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off grid technologies update #113

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5029574
22/04/2020
Slbalderrama Apr 22, 2020
7307d8a
26/04/20
Slbalderrama Apr 25, 2020
7dce044
28/04/2020
Slbalderrama Apr 29, 2020
335a33d
29/04/2012
Slbalderrama Apr 30, 2020
111fd9f
29/04/2020
Slbalderrama May 1, 2020
8febe78
02/05/2020
Slbalderrama May 2, 2020
5a1f850
05/05/2020
Slbalderrama May 6, 2020
8a60b37
07/05/2020
Slbalderrama May 8, 2020
82f1f66
11/05/2020
Slbalderrama May 12, 2020
0374706
16/06/2020
Slbalderrama Jun 17, 2020
50a3a93
Multy tech tested
Slbalderrama Jul 3, 2020
088e8cd
added Bolivia files
Slbalderrama Jul 3, 2020
563f507
Added fuel types
Slbalderrama Jul 7, 2020
0dcc1f5
Delete tests
Slbalderrama Jul 8, 2020
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4 changes: 2 additions & 2 deletions .gitignore
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Original file line number Diff line number Diff line change
Expand Up @@ -123,8 +123,8 @@ dmypy.json
.idea/*

# Datafiles
*.xlsx
*.csv
#*.xlsx
#*.csv



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Binary file added onsset/Bolivia/CNPV2012.xlsx
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19,280 changes: 19,280 additions & 0 deletions onsset/Bolivia/Database_new.csv
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19,280 changes: 19,280 additions & 0 deletions onsset/Bolivia/Database_new_1.csv
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19,280 changes: 19,280 additions & 0 deletions onsset/Bolivia/Database_new_2.csv
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19,280 changes: 19,280 additions & 0 deletions onsset/Bolivia/Database_new_3.csv
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19,280 changes: 19,280 additions & 0 deletions onsset/Bolivia/Multy_Tech_Test_4.csv
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53 changes: 53 additions & 0 deletions onsset/Bolivia/Multy_Test_Summary_4.csv
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,2020,2030
1.Population_Grid,10873419.386803921,12040181.937042283
1.Population_MG_Hydro1,0.0,0.0
1.Population_MG_Hydro2,14700.875516196937,16612.361765558475
1.Population_MG_Wind1,329.55628010769254,0.0
1.Population_MG_Wind2,0.0,0.0
1.Population_MG_PV1,0.0,0.0
1.Population_MG_PV2,0.0,0.0
1.Population_SA_PV1,400017.79516723735,131797.52736547653
1.Population_SA_PV2,730.582596953845,3820.981998784616
1.Population_MG_Diesel1,492.34914141538417,0.0
1.Population_MG_Diesel2,0.0,0.0
1.Population_SA_Diesel1,0.0,0.0
1.Population_SA_Diesel2,356391.35833779996,889316.0640977832
2.New_Connections_Grid,2508713.531102265,1165940.6448167344
2.New_Connections_MG_Hydro1,0.0,0.0
2.New_Connections_MG_Hydro2,4414.586983146937,1911.4862493615403
2.New_Connections_MG_Wind1,319.16547873369257,0.0
2.New_Connections_MG_Wind2,0.0,0.0
2.New_Connections_MG_PV1,0.0,0.0
2.New_Connections_MG_PV2,0.0,0.0
2.New_Connections_SA_PV1,313357.3197380889,118454.46479130704
2.New_Connections_SA_PV2,174.629546133845,366.59689376923143
2.New_Connections_MG_Diesel1,467.9394461543842,0.0
2.New_Connections_MG_Diesel2,0.0,0.0
2.New_Connections_SA_Diesel1,0.0,0.0
2.New_Connections_SA_Diesel2,219749.54344482892,148959.87493735057
3.Capacity_Grid,204202.3369525752,117212.51928818687
3.Capacity_MG_Hydro1,0.0,0.0
3.Capacity_MG_Hydro2,172.17616799207877,80.07368634934491
3.Capacity_MG_Wind1,30.202994797678063,0.0
3.Capacity_MG_Wind2,0.0,0.0
3.Capacity_MG_PV1,0.0,0.0
3.Capacity_MG_PV2,0.0,0.0
3.Capacity_SA_PV1,22769.890199777998,8563.479209823397
