{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"tags": [
"exclude"
]
},
"source": [
"#### Imports"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {
"tags": [
"exclude"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The autoreload extension is already loaded. To reload it, use:\n",
" %reload_ext autoreload\n"
]
}
],
"source": [
"from datetime import timedelta\n",
"import json\n",
"import pprint\n",
"from copy import deepcopy\n",
"\n",
"import cufflinks\n",
"import numpy as np\n",
"from numpy.polynomial import Polynomial\n",
"import pandas as pd\n",
"from tqdm.notebook import tqdm\n",
"\n",
"from pyrecoy.assets import Heatpump, Eboiler, GasBoiler\n",
"from pyrecoy.colors import *\n",
"from pyrecoy.converters import *\n",
"from pyrecoy.financial import calculate_eb_ode, get_tax_tables, get_tax_rate, get_grid_tariffs_electricity\n",
"from pyrecoy.framework import TimeFramework\n",
"from pyrecoy.casestudy import CaseStudy\n",
"from pyrecoy.plotting import ebitda_bar_chart, npv_bar_chart\n",
"from pyrecoy.reports import CaseReport, ComparisonReport, BusinessCaseReport, SingleFigureComparison\n",
"from pyrecoy.sensitivity import SensitivityAnalysis\n",
"from pyrecoy.prices import get_tennet_data, get_afrr_capacity_fees_nl\n",
"from pyrecoy.forecasts import Mipf\n",
"\n",
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": [
"exclude"
]
},
"source": [
"#### Development backlog"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": [
"exclude"
]
},
"source": [
"* aFRR (can improve the optimisation case)\n",
"* Report\n",
"\n",
"--\n",
"* Create strategy on imbalance POS (buy 100% day-ahead, and respond to high prices)\n",
"* Graphs\n",
" * EBITDA vs. baseline (earnings vs baseline)\n",
"* Show COP curves in different cases, just for illustration\n",
"* Energy report --> Check + add gas\n",
"* Fix comparison reports\n",
"* Model verification"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": [
"exclude"
]
},
"source": [
"#### Meeting Notes"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": [
"exclude"
]
},
"source": [
"##### Meeting 25-11-2020"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": [
"exclude"
]
},
"source": [
"* aFRR can help optimisation case\n",
"* SDE++ should be included\n",
"* Tsource sensitivity really gives interesting insights\n",
"* Sensitivities should be verified (especially CO2, Tsink, Tsource, time period)\n",
"* AP TNO: Update/verify COP curve\n",
"* AP TNO: Update CAPEX\n",
"* AP Mark: \n",
" * Create graphs on COP curve with different Tsource, Tsink\n",
" * Generate table and output in .csv (send it to Andrew)\n",
"* Investigate opportunity to lower the COP and negative electricity prices\n",
" * Technically feasible, but not really needed/possible to do it in this project\n",
"* Could be interesting to run this model on a usecase with higher delta T\n",
"* Conclusion: Finalize this model, but not add too much extra complexity, next steps is to go towards industrial partners with the results"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": [
"exclude"
]
},
"source": [
"# ENCORE : Heatpump Optimisation Framework\n",
"\n",
"***\n",
"© Mark Kremer \n",
"July 2020\n",
"##### Cases\n",
"In this model, 3 cases are compared:\n",
"* **Baseline** : All heat is supplied by steam turbine\n",
"* **Heatpump case** : All heat is supplied by heatpump\n",
"* **Hybrid case** : Steam turbine and heatpump run in hybrid mode, and are optimised on costs in real-time"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": [
"exclude"
]
},
"source": [
"#### Loading config"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {
"tags": [
"exclude"
]
},
"outputs": [],
"source": [
"class Config():\n",
" start = '2019-01-01'\n",
" end = '2019-12-31'\n",
" \n",
" hp_vdg_e_power = 23.3 # MW\n",
" hp_ndg_e_power = 7.7 # MW\n",
" hp_min_load = 0.3\n",
" hp_lifetime = 25\n",
" hp_capex = 200_000 # EUR/MWth\n",
" hp_opex = 0.01 # in % of CAPEX\n",
" hp_devex = 0.005 # in % of CAPEX\n",
" \n",
" gb_power = 35 # MW\n",
" gb_efficiency = 0.9\n",
" \n",
" tax_bracket_g = 4 \n",
" tax_bracket_e = 4\n",
" \n",
" include_transport_costs = False\n",
" grid_operator = 'Liander'\n",
" connection_type = 'TS/MS'\n",
" \n",
" discount_rate = 0.1\n",
" project_duration = 12\n",
"\n",
" forecast = 'ForeNeg'\n",
" gas_price_multiplier = 1\n",
" e_price_multiplier = 1\n",
" e_price_volatility_multiplier = 1\n",
" co2_price_multiplier = 1\n",
" tsource_delta = 0\n",
" tsink_delta = 0\n",
" energy_tax_multiplier = 1\n",
" \n",
" # Review the SDE implementation\n",
" sde_base_amount = 81\n",
" longterm_gas_price = 24.00\n",
" longterm_co2_price = 37.90\n",
" sde_switch_price_correction = 40\n",
" \n",
" day_ahead_buying_perc = 0.3\n",
" \n",
" afrr_capacity_fee = 25_000\n",
"\n",
"c = Config()"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {
"tags": [
"exclude"
]
},
"outputs": [],
"source": [
"class Store():\n",
" pass"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": [
"exclude"
]
},
"source": [
"## Model set-up"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {
"tags": [
"exclude"
]
},
"outputs": [],
"source": [
"def load_demand_data(c, s):\n",
" demand = pd.read_csv('data/smurfit_demand_preprocessed.csv', delimiter=';', decimal=',')\n",
" dt_index = pd.date_range(\n",
" start=s.time_fw.start,\n",
" end=s.time_fw.start + timedelta(days=365), freq='1T',\n",
" closed='left',\n",
" tz='Europe/Amsterdam')\n",
" demand.index = dt_index\n",
" demand['Total demand'] = demand['MW (VDG)'] + demand['MW (NDG)']\n",
" demand = demand[c.start:c.end]\n",
" return demand"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [],
"source": [
"s = Store()"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{}"
]
},
"execution_count": 77,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"s.__dict__"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [],
"source": [
"s.time_fw = TimeFramework(start=c.start, end=c.end)"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dict_keys(['name', 'start', 'end', 'freq', 'dt_index', 'data', 'assets', 'cashflows', 'irregular_cashflows', 'capex', 'total_capex', 'kpis'])"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"s.baseline = CaseStudy(time_fw=s.time_fw, freq='1T', name='Baseline')\n",
"s.baseline.__dict__.keys()"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [],
"source": [
"mipf = Mipf(start=s.time_fw.start, end=s.time_fw.end, tidy=True, include_nextQ=True).data"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [],
"source": [
"s.hpcase = CaseStudy(time_fw=s.time_fw, freq='1T', name='Heatpump only', data=mipf)"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {
"tags": [
"exclude"
]
},
"outputs": [],
"source": [
"def setup_model(c):\n",
" s = Store()\n",
" \n",
" s.time_fw = TimeFramework(start=c.start, end=c.end)\n",
" mipf = Mipf(start=s.time_fw.start, end=s.time_fw.end, tidy=True, include_nextQ=True).data\n",
" \n",
