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UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis &...

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UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation
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Page 1: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis1

UFE 2007 ANALYSIS

Compiled by Load ProfilingERCOT Energy Analysis & Aggregation

Page 2: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis2

UFE Basics

Sources of UFE include:■ Generation Measurement Errors■ Load - Missing/Erroneous Usage Data

- Model Error - Load Profile ID Assignment Error - Theft

■ Losses - Model Error - Loss Code Assignment Error

Negative UFE indicates load/losses are overestimated

UFE (unaccounted for energy) is computed as follows:UFE = Generation – (Load + Losses)

Page 3: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis3

UFE Basics

Net Generation for Settlement Interval

Interval Data Energy Usage

Profiled Energy Usage Non-Interval Data

Non-Metered Accounts

Losses:Transmission &

Distribution

UFEGAP - - - - - - >

Net GenerationCompared toLoad Buildup

Page 4: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis4

OVERVIEW OF THE SETTLEMENT PROCESS

UFE is computed for each 15-minute interval of a settlement run.

Initial

Final

Settlement

True-Up

Initial Settlement(posted on day 10 after the operating day)

Final Settlement(posted on day 60 after the operating day)

True-up Settlement (posted 6 months after operating day)

Resettlement statement (posted as needed)

Page 5: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis5

Load Weighted Calculation of MCPE

Market Clearing Price for Energy (MCPE) is the highest price by Congestion Zone for a Settlement Interval for Balancing Energy deployed during the Settlement Interval.

In 2007 there were 4 congestion zones – H07, N07, S07 and W07.

The load weighted MCPE is calculated for each 15 min. interval using the LCMZone cuts as follows:

MCPE_LWTD = ((LCMZone_H07_MWh * MCPEL_H07) + (LCMZone_N07_MWh * MCPEL_N07) + (LCMZone_S07_MWh * MCPEL_S07) + (LCMZone_W07_MWh * MCPEL_W07)) /

(LCMZone_H07_MWh + LCMZone_N07_MWh + LCMZone_S07_MWh + LCMZone_W07_MWh)

Page 6: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis6

Annual validation 2006 was completed resulting in some changes to Profile ID assignments.

New profile models were implemented, effective May 15, 2007.

Transmission and distribution loss factors were updated in March 2007. Transmission losses are based on a March - February year.

The ERCOT region experienced unusually cool temperatures during the summer.

Events that Influenced 2007 UFE

Page 7: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis7

LOAD AND UFE – ERCOT PEAK 2007Initial Settlement

SR01

ERCOT Load and UFE 2007 Peak Day - August 13, 2007Initial Settlement

-2000

0

2000

4000

6000

8000

10000

12000

14000

16000

1 9 17 25 33 41 49 57 65 73 81 89

Interval

MW

H

-4

-3

-2

-1

0

1

2

3

4

Per

cen

t

ERCOT Load

Percent UFE

UFE

Page 8: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis8

LOAD AND UFE – ERCOT PEAK 2007Final Settlement

SR02

ERCOT Load and UFE 2007 Peak Day - August 13, 2007Final Settlement

-2000

0

2000

4000

6000

8000

10000

12000

14000

16000

1 9 17 25 33 41 49 57 65 73 81 89

Interval

MW

H

-4

-3

-2

-1

0

1

2

3

4

Per

cen

t

ERCOT Load

Percent UFE

UFE

Page 9: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis9

LOAD AND UFE – ERCOT PEAK 2007True Up Settlement

SR03

ERCOT Load and UFE 2007 Peak Day - August 13, 2007True Up Settlement

-2000

0

2000

4000

6000

8000

10000

12000

14000

16000

1 9 17 25 33 41 49 57 65 73 81 89

Interval

MW

H

-4

-3

-2

-1

0

1

2

3

4

Per

cen

t

ERCOT Load

Percent UFE

UFE

Page 10: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis10

UFE MWh by Month in 2007Initial Settlement

SR04

-400,000

-200,000

0

200,000

400,000

600,000

800,000

1,000,000

Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec

MW

h

UFE ABS UFE

Annual UFE = 2,961,951 MWh

ABS Annual UFE = 6,337,681 MWh

Annual UFE = 2,961,951 MWh

Page 11: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis11

UFE Cost by Month in 2007 Initial Settlement

SR05

-20,000,000

-10,000,000

0

10,000,000

20,000,000

30,000,000

40,000,000

50,000,000

60,000,000

Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec

Do

lla

rs

UFE Cost ABS UFE CostUFE Cost = Σ(MCPE x UFE_Mwh)

ABS Annual UFE Cost = $378,009,935

Annual UFE Cost = $227,272,405

Page 12: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis12

UFE MWh by Month in 2007Final Settlement

SR06

-100,000

0

100,000

200,000

300,000

400,000

500,000

600,000

700,000

Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec

MW

h

UFE ABS UFE

Annual UFE = 2,951,100 MWh

ABS Annual UFE = 4,907,167 MWh

Page 13: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis13

UFE Cost by Month in 2007 Final Settlement

SR07

-5,000,000

0

5,000,000

10,000,000

15,000,000

20,000,000

25,000,000

30,000,000

35,000,000

Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec

Do

lla

rs

UFE Cost ABS UFE CostUFE Cost = Σ(MCPE x UFE_Mwh)

ABS Annual UFE Cost = $296,806,619

Annual UFE Cost = $208,845,508

Page 14: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis14

UFE MWh by Month in 2007 True-Up Settlement

SR08

-100,000

0

100,000

200,000

300,000

400,000

500,000

600,000

700,000

Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec

MW

h

UFE ABS UFE

Annual UFE = 2,914,297 MWh

ABS Annual UFE = 4,889,496 MWh

Page 15: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis15

UFE Cost by Month in 2007 True-UP Settlement

SR09

-5,000,000

0

5,000,000

10,000,000

15,000,000

20,000,000

25,000,000

30,000,000

35,000,000

Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec

Do

llar

s

UFE Cost ABS UFE CostUFE Cost = Σ(MCPE x UFE_Mwh)

ABS Annual UFE Cost = $295,744,239

Annual UFE Cost = $206,949,832

Page 16: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis16

ABS UFE MWh by Month in 2007 Initial, Final and True Up Settlements

SR09a

0

100,000

200,000

300,000

400,000

500,000

600,000

700,000

800,000

900,000

Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec

MW

h

Initial Final True Up

Page 17: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis17

ABS UFE Cost by Month in 2007 Initial, Final and True-Up Settlements

SR09b

0

10,000,000

20,000,000

30,000,000

40,000,000

50,000,000

60,000,000

Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec

Do

lla

rs

Initial Final True UpUFE Cost = Σ(MCPE x UFE_Mwh)

Page 18: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis18

STATISTICAL SUMMARY - 2007

SR10

MEAN MEDIAN MIN MAX STD DEV

2002 31,980 30,107 19,209 55,703 7,437

2003 32,489 30,824 19,282 59,992 7,546

2004 32,909 31,162 20,231 58,528 7,448

2005 34,155 31,901 20,482 60,272 8,452

2006 34,884 32,707 21,223 62,430 8,508

2007 35,008 33,324 21,701 62,250 7,470

2002 32,002 30,116 19,211 56,233 7,467

2003 32,517 30,850 19,292 59,996 7,562

2004 32,917 31,166 20,231 58,531 7,445

2005 34,161 31,911 20,486 60,270 8,454

2006 34,899 32,716 21,225 62,434 8,502

2007 35,016 33,332 21,715 62,265 7,471

2002 32,052 30,142 19,266 56,248 7,479

2003 32,532 30,865 19,310 60,095 7,571

2004 32,917 31,166 20,231 58,531 7,445

2005 34,162 31,912 20,490 60,274 8,453

2006 34,902 32,722 21,225 62,434 8,502

2007 35,016 33,330 21,712 62,265 7,471

INITIAL

FINAL

TRUE-UP

ERCOT LOAD (MW)

ERCOT LOAD (MW)

ERCOT LOAD (MW)

Page 19: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis19

STATISTICAL SUMMARY - 2007

SR11a

MEAN MEDIAN MIN MAX STD DEV

2002 -2,176 -2,228 -6,969 5,673 1,572

2003 -314 -400 -3,906 3,798 1,003

2004 67 -9 -4,558 4,559 792

2005 75 45 -5,537 3,538 881

2006 110 69 -2,957 4,543 877

2007 338 305 -4,000 6,666 900

2002 -1,624 -1,598 -5,954 3,427 1,147

2003 -6 -119 -3,172 3,728 891

2004 130 56 -3,929 4,302 721

2005 118 77 -4,199 3,163 750

2006 257 220 -2,288 3,351 707

2007 337 305 -3,068 3,972 644

2002 -456 -553 -3,371 3,803 898

2003 192 72 -2,886 4,065 857

2004 153 83 -3,879 4,299 719

2005 124 82 -4,155 3,190 750

2006 263 225 -2,296 3,332 706

2007 333 300 -3,076 3,975 643

UFE (MW)

UFE (MW)

UFE (MW)

INITIAL

FINAL

TRUE-UP

Page 20: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis20

STATISTICAL SUMMARY - 2007

SR11b

MEAN MEDIAN MIN MAX STD DEV

2002 2,321 2,257 0 6,969 1,348

2003 857 759 0 3,906 607

2004 606 472 0 4,559 515

2005 649 491 0 5,537 600

2006 673 528 0 4,543 574

2007 723 562 0 6,666 633

FINAL

2002 1,696 1,601 0 5,954 1,038

2003 707 599 0 3,728 542

2004 550 414 0 4,302 484

2005 567 426 0 4,199 505

2006 574 449 0 3,351 486

2007 560 445 0 3,972 463

2002 838 771 0 3,803 559

2003 672 528 0 4,065 565

2004 551 413 0 4,299 487

2005 568 427 0 4,155 505

2006 574 450 0 3,332 488

2007 558 443 0 3,975 462

TRUE-UP

|UFE| (MW)

|UFE| (MW)

|UFE| (MW)

