000	0.045000	0.028	0.028	0.023	0.023	0.01514	0.00000	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2035	1.000000	3.647741	1.000000	99.202033	100	5.574786	3.647741	99.296917	100	2.000000	0.000000	98.355386	100	2.000000	0.000000	1.000000	0.000000	2.647741	0.000000	1.927045	93.627246	0.797967	0.000000	2.000000	97.296917	0.703083	0.000000	2.000000	96.355386	1.644614	0.912901	0.912901	96.352259	96.352259	99.000000	1.000000	0.020077	0.020077	2.647741	2.647741	0.010426	0.010426	1.000000	1.000000	0.697365	0.697365	100.0	100.0	100.0	0.828629	0.828629	100.0	100.0	100.0	0.043359	0.043359	0.001191	0.001191	0.000495	0.000495	0.028	0.028	0.023	0.023	0.014588	0.000029	0.014588	0.000029	0.000401	7.943224e-07	0.000401	7.943224e-07	0.000151	0.000151	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.942401	1.042608	0.943403	0.697365	0.697365	0.828629	0.828629	0.045	0.0495	0.045045	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2036	1.355360	4.857324	1.355360	99.421576	100	7.436375	4.857324	99.522501	100	2.923726	0.000000	98.790061	100	2.710720	0.000000	1.355360	0.000000	3.501964	0.000000	2.579051	91.985201	0.578424	0.000000	2.923726	96.598776	0.477499	0.000000	2.710720	96.079341	1.209939	0.899851	0.899851	95.142676	95.142676	98.644640	1.355360	0.026554	0.026554	3.501964	3.501964	0.014131	0.014131	1.355360	1.355360	0.695905	0.695905	100.0	100.0	100.0	0.826612	0.826612	100.0	100.0	100.0	0.042814	0.042814	0.001576	0.001576	0.000671	0.000671	0.028	0.028	0.023	0.023	0.014405	0.000029	0.014405	0.000029	0.000530	1.050589e-06	0.000530	1.050589e-06	0.000205	0.000205	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.939134	1.042608	0.940537	0.695905	0.695905	0.826612	0.826612	0.045	0.0495	0.045061	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000030	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2037	1.832278	6.417855	1.832278	99.582597	100	9.847225	6.417855	99.675943	100	4.255560	0.000000	99.110889	100	3.664556	0.000000	1.832278	0.000000	4.585577	0.000000	3.429370	89.735372	0.417403	0.000000	4.255560	95.420383	0.324057	0.000000	3.664556	95.446333	0.889111	0.883369	0.883369	93.582145	93.582145	98.167722	1.832278	0.034771	0.034771	4.585577	4.585577	0.019103	0.019103	1.832278	1.832278	0.694176	0.694176	100.0	100.0	100.0	0.824591	0.824591	100.0	100.0	100.0	0.042112	0.042112	0.002064	0.002064	0.000907	0.000907	0.028	0.028	0.023	0.023	0.014168	0.000028	0.014168	0.000028	0.000694	1.375673e-06	0.000694	1.375673e-06	0.000277	0.000277	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.935277	1.042608	0.937243	0.694176	0.694176	0.824591	0.824591	0.045	0.0495	0.045082	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000029	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2038	2.468497	8.397958	2.468497	99.700380	100	12.920344	8.397958	99.780186	100	6.155610	0.000000	99.347209	100	4.936993	0.000000	2.468497	0.000000	5.929461	0.000000	4.522387	86.780036	0.299620	0.000000	6.155610	93.624576	0.219814	0.000000	4.936993	94.410215	0.652791	0.862695	0.862695	91.602042	91.602042	97.531503	2.468497	0.044961	0.044961	5.929461	5.929461	0.025737	0.025737	2.468497	2.468497	0.691959	0.691959	100.0	100.0	100.0	0.822396	0.822396	100.0	100.0	100.0	0.041221	0.041221	0.002668	0.002668	0.001222	0.001222	0.028	0.028	0.023	0.023	0.013869	0.000027	0.013869	0.000027	0.000898	1.778838e-06	0.000898	1.778838e-06	0.000374	0.000374	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.930628	1.042608	