carbon life cycle analysis of co -eor for net carbon ... · [mscf/stb] produced oil [stb] 5....
TRANSCRIPT
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U.S. Department of EnergyNational Energy Technology Laboratory
Mastering the Subsurface Through Technology Innovation, Partnerships and Collaboration:Carbon Storage and Oil and Natural Gas Technologies Review Meeting
August 13-16, 2018
Carbon Life Cycle Analysis of CO2-EOR for Net Carbon Negative Oil (NCNO)
ClassificationDE-FE0024433
Vanessa Nuñez-Lopez, Seyyed Hosseini, Ramón Gil-Egui
Bureau of Economic GeologyThe University of Texas
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2
Presentation Outline
• Project Overview: Goals and Objectives• Technical Status• Accomplishments to Date• Lessons Learned• Synergy Opportunities• Project Summary
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Technical Status: Problem Statement
Carbon captured
Carbon utilized (CO2-EOR)
Carbon stored
Oil produced, refined, burned.
Carbon emitted
• Is CO2-EOR a valid option for greenhouse gas emission reduction? Are geologically stored carbon volumes larger that direct/indirect emissions resulting from CO2-EOR operations?
3
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4
Technical Status:Goals and Objectives
• Identify and frame critical carbon balance components for the accurate mass accounting of a CO2-EOR operation.
• Develop strategies that are conducive to achieving a NCNO classification.
• Develop a comprehensive, yet commercially applicable, monitoring, verification, and accounting (MVA) methodology.
Goal: To develop a clear, universal, repeatable methodology for making the determination of whether a CO2-EOR operation can be classified as Net carbon Negative Oil (NCNO)
Objectives:
CO2 injection [MSCF]
CO2 Utilization [MSCF/STB]
Produced oil [STB]
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5
Technical Status:(Project Background/Methodology)
Cradle to grave system boundary
Study focus (gate-to-gate)
Gate to grave system boundary
LCA System boundaries for NCNO classification
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Technical Status: Carbon Mass Accounting Methodology at the EOR Site
6𝑀𝑀𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠 = 𝑀𝑀𝑠𝑠𝑠𝑠𝑠𝑠𝑡𝑡𝑡𝑡 𝑖𝑖𝑖𝑖𝑖𝑖𝑠𝑠𝑖𝑖𝑠𝑠𝑠𝑠𝑠𝑠 − 𝑀𝑀𝑠𝑠𝑠𝑠𝑖𝑖𝑟𝑟𝑖𝑖𝑡𝑡𝑠𝑠 − 𝑀𝑀𝑡𝑡𝑠𝑠𝑠𝑠𝑠𝑠 𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑡𝑡𝑖𝑖𝑠𝑠 − 𝑀𝑀𝑡𝑡𝑠𝑠𝑠𝑠𝑠𝑠 𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑡𝑡𝑖𝑖𝑠𝑠
𝑀𝑀𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠 = 𝑀𝑀𝑝𝑝𝑠𝑠𝑠𝑠𝑖𝑖𝑝𝑡𝑡𝑠𝑠𝑠𝑠𝑠𝑠 − 𝑀𝑀𝑡𝑡𝑠𝑠𝑠𝑠𝑠𝑠 𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑡𝑡𝑖𝑖𝑠𝑠 − 𝑀𝑀𝑡𝑡𝑠𝑠𝑠𝑠𝑠𝑠 𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑠𝑡𝑡𝑖𝑖𝑠𝑠
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Technical Status: EOR Modeling Scenarios
7
EOR: Injection Scenarios & Gas Separation Process
Four Injection Strategies• Continuous CO2 injection (CGI)• Water Alternating GAS (WAG)• Water Curtain Injection (WCI)• Hybrid Strategy (WAG+WCI)
Four Gas Separation Process• Without Gas Separation• Fractionation/Refrigeration• Membrane• Ryan-Holmes
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Technical Status: Cranfield Static Model(Site Characterization)
8
Inactive region
Active blocks
Core samples for relative permeability experiments
Cranfield overview:• Clastic Mississippi field
• Apex of 4-way closed anticline
• Main pay is ~10,000 ft deep
• Pi = 4,600 psi, Ti = 150°F
• Original gas cap
• Productive during 1940s and 50s
• CO2 injection started in 2007• Available mass accounting data as required by
SECARB’s monitoring program.