" s.baseline = CaseStudy(time_fw=s.time_fw, freq='1T', name='Baseline')\n",
" s.hpcase = CaseStudy(time_fw=s.time_fw, freq='1T', name='Heatpump only', data=mipf)\n",
" s.hpcase_sde = CaseStudy(time_fw=s.time_fw, freq='1T', name='Heatpump + SDE', data=mipf)\n",
" s.optcase1 = CaseStudy(time_fw=s.time_fw, freq='1T', name='Optimisation', data=mipf)\n",
" s.afrr_case = CaseStudy(time_fw=s.time_fw, freq='1T', name='Optimisation + aFRR', data=mipf)\n",
" \n",
" s.cases = list(CaseStudy.instances.values())\n",
" s.optcases = [s.hpcase, s.hpcase_sde, s.optcase1, s.afrr_case]\n",
" s.sde_cases = [s.hpcase_sde, s.optcase1, s.afrr_case]\n",
" \n",
" s.demand = load_demand_data(c, s)\n",
" return s\n",
"\n",
"s = setup_model(c)"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"linkText": "Export to plot.ly",
"plotlyServerURL": "https://plot.ly",
"showLink": true
},
"data": [
{
"line": {
"color": "rgba(255, 153, 51, 1.0)",
"dash": "solid",
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"text": "",
"type": "scatter",
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",
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"s.demand.resample('15T').mean()[['Tsource (VDG)', 'Tsink (VDG)']].iplot()"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Tsource (VDG) | \n",
" Tsink (VDG) | \n",
" MW (VDG) | \n",
" Tsource (NDG) | \n",
" Tsink (NDG) | \n",
" MW (NDG) | \n",
" Total demand | \n",
"
\n",
" \n",
" \n",
" \n",
" | count | \n",
" 525600.000000 | \n",
" 525600.000000 | \n",
" 525600.000000 | \n",
" 525600.000000 | \n",
" 525600.000000 | \n",
" 525600.000000 | \n",
" 525600.000000 | \n",
"
\n",
" \n",
" | mean | \n",
" 63.658798 | \n",
" 138.637674 | \n",
" 17.636712 | \n",
" 62.176305 | \n",
" 145.351645 | \n",
" 5.823824 | \n",
" 23.460537 | \n",
"
\n",
" \n",
" | std | \n",
" 6.422773 | \n",
" 14.328580 | \n",
" 5.123252 | \n",
" 10.252555 | \n",
" 14.896056 | \n",
" 1.691697 | \n",
" 6.814125 | \n",
"
\n",
" \n",
" | min | \n",
" 25.310000 | \n",
" 82.480000 | \n",
" 0.000000 | \n",
" 13.540000 | \n",
" 106.330000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
"
\n",
" \n",
" | 25% | \n",
" 64.892000 | \n",
" 126.074000 | \n",
" 17.014000 | \n",
" 63.516000 | \n",
" 131.551500 | \n",
" 5.612000 | \n",
" 22.676000 | \n",
"
\n",
" \n",
" | 50% | \n",
" 64.991000 | \n",
" 142.450000 | \n",
" 19.892000 | \n",
" 64.313000 | \n",
" 148.490000 | \n",
" 6.540000 | \n",
" 26.441000 | \n",
"
\n",
" \n",
" | 75% | \n",
" 65.076000 | \n",
" 151.730000 | \n",
" 20.819000 | \n",
" 65.546000 | \n",
" 158.100000 | \n",
" 6.880000 | \n",
" 27.690000 | \n",
"
\n",
" \n",
" | max | \n",
" 70.070000 | \n",
" 166.020000 | \n",
" 23.250000 | \n",
" 73.470000 | \n",
" 172.050000 | \n",
" 7.650000 | \n",
" 30.900000 | \n",
"
\n",
" \n",
"
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" DAM | \n",
" POS | \n",
" NEG | \n",
" RS | \n",
" ForePos | \n",
" ForeNeg | \n",
" ForePos_nextQ | \n",
" ForeNeg_nextQ | \n",
" Gas prices (€/MWh) | \n",
" CO2 prices (€/ton) | \n",
" CO2 prices (€/MWh) | \n",
" Tsource (VDG) | \n",
" Tsink (VDG) | \n",
" MW (VDG) | \n",
" Tsource (NDG) | \n",
" Tsink (NDG) | \n",
" MW (NDG) | \n",
" Total demand | \n",
"
\n",
" \n",
" \n",
" \n",
" | 2019-01-01 00:00:00+01:00 | \n",
" 68.92 | \n",
" 34.85 | \n",
" 58.01 | \n",
" 2.0 | \n",
" 46.83 | \n",
" 52.70 | \n",
" NaN | \n",
" NaN | \n",
" 22.38 | \n",
" 24.98 | \n",
" 4.82 | \n",
" 64.990 | \n",
" 143.360 | \n",
" 0.0 | \n",
" 20.510 | \n",
" 147.620 | \n",
" 0.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 2019-01-01 00:01:00+01:00 | \n",
" 68.92 | \n",
" 34.85 | \n",
" 58.01 | \n",
" 2.0 | \n",
" 32.12 | \n",
" 54.45 | \n",
" NaN | \n",
" NaN | \n",
" 22.38 | \n",
" 24.98 | \n",
" 4.82 | \n",
" 64.985 | \n",
" 143.089 | \n",
" 0.0 | \n",
" 20.387 | \n",
" 147.642 | \n",
" 0.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 2019-01-01 00:02:00+01:00 | \n",
" 68.92 | \n",
" 34.85 | \n",
" 58.01 | \n",
" 2.0 | \n",
" 30.97 | \n",
" 48.64 | \n",
" NaN | \n",
" NaN | \n",
" 22.38 | \n",
" 24.98 | \n",
" 4.82 | \n",
" 64.980 | \n",
" 142.818 | \n",
" 0.0 | \n",
" 20.264 | \n",
" 147.664 | \n",
" 0.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 2019-01-01 00:03:00+01:00 | \n",
" 68.92 | \n",
" 34.85 | \n",
" 58.01 | \n",
" 2.0 | \n",
" 51.13 | \n",
" 48.35 | \n",
" 57.71 | \n",
" 73.05 | \n",
" 22.38 | \n",
" 24.98 | \n",
" 4.82 | \n",
" 64.975 | \n",
" 142.547 | \n",
" 0.0 | \n",
" 20.141 | \n",
" 147.686 | \n",
" 0.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 2019-01-01 00:04:00+01:00 | \n",
" 68.92 | \n",
" 34.85 | \n",
" 58.01 | \n",
" 2.0 | \n",
" 48.04 | \n",
" 52.01 | \n",
" 63.60 | \n",
" 79.07 | \n",
" 22.38 | \n",
" 24.98 | \n",
" 4.82 | \n",
" 64.970 | \n",
" 142.276 | \n",
" 0.0 | \n",
" 20.018 | \n",
" 147.708 | \n",
" 0.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
"
\n",
"
\n",
" \n",
" \n",
" | \n",
" DAM | \n",
" POS | \n",
" NEG | \n",
" RS | \n",
" ForePos | \n",
" ForeNeg | \n",
" ForePos_nextQ | \n",
" ForeNeg_nextQ | \n",
" Gas prices (€/MWh) | \n",
" CO2 prices (€/ton) | \n",
" ... | \n",
" Tsink (VDG) | \n",
" MW (VDG) | \n",
" Tsource (NDG) | \n",
" Tsink (NDG) | \n",
" MW (NDG) | \n",
" Total demand | \n",
" hp_output_MW | \n",
" hp_input_MW | \n",
" hp_output_MWh | \n",
" hp_input_MWh | \n",
"
\n",
" \n",
" \n",
" \n",
" | 2019-01-01 00:00:00+01:00 | \n",
" 68.92 | \n",
" 34.85 | \n",
" 58.01 | \n",
" 2.0 | \n",
" 46.83 | \n",
" 52.70 | \n",
" NaN | \n",
" NaN | \n",
" 22.38 | \n",
" 24.98 | \n",
" ... | \n",
" 143.360 | \n",
" 0.0 | \n",
" 20.510 | \n",
" 147.620 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 2019-01-01 00:01:00+01:00 | \n",
" 68.92 | \n",
" 34.85 | \n",
" 58.01 | \n",
" 2.0 | \n",
" 32.12 | \n",
" 54.45 | \n",
" NaN | \n",
" NaN | \n",
" 22.38 | \n",
" 24.98 | \n",
" ... | \n",
" 143.089 | \n",
" 0.0 | \n",
" 20.387 | \n",
" 147.642 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 2019-01-01 00:02:00+01:00 | \n",
" 68.92 | \n",
" 34.85 | \n",
" 58.01 | \n",
" 2.0 | \n",
" 30.97 | \n",
" 48.64 | \n",
" NaN | \n",
" NaN | \n",
" 22.38 | \n",
" 24.98 | \n",
" ... | \n",
" 142.818 | \n",
" 0.0 | \n",
" 20.264 | \n",
" 147.664 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 2019-01-01 00:03:00+01:00 | \n",
" 68.92 | \n",
" 34.85 | \n",
" 58.01 | \n",
" 2.0 | \n",
" 51.13 | \n",
" 48.35 | \n",
" 57.71 | \n",
" 73.05 | \n",
" 22.38 | \n",
" 24.98 | \n",
" ... | \n",
" 142.547 | \n",
" 0.0 | \n",
" 20.141 | \n",
" 147.686 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 2019-01-01 00:04:00+01:00 | \n",
" 68.92 | \n",
" 34.85 | \n",
" 58.01 | \n",
" 2.0 | \n",
" 48.04 | \n",
" 52.01 | \n",
" 63.60 | \n",
" 79.07 | \n",
" 22.38 | \n",
" 24.98 | \n",
" ... | \n",
" 142.276 | \n",
" 0.0 | \n",
" 20.018 | \n",
" 147.708 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
"
\n",
"5 rows × 22 columns
\n",
""
],
"text/plain": [
" DAM POS NEG RS ForePos ForeNeg \\\n",