INITIAL

Page 21: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis21

STATISTICAL SUMMARY - 2007

SR12a

MEAN MEDIAN MIN MAX STD DEV

2002 -7.0 -7.1 -24.1 16.8 5.1

2003 -1.3 -1.3 -12.7 9.4 3.2

2004 0.1 0.0 -11.5 13.9 2.4

2005 0.2 0.1 -18.9 10.3 2.6

2006 0.2 0.2 -8.8 11.1 2.5

2007 0.9 0.9 -14.6 14.4 2.5

2002 -5.3 -5.2 -20.6 9.5 3.8

2003 -0.2 -0.4 -10.3 9.4 2.7

2004 0.3 0.2 -9.9 13.1 2.1

2005 0.3 0.2 -14.7 9.3 2.2

2006 0.7 0.7 -7.0 9.2 2.0

2007 0.9 0.9 -11.2 13.2 1.8

2002 -1.7 -1.8 -14.8 10.5 2.9

2003 0.4 0.2 -7.9 9.9 2.5

2004 0.4 0.3 -9.8 13.1 2.1

2005 0.3 0.3 -14.6 9.2 2.2

2006 0.7 0.7 -7.0 9.1 2.0

2007 0.9 0.9 -11.3 13.2 1.8

INITIAL

FINAL

TRUE-UP

UFE as PERCENT of LOAD

UFE as PERCENT of LOAD

UFE as PERCENT of LOAD

Page 22: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis22

STATISTICAL SUMMARY - 2007

SR12b

MEAN MEDIAN MIN MAX STD DEV

2002 7.5 7.2 0.0 24.1 4.4

2003 2.8 2.4 0.0 12.7 2.0

2004 1.8 1.5 0.0 13.9 1.5

2005 1.9 1.5 0.0 18.9 1.7

2006 1.9 1.6 0.0 11.1 1.6

2007 2.1 1.7 0.0 14.6 1.7

2002 5.6 5.2 0.0 20.6 3.5

2003 2.2 1.9 0.0 10.3 1.6

2004 1.7 1.3 0.0 13.1 1.4

2005 1.7 1.3 0.0 14.7 1.4

2006 1.6 1.4 0.0 9.2 1.3

2007 1.6 1.3 0.0 13.2 1.3

2002 2.7 2.5 0.0 14.8 1.9

2003 2.0 1.7 0.0 9.9 1.5

2004 1.7 1.3 0.0 13.1 1.4

2005 1.7 1.3 0.0 14.6 1.4

2006 1.6 1.4 0.0 9.1 1.3

2007 1.6 1.3 0.0 13.2 1.3

INITIAL

FINAL

TRUE-UP

|UFE as PERCENT of Load|

|UFE as PERCENT of Load|

|UFE as PERCENT of Load|

Page 23: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis23

STATISTICAL SUMMARY - 2007

SR13a

MEAN MEDIAN MIN MAX STD DEV

2002

2003 356 -1,785 -88,773 511,652 17,737

2004 2,279 -57 -76,418 200,563 11,501

2005 4,224 386 -183,607 730,583 24,830

2006 4,131 596 -164,012 524,472 19,452

2007 6,522 3,033 -148,380 971,848 26,131

2002 -2,067 -1,841 -23,686 580,173 21,632

2003 2,663 -635 -132,426 824,621 22,931

2004 2,694 442 -92,510 164,969 10,532

2005 4,738 722 -220,201 596,968 21,409

2006 5,329 1,983 -118,425 452,539 16,076

2007 5,993 3,111 -115,711 649,964 20,154

2002 -1,777 -2,287 -121,635 933,143 13,866

2003 4,993 496 -86,677 904,970 24,964

2004 2,923 632 -92,408 168,849 10,577

2005 4,970 776 -212,732 603,737 21,679

2006 5,379 2,020 -116,067 455,747 16,094

2007 5,939 3,062 -115,201 645,980 20,101

INITIAL

FINAL

TRUE-UP

Note: UFE and |UFE| costs are not calculated for initial settlement in 2002 because LCMZONE cuts are not available to calculate the load weighted MCPE.

UFE Cost ($)

UFE Cost ($)

UFE Cost ($)

Page 24: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis24

STATISTICAL SUMMARY - 2007

SR13b

MEAN MEDIAN MIN MAX STD DEV

2002

2003 8,804 5,560 0 511,652 15,401

2004 6,887 4,055 0 200,563 9,489

2005 12,447 6,177 0 730,583 21,895

2006 9,886 5,543 0 524,472 17,254

2007 10,847 6,229 0 971,848 24,651

2002 5,664 3,579 0 580,173 20,978

2003 8,596 4,699 0 824,621 21,425

2004 6,297 3,630 0 164,969 8,862

2005 10,923 5,345 0 596,968 19,012

2006 8,615 4,670 0 452,539 14,582

2007 8,517 4,977 0 649,964 19,224

2002 5,251 3,780 0 933,143 12,955

2003 8,695 4,137 0 904,970 23,928

2004 6,329 3,605 0 168,849 8,964

2005 11,016 5,338 0 603,737 19,321

2006 8,620 4,688 0 455,747 14,617

2007 8,487 4,970 0 645,980 19,164

|UFE Cost| ($)

|UFE Cost| ($)

|UFE Cost| ($)

TRUE-UP

Note: UFE and |UFE| costs are not calculated for initial settlement in 2002 because LCMZONE cuts are not available to calculate the load weighted MCPE.

INITIAL

FINAL

Page 25: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis25

STATISTICAL SUMMARY - 2007

SR14a

MEAN MEDIAN MIN MAX STD DEV

2002

2003 -1.0 -1.0 -11.4 9.4 3.1

2004 0.1 0.0 -11.5 13.9 2.4

2005 0.2 0.1 -18.9 10.3 2.6

2006 0.2 0.2 -8.8 11.1 2.5

2007 0.9 0.9 -14.6 14.4 2.5

2002 -2.2 -2.1 -9.4 3.0 2.6

2003 -0.1 -0.3 -8.7 9.4 2.6

2004 0.3 0.2 -9.9 13.1 2.1

2005 0.3 0.2 -14.7 9.3 2.2

2006 0.7 0.7 -7.0 9.2 2.0

2007 0.9 0.9 -11.2 13.2 1.8

2002 -1.6 -1.8 -14.8 10.5 2.9

2003 0.4 0.2 -7.9 9.5 2.5

2004 0.4 0.3 -9.8 13.1 2.1

2005 0.3 0.3 -14.6 9.2 2.2

2006 0.7 0.7 -7.0 9.1 2.0

2007 0.9 0.9 -11.3 13.2 1.8

TRUE-UP

Note: UFE and |UFE| costs are not calculated for initial settlement in 2002 because LCMZONE cuts are not available to calculate the load weighted MCPE.

UFE Cost as % of Total Cost

INITIAL

FINAL

UFE Cost as % of Total Cost

UFE Cost as % of Total Cost

Page 26: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis26

STATISTICAL SUMMARY - 2007

SR14b

MEAN MEDIAN MIN MAX STD DEV

2002

2003 2.6 2.3 0.0 11.4 1.9

2004 1.8 1.5 0.0 13.9 1.5

2005 1.9 1.5 0.0 18.9 1.7

2006 1.9 1.6 0.0 11.1 1.6

2007 2.1 1.7 0.0 14.6 1.7

2002 2.7 2.2 0.0 9.4 2.1

2003 2.1 1.9 0.0 9.4 1.5

2004 1.7 1.3 0.0 13.1 1.4

2005 1.7 1.3 0.0 14.7 1.4

2006 1.6 1.4 0.0 9.2 1.3

2007 1.6 1.3 0.0 13.2 1.3

2002 2.7 2.5 0.0 14.8 1.9

2003 2.0 1.7 0.0 9.5 1.5

2004 1.7 1.3 0.0 13.1 1.4

2005 1.7 1.3 0.0 14.6 1.4

2006 1.6 1.4 0.0 9.1 1.3

2007 1.6 1.3 0.0 13.2 1.3

TRUE-UP

Note: UFE and |UFE| costs are not calculated for initial settlement in 2002 because LCMZONE cuts are not available to calculate the load weighted MCPE.

|UFE Cost| as % of Total Cost

|UFE Cost| as % of Total Cost

|UFE Cost| as % of Total Cost

INITIAL

FINAL

Page 27: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis27

STATISTICAL SUMMARY – MONTHLY for 2007

SR15

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

ERCOT Total Load (MW) 34,706 33,584 22,509 50,557 5,437 ERCOT Total Load (MW) 32,178 31,629 22,407 51,243 5,080

FINAL FINALERCOT Total Load (MW) 34,713 33,591 22,517 50,570 5,436 ERCOT Total Load (MW) 32,185 31,637 22,416 51,251 5,080

TRUE_UP TRUE_UPERCOT Total Load (MW) 34,712 33,590 22,516 50,568 5,436 ERCOT Total Load (MW) 32,183 31,634 22,414 51,249 5,080

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

ERCOT Total Load (MW) 29,288 30,256 21,701 39,739 3,625 ERCOT Total Load (MW) 29,974 30,610 21,979 41,794 4,233

FINAL FINALERCOT Total Load (MW) 29,295 30,264 21,715 39,745 3,625 ERCOT Total Load (MW) 29,982 30,621 21,984 41,798 4,237

TRUE_UP TRUE_UPERCOT Total Load (MW) 29,293 30,262 21,712 39,743 3,625 ERCOT Total Load (MW) 29,980 30,620 21,981 41,796 4,237

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

ERCOT Total Load (MW) 34,282 34,498 23,408 49,410 6,121 ERCOT Total Load (MW) 39,387 39,275 26,398 56,555 7,342

FINAL FINALERCOT Total Load (MW) 34,291 34,507 23,411 49,411 6,120 ERCOT Total Load (MW) 39,396 39,281 26,410 56,569 7,343

TRUE_UP TRUE_UPERCOT Total Load (MW) 34,291 34,507 23,411 49,411 6,120 ERCOT Total Load (MW) 39,396 39,281 26,410 56,569 7,343

MAY JUNE

JANUARY

MARCH

FEBRUARY

APRIL

Page 28: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis28SR16

STATISTICAL SUMMARY – MONTHLY for 2007

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

ERCOT Total Load (MW) 39,563 39,542 27,261 56,793 7,280 ERCOT Total Load (MW) 44,301 44,440 30,099 62,250 8,477

FINAL FINALERCOT Total Load (MW) 39,570 39,550 27,264 56,801 7,280 ERCOT Total Load (MW) 44,307 44,450 30,100 62,265 8,479

TRUE_UP TRUE_UPERCOT Total Load (MW) 39,570 39,551 27,264 56,802 7,280 ERCOT Total Load (MW) 44,307 44,451 30,100 62,265 8,479

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

ERCOT Total Load (MW) 39,674 39,685 27,331 55,243 7,532 ERCOT Total Load (MW) 34,349 32,489 22,257 54,204 7,294

FINAL FINALERCOT Total Load (MW) 39,684 39,696 27,337 55,254 7,533 ERCOT Total Load (MW) 34,356 32,497 22,267 54,216 7,295

TRUE_UP TRUE_UPERCOT Total Load (MW) 39,684 39,696 27,337 55,254 7,533 ERCOT Total Load (MW) 34,356 32,497 22,267 54,216 7,295

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

ERCOT Total Load (MW) 31,078 31,537 22,393 40,080 4,138 ERCOT Total Load (MW) 32,399 32,634 23,419 45,108 3,865

FINAL FINALERCOT Total Load (MW) 31,085 31,543 22,400 40,093 4,138 ERCOT Total Load (MW) 32,407 32,642 23,427 45,123 3,865

TRUE_UP TRUE_UPERCOT Total Load (MW) 31,085 31,543 22,400 40,093 4,138 ERCOT Total Load (MW) 32,407 32,642 23,427 45,123 3,865

SEPTEMBER OCTOBER

NOVEMBER DECEMBER

JULY AUGUST

Page 29: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis29SR17

STATISTICAL SUMMARY – MONTHLY for 2007

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE (MW) 978 810 -2,457 6,666 1,198 UFE (MW) -147 -204 -3,523 2,653 740

FINAL FINALUFE (MW) 416 366 -2,227 3,274 848 UFE (MW) 327 301 -2,521 2,950 679

TRUE_UP TRUE_UPUFE (MW) 420 370 -2,223 3,271 848 UFE (MW) 325 302 -2,511 2,953 680

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE (MW) -236 -147 -2,319 1,816 615 UFE (MW) 320 413 -3,999 3,028 811

