Add table with the description o f eeach vessel big pollutant - low pollutant - high capaacity … ___How much does a vessel size matter in t
I.Simulation framework’s projected demand for the European-Asian Route
\[
Y_t^{Europe-Asia} = \biggl(\frac{GDP_t}{GDP_{2021}}\biggr)^{0.8} ~\ Y_{2021}^{Europe-Asia} ~\ ~\ ~\ \forall t \geq 2021
\]
|
Period
|
Real_GDP_Growth
|
MarketDemand
|
|
2018
|
__
|
7e+06
|
|
2019
|
__
|
7,200,000
|
|
2020
|
__
|
7,200,000
|
|
2021
|
__
|
7,800,000
|
|
2022
|
4.9
|
8,104,290.374
|
|
2023
|
3.6
|
8,336,865.549
|
|
2024
|
3.4
|
8,562,867.592
|
|
2025
|
3.3
|
8,788,190.972
|
|
2026
|
3.3
|
9,019,443.513
|
|
2027
|
3.3
|
9,256,781.236
|
|
2028
|
3.3
|
9,500,364.265
|
|
2029
|
3.3
|
9,750,356.941
|
|
2030
|
3.3
|
10,006,927.93
|
|
2031
|
3.3
|
10,270,250.32
|
|
2032
|
3.3
|
10,540,501.79
|
|
2033
|
3.3
|
10,817,864.65
|
|
2034
|
3.3
|
11,102,526.05
|
|
2035
|
3.3
|
11,394,678.02
|
|
2036
|
3.3
|
11,694,517.69
|
|
2037
|
3.3
|
12,002,247.34
|
|
2038
|
3.3
|
12,318,074.59
|
|
2039
|
3.3
|
12,642,212.52
|
|
2040
|
3.3
|
12,974,879.82
|
|
2041
|
3.3
|
13,316,300.94
|
|
2042
|
3.3
|
13,666,706.21
|
II. Analysis per chosen fuel;
|
fuel type
|
HFO (3.55%)
|
ULSFO (0.5%)
|
MGO (0.1%)
|
|
Global 20 Ports Average fuel Prices
|
$422.5 / tonne
|
525.5 $/tonne
|
597 $/tonne
|
|
Carbon Emission Factor
|
3.114 (g/g of Fuel)
|
3.206 (g/g of Fuel)
|
3.206 (g/g of Fuel)
|
|
Sulfur Emission Factor
|
0.07 (g/g of Fuel)
|
0.01 (g/g of Fuel)
|
0.002 (g/g of Fuel)
|
II.1. Firm 1; New Panamax; A fleet with Big capacity ~ 14,000 TEU
1.1.HFO(3.55%)
|
Firm1_variables
|
market_share_10
|
market_share_20
|
market_share_30
|
market_share_40
|
market_share_50
|
market_share_60
|
market_share_70
|
market_share_80
|
market_share_90
|
market_share_100
|
|
Average Vessel Speed in knots
|
16.66705
|
16.66681
|
16.66673
|
16.66678
|
16.66675
|
16.66674
|
16.66679
|
16.66668
|
16.6667
|
16.66676
|
|
Net Present Value in US$
|
$216,122,362
|
$450,142,718
|
$666,270,747
|
$900,287,067
|
$1,116,414,445
|
$1,350,432,851
|
$1,566,555,188
|
$1,800,583,415
|
$2,016,708,317
|
$2,250,719,065
|
|
Total carbon Emissions in ton
|
30,923,487.99
|
61,624,603.45
|
92,359,731.66
|
123,078,945.6
|
153,797,273.1
|
184,498,930.9
|
215,218,647.5
|
245,951,561.4
|
276,636,609.7
|
307,408,300.9
|
|
Total sulfur emissions in ton
|
655,692.0511
|
1,306,665.802
|
1,958,360.847
|
2,609,720.557
|
3,261,059.721
|
3,912,046.044
|
4,563,417.403
|
5,215,061.126
|
5,865,695.998
|
6,518,171.446
|
1.2.ULSFO (0.5%)
|
ULSF_firm1_variables
|
market_share_10
|
market_share_20
|
market_share_30
|
market_share_40
|
market_share_50
|
market_share_60
|
market_share_70
|
market_share_80
|
market_share_90
|
market_share_100
|
|
Average Vessel Speed in knots
|
16.66689
|
16.66687
|
16.66674
|
16.66699
|
16.66705
|
16.66678
|
16.66667
|
16.66669
|
16.66689
|
16.66674
|
|
Net Present Value in US$
|
$190,197,787
|
$398,288,159
|
$588,492,201
|
$796,568,931
|
$986,761,180
|
$1,194,872,648
|
$1,385,084,072
|
$1,593,174,993
|
$1,783,348,149
|
$1,991,461,400
|
|
Total carbon Emissions in ton
|
31,783,217.51
|
63,339,439.46
|
94,929,248.69
|
126,506,015
|
158,081,041.1
|
189,632,487.8
|
221,203,175
|
252,794,180.5
|
284,338,619.5
|
315,959,480
|
|
Total sulfur emissions in ton
|
94,633.47298
|
188,591.0529
|
282,648.3486
|
376,667.776
|
470,681.6406
|
564,623.9561
|
658,623.9511
|
752,685.0707
|
846,608.8099
|
940,757.7148
|
II.2. Firm 2; Post Panamax II; A fleet with medium capacity ~ 8000 TEU
2.1.HFO(3.55%)
|
firm2_variables
|
market_share_10
|
market_share_20
|
market_share_30
|
market_share_40
|
market_share_50
|
market_share_60
|
market_share_70
|
market_share_80
|
market_share_90
|
market_share_100
|
|
Average Vessel Speed in knots
|
16.66672
|
16.66681
|
16.66745
|
16.66701
|
16.66684
|
16.66684
|
16.66757
|
16.6668
|
16.66692
|
16.66721
|
|
Net Present Value in US$
|
$146,135,102
|
$305,465,404
|
$451,575,256
|
$610,920,746
|
$757,062,992
|
$916,394,029
|
$1,062,463,553
|
$1,221,862,319
|
$1,367,982,635
|
$1,527,277,041
|
|
Total carbon Emissions in ton
|
31,517,259.39
|
62,896,277.08
|
94,331,192.39
|
125,696,132.7
|
157,102,346.9
|
188,510,914.7
|
219,927,102.6
|
251,287,393.5
|
282,679,770.6
|
314,088,437.7
|
|
Total sulfur emissions in ton
|
664,230.3513
|
1,325,548.551
|
1,988,058.564
|
2,649,071.009
|
3,310,956.805
|
3,972,897.338
|
4,635,036.71
|
5,295,919.4
|
5,957,526.66
|
6,619,491.129
|
2.2.ULSFO (0.5%)
|
ULSF_firm2_variables
|
market_share_10
|
market_share_20
|
market_share_30
|
market_share_40
|
market_share_50
|
market_share_60
|
market_share_70
|
market_share_80
|
market_share_90
|
market_share_100
|
|
Average Vessel Speed in knots
|
16.66689
|
16.66668
|
16.66669
|
16.66743
|
16.66669
|
16.6668
|
16.66671
|
16.66675
|
16.66668
|
16.66696
|
|
Net Present Value in US$
|
$119,579,107
|
$252,362,142
|
$371,944,121
|
$504,677,093
|
$624,305,807
|
$757,075,293
|
$876,665,461
|
$1,009,438,925
|
$1,129,030,018
|
$1,261,766,326
|
|
Total carbon Emissions in ton
|
32,389,180.12
|
64,634,208.59
|
96,931,018.63
|
129,177,097.9
|
161,443,032.2
|
193,721,679
|
225,986,076.2
|
258,233,255
|
290,487,253.7
|
322,763,153.5
|
|
Total sulfur emissions in ton
|
95,974.57185
|
191,521.6429
|
287,222.3506
|
382,775.2565
|
478,381.9347
|
574,029.359
|
669,633.5774
|
765,187.5405
|
860,760.8962
|
956,401.9827
|
II.3. Firm 3; Post Panamax I: A fleet with medium capacity ~ 6000TEU
3.1.HFO(3.55%)
|
firm3_variables
|
market_share_10
|
market_share_20
|
market_share_30
|
market_share_40
|
market_share_50
|
market_share_60
|
market_share_70
|
market_share_80
|
market_share_90
|
market_share_100
|
|
Average Vessel Speed in knots
|
21.7804
|
21.78042
|
21.78038
|
21.78064
|
21.78063
|
21.78036
|
21.78063
|
21.78031
|
21.78046
|
21.78042
|
|
Net Present Value in US$
|
$95,764,561
|
$191,528,418
|
$287,294,598
|
$383,043,486
|
$478,805,052
|
$574,591,245
|
$670,327,015
|
$766,127,985
|
$861,871,963
|
$957,643,190
|
|
Total carbon Emissions in ton
|
50,324,700.33
|
100,518,790
|
150,712,233.8
|
200,922,376.1
|
251,105,210.3
|
301,304,983.7
|
351,518,770.6
|
401,702,546.3
|
451,914,051.6
|
502,094,202
|
|
Total sulfur emissions in ton
|
1,078,743.019
|
2,154,686.626
|
3,230,615.352
|
4,306,909.74
|
5,382,613.1
|
6,458,668.575
|
7,535,046.937
|
8,610,752.901
|
9,687,078.692
|
10,762,720.21
|
3.2.ULSFO (0.5%)
|
ULSF_firm3_variables
|
market_share_10
|
market_share_20
|
market_share_30
|
market_share_40
|
market_share_50
|
market_share_60
|
market_share_70
|
market_share_80
|
market_share_90
|
market_share_100
|
|
Average Vessel Speed in knots
|
16.66671
|
16.66669
|
16.66667
|
16.66672
|
16.66668
|
16.66687
|
21.78043
|
16.66685
|
16.66672
|
16.66669
|
|
Net Present Value in US$
|
$70,234,867
|
$140,470,382
|
$231,776,953
|
$280,938,943
|
$351,176,311
|
$421,395,385
|
$670,348,242
|
$561,863,082
|
$632,112,346
|
$702,351,549
|
|
Total carbon Emissions in ton
|
32,029,943.82
|
63,976,485.19
|
105,504,626.2
|
127,877,703.7
|
159,816,251
|
191,774,136.5
|
351,512,871.5
|
255,675,552.9
|
287,626,505.9
|
319,564,632.1
|
|
Total sulfur emissions in ton
|
92,071.11225
|
183,902.4237
|
303,276.301
|
367,588.6532
|
459,396.8203
|
551,262.2059
|
7,534,911.015
|
734,949.0811
|
826,791.8489
|
918,598.6423
|
## [1] "total market transport work in TEU"
## [1] 253266848.3
fleet size and market demand and occupancy % ???