"2019-01-01 00:00:00+01:00 68.92 34.85 58.01 2.0 46.83 52.70 \n",
"2019-01-01 00:01:00+01:00 68.92 34.85 58.01 2.0 32.12 54.45 \n",
"2019-01-01 00:02:00+01:00 68.92 34.85 58.01 2.0 30.97 48.64 \n",
"2019-01-01 00:03:00+01:00 68.92 34.85 58.01 2.0 51.13 48.35 \n",
"2019-01-01 00:04:00+01:00 68.92 34.85 58.01 2.0 48.04 52.01 \n",
"\n",
" ForePos_nextQ ForeNeg_nextQ Gas prices (€/MWh) \\\n",
"2019-01-01 00:00:00+01:00 NaN NaN 22.38 \n",
"2019-01-01 00:01:00+01:00 NaN NaN 22.38 \n",
"2019-01-01 00:02:00+01:00 NaN NaN 22.38 \n",
"2019-01-01 00:03:00+01:00 57.71 73.05 22.38 \n",
"2019-01-01 00:04:00+01:00 63.60 79.07 22.38 \n",
"\n",
" CO2 prices (€/ton) ... Tsink (VDG) MW (VDG) \\\n",
"2019-01-01 00:00:00+01:00 24.98 ... 143.360 0.0 \n",
"2019-01-01 00:01:00+01:00 24.98 ... 143.089 0.0 \n",
"2019-01-01 00:02:00+01:00 24.98 ... 142.818 0.0 \n",
"2019-01-01 00:03:00+01:00 24.98 ... 142.547 0.0 \n",
"2019-01-01 00:04:00+01:00 24.98 ... 142.276 0.0 \n",
"\n",
" Tsource (NDG) Tsink (NDG) MW (NDG) Total demand \\\n",
"2019-01-01 00:00:00+01:00 20.510 147.620 0.0 0.0 \n",
"2019-01-01 00:01:00+01:00 20.387 147.642 0.0 0.0 \n",
"2019-01-01 00:02:00+01:00 20.264 147.664 0.0 0.0 \n",
"2019-01-01 00:03:00+01:00 20.141 147.686 0.0 0.0 \n",
"2019-01-01 00:04:00+01:00 20.018 147.708 0.0 0.0 \n",
"\n",
" hp_output_MW hp_input_MW hp_output_MWh \\\n",
"2019-01-01 00:00:00+01:00 0.0 0.0 0.0 \n",
"2019-01-01 00:01:00+01:00 0.0 0.0 0.0 \n",
"2019-01-01 00:02:00+01:00 0.0 0.0 0.0 \n",
"2019-01-01 00:03:00+01:00 0.0 0.0 0.0 \n",
"2019-01-01 00:04:00+01:00 0.0 0.0 0.0 \n",
"\n",
" hp_input_MWh \n",
"2019-01-01 00:00:00+01:00 0.0 \n",
"2019-01-01 00:01:00+01:00 0.0 \n",
"2019-01-01 00:02:00+01:00 0.0 \n",
"2019-01-01 00:03:00+01:00 0.0 \n",
"2019-01-01 00:04:00+01:00 0.0 \n",
"\n",
"[5 rows x 22 columns]"
]
},
"execution_count": 122,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"s.hpcase.data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": [
"exclude"
]
},
"source": [
"## Financials"
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {
"tags": [
"exclude"
]
},
"outputs": [],
"source": [
"def calculate_sde_subsidy(c, s, case):\n",
" hp_capacity = abs(case.assets['Heatpump VDG'].max_th_power) + abs(case.assets['Heatpump NDG'].max_th_power)\n",
" case.full_load_hours = abs(case.data['hp_output_MWh'].sum() / hp_capacity)\n",
"\n",
" subsidized_hours = min(case.full_load_hours, 8000)\n",
" subsidized_MWh = subsidized_hours * hp_capacity\n",
"\n",
" base_amount_per_MWh_th = round(c.sde_base_amount*0.173 + c.longterm_gas_price, 2)\n",
" base_subsidy_amount = round(base_amount_per_MWh_th * subsidized_MWh, 2)\n",
" long_term_gas_price_LHV = round(EURperHHV_to_EURperLHV(c.longterm_gas_price), 2)\n",
" base_amount_gas = (2/3)*long_term_gas_price_LHV*0.9\n",
" mean_ttf_price_LHV = round(EURperHHV_to_EURperLHV(case.data['Gas prices (€/MWh)'].mean()), 2)\n",
" correction_amount_gas = max(mean_ttf_price_LHV, base_amount_gas)\n",
" avoided_gas_consumption = subsidized_MWh/0.9\n",
" correction_gas = round(correction_amount_gas * avoided_gas_consumption, 2)\n",
"\n",
" base_amount_co2 = (2/3)*c.longterm_co2_price\n",
" avoided_co2_emission = avoided_gas_consumption * 0.226\n",
" mean_ets_price = round(EURperHHV_to_EURperLHV(case.data['CO2 prices (€/ton)'].mean()), 2)\n",
" correction_amount_co2 = max(base_amount_co2, mean_ets_price)\n",
" correction_co2 = round(correction_amount_co2 * avoided_co2_emission, 2)\n",
"\n",
" sde_subsidy_corrected = max(base_subsidy_amount - (correction_gas + correction_co2), 0)\n",
" sde_per_MWh_th = sde_subsidy_corrected / subsidized_MWh\n",
" sde_per_MWh_e = sde_subsidy_corrected / case.data['hp_input_MWh'].abs().sum()\n",
"\n",
" case.sde_results = {\n",
" 'base_amount': base_subsidy_amount,\n",
" 'correction_gas': correction_gas,\n",
" 'correction_co2': correction_co2,\n",
" 'corrected_amount': sde_subsidy_corrected,\n",
" 'sde_per_MWh_th': sde_per_MWh_th,\n",
" 'sde_per_MWh_e': sde_per_MWh_e\n",
" }\n",
" return case"
]
},
{
"cell_type": "code",
"execution_count": 126,
"metadata": {
"tags": [
"exclude"
]
},
"outputs": [],
"source": [
"def collect_cashflows(c, s):\n",
" s.hpcase.generate_electr_market_results(nom_col='hp_input_MWh', real_col='hp_input_MWh')\n",
" s.hpcase_sde.generate_electr_market_results(nom_col='hp_input_MWh', real_col='hp_input_MWh')\n",
" \n",
" s.optcase1.data['DA Nom'] = s.hpcase.data['hp_input_MWh'] * c.day_ahead_buying_perc\n",
" s.optcase1.generate_electr_market_results(nom_col='DA Nom', real_col='hp_input_MWh')\n",
" \n",
" s.afrr_case.data['POS'] = s.afrr_case.data['aFRR_up'].fillna(value=s.afrr_case.data['POS'])\n",
" s.afrr_case.data['DA Nom'] = s.hpcase.data['hp_input_MWh']\n",
" s.afrr_case.generate_electr_market_results(nom_col='DA Nom', real_col='hp_input_MWh')\n",
" s.afrr_case.add_cashflow('aFRR capacity fee (€)', c.afrr_capacity_fee * s.afrr_case.afrr_capacity)\n",
" \n",
" for case in [s.baseline, s.optcase1, s.afrr_case]:\n",
" case.add_gas_costs(gasvolumes_col='gb_input_MWh')\n",
" case.add_co2_costs(volume_cols='gb_input_MWh', fuel='gas')\n",
" case.add_eb_ode(commodity='gas', tax_bracket=c.tax_bracket_g)\n",
" \n",
" for case in [s.hpcase, s.hpcase_sde, s.optcase1, s.afrr_case]:\n",
" case.add_eb_ode(commodity='electricity', tax_bracket=c.tax_bracket_e)\n",
" case.add_grid_costs(\n",
" power_MW_col='hp_input_MW',\n",
" grid_operator=c.grid_operator,\n",
" year=2020, \n",
" connection_type=c.connection_type\n",
" )\n",
" for case in s.sde_cases:\n",
" case = calculate_sde_subsidy(c=c, s=s, case=case)\n",
" case.add_cashflow('SDE++ subsidy (€)', case.sde_results['corrected_amount'])\n",
" return s\n",
"\n",
"s = collect_cashflows(c, s)"
]
},
{
"cell_type": "code",
"execution_count": 127,
"metadata": {
"tags": [
"exclude"
]
},
"outputs": [],
"source": [
"def calculate_financials(c, s):\n",
" for case in s.cases:\n",
" case.calculate_ebitda()\n",
"\n",
" for case in [s.hpcase, s.hpcase_sde, s.optcase1, s.afrr_case]:\n",
" case.calculate_business_case(\n",
" project_duration=c.project_duration, \n",
" discount_rate=c.discount_rate, \n",
" baseline=s.baseline\n",
" )\n",
" \n",
" return s\n",
"\n",
"s = calculate_financials(c, s)"
]
},
{
"cell_type": "code",
"execution_count": 128,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'Heatpump VDG OPEX (€)': -46600.0,\n",
" 'Heatpump NDG OPEX (€)': -15400.0,\n",
" 'Gasboiler OPEX (€)': 0,\n",
" 'Result on electricity market (€)': -1583625.83,\n",
" 'Gas consumption costs (€)': -35634.93,\n",
" 'CO2 emission costs (€)': -12069.1,\n",
" 'Gas taxes (€)': -8959.01,\n",
" 'Electricity taxes (€)': -35737.24,\n",
" 'Grid transport costs (€)': -273944.56,\n",
" 'SDE++ subsidy (€)': 2709506.46}"
]
},
"execution_count": 128,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"s.optcase1.cashflows"
]
},
{
"cell_type": "code",
"execution_count": 129,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'Heatpump VDG OPEX (€)': -46600.0,\n",