0.933392	0.691959	0.691959	0.822396	0.822396	0.045	0.0495	0.045111	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000029	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2039	3.310445	10.860634	3.310445	99.786253	100	16.762453	10.860634	99.850946	100	8.825804	0.000000	99.521019	100	6.620890	0.000000	3.310445	0.000000	7.550189	0.000000	5.901820	83.023800	0.213747	0.000000	8.825804	91.025141	0.149054	0.000000	6.620890	92.900129	0.478981	0.837135	0.837135	89.139366	89.139366	96.689555	3.310445	0.057250	0.057250	7.550189	7.550189	0.034515	0.034515	3.310445	3.310445	0.689009	0.689009	100.0	100.0	100.0	0.819854	0.819854	100.0	100.0	100.0	0.040113	0.040113	0.003398	0.003398	0.001639	0.001639	0.028	0.028	0.023	0.023	0.013496	0.000027	0.013496	0.000027	0.001143	2.265057e-06	0.001143	2.265057e-06	0.000501	0.000501	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.925006	1.042608	0.928900	0.689009	0.689009	0.819854	0.819854	0.045	0.0495	0.045149	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000029	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2040	4.412902	13.853079	4.412902	99.848598	100	21.456238	13.853079	99.898951	100	12.500000	0.000000	99.648715	100	8.825804	0.000000	4.412902	0.000000	9.440177	0.000000	7.603159	78.392360	0.151402	0.000000	12.500000	87.398951	0.101049	0.000000	8.825804	90.822911	0.351285	0.806166	0.806166	86.146921	86.146921	95.587098	4.412902	0.071581	0.071581	9.440177	9.440177	0.046009	0.046009	4.412902	4.412902	0.685058	0.685058	100.0	100.0	100.0	0.816786	0.816786	100.0	100.0	100.0	0.038766	0.038766	0.004248	0.004248	0.002184	0.002184	0.028	0.028	0.023	0.023	0.013043	0.000026	0.013043	0.000026	0.001429	2.832053e-06	0.001429	2.832053e-06	0.000668	0.000668	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.918269	1.042608	0.923756	0.685058	0.685058	0.816786	0.816786	0.045	0.0495	0.045199	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000029	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2041	5.836607	17.396273	5.836607	99.893615	100	27.038783	17.396273	99.931506	100	17.411664	0.000000	99.742456	100	11.673214	0.000000	5.836607	0.000000	11.559665	0.000000	9.642510	72.854832	0.106385	0.000000	17.411664	82.519841	0.068494	0.000000	11.673214	88.069241	0.257544	0.769548	0.769548	82.603727	82.603727	94.163393	5.836607	0.087652	0.087652	11.559665	11.559665	0.060853	0.060853	5.836607	5.836607	0.679845	0.679845	100.0	100.0	100.0	0.813009	0.813009	100.0	100.0	100.0	0.037172	0.037172	0.005202	0.005202	0.002889	0.002889	0.028	0.028	0.023	0.023	0.012506	0.000025	0.012506	0.000025	0.001750	3.467900e-06	0.001750	3.467900e-06	0.000884	0.000884	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.910333	1.042608	0.918054	0.679845	0.679845	0.813009	0.813009	0.045	0.0495	0.045263	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000028	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2042	7.642628	21.477434	7.642628	99.925901	100	33.479810	21.477434	99.953577	100	23.729883	0.000000	99.811229	100	15.285256	0.000000	7.642628	0.000000	13.834806	0.000000	12.002375	66.446092	0.074099	0.000000	23.729883	76.223695	0.046423	0.000000	15.285256	84.525973	0.188771	0.727414	0.727414	78.522566	78.522566	92.357372	7.642628	0.104904	0.104904	13.834806	13.834806	0.079683	0.079683	7.642628	7.642628	0.673182	0.673182	100.0	100.0	100.0	0.808350	0.808350	100.0	100.0	100.0	0.035335	0.035335	0.006226	0.006226	0.003783	0.003783	0.028	0.028	0.023	0.023	0.011888	