Add more stuff analysing the # of vessels that were deployed and how much of these were full vs not full might expand the analsys to 5 % increase -later add the TEU on the x axis as well as the market share impact of higher fuel prices on vessel speeds, and emissions and the size of the fleet as demand grows …. also add 90 % and 100 to the analysi s # just add the results to final data seprately probably fir firm 3 it was better go fast bite the cost of fuel than to add in another vessel to the fleet
## the # of vessels would allow to explain the calculation and remove any ambiguities … # remove the second axis from the carbon analysis not worth it
### switch the bullet type on the NPV, if i want to keep in the same graph …
graphical analysis
## [1] "sulfur"
III. Carbon Emissions
III.1.HFO(3.55%)
|
firm1
|
firm2
|
firm3
|
firm_1_carbon_emissions
|
firm_2_carbon_emissions
|
firm_3_carbon_emissions
|
market carbon emissions
|
|
80
|
10
|
10
|
245951561.40
|
31517259.39
|
50324700.33
|
327793521.1
|
|
70
|
20
|
10
|
215218647.50
|
62896277.08
|
50324700.33
|
328439624.9
|
|
60
|
30
|
10
|
184498930.90
|
94331192.39
|
50324700.33
|
329154823.6
|
|
50
|
40
|
10
|
153797273.10
|
125696132.70
|
50324700.33
|
329818106.1
|
|
40
|
50
|
10
|
123078945.60
|
157102346.90
|
50324700.33
|
330505992.8
|
|
30
|
60
|
10
|
92359731.66
|
188510914.70
|
50324700.33
|
331195346.7
|
|
20
|
70
|
10
|
61624603.45
|
219927102.60
|
50324700.33
|
331876406.4
|
|
10
|
80
|
10
|
30923487.99
|
251287393.50
|
50324700.33
|
332535581.8
|
|
70
|
10
|
20
|
215218647.50
|
31517259.39
|
100518790.00
|
347254696.9
|
|
60
|
20
|
20
|
184498930.90
|
62896277.08
|
100518790.00
|
347913998.0
|
|
50
|
30
|
20
|
153797273.10
|
94331192.39
|
100518790.00
|
348647255.5
|
|
40
|
40
|
20
|
123078945.60
|
125696132.70
|
100518790.00
|
349293868.3
|
|
30
|
50
|
20
|
92359731.66
|
157102346.90
|
100518790.00
|
349980868.6
|
|
20
|
60
|
20
|
61624603.45
|
188510914.70
|
100518790.00
|
350654308.1
|
|
10
|
70
|
20
|
30923487.99
|
219927102.60
|
100518790.00
|
351369380.6
|
|
60
|
10
|
30
|
184498930.90
|
31517259.39
|
150712233.80
|
366728424.1
|
|
50
|
20
|
30
|
153797273.10
|
62896277.08
|
150712233.80
|
367405784.0
|
|
40
|
30
|
30
|
123078945.60
|
94331192.39
|
150712233.80
|
368122371.8
|
|
30
|
40
|
30
|
92359731.66
|
125696132.70
|
150712233.80
|
368768098.2
|
|
20
|
50
|
30
|
61624603.45
|
157102346.90
|
150712233.80
|
369439184.2
|
|
10
|
60
|
30
|
30923487.99
|
188510914.70
|
150712233.80
|
370146636.5
|
|
50
|
10
|
40
|
153797273.10
|
31517259.39
|
200922376.10
|
386236908.6
|
|
40
|
20
|
40
|
123078945.60
|
62896277.08
|
200922376.10
|
386897598.8
|
|
30
|
30
|
40
|
92359731.66
|
94331192.39
|
200922376.10
|
387613300.1
|
|
20
|
40
|
40
|
61624603.45
|
125696132.70
|
200922376.10
|
388243112.2
|
|
10
|
50
|
40
|
30923487.99
|
157102346.90
|
200922376.10
|
388948211.0
|
|
40
|
10
|
50
|
123078945.60
|
31517259.39
|
251105210.30
|
405701415.3
|
|
30
|
20
|
50
|
92359731.66
|
62896277.08
|
251105210.30
|
406361219.0
|
|
20
|
30
|
50
|
61624603.45
|
94331192.39
|
251105210.30
|
407061006.1
|
|
10
|
40
|
50
|
30923487.99
|
125696132.70
|
251105210.30
|
407724831.0
|
|
30
|
10
|
60
|
92359731.66
|
31517259.39
|
301304983.70
|
425181974.8
|
|
20
|
20
|
60
|
61624603.45
|
62896277.08
|
301304983.70
|
425825864.2
|
|
10
|
30
|
60
|
30923487.99
|
94331192.39
|
301304983.70
|
426559664.1
|
|
20
|
10
|
70
|
61624603.45
|
31517259.39
|
351518770.60
|
444660633.4
|
|
10
|
20
|
70
|
30923487.99
|
62896277.08
|
351518770.60
|
445338535.7
|
|
10
|
10
|
80
|
30923487.99
|
31517259.39
|
401702546.30
|
464143293.7
|
|
firm1
|
firm2
|
firm3
|
firm_1_transport_work
|
firm_2_transport_work
|
firm_3_transport_work
|
firm_1_carbon_footprint_kg_per_TEU
|
firm_2_carbon_footprint_kg_per_TEU
|
firm_3_carbon_footprint_kg_per_TEU
|
market_carbon_footprint_kg_per_TEU
|
|
80
|
10
|
10
|
202613478.66
|
25326684.83
|
25326684.83
|
1213.895359
|
1244.428933
|
1987.022805
|
1294.261461
|
|
70
|
20
|
10
|
177286793.82
|
50653369.66
|
25326684.83
|
1213.957582
|
1241.699762
|
1987.022805
|
1296.812540
|
|
60
|
30
|
10
|
151960108.99
|
75980054.50
|
25326684.83
|
1214.127393
|
1241.525727
|
1987.022805
|
1299.636434
|
|
50
|
40
|
10
|
126633424.16
|
101306739.33
|
25326684.83
|
1214.507735
|
1240.747985
|
1987.022805
|
1302.255342
|
|
40
|
50
|
10
|
101306739.33
|
126633424.16
|
25326684.83
|
1214.913701
|
1240.607272
|
1987.022805
|
1304.971397
|
|
30
|
60
|
10
|
75980054.50
|
151960108.99
|
25326684.83
|
1215.578645
|
1240.528952
|
1987.022805
|
1307.693245
|
|
20
|
70
|
10
|
50653369.66
|
177286793.82
|
25326684.83
|
1216.594352
|
1240.515990
|
1987.022805
|
1310.382344
|
|
10
|
80
|
10
|
25326684.83
|
202613478.66
|
25326684.83
|
1220.984436
|
1240.230389
|
1987.022805
|
1312.985035
|
|
70
|
10
|
20
|
177286793.82
|
25326684.83
|
50653369.66
|
1213.957582
|
1244.428933
|
1984.444286
|
1371.102058
|
|
60
|
20
|
20
|
151960108.99
|
50653369.66
|
50653369.66
|
1214.127393
|
1241.699762
|
1984.444286
|
1373.705245
|
|
50
|
30
|
20
|
126633424.16
|
75980054.50
|
50653369.66
|
1214.507735
|
1241.525727
|
1984.444286
|
1376.600443
|
|
40
|
40
|
20
|
101306739.33
|
101306739.33
|
50653369.66
|
1214.913701
|
1240.747985
|
1984.444286
|
1379.153532
|
|
30
|
50
|
20
|
75980054.50
|
126633424.16
|
50653369.66
|
1215.578645
|
1240.607272
|
1984.444286
|
1381.866087
|
|
20
|
60
|
20
|
50653369.66
|
151960108.99
|
50653369.66
|
1216.594352
|
1240.528952
|
1984.444286
|
1384.525099
|
|
10
|
70
|
20
|
25326684.83
|
177286793.82
|
50653369.66
|
1220.984436
|
1240.515990
|
1984.444286
|
1387.348494
|
|
60
|
10
|
30
|
151960108.99
|
25326684.83
|
75980054.50
|
1214.127393
|
1244.428933
|
1983.576279
|
1447.992213
|
|
50
|
20
|
30
|
126633424.16
|
50653369.66
|
75980054.50
|
1214.507735
|
1241.699762
|
1983.576279
|
1450.666704
|
|
40
|
30
|
30
|
101306739.33
|
75980054.50
|
75980054.50
|
1214.913701
|
1241.525727
|
1983.576279
|
1453.496082
|
|
30
|
40
|
30
|
75980054.50
|
101306739.33
|
75980054.50
|
1215.578645
|
1240.747985
|
1983.576279
|
1456.045671
|
|
20
|
50
|
30
|
50653369.66
|
126633424.16
|
75980054.50
|
1216.594352
|
1240.607272
|
1983.576279
|
1458.695390
|
|
10
|
60
|
30
|
25326684.83
|
151960108.99
|
75980054.50
|
1220.984436
|
1240.528952
|
1983.576279
|
1461.488698
|
|
50
|
10
|
40
|
126633424.16
|
25326684.83
|
101306739.33
|
1214.507735
|
1244.428933
|
1983.307107
|
1525.019603
|
|
40
|
20
|
40
|
101306739.33
|
50653369.66
|
101306739.33
|
1214.913701
|
1241.699762
|
1983.307107
|
1527.628276
|
|
30
|
30
|
40
|
75980054.50
|
75980054.50
|
101306739.33
|
1215.578645
|
1241.525727
|
1983.307107
|
1530.454154
|
|
20
|
40
|
40
|
50653369.66
|
101306739.33
|
101306739.33
|
1216.594352
|
1240.747985
|
1983.307107
|
1532.940907
|
|
10
|
50
|
40
|
25326684.83
|
126633424.16
|
101306739.33
|
1220.984436
|
1240.607272
|
1983.307107
|
1535.724922
|
|
40
|
10
|
50
|
101306739.33
|
25326684.83
|
126633424.16
|
1214.913701
|