FINAL FINALUFE (MW) 255 264 -1,214 1,974 468 UFE (MW) 295 326 -3,068 2,957 617

TRUE_UP TRUE_UPUFE (MW) 255 265 -1,218 1,972 467 UFE (MW) 289 321 -3,076 2,951 617

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE (MW) 785 664 -1,330 4,319 778 UFE (MW) 282 252 -2,606 2,252 710

FINAL FINALUFE (MW) 367 292 -1,373 2,889 650 UFE (MW) 406 348 -1,483 2,278 605

TRUE_UP TRUE_UPUFE (MW) 361 289 -1,381 2,871 648 UFE (MW) 390 329 -1,516 2,234 601

MAY

JANUARY

MARCH

FEBRUARY

APRIL

JUNE

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UFE 2007 Analysis30SR18

STATISTICAL SUMMARY – MONTHLY for 2007

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE (MW) 328 289 -2,140 2,756 783 UFE (MW) 821 802 -1,462 2,585 602

FINAL FINALUFE (MW) 374 258 -1,186 3,055 653 UFE (MW) 471 488 -1,429 1,993 540

TRUE_UP TRUE_UPUFE (MW) 361 247 -1,225 3,005 654 UFE (MW) 470 488 -1,418 2,002 543

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE (MW) 155 129 -1,982 2,198 657 UFE (MW) -179 -166 -2,759 3,686 779

FINAL FINALUFE (MW) 282 247 -1,937 2,391 628 UFE (MW) 274 506 0 3,686 501

TRUE_UP TRUE_UPUFE (MW) 286 250 -1,932 2,395 629 UFE (MW) 282 240 -1,493 3,972 610

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE (MW) 551 546 -2,618 3,393 786 UFE (MW) 432 337 -4,000 3,688 1,066

FINAL FINALUFE (MW) 260 272 -2,608 1,915 606 UFE (MW) 327 293 -2,534 2,493 705

TRUE_UP TRUE_UPUFE (MW) 243 258 -2,649 1,864 601 UFE (MW) 325 294 -2,525 2,483 702

NOVEMBER DECEMBER

JULY AUGUST

SEPTEMBER OCTOBER

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UFE 2007 Analysis31SR19

STATISTICAL SUMMARY – MONTHLY for 2007

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE| (MW) 1,157 881 1 6,666 1,026 |UFE| (MW) 606 541 0 3,523 449

FINAL FINAL|UFE| (MW) 747 598 0 3,274 578 |UFE| (MW) 585 478 0 2,950 475

TRUE_UP TRUE_UP|UFE| (MW) 748 598 0 3,271 579 |UFE| (MW) 585 478 0 2,953 474

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE| (MW) 510 394 0 2,319 418 |UFE| (MW) 675 542 0 3,999 551

FINAL FINAL|UFE| (MW) 430 367 0 1,974 315 |UFE| (MW) 531 443 0 3,068 431

TRUE_UP TRUE_UP|UFE| (MW) 429 366 0 1,972 314 |UFE| (MW) 528 440 0 3,076 431

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE| (MW) 865 685 0 4,319 688 |UFE| (MW) 588 453 0 2,606 488

FINAL FINAL|UFE| (MW) 564 413 0 2,889 488 |UFE| (MW) 565 439 0 2,278 459

TRUE_UP TRUE_UP|UFE| (MW) 561 409 0 2,871 485 |UFE| (MW) 556 429 0 2,234 452

JANUARY

MARCH

MAY

FEBRUARY

APRIL

JUNE

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UFE 2007 Analysis32SR20

STATISTICAL SUMMARY – MONTHLY for 2007

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE| (MW) 648 473 0 2,756 549 |UFE| (MW) 879 809 1 2,585 514

FINAL FINAL|UFE| (MW) 546 370 0 3,055 519 |UFE| (MW) 594 543 0 1,993 400

TRUE_UP TRUE_UP|UFE| (MW) 542 368 0 3,005 515 |UFE| (MW) 595 545 1 2,002 402

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE| (MW) 527 416 1 2,198 422 |UFE| (MW) 624 506 0 3,686 501

FINAL FINAL|UFE| (MW) 536 413 0 2,391 433 |UFE| (MW) 507 425 0 3,972 436

TRUE_UP TRUE_UP|UFE| (MW) 538 412 0 2,395 434 |UFE| (MW) 510 426 1 3,975 438

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE| (MW) 753 633 0 3,393 595 |UFE| (MW) 855 615 0 4,000 769

FINAL FINAL|UFE| (MW) 524 435 0 2,608 400 |UFE| (MW) 600 467 0 2,534 494

TRUE_UP TRUE_UP|UFE| (MW) 516 435 0 2,649 393 |UFE| (MW) 598 466 0 2,525 491

NOVEMBER DECEMBER

JULY AUGUST

SEPTEMBER OCTOBER

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UFE 2007 Analysis33SR21

STATISTICAL SUMMARY – MONTHLY for 2007

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE as % of Load 2.64 2.40 -8.45 14.38 3.12 UFE as % of Load -0.48 -0.64 -7.15 7.57 2.29

FINAL FINALUFE as % of Load 1.13 1.11 -7.68 7.23 2.42 UFE as % of Load 1.02 0.93 -5.16 8.41 2.09

TRUE_UP TRUE_UPUFE as % of Load 1.14 1.12 -7.67 7.23 2.42 UFE as % of Load 1.01 0.91 -5.15 8.42 2.09

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE as % of Load -0.74 -0.51 -7.73 6.30 2.07 UFE as % of Load 1.05 1.39 -14.64 10.39 2.74

FINAL FINALUFE as % of Load 0.93 0.90 -4.04 7.53 1.61 UFE as % of Load 1.00 1.18 -11.22 10.15 2.11

TRUE_UP TRUE_UPUFE as % of Load 0.92 0.90 -4.06 7.53 1.61 UFE as % of Load 0.98 1.16 -11.26 10.13 2.11

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE as % of Load 2.16 2.09 -3.86 9.32 1.95 UFE as % of Load 0.63 0.67 -6.89 6.16 1.74

FINAL FINALUFE as % of Load 0.97 0.92 -3.99 6.23 1.73 UFE as % of Load 0.94 0.91 -3.92 5.53 1.43

TRUE_UP TRUE_UPUFE as % of Load 0.95 0.91 -4.01 6.20 1.72 UFE as % of Load 0.90 0.86 -4.01 5.46 1.43

JANUARY

MARCH

MAY

FEBRUARY

APRIL

JUNE

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UFE 2007 Analysis34SR22

STATISTICAL SUMMARY – MONTHLY for 2007

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE as % of Load 0.71 0.79 -5.44 5.61 1.82 UFE as % of Load 1.83 1.92 -2.90 4.95 1.25

FINAL FINALUFE as % of Load 0.85 0.73 -3.01 6.22 1.44 UFE as % of Load 1.06 1.11 -2.83 3.84 1.17

TRUE_UP TRUE_UPUFE as % of Load 0.81 0.72 -3.09 6.12 1.44 UFE as % of Load 1.05 1.11 -2.81 3.85 1.17

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE as % of Load 0.29 0.34 -5.11 4.50 1.57 UFE as % of Load -0.64 -0.49 -8.75 12.30 2.42

FINAL FINALUFE as % of Load 0.64 0.69 -4.15 4.90 1.44 UFE as % of Load 0.78 0.74 -4.73 13.17 1.86

TRUE_UP TRUE_UPUFE as % of Load 0.64 0.69 -4.14 4.90 1.44 UFE as % of Load 0.80 0.76 -4.70 13.18 1.86

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE as % of Load 1.80 1.86 -8.32 9.53 2.50 UFE as % of Load 1.21 1.12 -12.13 10.33 3.20

FINAL FINALUFE as % of Load 0.90 0.94 -8.27 6.50 1.96 UFE as % of Load 0.95 0.92 -7.74 6.98 2.11

TRUE_UP TRUE_UPUFE as % of Load 0.85 0.88 -8.40 6.36 1.94 UFE as % of Load 0.94 0.92 -7.71 6.96 2.10

NOVEMBER DECEMBER

JULY AUGUST

SEPTEMBER OCTOBER

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UFE 2007 Analysis35SR23

STATISTICAL SUMMARY – MONTHLY for 2007

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE as % of Load| 3.22 2.66 0.00 14.38 2.52 |UFE as % of Load| 1.90 1.66 0.00 7.57 1.36

FINAL FINAL|UFE as % of Load| 2.15 1.77 0.00 7.68 1.59 |UFE as % of Load| 1.82 1.50 0.00 8.41 1.44

TRUE_UP TRUE_UP|UFE as % of Load| 2.15 1.77 0.00 7.67 1.59 |UFE as % of Load| 1.82 1.50 0.00 8.42 1.44

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE as % of Load| 1.72 1.40 0.00 7.73 1.37 |UFE as % of Load| 2.27 1.87 0.00 14.64 1.86

FINAL FINAL|UFE as % of Load| 1.49 1.26 0.00 7.53 1.10 |UFE as % of Load| 1.79 1.48 0.00 11.22 1.49

TRUE_UP TRUE_UP|UFE as % of Load| 1.49 1.26 0.00 7.53 1.10 |UFE as % of Load| 1.78 1.46 0.00 11.26 1.49

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE as % of Load| 2.41 2.12 0.00 9.32 1.64 |UFE as % of Load| 1.45 1.23 0.00 6.89 1.14

FINAL FINAL|UFE as % of Load| 1.57 1.30 0.00 6.23 1.20 |UFE as % of Load| 1.37 1.15 0.00 5.53 1.02

TRUE_UP TRUE_UP|UFE as % of Load| 1.57 1.29 0.00 6.20 1.19 |UFE as % of Load| 1.35 1.13 0.00 5.46 1.01

JANUARY

MARCH

MAY

FEBRUARY

APRIL

JUNE

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UFE 2007 Analysis36SR24

STATISTICAL SUMMARY – MONTHLY for 2007

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE as % of Load| 1.56 1.30 0.00 5.61 1.17 |UFE as % of Load| 1.95 1.93 0.00 4.95 1.04

FINAL FINAL|UFE as % of Load| 1.29 1.00 0.00 6.22 1.06 |UFE as % of Load| 1.33 1.23 0.00 3.84 0.84

TRUE_UP TRUE_UP|UFE as % of Load| 1.28 0.99 0.00 6.12 1.06 |UFE as % of Load| 1.33 1.23 0.00 3.85 0.84

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE as % of Load| 1.29 1.10 0.00 5.11 0.94 |UFE as % of Load| 1.91 1.50 0.00 12.30 1.63

FINAL FINAL|UFE as % of Load| 1.29 1.10 0.00 4.90 0.91 |UFE as % of Load| 1.48 1.28 0.00 13.17 1.36

TRUE_UP TRUE_UP|UFE as % of Load| 1.29 1.10 0.00 4.90 0.91 |UFE as % of Load| 1.49 1.28 0.00 13.18 1.37

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE as % of Load| 2.44 2.14 0.00 9.53 1.88 |UFE as % of Load| 2.58 1.94 0.00 12.13 2.24

FINAL FINAL|UFE as % of Load| 1.71 1.42 0.00 8.27 1.31 |UFE as % of Load| 1.82 1.48 0.00 7.74 1.43