0.000024	0.011888	0.000024	0.002095	4.150442e-06	0.002095	4.150442e-06	0.001157	0.001157	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.901193	1.042608	0.912001	0.673182	0.673182	0.808350	0.808350	0.045	0.0495	0.045344	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000028	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2043	9.882435	26.047629	9.882435	99.948872	100	40.664219	26.047629	99.968539	100	31.467258	0.000000	99.861663	100	19.764870	0.000000	9.882435	0.000000	16.165194	0.000000	14.616590	59.284652	0.051128	0.000000	31.467258	68.501281	0.031461	0.000000	19.764870	80.096792	0.138337	0.680311	0.680311	73.952371	73.952371	90.117565	9.882435	0.122574	0.122574	16.165194	16.165194	0.103035	0.103035	9.882435	9.882435	0.665050	0.665050	100.0	100.0	100.0	0.802663	0.802663	100.0	100.0	100.0	0.033279	0.033279	0.007274	0.007274	0.004892	0.004892	0.028	0.028	0.023	0.023	0.011196	0.000022	0.011196	0.000022	0.002447	4.849558e-06	0.002447	4.849558e-06	0.001496	0.001496	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.890931	1.042608	0.905921	0.665050	0.665050	0.802663	0.802663	0.045	0.0495	0.045445	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000027	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2044	12.583648	31.023982	12.583648	99.965064	100	48.383380	31.023982	99.978679	100	40.391423	0.000000	99.898636	100	25.167295	0.000000	12.583648	0.000000	18.440335	0.000000	17.359398	51.581684	0.034936	0.000000	40.391423	59.587257	0.021321	0.000000	25.167295	74.731341	0.101364	0.629196	0.629196	68.976018	68.976018	87.416352	12.583648	0.139826	0.139826	18.440335	18.440335	0.131198	0.131198	12.583648	12.583648	0.655685	0.655685	100.0	100.0	100.0	0.795866	0.795866	100.0	100.0	100.0	0.031039	0.031039	0.008298	0.008298	0.006229	0.006229	0.028	0.028	0.023	0.023	0.010443	0.000021	0.010443	0.000021	0.002792	5.532100e-06	0.002792	5.532100e-06	0.001905	0.001905	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.879723	1.042608	0.900220	0.655685	0.655685	0.795866	0.795866	0.045	0.0495	0.045566	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000026	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2045	15.733629	36.293452	16.333629	99.976363	100	56.340155	37.567582	99.985552	100	50.000000	2.000000	99.925735	100	31.467258	2.000000	15.733629	0.600000	19.959823	1.274131	18.772573	43.636207	0.023637	2.000000	48.000000	49.985552	0.014448	2.000000	29.467258	68.458477	0.074265	0.573585	0.573585	63.706548	63.706548	84.266371	15.733629	0.155044	0.155044	20.559823	20.559823	0.164040	0.164040	15.733629	15.733629	0.643517	0.643517	100.0	100.0	100.0	0.785501	0.785501	100.0	100.0	100.0	0.028668	0.028668	0.009252	0.009252	0.007788	0.007788	0.028	0.028	0.023	0.023	0.009645	0.000019	0.009645	0.000019	0.003113	6.167947e-06	0.003113	6.167947e-06	0.002382	0.002382	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.864673	1.042608	0.892669	0.643517	0.643517	0.785501	0.785501	0.045	0.0495	0.045708	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000025	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2046	19.266109	41.715921	20.079325	99.984159	100	64.174069	43.295839	99.990209	100	59.608577	2.923726	99.945593	100	38.532218	2.710720	19.266109	0.813216	21.636596	1.579918	20.878231	35.810089	0.015841	2.923726	56.684852	40.381632	0.009791	2.710720	35.821499	61.413375	0.054407	0.518303	0.518303	58.284079	58.284079	80.733891	19.266109	0.169072	0.169072	22.449811	22.449811	