1244.428933
|
1982.929957
|
1601.873352
|
|
30
|
20
|
50
|
75980054.50
|
50653369.66
|
126633424.16
|
1215.578645
|
1241.699762
|
1982.929957
|
1604.478524
|
|
20
|
30
|
50
|
50653369.66
|
75980054.50
|
126633424.16
|
1216.594352
|
1241.525727
|
1982.929957
|
1607.241567
|
|
10
|
40
|
50
|
25326684.83
|
101306739.33
|
126633424.16
|
1220.984436
|
1240.747985
|
1982.929957
|
1609.862616
|
|
30
|
10
|
60
|
75980054.50
|
25326684.83
|
151960108.99
|
1215.578645
|
1244.428933
|
1982.789995
|
1678.790484
|
|
20
|
20
|
60
|
50653369.66
|
50653369.66
|
151960108.99
|
1216.594352
|
1241.699762
|
1982.789995
|
1681.332820
|
|
10
|
30
|
60
|
25326684.83
|
75980054.50
|
151960108.99
|
1220.984436
|
1241.525727
|
1982.789995
|
1684.230158
|
|
20
|
10
|
70
|
50653369.66
|
25326684.83
|
177286793.82
|
1216.594352
|
1244.428933
|
1982.769066
|
1755.700110
|
|
10
|
20
|
70
|
25326684.83
|
50653369.66
|
177286793.82
|
1220.984436
|
1241.699762
|
1982.769066
|
1758.376742
|
|
10
|
10
|
80
|
25326684.83
|
25326684.83
|
202613478.66
|
1220.984436
|
1244.428933
|
1982.605249
|
1832.625536
|
|
firm1
|
firm2
|
firm3
|
firm_1_NPV
|
firm_2_NPV
|
firm_3_NPV
|
market NPV
|
firm_1_carbon_footprint_kg_per_dollar
|
firm_2_carbon_footprint_kg_per_dollar
|
firm_3_carbon_footprint_kg_per_dollar
|
market_carbon_footprint_kg_per_dollar
|
|
80
|
10
|
10
|
1800583415
|
146135102
|
95764561
|
2042483078
|
136.5954831
|
215.6720662
|
525.5044226
|
160.4877537
|
|
70
|
20
|
10
|
1566555188
|
305465404
|
95764561
|
1967785153
|
137.3833805
|
205.9031113
|
525.5044226
|
166.9082747
|
|
60
|
30
|
10
|
1350432851
|
451575256
|
95764561
|
1897772668
|
136.6220696
|
208.8936255
|
525.5044226
|
173.4427043
|
|
50
|
40
|
10
|
1116414445
|
610920746
|
95764561
|
1823099752
|
137.7600172
|
205.7486728
|
525.5044226
|
180.9106198
|
|
70
|
10
|
20
|
1566555188
|
146135102
|
191528418
|
1904218708
|
137.3833805
|
215.6720662
|
524.8244154
|
182.3607212
|
|
60
|
20
|
20
|
1350432851
|
305465404
|
191528418
|
1847426673
|
136.6220696
|
205.9031113
|
524.8244154
|
188.3235763
|
|
40
|
50
|
10
|
900287067
|
757062992
|
95764561
|
1753114620
|
136.7107783
|
207.5155549
|
525.5044226
|
188.5250337
|
|
30
|
60
|
10
|
666270747
|
916394029
|
95764561
|
1678429337
|
138.6219222
|
205.7094533
|
525.5044226
|
197.3245697
|
|
50
|
30
|
20
|
1116414445
|
451575256
|
191528418
|
1759518119
|
137.7600172
|
208.8936255
|
524.8244154
|
198.1492840
|
|
40
|
40
|
20
|
900287067
|
610920746
|
191528418
|
1702736231
|
136.7107783
|
205.7486728
|
524.8244154
|
205.1368039
|
|
60
|
10
|
30
|
1350432851
|
146135102
|
287294598
|
1783862551
|
136.6220696
|
215.6720662
|
524.5912553
|
205.5810992
|
|
20
|
70
|
10
|
450142718
|
1062463553
|
95764561
|
1608370832
|
136.9001452
|
206.9973149
|
525.5044226
|
206.3432138
|
|
50
|
20
|
30
|
1116414445
|
305465404
|
287294598
|
1709174447
|
137.7600172
|
205.9031113
|
524.5912553
|
214.9609624
|
|
30
|
50
|
20
|
666270747
|
757062992
|
191528418
|
1614862157
|
138.6219222
|
207.5155549
|
524.8244154
|
216.7249180
|
|
10
|
80
|
10
|
216122362
|
1221862319
|
95764561
|
1533749242
|
143.0832409
|
205.6593362
|
525.5044226
|
216.8122224
|
|
40
|
30
|
30
|
900287067
|
451575256
|
287294598
|
1639156921
|
136.7107783
|
208.8936255
|
524.5912553
|
224.5803114
|
|
20
|
60
|
20
|
450142718
|
916394029
|
191528418
|
1558065165
|
136.9001452
|
205.7094533
|
524.8244154
|
225.0575368
|
|
50
|
10
|
40
|
1116414445
|
146135102
|
383043486
|
1645593033
|
137.7600172
|
215.6720662
|
524.5419474
|
234.7098589
|
|
30
|
40
|
30
|
666270747
|
610920746
|
287294598
|
1564486091
|
138.6219222
|
205.7486728
|
524.5912553
|
235.7119698
|
|
10
|
70
|
20
|
216122362
|
1062463553
|
191528418
|
1470114333
|
143.0832409
|
206.9973149
|
524.8244154
|
239.0082000
|
|
40
|
20
|
40
|
900287067
|
305465404
|
383043486
|
1588795957
|
136.7107783
|
205.9031113
|
524.5419474
|
243.5162282
|
|
20
|
50
|
30
|
450142718
|
757062992
|
287294598
|
1494500308
|
136.9001452
|
207.5155549
|
524.5912553
|
247.1991355
|
|
30
|
30
|
40
|
666270747
|
451575256
|
383043486
|
1500889489
|
138.6219222
|
208.8936255
|
524.5419474
|
258.2557230
|
|
10
|
60
|
30
|
216122362
|
916394029
|
287294598
|
1419810989
|
143.0832409
|
205.7094533
|
524.5912553
|
260.7013464
|
|
40
|
10
|
50
|
900287067
|
146135102
|
478805052
|
1525227221
|
136.7107783
|
215.6720662
|
524.4414386
|
265.9940825
|
|
20
|
40
|
40
|
450142718
|
610920746
|
383043486
|
1444106950
|
136.9001452
|
205.7486728
|
524.5419474
|
268.8465091
|
|
30
|
20
|
50
|
666270747
|
305465404
|
478805052
|
1450541203
|
138.6219222
|
205.9031113
|
524.4414386
|
280.1445545
|
|
10
|
50
|
40
|
216122362
|
757062992
|
383043486
|
1356228840
|
143.0832409
|
207.5155549
|
524.5419474
|
286.7865655
|
|
20
|
30
|
50
|
450142718
|
451575256
|
478805052
|
1380523026
|
136.9001452
|
208.8936255
|
524.4414386
|
294.8599904
|
|
30
|
10
|
60
|
666270747
|
146135102
|
574591245
|
1386997094
|
138.6219222
|
215.6720662
|
524.3814387
|
306.5485693
|
|
10
|
40
|
50
|
216122362
|
610920746
|
478805052
|
1305848160
|
143.0832409
|
205.7486728
|
524.4414386
|
312.2298928
|
|
20
|
20
|
60
|
450142718
|
305465404
|
574591245
|
1330199367
|
136.9001452
|
205.9031113
|
524.3814387
|
320.1218365
|
|
10
|
30
|
60
|
216122362
|
451575256
|
574591245
|
1242288863
|
143.0832409
|
208.8936255
|
524.3814387
|
343.3659246
|
|
20
|
10
|
70
|
450142718
|
146135102
|
670327015
|
1266604835
|
136.9001452
|
215.6720662
|
524.3989318
|
351.0650056
|
|
10
|
20
|
70
|
216122362
|
305465404
|
670327015
|
1191914781
|
143.0832409
|
205.9031113
|
524.3989318
|
373.6328660
|
|
10
|
10
|
80
|
216122362
|
146135102
|
766127985
|
1128385449
|
143.0832409
|
215.6720662
|
524.3282508
|
411.3339942
|
III.2.ULSFO (0.5%)
|
firm1
|
firm2
|
firm3
|
firm_1_carbon_emissions
|
firm_2_carbon_emissions
|
firm_3_carbon_emissions
|
market carbon emissions
|
|
80
|
10
|
10
|
252794180.50
|
32389180.12
|
32029943.82
|
317213304.4
|
|
70
|
10
|
20
|
221203175.00
|
32389180.12
|
63976485.19
|
317568840.3
|
|
70
|
20
|
10
|
221203175.00
|
64634208.59
|
32029943.82
|
317867327.4
|
|
60
|
20
|
20
|
189632487.80
|
64634208.59
|
63976485.19
|
318243181.6
|
|
50
|
10
|
40
|
158081041.10
|
32389180.12
|
127877703.70
|
318347924.9
|
|
60
|
30
|
10
|
189632487.80
|
96931018.63
|
32029943.82
|
318593450.2
|
|
40
|
10
|
50
|
126506015.00
|
32389180.12
|
159816251.00
|
318711446.1
|
|
50
|
30
|
20
|
158081041.10
|
96931018.63
|
63976485.19
|
318988544.9
|
|
40
|
20
|
40
|
126506015.00
|
64634208.59
|
127877703.70
|
319017927.3
|
|
30
|
10
|
60
|
94929248.69
|
32389180.12
|
191774136.50
|
319092565.3
|
|
50
|
40
|
10
|
158081041.10
|
129177097.90
|
32029943.82
|
319288082.8
|
|
30
|
20
|
50
|
94929248.69
|
64634208.59
|
159816251.00
|
319379708.3
|
|
40
|
40
|
20
|
126506015.00
|
129177097.90
|
63976485.19
|
319659598.1
|
|
30
|
30
|
40
|
94929248.69
|
96931018.63
|
127877703.70
|
319737971.0
|
|
20
|
20
|
60
|
63339439.46
|
64634208.59
|
191774136.50
|