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9
Technical Status: Dynamic Model (Numerical Simulation)
Compositional model simulates CO2 injection
• Compositional simulation• Total number of block = 82,500• 25 yrs injection +75 yrs of post injection
• CMG-GEM compositional package
• Solubility modeled with Henry’s law
• Oil and gas PVT tuned • History matching of
historic production data (1944-1964)
• Oil, water, gas production data is available
• Shut-in period (1964-2008)
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Technical Status: Subsurface Results
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Mass of CO2 Stored
0
0.5
1
1.5
2
2.5
0 1 2 3 4 5 6 7 8
Net
CO
2St
ored
(Mill
ion
tonn
es)
HCPV injected
CGI
WAG
WCI
WCI+WAG
0
1
2
3
4
5
6
7
8
0 1 2 3 4 5 6 7 8
% O
OIP
HCPV injected
CGI
WAG
WCI
WCI+WAG
Oil Recovery Factor
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Technical Status: Subsurface Results
11
12/2033 08/2050 04/2067 12/2083
Time (Date)
0
20
40
60
80
100
Tra
ppin
g C
ontr
ibut
ion
(%)
CGI
Oil Miscibility Trapping
Structural Trapping
Brine Solubility Trapping
12/2033 08/2050 04/2067 12/2083
Time (Date)
0
20
40
60
80
100
Tra
ppin
g C
ontr
ibut
ion
(%)
WAG
Oil Miscibility Trapping
Structural Trapping
Brine Solubility Trapping
12/2033 08/2050 04/2067 12/2083
Time (Date)
0
20
40
60
80
100
Tra
ppin
g C
ontr
ibut
ion
(%)
WCI
Oil Miscibility Trapping
Structural Trapping
Brine Solubility Trapping
12/2033 08/2050 04/2067 12/2083
Time (Date)
0
20
40
60
80
100
Tra
ppin
g C
ontr
ibut
ion
(%)
WAG + WCI
Oil Miscibility Trapping
Structural Trapping
Brine Solubility Trapping
Residual Trapping
Residual Trapping
Residual Trapping
Residual Trapping
03/2009 01/2014 11/2018 10/2023 08/2028 07/2033
Time (Date)
20
30
40
50
60
70
80
90
100110120
Gro
ss U
tiliz
atio
n R
atio
(MSC
F/ST
B)
CGIWAGWCIWCI+WAG
03/2009 01/2014 11/2018 10/2023 08/2028 07/2033
Time (Date)
10 0
10 1
10 2
Net
Util
izat
ion
Rat
io (M
SCF/
STB
)
CGIWAGWCIWCI+WAG
1. WAG improves storage security by decreasingthe amount of mobile CO2 in the reservoir
2. CO2 injection strategies that alternate withwater have lower gross utilization ratios.However WAG’s net utilization compares tothat of CG.
Gross Utilization Rate Net Utilization Rate
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Technical Status: CO2-EOR GHG Accounting
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Gate to Gate (EOR Site) boundary:Indirect Emissions (Energy Use):
– Artificial Lift (Gas Lifting)– Gas Injection Compression– Pumping for injection and fluid handling– Gas Separation Process
Direct Emission:– Bulk Separation (VOC)– Fugitive/venting CO₂ released to atmosphere
Gate to Grave boundary:EOR Site + Downstream:
+ Crude transportation+ Refinery+ Product combustion
Power source from SRMV Grid (468 KgCO2e/MWh)
EIA (U.S. Energy Information Administration) average of carbon content and heat content of crude oil going into U.S. refineries
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Technical Status: GHG Emissions Evolution: Gate to Gate
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Technical Status: Carbon Balance Evolution: Gate to Gate
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NCNONCNO
NCNONCNO
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15
Technical Status: Carbon Balance Evolution: Gate to Grave
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Technical Status, Transition Point Gate to Grave
Negative Carbon footprintEmissions
Storage NCNO NCPO
Transition Point
16
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Technical Status, Transition Point Gate to Grave
Oil Production: 3.3MMB% Ultimate Prod: 85%NCNO Period: 59%Emission Rate: 0.48 (Ton/STB)
Oil Production: 2.7MMB% Ultimate Prod: 88%NCNO Period: 67%Emission Rate: 0.49 (Ton/STB)
Oil Production: 0.7MMB% Ultimate Prod: 54%NCNO Period: 26%Emission Rate: 0.49 (Ton/STB)
Oil Production: 0.7MMB% Ultimate Prod: 54%NCNO Period: 26%Emission Rate: 0.49 (Ton/STB)
Carbon Neutral
Carbon Neutral
Best NPV?
Best NPV?
17
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Technical Status, Transition Point Gate to Grave
18
Negative Emissions
Negative Emissions
Negative Emissions
Negative Emissions
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Accomplishments to Date
19
Selection of system boundaries relevant to NCNO classification: gate-to-
grave
Identification of critical CO2 emission components within the EOR site
Gathered and classified Cranfield mass accounting data
Developed an EOR site carbon mass accounting procedure
Built Cranfield static model
Completed historic and EOR history matching
Complete the numerical simulation tasks
Build a model for energy consumption of the CO2-EOR operation
Completed scenario analysis
Linked results from numerical simulations with energy consumption model
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Lessons Learned
• The need of a numerical compositional reservoir modeling to obtain the accurate outcomes for a NCNO project
• Subsurface and surface models needs to be in a close integration
• Accurate and detailed EOR energy consumption for the site’s facility is highly required
• Transition Point can be managed to last longer and is crucial aspect to consider for EOR as a GHG emission reduction option
20
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Lessons Learned
21
• CO2 storage is greatest in absolute volume terms for the CGI scenario, with 1.5 million tons (Mt) CO2 stored. In decreasing order, this is followed by 1.3 Mt CO2 stored for WAG, and 0.6 Mt for both WCI and WAG+WCI scenarios. CGI injects a larger gross volume of CO2, so a larger volume is left behind.