0.200870	0.200870	19.266109	19.266109	0.632481	0.632481	100.0	100.0	100.0	0.775806	0.775806	100.0	100.0	100.0	0.026228	0.026228	0.010102	0.010102	0.009537	0.009537	0.028	0.028	0.023	0.023	0.008824	0.000017	0.008824	0.000017	0.003399	6.734943e-06	0.003399	6.734943e-06	0.002917	0.002917	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.851408	1.042608	0.888244	0.632481	0.632481	0.775806	0.775806	0.045	0.0495	0.045867	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000024	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2047	23.058010	47.128549	24.157377	99.989474	100	71.510758	49.066053	99.993366	100	68.532742	4.255560	99.960143	100	46.116020	3.664556	23.058010	1.099367	22.971172	1.937504	22.444705	28.478716	0.010526	4.255560	64.277183	31.460623	0.006634	3.664556	42.451464	53.844123	0.039857	0.463741	0.463741	52.871451	52.871451	76.941990	23.058010	0.180954	0.180954	24.070539	24.070539	0.240405	0.240405	23.058010	23.058010	0.621737	0.621737	100.0	100.0	100.0	0.765179	0.765179	100.0	100.0	100.0	0.023792	0.023792	0.010832	0.010832	0.011414	0.011414	0.028	0.028	0.023	0.023	0.008005	0.000016	0.008005	0.000016	0.003644	7.221162e-06	0.003644	7.221162e-06	0.003491	0.003491	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.837897	1.042608	0.885100	0.621737	0.621737	0.765179	0.765179	0.045	0.0495	0.046038	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000023	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2048	26.941990	52.356413	28.423088	99.993052	100	78.028674	54.708574	99.995504	100	76.270117	6.155610	99.970803	100	53.883980	4.936993	26.941990	1.481098	23.933325	2.352161	23.320100	21.964378	0.006948	6.155610	70.114508	23.725387	0.004496	4.936993	48.946987	46.086823	0.029197	0.411755	0.411755	47.643587	47.643587	73.058010	26.941990	0.190602	0.190602	25.414423	25.414423	0.280899	0.280899	26.941990	26.941990	0.611643	0.611643	100.0	100.0	100.0	0.753939	0.753939	100.0	100.0	100.0	0.021440	0.021440	0.011436	0.011436	0.013336	0.013336	0.028	0.028	0.023	0.023	0.007213	0.000014	0.007213	0.000014	0.003848	7.624327e-06	0.003848	7.624327e-06	0.004079	0.004079	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.824491	1.042608	0.883256	0.611643	0.611643	0.753939	0.753939	0.045	0.0495	0.046212	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000022	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2049	30.733891	57.231927	32.720158	99.995431	100	83.520513	60.063554	99.996954	100	82.588336	8.825804	99.978613	100	61.467782	6.620890	30.733891	1.986267	24.511769	2.831627	23.456959	16.474919	0.004569	8.825804	73.762532	17.408618	0.003046	6.620890	54.846891	38.510831	0.021387	0.363979	0.363979	42.768073	42.768073	69.266109	30.733891	0.198100	0.198100	26.498036	26.498036	0.320434	0.320434	30.733891	30.733891	0.602230	0.602230	100.0	100.0	100.0	0.742425	0.742425	100.0	100.0	100.0	0.019246	0.019246	0.011924	0.011924	0.015213	0.015213	0.028	0.028	0.023	0.023	0.006475	0.000013	0.006475	0.000013	0.004012	7.949411e-06	0.004012	7.949411e-06	0.004653	0.004653	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.811478	1.042608	0.882513	0.602230	0.602230	0.742425	0.742425	0.045	0.0495	0.046383	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000021	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2050	34.266371	61.618630	36.914113	99.996997	100	87.922435	65.006095	99.997936	100	87.500000	12.500000	99.984334	100	68.532742	8.825804	34.266371	2.647741	24.704517	3.387465	