319747784.6
|
|
10
|
10
|
80
|
31783217.51
|
32389180.12
|
255675552.90
|
319847950.5
|
|
40
|
50
|
10
|
126506015.00
|
161443032.20
|
32029943.82
|
319978991.0
|
|
20
|
30
|
50
|
63339439.46
|
96931018.63
|
159816251.00
|
320086709.1
|
|
30
|
50
|
20
|
94929248.69
|
161443032.20
|
63976485.19
|
320348766.1
|
|
20
|
40
|
40
|
63339439.46
|
129177097.90
|
127877703.70
|
320394241.1
|
|
10
|
30
|
60
|
31783217.51
|
96931018.63
|
191774136.50
|
320488372.6
|
|
30
|
60
|
10
|
94929248.69
|
193721679.00
|
32029943.82
|
320680871.5
|
|
10
|
40
|
50
|
31783217.51
|
129177097.90
|
159816251.00
|
320776566.4
|
|
20
|
60
|
20
|
63339439.46
|
193721679.00
|
63976485.19
|
321037603.6
|
|
10
|
50
|
40
|
31783217.51
|
161443032.20
|
127877703.70
|
321103953.4
|
|
20
|
70
|
10
|
63339439.46
|
225986076.20
|
32029943.82
|
321355459.5
|
|
10
|
70
|
20
|
31783217.51
|
225986076.20
|
63976485.19
|
321745778.9
|
|
10
|
80
|
10
|
31783217.51
|
258233255.00
|
32029943.82
|
322046416.3
|
|
60
|
10
|
30
|
189632487.80
|
32389180.12
|
105504626.20
|
327526294.1
|
|
50
|
20
|
30
|
158081041.10
|
64634208.59
|
105504626.20
|
328219875.9
|
|
40
|
30
|
30
|
126506015.00
|
96931018.63
|
105504626.20
|
328941659.8
|
|
30
|
40
|
30
|
94929248.69
|
129177097.90
|
105504626.20
|
329610972.8
|
|
20
|
50
|
30
|
63339439.46
|
161443032.20
|
105504626.20
|
330287097.9
|
|
10
|
60
|
30
|
31783217.51
|
193721679.00
|
105504626.20
|
331009522.7
|
|
20
|
10
|
70
|
63339439.46
|
32389180.12
|
351512871.50
|
447241491.1
|
|
10
|
20
|
70
|
31783217.51
|
64634208.59
|
351512871.50
|
447930297.6
|
|
firm1
|
firm2
|
firm3
|
firm_1_transport_work
|
firm_2_transport_work
|
firm_3_transport_work
|
firm_1_carbon_footprint_kg_per_TEU
|
firm_2_carbon_footprint_kg_per_TEU
|
firm_3_carbon_footprint_kg_per_TEU
|
market_carbon_footprint_kg_per_TEU
|
|
80
|
10
|
10
|
202613478.66
|
25326684.83
|
25326684.83
|
1247.667145
|
1278.855892
|
1264.671789
|
1252.486484
|
|
70
|
10
|
20
|
177286793.82
|
25326684.83
|
50653369.66
|
1247.713776
|
1278.855892
|
1263.025256
|
1253.890284
|
|
70
|
20
|
10
|
177286793.82
|
50653369.66
|
25326684.83
|
1247.713776
|
1276.010047
|
1264.671789
|
1255.068832
|
|
60
|
20
|
20
|
151960108.99
|
50653369.66
|
50653369.66
|
1247.909659
|
1276.010047
|
1263.025256
|
1256.552856
|
|
50
|
10
|
40
|
126633424.16
|
25326684.83
|
101306739.33
|
1248.335834
|
1278.855892
|
1262.282298
|
1256.966425
|
|
60
|
30
|
10
|
151960108.99
|
75980054.50
|
25326684.83
|
1247.909659
|
1275.742947
|
1264.671789
|
1257.935858
|
|
40
|
10
|
50
|
101306739.33
|
25326684.83
|
126633424.16
|
1248.742343
|
1278.855892
|
1262.038455
|
1258.401754
|
|
50
|
30
|
20
|
126633424.16
|
75980054.50
|
50653369.66
|
1248.335834
|
1275.742947
|
1263.025256
|
1259.495852
|
|
40
|
20
|
40
|
101306739.33
|
50653369.66
|
101306739.33
|
1248.742343
|
1276.010047
|
1262.282298
|
1259.611866
|
|
30
|
10
|
60
|
75980054.50
|
25326684.83
|
151960108.99
|
1249.396955
|
1278.855892
|
1262.003152
|
1259.906567
|
|
50
|
40
|
10
|
126633424.16
|
101306739.33
|
25326684.83
|
1248.335834
|
1275.108633
|
1264.671789
|
1260.678549
|
|
30
|
20
|
50
|
75980054.50
|
50653369.66
|
126633424.16
|
1249.396955
|
1276.010047
|
1262.038455
|
1261.040323
|
|
40
|
40
|
20
|
101306739.33
|
101306739.33
|
50653369.66
|
1248.742343
|
1275.108633
|
1263.025256
|
1262.145442
|
|
30
|
30
|
40
|
75980054.50
|
75980054.50
|
101306739.33
|
1249.396955
|
1275.742947
|
1262.282298
|
1262.454890
|
|
20
|
20
|
60
|
50653369.66
|
50653369.66
|
151960108.99
|
1250.448684
|
1276.010047
|
1262.003152
|
1262.493637
|
|
10
|
10
|
80
|
25326684.83
|
25326684.83
|
202613478.66
|
1254.930036
|
1278.855892
|
1261.888175
|
1262.889133
|
|
40
|
50
|
10
|
101306739.33
|
126633424.16
|
25326684.83
|
1248.742343
|
1274.884836
|
1264.671789
|
1263.406534
|
|
20
|
30
|
50
|
50653369.66
|
75980054.50
|
126633424.16
|
1250.448684
|
1275.742947
|
1262.038455
|
1263.831849
|
|
30
|
50
|
20
|
75980054.50
|
126633424.16
|
50653369.66
|
1249.396955
|
1274.884836
|
1263.025256
|
1264.866556
|
|
20
|
40
|
40
|
50653369.66
|
101306739.33
|
101306739.33
|
1250.448684
|
1275.108633
|
1262.282298
|
1265.046109
|
|
10
|
30
|
60
|
25326684.83
|
75980054.50
|
151960108.99
|
1254.930036
|
1275.742947
|
1262.003152
|
1265.417779
|
|
30
|
60
|
10
|
75980054.50
|
151960108.99
|
25326684.83
|
1249.396955
|
1274.819295
|
1264.671789
|
1266.177842
|
|
10
|
40
|
50
|
25326684.83
|
101306739.33
|
126633424.16
|
1254.930036
|
1275.108633
|
1262.038455
|
1266.555684
|
|
20
|
60
|
20
|
50653369.66
|
151960108.99
|
50653369.66
|
1250.448684
|
1274.819295
|
1263.025256
|
1267.586365
|
|
10
|
50
|
40
|
25326684.83
|
126633424.16
|
101306739.33
|
1254.930036
|
1274.884836
|
1262.282298
|
1267.848341
|
|
20
|
70
|
10
|
50653369.66
|
177286793.82
|
25326684.83
|
1250.448684
|
1274.692104
|
1264.671789
|
1268.841388
|
|
10
|
70
|
20
|
25326684.83
|
177286793.82
|
50653369.66
|
1254.930036
|
1274.692104
|
1263.025256
|
1270.382528
|
|
10
|
80
|
10
|
25326684.83
|
202613478.66
|
25326684.83
|
1254.930036
|
1274.511729
|
1264.671789
|
1271.569566
|
|
60
|
10
|
30
|
151960108.99
|
25326684.83
|
75980054.50
|
1247.909659
|
1278.855892
|
1388.583187
|
1293.206341
|
|
50
|
20
|
30
|
126633424.16
|
50653369.66
|
75980054.50
|
1248.335834
|
1276.010047
|
1388.583187
|
1295.944882
|
|
40
|
30
|
30
|
101306739.33
|
75980054.50
|
75980054.50
|
1248.742343
|
1275.742947
|
1388.583187
|
1298.794777
|
|
30
|
40
|
30
|
75980054.50
|
101306739.33
|
75980054.50
|
1249.396955
|
1275.108633
|
1388.583187
|
1301.437496
|
|
20
|
50
|
30
|
50653369.66
|
126633424.16
|
75980054.50
|
1250.448684
|
1274.884836
|
1388.583187
|
1304.107111
|
|
10
|
60
|
30
|
25326684.83
|
151960108.99
|
75980054.50
|
1254.930036
|
1274.819295
|
1388.583187
|
1306.959537
|
|
20
|
10
|
70
|
50653369.66
|
25326684.83
|
177286793.82
|
1250.448684
|
1278.855892
|
1982.735792
|
1765.890380
|
|
10
|
20
|
70
|
25326684.83
|
50653369.66
|
177286793.82
|
1254.930036
|
1276.010047
|
1982.735792
|
1768.610067
|
|
firm1
|
firm2
|
firm3
|
firm_1_NPV
|
firm_2_NPV
|
firm_3_NPV
|
market NPV
|
firm_1_carbon_footprint_kg_per_dollar
|
firm_2_carbon_footprint_kg_per_dollar
|
firm_3_carbon_footprint_kg_per_dollar
|
market_carbon_footprint_kg_per_dollar
|
|
80
|
10
|
10
|
1593174993
|
119579107
|
70234867
|
1782988967
|
158.6732039
|
270.8598595
|
456.0404994
|
177.9109744
|
|
70
|
20
|
10
|
1385084072
|
252362142
|
70234867
|
1707681081
|
159.7037894
|
256.1168964
|
456.0404994
|
186.1397488
|
|
70
|
10
|
20
|
1385084072
|
119579107
|
140470382
|
1645133561
|
159.7037894
|
270.8598595
|
455.4446587
|
193.0352938
|
|
60
|
30
|
10
|
1194872648
|
371944121
|
70234867
|
1637051636
|
158.7051876
|
260.6064007
|
456.0404994
|
194.6141730
|
|
60
|
20
|
20
|
1194872648
|
252362142
|
140470382
|
1587705172
|
158.7051876
|
256.1168964
|
455.4446587
|
200.4422403
|
|
50
|
40
|
10
|
986761180
|
504677093
|
70234867
|
1561673140
|
160.2019256
|
255.9598993
|
456.0404994
|