3.Capacity_SA_PV2,11.201942468465617,25.281899372004457
3.Capacity_MG_Diesel1,27.68207804420122,0.0
3.Capacity_MG_Diesel2,0.0,0.0
3.Capacity_SA_Diesel1,0.0,0.0
3.Capacity_SA_Diesel2,6294.1595727453705,4427.380106057222
4.Investment_Grid,846532512.7115273,136231125.2591667
4.Investment_MG_Hydro1,0.0,0.0
4.Investment_MG_Hydro2,1239002.0893283295,205691.97088117694
4.Investment_MG_Wind1,186995.93758444744,0.0
4.Investment_MG_Wind2,0.0,0.0
4.Investment_MG_PV1,0.0,0.0
4.Investment_MG_PV2,0.0,0.0
4.Investment_SA_PV1,123171250.3568173,18364608.536213037
4.Investment_SA_PV2,119412.7067138435,128365.16345514636
4.Investment_MG_Diesel1,161914.11353509844,0.0
4.Investment_MG_Diesel2,0.0,0.0
4.Investment_SA_Diesel1,0.0,0.0
4.Investment_SA_Diesel2,7552991.487294461,2145773.482471249
19,280 changes: 19,280 additions & 0 deletions onsset/Bolivia/bo-1-0_0_0_0_0_0.csv
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53 changes: 53 additions & 0 deletions onsset/Bolivia/bo-1-0_0_0_0_0_0_summary.csv
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,2020,2030
1.Population_Grid,10873419.386803921,12040181.937042283
1.Population_MG_Hydro1,0.0,0.0
1.Population_MG_Hydro2,14700.875516196937,16612.361765558475
1.Population_MG_Wind1,329.55628010769254,0.0
1.Population_MG_Wind2,0.0,0.0
1.Population_MG_PV1,0.0,0.0
1.Population_MG_PV2,0.0,0.0
1.Population_SA_PV1,400017.79516723735,131797.52736547653
1.Population_SA_PV2,730.582596953845,3820.981998784616
1.Population_MG_Diesel1,492.34914141538417,0.0
1.Population_MG_Diesel2,0.0,0.0
1.Population_SA_Diesel1,0.0,0.0
1.Population_SA_Diesel2,356391.35833779996,889316.0640977832
2.New_Connections_Grid,2508713.531102265,1165940.6448167344
2.New_Connections_MG_Hydro1,0.0,0.0
2.New_Connections_MG_Hydro2,4414.586983146937,1911.4862493615403
2.New_Connections_MG_Wind1,319.16547873369257,0.0
2.New_Connections_MG_Wind2,0.0,0.0
2.New_Connections_MG_PV1,0.0,0.0
2.New_Connections_MG_PV2,0.0,0.0
2.New_Connections_SA_PV1,313357.3197380889,118454.46479130704
2.New_Connections_SA_PV2,174.629546133845,366.59689376923143
2.New_Connections_MG_Diesel1,467.9394461543842,0.0
2.New_Connections_MG_Diesel2,0.0,0.0
2.New_Connections_SA_Diesel1,0.0,0.0
2.New_Connections_SA_Diesel2,219749.54344482892,148959.87493735057
3.Capacity_Grid,204202.3369525752,117212.51928818687
3.Capacity_MG_Hydro1,0.0,0.0
3.Capacity_MG_Hydro2,172.17616799207877,80.07368634934491
3.Capacity_MG_Wind1,30.202994797678063,0.0
3.Capacity_MG_Wind2,0.0,0.0
3.Capacity_MG_PV1,0.0,0.0
3.Capacity_MG_PV2,0.0,0.0
3.Capacity_SA_PV1,22769.890199777998,8563.479209823397
3.Capacity_SA_PV2,11.201942468465617,25.281899372004457
3.Capacity_MG_Diesel1,27.68207804420122,0.0
3.Capacity_MG_Diesel2,0.0,0.0
3.Capacity_SA_Diesel1,0.0,0.0
3.Capacity_SA_Diesel2,6294.1595727453705,4427.380106057222
4.Investment_Grid,846532512.7115273,136231125.2591667
4.Investment_MG_Hydro1,0.0,0.0
4.Investment_MG_Hydro2,1239002.0893283295,205691.97088117694
4.Investment_MG_Wind1,186995.93758444744,0.0
4.Investment_MG_Wind2,0.0,0.0
4.Investment_MG_PV1,0.0,0.0
4.Investment_MG_PV2,0.0,0.0
4.Investment_SA_PV1,123171250.3568173,18364608.536213037
4.Investment_SA_PV2,119412.7067138435,128365.16345514636
4.Investment_MG_Diesel1,161914.11353509844,0.0
4.Investment_MG_Diesel2,0.0,0.0
4.Investment_SA_Diesel1,0.0,0.0
4.Investment_SA_Diesel2,7552991.487294461,2145773.482471249
Binary file added onsset/Bolivia/specs_paper_new.xlsx
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14 changes: 14 additions & 0 deletions onsset/Bolivia_runner.py
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import os
from runner import scenario