TRUE_UP TRUE_UP|UFE as % of Load| 1.68 1.43 0.00 8.40 1.29 |UFE as % of Load| 1.81 1.48 0.00 7.71 1.42

NOVEMBER DECEMBER

JULY AUGUST

SEPTEMBER OCTOBER

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UFE 2007 Analysis37SR25

STATISTICAL SUMMARY – MONTHLY for 2007

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE Cost ($) 15,002 9,286 -24,535 583,717 31,397 UFE Cost ($) -1,558 -2,038 -148,380 273,377 13,118

FINAL FINALUFE Cost ($) 6,780 4,259 -29,381 346,403 18,674 UFE Cost ($) 4,666 3,081 -97,070 339,321 13,173

TRUE_UP TRUE_UPUFE Cost ($) 6,830 4,300 -29,219 347,058 18,722 UFE Cost ($) 4,640 3,075 -96,402 338,668 13,170

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE Cost ($) -2,929 -1,679 -36,920 216,060 10,192 UFE Cost ($) 7,197 4,375 -104,894 507,952 28,317

FINAL FINALUFE Cost ($) 3,781 2,861 -18,642 340,692 11,089 UFE Cost ($) 6,126 3,511 -40,417 515,646 25,721

TRUE_UP TRUE_UPUFE Cost ($) 3,773 2,854 -18,689 341,352 11,099 UFE Cost ($) 6,040 3,448 -39,623 512,837 25,585

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE Cost ($) 15,077 7,693 -14,680 971,848 48,508 UFE Cost ($) 5,219 2,781 -86,988 217,282 13,431

FINAL FINALUFE Cost ($) 8,364 3,331 -17,278 649,964 33,121 UFE Cost ($) 6,890 4,180 -42,865 175,699 11,827

TRUE_UP TRUE_UPUFE Cost ($) 8,267 3,293 -17,977 645,980 32,916 UFE Cost ($) 6,659 4,014 -44,812 174,941 11,736

JANUARY

MARCH

MAY

FEBRUARY

APRIL

JUNE

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UFE 2007 Analysis38SR26

STATISTICAL SUMMARY – MONTHLY for 2007

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE Cost ($) 6,314 2,562 -20,697 356,656 20,113 UFE Cost ($) 13,121 9,976 -23,734 396,958 20,531

FINAL FINALUFE Cost ($) 6,757 2,303 -14,553 400,831 20,981 UFE Cost ($) 7,439 5,794 -32,447 268,833 15,188

TRUE_UP TRUE_UPUFE Cost ($) 6,580 2,229 -14,729 392,028 20,771 UFE Cost ($) 7,445 5,754 -32,553 281,212 15,399

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE Cost ($) 6,631 1,146 -103,684 544,353 32,899 UFE Cost ($) -1,058 -1,257 -45,330 107,456 9,818

FINAL FINALUFE Cost ($) 7,787 2,379 -62,078 509,008 31,560 UFE Cost ($) 4,094 1,916 -22,533 135,208 10,089

TRUE_UP TRUE_UPUFE Cost ($) 7,868 2,418 -55,664 514,266 31,748 UFE Cost ($) 4,204 1,998 -21,382 135,959 10,170

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE Cost ($) 7,373 4,585 -61,910 363,163 19,255 UFE Cost ($) 8,515 3,218 -99,163 786,685 28,056

FINAL FINALUFE Cost ($) 3,516 2,173 -115,711 273,879 13,833 UFE Cost ($) 5,934 2,909 -68,211 516,060 18,555

TRUE_UP TRUE_UPUFE Cost ($) 3,295 1,992 -115,201 265,858 13,483 UFE Cost ($) 5,889 2,870 -69,429 511,894 18,420

NOVEMBER DECEMBER

JULY AUGUST

SEPTEMBER OCTOBER

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UFE 2007 Analysis39SR27

STATISTICAL SUMMARY – MONTHLY for 2007

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE COST| ($) 16,598 9,954 4.4 583,717 30,583 |UFE COST| ($) 8,134 6,056 2.7 273,377 10,408

FINAL FINAL|UFE COST| ($) 10,055 6,568 2.1 346,403 17,134 |UFE COST| ($) 8,009 5,391 0.5 339,321 11,451

TRUE_UP TRUE_UP|UFE COST| ($) 10,074 6,521 3.9 347,058 17,195 |UFE COST| ($) 8,003 5,381 1.9 338,668 11,442

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE COST| ($) 6,956 4,967 4.1 216,060 8,004 |UFE COST| ($) 10,650 6,554 0.6 507,952 27,207

FINAL FINAL|UFE COST| ($) 6,086 4,471 2.5 340,692 10,011 |UFE COST| ($) 8,579 5,107 0.1 515,646 25,010

TRUE_UP TRUE_UP|UFE COST| ($) 6,079 4,459 0.8 341,352 10,024 |UFE COST| ($) 8,530 5,055 4.1 512,837 24,866

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE COST| ($) 15,931 7,875 1.8 971,848 48,234 |UFE COST| ($) 9,079 5,468 1.3 217,282 11,188

FINAL FINAL|UFE COST| ($) 10,390 4,803 2.3 649,964 32,542 |UFE COST| ($) 8,816 5,664 1.3 175,699 10,469

TRUE_UP TRUE_UP|UFE COST| ($) 10,321 4,758 0.2 645,980 32,331 |UFE COST| ($) 8,672 5,552 4.1 174,941 10,337

JANUARY

MARCH

MAY

FEBRUARY

APRIL

JUNE

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UFE 2007 Analysis40SR28

STATISTICAL SUMMARY – MONTHLY for 2007

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE COST| ($) 9,508 4,987 0.3 356,656 18,815 |UFE COST| ($) 13,951 10,235 6.2 396,958 19,976

FINAL FINAL|UFE COST| ($) 8,597 4,015 0.8 400,831 20,296 |UFE COST| ($) 9,277 6,617 3.2 268,833 14,140

TRUE_UP TRUE_UP|UFE COST| ($) 8,521 4,076 1.1 392,028 20,053 |UFE COST| ($) 9,313 6,623 5.9 281,212 14,347

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE COST| ($) 10,589 4,356 5.4 544,353 31,845 |UFE COST| ($) 7,128 5,027 3.9 107,456 6,833

FINAL FINAL|UFE COST| ($) 10,726 4,503 0.3 509,008 30,686 |UFE COST| ($) 6,579 4,422 5.4 135,208 8,675

TRUE_UP TRUE_UP|UFE COST| ($) 10,778 4,519 3.2 514,266 30,881 |UFE COST| ($) 6,630 4,448 7.6 135,959 8,783

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE COST| ($) 9,701 5,856 3.5 363,163 18,193 |UFE COST| ($) 12,217 6,237 0.2 786,685 26,653

FINAL FINAL|UFE COST| ($) 6,742 4,386 1.9 273,879 12,579 |UFE COST| ($) 8,586 4,831 5.9 516,060 17,486

TRUE_UP TRUE_UP|UFE COST| ($) 6,616 4,399 0.7 265,858 12,201 |UFE COST| ($) 8,551 4,829 1.2 511,894 17,345

NOVEMBER DECEMBER

JULY AUGUST

SEPTEMBER OCTOBER

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UFE 2007 Analysis41SR29

STATISTICAL SUMMARY – MONTHLY for 2007

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE Cost as % of Total Cost 2.6 2.4 -8.4 14.4 3.1 UFE Cost as % of Total Cost -0.5 -0.6 -7.1 7.6 2.3

FINAL FINALUFE Cost as % of Total Cost 1.1 1.1 -7.7 7.2 2.4 UFE Cost as % of Total Cost 1.0 0.9 -5.2 8.4 2.1

TRUE_UP TRUE_UPUFE Cost as % of Total Cost 1.1 1.1 -7.7 7.2 2.4 UFE Cost as % of Total Cost 1.0 0.9 -5.2 8.4 2.1

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE Cost as % of Total Cost -0.7 -0.5 -7.7 6.3 2.1 UFE Cost as % of Total Cost 1.0 1.4 -14.6 10.4 2.7

FINAL FINALUFE Cost as % of Total Cost 0.9 0.9 -4.0 7.5 1.6 UFE Cost as % of Total Cost 1.0 1.2 -11.2 10.1 2.1

TRUE_UP TRUE_UPUFE Cost as % of Total Cost 0.9 0.9 -4.1 7.5 1.6 UFE Cost as % of Total Cost 1.0 1.2 -11.3 10.1 2.1

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE Cost as % of Total Cost 2.2 2.1 -3.9 9.3 2.0 UFE Cost as % of Total Cost 0.6 0.7 -6.9 6.2 1.7

FINAL FINALUFE Cost as % of Total Cost 1.0 1.0 -4.0 6.2 1.7 UFE Cost as % of Total Cost 0.9 0.9 -3.9 5.5 1.4

TRUE_UP TRUE_UPUFE Cost as % of Total Cost 1.0 1.0 -4.0 6.2 1.7 UFE Cost as % of Total Cost 0.9 0.9 -4.0 5.5 1.4

JANUARY

MARCH

MAY

FEBRUARY

APRIL

JUNE

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UFE 2007 Analysis42SR30

STATISTICAL SUMMARY – MONTHLY for 2007

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE Cost as % of Total Cost 0.7 0.8 -5.4 5.6 1.8 UFE Cost as % of Total Cost 1.8 1.9 -2.9 4.9 1.3

FINAL FINALUFE Cost as % of Total Cost 0.8 0.7 -3.0 6.2 1.4 UFE Cost as % of Total Cost 1.1 1.1 -2.8 3.8 1.2

TRUE_UP TRUE_UPUFE Cost as % of Total Cost 0.8 0.7 -3.1 6.1 1.4 UFE Cost as % of Total Cost 1.1 1.1 -2.8 3.9 1.2

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE Cost as % of Total Cost 0.3 0.3 -5.1 4.5 1.6 UFE Cost as % of Total Cost -0.6 -0.5 -8.7 12.3 2.4

FINAL FINALUFE Cost as % of Total Cost 0.6 0.7 -4.1 4.9 1.5 UFE Cost as % of Total Cost 0.8 0.7 -4.7 13.2 1.9

TRUE_UP TRUE_UPUFE Cost as % of Total Cost 0.6 0.7 -4.1 4.9 1.5 UFE Cost as % of Total Cost 0.8 0.8 -4.7 13.2 1.9

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

UFE Cost as % of Total Cost 1.8 1.9 -8.3 9.5 2.5 UFE Cost as % of Total Cost 1.2 1.1 -12.1 10.3 3.2

FINAL FINALUFE Cost as % of Total Cost 0.9 0.9 -8.3 6.5 2.0 UFE Cost as % of Total Cost 0.9 0.9 -7.7 7.0 2.1

TRUE_UP TRUE_UPUFE Cost as % of Total Cost 0.8 0.9 -8.4 6.4 1.9 UFE Cost as % of Total Cost 0.9 0.9 -7.7 7.0 2.1

NOVEMBER DECEMBER

JULY AUGUST

SEPTEMBER OCTOBER

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UFE 2007 Analysis43SR31

STATISTICAL SUMMARY – MONTHLY for 2007

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE Cost| as % of Total Cost 3.2 2.7 0.0 14.4 2.5 |UFE Cost| as % of Total Cost 1.9 1.7 0.0 7.6 1.4