204.4525673
|
|
60
|
10
|
30
|
1194872648
|
119579107
|
231776953
|
1546228708
|
158.7051876
|
270.8598595
|
455.1989524
|
211.8226705
|
|
50
|
30
|
20
|
986761180
|
371944121
|
140470382
|
1499175683
|
160.2019256
|
260.6064007
|
455.4446587
|
212.7759598
|
|
40
|
50
|
10
|
796568931
|
624305807
|
70234867
|
1491109605
|
158.8136445
|
258.5960765
|
456.0404994
|
214.5911943
|
|
40
|
40
|
20
|
796568931
|
504677093
|
140470382
|
1441716406
|
158.8136445
|
255.9598993
|
455.4446587
|
221.7215513
|
|
50
|
20
|
30
|
986761180
|
252362142
|
231776953
|
1470900275
|
160.2019256
|
256.1168964
|
455.1989524
|
223.1421677
|
|
30
|
60
|
10
|
588492201
|
757075293
|
70234867
|
1415802361
|
161.3092723
|
255.8816551
|
456.0404994
|
226.5011561
|
|
50
|
10
|
40
|
986761180
|
119579107
|
280938943
|
1387279230
|
160.2019256
|
270.8598595
|
455.1796997
|
229.4764587
|
|
40
|
30
|
30
|
796568931
|
371944121
|
231776953
|
1400290005
|
158.8136445
|
260.6064007
|
455.1989524
|
234.9096678
|
|
30
|
50
|
20
|
588492201
|
624305807
|
140470382
|
1353268390
|
161.3092723
|
258.5960765
|
455.4446587
|
236.7222707
|
|
20
|
70
|
10
|
398288159
|
876665461
|
70234867
|
1345188487
|
159.0291803
|
257.7791487
|
456.0404994
|
238.8925140
|
|
40
|
20
|
40
|
796568931
|
252362142
|
280938943
|
1329870016
|
158.8136445
|
256.1168964
|
455.1796997
|
239.8865479
|
|
20
|
60
|
20
|
398288159
|
757075293
|
140470382
|
1295833834
|
159.0291803
|
255.8816551
|
455.4446587
|
247.7459650
|
|
30
|
40
|
30
|
588492201
|
504677093
|
231776953
|
1324946247
|
161.3092723
|
255.9598993
|
455.1989524
|
248.7730906
|
|
40
|
10
|
50
|
796568931
|
119579107
|
351176311
|
1267324349
|
158.8136445
|
270.8598595
|
455.0883587
|
251.4837235
|
|
10
|
80
|
10
|
190197787
|
1009438925
|
70234867
|
1269871579
|
167.1061373
|
255.8186024
|
456.0404994
|
253.6054997
|
|
30
|
30
|
40
|
588492201
|
371944121
|
280938943
|
1241375265
|
161.3092723
|
260.6064007
|
455.1796997
|
257.5675382
|
|
20
|
50
|
30
|
398288159
|
624305807
|
231776953
|
1254370919
|
159.0291803
|
258.5960765
|
455.1989524
|
263.3089566
|
|
10
|
70
|
20
|
190197787
|
876665461
|
140470382
|
1207333630
|
167.1061373
|
257.7791487
|
455.4446587
|
266.4928491
|
|
30
|
20
|
50
|
588492201
|
252362142
|
351176311
|
1192030654
|
161.3092723
|
256.1168964
|
455.0883587
|
267.9291067
|
|
20
|
40
|
40
|
398288159
|
504677093
|
280938943
|
1183904195
|
159.0291803
|
255.9598993
|
455.1796997
|
270.6251421
|
|
10
|
60
|
30
|
190197787
|
757075293
|
231776953
|
1179050033
|
167.1061373
|
255.8816551
|
455.1989524
|
280.7425584
|
|
30
|
10
|
60
|
588492201
|
119579107
|
421395385
|
1129466693
|
161.3092723
|
270.8598595
|
455.0931105
|
282.5161355
|
|
20
|
30
|
50
|
398288159
|
371944121
|
351176311
|
1121408591
|
159.0291803
|
260.6064007
|
455.0883587
|
285.4327242
|
|
10
|
50
|
40
|
190197787
|
624305807
|
280938943
|
1095442537
|
167.1061373
|
258.5960765
|
455.1796997
|
293.1271542
|
|
20
|
20
|
60
|
398288159
|
252362142
|
421395385
|
1072045686
|
159.0291803
|
256.1168964
|
455.0931105
|
298.2594760
|
|
10
|
40
|
50
|
190197787
|
504677093
|
351176311
|
1046051191
|
167.1061373
|
255.9598993
|
455.0883587
|
306.6547499
|
|
10
|
30
|
60
|
190197787
|
371944121
|
421395385
|
983537293
|
167.1061373
|
260.6064007
|
455.0931105
|
325.8527917
|
|
10
|
10
|
80
|
190197787
|
119579107
|
561863082
|
871639976
|
167.1061373
|
270.8598595
|
455.0495683
|
366.9496115
|
|
20
|
10
|
70
|
398288159
|
119579107
|
670348242
|
1188215508
|
159.0291803
|
270.8598595
|
524.3735263
|
376.3976215
|
|
10
|
20
|
70
|
190197787
|
252362142
|
670348242
|
1112908171
|
167.1061373
|
256.1168964
|
524.3735263
|
402.4863050
|
IV. Sulfur Emissions
IV.I.HFO (3.5%)
|
firm1
|
firm2
|
firm3
|
firm_1_sulfur_emissions
|
firm_2_sulfur_emissions
|
firm_3_sulfur_emissions
|
market sulfur emissions
|
|
80
|
10
|
10
|
5215061.1260
|
664230.3513
|
1078743.019
|
6958034.496
|
|
70
|
20
|
10
|
4563417.4030
|
1325548.5510
|
1078743.019
|
6967708.973
|
|
60
|
30
|
10
|
3912046.0440
|
1988058.5640
|
1078743.019
|
6978847.627
|
|
50
|
40
|
10
|
3261059.7210
|
2649071.0090
|
1078743.019
|
6988873.749
|
|
40
|
50
|
10
|
2609720.5570
|
3310956.8050
|
1078743.019
|
6999420.381
|
|
30
|
60
|
10
|
1958360.8470
|
3972897.3380
|
1078743.019
|
7010001.204
|
|
20
|
70
|
10
|
1306665.8020
|
4635036.7100
|
1078743.019
|
7020445.531
|
|
10
|
80
|
10
|
655692.0511
|
5295919.4000
|
1078743.019
|
7030354.470
|
|
70
|
10
|
20
|
4563417.4030
|
664230.3513
|
2154686.626
|
7382334.380
|
|
60
|
20
|
20
|
3912046.0440
|
1325548.5510
|
2154686.626
|
7392281.221
|
|
50
|
30
|
20
|
3261059.7210
|
1988058.5640
|
2154686.626
|
7403804.911
|
|
40
|
40
|
20
|
2609720.5570
|
2649071.0090
|
2154686.626
|
7413478.192
|
|
30
|
50
|
20
|
1958360.8470
|
3310956.8050
|
2154686.626
|
7424004.278
|
|
20
|
60
|
20
|
1306665.8020
|
3972897.3380
|
2154686.626
|
7434249.766
|
|
10
|
70
|
20
|
655692.0511
|
4635036.7100
|
2154686.626
|
7445415.387
|
|
60
|
10
|
30
|
3912046.0440
|
664230.3513
|
3230615.352
|
7806891.747
|
|
50
|
20
|
30
|
3261059.7210
|
1325548.5510
|
3230615.352
|
7817223.624
|
|
40
|
30
|
30
|
2609720.5570
|
1988058.5640
|
3230615.352
|
7828394.473
|
|
30
|
40
|
30
|
1958360.8470
|
2649071.0090
|
3230615.352
|
7838047.208
|
|
20
|
50
|
30
|
1306665.8020
|
3310956.8050
|
3230615.352
|
7848237.959
|
|
10
|
60
|
30
|
655692.0511
|
3972897.3380
|
3230615.352
|
7859204.741
|
|
50
|
10
|
40
|
3261059.7210
|
664230.3513
|
4306909.740
|
8232199.812
|
|
40
|
20
|
40
|
2609720.5570
|
1325548.5510
|
4306909.740
|
8242178.848
|
|
30
|
30
|
40
|
1958360.8470
|
1988058.5640
|
4306909.740
|
8253329.151
|
|
20
|
40
|
40
|
1306665.8020
|
2649071.0090
|
4306909.740
|
8262646.551
|
|
10
|
50
|
40
|
655692.0511
|
3310956.8050
|
4306909.740
|
8273558.596
|
|
40
|
10
|
50
|
2609720.5570
|
664230.3513
|
5382613.100
|
8656564.008
|
|
30
|
20
|
50
|
1958360.8470
|
1325548.5510
|
5382613.100
|
8666522.498
|
|
20
|
30
|
50
|
1306665.8020
|
1988058.5640
|
5382613.100
|
8677337.466
|
|
10
|
40
|
50
|
655692.0511
|
2649071.0090
|
5382613.100
|
8687376.160
|
|
30
|
10
|
60
|
1958360.8470
|
664230.3513
|
6458668.575
|
9081259.773
|
|
20
|
20
|
60
|
1306665.8020
|
1325548.5510
|
6458668.575
|
9090882.928
|
|
10
|
30
|
60
|
655692.0511
|
1988058.5640
|
6458668.575
|
9102419.190
|
|
20
|
10
|
70
|
1306665.8020
|
664230.3513
|
7535046.937
|
9505943.090
|
|
10
|
20
|
70
|
655692.0511
|
1325548.5510
|
7535046.937
|
9516287.539
|
|
10
|
10
|
80
|
655692.0511
|
664230.3513
|
8610752.901
|
9930675.303
|
|
firm1
|
firm2
|
firm3
|
firm_1_transport_work
|
firm_2_transport_work
|
firm_3_transport_work
|
firm_1_sulfur_footprint_kg_per_TEU
|
firm_2_sulfur_footprint_kg_per_TEU
|
firm_3_sulfur_footprint_kg_per_TEU
|
market_sulfur_footprint_kg_per_TEU
|
|
80
|
10
|
10
|
202613478.66
|
25326684.83
|
25326684.83
|
25.73896446
|
26.22650204
|
42.59313946
|
27.47313572
|
|
70
|
20
|
10
|
177286793.82
|
50653369.66
|
25326684.83
|
25.74031209
|
26.16901027
|
42.59313946
|
27.51133447
|
|
60
|
30
|
10
|
151960108.99
|
75980054.50
|
25326684.83
|
25.74390128
|
26.16553222
|
42.59313946
|
27.55531438
|
|
50
|
40
|
10
|
126633424.16
|
101306739.33
|
25326684.83
|
25.75196669
|
26.14901068
|
42.59313946
|
27.59490156
|
|
40
|
50
|
10
|
101306739.33
|
126633424.16
|
25326684.83
|
25.76058192
|
26.14599445
|
42.59313946
|
27.63654394
|
|
30
|
60
|
10
|
75980054.50
|
151960108.99
|
25326684.83
|
25.77467021
|
26.14434383
|
42.59313946
|
27.67832131
|
|
20
|
70
|
10
|
50653369.66
|
177286793.82
|
25326684.83
|
25.79622660
|
26.14428639
|
42.59313946
|
27.71955974
|
|
10
|
80
|
10
|
25326684.83
|
202613478.66
|
25326684.83
|
25.88937539
|
26.13804094
|
42.59313946
|
27.75868424
|
|
70
|
10
|
20
|
177286793.82
|
25326684.83
|
50653369.66
|
25.74031209
|
26.22650204
|
42.53787340
|
29.14844335
|
|
60
|
20
|
20
|
151960108.99
|
50653369.66
|
50653369.66
|
25.74390128
|
26.16901027
|
42.53787340
|
29.18771750
|
|
50
|
30
|
20
|
126633424.16
|
75980054.50
|
50653369.66
|
25.75196669
|
26.16553222
|
42.53787340
|
29.23321769
|
|
40
|
40
|
20
|
101306739.33
|
101306739.33
|
50653369.66
|
25.76058192
|
26.14901068
|
42.53787340
|
29.27141172
|
|
30
|
50
|
20
|
75980054.50
|
126633424.16
|
50653369.66
|
25.77467021
|
26.14599445
|
42.53787340
|
29.31297297
|
|
20
|
60
|
20
|
50653369.66
|
151960108.99
|
50653369.66
|
25.79622660
|
26.14434383
|
42.53787340
|
29.35342630
|
|
10
|
70
|
20
|
25326684.83
|
177286793.82
|
50653369.66
|
25.88937539
|
26.14428639
|
42.53787340
|
29.39751269
|
|
60
|
10
|
30
|
151960108.99
|
25326684.83
|
75980054.50
|
25.74390128
|
26.22650204
|
42.51925553
|
30.82476763
|
|
50
|
20
|
30
|
126633424.16
|
50653369.66
|
75980054.50
|
25.75196669
|
26.16901027
|
42.51925553
|
30.86556206
|
|
40
|
30
|
30
|
101306739.33
|
75980054.50
|
75980054.50
|
25.76058192
|
26.16553222
|
42.51925553
|
30.90966909
|
|
30
|
40
|
30
|
75980054.50
|
101306739.33
|
75980054.50
|
25.77467021
|
26.14901068
|
42.51925553
|
30.94778199
|
|
20
|
50
|
30
|
50653369.66
|
126633424.16
|
75980054.50
|
25.79622660
|
26.14599445
|
42.51925553
|
30.98801920
|
|
10
|
60
|
30
|
25326684.83
|
151960108.99
|
75980054.50
|
25.88937539
|
26.14434383
|
42.51925553
|
31.03132050
|
|
50
|
10
|
40
|
126633424.16
|
25326684.83
|
101306739.33
|
25.75196669
|
26.22650204
|
42.51355604
|
32.50405597
|
|
40
|
20
|
40
|
101306739.33
|
50653369.66
|
101306739.33
|
25.76058192
|
26.16901027
|
42.51355604
|
32.54345724
|
|
30
|
30
|
40
|
75980054.50
|
75980054.50
|
101306739.33
|
25.77467021
|
26.16553222
|
42.51355604
|
32.58748315
|
|
20
|
40
|
40
|
50653369.66
|
101306739.33
|
101306739.33
|
25.79622660
|
26.14901068
|
42.51355604
|
32.62427201
|
|
10
|
50
|
40
|
25326684.83
|
126633424.16
|
101306739.33
|
25.88937539
|
26.14599445
|
42.51355604
|
32.66735718
|
|
40
|
10
|
50
|
101306739.33
|
25326684.83
|
126633424.16
|
25.76058192
|
26.22650204
|
42.50546912
|
34.17961753
|
|
30
|
20
|
50
|
75980054.50
|
50653369.66
|
126633424.16
|
25.77467021
|
26.16901027
|
42.50546912
|
34.21893768
|
|
20
|
30
|
50
|
50653369.66
|
75980054.50
|
126633424.16
|
25.79622660
|
26.16553222
|
42.50546912
|
34.26163955
|
|
10
|
40
|
50
|
25326684.83
|
101306739.33
|
126633424.16
|
25.88937539
|
26.14901068
|
42.50546912
|
34.30127637
|
|
30
|
10
|
60
|
75980054.50
|
25326684.83
|
151960108.99
|
25.77467021
|
26.22650204
|
42.50239499
|
35.85648826
|
|
20
|
20
|
60
|
50653369.66
|
50653369.66
|
151960108.99
|
25.79622660
|
26.16901027
|
42.50239499
|
35.89448437
|
|
10
|
30
|
60
|
25326684.83
|
75980054.50
|
151960108.99
|
25.88937539
|
26.16553222
|
42.50239499
|
35.94003420
|
|
20
|
10
|
70
|
50653369.66
|
25326684.83
|
177286793.82
|
25.79622660
|
26.22650204
|
42.50202045
|
37.53330984
|
|
10
|
20
|
70
|
25326684.83
|
50653369.66
|
177286793.82
|
25.88937539
|
26.16901027
|
42.50202045
|
37.57415391
|
|
10
|
10
|
80
|
25326684.83
|
25326684.83
|
202613478.66
|
25.88937539
|
26.22650204
|
42.49842093
|
39.21032448
|
|
firm1
|
firm2
|
firm3
|
firm_1_NPV
|
firm_2_NPV
|
firm_3_NPV
|
market NPV
|
firm_1_sulfur_footprint_kg_per_dollar
|
firm_2_sulfur_footprint_kg_per_dollar
|
firm_3_sulfur_footprint_kg_per_dollar
|
market_sulfur_footprint_kg_per_dollar
|
|
80
|
10
|
10
|
1800583415
|
146135102
|
95764561
|
2042483078
|
2.896317428
|
4.545316917
|
11.26453260
|
3.406654660
|
|
70
|
20
|
10
|
1566555188
|
305465404
|
95764561
|
1967785153
|
2.913026900
|
4.339439209
|
11.26453260
|
3.540889087
|
|
60
|
30
|
10
|
1350432851
|
451575256
|
95764561
|
1897772668
|
2.896883056
|
4.402496677
|
11.26453260
|
3.677388628
|
|
50
|
40
|
10
|
1116414445
|
610920746
|
95764561
|
1823099752
|
2.921011758
|
4.336194222
|
11.26453260
|
3.833511436
|
|
70
|
10
|
20
|
1566555188
|
146135102
|
191528418
|
1904218708
|
2.913026900
|
4.545316917
|
11.24995783
|
3.876831138
|
|
40
|
50
|
10
|
900287067
|
757062992
|
95764561
|
1753114620
|
2.898764908
|
4.373423136
|
11.26453260
|
3.992562894
|
|
60
|
20
|
20
|
1350432851
|
305465404
|
191528418
|
1847426673
|
2.896883056
|
4.339439209
|
11.24995783
|
4.001393576
|
|
30
|
60
|
10
|
666270747
|
916394029
|
95764561
|
1678429337
|
2.939286853
|
4.335359258
|
11.26453260
|
4.176524474
|
|
50
|
30
|
20
|
1116414445
|
451575256
|
191528418
|
1759518119
|
2.921011758
|
4.402496677
|
11.24995783
|
4.207859431
|
|
40
|
40
|
20
|
900287067
|
610920746
|
191528418
|
1702736231
|
2.898764908
|
4.336194222
|
11.24995783
|
4.353861777
|
|
20
|
70
|
10
|
450142718
|
1062463553
|
95764561
|
1608370832
|
2.902781162
|
4.362537140
|
11.26453260
|
4.364942084
|
|
60
|
10
|
30
|
1350432851
|
146135102
|
287294598
|
1783862551
|
2.896883056
|
4.545316917
|
11.24495683
|
4.376397578
|
|
50
|
20
|
30
|
1116414445
|
305465404
|
287294598
|
1709174447
|
2.921011758
|
4.339439209
|
11.24495683
|
4.573683885
|
|
10
|
80
|
10
|
216122362
|
1221862319
|
95764561
|
1533749242
|
3.033892676
|
4.334301269
|
11.26453260
|
4.583770461
|
|
30
|
50
|
20
|
666270747
|
757062992
|
191528418
|
1614862157
|
2.939286853
|
4.373423136
|
11.24995783
|
4.597299061
|
|
20
|
60
|
20
|
450142718
|
916394029
|
191528418
|
1558065165
|
2.902781162
|
4.335359258
|
11.24995783
|
4.771462666
|
|
40
|
30
|
30
|
900287067
|
451575256
|
287294598
|
1639156921
|
2.898764908
|
4.402496677
|
11.24495683
|
4.775866406
|
|
50
|
10
|
40
|
1116414445
|
146135102
|
383043486
|
1645593033
|
2.921011758
|
4.545316917
|
11.24391850
|
5.002573326
|
|
30
|
40
|
30
|
666270747
|
610920746
|
287294598
|
1564486091
|
2.939286853
|
4.336194222
|
11.24495683
|
5.009982034
|
|
10
|
70
|
20
|
216122362
|
1062463553
|
191528418
|
1470114333
|
3.033892676
|
4.362537140
|
11.24995783
|
5.064514521
|
|
40
|
20
|
40
|
900287067
|
305465404
|
383043486
|
1588795957
|
2.898764908
|
4.339439209
|
11.24391850
|
5.187688710
|
|
20
|
50
|
30
|
450142718
|
757062992
|
287294598
|
1494500308
|
2.902781162
|
4.373423136
|
11.24495683
|
5.251412741
|
|
30
|
30
|
40
|
666270747
|
451575256
|
383043486
|
1500889489
|