# 'Database_lower_ElecPopCalib.csv'
# 'Database_new_1.csv'
specs_path = os.path.join('Bolivia', 'specs_paper_new.xlsx')
calibrated_csv_path = os.path.join('Bolivia', 'Database_new_3.csv')
results_folder = os.path.join('Bolivia')
summary_folder = os.path.join('Bolivia')

scenario(specs_path, calibrated_csv_path, results_folder, summary_folder)

124 changes: 124 additions & 0 deletions onsset/Data_Base_manipulation.py
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#!/usr/bin/env python3
# -*- coding: utf-8 -*-
"""
Created on Tue Apr 14 21:34:50 2020

@author: balderrama
"""

import pandas as pd
from random import shuffle
import numpy as np

#%%
data = pd.read_csv('Bolivia/Database_new.csv')

## creation of population for the years 2020 and 2030
test = pd.DataFrame()
test['Slopes'] = data['Pop2025High']/data['Pop']
b = (data['Pop2025High'] - data['Pop'])/(2025 - 2012)
test['Interceptors'] = data['Pop2025High'] - b*2025
test['Pop2025High'] = data['Pop2025High']
test['Pop2025Test'] = test['Interceptors'] + b*2025
test['Pop'] = data['Pop']
test['PopTest'] = test['Interceptors'] + b*2012
test['Pop2020'] = test['Interceptors'] + b*2020
test['Pop2030'] = test['Interceptors'] + b*2030

#print(test['Pop'].sum())
#print(test['Pop2020'].sum())
#print(test['Pop2025High'].sum())
#print(test['Pop2030'].sum())
#print(test['Pop2025High'].sum() - test['Pop2020'].sum())
#print(test['Pop2030'].sum() - test['Pop2025High'].sum())

data['Pop2020High'] = test['Pop2020']
data['Pop2030High'] = test['Pop2030']


# Change the name of column Elecpop to ElecPopCalib
data['ElecPopCalib'] = data['ElecPop']

data = data.drop('ElecPop',axis=1)

## change the wind
#data['WindVel'] = 5
#data['WindCF'] = 0.3

# Change small mistakes in elecstart 2012

data.loc[7797, 'ElecStart'] = 0
data.loc[9620, 'ElecStart'] = 0
data.loc[13070, 'ElecStart'] = 0

data.to_csv('Bolivia/Database_new_2.csv')
# Change FinalElecCode2012

codes = {7: 'MG_Hydro2012',
6: 'MG_Wind2012',
5: 'MG_PV2012',
4: 'MG_Diesel2012',
3: 'SA_PV2012',
2: 'SA_Diesel2012',
1: 'Grid2012',
99: 'Non'}

for i in data.index:
tech = codes[data.loc[i, 'FinalElecCode2012']]
data.loc[i, 'FinalElecCode2012'] = tech

#data['FinalElecCode2012'] = np.where(data['FinalElecCode2012'] == 1, 1, 99)





data.to_csv('Bolivia/Database_new_3.csv')

#%%

# analize the ElecStart/ not done yet

data = pd.read_csv('Bolivia/Database_new_1.csv')


test = pd.DataFrame()

test['Pop'] = data['Pop']
test['ElecPopCalib'] = data['ElecPopCalib']
test['ElecStart'] = data['ElecStart']
test['FinalElecCode2012'] = data['FinalElecCode2012']







#%%
# Create a new data set with lower electricity penetration

data = pd.read_csv('Bolivia/Database_new_1.csv')

size = len(data)
zeros = int(round(size*0.3,0))
ones = int(round(size*0.7,0))

Modificator = [0] * zeros + [1] * ones

shuffle(Modificator)

data['ElecPopCalib'] = data['ElecPopCalib']*Modificator

data.to_csv('Bolivia/Database_lower_ElecPopCalib.csv')











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