• CO2 net utilization ratio, defined as the amount of CO2 purchased to produce 1 unit of oil, is lowest for hybrid WAG+WCI scenario, followed by WCI, WAG and CGI in increasing order.
• Oil production is greatest in absolute volume for the CGI scenario, with 4 million barrels (MMbbl) of incremental oil produced, versus 3 MMbbl for WAG, 2.5 MMbbl for WCI and 2 MMbbl for the hybrid WAG+WCI scenario.
• Our numerical simulations, demonstrate that flood efficiency variations are significant and mostly depend on the operator‘s selected field development strategy. These variations greatly affect the carbon balance of a project.
• A dynamic analysis allows to accurate determine the NCNO performance during EOR operations.
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Synergy Opportunities
– Our NCNO methodology can be applied to the development of any hydrocarbon resource (conventional or unconventional) for Carbon Balance assessments.
– Opportunities to couple capture analyzes of different CO2 sources
– Use the outcomes of NETL cost analysis of CTUS
– Integrating NCNO to CCUS commercial scaling projects
22
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23
Assessed the impact on carbon balance of critical geotechnical and operational parameters, such as solvent flood performance (CO2 utilization ratios), gas separation technologies, and fluid handling, which are often overlooked in carbon lifecycle studies and their repercussion on cradle-to-grave carbon systems.
Our numerical simulations, demonstrate that flood efficiency variations are significant and mostly depend on the operator‘s selected field development strategy. These variations greatly affect the carbon balance of a project.
Assessed the carbon life cycle evolution of CO2-EOR from start of CO2 injection to operation closure.
Developed a reservoir mass accounting methodology inclusive of CO2 losses at the surface through operating equipment and in the subsurface outside a pre-established CO2 storage complex.
Technical Summary/Next Steps
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Technical Summary/Next Steps
24
Obtained results that show how in a gate-to-grave system, all considered CO2-EOR injection strategies at Cranfield start producing NCNO and at some point transition into producing net carbon positive oil (NCPO).
The NCNO period (with beneficial implications for carbon credits or tax deduction) can be engineered to last longer, as it is highly dependent on the CO2injection strategy.
Next Steps:
Expand the system to include the elements upstream of the EOR site
Finish the development of a commercially applicable, monitoring, verification, and accounting (MVA) methodology.
Start a new project assessing the economics of this outcomes
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Appendix
25
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EOR performance:Gate to Grave Transition Point
26
Wihtout GS Fract-Refrgt Ryan-Holmes Membrane AVERAGECGIEmissions-Storage 1,536,364 1,554,983 1,608,031 1,571,174 1,567,638Oil Prodt 3,388,676 3,331,494 3,157,432 3,283,279 3,290,220Date 8/1/2024 10/1/2023 7/1/2021 2/1/2023 3/25/2023(Emss-Strg)/Oil Prod 0.45 0.47 0.51 0.48 0.48Oil Prodt/Total Oil Prodt 0.87 0.86 0.81 0.84 0.85Date/Tot Period 0.64 0.61 0.52 0.58 0.59Gross Util ization Rate (MscF/STB) 55.96 54.20 49.45 52.79 53.10Net Util ization Rate (MscF/STB) 8.75 9.00 9.82 9.22 9.20WAGEmissions-Storage 1,313,907 1,319,101 1,309,218 1,319,175 1,315,350Oil Prodt 2,821,167 2,766,926 2,551,722 2,709,545 2,712,340Date 3/1/2027 3/1/2026 9/1/2022 3/1/2025 45,763(Emss-Strg)/Oil Prod 0.47 0.48 0.51 0.49 0.49Oil Prodt/Total Oil Prodt 0.91 0.90 0.83 0.88 0.88Date/Tot Period 0.74 0.70 0.56 0.66 0.67Gross Util ization Rate (MscF/STB) 46.12 45.07 41.44 44.03 44.16Net Util ization Rate (MscF/STB) 8.82 9.03 9.72 9.22 9.20WCIEmissions-Storage 690,772 697,240 720,105 704,862 703,245Oil Prodt 1,478,911 1,467,437 1,398,593 1,444,489 1,447,357Date 5/1/2015 4/1/2015 10/1/2014 2/1/2015 