" 'Heatpump NDG OPEX (€)': -15400.0,\n",
" 'Gasboiler OPEX (€)': 0,\n",
" 'Result on electricity market (€)': -1583625.83,\n",
" 'Gas consumption costs (€)': -35634.93,\n",
" 'CO2 emission costs (€)': -12069.1,\n",
" 'Gas taxes (€)': -8959.01,\n",
" 'Electricity taxes (€)': -35737.24,\n",
" 'Grid transport costs (€)': -273944.56,\n",
" 'SDE++ subsidy (€)': 2709506.46,\n",
" 'EBITDA (€)': 697535.7899999998}"
]
},
"execution_count": 129,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"s.optcase1.ebitda_calc"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": [
"exclude"
]
},
"source": [
"## Visualisations"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"tags": [
"exclude"
]
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
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"data": [
{
"line": {
"color": "rgba(70, 165, 121, 1.0)",
"dash": "solid",
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"text": "",
"type": "scatter",
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""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig_demands_over_time = s.demand['Total demand'].resample('H').mean().iplot(\n",
" title='Smurfit Kappa: Heat demand by Hour in MW', \n",
" yTitle='MW', \n",
" colors=recoygreen,\n",
" asFigure=True,\n",
" dimensions=(800, 400)\n",
")\n",
"fig_demands_over_time"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"tags": [
"exclude"
]
},
"outputs": [
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"tickfont": {
"color": "#4D5663"
},
"title": {
"font": {
"color": "#4D5663"
},
"text": "Temperature in degrees C"
},
"type": "linear",
"zerolinecolor": "#E1E5ED"
}
}
},
"image/png": 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gQIAAAQIECAxbQFAfdv2MngABAgQIECBAgAABAgQKExDUCyuo6RAgQIAAAQIECBAgQIDAsAUE9WHXz+gJECBAgAABAgQIECBAoDABQb2wgpoOAQIECBAgQIAAAQIECAxbQFAfdv2MngABAgQIECBAgAABAgQKExDUCyuo6RAgQIAAAQIECBAgQIDAsAUE9WHXz+gJECBAgAABAgQIECBAoDABQb2wgpoOAQIECBAgQIAAAQIECAxbQFAfdv2MngABAgQIECBAgAABAgQKExDUCyuo6RAgQIAAAQIECBAgQIDAsAUE9WHXz+gJECBAgAABAgQIECBAoDABQb2wgpoOAQIECBAgQIAAAQIECAxbQFAfdv2MngABAgQIECBAgAABAgQKExDUCyuo6RAgQIAAAQIECBAgQIDAsAUE9WHXz+gJECBAgAABAgQIECBAoDABQb2wgpoOAQIECBAgQIAAAQIECAxbQFAfdv2MngABAgQIECBAgAABAgQKExDUCyuo6RAgQIAAAQIECBAgQIDAsAUE9WHXz+gJECBAgAABAgQIECBAoDABQb2wgpoOAQIECBAgQIAAAQIECAxbQFAfdv2MngABAgQIECBAgAABAgQKExDUCyuo6RAgQIAAAQIECBAgQIDAsAUE9WHXz+gJECBAgAABAgQIECBAoDABQb2wgpoOAQIECBAgQIAAAQIECAxbQFAfdv2MngABAgQIECBAgAABAgQKExDUCyuo6RAgQIAAAQIECBAgQIDAsAUE9WHXz+gJECBAgAABAgQIECBAoDABQb2wgpoOAQIECBAgQIAAAQIECAxbQFAfdv2MngABAgQIECBAgAABAgQKExDUCyuo6RAgQIAAAQIECBAgQIDAsAUE9WHXz+gJECBAgAABAgQIECBAoDABQb2wgpoOAQIECBAgQIAAAQIECAxbQFAfdv2MngABAgQIECBAgAABAgQKExDUCyuo6RAgQIAAAQIECBAgQIDAsAUE9WHXz+gJECBAgAABAgQIECBAoDABQb2wgprO/gIv79wVnnv+pXDYq1+JhgCBFQg8/czz4VWvPDgctHbNClrxVAJ1C1iT6q6/2XcnYE3qzlJL+QoI6vnWxsg6ELAp6gBREwT2CtgUOQwIrFzAmrRyQy0QaASsSY6DGgQE9RqqXPEcbYoqLr6pdypgU9Qpp8YqFbAmVVp40+5cwJrUOakGMxQQ1DMsiiF1J2BT1J2lluoWsCmqu/5m342ANakbR60QsCY5BmoQENRrqHLFc7Qpqrj4pt6pgE1Rp5waq1TAmlRp4U27cwFrUuekGsxQQFDPsCiG1J2ATVF3llqqW8CmqO76m303Atakbhy1QsCa5BioQUBQr6HKFc/Rpqji4pt6pwI2RZ1yaqxSAWtSpYU37c4FrEmdk2owQwFBPcOiGFJ3AjZF3VlqqW4Bm6K662/23QhYk7px1AoBa5JjoAYBQb2GKlc8R5uiiotv6p0K2BR1yqmxSgWsSZUW3rQ7F7AmdU6qwQwFBPUMi2JI3QnYFHVnqaW6BWyK6q6/2XcjYE3qxlErBKxJjoEaBAT1Gqpc8Rxtiiouvql3KmBT1CmnxioVsCZVWvjKpv25h/80+oxfePHlcPBBa8Lq1auj9nXc4UeFtx3+pqh9aJzANAFB3bFRtIBNUdHlNbmEAoJ6QmxdFStgTSq2tCY2IvCfvnl3dI9v/N13w5GvPjy89pBDo/b15te8IZzyxrdF7UPjBAR1x0CVAjZFVZbdpCMICOoRUDVZnYA1qbqSm3Akgd/7sz8M717/9nDqUW+P1INmCfQv4Ix6/zUwgogCNkURcTVdlYCgXlW5TTaSgDUpEqxmqxMQ1KsreZUTFtSrLHs9k7YpqqfWZhpXQFCP66v1OgSsSXXU2SzjCwjq8Y310L+AoN5/DYwgooBNUURcTVclIKhXVW6TjSRgTYoEq9nqBAT16kpe5YQF9SrLXs+kbYrqqbWZxhUQ1OP6ar0OAWtSHXU2y/gCgnp8Yz30LyCo918DI4goYFMUEVfTVQkI6lWV22QjCViTIsFqtjoBQb26klc5YUG9yrLXM2mbonpqbaZxBQT1uL5ar0PAmlRHnc0yvoCgHt9YD/0LCOr918AIIgrYFEXE1XRVAoJ6VeU22UgC1qRIsJqtTkBQr67kVU5YUK+y7PVM2qaonlqbaVwBQT2ur9brELAm1VFns4wvIKjHN9ZD/wJRg/q2z9webvvc58OGs88K5597zn6zXezf+mcxglIEbIpKqaR5LCbw77/+2ehAL728M6xdsyasXr0qal+/+IZjw3911D+K2ofGCfQlYE3qS16/pQkI6qVV1HwmCUQN6h/6yOZw2Lp1YdOVH5iov/njnwpP79gRPvGxTapDIIqATVEUVo1mJnDTg5+PPqL/93t/Ed687mfDWw772ah9ve3wNwnqUYU13qeANalPfX2XJCCol1RNc5kmEDWon3/R+8NlF18YzjzjtIn933X3veH6m24O27Zep0IEogjYFEVh1WiFAh+644bwK0e/K/zqMSdVOHtTJtCNgDWpG0etEBDUHQM1CAjqNVS54jnaFFVcfFPvVEBQ75RTY5UKWJMqLbxpdy4gqHdOqsEMBaIG9Us2XhEuOG/DomfUb7n1tnDjlmsypDGkEgRsikqoojnkICCo51AFYxi6gDVp6BU0/lwEBPVcKmEcMQWiBvUtN2wN2x/97tTPoC/1GfaYE9d2HQI2RXXU2SzjCwjq8Y31UL6ANan8GpthGgFBPY2zXvoViBrUm6k1Z9Wbn/Gz5s3vn3n2WZ9P77f+xfduU1R8iU0wkYCgnghaN0ULWJOKLm/Wk7vvib8K/2X718PuPbuzHuesg9u5a3fYGXaFQ9YcNOtTsn7cIWsPDv/mlH+R9RgNLr1A9KDeTKk5s37Pl+/bb3YnHH/c1LvBp2fQY6kCNkWlVta8UgsI6qnF9VeigDWpxKoOY05NUP/0X34xvPWwNwxjwEuM8qWX9n5l6NrVe78ydPXg5/OTl18Iz7z8fPjo6RcNfi4m0K1AkqDe7ZC1RmB2AZui2a08ksBiAoK644PAygWsSSs31MLyBJqgfttffyn849cfvbwGMnvWiy/uDAcdtGZvUF+V2cjmH84Pn98RnnjuR4L6/HTFP0NQL77EdU/Qpqju+pt9dwKCeneWWqpXwJpUb+37nrmg3ncFpvcvqOdbm75HJqj3XQH9RxWwKYrKq/GKBAT1ioptqtEErEnRaDW8hICgnu8hIqjnW5u+Ryao910B/UcVsCmKyqvxigQE9YqKbarRBKxJ0Wg1LKgP9hgQ1AdbuugDryaob/vM7eGOO+854O7zk25016hv23rdPvzma+Qee/yJhf8+6sg3Tv26uejV0sHcAjZFc5N5AoGJAoK6A4PAygWsSSs31MLyBJxRX55bimcJ6imUh9lH8UH9rrvvDdffdPNCdV596KETg/pi3/W++eOfCk/v2LEvnPvu92Ed6DZFw6qX0eYrIKjnWxsjG46ANWk4tSptpIJ6vhUV1POtTd8jKz6ot8CLnVFfLKg33/d+wXkbwplnnLbQVBP8b7n1tgMCf9+F1P9kAZsiR0ZfAv/l0a+H//ztrxTznbXPvfxiWLVqVXjl3u96LeFn7eo14dr3/FYJUzGHAQlYkwZUrMKGKqjnW1BBPd/a9D0yQX3sO95Hz7o//Mj2cNXma8PVmy4Pxx7z919nMel3fRdR/9MFbIocHX0JNEH9lof+JJxw+Jv7GkKn/TavpTVr9n5n7d6wPvSfHS/9JHzvmSfD1l+7fOhTMf6BCViTBlawgoYrqOdbTEE939r0PbIkQb25fPx7339831no5iz1M88+uzD30RAcE2PaGfXxPptL25ufT3xs08RQPh7Un/nJCzGHre0VCuzesyfs2rl74bs2/RBIKfDFxx4In/32veGfHvnzKbuN1teu3XsWvq92+DE9hL/Z+321f/HUo2HLmf86mpeGCUwSsCY5LvoS+PrffSv839v/LPyjw9/S1xA67bekNempF54Jf/vCj8P/9K7f6NQoh8Ze/TOH5DCMwY4hSVAfvXx8NDA3//srX7s/yc3ZZg3q7Wfam5vJzXJG/cWXdg62+DUMfNeu3eHFl3eGVx1SxuW6NdSslDne+b37wx9+657wS+vfUcSUFs6or957Rn1vWB/6zxM/eSo8+MPvhBt++beHPhXjH5iANWlgBStouF/9278On/v2l8M7XvfWImZV0prUnFH/2+d/HH7n3b9ZRG1GJ/GKg9cWN6eUE0oS1M+/6P3hsosvXPicd3N2vfnZdOUHFj7v3dzobfQO67Emv5yg3ozFZ9RjVSRNuy4zTOOslwMFmkvfP/3Nu8N73vzOInhefHHnwpUpJQT1Hzz7VHjg7x5x6XsRR+awJmFNGla9Shptc+n7Ld+4I4Q9Zcxq9+7dYdXCVV7Df/O4qci6Q14VPnr6RWUUxyw6E0gS1JvLyU8+6cRw/rnnhCa0bzj7rIX/PWt47mK20/pqgviNW67Z10Xz329af+TCGwnNj7u+d6HfXxs2Rf3Z196zoJ7vESCo51ub0kdmTSq9wvnOrwnqn/7LL4b1616f7yDnGNnLe6+WXLOmjDePf/LS8+H5XS8J6nPUv5aHJgnq7SXkDero95A3of2E44/bF4pjoI9+PVvb/umnnhI2Xvr371qNfkd689+TxuN71GNUJk2bNkVpnPVyoICgnu9RIajnW5vSR2ZNKr3C+c7PzeTyrY2byeVbm75HliSo9z1J/dcrYFNUb+37nrmg3ncFpvcvqOdbm9JHZk0qvcL5zk9Qz7c2gnq+tel7ZIJ63xXQf1QBm6KovBpfREBQz/fwENTzrU3pI7MmlV7hfOcnqOdbG0E939r0PbJkQX308vH2xnIpLn3vG1j//QrYFPXrX3Pvgnq+1RfU861N6SOzJpVe4XznJ6jnWxtBPd/a9D2yJEG9CemHrVu38Fn0aV/V1jeE/ssUsCkqs65DmJWgnm+VBPV8a1P6yKxJpVc43/kJ6vnWRlDPtzZ9jyxJUG/OnF+96fJw7DFH7xfUU349W9/Q+u9HwKaoH3e9htAE9Vse+pNwxlE/XwTHiy/tDGvXrtn7XerD/yqcJ/d+Z+03fvior2cr4sgc1iSsScOqV0mjFdTzraagnm9t+h5ZkqDenEX/8Affd0BQT/n1bH1D678fAZuiftz1+vdB/Q/+/Ath96pCvrR2TzOPvSF9+Dl94fB8xeq1groXanIBa1Jych3+VEBQz/dQENTzrU3fI0sS1LfcsDU88OBDC99X3l76vn79EeGqzdeG0a9K6xtD/+UJ2BSVV9OhzKi99P2kNxw7lCEvOs6XXt6194z66rB61fCT+g9+8lTY/vTfCOpFHJnDmoQ1aVj1Kmm0gnq+1RTU861N3yNLEtSbSU76PvMNZ58Vzj/3nL4N9F+wgE1RwcXNfGo+o55vgXxGPd/alD4ya1LpFc53foJ6vrUR1POtTd8jSxbU+56o/usUsCmqs+45zFpQz6EKk8cgqOdbm9JHZk0qvcL5zk9Qz7c2gnq+tel7ZIJ63xXQf1QBm6KovBpfREBQz/fwENTzrU3pI7MmlV7hfOcnqOdbG0E939r0PbJkQd33qPdd6jr7tymqs+45zFpQz6EKzqjnW4U6R2ZNqrPuOcxaUM+hCpPHIKjnW5u+R5YkqPse9b7LXG//NkX11r7vmQvqfVdgev/OqOdbm9JHZk0qvcL5zk9Qz7c2gnq+tel7ZEmCuu9R77vM9fZvU1Rv7fueuaDedwUE9XwrUO/IrEn11r7vmQvqfVdgev+Cer616XtkSYK671Hvu8z19m9TVG/t+565oN53BQT1fCtQ78isSfXWvu+ZC+p9V0BQz7cC+Y4sSVD3Per5HgClj8ymqPQK5zs/QT3f2rj0Pd/alD4ya1LpFc53foJ6vrVxRj3f2vQ9siRBvZmk71Hvu9R19m9TVHdO3AYAACAASURBVGfdc5i1oJ5DFSaPQVDPtzalj8yaVHqF852foJ5vbQT1fGvT98iSBfW+J6r/OgVsiuqsew6zFtRzqIKgnm8V6hyZNanOuucwa0E9hypMHoOgnm9t+h5ZkqDe3EzusosvDGeecVrf89V/ZQI2RZUVPKPpCuoZFWNsKM6o51ub0kdmTSq9wvnOT1DPtzaCer616XtkgnrfFdB/VAGboqi8Gl9EQFDP9/AQ1POtTekjsyaVXuF859cE9U//5RfD6191WL6DnGNkzWtpzZrVYfWqVXM8K8+HPvvy82HP3qF99PSL8hygUfUmkCSoN9+jfvJJJ4bzzz2nt4nquE4Bm6I6657DrAX1HKoweQyCer61KX1k1qTSK5zv/P7qqe+FOx99IOze00TC4f88/swPw+GvPDQcsvYVw5/M3hk0bzhc9gv/rIi5mER3AkmC+sOPbA+/+8nfDzduuaa7kWuJwAwCNkUzIHlIFAFBPQprJ40K6p0wamQZAtakZaB5CoEJAr/3Z38Y3r3+7eHUo97Oh0CxAkmCevMZ9cV+tm29rlhgE+tXwKaoX/+aexfU862+oJ5vbUofmTWp9AqbXyoBQT2VtH76FEgS1PucoL7rFrApqrv+fc5eUO9Tf/G+BfV8a1P6yKxJpVfY/FIJCOqppPXTp4Cg3qe+vqML2BRFJ9bBFAFBPd9DQ1DPtzalj8yaVHqFzS+VgKCeSlo/fQokCepLXfreAJx+6ilh46UX9Wmh7wIFbIoKLOpApiSo51soQT3f2pQ+MmtS6RU2v1QCgnoqaf30KZAkqG/++KfC4a99zQFB/JKNV4QLztuw8P3qzZ3hj37Lm4X1Po+GAvu2KSqwqAOZUhPUb3noT8LPvebIgYx48WGW9FU4O156Ljzxkx+Frb92eRG1MYnhCFiThlMrI81bQFDPuz5G141AkqDenFG/7OILFwL56M+WG7aG7Y9+N3ziY5vCXXffG2659TZ3hu+mrlr5qYBNkUOhL4EvPfaN8Ed//aWwp5Cvwvnh8zvCKw96RXhVIV+Fs2rvV+H8u/f8Vl+Hh34rFbAmVVp40+5cQFDvnFSDGQr0GtS3feb2cMed9yyE8yaoX3/TzcEd4DM8SgY8JJuiARfP0LMS+NAdN4RfOfpd4VePOSmrcRkMgSEJWJOGVC1jzVlAUM+5OsbWlUCSoN5c1n7ySSeG8889Z79xN0H9K1+7f98ZdUG9q7JqpxWwKXIsEOhGQFDvxlErdQtYk+quv9l3JyCod2eppXwFkgT19mz5+OXvzSXxG84+ayHAj14Gny+XkQ1NwKZoaBUz3lwFBPVcK2NcQxKwJg2pWsaas4CgnnN1jK0rgSRBvRnsw49sD1dtvna/cU/63HpXE9MOgUbApshxQKAbAUG9G0et1C1gTaq7/mbfnYCg3p2llvIVSBbU8yUwspIFbIpKrq65pRQQ1FNq66tUAWtSqZU1r9QCgnpqcf31ISCo96Guz2QCNkXJqHVUuICgXniBTS+JgDUpCbNOKhAQ1CsosimGZEG9uaHcY48/sUDeXvLefEb9hOOPC5uu/IBSEIgiYFMUhVWjFQoI6hUW3ZQ7F7AmdU6qwUoFBPVKC1/ZtJME9SakH7Zu3UIgv2TjFeGC8zYsfKf66NezVeZuuokEbIoSQeumeAFBvfgSm2ACAWtSAmRdVCEgqFdR5uonmSSoN2fOr950eTj2mKP3C+q+O7364y86gE1RdGIdVCIgqFdSaNOMKmBNisqr8YoEBPWKil3xVJME9eYs+oc/+L4Dgroz6hUfeYmmblOUCFo3xQsI6sWX2AQTCFiTEiDrogoBQb2KMlc/ySRBvfmO9AcefCjcuOWafWfU168/YuHr2k4/9ZSw8dKLqi8EgDgCNkVxXLVan4CgXl/Nzbh7AWtS96ZarFNAUK+z7rXNOklQb1Dby9xHgTecfVY4/9xzajM334QCNkUJsXVVtICgXnR5TS6RgDUpEbRuihcQ1IsvsQnuFUgW1GkT6EPApqgPdX2WKCCol1hVc0otYE1KLa6/UgUE9VIra16jAoK646FoAZuiostrcgkFBPWE2LoqVsCaVGxpTSyxgKCeGFx3vQhEC+rNnd5n/dm29bpZH+pxBOYSsCmai8uDCUwVENQdHARWLmBNWrmhFgg0AoK646AGgWhBfRSv+R71k0868YDPo0/7fQ3w5phGwKYojbNeyhcQ1MuvsRnGF7AmxTfWQx0Cgnodda59lkmCenN2/bKLLwxnnnHaft6+nq32wy/+/G2K4hvroQ4BQb2OOptlXAFrUlxfrechcN8TfxV9IF969BvhyFcfHo4+/Iiofb1l3RvCG171mqh9aJzANIFeg3p7J3iXvjtAYwnYFMWS1W5tAoJ6bRU33xgC1qQYqtrMTeB/+f9ujz6kl17aGdauXR1Wr14dta93vP7ocMb6d0TtQ+MEeg3q0y5xb4L6LbfetvD96n4IxBCwKYqhqs0aBQT1Gqtuzl0LWJO6FtVerQJPP/N8eNUrDw4HrV1TK4F5VyCQ5Ix6e+Z8/PL35pL40089JWy89KIKqE2xDwGboj7U9VmigKBeYlXNKbWANSm1uP5KFRDUS62seY0KJAnqTYcPP7I9XLX52v30N5x91gE3mFMeAl0K2BR1qamtmgUE9Zqrb+5dCViTupLUTu0CgnrtR0Ad808W1OvgNMvcBGyKcquI8QxVQFAfauWMOycBa1JO1TCWIQsI6kOunrHPKiCozyrlcYMUsCkaZNkMOkMBQT3DohjS4ASsSYMrmQFnKiCoZ1oYw+pUQFDvlFNjuQnYFOVWEeMZqoCgPtTKGXdOAtaknKphLEMWENSHXD1jn1VAUJ9VyuMGKWBTNMiyGXSGAoJ6hkUxpMEJWJMGVzIDzlRAUM+0MIbVqYCg3imnxnITsCnKrSLGM1QBQX2olTPunASsSTlVw1iGLCCoD7l6xj6rgKA+q5THDVLApmiQZTPoDAUE9QyLYkiDE7AmDa5kBpypgKCeaWEMq1OBaoL6ts/cHu64855w45ZrDgD80Ec2h8cef2Lh90cd+cbwiY9t2u8xS/17pxXRWKcCNkWdcmqsYgFBveLim3pnAtakzig1VLmAoF75AVDJ9JMF9Us2XhGeefbZiazbtl4Xjfuuu+8N199080L7rz700AOC+uaPfyo8vWPHvnDehPLD1q0Lm678wMJzlvr3aAPXcCcCNkWdMGqEQBDUHQQEVi5gTVq5oRYINAKCuuOgBoEkQX08/PYBO+2MevMGwgXnbQhnnnHawrCaYH/LrbftC/RL/Xsfc9Hn7AI2RbNbeSSBxQQEdccHgZULWJNWbqgFAoK6Y6AWgSRB/fyL3h8uu/jCfWG4D9xJQf3hR7aHqzZfG67edHk49pijF4Y1+rvmvxf79/Y5fcxHn7MJ2BTN5uRRBJYSENSXEvLvBJYWsCYtbeQRBGYRcEZ9FiWPGbqAoL7CoP7SyzuHfgwUPf6du3aHF1/aGX7mlQcXPU+TIxBb4Mq7/2P45bf84t7/+4XYXWmfQLEC1qRiS2tiiQV+8vxL4RUHrw1r16xO3LPu5hE4+KC18zzcY8cEkgT15tL3k086MZx/7jm9FSDWGfUdz77Q25x0vLTAnj17wq69YX3t2jVLP9gjCBCYKvBv/2xreM/6Xwi/dNQ7KREgsEwBa9Iy4TyNwJjAzp27wpq9IX3VqlVsMhZYd+ghGY8u/6ElCerjn/vug8Vn1PtQ779Plxn2XwMjKEPApe9l1NEs+hWwJvXrr/dyBFz6Xk4tzWS6QJKg3nxGfbGfmHd9b/udFtSXuqv7Uv/u4MpbwKYo7/oY3XAEBPXh1MpI8xWwJuVbGyMbloCgPqx6Ge3yBJIE9eUNrZtnjX49W9vi6aeeEjZeetG+Dpb6nvSl/r2bkWolhoBNUQxVbdYoIKjXWHVz7lrAmtS1qPZqFRDUa618XfMuPqjXVU6zHRewKXJMEOhGQFDvxlErdQtYk+quv9l3JyCod2eppXwFogb15pL3DWefFW773OcXFUhx6Xu+JTCymAI2RTF1tV2TgKBeU7XNNZaANSmWrHZrExDUa6t4nfONGtTrJDXrnARsinKqhrEMWUBQH3L1jD0XAWtSLpUwjqELCOpDr6DxzyIgqM+i5DGDFbApGmzpDDwzAUE9s4IYziAFrEmDLJtBZyggqGdYFEPqXEBQ75xUgzkJ2BTlVA1jGbKAoD7k6hl7LgLWpFwqYRxDFxDUh15B459FQFCfRcljBitgUzTY0hl4ZgKCemYFMZxBCliTBlk2g85QQFDPsCiG1LmAoN45qQZzErApyqkaxjJkAUF9yNUz9lwErEm5VMI4hi4gqA+9gsY/i4CgPouSxwxWwKZosKUz8MwEBPXMCmI4gxSwJg2ybAadoYCgnmFRDKlzAUG9c1IN5iRgU5RTNYxlyAKC+pCrZ+y5CFiTcqmEcQxdQFAfegWNfxaBZEH9Qx/ZHB57/ImFMV128YXhzDNOC833rJ9w/HFh05UfmGWsHkNgbgGbornJPIHARAFB3YFBYOUC1qSVG2qBQCMgqDsOahBIEtSbkH7YunULgfySjVeEC87bsBDUt33m9nDHnfeEG7dcU4O1OfYgYFPUA7ouixQQ1Issq0klFrAmJQbXXbECgnqxpTWxEYEkQb05c371psvDscccvV9Qv+vue8P1N90ctm29TlEIRBGwKYrCqtEKBQT1Cotuyp0LWJM6J9VgpQKCeqWFr2zaSYJ6cxb9wx983wFB3Rn1yo62HqZrU9QDui6LFBDUiyyrSSUWsCYlBtddsQKCerGlNbHUZ9S33LA1PPDgQwuXuLeXvq9ff0S4avO14fRTTwkbL71IUQhEEbApisKq0QoFBPUKi27KnQtYkzon1WClAoJ6pYWvbNpJzqg3pu1l7qO+G84+K5x/7jmVkZtuSgGbopTa+ipZQFAvubrmlkrAmpRKWj+lCwjqpVfY/BqBZEEdN4E+BGyK+lDXZ2qB2751b/Quv7D9a+Fth78pvOWwn43a19tf96aFfvwQKFHAmlRiVc2pDwFBvQ91faYWSBLUm5vJtV/JlnqC+qtbwKao7vrXMvt/e+//Fn2qO3fuDmtWrw6rVsft6sTXHxs2/NxpcTvROoGeBKxJPcHrtjgBQb24kprQBAFB3WFRtIBNUdHlNbmEAjZFCbF1VayANanY0ppYYgFrUmJw3fUikCSoN9+jfvJJJ/o8ei8lrrtTm6K662/23QnYFHVnqaV6BaxJ9dbezLsVsCZ166m1PAWSBPWHH9kefveTv79w13c/BFIK2BSl1NZXyQI2RSVX19xSCViTUknrp3QBa1LpFTa/RiBJUG8+o77Yz7at16kGgSgCNkVRWDVaoYBNUYVFN+XOBaxJnZNqsFIBa1Klha9s2kmCemWmppuRgE1RRsUwlEEL2BQNunwGn4mANSmTQhjG4AWsSYMvoQnMICCoz4DkIcMVsCkabu2MPC8Bm6K86mE0wxSwJg2zbkadn4A1Kb+aGFH3AkmCukvfuy+cFmcTsCmazcmjCCwlYFO0lJB/J7C0gDVpaSOPIDCLgDVpFiWPGbpAkqA+DemSjVeEC87bEM48w3fmDv1AynX8NkW5Vsa4hiZgUzS0ihlvjgLWpByrYkxDFLAmDbFqxjyvQK9Bfdtnbg9f+dr94RMf2zTvuD2ewEwCNkUzMXkQgSUFbIqWJPIAAksKWJOWJPIAAjMJWJNmYvKggQv0GtTvuvvecP1NNwd3fR/4UZTx8G2KMi6OoQ1KwKZoUOUy2EwFrEmZFsawBidgTRpcyQx4GQKC+jLQPGU4AjZFw6mVkeYtYFOUd32MbhgC1qRh1Mko8xewJuVfIyNcuUCvQX3zxz8Vnt6xw6XvK6+jFqYI2BQ5NAh0I2BT1I2jVuoWsCbVXX+z707AmtSdpZbyFUgS1Kfd9f3Vhx4abtxyTb46RjZ4AZuiwZfQBDIRsCnKpBCGMWgBa9Kgy2fwGQlYkzIqhqFEE0gS1KONXsMElhCwKXKIEOhGwKaoG0et1C1gTaq7/mbfnYA1qTtLLeUrkCSoN2fUL7v4wgO+hq256/sdd97jrHq+x8fgR2ZTNPgSmkAmAjZFmRTCMKIJ/OiFZ8NzO1+M1n7T8M5du8ILL7wcDv2ZQ6L20zR+1KGvi96HDgj0JWBN6ktevykFeg3q7vqestR19iWo11l3s+5ewKaoe1Mt5iXwhe98NXxh+9ejDmrPnj1h997/W7N6ddR+msY3n/7fh1cd9Iro/eiAQB8C1qQ+1PWZWqDXoL7lhq3hgQcfckY9ddUr6k9Qr6jYphpVwKYoKq/GMxB47uUXw4u7Xo46kj997C/D3d97MFzx7vOi9tM0/tpDDo3ehw4I9CVgTepLXr8pBaIF9fZs+VKTmXRJ/FLP8e8EZhUQ1GeV8jgCiwvYFDlCCKxc4E8f+2b47LfuDf/zmRevvDEtEKhYwJpUcfErmnq0oD5qOO0z6hU5m2pPAoJ6T/C6LU7Apqi4kppQDwKCeg/ouixSwJpUZFlNakwgSVCnTqAvAUG9L3n9liZgU1RaRc2nDwFBvQ91fZYoYE0qsarmNC4gqDsmihYQ1Isur8klFLApSoitq2IFBPViS2tiiQWsSYnBddeLQJKg/vAj28NVm6+dOsFtW6/rZfI67Vdg+9NPhD/61peiDmLP7j17vw5ndzjooDVR+2ka/+C7zo3ehw4I9CVgU9SXvH5LEhDUS6qmufQpYE3qU1/fqQSSBPVLNl4R3vmOE8LPv/24cMutt+27y/uHPrI5nHzSieH8c89JNV/9zCDwyNM/mOFRK3/IY888Ge589IGVN7RIC0++8HT4wTNPhXe8/uio/TSNX/jz743eR9vBMYcdkawvHRFoBGyKHAd9CTRfm/bcyy/11X2n/f7w+WfCw089Fv7JUcd32m6fjb3j9W8N//A1R/Y5BH1XKGBNqrDoFU45SVBvbya3fv0R4Xc/+fv7gnpzZ/jR4F6hf5ZT/hef/WjYuXtXlmMzqBB+84RfDv/t205HQSCpgE1RUm6djQhccdeN4eVdu8JBa+JfGRUbfuF71Pde6bVmTfzvUY89l6b953a+GM459t3hV976rhTd6YPAPgFrkoOhBoGkQf3MM04LTWhvL3Vvv8LNpe95HWrnffbqsHvP7rBq1aq8BrbM0ezZ+7wyZhLCrr11ufDt7xXUl3kseNryBWyKlm/nmSsTaIL6k889vTeor11ZQxk8e29OD01YX726jFVpzeo1YcPPnSqoZ3Bs1TYEa1JtFa9zvkmCenOJ+9FveXPYeOlFYfR/b7lha3jgwYf2nWGvswT5zfrOR+/Pb1DLHNGf/+32cN8T3wz/6h//N8tsIc+nvectJ+Y5MKMqVsCmqNjSZj8xQT3fEjVvOvzz4/+poJ5viYodmTWp2NKa2IhAkqA+Lt6cVW9/rt50eTj2mPifH1b1OgX+87e/Em79qy+GP/i1f1MngFkT6EjApqgjSM3MLfAHf/GFvZ9Rf2Hu5+X4hKee2xGe3Ps59eNed1SOw1vWmP7JEceHd73xuGU915MILFfAmrRcOc8bkkAvQX1IQMY6bAFBfdj1M/p8BGyK8qmFkQxXwF3fh1s7I89LwJqUVz2MJo5AkqDe3kyu+Yy6HwIpBQT1lNr6KlnApqjk6ppbKgFBPZW0fkoXsCaVXmHzawQEdcdB0QKCetHlNbmEAjZFCbF1VayAoF5saU0ssYA1KTG47noRSBLUfV96L7XV6V4BQd1hQKAbAZuibhy1UreAoF53/c2+OwFrUneWWspXIElQf/iR7ft9f3q+HEZWmoCgXlpFzacvAZuivuT1W5KAoF5SNc2lTwFrUp/6+k4lkCSoj97lfdLEfI96qnLX14+gXl/NzTiOgE1RHFet1iUgqNdVb7ONJ2BNimer5XwEkgT1fKZrJLUJCOq1Vdx8YwnYFMWS1W5NAoJ6TdU215gC1qSYutrORUBQz6USxhFFQFCPwqrRCgVsiiosuil3LiCod06qwUoFrEmVFr6yaScL6s0N5R57/IkF3ssuvjA0X9XWXBJ/wvHHhU1XfqAydtNNJSCop5LWT+kCNkWlV9j8UggI6imU9VGDgDWphiqbY5Kg3oT0w9atWwjkl2y8Ilxw3oaFoL7tM7eHO+68J9y45RqVIBBFQFCPwqrRCgVsiiosuil3LiCod06qwUoFrEmVFr6yaScJ6s2Z86s3XR6OPebo/YL6XXffG66/6ebgZnKVHXUJpyuoJ8TWVdECNkVFl9fkEgkI6omgdVO8gDWp+BKb4F6BJEG9OYv+4Q++74CgnsMZ9S03bA33fPm+Aw6G0TcPRi/bP+rIN4ZPfGyTg2cgAoL6QAplmNkL2BRlXyIDHICAoD6AIhniIASsSYMok0GuUCBJUG/C8AMPPrRwiXt76fv69UeEqzZfG04/9ZSw8dKLVjiN5T+9Gdv2R787NXxv/vinwtM7duz799HL+Jffq2emEhDUU0nrp3QBm6LSK2x+KQQE9RTK+qhBwJpUQ5XNMUlQb5jby9xHyTecfVY4/9xzeq3CUkF99DP17TxuufU2n6vvtWqzdy6oz27lkQQWE7ApcnwQWLmAoL5yQy0QaASsSY6DGgSSBfVcMccvfX/1oYfuC+EPP7J94ax/+/n6Zg6Tfpfr3IwrBEHdUUCgGwGbom4ctVK3gKBed/3NvjsBa1J3llrKV6D6oD5emubS9uan+Rz6LEH9yR89m291jSzc/fgD4XPf+XK49rTLaBAgQIAAgV4F/vyH3w5//L2vhstP/Je9jkPnBAgQSCHwD157aIpuiu0jWVCfdNO20TPVuQiP3ol+lqCey7iNY7KAM+qODALdCDh70Y2jVuoWcEa97vqbfXcC1qTuLLWUr0CSoN6G9NE7qbeB+LKLL1z4TvVcfsa/Ms5n1HOpzPLGIagvz82zCIwL2BQ5JgisXEBQX7mhFgg0AtYkx0ENAkmC+njYbWGbr2f7ytfu7/XrzpqxNXejb3+a/37T+iPDpis/sPArd30f9stAUB92/Yw+HwGbonxqYSTDFRDUh1s7I89LwJqUVz2MJo5AkqB+/kXvD5POnI+fvY4zxcVbHf2O9OaRJxx/3L6Q3j7T96j3UZlu+hTUu3HUCgGbIscAgZULCOorN9QCgUbAmuQ4qEEgSVBvgu7JJ514wFex5RDUayhyzXMU1Guuvrl3KWBT1KWmtmoVENRrrbx5dy1gTepaVHs5CiQJ6tMucW8+u/7Uj358wBnsHKGMaZgCgvow62bU+QnYFOVXEyManoCgPryaGXGeAtakPOtiVN0KJAnqzaXvs/6M3nBu1ud4HIFpAoK6Y4NANwI2Rd04aqVuAUG97vqbfXcC1qTuLLWUr0CSoJ7v9I2sdAFBvfQKm18qAZuiVNL6KVlAUC+5uuaWUsCalFJbX30JCOp9yes3iYCgnoRZJxUI2BRVUGRTjC4gqEcn1kElAtakSgpd+TSTBPWHH9kertp87VRql7tXfhRGnL6gHhFX01UJ2BRVVW6TjSQgqEeC1Wx1Atak6kpe5YSTBPXmu8nf+Y4TwsZLL6oS2aT7ExDU+7PXc1kCNkVl1dNs+hEQ1Ptx12t5Atak8mpqRgcKJAnq075HXUEIxBYQ1GMLa78WAZuiWiptnjEFBPWYutquScCaVFO1651rkqDenFF/73tOP+B71OtlN/NUAoJ6Kmn9lC5gU1R6hc0vhYCgnkJZHzUIWJNqqLI5JgnqzfelP/DgQ+HGLdcQJ5BUQFBPyq2zggVsigourqklExDUk1HrqHABa1LhBTa9BYEkQf2uu+8N199081RyN5NzNMYSENRjyWq3NgGbotoqbr4xBAT1GKrarFHAmlRj1eubc5Kg7mZy9R1YucxYUM+lEsYxdAGboqFX0PhzEBDUc6iCMZQgYE0qoYrmsJRAkqDuZnJLlcG/xxIQ1GPJarc2AZui2ipuvjEEBPUYqtqsUcCaVGPV65tzkqDuZnL1HVi5zFhQz6USxjF0AZuioVfQ+HMQENRzqIIxlCBgTSqhiuawlECSoL7tM7eHr3zt/vCJj21aajz+nUCnAoJ6p5waq1jApqji4pt6ZwKCemeUGqpcwJpU+QFQyfSTBPXm0vfFftxMrpKjrYdpCuo9oOuySAGboiLLalKJBQT1xOC6K1bAmlRsaU1sRCBJUCdOoC8BQb0vef2WJmBTVFpFzacPAUG9D3V9lihgTSqxquY0LiCoOyaKFhDUiy6vySUUsClKiK2rYgUE9WJLa2KJBaxJicF114tAsqD+oY9sDo89/sTCJC+7+MJw5hmnheaS+BOOPy5suvIDvUxep+ULCOrl19gM0wjYFKVx1kvZAoJ62fU1u3QC1qR01nrqTyBJUG9C+mHr1i0E8uYO8Bect2EhqDc3mbvjznvCjVuu6U9Az0ULCOpFl9fkEgrYFCXE1lWxAoJ6saU1scQC1qTE4LrrRSBJUG/OnF+96fJw7DFH7xfU77r73nD9TTcHN5PrpfZVdCqoV1Fmk0wgYFOUAFkXxQsI6sWX2AQTCViTEkHrpleBJEG9OYv+4Q++74Cg7ox6r7WvonNBvYoym2QCAZuiBMi6KF5AUC++xCaYSMCalAhaN70KJAnqW27YGh548KGFS9zbS9/Xrz8iXLX52nD6qaeEjZde1CuCzssVENTLra2ZpRWwKUrrrbcyBQT1MutqVukFrEnpzfWYXiBqUG8ueW9vHNde5j46xQ1nnxXOP/ec9LPWYzUCgno1pTbRyAI2RZGBNV+FgKBeRZlNMoGANSkBsi56F0gW1HufqQFUKSCoV1l2k44gYFMUAVWT1QkI6tWV3IQjCViTIsFqNisBQT2rctQ3mPt+8M2ok/763zwc7vneN8L/+K5fj9pP0/gpRxwfvQ8dEOhLwKaoL3n9liQgqJdUTXPpU8Cawe49VQAAEIpJREFU1Ke+vlMJCOqppPVzgMDND90R/uivvxRdZk/YE1bt/X+xf7ad85Fw0Oq1sbvRPoFeBGyKemHXaWECgnphBTWd3gSsSb3R6zihQPSgPstcfD3bLEoesxyBl3fuCs89/1I47NWvXM7TPYcAgZ8K2BQ5FAisXEBQX7mhFgg0AtYkx0ENAtGDenszuRowzTE/AUE9v5oY0TAFbIqGWTejzktAUM+rHkYzXAFr0nBrZ+SzCwjqs1t55AAFBPUBFs2QsxSwKcqyLAY1MAFBfWAFM9xsBaxJ2ZbGwDoUENQ7xNRUfgKCen41MaJhCtgUDbNuRp2XgKCeVz2MZrgC1qTh1s7IZxcQ1Ge38sgBCgjqAyyaIWcpYFOUZVkMamACgvrACma42QpYk7ItjYF1KBA1qHc4Tk0RWJaAoL4sNk8icICATZGDgsDKBQT1lRtqgUAjYE1yHNQgIKjXUOWK5yioV1x8U+9UwKaoU06NVSogqFdaeNPuXMCa1DmpBjMUENQzLIohdScgqHdnqaW6BWyK6q6/2XcjIKh346gVAtYkx0ANAoJ6DVWueI6CesXFN/VOBWyKOuXUWKUCgnqlhTftzgWsSZ2TajBDAUE9w6IYUncCgnp3llqqW8CmqO76m303AoJ6N45aIWBNcgzUICCo11DliucoqFdcfFPvVMCmqFNOjVUqIKhXWnjT7lzAmtQ5qQYzFBDUMyyKIXUnIKh3Z6mlugVsiuquv9l3IyCod+OoFQLWJMdADQKCeg1VrniOgnrFxTf1TgVsijrl1FiGAg/+3fbwjSe/E3VkP3z+mfD9HU+Gd77h6Kj9NI2fc+xp4VUHvSJ6Pzog0IeANakPdX2mFhDUU4vrL6mAoJ6UW2cFC9gUFVxcU1sQaIL6V//mW1E1du/eE3bu3BUOPnht1H6axv/l235JUI+urIO+BKxJfcnrN6WAoJ5SW1/JBQT15OQ6LFTApqjQwppWUgFrUlJunRUsYE0quLimtk9AUHcwFC1gU1R0eU0uoYBNUUJsXRUrYE0qtrQmlljAmpQYXHe9CAjqvbDrNJWATVEqaf2ULmBTVHqFzS+FgDUphbI+ahCwJtVQZXMU1B0DRQvYFBVdXpNLKGBTlBBbV8UKWJOKLa2JJRawJiUG110vAoJ6L+w6TSVgU5RKWj+lC9gUlV5h80shYE1KoayPGgSsSTVU2RwFdcdA0QI2RUWX1+QSCtgUJcTWVbEC1qRiS2tiiQWsSYnBddeLgKDeC7tOUwnYFKWS1k/pAjZFpVfY/FIIWJNSKOujBgFrUg1VNkdB3TFQtIBNUdHlNbmEAjZFCbF1VayANanY0ppYYgFrUmJw3fUiIKj3wq7TVAI2Ramk9VO6gE1R6RU2vxQC1qQUyvqoQcCaVEOVzVFQdwwULWBTVHR5TS6hgE1RQmxdFStgTSq2tCaWWMCalBhcd70ICOq9sOuUAAECBAgQIECAAAECBAhMFhDUHRkECBAgQIAAAQIECBAgQCAjAUE9o2IYCgECBAgQIECAAAECBAgQENQdAwR+KnDX3feG62+6OWw4+6xw/rnnJHHZ9pnbw22f+3y47OILw5lnnJakT52ULdAeU9u2XjfTRM+/6P1zHX9eJzOxehCBFQv08VprBm1dWnHpNDAiUOKa5HXiEE8lIKinki6on2ZjP+1nyIHzko1XhAvO27AQmD/0kc3hsHXrwqYrP7DfVDd//FML/938vnn8M88+u9+/X73p8nDsMUfv97uHH9kertp87X6/O+H44/a13WzGbrn1tnDjlmsKOkpMpQuB5bzWYm+KvE66qKw2uhRYzuuky/5jtTX6Wmv6aNec0XV2fP2wLsWqhnYbgeW81lKuSV4njtPSBAT10iqacD5tAJ0UThMOo5OumoXkK1+7P3ziY5sW2mvPZIyflRzdODX/+73vOX3f2fd2MRo9Iz/tzETzRsD7/tVv7gv1zX+ffNKJyc7kd4KmkWQCMV9r85xR9zpJVnIdLUMg5utkGcNZ0VPGX2ttAFm37tCFdkfXqtE3eq1LK2L35BkFYr7WVrImeZ3MWEAPG4yAoD6YUuU30El/qNtg2o721Yceut+Z4iaQPvb4Ewv/PP5vkzYYd9x5z77nN3+8mxDcXCre/LRvEIy+wzsakrfcsDXc8+X79sEt9obCpKA8vliMh/fx8TYdjb9zPOkxkyo5aVOWX8WNqC+BeV5r047T9nUz+tpp/vfocd72M3rFx+icvU76OgL0O4vAPK+Ttr0hrUntetKsi+3VX5POqI++gWxdmuXI8Zh5BeZ5raVek7xO5q2mx+csIKjnXJ3Mxzb+h3rSWejRM8fNZeNP79ix70xA89/f+/7j+4L4LEF9Urh/5ztOCBsvvWhBq2mzuSy9CekPPPjQvrabIDwa+sdpm7AyHuRHL3NvHt+0+dSPfrzvkvVpIbwNPuvXH7FwyfssVxy0lrN+rjjzQ8PwOhaY57X2/e//YOFeC+2x1F4K2/73+OtwNKi3b4ZNu0eD10nHhdVcpwLzvE6ajygNbU1q15wGrb0CbJagPvqGnHWp00Ou2sbmea2lXpO8Tqo9LIucuKBeZFnTTGraH+ppn1MfP0M9/vxZgvr4Z/OaQDIpCI9/tm90ozLppm3N2MZD8qR3gduzGE1704J6+/s3vv4f7BeYxj+rPj7uSWNIU0m95C4wz2ttqSs/xt+0al+XzeWz42fiJr2h5XWS+9FS7/jmeZ1MWhNyX5NG15x2jWvmsdil7+3RYF2q93URY+bzvNZSr0leJzEqrs2+BAT1vuQL6HfSpU/jl5u3l9BO+zzTaHhfblCfdBZ62g1PFnsTYVo7zXOasxC/+8nf3+8y/uWeUV/Mwhn1Al4YEaYwz2ttOZuidshLHX/T3kwavYrE6yTCAaDJmQTmeZ0McU0aXXPaj0udfdYvzxTUl7rSy7o00yHmQT8VmOe1lnpN8jpxmJYkIKiXVM3Ec1nqZiLtv7efG095Rn2em5G0Z1YmnZlvL38//LWv2e+y9+Y5s35GffTS/OZ5k9xc+p744B1Yd/O81sav5JjlDbDmNfrkk0+F7Y9+d99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"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"demands_fig = s.demand[['Tsource (VDG)', 'Tsink (VDG)', 'Tsource (NDG)', 'Tsink (NDG)']].resample('H').mean().iplot(\n",
" kind='box',\n",
" title='Smurfit Kappa: Source and Sink temperatures',\n",
" color=recoygreen,\n",
" yTitle='Temperature in degrees C',\n",
" legend=False,\n",
" asFigure=True,\n",
" dimensions=(800, 400)\n",
")\n",
"demands_fig"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"tags": [
"exclude"
]
},
"outputs": [],
"source": [
"test_hp = Heatpump(\n",
" name='Heatpump for Testing',\n",
" max_th_power=1,\n",
" min_th_power=0.3,\n",
" cop_curve=cop_curve\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"tags": [
"exclude"
]
},
"outputs": [],
"source": [
"Tsrc_vdg, Tsnk_vdg, Tsrc_ndg, Tsnk_ndg = s.demand[['Tsource (VDG)', 'Tsink (VDG)', 'Tsource (NDG)', 'Tsink (NDG)']].mean().to_list()\n",
"mean_gas_price = (s.optcase1.data['Gas prices (€/MWh)'].mean() \n",
" + s.eb_ode_g \n",
" + s.optcase1.data['CO2 prices (€/MWh)'].mean()\n",
" )\n",
"\n",
"max_gas_price = (s.optcase1.data['Gas prices (€/MWh)'].max() \n",
" + s.eb_ode_g \n",
" + s.optcase1.data['CO2 prices (€/MWh)'].max()\n",
" )\n",
"\n",
"min_gas_price = (s.optcase1.data['Gas prices (€/MWh)'].min() \n",
" + s.eb_ode_g \n",
" + s.optcase1.data['CO2 prices (€/MWh)'].min()\n",
" )\n",
"\n",
"Tsrc_vdg_min, Tsnk_vdg_min, Tsrc_ndg_min, Tsnk_ndg_min = s.demand[['Tsource (VDG)', 'Tsink (VDG)', 'Tsource (NDG)', 'Tsink (NDG)']].min().to_list()\n",
"Tsrc_vdg_max, Tsnk_vdg_max, Tsrc_ndg_max, Tsnk_ndg_max = s.demand[['Tsource (VDG)', 'Tsink (VDG)', 'Tsource (NDG)', 'Tsink (NDG)']].max().to_list()"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"tags": [
"exclude"
]
},
"outputs": [],
"source": [
"def create_load_trace(gas_price, Tsnk, Tsrc, name):\n",
" loads = []\n",
" eprices = list(range(1000))\n",
" for eprice in eprices:\n",
" _, load = test_hp.set_opt_load(\n",
" electricity_cost=eprice + s.eb_ode_e,\n",
" alt_heat_price=gas_price / 0.9,\n",
" demand=1, \n",
" Tsink=Tsnk,\n",
" Tsource=Tsrc\n",
" )\n",
" loads.append(load)\n",
" trace = go.Scatter(x=eprices, y=loads, name=name)\n",
" return trace"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"tags": [
"exclude"
]
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\users\\mekre\\onedrive - recoy\\work\\code\\python\\packages\\pyrecoy\\pyrecoy\\assets.py:261: UserWarning:\n",
"\n",
"Chosen heat output is out of range [0.3 - 1]. Heat output is being limited to the closest boundary.\n",
"\n"
]
},
{
"data": {
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"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import plotly.graph_objects as go\n",
"import numpy as np\n",
"\n",
"fig = go.Figure()\n",
"\n",
"configs = {\n",
" 'mean': [mean_gas_price, Tsnk_vdg, Tsrc_vdg],\n",
" 'unfav_gas': [min_gas_price, Tsnk_vdg, Tsrc_vdg],\n",
" 'fav_gas': [max_gas_price, Tsnk_vdg, Tsrc_vdg],\n",
" 'unfav_all': [min_gas_price, Tsnk_vdg_max, Tsrc_vdg_min],\n",
" 'fav_all': [max_gas_price, Tsnk_vdg_min, Tsrc_vdg_max],\n",
"}\n",
"\n",
"for name, config in configs.items():\n",
" trace = create_load_trace(*config, name)\n",
" fig.add_trace(trace)\n",
"\n",
"fig.update_layout(title='Switch prices for different configurations')\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"tags": [
"exclude"
]
},
"outputs": [],
"source": [
"date = s.baseline.data.index[0].strftime('%Y-%m-%d')"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"tags": [
"exclude"
]
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"line": {
"color": "rgba(14, 41, 59, 1.0)",
"dash": "solid",
"shape": "linear",
"width": 1.3
},
"mode": "lines",
"name": "Total demand",
"text": "",
"type": "scatter",
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"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig_steamboiler = s.baseline.data[['Total demand', 'output_MW_th']].abs().loc[date, :].iplot(\n",
" subplots=True, \n",
" title=f'Steamboiler only case on {date}',\n",
" subplot_titles=['Total demand', 'Steam boiler output (MW)'],\n",
" legend=False,\n",
" dimensions=(800, 400),\n",
" colors=[recoydarkblue, recoygreen], \n",
" asFigure=True,\n",
" shape = (2, 1)\n",
")\n",
"fig_steamboiler"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"tags": [
"exclude"
]
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"line": {
"color": "rgba(14, 41, 59, 1.0)",
"dash": "solid",
"shape": "linear",
"width": 1.3
},
"mode": "lines",
"name": "Total demand",
"text": "",
"type": "scatter",
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"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig_heatpump = s.hpcase.data[['Total demand', 'hp_output_MW']].abs().loc[date, :].iplot(\n",
" subplots=True, \n",
" title=f'Heatpump only case on {date}', \n",
" subplot_titles=['Total demand', 'Heatpump output (MW)'],\n",
" legend=False,\n",
" dimensions=(800, 400),\n",
" colors=[recoydarkblue, recoygreen], \n",
" asFigure=True,\n",
" shape = (2, 1)\n",
")\n",
"fig_heatpump"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"tags": [
"exclude"
]
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"line": {
"color": "rgba(14, 41, 59, 1.0)",
"dash": "solid",
"shape": "linear",
"width": 1.3
},
"mode": "lines",
"name": "hp_output_MW",
"text": "",
"type": "scatter",
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"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig_optcase = s.optcase1.data[['hp_output_MW', 'gb_output_MW', 'NEG']].loc[date, :].iplot(\n",
" subplots=True, \n",
" title=f'Hybrid case on {date}',\n",
" subplot_titles=['Heatpump output (MW)', 'Steam boiler output (MW)', 'Imbalance price (€/MWh)'],\n",
" legend=False,\n",
" dimensions=(800, 600),\n",
" colors=[recoydarkblue, recoygreen, recoyred],\n",
" asFigure=True,\n",
" shape=(3,1)\n",
")\n",
"fig_optcase"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"tags": [
"exclude"
]
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"line": {
"color": "rgba(14, 41, 59, 1.0)",
"dash": "solid",
"shape": "linear",
"width": 1.3
},
"mode": "lines",