22.916341	12.074561	0.003003	12.500000	75.000000	12.497936	0.002064	8.825804	59.706938	31.451591	0.015666	0.321584	0.321584	38.381370	38.381370	65.733629	34.266371	0.203637	0.203637	27.352259	27.352259	0.357264	0.357264	34.266371	34.266371	0.593239	0.593239	100.0	100.0	100.0	0.730913	0.730913	100.0	100.0	100.0	0.017272	0.017272	0.012309	0.012309	0.016962	0.016962	0.028	0.028	0.023	0.023	0.005811	0.000012	0.005811	0.000012	0.004141	8.205678e-06	0.004141	8.205678e-06	0.005188	0.005188	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.799014	1.042608	0.882485	0.593239	0.593239	0.730913	0.730913	0.045	0.0495	0.046542	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000020	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2051	37.416352	65.430085	40.918317	99.998019	100	91.299688	69.465506	99.998601	100	91.174196	17.411664	99.988525	100	74.832705	11.673214	37.416352	3.501964	24.511769	4.035420	21.834182	8.698331	0.001981	17.411664	73.762532	8.824406	0.001399	11.673214	63.159490	25.155820	0.011475	0.285151	0.285151	34.569915	34.569915	62.583648	37.416352	0.207438	0.207438	28.013733	28.013733	0.390106	0.390106	37.416352	37.416352	0.584250	0.584250	100.0	100.0	100.0	0.719558	0.719558	100.0	100.0	100.0	0.015556	0.015556	0.012606	0.012606	0.018521	0.018521	0.028	0.028	0.023	0.023	0.005234	0.000010	0.005234	0.000010	0.004241	8.404120e-06	0.004241	8.404120e-06	0.005665	0.005665	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.787089	1.042608	0.882695	0.584250	0.584250	0.719558	0.719558	0.045	0.0495	0.046684	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000019	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2052	40.117565	68.636467	44.703142	99.998683	100	93.801038	73.430463	99.999052	100	93.844390	23.729883	99.991595	100	80.235130	15.285256	40.117565	4.585577	23.933325	4.793996	20.370575	6.197645	0.001317	23.729883	70.114508	6.154662	0.000948	15.285256	64.949873	19.756465	0.008405	0.254682	0.254682	31.363533	31.363533	59.882435	40.117565	0.209728	0.209728	28.518902	28.518902	0.418269	0.418269	40.117565	40.117565	0.574839	0.574839	100.0	100.0	100.0	0.708370	0.708370	100.0	100.0	100.0	0.014114	0.014114	0.012834	0.012834	0.019858	0.019858	0.028	0.028	0.023	0.023	0.004748	0.000009	0.004748	0.000009	0.004318	8.555671e-06	0.004318	8.555671e-06	0.006074	0.006074	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.775536	1.042608	0.882679	0.574839	0.574839	0.708370	0.708370	0.045	0.0495	0.046805	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000018	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2053	42.357372	71.258005	48.286833	99.999116	100	95.606712	76.938823	99.999358	100	95.744440	31.467258	99.993843	100	84.714744	19.764870	42.357372	5.929461	22.971172	5.680818	18.667889	4.392404	0.000884	31.467258	64.277183	4.254918	0.000642	19.764870	64.949873	15.279099	0.006157	0.229732	0.229732	28.741995	28.741995	57.642628	42.357372	0.210712	0.210712	28.900633	28.900633	0.441621	0.441621	42.357372	42.357372	0.564749	0.564749	100.0	100.0	100.0	0.697252	0.697252	100.0	100.0	100.0	0.012934	0.012934	0.013005	0.013005	0.020967	0.020967	0.028	0.028	0.023	0.023	0.004352	0.000009	0.004352	0.000009	0.004376	8.670190e-06	0.004376	8.670190e-06	0.006413	0.006413	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.764095	1.042608	0.882065	0.564749	0.564749	0.697252	0.697252	0.045	0.0495	0.046906	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000017	