2/7/2015(Emss-Strg)/Oil Prod 0.47 0.48 0.51 0.49 0.49Oil Prodt/Total Oil Prodt 0.48 0.57 0.55 0.56 0.54Date/Tot Period 0.27 0.26 0.24 0.26 0.26Gross Util ization Rate (MscF/STB) 51.46 42.73 42.07 42.52 44.69Net Util ization Rate (MscF/STB) 7.86 9.16 9.92 9.41 9.09WAG+WCIEmissions-Storage (Tons) 657,513 654,784 687,434 668,197 666,982Oil Prodt (STB) 1,433,482 1,405,692 1,373,938 1,415,080 1,407,048Date 5/1/2015 2/1/2015 11/1/2014 3/1/2015 2/7/2015(Emss-Strg)/Oil Prod (Ton/STB) 0.46 0.47 0.50 0.47 0.47Oil Prodt/Total Oil Prodt (STB/STB) 0.46 0.61 0.60 0.62 0.57Date/Tot Period 0.27 0.26 0.25 0.26 0.26Gross Util ization Rate (MscF/STB) 52.72 32.53 32.82 32.76 37.71Net Util ization Rate (MscF/STB) 8.05 8.71 9.34 8.84 8.74
Inj & Product per Scen
CO2 tons=19,274SCF=0.000051882151.90ANNUAL
30.460.13642565
CO2 injection (Tons/D)Cumulate CO2 injection (Tons/Month)Water injection (Bbl/D)Cumulate Water injection (Bbl/Month)CO2 Production (Tons/D)Cumulate CO2 Production (Tons/Month)Oil Production (BblD)Cumulate Oil Production (Bbl month)Cumulate Oil Production (Tons month)Water Production (BblD)Cumulate Water Production (BblD)Water Dispolsal (BblD)Cumulate Water Disposal (BblD)Water injection (STB/year)Water Production (STB/year)CO2 injection (Tons/year)CO2 Production (Tons/year)CO2 Storage (Tons/year)Oil Production (STB/year)Liquid Production (STB/year)Gross Utilization Rate (Msfc/STB)Net Utilization Rate (Msfc/STB)
ScenariosScenariosScenariosScenariosScenariosScenariosScenariosScenariosScenariosScenariosScenariosScenariosScenariosScenariosScenariosScenariosScenariosScenariosScenariosScenariosScenariosScenarios
DateCGIWAGWCIWAG+WCICGIWAGWCIWAG+WCICGIWAGWCIWAG+WCICGIWAGWCIWAG+WCICGIWAGWCIWAG+WCICGIWAGWCIWAG+WCICGIWAGWCIWAG+WCICGIWAGWCIWAG+WCICGIWAGWCIWAG+WCICGIWAGWCIWAG+WCICGIWAGWCIWAG+WCICGIWAGWCIWAG+WCICGIWAGWCIWAG+WCICGIWAGWCIWAG+WCICGIWAGWCIWAG+WCICGIWAGWCIWAG+WCIP CGIP WAGP WCIP WAG+WCICGIWAGWCIWAG+WCICGIWAGWCIWAG+WCICGIWAGWCIWAG+WCICGIWAGWCIWAG+WCICGIWAGWCIWAG+WCI
9/1/0841741729229216,16616,16611,31611,316- 0- 014,46514,465- 0- 0987,588987,588- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 02,008- 01,827,9534,045,7075,716,381254,175279,588289,968320,382326,668259,396228,720158,28215,6304,02012,8213,570311,038255,376215,898154,71221,10619,51521,01918,328275,280299,103310,986338,710298.32256.20209.74166.46284.0480725633252.2255263352197.983782144162.7034269498
10/1/0855755739039032,86532,86523,00623,006- 0- 013,09213,092- 0- 01,380,3421,380,342- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 02,009- 01,219,1722,854,6703,754,2771,330,2231,525,6951,640,5871,811,539867,146720,227611,149457,828263,570208,587272,146193,867603,576511,640339,003263,961256,927263,544223,174231,8791,587,1501,789,2391,863,7612,043,41865.0552.6752.7838.0645.2837.4229.2821.94
10/24/081,028- 0722- 056,50432,86539,60523,006- 012,23212,23224,056- 0281,3411,661,6771,933,635- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 02,010- 01,101,7082,424,8703,103,5531,841,2202,378,6142,245,6862,634,017899,533750,897642,330571,527487,370401,033398,734290,287412,163349,864243,596281,240338,398290,890243,807224,3182,179,6172,669,5042,489,4932,858,33651.2449.7550.7849.1123.4823.1819.2624.17
11/1/081,035- 0725- 064,78732,86545,40323,006- 010,96611,77222,378- 0369,0671,755,8522,112,661- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 02,011- 01,392,6842,600,8443,681,2351,529,6132,133,6082,491,6243,135,428829,778694,402593,137494,083508,552489,165583,330446,792321,226205,2379,80647,291460,953434,259344,869323,3971,990,5662,567,8662,836,4933,458,82534.7030.8233.1529.4513.439.110.552.82
12/1/081,0701,05674974396,90164,54767,88323,006- 010,53711,25921,377- 0685,1882,093,6262,753,959- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 02,012- 01,250,7402,751,5043,814,725800,3881,143,2541,951,0412,149,092672,772435,537478,289357,519326,576295,027482,265340,641346,196140,511(3,975)16,878372,141370,928293,279316,1621,172,5291,514,1822,244,3202,465,25334.8522.6331.4321.8017.937.30-0.261.03
