UFE 2004 ANALYSIS

95
1 UFE 2004 Analysis Sept 6, 2007 UFE 2004 Analysis Sept 6, 2007 UFE 2004 ANALYSIS Compiled by Load Profiling ERCOT Energy Analysis & Aggregation

description

UFE 2004 ANALYSIS. Compiled by Load Profiling ERCOT Energy Analysis & Aggregation. Sources of UFE include: ■ Generation Measurement Errors ■ Load - Missing/Erroneous Usage Data - Model Error - Load Profile ID Assignment Error ■ Losses -Model Error - PowerPoint PPT Presentation

Transcript of UFE 2004 ANALYSIS

1 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UFE 2004 ANALYSIS

Compiled by Load ProfilingERCOT Energy Analysis & Aggregation

2 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UFE Basics

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

- Model Error - Load Profile ID Assignment Error

■ 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)

3 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

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

4 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

DATA VERIFICATION IN 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)

5 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

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 2004 there were 5 congestion zones – E04, H04, N04, S04 and W04.

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

MCPE_LWTD = ((LCMZone_E04_Mwh * MCPEL_E04) + (LCMZone_H04_Mwh * MCPEL_H04) +

(LCMZone_N04_Mwh * MCPEL_N04) + (LCMZone_S04_Mwh * MCPEL_S04) +

(LCMZone_W04_Mwh * MCPEL_W04)) / (LCMZone_E04_Mwh + LCMZone_H04_Mwh +

LCMZone_N04_Mwh + LCMZone_S04_Mwh + LCMZone_W04_Mwh)

6 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

LOAD AND UFE – ERCOT PEAK 2004Initial Settlement

SR01

ERCOT Load and UFE 2004 Peak Day - August 3, 2004Initial 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

7 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

LOAD AND UFE – ERCOT PEAK 2004Final Settlement

SR02

ERCOT Load and UFE 2004 Peak Day - August 3, 2004Final 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

8 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

LOAD AND UFE – ERCOT PEAK 2004True Up Settlement

SR03

ERCOT Load and UFE 2004 Peak Day - August 3, 2004True 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

9 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UFE MWh by Month Initial Settlement

SR04

UFE MWh by Month - Initial Settlement

-400,000

-200,000

0

200,000

400,000

600,000

800,000

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

MW

h

UFE ABS UFE

Annual UFE = 591,164 MWhABS Annual UFE = 5,320,125 MWh

10 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UFE Cost by Month Initial Settlement

SR05

UFE Cost by Month - Initial Settlement

-15,000,000

-10,000,000

-5,000,000

0

5,000,000

10,000,000

15,000,000

20,000,000

25,000,000

30,000,000

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

Do

llars

UFE Cost ABS UFE Cost

Annual UFE Cost = $80,080,903ABS Annual UFE Cost = $241,965,480

UFE Cost = Σ(MCPE x UFE_Mwh)

11 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UFE MWh by Month Final Settlement

SR06

UFE MWh by Month - Final Settlement

-200,000

-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 = 1,141,528 MWhABS Annual UFE = 4,830,867 MWh

12 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UFE Cost by Month Final Settlement

SR07

UFE Cost by Month - Final Settlement

0

2,500,000

5,000,000

7,500,000

10,000,000

12,500,000

15,000,000

17,500,000

20,000,000

22,500,000

25,000,000

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

Do

llars

UFE Cost ABS UFE Cost

Annual UFE Cost = $94,650,269ABS Annual UFE Cost = $221,235,444

UFE Cost = Σ(MCPE x UFE_Mwh)

13 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UFE MWh by Month True-Up Settlement

SR08

UFE MWh by Month - True-Up Settlement

-200,000

-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 = 1,344,289 MWhABS Annual UFE = 4,837,727 MWh

14 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UFE Cost by Month True-UP Settlement

SR09

UFE Cost by Month - True-Up Settlement

0

5,000,000

10,000,000

15,000,000

20,000,000

25,000,000

30,000,000

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

Do

llars

UFE Cost ABS UFE Cost

Annual UFE Cost = $102,693,690ABS Annual UFE Cost = $222,390,241

UFE Cost = Σ(MCPE x UFE_Mwh)