"name": "hp_output_MW",
"text": "",
"type": "scatter",
"x": [
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",
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"date = '2019-09-04'\n",
"\n",
"fig_optcase2 = s.optcase1.data[['hp_output_MW', 'gb_output_MW', 'NEG']].loc[date, :].iplot(\n",
" subplots=True, \n",
" title=f'Hybrid case on {date}',\n",
" subplot_titles=['Heatpump output (MW)', 'Steam boiler output (MW)', 'Imbalance price (€/MWh)'],\n",
" legend=False,\n",
" dimensions=(800, 600),\n",
" colors=[recoydarkblue, recoygreen, recoyred],\n",
" asFigure=True,\n",
" shape=(3,1)\n",
")\n",
"fig_optcase2"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"tags": [
"exclude"
]
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Heatpump only | \n",
" Heatpump + SDE | \n",
" Optimisation | \n",
" Optimisation + aFRR | \n",
"
\n",
" \n",
" \n",
" \n",
" | Total net volume (MWh) | \n",
" -37,842 | \n",
" -37,842 | \n",
" -37,618 | \n",
" -37,825 | \n",
"
\n",
" \n",
" | Total exported to grid (MWh) | \n",
" - | \n",
" - | \n",
" - | \n",
" - | \n",
"
\n",
" \n",
" | Total consumed from grid (MWh) | \n",
" 37,842 | \n",
" 37,842 | \n",
" 37,618 | \n",
" 37,825 | \n",
"
\n",
" \n",
" | Total nominated volume (MWh) | \n",
" -37,842 | \n",
" -37,842 | \n",
" -11,352 | \n",
" -37,842 | \n",
"
\n",
" \n",
" | Absolute imbalance volume (MWh) | \n",
" - | \n",
" - | \n",
" 26,266 | \n",
" 136 | \n",
"
\n",
" \n",
" | Mean selling price (€/MWh) | \n",
" - | \n",
" - | \n",
" - | \n",
" - | \n",
"
\n",
" \n",
" | Mean buying price (€/MWh) | \n",
" 41 | \n",
" 41 | \n",
" 42 | \n",
" 41 | \n",
"
\n",
" \n",
" | Total day-ahead result (€) | \n",
" -1,559,686 | \n",
" -1,559,686 | \n",
" -467,906 | \n",
" -1,559,686 | \n",
"
\n",
" \n",
" | Total POS result (€) | \n",
" - | \n",
" - | \n",
" - | \n",
" 9,147 | \n",
"
\n",
" \n",
" | Total NEG result (€) | \n",
" - | \n",
" - | \n",
" -1,115,720 | \n",
" -2,504 | \n",
"
\n",
" \n",
" | Total imbalance result (€) | \n",
" - | \n",
" - | \n",
" -1,115,720 | \n",
" 6,643 | \n",
"
\n",
" \n",
" | Total combined result (€) | \n",
" -1,559,686 | \n",
" -1,559,686 | \n",
" -1,583,626 | \n",
" -1,553,042 | \n",
"
\n",
" \n",
"
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Baseline | \n",
" Heatpump only | \n",
" Optimisation | \n",
" Optimisation + aFRR | \n",
"
\n",
" \n",
" \n",
" \n",
" | Gasboiler OPEX (€) | \n",
" - | \n",
" - | \n",
" - | \n",
" - | \n",
"
\n",
" \n",
" | Gas consumption costs (€) | \n",
" -3,089,622 | \n",
" - | \n",
" -35,635 | \n",
" -2,103 | \n",
"
\n",
" \n",
" | CO2 emission costs (€) | \n",
" -1,095,004 | \n",
" - | \n",
" -12,069 | \n",
" -870 | \n",
"
\n",
" \n",
" | Gas taxes (€) | \n",
" -790,305 | \n",
" - | \n",
" -8,959 | \n",
" -618 | \n",
"
\n",
" \n",
" | Heatpump VDG OPEX (€) | \n",
" 46,600 | \n",
" - | \n",
" - | \n",
" - | \n",
"
\n",
" \n",
" | Heatpump NDG OPEX (€) | \n",
" 15,400 | \n",
" - | \n",
" - | \n",
" - | \n",
"
\n",
" \n",
" | Result on electricity market (€) | \n",
" 1,559,686 | \n",
" - | \n",
" -23,940 | \n",
" 6,643 | \n",
"
\n",
" \n",
" | Electricity taxes (€) | \n",
" 35,949 | \n",
" - | \n",
" 212 | \n",
" 15 | \n",
"
\n",
" \n",
" | Grid transport costs (€) | \n",
" 273,945 | \n",
" - | \n",
" - | \n",
" - | \n",
"
\n",
" \n",
" | SDE++ subsidy (€) | \n",
" -2,740,470 | \n",
" -2,740,470 | \n",
" -30,963 | \n",
" -2,134 | \n",
"
\n",
" \n",
" | aFRR capacity fee (€) | \n",
" - | \n",
" - | \n",
" - | \n",
" 127,155 | \n",
"
\n",
" \n",
" | EBITDA (€) | \n",
" -5,783,820 | \n",
" -2,740,470 | \n",
" -111,354 | \n",
" 128,088 | \n",
"
\n",
" \n",
"
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Year 0 | \n",
" Year 1 | \n",
" Year 2 | \n",
" Year 3 | \n",
" Year 4 | \n",
" Year 5 | \n",
" Year 6 | \n",
" Year 7 | \n",
" Year 8 | \n",
" Year 9 | \n",
" Year 10 | \n",
" Year 11 | \n",
" Year 12 | \n",
"
\n",
" \n",
" \n",
" \n",
" | CAPEX (€) | \n",
" -6,231,000 | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" | Regular Earnings (€) | \n",
" | \n",
" 3,043,350 | \n",
" 3,043,350 | \n",
" 3,043,350 | \n",
" 3,043,350 | \n",
" 3,043,350 | \n",
" 3,043,350 | \n",
" 3,043,350 | \n",
" 3,043,350 | \n",
" 3,043,350 | \n",
" 3,043,350 | \n",
" 3,043,350 | \n",
" 3,043,350 | \n",
"
\n",
" \n",
" | Irregular Cashflows (€) | \n",
" | \n",
" - | \n",
" - | \n",
" - | \n",
" - | \n",
" - | \n",
" - | \n",
" - | \n",
" - | \n",
" - | \n",
" - | \n",
" - | \n",
" - | \n",
"
\n",
" \n",
" | EBITDA (€) | \n",
" | \n",
" 3,043,350 | \n",
" 3,043,350 | \n",
" 3,043,350 | \n",
" 3,043,350 | \n",
" 3,043,350 | \n",
" 3,043,350 | \n",
" 3,043,350 | \n",
" 3,043,350 | \n",
" 3,043,350 | \n",
" 3,043,350 | \n",
" 3,043,350 | \n",
" 3,043,350 | \n",
"
\n",
" \n",
" | Depreciations (€) -/- | \n",
" | \n",
" -248,000 | \n",
" -248,000 | \n",
" -248,000 | \n",
" -248,000 | \n",
" -248,000 | \n",
" -248,000 | \n",
" -248,000 | \n",
" -248,000 | \n",
" -248,000 | \n",
" -248,000 | \n",
" -248,000 | \n",
" -248,000 | \n",
"
\n",
" \n",
" | EBIT (€) | \n",
" | \n",
" 2,795,350 | \n",
" 2,795,350 | \n",
" 2,795,350 | \n",
" 2,795,350 | \n",
" 2,795,350 | \n",
" 2,795,350 | \n",
" 2,795,350 | \n",
" 2,795,350 | \n",
" 2,795,350 | \n",
" 2,795,350 | \n",
" 2,795,350 | \n",
" 2,795,350 | \n",
"
\n",
" \n",
" | Income tax (Vpb.) (€) | \n",
" | \n",
" -685,588 | \n",
" -685,588 | \n",
" -685,588 | \n",
" -685,588 | \n",
" -685,588 | \n",
" -685,588 | \n",
" -685,588 | \n",
" -685,588 | \n",
" -685,588 | \n",
" -685,588 | \n",
" -685,588 | \n",
" -685,588 | \n",
"
\n",
" \n",
" | NOPLAT (€) | \n",
" | \n",
" 2,109,763 | \n",
" 2,109,763 | \n",
" 2,109,763 | \n",
" 2,109,763 | \n",
" 2,109,763 | \n",
" 2,109,763 | \n",
" 2,109,763 | \n",
" 2,109,763 | \n",
" 2,109,763 | \n",
" 2,109,763 | \n",
" 2,109,763 | \n",
" 2,109,763 | \n",
"
\n",
" \n",
" | Depreciations (€) +/+ | \n",
" | \n",
" 248,000 | \n",
" 248,000 | \n",
" 248,000 | \n",
" 248,000 | \n",
" 248,000 | \n",
" 248,000 | \n",
" 248,000 | \n",
" 248,000 | \n",
" 248,000 | \n",
" 248,000 | \n",
" 248,000 | \n",
" 248,000 | \n",
"
\n",
" \n",
" | Free Cash Flow (€) | \n",
" -6,231,000 | \n",
" 2,357,763 | \n",
" 2,357,763 | \n",
" 2,357,763 | \n",
" 2,357,763 | \n",
" 2,357,763 | \n",
" 2,357,763 | \n",
" 2,357,763 | \n",
" 2,357,763 | \n",
" 2,357,763 | \n",
" 2,357,763 | \n",
" 2,357,763 | \n",
" 2,357,763 | \n",
"
\n",
" \n",
" | Simple Payback Period | \n",
" 2.6 years | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" | IRR (%) | \n",
" 37% | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" | WACC (%) | \n",
" 10% | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" | NPV of explicit period (€) | \n",
" 8,940,062 | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" | Discounted residual value (€) | \n",
" 1,037,143 | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" | NPV (€) | \n",
" 9,977,206 | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
"
\n",
"