1/1/091,1051,105774774131,16598,80191,86845,299- 010,14910,56920,112- 0999,8152,421,2563,377,422- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 02,013- 01,551,1382,836,6364,030,890807,7741,616,8231,688,2302,172,642562,579281,056399,484199,350378,941365,347463,775288,616183,638(84,291)(64,291)(89,266)349,368330,827221,497211,7651,157,1421,947,6501,909,7272,384,40731.0416.3734.7618.1410.13-4.91-5.59-8.12
2/1/09957957670670160,818128,453112,62569,284- 0- 010,0229,829- 0999,8152,731,9413,682,119- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 0- 02,014- 01,965,1722,978,6254,286,8961,048,3341,786,3111,643,3422,262,845562,825281,113399,658199,355548,103400,483453,888251,19814,721(119,370)(54,230)(51,843)349,199204,109154,214125,6611,397,5331,990,4201,797,5562,388,50631.0726.5549.9530.580.81-11.27-6.78-7.95
3/1/091,1711,171820820193,619161,255135,58690,041- 0- 09,5749,323- 0999,8153,000,0043,943,15212674330- 0208- 051243401,4316619520195901300- 03,0052,7042,95065,72884,13175,71282,6022,3473,005- 0- 02,3473,005- 0- 02,015- 02,071,2453,068,6824,358,0941,315,4721,792,7721,699,8582,427,903563,981282,516400,480200,490753,596315,979432,051221,716(189,615)(33,463)(31,572)(21,226)318,605131,267118,97794,3231,634,0771,924,0391,818,8352,522,22634.1241.4864.8840.97-11.47-4.91-5.11-4.34
4/1/091,0421,042730730225,928193,564158,202113,001- 0- 09,1138,847- 0999,8153,282,5124,217,424352530201,4041581,130100727870873,6573,0653,1222,6974994184263682,3471,3942,2822,751103,196127,346146,462167,8861,2091,394- 0- 03,5564,399- 0- 02,016- 02,101,6753,105,0294,388,3101,191,6641,911,6181,781,9022,663,316563,210280,795399,932199,306735,281287,473429,004213,258(172,070)(6,678)(29,072)(13,952)225,632109,085100,60777,9951,417,2962,020,7031,882,5092,741,31148.1149.6176.6249.25-14.70-1.18-5.57-3.45
5/1/091,160- 0812- 0260,719193,564182,556135,618- 010,4698,70618,140- 01,313,8993,543,7054,761,616534446412,9969252,5077181017986776,6745,4355,6944,9949117427776811,2099461,2251,334130,158155,717183,224207,914899- 0- 0- 04,4554,399- 0- 02,017- 02,115,7803,192,1444,434,7481,016,6571,994,0642,009,0732,813,976562,824280,823399,658199,315665,985272,303419,748206,465(103,161)8,520(20,090)(7,150)156,84591,66181,94468,4631,173,5022,085,7252,091,0172,882,43969.1659.0594.0156.11-12.681.79-4.73-2.01
6/1/091,0471,044733731293,190225,918205,285135,618- 08,7898,36516,157- 01,586,3713,803,0135,262,494815770525,5182,2564,6661,954125951248310,5378,3929,5487,5571,4381,1451,3031,0318991,2621,0441,120161,313194,831215,584242,6261,005- 0- 0- 05,4604,399- 0- 02,018- 02,125,4603,260,8434,463,376933,8962,096,6322,096,7782,889,778562,825280,821399,658199,294619,097269,645406,165202,493(56,272)11,176(6,506)(3,199)118,07781,38071,65058,1831,051,9732,178,0122,168,4282,947,96191.8766.51107.5166.02-9.192.65-1.75-1.06
7/1/091,1161,116781781326,668259,396228,720158,282- 08,0538,09015,130- 01,827,9534,045,7075,716,38133723927221315,6304,02012,8213,57035237138235921,10619,51521,01918,3282,8792,6622,8672,5001,0052,8252,4792,592254,175279,588289,968320,3823,095- 0- 0- 08,5554,399- 0- 02,019- 02,172,9063,279,2784,529,564901,4612,254,0942,122,4313,118,792563,981282,408400,479200,400598,052282,568403,134205,765(34,071)(160)(2,655)(5,365)99,71975,41166,18551,8301,001,1802,329,5052,188,6163,170,622109.0172.18116.6374.52-6.59-0.04-0.77-2.00
8/1/091,1141,114780780361,217293,945252,904181,717- 0- 07,9887,508- 01,827,9534,293,3325,949,13743035060846828,97411,19531,6599,94837635549547532,75730,53036,37733,0584,4694,1654,9634,5103,0953,2372,8973,379342,012379,949379,776425,1372,8333,237- 0- 011,3897,636- 0- 02,020- 02,202,3023,266,5784,634,908883,5252,174,7482,141,0553,271,350563,210280,750399,932199,282592,549270,898402,603204,976(29,339)9,852(2,671)(5,694)90,46169,74362,81346,783973,9872,244,4912,203,8683,318,133120.0077.59122.7282.10-6.252.72-0.82-2.35