FINAL FINAL|UFE Cost| as % of Total Cost 2.1 1.8 0.0 7.7 1.6 |UFE Cost| as % of Total Cost 1.8 1.5 0.0 8.4 1.4

TRUE_UP TRUE_UP|UFE Cost| as % of Total Cost 2.2 1.8 0.0 7.7 1.6 |UFE Cost| as % of Total Cost 1.8 1.5 0.0 8.4 1.4

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE Cost| as % of Total Cost 1.7 1.4 0.0 7.7 1.4 |UFE Cost| as % of Total Cost 2.3 1.9 0.0 14.6 1.9

FINAL FINAL|UFE Cost| as % of Total Cost 1.5 1.3 0.0 7.5 1.1 |UFE Cost| as % of Total Cost 1.8 1.5 0.0 11.2 1.5

TRUE_UP TRUE_UP|UFE Cost| as % of Total Cost 1.5 1.3 0.0 7.5 1.1 |UFE Cost| as % of Total Cost 1.8 1.5 0.0 11.3 1.5

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE Cost| as % of Total Cost 2.4 2.1 0.0 9.3 1.6 |UFE Cost| as % of Total Cost 1.5 1.2 0.0 6.9 1.1

FINAL FINAL|UFE Cost| as % of Total Cost 1.6 1.3 0.0 6.2 1.2 |UFE Cost| as % of Total Cost 1.4 1.2 0.0 5.5 1.0

TRUE_UP TRUE_UP|UFE Cost| as % of Total Cost 1.6 1.3 0.0 6.2 1.2 |UFE Cost| as % of Total Cost 1.4 1.1 0.0 5.5 1.0

JANUARY

MARCH

MAY

FEBRUARY

APRIL

JUNE

Page 44: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis44SR32

STATISTICAL SUMMARY – MONTHLY for 2007

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE Cost| as % of Total Cost 1.6 1.3 0.0 5.6 1.2 |UFE Cost| as % of Total Cost 2.0 1.9 0.0 4.9 1.0

FINAL FINAL|UFE Cost| as % of Total Cost 1.3 1.0 0.0 6.2 1.1 |UFE Cost| as % of Total Cost 1.3 1.2 0.0 3.8 0.8

TRUE_UP TRUE_UP|UFE Cost| as % of Total Cost 1.3 1.0 0.0 6.1 1.1 |UFE Cost| as % of Total Cost 1.3 1.2 0.0 3.9 0.8

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE Cost| as % of Total Cost 1.3 1.1 0.0 5.1 0.9 |UFE Cost| as % of Total Cost 1.9 1.5 0.0 12.3 1.6

FINAL FINAL|UFE Cost| as % of Total Cost 1.3 1.1 0.0 4.9 0.9 |UFE Cost| as % of Total Cost 1.5 1.3 0.0 13.2 1.4

TRUE_UP TRUE_UP|UFE Cost| as % of Total Cost 1.3 1.1 0.0 4.9 0.9 |UFE Cost| as % of Total Cost 1.5 1.3 0.0 13.2 1.4

INITIAL INITIALMEAN MEDIAN MIN MAX STD DEV MEAN MEDIAN MIN MAX STD DEV

|UFE Cost| as % of Total Cost 2.4 2.1 0.0 9.5 1.9 |UFE Cost| as % of Total Cost 2.6 1.9 0.0 12.1 2.2

FINAL FINAL|UFE Cost| as % of Total Cost 1.7 1.4 0.0 8.3 1.3 |UFE Cost| as % of Total Cost 1.8 1.5 0.0 7.7 1.4

TRUE_UP TRUE_UP|UFE Cost| as % of Total Cost 1.7 1.4 0.0 8.4 1.3 |UFE Cost| as % of Total Cost 1.8 1.5 0.0 7.7 1.4

NOVEMBER DECEMBER

JULY AUGUST

SEPTEMBER OCTOBER

Page 45: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis45UFD01

Distribution of UFE MW Initial, Final, and True Up - 2007

0

1

2

3

4

5

6

7

8

-900

-800

-700

-600

-500

-400

-300

-200

-100 0

100

200

300

400

500

600

700

800

900

1000

1100

1200

1300

1400

1500

1600

UFE (MW)

Per

cen

t o

f In

terv

als

wit

h U

FE

Val

ues

Initial Final True Up

Page 46: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis46

2007 Distribution of UFE as Percent of ERCOT Load

UFD03

0.0

2.0

4.0

6.0

8.0

10.0

12.0

14.0

16.0

18.0

20.0

22.0

-7.0 -6.0 -5.0 -4.0 -3.0 -2.0 -1.0 0.0 1.0 2.0 3.0 4.0 5.0 6.0 7.0

UFE as Percent of ERCOT Load

Dis

trib

uti

on

of

UF

E a

s P

erce

nt

of

ER

CO

T L

oad

Initial Final True-Up

Page 47: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis47

0

1

2

3

4

5

6

7

-300

0

-200

0

-100

0-8

00-6

00-4

00-2

00 020

040

060

080

010

0012

0014

0016

00

UFE (MW)

Pe

rce

nt

of

Inte

rva

ls w

ith

UF

E V

alu

es

UFE 2006 UFE 2007Initial Settlement

Distribution of UFE MW 2006 vs. 2007 - Initial Settlement

UFD04

Page 48: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis48

0

1

2

3

4

5

6

7

8

-150

0-9

00-7

00-5

00-3

00-1

00 100

300

500

700

900

1100

1300

1500

1700

1900

UFE (MW)

Pe

rce

nt

of

Inte

rva

ls w

ith

UF

E V

alu

es

UFE 2006 UFE 2007Final Settlement

Distribution of UFE MW 2006 vs. 2007 - Final Settlement

UFD05

Page 49: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis49

0

1

2

3

4

5

6

7

8

-100

0-9

00-8

00-7

00-6

00-5

00-4

00-3

00-2

00-1

00 010

020

030

040

050

060

070

080

090

010

0011

0012

0013

0014

0015

0016

00

UFE (MW)

Pe

rce

nt

of

Inte

rva

ls w

ith

UF

E V

alu

es

UFE 2006 UFE 2007True Up Settlement

Distribution of UFE MW 2006 vs. 2007 – True Up Settlement

UFD06

Page 50: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis50

Distribution of UFE Percent of ERCOT Load2006 vs 2007 – Initial Settlement

UFD07

0.0

2.0

4.0

6.0

8.0

10.0

12.0

14.0

16.0

18.0

20.0

-7.0 -6.0 -5.0 -4.0 -3.0 -2.0 -1.0 0.0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0

UFE Percent of ERCOT Load

Dis

trib

uti

on

of

UF

E P

erc

en

t o

f L

oa

d

UFE 2006 UFE 2007Initial Settlement

Page 51: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis51

Distribution of UFE Percent of ERCOT Load2006 vs 2007 – Final Settlement

UFD08

0.0

2.0

4.0

6.0

8.0

10.0

12.0

14.0

16.0

18.0

20.0

22.0

24.0

26.0

-5.0 -4.0 -3.0 -2.0 -1.0 0.0 1.0 2.0 3.0 4.0 5.0 6.0 7.0

UFE Percent of ERCOT Load

Dis

trib

uti

on

of

UF

E P

erc

en

t o

f L

oa

d

UFE 2006 UFE 2007Final Settlement

Page 52: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis52

Distribution of UFE Percent of ERCOT Load2006 vs 2007 – True Up Settlement

UFD09

0.0

2.0

4.0

6.0

8.0

10.0

12.0

14.0

16.0

18.0

20.0

22.0

24.0

26.0

-5.0 -4.0 -3.0 -2.0 -1.0 0.0 1.0 2.0 3.0 4.0 5.0 6.0 7.0

UFE Percent of ERCOT Load

Dis

trib

uti

on

of

UF

E P

erc

en

t o

f L

oa

d

UFE 2006 UFE 2007True Up Settlement

Page 53: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis53

UFE Distribution

Initial

Page 54: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis54

Set t l ement =1 I ni t i al Mont h=1

CUM.FREQ.

CUM.PCT.

0 0

0 0

7 0

20 1

24 1

28 1

39 1

63 2

141 5

275 9

570 19

927 31

1310 44

1699 57

1982 67

2277 77

2585 87

2790 94

2871 96

2920 98

2929 98

2976 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400

UFE Distribution 2007Initial - January

UFD10

Page 55: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis55

Set t l ement =1 I ni t i al Mont h=2

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

1 0

11 0

49 2

146 5

360 13

726 27

1177 44

1630 61

2022 75

2309 86

2494 93

2583 96

2660 99

2683 100

2687 100

2688 100

2688 100

2688 100

2688 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500

UFE Distribution 2007Initial - February

UFD11

Page 56: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis56

Set t l ement =1 I ni t i al Mont h=3

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

2 0

21 1

71 2

193 6

521 18

815 27

1255 42

1798 60

2397 81

2717 91

2922 98

2952 99

2967 100

2970 100

2972 100

2972 100

2972 100

2972 100

2972 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600

UFE Distribution 2007Initial - March

UFD12

Page 57: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis57

Set t l ement =1 I ni t i al Mont h=4

CUM.FREQ.

CUM.PCT.

22 0. 76

25 0. 87

30 1. 04

41 1. 42

77 2. 67

135 4. 69

163 5. 66

200 6. 94

255 8. 85

445 15. 45

715 24. 83

1237 42. 95

1779 61. 77

2283 79. 27

2628 91. 25

2802 97. 29

2850 98. 96

2866 99. 51

2871 99. 69

2877 99. 90

2879 99. 97

2880 100. 00 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600

UFE Distribution 2007Initial - April

UFD13

Page 58: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis58

Set t l ement =1 I ni t i al Mont h=5

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

0 0

0 0

0 0

0 0

4 0

38 1

153 5

401 13

742 25

1402 47

2119 71

2513 84

2727 92

2874 97

2947 99

2968 100

2975 100

2976 100

2976 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600 700 800

UFE Distribution 2007Initial - May

UFD14

Page 59: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis59

Set t l ement =1 I ni t i al Mont h=6

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

0 0

15 1

23 1

26 1

51 2

153 5

467 16

998 35

1659 58

2276 79

2665 93

2815 98

2860 99

2879 100

2880 100

2880 100

2880 100

2880 100

2880 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600 700

UFE Distribution 2007Initial - June

UFD15

Page 60: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis60

Set t l ement =1 I ni t i al Mont h=7

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

0 0

0 0

13 0

28 1

84 3

219 7

476 16

982 33

1631 55

2293 77

2699 91

2881 97

2966 100

2976 100

2976 100

2976 100

2976 100

2976 100

2976 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600 700

UFE Distribution 2007Initial - July

UFD16

Page 61: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis61

Set t l ement =1 I ni t i al Mont h=8

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

0 0

0 0

0 0

0 0

0 0

16 1

45 2

239 9

577 22

1375 53

2129 82

2539 98

2592 100

2592 100

2592 100

2592 100

2592 100

2592 100

2592 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600 700 800

UFE Distribution 2007Initial - August

UFD17

Page 62: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis62

Set t l ement =1 I ni t i al Mont h=9

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

0 0

0 0

1 0

15 1

60 2

237 8

605 21

1195 41

1937 67

2465 86

2796 97

2870 100

2880 100

2880 100

2880 100

2880 100

2880 100

2880 100

2880 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600 700 800

UFE Distribution 2007Initial - September

UFD18

Page 63: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis63

Set t l ement =1 I ni t i al Mont h=10

CUM.FREQ.