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2054	44.163393	73.350177	51.713581	99.999400	100	96.889109	80.057217	99.999565	100	97.076274	40.391423	99.995490	100	88.326786	25.167295	44.163393	7.550189	21.636596	6.707040	16.831892	3.110291	0.000600	40.391423	56.684852	2.923291	0.000435	25.167295	63.159490	11.668705	0.004510	0.209594	0.209594	26.649823	26.649823	55.836607	44.163393	0.210577	0.210577	29.186784	29.186784	0.460451	0.460451	44.163393	44.163393	0.554012	0.554012	100.0	100.0	100.0	0.686068	0.686068	100.0	100.0	100.0	0.011992	0.011992	0.013134	0.013134	0.021861	0.021861	0.028	0.028	0.023	0.023	0.004035	0.000008	0.004035	0.000008	0.004419	8.756035e-06	0.004419	8.756035e-06	0.006686	0.006686	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.752501	1.042608	0.880622	0.554012	0.554012	0.686068	0.686068	0.045	0.0495	0.046987	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000017	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2055	45.587098	74.987098	55.027275	99.999587	100	97.792410	82.857972	99.999705	100	98.000000	50.000000	99.996697	100	91.174196	31.467258	45.587098	9.440177	19.959823	7.870874	14.934438	2.207177	0.000413	50.000000	48.000000	1.999705	0.000295	31.467258	59.706938	8.822501	0.003303	0.193466	0.193466	25.012902	25.012902	54.412902	45.587098	0.209507	0.209507	29.400000	29.400000	0.475295	0.475295	45.587098	45.587098	0.542985	0.542985	100.0	100.0	100.0	0.674720	0.674720	100.0	100.0	100.0	0.011256	0.011256	0.013230	0.013230	0.022566	0.022566	0.028	0.028	0.023	0.023	0.003787	0.000008	0.003787	0.000008	0.004451	8.820000e-06	0.004451	8.820000e-06	0.006902	0.006902	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.740584	1.042608	0.878268	0.542985	0.542985	0.674720	0.674720	0.045	0.0495	0.047051	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000016	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2056	46.689555	76.247714	58.249220	99.999713	100	98.427387	85.399997	99.999800	100	98.635983	59.608577	99.997580	100	93.379110	38.532218	46.689555	11.559665	17.998494	9.152283	13.027390	1.572326	0.000287	59.608577	39.027406	1.363817	0.000200	38.532218	54.846891	6.618471	0.002420	0.180585	0.180585	23.752286	23.752286	53.310445	46.689555	0.207693	0.207693	29.558159	29.558159	0.486789	0.486789	46.689555	46.689555	0.532260	0.532260	100.0	100.0	100.0	0.663221	0.663221	100.0	100.0	100.0	0.010689	0.010689	0.013301	0.013301	0.023111	0.023111	0.028	0.028	0.023	0.023	0.003596	0.000007	0.003596	0.000007	0.004475	8.867448e-06	0.004475	8.867448e-06	0.007069	0.007069	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.728334	1.042608	0.875067	0.532260	0.532260	0.663221	0.663221	0.045	0.0495	0.047101	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000016	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2057	47.531503	77.206592	61.366309	99.999798	100	98.874691	87.718005	99.999865	100	99.071645	68.532742	99.998228	100	95.063007	46.116020	47.531503	13.834806	15.840283	10.511413	11.156686	1.125107	0.000202	68.532742	30.538903	0.928220	0.000135	46.116020	48.946987	4.935221	0.001772	0.170291	0.170291	22.793408	22.793408	52.468497	47.531503	0.205345	0.205345	29.675089	29.675089	0.495567	0.495567	47.531503	47.531503	0.522461	0.522461	100.0	100.0	100.0	0.651726	0.651726	100.0	100.0	100.0	0.010257	0.010257	0.013354	0.013354	0.023528	0.023528	0.028	0.028	0.023	0.023	0.003451	0.000007	0.003451	0.000007	0.004493	8.902527e-06	0.004493	8.902527e-06	0.007196	0.007196	