9/1/091,0941,094766766395,140327,868276,650205,901- 0- 08,0797,510- 01,827,9534,543,7866,181,95347936957746843,83622,05149,56124,45142342748546645,86943,77251,41847,5146,2585,9727,0156,4822,8332,9303,2883,486434,410470,781481,709533,1902,9812,930- 0- 014,36910,566- 0- 02,021- 02,203,9243,259,8424,681,612868,9442,166,6722,159,7493,283,536562,825280,749399,658199,282586,211268,923403,955201,228(23,386)11,826(4,297)(1,946)81,83667,94760,43343,916950,7792,234,6192,220,1823,327,452132.5679.64127.4787.46-5.513.35-1.37-0.85
10/1/091,2071,207845845431,344364,072301,993229,647- 0- 08,1707,556- 01,827,9534,788,8916,408,64548945758046758,50233,49266,94738,94944544151349359,23056,98966,79762,2928,0817,7759,1138,4982,9813,0352,9042,910516,192561,818568,836620,4952,7263,035- 0- 017,09513,601- 0- 02,022- 02,214,4963,257,9854,690,932862,0612,190,2942,181,7883,319,652562,824280,752399,658199,282586,414272,696403,278199,807(23,590)8,056(3,620)(525)74,14666,52556,95040,795936,2062,256,8192,238,7383,360,447146.3181.34135.2694.16-6.132.33-1.23-0.25
11/1/091,480- 01,036- 0477,225364,072334,109254,990- 09,5528,21616,294- 02,124,0545,043,5786,913,75455747159749575,76247,18885,46452,95647644751047173,98270,84082,60976,90010,0939,66411,27010,4912,7264,5893,8554,710631,586704,067688,347766,4983,722- 0- 0- 020,81813,601- 0- 02,023- 02,232,5603,261,0654,698,652856,2442,224,4522,214,0613,360,384563,981282,236400,480200,377585,462278,060403,324200,160(21,481)4,176(2,845)21769,54462,83554,00339,789925,7882,287,2872,268,0643,400,173156.3186.58142.9497.07-5.951.28-1.020.11
12/1/092,2302,1671,5601,531544,112429,079380,909254,990- 07,3548,22614,337- 02,344,6615,290,3657,343,85366954767849695,82761,774105,80168,31756460558254490,91088,985100,06293,23312,40212,14013,65112,7193,7224,7204,2765,254757,124845,670816,629924,1204,185- 0- 0- 025,00213,601- 0- 02,024- 02,260,0803,252,9364,690,208847,6582,270,9262,235,1483,380,920563,210280,707399,932199,282581,258280,027404,356200,253(18,048)679(4,424)(972)65,93359,09551,01539,101913,5912,330,0212,286,1623,420,021164.6491.56151.1098.23-5.280.22-1.67-0.48
1/1/102,6642,6601,8651,863626,686511,552438,712300,912- 06,3068,15913,329- 02,540,1355,543,3087,757,040742613730510118,81678,199128,44083,192647780621609110,977113,168119,307112,10315,14015,43916,27615,2944,1855,1065,4496,496901,4861,003,951985,5611,125,4844,657- 0- 0- 029,65913,601- 0- 02,025- 02,285,2623,245,2024,684,728835,4572,292,7162,253,0773,402,792562,825280,717399,658199,282577,476282,323404,791201,021(14,652)(1,606)(5,133)(1,740)62,33356,77548,31738,567897,7892,349,4912,301,3943,441,359174.0495.30159.4399.59-4.53-0.55-2.05-0.87
2/1/102,7872,7871,9511,951713,085597,950499,191358,666- 0- 08,0216,994- 02,540,1355,791,9467,973,850791658851580143,33397,191154,82298,995883967685794138,351143,150140,539136,70918,87519,52919,17318,6514,6574,3995,6536,0311,038,2481,140,3171,160,7891,312,4504,4124,399- 0- 034,07118,000- 0- 02,026- 02,317,0563,236,5524,678,448820,6442,322,0562,272,8013,456,828562,824280,728399,658199,282574,697286,198404,287202,823(11,873)(5,470)(4,629)(3,542)58,93352,54845,72537,436879,5772,374,6042,318,5253,494,264184.08102.97168.47102.60-3.88-2.01-1.95-1.82
3/1/102,6602,6601,8621,862787,564672,429551,326419,145- 0- 07,8436,795- 02,540,1356,011,5518,164,112820768793623166,280117,576177,038116,9849631,083629833165,317173,473158,142160,03022,55323,66621,57521,8324,4124,2375,5105,2901,151,0621,258,9471,315,0821,460,5614,0294,237- 0- 038,10022,236- 0- 02,027- 02,346,0723,241,1294,694,776809,1702,356,1482,296,9253,486,560563,981282,280400,480200,377572,582287,036404,137203,068(8,600)(4,756)(3,657)(2,691)56,50448,41743,71135,932865,6742,404,5652,340,6363,522,492192.39112.37176.59107.48-2.93-1.89-1.61-1.44
4/1/103,3863,3862,3702,370892,529777,394624,802471,280- 0- 07,6316,614- 02,540,1356,248,1228,369,159893796787698193,963139,069201,437134,4409381,045661857194,395205,883178,633186,60826,52028,08824,37025,4584,0294,2085,2185,0891,274,8981,389,3931,476,8441,618,3053,9954,208- 0- 042,09526,444- 0- 02,028- 02,212,4723,235,0894,549,520800,6372,349,8722,314,2413,543,640563,210282,278399,932200,388