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ABS UFE Mwh by Month Initial, Final and True Up Settlements

SR09a

0

100,000

200,000

300,000

400,000

500,000

600,000

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

MW

h

Initial Final True Up

ABS UFE Mwh by Month - Initial, Final and True Up Settlements

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UFE Cost by Month Initial, Final and True-UP Settlements

SR09b

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

0

5,000,000

10,000,000

15,000,000

20,000,000

25,000,000

30,000,000

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

Do

llars

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

17 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

STATISTICAL SUMMARY - 2004

SR10

MEAN MEDIAN MIN MAX

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

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

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

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

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

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

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

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

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

TRUE-UP

ERCOT LOAD (MW)

INITIAL

FINAL

ERCOT LOAD (MW)

ERCOT LOAD (MW)

18 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

STATISTICAL SUMMARY - 2004

MEAN MEDIAN MIN MAX

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

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

2004 67 -9 -4,558 4,559

2002 -1,593 -1,575 -5,954 3,427

2003 -14 -126 -3,172 3,728

2004 130 56 -3,929 4,302

2002 -461 -556 -3,371 3,803

2003 191 71 -2,886 4,065

2004 153 83 -3,879 4,299

UFE (MW)

INITIAL

FINAL

UFE (MW)

UFE (MW)

TRUE-UP

SR11a

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STATISTICAL SUMMARY - 2004

SR11b

MEAN MEDIAN MIN MAX

2002 2,321 2,257 0 6,969

2003 857 759 0 3,906

2004 606 472 0 4,559

2002 1,666 1,579 0 5,654

2003 711 603 0 3,728

2004 550 414 0 4,302

2002 838 771 0 3,803

2003 672 528 0 4,065

2004 551 413 0 4,299

|UFE| (MW)

|UFE| (MW)

TRUE-UP

|UFE| (MW)

FINAL

INITIAL

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STATISTICAL SUMMARY - 2004

SR12a

MEAN MEDIAN MIN MAX

2002 -7.0 -7.1 -24.1 16.8

2003 -1.3 -1.3 -12.7 9.4

2004 0.1 0.0 -11.5 13.9

2002 -5.3 -5.2 -20.6 9.5

2003 -0.2 -0.4 -10.3 9.4

2004 0.3 0.2 -9.9 13.1

2002 -1.7 -1.8 -14.8 10.5

2003 0.4 0.2 -7.9 9.9

2004 0.4 0.3 -9.8 13.1

TRUE-UP

UFE as PERCENT of LOAD

INITIAL

FINAL

UFE as PERCENT of LOAD

UFE as PERCENT of LOAD

21 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

STATISTICAL SUMMARY - 2004

SR12b

MEAN MEDIAN MIN MAX

2002 7.5 7.2 0.0 24.1

2003 2.8 2.4 0.0 12.7

2004 1.8 1.5 0.0 13.9

2002 5.6 5.2 0.0 20.6

2003 2.2 1.9 0.0 10.3

2004 1.7 1.3 0.0 13.1

2002 2.7 2.5 0.0 14.8

2003 2.0 1.7 0.0 9.9

2004 1.7 1.3 0.0 13.1

|UFE as PERCENT of Load|

INITIAL

TRUE-UP

|UFE as PERCENT of Load|

FINAL

|UFE as PERCENT of Load|

22 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

STATISTICAL SUMMARY - 2004

SR13a

MEAN MEDIAN MIN MAX

2002

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

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

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

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

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

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

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

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

INITIAL

FINAL

TRUE-UP

UFE Cost ($)

UFE Cost ($)

UFE Cost ($)

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.