CUM.PCT.

0 0

0 0

12 0

21 1

44 1

130 4

249 8

458 15

801 27

1296 44

1701 57

2269 76

2730 92

2881 97

2912 98

2946 99

2949 99

2952 99

2956 99

2960 99

2966 100

2976 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600

UFE Distribution 2007Initial - October

UFD19

Page 64: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis64

Set t l ement =1 I ni t i al Mont h=11

CUM.FREQ.

CUM.PCT.

0 0

0 0

1 0

14 0

28 1

46 2

62 2

71 2

154 5

282 10

570 20

1052 36

1511 52

2064 72

2452 85

2621 91

2718 94

2809 97

2856 99

2874 100

2884 100

2884 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600

UFE Distribution 2007Initial - November

UFD20

Page 65: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis65

Set t l ement =1 I ni t i al Mont h=12

CUM.FREQ.

CUM.PCT.

23 0. 77

37 1. 24

43 1. 44

58 1. 95

90 3. 02

111 3. 73

139 4. 67

200 6. 72

305 10. 25

565 18. 99

985 33. 10

1430 48. 05

1831 61. 53

2167 72. 82

2424 81. 45

2678 89. 99

2797 93. 99

2868 96. 37

2939 98. 76

2961 99. 50

2975 99. 97

2976 100. 00 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500

UFE Distribution 2007Initial - December

UFD21

Page 66: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis66

UFE Distribution

Final

Page 67: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis67

Set t l ement =4 Fi nal Mont h=1

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

16 1

21 1

27 1

38 1

124 4

275 9

571 19

982 33

1440 48

1894 64

2243 75

2620 88

2818 95

2930 98

2974 100

2976 100

2976 100

2976 100

2976 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500

UFE Distribution 2007Final - January

UFD22

Page 68: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis68

Set t l ement =4 Fi nal Mont h=2

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

0 0

0 0

2 0

12 0

67 2

176 7

434 16

881 33

1382 51

1857 69

2253 84

2492 93

2574 96

2638 98

2674 99

2687 100

2688 100

2688 100

2688 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600

UFE Distribution 2007Final - February

UFD23

Page 69: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis69

Set t l ement =4 Fi nal Mont h=3

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

0 0

0 0

0 0

1 0

32 1

107 4

355 12

848 29

1597 54

2219 75

2694 91

2914 98

2955 99

2968 100

2971 100

2972 100

2972 100

2972 100

2972 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600 700 800

UFE Distribution 2007Final - March

UFD24

Page 70: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis70

Set t l ement =4 Fi nal Mont h=4

CUM.FREQ.

CUM.PCT.

7 0. 24

9 0. 31

12 0. 42

19 0. 66

25 0. 87

44 1. 53

94 3. 26

137 4. 76

183 6. 35

307 10. 66

703 24. 41

1319 45. 80

2015 69. 97

2531 87. 88

2761 95. 87

2837 98. 51

2860 99. 31

2865 99. 48

2868 99. 58

2873 99. 76

2878 99. 93

2880 100. 00 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600 700

UFE Distribution 2007Final - April

UFD25

Page 71: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis71

Set t l ement =4 Fi nal Mont h=5

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

0 0

0 0

0 0

0 0

24 1

119 4

379 13

804 27

1537 52

2240 75

2606 88

2813 95

2944 99

2973 100

2976 100

2976 100

2976 100

2976 100

2976 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600 700 800

UFE Distribution 2007Final - May

UFD26

Page 72: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis72

Set t l ement =4 Fi nal Mont h=6

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

0 0

0 0

0 0

0 0

18 1

51 2

257 9

695 24

1527 53

2219 77

2690 93

2811 98

2869 100

2880 100

2880 100

2880 100

2880 100

2880 100

2880 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600 700 800 900

UFE Distribution 2007Final - June

UFD27

Page 73: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis73

Set t l ement =4 Fi nal Mont h=7

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

0 0

0 0

0 0

0 0

1 0

51 2

258 9

852 29

1751 59

2395 80

2774 93

2911 98

2964 100

2973 100

2976 100

2976 100

2976 100

2976 100

2976 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600 700 800 900

UFE Distribution 2007Final - July

UFD28

Page 74: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis74

Set t l ement =4 Fi nal Mont h=8

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

0 0

0 0

0 0

0 0

0 0

19 1

138 5

478 18

1186 46

2014 78

2508 97

2592 100

2592 100

2592 100

2592 100

2592 100

2592 100

2592 100

2592 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600 700 800 900

UFE Distribution 2007Final - August

UFD29

Page 75: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis75

Set t l ement =4 Fi nal Mont h=9

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

0 0

0 0

0 0

4 0

26 1

88 3

414 14

912 32

1719 60

2327 81

2751 96

2864 99

2880 100

2880 100

2880 100

2880 100

2880 100

2880 100

2880 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600 700 800 900

UFE Distribution 2007Final - September

UFD30

Page 76: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis76

Set t l ement =4 Fi nal Mont h=10

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

0 0

0 0

0 0

13 0

26 1

138 5

429 14

966 32

1643 55

2313 78

2807 94

2908 98

2916 98

2942 99

2948 99

2949 99

2952 99

2958 99

2976 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600 700

UFE Distribution 2007Final - October

UFD31

Page 77: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis77

Set t l ement =4 Fi nal Mont h=11

CUM.FREQ.

CUM.PCT.

0 0

0 0

3 0

9 0

14 0

19 1

36 1

54 2

106 4

471 16

970 34

1483 51

2074 72

2469 86

2729 95

2833 98

2880 100

2884 100

2884 100

2884 100

2884 100

2884 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600

UFE Distribution 2007Final - November

UFD32

Page 78: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis78

Set t l ement =4 Fi nal Mont h=12

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

12 0

14 0

22 1

30 1

65 2

203 7

524 18

969 33

1553 52

2040 69

2535 85

2762 93

2863 96

2940 99

2976 100

2976 100

2976 100

2976 100

2976 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600

UFE Distribution 2007Final - December

UFD33

Page 79: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis79

UFE Distribution

True Up

Page 80: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis80

Set t l ement =5 Tr ue Up Mont h=1

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

16 1

21 1

27 1

38 1

124 4

272 9

565 19

977 33

1437 48

1893 64

2237 75

2612 88

2818 95

2929 98

2974 100

2976 100

2976 100

2976 100

2976 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500

UFE Distribution 2007True Up - January

UFD34

Page 81: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis81

Set t l ement =5 Tr ue Up Mont h=2

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

0 0

0 0

2 0

12 0

65 2

177 7

436 16

888 33

1387 52

1864 69

2256 84

2491 93

2574 96

2637 98

2673 99

2687 100

2688 100

2688 100

2688 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500

UFE Distribution 2007True Up - February

UFD35

Page 82: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis82

Set t l ement =5 Tr ue Up Mont h=3

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

0 0

0 0

0 0

1 0

33 1

107 4

355 12

851 29

1595 54

2222 75

2693 91

2913 98

2955 99

2968 100

2971 100

2972 100

2972 100

2972 100

2972 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600 700 800

UFE Distribution 2007True Up - March

UFD36

Page 83: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis83

Set t l ement =5 Tr ue Up Mont h=4

CUM.FREQ.

CUM.PCT.

7 0. 24

9 0. 31

12 0. 42

19 0. 66

25 0. 87

44 1. 53

94 3. 26

138 4. 79

186 6. 46

312 10. 83

712 24. 72

1339 46. 49

2029 70. 45

2534 87. 99

2768 96. 11

2837 98. 51

2860 99. 31

2865 99. 48

2869 99. 62

2873 99. 76

2878 99. 93

2880 100. 00 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600 700

UFE Distribution 2007True Up - April

UFD37

Page 84: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis84

Set t l ement =5 Tr ue Up Mont h=5

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

0 0

0 0

0 0

1 0

25 1

127 4

382 13

814 27

1551 52

2256 76

2616 88

2817 95

2946 99

2974 100

2976 100

2976 100

2976 100

2976 100

2976 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600 700 800

UFE Distribution 2007True Up - May

UFD38

Page 85: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis85

Set t l ement =5 Tr ue Up Mont h=6

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

0 0

0 0

0 0

1 0

19 1

53 2

268 9

710 25

1562 54

2257 78

2694 94

2820 98

2870 100

2880 100

2880 100

2880 100

2880 100

2880 100

2880 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600 700 800 900

UFE Distribution 2007True Up - June

UFD39

Page 86: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis86

Set t l ement =5 Tr ue Up Mont h=7

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

0 0

0 0

0 0

0 0

2 0

54 2

276 9

888 30

1777 60

2413 81

2778 93

2912 98

2964 100

2973 100

2976 100

2976 100

2976 100

2976 100

2976 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600 700 800 900

UFE Distribution 2007True Up - July

UFD40

Page 87: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis87

Set t l ement =5 Tr ue Up Mont h=8

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

0 0

0 0

0 0

0 0

0 0

20 1

144 6

481 19

1186 46

2016 78

2505 97

2592 100

2592 100

2592 100

2592 100

2592 100

2592 100

2592 100

2592 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600 700 800 900

UFE Distribution 2007True Up - August

UFD41

Page 88: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis88

Set t l ement =5 Tr ue Up Mont h=9

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

0 0

0 0

0 0

4 0

26 1

87 3

413 14

903 31

1717 60

2320 81

2748 95

2864 99

2880 100

2880 100

2880 100

2880 100

2880 100

2880 100

2880 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600 700 800 900

UFE Distribution 2007True Up - September

UFD42

Page 89: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis89

Set t l ement =5 Tr ue Up Mont h=10

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

0 0

0 0

0 0

13 0

26 1

135 5

422 14

952 32

1628 55

2298 77

2803 94

2908 98

2916 98

2941 99

2948 99

2949 99

2952 99

2958 99

2976 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600 700

UFE Distribution 2007True Up - October

UFD43

Page 90: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis90

Set t l ement =5 Tr ue Up Mont h=11

CUM.FREQ.

CUM.PCT.

0 0

0 0

3 0

11 0

16 1

19 1

36 1

52 2

112 4

487 17

991 34

1518 53

2105 73

2494 86

2735 95

2841 99

2881 100

2884 100

2884 100

2884 100

2884 100

2884 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600

UFE Distribution 2007True Up - November

UFD44

Page 91: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis91

Set t l ement =5 Tr ue Up Mont h=12

CUM.FREQ.

CUM.PCT.