Ramon Gil: original value 167382 chaged to average value to avoid jump in trend568,118285,701
Ramon Gil: original value 254592 chaged to average value to avoid jump in trend402,817202,025
Ramon Gil: original value 177314 chaged to average value to avoid jump in trend(4,908)(3,422)(2,885)(1,637)54,92041,81241,66331,159855,5572,391,6842,355,9043,574,799197.66130.12185.02123.96-1.72-1.58-1.33-1.01
5/1/103,097- 02,168- 0985,443777,394689,841544,756- 07,6187,37613,956- 02,768,6786,469,4058,787,841971844821649223,099163,747226,077156,089906882736744221,579232,330200,723208,92430,22931,69627,38428,5033,9954,5784,7884,9141,388,9361,526,7411,620,4961,765,7183,801- 0- 0- 045,89626,444- 0- 02,029- 02,328,8963,229,5774,622,408797,7242,515,3322,331,1883,640,524562,825282,281399,658200,399566,620285,701
Ramon Gil: original value 257592 chaged to average value to avoid jump in trend402,274202,025
Ramon Gil: original value 185219 chaged to average value to avoid jump in trend(3,796)(3,420)(2,616)(1,627)53,88438,50840,71929,515851,6072,553,8402,371,9073,670,039201.32141.29189.18130.87-1.36-1.71-1.24-1.06
6/1/103,2833,1972,3632,3021,087,226876,506763,080544,756- 05,0937,15611,737- 02,926,5666,691,2389,151,700863760972705249,863189,059256,220175,570948806790695250,965257,307225,217230,46134,23835,10330,72531,4413,8014,5295,0355,6111,477,7891,667,1451,776,5691,939,6542,866- 0- 0- 048,76226,444- 0- 02,030- 02,357,2643,225,7194,653,656796,4362,493,0002,349,1503,595,084562,824282,289399,659200,376566,687280,077402,495199,885(3,863)2,212(2,836)49152,92239,52440,29733,143849,3582,532,5242,389,4473,628,227204.98137.66191.16116.53-1.411.08-1.360.29
7/1/103,5533,4372,5602,5391,193,814979,623839,869616,110- 04,0196,97110,632- 03,047,1256,900,3779,470,657978841958754279,200212,607284,967197,437902858633658278,033283,059244,193250,20737,93138,61733,31434,1352,8664,6055,1336,4091,584,3981,805,2831,930,5552,131,9213,554586- 0- 052,31627,030- 0- 02,031- 02,402,7843,229,5364,687,744795,6222,507,3522,378,8243,590,220563,981282,268400,479200,377566,952289,491403,869202,323(2,971)(7,223)(3,389)(1,946)51,61338,75339,24232,630847,2352,546,1052,418,0663,622,850210.61140.39196.70118.36-1.11-3.59-1.66-1.15
8/1/102,9742,9252,1322,1321,286,0061,070,300905,962692,285- 0- 06,7875,882- 03,047,1257,110,7709,653,0071,0941,0091,010733313,100237,847316,290220,063883852628616305,391309,467263,651269,31441,66342,21935,96936,7413,5545,0255,1715,7971,704,8751,961,0572,090,8632,311,6273,8865,025- 0- 056,20232,055- 0- 02,032- 01,216,9603,218,8743,700,104789,0042,406,7322,391,1453,494,280562,053282,268
Ramon Gil: original value 421005 chaged to same presedent value to avoid jump in trend
Ramon Gil: original value 254592 chaged to average value to avoid jump in trend
Ramon Gil: original value 257592 chaged to average value to avoid jump in trend399,111200,377
Ramon Gil: original value 298922 chaged to same presedent value to avoid jump in trend
Ramon Gil: original value 177314 chaged to average value to avoid jump in trend
Ramon Gil: original value 185219 chaged to average value to avoid jump in trend566,448293,905403,776208,065(4,394)(11,637)(4,665)(7,688)50,71039,19838,47233,397839,7142,445,9302,429,6173,527,677213.63138.80199.95115.64-1.67-5.72-2.34-4.44
9/1/102,3392,3001,6821,6821,358,5161,141,602958,094758,378- 0- 06,6505,723- 03,047,1257,316,9149,830,4111,2621,199974771352,225269,118346,481242,783962903574579335,216337,450281,445287,27045,73246,03738,39639,1913,8866,1875,7456,5511,854,1262,152,8612,268,9712,514,7084,8156,187- 082861,01738,243- 0828- 049,475,76078,558,914110,229,74423,733,99951,183,37251,179,67073,225,48014,858,6978,490,29710,551,2716,035,10913,392,2287,252,66410,003,0255,492,3291,466,4691,237,632548,246542,7813,890,7103,084,5542,564,5812,284,46727,624,70954,267,92653,744,25175,509,947
10/1/102,2542,2101,6221,6221,426,1461,207,8971,006,765810,510- 0- 06,5995,642- 03,047,1257,514,8929,999,6731,5571,4711,007852398,947306,272376,701266,6891,059997651758366,978367,358300,980310,00550,06550,11741,06142,2934,8157,4787,4508,5432,027,3312,377,2012,492,4592,770,9835,7747,4788502,90066,79045,7218503,7290.140.060.050.03