2.939286853
|
4.402496677
|
11.24391850
|
5.498958592
|
|
10
|
60
|
30
|
216122362
|
916394029
|
287294598
|
1419810989
|
3.033892676
|
4.335359258
|
11.24495683
|
5.535388021
|
|
40
|
10
|
50
|
900287067
|
146135102
|
478805052
|
1525227221
|
2.898764908
|
4.545316917
|
11.24176338
|
5.675589767
|
|
20
|
40
|
40
|
450142718
|
610920746
|
383043486
|
1444106950
|
2.902781162
|
4.336194222
|
11.24391850
|
5.721630625
|
|
30
|
20
|
50
|
666270747
|
305465404
|
478805052
|
1450541203
|
2.939286853
|
4.339439209
|
11.24176338
|
5.974682057
|
|
10
|
50
|
40
|
216122362
|
757062992
|
383043486
|
1356228840
|
3.033892676
|
4.373423136
|
11.24391850
|
6.100414880
|
|
20
|
30
|
50
|
450142718
|
451575256
|
478805052
|
1380523026
|
2.902781162
|
4.402496677
|
11.24176338
|
6.285543452
|
|
30
|
10
|
60
|
666270747
|
146135102
|
574591245
|
1386997094
|
2.939286853
|
4.545316917
|
11.24045768
|
6.547425234
|
|
10
|
40
|
50
|
216122362
|
610920746
|
478805052
|
1305848160
|
3.033892676
|
4.336194222
|
11.24176338
|
6.652669450
|
|
20
|
20
|
60
|
450142718
|
305465404
|
574591245
|
1330199367
|
2.902781162
|
4.339439209
|
11.24045768
|
6.834225871
|
|
10
|
30
|
60
|
216122362
|
451575256
|
574591245
|
1242288863
|
3.033892676
|
4.402496677
|
11.24045768
|
7.327135790
|
|
20
|
10
|
70
|
450142718
|
146135102
|
670327015
|
1266604835
|
2.902781162
|
4.545316917
|
11.24085225
|
7.505058269
|
|
10
|
20
|
70
|
216122362
|
305465404
|
670327015
|
1191914781
|
3.033892676
|
4.339439209
|
11.24085225
|
7.984033499
|
|
10
|
10
|
80
|
216122362
|
146135102
|
766127985
|
1128385449
|
3.033892676
|
4.545316917
|
11.23931389
|
8.800782846
|
IV.2.ULSFO (0.5%)
|
firm1
|
firm2
|
firm3
|
firm_1_sulfur_emissions
|
firm_2_sulfur_emissions
|
firm_3_sulfur_emissions
|
market sulfur emissions
|
|
10
|
10
|
80
|
94633.47298
|
95974.57185
|
734949.08110
|
925557.1259
|
|
30
|
10
|
60
|
282648.34860
|
95974.57185
|
551262.20590
|
929885.1264
|
|
20
|
20
|
60
|
188591.05290
|
191521.64290
|
551262.20590
|
931374.9017
|
|
40
|
10
|
50
|
376667.77600
|
95974.57185
|
459396.82030
|
932039.1682
|
|
10
|
30
|
60
|
94633.47298
|
287222.35060
|
551262.20590
|
933118.0295
|
|
30
|
20
|
50
|
282648.34860
|
191521.64290
|
459396.82030
|
933566.8118
|
|
50
|
10
|
40
|
470681.64060
|
95974.57185
|
367588.65320
|
934244.8657
|
|
20
|
30
|
50
|
188591.05290
|
287222.35060
|
459396.82030
|
935210.2238
|
|
40
|
20
|
40
|
376667.77600
|
191521.64290
|
367588.65320
|
935778.0721
|
|
10
|
40
|
50
|
94633.47298
|
382775.25650
|
459396.82030
|
936805.5498
|
|
30
|
30
|
40
|
282648.34860
|
287222.35060
|
367588.65320
|
937459.3524
|
|
70
|
10
|
20
|
658623.95110
|
95974.57185
|
183902.42370
|
938500.9466
|
|
20
|
40
|
40
|
188591.05290
|
382775.25650
|
367588.65320
|
938954.9626
|
|
60
|
20
|
20
|
564623.95610
|
191521.64290
|
183902.42370
|
940048.0227
|
|
10
|
50
|
40
|
94633.47298
|
478381.93470
|
367588.65320
|
940604.0609
|
|
80
|
10
|
10
|
752685.07070
|
95974.57185
|
92071.11225
|
940730.7548
|
|
50
|
30
|
20
|
470681.64060
|
287222.35060
|
183902.42370
|
941806.4149
|
|
70
|
20
|
10
|
658623.95110
|
191521.64290
|
92071.11225
|
942216.7062
|
|
40
|
40
|
20
|
376667.77600
|
382775.25650
|
183902.42370
|
943345.4562
|
|
60
|
30
|
10
|
564623.95610
|
287222.35060
|
92071.11225
|
943917.4189
|
|
30
|
50
|
20
|
282648.34860
|
478381.93470
|
183902.42370
|
944932.7070
|
|
50
|
40
|
10
|
470681.64060
|
382775.25650
|
92071.11225
|
945528.0093
|
|
20
|
60
|
20
|
188591.05290
|
574029.35900
|
183902.42370
|
946522.8356
|
|
40
|
50
|
10
|
376667.77600
|
478381.93470
|
92071.11225
|
947120.8229
|
|
10
|
70
|
20
|
94633.47298
|
669633.57740
|
183902.42370
|
948169.4741
|
|
30
|
60
|
10
|
282648.34860
|
574029.35900
|
92071.11225
|
948748.8199
|
|
20
|
70
|
10
|
188591.05290
|
669633.57740
|
92071.11225
|
950295.7425
|
|
10
|
80
|
10
|
94633.47298
|
765187.54050
|
92071.11225
|
951892.1257
|
|
60
|
10
|
30
|
564623.95610
|
95974.57185
|
303276.30100
|
963874.8289
|
|
50
|
20
|
30
|
470681.64060
|
191521.64290
|
303276.30100
|
965479.5845
|
|
40
|
30
|
30
|
376667.77600
|
287222.35060
|
303276.30100
|
967166.4276
|
|
30
|
40
|
30
|
282648.34860
|
382775.25650
|
303276.30100
|
968699.9061
|
|
20
|
50
|
30
|
188591.05290
|
478381.93470
|
303276.30100
|
970249.2886
|
|
10
|
60
|
30
|
94633.47298
|
574029.35900
|
303276.30100
|
971939.1330
|
|
20
|
10
|
70
|
188591.05290
|
95974.57185
|
7534911.01500
|
7819476.6398
|
|
10
|
20
|
70
|
94633.47298
|
191521.64290
|
7534911.01500
|
7821066.1309
|
|
firm1
|
firm2
|
firm3
|
firm_1_transport_work
|
firm_2_transport_work
|
firm_3_transport_work
|
firm_1_sulfur_footprint_kg_per_TEU
|
firm_2_sulfur_footprint_kg_per_TEU
|
firm_3_sulfur_footprint_kg_per_TEU
|
market_sulfur_footprint_kg_per_TEU
|
|
10
|
10
|
80
|
25326684.83
|
25326684.83
|
202613478.66
|
3.736512442
|
3.789464452
|
3.627345456
|
3.654474054
|
|
30
|
10
|
60
|
75980054.50
|
25326684.83
|
151960108.99
|
3.720033507
|
3.789464452
|
3.627677090
|
3.671562751
|
|
20
|
20
|
60
|
50653369.66
|
50653369.66
|
151960108.99
|
3.723168945
|
3.781024721
|
3.627677090
|
3.677444987
|
|
40
|
10
|
50
|
101306739.33
|
25326684.83
|
126633424.16
|
3.718091990
|
3.789464452
|
3.627769077
|
3.680067780
|
|
10
|
30
|
60
|
25326684.83
|
75980054.50
|
151960108.99
|
3.736512442
|
3.780233543
|
3.627677090
|
3.684327561
|
|
30
|
20
|
50
|
75980054.50
|
50653369.66
|
126633424.16
|
3.720033507
|
3.781024721
|
3.627769077
|
3.686099535
|
|
50
|
10
|
40
|
126633424.16
|
25326684.83
|
101306739.33
|
3.716883151
|
3.789464452
|
3.628471863
|
3.688776766
|
|
20
|
30
|
50
|
50653369.66
|
75980054.50
|
126633424.16
|
3.723168945
|
3.780233543
|
3.627769077
|
3.692588391
|
|
40
|
20
|
40
|
101306739.33
|
50653369.66
|
101306739.33
|
3.718091990
|
3.781024721
|
3.628471863
|
3.694830485
|
|
10
|
40
|
50
|
25326684.83
|
101306739.33
|
126633424.16
|
3.736512442
|
3.778379001
|
3.627769077
|
3.698887383
|
|
30
|
30
|
40
|
75980054.50
|
75980054.50
|
101306739.33
|
3.720033507
|
3.780233543
|
3.628471863
|
3.701468860
|
|
70
|
10
|
20
|
177286793.82
|
25326684.83
|
50653369.66
|
3.715019810
|
3.789464452
|
3.630605919
|
3.705581496
|
|
20
|
40
|
40
|
50653369.66
|
101306739.33
|
101306739.33
|
3.723168945
|
3.778379001
|
3.628471863
|
3.707374135
|
|
60
|
20
|
20
|
151960108.99
|
50653369.66
|
50653369.66
|
3.715606417
|
3.781024721
|
3.630605919
|
3.711689978
|
|
10
|
50
|
40
|
25326684.83
|
126633424.16
|
101306739.33
|
3.736512442
|
3.777690905
|
3.628471863
|
3.713885442
|
|
80
|
10
|
10
|
202613478.66
|
25326684.83
|
25326684.83
|
3.714881535
|
3.789464452
|
3.635340072
|
3.714385681
|
|
50
|
30
|
20
|
126633424.16
|
75980054.50
|
50653369.66
|
3.716883151
|
3.780233543
|
3.630605919
|
3.718632822
|
|
70
|
20
|
10
|
177286793.82
|
50653369.66
|
25326684.83
|
3.715019810
|
3.781024721
|
3.635340072
|
3.720252818
|
|
40
|
40
|
20
|
101306739.33
|
101306739.33
|
50653369.66
|
3.718091990
|
3.778379001
|
3.630605919
|
3.724709580
|
|
60
|