0 0

0 0

0 0

12 0

14 0

22 1

30 1

66 2

208 7

526 18

971 33

1552 52

2046 69

2543 85

2767 93

2863 96

2940 99

2976 100

2976 100

2976 100

2976 100

2976 100 10. 5

9. 5

8. 5

7. 5

6. 5

5. 5

4. 5

3. 5

2. 5

1. 5

0. 5

- 0. 5

- 1. 5

- 2. 5

- 3. 5

- 4. 5

- 5. 5

- 6. 5

- 7. 5

- 8. 5

- 9. 5

- 10. 5

FREQUENCY

0 100 200 300 400 500 600

UFE Distribution 2007True Up - December

UFD45

Page 92: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis92

UFE Percent of ERCOT Load 2007 Initial Settlement plus95% Confidence Interval

CIP01

-10

-8

-6

-4

-2

0

2

4

6

8

10

Day of the Week 2007

UF

E P

erce

nt

of

ER

CO

T L

oad

Median 5th Percentile 95th Percentile

Sun TueMon Wed Thur Fri Sat

Page 93: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis93CIP02

UFE Percent of ERCOT Load 2007Final Settlement plus95% Confidence Interval

-10

-8

-6

-4

-2

0

2

4

6

8

10

Day of the Week 2007

UF

E P

erce

nt

of

ER

CO

T L

oad

Median 5th Percentile 95th Percentile

Sun TueMon Wed Thur Fri Sat

Page 94: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis94CIP03

UFE Percent of ERCOT Load 2007True-Up Settlement plus95% Confidence Interval

-10

-8

-6

-4

-2

0

2

4

6

8

10

Day of the Week 2007

UF

E P

erce

nt

of

ER

CO

T L

oad

Median 5th Percentile 95th Percentile

Sun TueMon Wed Thur Fri Sat

Page 95: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis95CIP04

UFE Percent of ERCOT Load 2007Comparison of Medians for Initial & Final

-1.5

-1

-0.5

0

0.5

1

1.5

2

2.5

3

Day of the Week 2007

UF

E P

erce

nt

of

ER

CO

T L

oad

Initial Final

Sun Mon Tue Wed Thu Fri Sat

Note: True Up is omitted since the results for Final and True Up are similar.

Page 96: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis96

Seasonal Comparison - Spring 2007UFE Percent of ERCOT Load and ERCOT Load

SEA01

-3

-2

-1

0

1

2

3

4

Day of the Week

UF

E P

erce

nt

of

ER

CO

T L

oad

0

5000

10000

15000

20000

25000

30000

35000

40000

45000

50000

55000

ER

CO

T L

oad

(M

W)

Initial Final Total ERCOT Aggregated Load Adjusted for Losses

Sun Mon Tue Wed Thu Fri Sat

Note: True Up is omitted since the results for Final and True Up are similar.

Page 97: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis97

Seasonal Comparison - Summer 2007UFE Percent of ERCOT Load and ERCOT Load

SEA02

-3

-2

-1

0

1

2

3

4

Day of the Week

UF

E P

erce

nt

of

ER

CO

T L

oad

0

5000

10000

15000

20000

25000

30000

35000

40000

45000

50000

55000

ER

CO

T L

oad

(M

W)

Initial Final Total ERCOT Aggregated Load Adjusted for Losses

Sun Mon Tue Wed Thu Fri Sat

Note: True Up is omitted since the results for Final and True Up are similar.

Page 98: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis98

Seasonal Comparison - Fall 2007UFE Percent of ERCOT Load and ERCOT Load

SEA03

-3

-2

-1

0

1

2

3

4

Day of the Week

UF

E P

erce

nt

of

ER

CO

T L

oad

0

5000

10000

15000

20000

25000

30000

35000

40000

45000

50000

55000

ER

CO

T L

oad

(M

W)

Initial Final Total ERCOT Aggregated Load Adjusted for Losses

Sun Mon Tue Wed Thu Fri Sat

Note: True Up is omitted since the results for Final and True Up are similar.

Page 99: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis99

Seasonal Comparison - Winter 2007UFE Percent of ERCOT Load and ERCOT Load

SEA04

-3

-2

-1

0

1

2

3

4

5

Day of the Week

UF

E P

erce

nt

of

ER

CO

T L

oad

0

5000

10000

15000

20000

25000

30000

35000

40000

45000

50000

55000

ER

CO

T L

oad

(M

W)

Initial Final Total ERCOT Aggregated Load Adjusted for Losses

Sun Mon Tue Wed Thu Fri Sat

Note: True Up is omitted since the results for Final and True Up are similar.

Page 100: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis100SEA05

Seasonal Comparison of Medians – Initial SettlementUFE Percent of ERCOT Load - 2007

-3

-2

-1

0

1

2

3

4

5

6

Day of the Week

UF

E P

erce

nt

of

Lo

ad

Spring Summer Fall Winter

Sun Mon Tue Wed Thu Fri Sat

Page 101: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis101SEA06

Seasonal Comparison of Medians – Final SettlementUFE Percent of ERCOT Load - 2007

-3

-2

-1

0

1

2

3

4

5

6

Day of the Week

UF

E P

erce

nt

of

Lo

ad

Spring Summer Fall Winter

Sun Mon Tue Wed Thu Fri Sat

Page 102: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis102SEA07

Seasonal Comparison of Medians – True UpUFE Percent of ERCOT Load - 2007

-3

-2

-1

0

1

2

3

4

5

6

Day of the Week

UF

E P

erce

nt

of

Lo

ad

Spring Summer Fall Winter

Sun Mon Tue Wed Thu Fri Sat

Page 103: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis103

Percent UFE vs ERCOT LoadInitial Settlement - 2007

MPL01

-5.0

-4.0

-3.0

-2.0

-1.0

0.0

1.0

2.0

3.0

4.0

5.0

6.0

7.0

22000 27000 32000 37000 42000 47000 52000 57000

ERCOT Load (MW)

Pe

rce

nt

UF

E

Median 5th Percentile 95th Percentile Regression on Total Aggregated Load

Page 104: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis104

Percent UFE vs ERCOT LoadFinal Settlement - 2007

MPL02

-5.0

-4.0

-3.0

-2.0

-1.0

0.0

1.0

2.0

3.0

4.0

5.0

6.0

7.0

22000 27000 32000 37000 42000 47000 52000 57000

ERCOT Load (MW)

Pe

rce

nt

UF

E

Median 5th Percentile 95th Percentile Regression on Total Aggregated Load

Page 105: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis105

Percent UFE vs ERCOT LoadTrue-Up Settlement – 2007

MPL03

-5.0

-4.0

-3.0

-2.0

-1.0

0.0

1.0

2.0

3.0

4.0

5.0

6.0

7.0

22000 27000 32000 37000 42000 47000 52000 57000

ERCOT Load (MW)

Pe

rce

nt

UF

E

Median 5th Percentile 95th Percentile Regression on Total Aggregated Load

Page 106: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis106

Comparison of Median Percent UFEInitial, Final and True-Up Settlements - 2007

MPL04

-2.0

-1.5

-1.0

-0.5

0.0

0.5

1.0

1.5

2.0

2.5

3.0

22000 27000 32000 37000 42000 47000 52000 57000

ERCOT Load (MW)

Pe

rce

nt

UF

E

Initial Final True Up Regression on Total Aggregated Load

Page 107: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis107

Load Weighted Average MCPE vs LoadInitial Settlement - 2007

MPL05

0.0

20.0

40.0

60.0

80.0

100.0

120.0

140.0

160.0

180.0

200.0

22000 27000 32000 37000 42000 47000 52000 57000

ERCOT Load (MW)

Lo

ad

We

igh

ted

Av

era

ge

MC

PE

($

/MW

H)

Median 5th Percentile 95th Percentile Regression on MCPE vs Load

Load Wt'd Avg MCPE Ceiling = $601 per mWh

Page 108: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis108

Load Weighted Average MCPE vs Load Final Settlement - 2007

MPL06

0.0

20.0

40.0

60.0

80.0

100.0

120.0

140.0

160.0

180.0

200.0

22000 27000 32000 37000 42000 47000 52000 57000

ERCOT Load (MW)

Lo

ad

We

igh

ted

Av

era

ge

MC

PE

($

/MW

H)

Median 5th Percentile 95th Percentile Regression on MCPE vs Load

Load Wt'd Avg MCPE Ceiling = $601 per mWh

Page 109: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis109

Load Weighted Average MCPE vs Load True Up Settlement - 2007

MPL07

0.0

20.0

40.0

60.0

80.0

100.0

120.0

140.0

160.0

180.0

200.0

22000 27000 32000 37000 42000 47000 52000 57000

ERCOT Load (MW)

Lo

ad

We

igh

ted

Av

era

ge

MC

PE

($

/MW

H)

Median 5th Percentile 95th Percentile Regression on MCPE vs Load

Load Wt'd Avg MCPE Ceiling = $601 per mWh

Page 110: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis110

Comparison of Median Load Weighted Average MCPE vs Load for Initial, Final and True-Up Settlements - 2007

MPL08

0.0

10.0

20.0

30.0

40.0

50.0

60.0

70.0

80.0

90.0

22000 27000 32000 37000 42000 47000 52000 57000

ERCOT Load (MW)

Lo

ad

We

igh

ted

Av

era

ge

MC

PE

($

/MW

H)

Initial Final True Up Reg on MCPE vs Load

Page 111: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis111

Load Weighted Average MCPE vs Percent UFE Initial Settlement - 2007

MPL09

0.0

20.0

40.0

60.0

80.0

100.0

120.0

-15.0 -13.0 -11.0 -9.0 -7.0 -5.0 -3.0 -1.0 1.0 3.0 5.0

Percent UFE of Load

Lo

ad

We

igh

ted

Av

era

ge

MC

PE

($

/MW

H)

Median 5th Percentile 95th Percentile Regression on MCPE vs Percent UFE

Page 112: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis112MPL10

Load Weighted Average MCPE vs Percent UFE Final Settlement - 2007

0.0

20.0

40.0

60.0

80.0

100.0

120.0

140.0

160.0

180.0

200.0

-11.0 -9.0 -7.0 -5.0 -3.0 -1.0 1.0 3.0 5.0

Percent UFE of Load

Lo

ad

We

igh

ted

Av

era

ge

MC

PE

($

/MW

H)

Median 5th Percentile 95th Percentile Regression on MCPE vs Percent UFE

Page 113: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis113MPL11

Load Weighted Average MCPE vs Percent UFE True-Up Settlement - 2007

0.0

50.0

100.0

150.0

200.0

250.0

300.0

-11.0 -9.0 -7.0 -5.0 -3.0 -1.0 1.0 3.0 5.0

Percent UFE of Load

Lo

ad

We

igh

ted

Av

era

ge

MC

PE

($

/MW

H)

Median 5th Percentile 95th Percentile Regression on MCPE vs Percent UFE

Page 114: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis114

Comparison of Median Load Weighted Average MCPE vs Percent UFE forInitial, Final and True-Up Settlements - 2007

MPL12

0.0

10.0

20.0

30.0

40.0

50.0

60.0

70.0

80.0

-15.0 -13.0 -11.0 -9.0 -7.0 -5.0 -3.0 -1.0 1.0

Percent UFE of Load

Lo

ad W

eig

hte

d A

vera

ge

MC

PE

($/

MW

H)