11/1/102,543- 01,813- 01,504,9851,207,8971,062,966859,181- 06,8166,59612,147- 03,258,4117,719,36810,376,2261,5171,2841,031782445,989350,390408,647292,258918838636602395,442393,324320,688328,67653,94853,66043,75044,8405,7747,1316,8877,6832,210,3702,598,2762,705,9503,009,1465,904316291- 072,69546,0361,1413,729
12/1/102,6082,6021,8681,8701,583,2371,285,9551,119,003859,181- 05,9376,59510,741- 03,436,5287,917,22710,698,4671,4431,1361,060689489,273390,188440,445316,488888698678524422,094414,256341,024344,40857,58456,51546,52446,9865,9047,1287,0037,8642,384,0952,812,1242,916,0353,245,0535,7911,191408- 078,48547,2271,5493,729
1/1/112,7892,7571,9871,9871,669,6921,371,4171,180,605915,291- 05,5136,59910,445- 03,607,4368,121,80211,022,2711,3911,0751,055761532,408424,280473,148337,166884721670584449,487436,600361,799362,49961,32259,56349,35949,4545,7916,5975,9927,8722,550,2433,016,6353,101,7793,489,0745,3601,084- 0- 083,84548,3111,5493,729
2/1/112,5512,5421,8151,8151,748,7761,450,2251,236,880976,893- 0- 06,6045,640- 03,607,4368,326,52111,197,1151,4409911,067796577,042457,595506,235360,760866668671630476,330457,296382,612382,04364,98462,38752,19852,1205,3606,1175,6447,3352,707,3973,206,2643,276,7293,716,4545,0696,117- 01,69588,91554,4281,5495,423
3/1/112,6952,6951,9051,9051,824,2271,525,6761,290,2191,033,168- 0- 06,6225,712- 03,607,4368,511,94411,357,0581,2901,0391,184859613,151488,314539,399385,438860734710639500,397477,859402,483399,94868,26765,19254,90954,5635,0696,7495,8967,0372,849,7333,395,2263,441,8213,913,4875,0836,749- 01,32593,99861,1771,5496,748
4/1/112,2362,2361,5751,5751,893,5491,594,9981,339,0581,086,506- 0- 06,6735,792- 03,607,4368,718,79311,536,5971,1828681,210895649,794517,410576,921409,495810703681629525,515499,653423,599419,45571,69468,16657,79057,2245,0836,1555,7836,5642,997,9763,586,0233,621,0794,116,9854,7826,155- 077398,78067,3321,5497,521
5/1/112,141- 01,534- 01,957,7731,594,9981,385,0661,135,345- 06,7676,71912,418- 03,810,4528,920,36511,909,1351,2291,0931,130849686,677544,319610,808437,228827693617547550,326520,448442,117435,85775,07971,00260,31659,4624,7825,8845,6686,5423,126,0503,762,5413,791,1144,313,2574,269- 0- 0- 0103,04967,3321,5497,521
6/1/112,3452,3431,6791,6872,030,4691,667,6411,437,1101,135,345- 05,6096,66810,981- 03,984,3319,127,08012,249,5361,3731,1781,171808729,238577,111647,123462,6841,047826714591582,790546,065464,261454,18779,50874,49763,33761,9634,2697,2466,3377,3473,282,4883,987,1603,987,5594,541,0195,0461,637- 0- 0108,09568,9691,5497,521
7/1/112,0962,0961,5031,5032,093,3471,730,5201,482,1991,187,637- 05,4836,60610,822- 04,148,8339,325,24612,574,2101,2441,2831,219904766,570613,639683,702487,7241,121929791678616,430573,949488,000474,52584,09778,30166,57664,7375,0466,5586,2897,4973,425,6184,183,8974,176,2414,765,9394,7711,075- 0- 0112,86770,0431,5497,521
8/1/112,0692,0691,4851,4852,157,5001,794,6731,528,2401,232,726- 0- 06,5965,666- 04,148,8339,529,72412,749,8471,8461,8031,7701,460823,782652,143738,569514,8411,2101,061924824653,949606,832516,649500,06189,21582,78770,48468,2214,7717,2676,8718,7383,585,9734,409,1834,389,2485,036,8235,1737,2672753,073118,03977,3101,82410,593
9/1/112,1832,1831,5651,5652,225,1631,862,3351,576,7621,278,767- 0- 06,7365,813- 04,148,8339,738,55512,930,0551,6591,6381,6251,300875,202708,028788,942560,0921,1451,001911827689,443637,851544,900525,69594,05887,01974,33871,7185,1736,5736,6608,6043,742,2414,612,9314,595,7045,303,5415,0416,573- 02,791123,08083,8831,82413,384
10/1/112,1872,1871,5681,5682,290,7741,927,9471,623,8111,327,289- 0- 06,9115,992- 04,148,8339,945,87113,109,8011,5091,5151,5911,316920,484758,808836,671600,3801,2981,109881809728,380671,124571,340549,96399,37091,55877,94575,0295,0418,2988,46510,5973,907,5274,861,8794,849,6495,621,4515,5108,2981,5544,605128,59092,1813,37817,990
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