30
|
10
|
151960108.99
|
75980054.50
|
25326684.83
|
3.715606417
|
3.780233543
|
3.635340072
|
3.726967920
|
|
30
|
50
|
20
|
75980054.50
|
126633424.16
|
50653369.66
|
3.720033507
|
3.777690905
|
3.630605919
|
3.730976688
|
|
50
|
40
|
10
|
126633424.16
|
101306739.33
|
25326684.83
|
3.716883151
|
3.778379001
|
3.635340072
|
3.733327183
|
|
20
|
60
|
20
|
50653369.66
|
151960108.99
|
50653369.66
|
3.723168945
|
3.777500311
|
3.630605919
|
3.737255160
|
|
40
|
50
|
10
|
101306739.33
|
126633424.16
|
25326684.83
|
3.718091990
|
3.777690905
|
3.635340072
|
3.739616256
|
|
10
|
70
|
20
|
25326684.83
|
177286793.82
|
50653369.66
|
3.736512442
|
3.777120467
|
3.630605919
|
3.743756755
|
|
30
|
60
|
10
|
75980054.50
|
151960108.99
|
25326684.83
|
3.720033507
|
3.777500311
|
3.635340072
|
3.746044246
|
|
20
|
70
|
10
|
50653369.66
|
177286793.82
|
25326684.83
|
3.723168945
|
3.777120467
|
3.635340072
|
3.752152123
|
|
10
|
80
|
10
|
25326684.83
|
202613478.66
|
25326684.83
|
3.736512442
|
3.776587548
|
3.635340072
|
3.758455290
|
|
60
|
10
|
30
|
151960108.99
|
25326684.83
|
75980054.50
|
3.715606417
|
3.789464452
|
3.991525184
|
3.805767851
|
|
50
|
20
|
30
|
126633424.16
|
50653369.66
|
75980054.50
|
3.716883151
|
3.781024721
|
3.991525184
|
3.812104075
|
|
40
|
30
|
30
|
101306739.33
|
75980054.50
|
75980054.50
|
3.718091990
|
3.780233543
|
3.991525184
|
3.818764414
|
|
30
|
40
|
30
|
75980054.50
|
101306739.33
|
75980054.50
|
3.720033507
|
3.778379001
|
3.991525184
|
3.824819208
|
|
20
|
50
|
30
|
50653369.66
|
126633424.16
|
75980054.50
|
3.723168945
|
3.777690905
|
3.991525184
|
3.830936797
|
|
10
|
60
|
30
|
25326684.83
|
151960108.99
|
75980054.50
|
3.736512442
|
3.777500311
|
3.991525184
|
3.837608986
|
|
20
|
10
|
70
|
50653369.66
|
25326684.83
|
177286793.82
|
3.723168945
|
3.789464452
|
42.501253774
|
30.874457876
|
|
10
|
20
|
70
|
25326684.83
|
50653369.66
|
177286793.82
|
3.736512442
|
3.781024721
|
42.501253774
|
30.880733830
|
|
firm1
|
firm2
|
firm3
|
firm_1_NPV
|
firm_2_NPV
|
firm_3_NPV
|
market NPV
|
firm_1_sulfur_footprint_kg_per_dollar
|
firm_2_sulfur_footprint_kg_per_dollar
|
firm_3_sulfur_footprint_kg_per_dollar
|
market_sulfur_footprint_kg_per_dollar
|
|
80
|
10
|
10
|
1593174993
|
119579107
|
70234867
|
1782988967
|
0.4724434378
|
0.8026031826
|
1.310903205
|
0.5276144565
|
|
70
|
20
|
10
|
1385084072
|
252362142
|
70234867
|
1707681081
|
0.4755118945
|
0.7589159031
|
1.310903205
|
0.5517521490
|
|
70
|
10
|
20
|
1385084072
|
119579107
|
140470382
|
1645133561
|
0.4755118945
|
0.8026031826
|
1.309190030
|
0.5704709751
|
|
60
|
30
|
10
|
1194872648
|
371944121
|
70234867
|
1637051636
|
0.4725390250
|
0.7722190899
|
1.310903205
|
0.5765959962
|
|
60
|
20
|
20
|
1194872648
|
252362142
|
140470382
|
1587705172
|
0.4725390250
|
0.7589159031
|
1.309190030
|
0.5920797131
|
|
50
|
40
|
10
|
986761180
|
504677093
|
70234867
|
1561673140
|
0.4769965116
|
0.7584557766
|
1.310903205
|
0.6054583287
|
|
60
|
10
|
30
|
1194872648
|
119579107
|
231776953
|
1546228708
|
0.4725390250
|
0.8026031826
|
1.308483424
|
0.6233714482
|
|
50
|
30
|
20
|
986761180
|
371944121
|
140470382
|
1499175683
|
0.4769965116
|
0.7722190899
|
1.309190030
|
0.6282161761
|
|
40
|
50
|
10
|
796568931
|
624305807
|
70234867
|
1491109605
|
0.4728627509
|
0.7662621897
|
1.310903205
|
0.6351785407
|
|
40
|
40
|
20
|
796568931
|
504677093
|
140470382
|
1441716406
|
0.4728627509
|
0.7584557766
|
1.309190030
|
0.6543210941
|
|
50
|
20
|
30
|
986761180
|
252362142
|
231776953
|
1470900275
|
0.4769965116
|
0.7589159031
|
1.308483424
|
0.6563868407
|
|
30
|
60
|
10
|
588492201
|
757075293
|
70234867
|
1415802361
|
0.4802924289
|
0.7582196438
|
1.310903205
|
0.6701138845
|
|
50
|
10
|
40
|
986761180
|
119579107
|
280938943
|
1387279230
|
0.4769965116
|
0.8026031826
|
1.308428975
|
0.6734367858
|
|
40
|
30
|
30
|
796568931
|
371944121
|
231776953
|
1400290005
|
0.4728627509
|
0.7722190899
|
1.308483424
|
0.6906900886
|
|
30
|
50
|
20
|
588492201
|
624305807
|
140470382
|
1353268390
|
0.4802924289
|
0.7662621897
|
1.309190030
|
0.6982596460
|
|
40
|
20
|
40
|
796568931
|
252362142
|
280938943
|
1329870016
|
0.4728627509
|
0.7589159031
|
1.308428975
|
0.7036613059
|
|
20
|
70
|
10
|
398288159
|
876665461
|
70234867
|
1345188487
|
0.4735040413
|
0.7638416331
|
1.310903205
|
0.7064405856
|
|
20
|
60
|
20
|
398288159
|
757075293
|
140470382
|
1295833834
|
0.4735040413
|
0.7582196438
|
1.309190030
|
0.7304353465
|
|
30
|
40
|
30
|
588492201
|
504677093
|
231776953
|
1324946247
|
0.4802924289
|
0.7584557766
|
1.308483424
|
0.7311239292
|
|
40
|
10
|
50
|
796568931
|
119579107
|
351176311
|
1267324349
|
0.4728627509
|
0.8026031826
|
1.308165744
|
0.7354385394
|
|
10
|
80
|
10
|
190197787
|
1009438925
|
70234867
|
1269871579
|
0.4975529656
|
0.7580325283
|
1.310903205
|
0.7495971573
|
|
30
|
30
|
40
|
588492201
|
371944121
|
280938943
|
1241375265
|
0.4802924289
|
0.7722190899
|
1.308428975
|
0.7551780504
|
|
20
|
50
|
30
|
398288159
|
624305807
|
231776953
|
1254370919
|
0.4735040413
|
0.7662621897
|
1.308483424
|
0.7734947246
|
|
30
|
20
|
50
|
588492201
|
252362142
|
351176311
|
1192030654
|
0.4802924289
|
0.7589159031
|
1.308165744
|
0.7831734936
|
|
10
|
70
|
20
|
190197787
|
876665461
|
140470382
|
1207333630
|
0.4975529656
|
0.7638416331
|
1.309190030
|
0.7853417237
|
|
20
|
40
|
40
|
398288159
|
504677093
|
280938943
|
1183904195
|
0.4735040413
|
0.7584557766
|
1.308428975
|
0.7931004608
|
|
30
|
10
|
60
|
588492201
|
119579107
|
421395385
|
1129466693
|
0.4802924289
|
0.8026031826
|
1.308182827
|
0.8232957484
|
|
10
|
60
|
30
|
190197787
|
757075293
|
231776953
|
1179050033
|
0.4975529656
|
0.7582196438
|
1.308483424
|
0.8243408725
|
|
20
|
30
|
50
|
398288159
|
371944121
|
351176311
|
1121408591
|
0.4735040413
|
0.7722190899
|
1.308165744
|
0.8339602811
|
|
10
|
50
|
40
|
190197787
|
624305807
|
280938943
|
1095442537
|
0.4975529656
|
0.7662621897
|
1.308428975
|
0.8586521238
|
|
20
|
20
|
60
|
398288159
|
252362142
|
421395385
|
1072045686
|
0.4735040413
|
0.7589159031
|
1.308182827
|
0.8687828456
|
|
10
|
40
|
50
|
190197787
|
504677093
|
351176311
|
1046051191
|
0.4975529656
|
0.7584557766
|
1.308165744
|
0.8955637715
|
|
10
|
30
|
60
|
190197787
|
371944121
|
421395385
|
983537293
|
0.4975529656
|
0.7722190899
|
1.308182827
|
0.9487368055
|
|
10
|
10
|
80
|
190197787
|
119579107
|
561863082
|
871639976
|
0.4975529656
|
0.8026031826
|
1.308057256
|
1.0618571330
|
|
20
|
10
|
70
|
398288159
|
119579107
|
670348242
|
1188215508
|
0.4735040413
|
0.8026031826
|
11.240293541
|
6.5808572495
|
|
10
|
20
|
70
|
190197787
|
252362142
|
670348242
|
1112908171
|
0.4975529656
|
0.7589159031
|
11.240293541
|
7.0275934122
|
__ Firm 3 is the smallest company with the most pollution __ It would be intersting to see it’s abatement cost .. later
market fottprints per market structure ??
graphical analysis / summary
conclusion
plots
## [1] "ULFO"
## [1] "ULFO"
## [1] "ULFO"
## [1] "ULFO"