Initial Final True UP Regression on MCPE vs Percent UFE

Page 115: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis115

Sum of Dollars from Positive UFEacross the Week 2007

UCT02

0

200,000

400,000

600,000

800,000

1,000,000

1,200,000

1,400,000

1,600,000

1,800,000

Day of the Week

Do

llars

Sun Mon Tue Wed Thu Fri Sat

Page 116: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis116

Sum of Dollars from Negative UFEacross the Week 2007

UCT03

-300,000

-250,000

-200,000

-150,000

-100,000

-50,000

0

Day of the Week

Do

lla

rs

Sun Mon Tue Wed Thu Fri Sat

Page 117: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis117UCT04

Sum of Dollars from Absolute Value of UFE across the Week 2007

0

200,000

400,000

600,000

800,000

1,000,000

1,200,000

1,400,000

1,600,000

1,800,000

Day of the Week

Do

llar

s

Sun Mon Tue Wed Thu Fri Sat

Page 118: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis118

Sum of Dollars from Net UFE across the Week 2007

UCT05

-400,000

-200,000

0

200,000

400,000

600,000

800,000

1,000,000

1,200,000

1,400,000

1,600,000

1,800,000

Day of the Week

Do

lla

rs

Sun Mon Tue Wed Thu Fri Sat

Page 119: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis119UCT06

SUM of UFE DollarsCompare All Seasons in 2007Positive and Negative UFE

-200,000

0

200,000

400,000

600,000

800,000

1,000,000

1,200,000

1,400,000

Day of the Week

Do

lla

rs

SUM(+UFE) SUM(-UFE)

Sun Mon Tue Wed Thu Fri Sat

Spring: March 1 - April 30

-200,000

0

200,000

400,000

600,000

800,000

1,000,000

1,200,000

1,400,000

Day of the Week

Do

lla

rs

SUM(+UFE) SUM(-UFE)

Sun Mon Tue Wed Thu Fri Sat

Summer: May 1 - September 30

-200,000

0

200,000

400,000

600,000

800,000

1,000,000

1,200,000

1,400,000

Day of the Week

Do

lla

rs

SUM(+UFE) SUM(-UFE)

Sun Mon Tue Wed Thu Fri Sat

Fall: October 1 - November 30

-200,000

0

200,000

400,000

600,000

800,000

1,000,000

1,200,000

1,400,000

Day of the Week

Do

lla

rs

SUM(+UFE) SUM(-UFE)

Sun Mon Tue Wed Thu Fri Sat

Winter: December 1 - February 28

Page 120: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis120

SUM of UFE Dollars – Spring 2007Positive and Negative UFE

UCT07

-200,000

-100,000

0

100,000

200,000

300,000

400,000

500,000

600,000

Day of the Week

Do

lla

rs

SUM(+UFE) SUM(-UFE)

Sun Mon Tue Wed Thu Fri Sat

Spring: March 1 - April 30

Page 121: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis121UCT08

SUM of UFE Dollars – Summer 2007Positive and Negative UFE

-200,000

0

200,000

400,000

600,000

800,000

1,000,000

1,200,000

1,400,000

Day of the Week

Do

lla

rs

SUM(+UFE) SUM(-UFE)

Sun Mon Tue Wed Thu Fri Sat

Summer: May 1 - September 30

Page 122: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis122UCT09

SUM of UFE Dollars – Fall 2007Positive and Negative UFE

-200,000

-150,000

-100,000

-50,000

0

50,000

100,000

150,000

200,000

250,000

300,000

350,000

Day of the Week

Do

lla

rs

SUM(+UFE) SUM(-UFE)

Sun Mon Tue Wed Thu Fri Sat

Fall: October 1 - November 30

Page 123: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis123UCT10

SUM of UFE Dollars – Winter 2007Positive and Negative UFE

-200,000

-100,000

0

100,000

200,000

300,000

400,000

500,000

600,000

700,000

Day of the Week

Do

lla

rs

SUM(+UFE) SUM(-UFE)

Sun Mon Tue Wed Thu Fri Sat

Winter: December 1 - February 28

Page 124: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis124UCT11

SUM of UFE DollarsCompare All Seasons in 2007Absolute Value and Net UFE

-200,000

0

200,000

400,000

600,000

800,000

1,000,000

1,200,000

1,400,000

Day of the Week

Do

lla

rs

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Spring: March 1 - April 30

-200,000

0

200,000

400,000

600,000

800,000

1,000,000

1,200,000

1,400,000

Day of the Week

Do

llar

s

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Summer: May 1 - Sept 30

-200,000

0

200,000

400,000

600,000

800,000

1,000,000

1,200,000

1,400,000

Day of the Week

Do

lla

rs

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Fall: Oct 1 - Nov 30

-200,000

0

200,000

400,000

600,000

800,000

1,000,000

1,200,000

1,400,000

Day of the Week

Do

lla

rs

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Winter: Dec 1 - Feb 28

Page 125: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis125

SUM of UFE Dollars – Spring 2007Absolute Value and Net UFE

UCT12

-100,000

0

100,000

200,000

300,000

400,000

500,000

600,000

Day of the Week

Do

lla

rs

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Spring: March 1 - April 30

Page 126: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis126UCT13

SUM of UFE Dollars – Summer 2007Absolute Value and Net UFE

-200,000

0

200,000

400,000

600,000

800,000

1,000,000

1,200,000

1,400,000

Day of the Week

Do

llar

s

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Summer: May 1 - Sept 30

Page 127: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis127UCT14

SUM of UFE Dollars – Fall 2007Absolute Value and Net UFE

-100,000

-50,000

0

50,000

100,000

150,000

200,000

250,000

300,000

350,000

Day of the Week

Do

lla

rs

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Fall: Oct 1 - Nov 30

Page 128: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis128UCT15

SUM of UFE Dollars – Winter 2007 Absolute Value and Net UFE

-200,000

-100,000

0

100,000

200,000

300,000

400,000

500,000

600,000

700,000

Day of the Week

Do

lla

rs

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Winter: Dec 1 - Feb 28

Page 129: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis129

Mean of UFE DollarsCompare All Seasons in 2007Positive and Negative UFE

UCT16

-20,000

-10,000

0

10,000

20,000

30,000

40,000

50,000

60,000

70,000

Day of the Week

Do

lla

rs

Mean (+UFE) Mean (-UFE)

Sun Mon Tue Wed Thu Fri Sat

Spring: March 1 - April 30

-20,000

-10,000

0

10,000

20,000

30,000

40,000

50,000

60,000

70,000

Day of the Week

Do

lla

rs

Mean (+UFE) Mean (-UFE)

Sun Mon Tue Wed Thu Fri Sat

Summer: May 1 - Sept 30

-20,000

-10,000

0

10,000

20,000

30,000

40,000

50,000

60,000

70,000

Day of the Week

Do

lla

rs

Mean (+UFE) Mean (-UFE)

Sun Mon Tue Wed Thu Fri Sat

Fall: Oct 1 - Nov 30

-20,000

-10,000

0

10,000

20,000

30,000

40,000

50,000

60,000

70,000

Day of the Week

Do

lla

rs

Mean (+UFE) Mean (-UFE)

Sun Mon Tue Wed Thu Fri Sat

Winter: Dec 1 - Feb 28

Page 130: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis130UCT17

Mean of UFE Dollars – Spring 2007Positive and Negative UFE

-20,000

-10,000

0

10,000

20,000

30,000

40,000

50,000

60,000

70,000

Day of the Week

Do

lla

rs

Mean (+UFE) Mean (-UFE)

Sun Mon Tue Wed Thu Fri Sat

Spring: March 1 - April 30

Page 131: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis131UCT18

Mean of UFE Dollars – Summer 2007Positive and Negative UFE

-10,000

0

10,000

20,000

30,000

40,000

50,000

60,000

70,000

Day of the Week

Do

lla

rs

Mean (+UFE) Mean (-UFE)

Sun Mon Tue Wed Thu Fri Sat

Summer: May 1 - Sept 30

Page 132: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis132UCT19

Mean of UFE Dollars – Fall 2007Positive and Negative UFE

-20,000

-10,000

0

10,000

20,000

30,000

40,000

Day of the Week

Do

lla

rs

Mean (+UFE) Mean (-UFE)

Sun Mon Tue Wed Thu Fri Sat

Fall: Oct 1 - Nov 30

Page 133: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis133UCT20

Mean of UFE Dollars – Winter 2007Positive and Negative UFE

-20,000

-10,000

0

10,000

20,000

30,000

40,000

50,000

60,000

70,000

Day of the Week

Do

lla

rs

Mean (+UFE) Mean (-UFE)

Sun Mon Tue Wed Thu Fri Sat

Winter: Dec 1 - Feb 28

Page 134: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis134

Mean of UFE DollarsCompare All Seasons in 2007 Absolute Value and Net UFE

UCT21

-15,000

-10,000

-5,000

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000

40,000

45,000

50,000

55,000

60,000

65,000

70,000

75,000

Day of the Week

Do

llar

s

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Spring: March 1 - April 30

-15,000

-10,000

-5,000

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000

40,000

45,000

50,000

55,000

60,000

65,000

70,000

75,000

Day of the Week

Do

lla

rs

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Summer: May 1 - Sept 30

-15,000

-10,000

-5,000

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000

40,000

45,000

50,000

55,000

60,000

65,000

70,000

75,000

Day of the Week

Do

lla

rs

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Fall: Oct 1 - Nov 30

-15,000

-10,000

-5,000

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000

40,000

45,000

50,000

55,000

60,000

65,000

70,000

75,000

Day of the Week

Do

lla

rs

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Winter: Dec 1 - Feb 28

Page 135: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis135UCT22

Mean of UFE Dollars – Spring 2007Absolute Value and Net UFE

-10,000

0

10,000

20,000

30,000

40,000

50,000

60,000

70,000

80,000

Day of the Week

Do

llar

s

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Spring: March 1 - April 30

Page 136: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis136UCT23

Mean of UFE Dollars – Summer 2007Absolute Value and Net UFE

-10,000

0

10,000

20,000

30,000

40,000

50,000

60,000

70,000

Day of the Week

Do

lla

rs

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Summer: May 1 - Sept 30

Page 137: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis137UCT24

Mean of UFE Dollars – Fall 2007 Absolute Value and Net UFE

-15,000

-10,000

-5,000

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000

40,000

Day of the Week

Do

lla

rs

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Fall: Oct 1 - Nov 30

Page 138: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis138UCT25

Mean of UFE Dollars – Winter 2007Absolute Value and Net UFE

-20,000

-10,000

0

10,000

20,000

30,000

40,000

50,000

60,000

Day of the Week

Do

lla

rs

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Winter: Dec 1 - Feb 28

Page 139: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis139

Since 2002, Average and Median NET UFE as a Percent of ERCOT Load continues to move in a positive direction.

Average and Median ABS UFE as a Percent of ERCOT Load remained the same for 2006-2007. In fact, for 2002-2007, Average and Median ABS UFE as a Percent of ERCOT Load is trending downward.

For 2003-2007, the Standard Deviation of NET UFE as a Percent of ERCOT Load and ABS UFE as a Percent of ERCOT Load are trending downward.

Daily patterns of UFE as a Percent of ERCOT Load appear to be related to the magnitude of the load.

UFE 2007 Analysis Observations

Page 140: UFE 2007 Analysis 1 UFE 2007 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation.

UFE 2007 Analysis140

Improve Business Profile ID assignment process Improve models using Round 2 load research

data Implement settlement using 15 minute interval

data from AMI meters where appropriate Evaluate the application of lagged dynamic

profiling techniques to the ERCOT System Continue to evaluate improvements to algorithms

for missing AMI, IDR and NIDR data estimation To improve distribution loss estimations, PWG

should consider recommending that TDSP’s perform updated loss studies.

Steps to Reduce UFE


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