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.715927	1.042608	0.871203	0.522461	0.522461	0.651726	0.651726	0.045	0.0495	0.047139	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000016	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2058	48.167722	77.929046	64.332916	99.999857	100	99.191197	89.821754	99.999908	100	99.369048	76.270117	99.998702	100	96.335444	53.883980	48.167722	16.165194	13.596130	11.892709	9.369443	0.808659	0.000143	76.270117	23.098931	0.630860	0.000092	53.883980	42.451464	3.663258	0.001298	0.162057	0.162057	22.070954	22.070954	51.832278	48.167722	0.202686	0.202686	29.761324	29.761324	0.502200	0.502200	48.167722	48.167722	0.514050	0.514050	100.0	100.0	100.0	0.640512	0.640512	100.0	100.0	100.0	0.009932	0.009932	0.013393	0.013393	0.023843	0.023843	0.028	0.028	0.023	0.023	0.003342	0.000007	0.003342	0.000007	0.004506	8.928397e-06	0.004506	8.928397e-06	0.007293	0.007293	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.703698	1.042608	0.866943	0.514050	0.514050	0.640512	0.640512	0.045	0.0495	0.047168	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000016	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2059	48.644640	78.469446	67.084975	99.999898	100	99.416367	91.703800	99.999938	100	99.571589	82.588336	99.999049	100	97.289280	61.467782	48.644640	18.440335	11.384472	13.234354	7.712567	0.583531	0.000102	82.588336	16.983253	0.428349	0.000062	61.467782	35.821499	2.709769	0.000951	0.155475	0.155475	21.530554	21.530554	51.355360	48.644640	0.199932	0.199932	29.824806	29.824806	0.507173	0.507173	48.644640	48.644640	0.507223	0.507223	100.0	100.0	100.0	0.629923	0.629923	100.0	100.0	100.0	0.009689	0.009689	0.013421	0.013421	0.024079	0.024079	0.028	0.028	0.023	0.023	0.003260	0.000006	0.003260	0.000006	0.004515	8.947442e-06	0.004515	8.947442e-06	0.007365	0.007365	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.692056	1.042608	0.862581	0.507223	0.507223	0.629923	0.629923	0.045	0.0495	0.047189	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000015	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003
2060	49.000000	78.871477	69.559823	99.999927	100	99.577430	93.351433	99.999958	100	99.709302	87.500000	99.999304	100	98.000000	68.532742	49.000000	20.559823	9.311654	14.479957	6.225996	0.422497	0.000073	87.500000	12.209302	0.290656	0.000042	68.532742	29.467258	1.999304	0.000696	0.150237	0.150237	21.128523	21.128523	51.000000	49.000000	0.197273	0.197273	29.871477	29.871477	0.510878	0.510878	49.000000	49.000000	0.501937	0.501937	100.0	100.0	100.0	0.620279	0.620279	100.0	100.0	100.0	0.009508	0.009508	0.013442	0.013442	0.024255	0.024255	0.028	0.028	0.023	0.023	0.003199	0.000006	0.003199	0.000006	0.004523	8.961443e-06	0.004523	8.961443e-06	0.007419	0.007419	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.681391	1.042608	0.858387	0.501937	0.501937	0.620279	0.620279	0.045	0.0495	0.047205	0.028	0.028	0.023	0.023	0.01514	0.01514	0.00003	0.01514	0.000015	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003	0.01514	0.00003

More simply, the user can plot fleet renewal and its impact on energy consumption per ASK for each category.

fleet_model.plot()

Compute and results for the global model#

The user can finally run the global model for studying a prospective scenario for air transport based on a hand-made fleet.

process.compute()

process.plot("air_transport_co2_emissions")

<aeromaps.plots.main.AirTransportCO2EmissionsPlot at 0x230fa7f5070>