23 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

STATISTICAL SUMMARY - 2004

SR13b

MEAN MEDIAN MIN MAX

2002

2003 8,804 5,560 0 511,652

2004 6,887 4,055 0 200,563

2002 5,664 3,579 0.2 580,173

2003 8,596 4,699 0 824,621

2004 6,297 3,630 0 164,969

2002 5,251 3,780 0 933,143

2003 8,695 4,137 0 904,970

2004 6,329 3,605 0 168,849

FINAL

|UFE Cost| ($)

INITIAL

|UFE Cost| ($)

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| ($)

TRUE-UP

24 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

STATISTICAL SUMMARY - 2004

SR14a

MEAN MEDIAN MIN MAX

2002

2003 -1.0 -1.0 -11.4 9.4

2004 0.1 0.0 -11.5 13.9

2002 -2.2 -2.1 -9.4 3.0

2003 -0.1 -0.3 -8.7 9.4

2004 0.3 0.2 -9.9 13.1

2002 -1.6 -1.8 -14.8 10.5

2003 0.4 0.2 -7.9 9.5

2004 0.4 0.3 -9.8 13.1

INITIAL

FINAL

UFE Cost as % of Total Cost

UFE Cost as % of Total Cost

TRUE-UP

UFE Cost as % of Total Cost

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.

25 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

STATISTICAL SUMMARY - 2004

SR14b

MEAN MEDIAN MIN MAX

2002

2003 2.6 2.3 0.0 11.4

2004 1.8 1.5 0.0 13.9

2002 2.7 2.2 0.0 9.4

2003 2.1 1.9 0.0 9.4

2004 1.7 1.3 0.0 13.1

2002 2.7 2.5 0.0 14.8

2003 2.0 1.7 0.0 9.5

2004 1.7 1.3 0.0 13.1

|UFE Cost| as % of Total Cost

INITIAL

FINAL

TRUE-UP

|UFE Cost| as % of Total Cost

|UFE Cost| as % of Total Cost

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.

26 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

STATISTICAL SUMMARY – MONTHLY for 2004

SR15

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

ERCOT Total Load (MW) 29,748 29,610 20,478 42,702 ERCOT Total Load (MW) 30,233 29,941 20,602 42,292

FINAL FINALERCOT Total Load (MW) 29,752 29,616 20,482 42,702 ERCOT Total Load (MW) 30,238 29,947 20,602 42,300

TRUE_UP TRUE_UPERCOT Total Load (MW) 29,752 29,616 20,482 42,698 ERCOT Total Load (MW) 30,238 29,947 20,602 42,301

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

ERCOT Total Load (MW) 27,081 28,180 20,535 34,202 ERCOT Total Load (MW) 28,366 28,937 20,561 39,131

FINAL FINALERCOT Total Load (MW) 27,134 28,243 20,535 34,321 ERCOT Total Load (MW) 28,376 28,955 20,565 39,131

TRUE_UP TRUE_UPERCOT Total Load (MW) 27,134 28,243 20,535 34,321 ERCOT Total Load (MW) 28,376 28,955 20,565 39,131

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

ERCOT Total Load (MW) 33,188 32,832 20,231 48,701 ERCOT Total Load (MW) 37,155 36,961 25,182 54,058

FINAL FINALERCOT Total Load (MW) 33,189 32,832 20,231 48,701 ERCOT Total Load (MW) 37,157 36,961 25,182 54,060

TRUE_UP TRUE_UPERCOT Total Load (MW) 33,189 32,832 20,231 48,702 ERCOT Total Load (MW) 37,162 36,962 25,183 54,061

MAY JUNE

JANUARY FEBRUARY

MARCH APRIL

27 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

SR16

STATISTICAL SUMMARY – MONTHLY for 2004

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

ERCOT Total Load (MW) 40,388 40,688 26,848 56,488 ERCOT Total Load (MW) 39,996 39,591 24,975 58,528

FINAL FINALERCOT Total Load (MW) 40,391 40,688 26,849 56,489 ERCOT Total Load (MW) 39,999 39,594 24,978 58,531

TRUE_UP TRUE_UPERCOT Total Load (MW) 40,391 40,688 26,849 56,489 ERCOT Total Load (MW) 39,999 39,594 24,978 58,531

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

ERCOT Total Load (MW) 37,098 36,985 24,197 55,176 ERCOT Total Load (MW) 32,806 32,639 21,257 47,714

FINAL FINALERCOT Total Load (MW) 37,103 36,988 24,197 55,179 ERCOT Total Load (MW) 32,807 32,643 21,260 47,714

TRUE_UP TRUE_UPERCOT Total Load (MW) 37,103 36,988 24,197 55,179 ERCOT Total Load (MW) 32,807 32,643 21,260 47,714

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

ERCOT Total Load (MW) 27,876 28,545 20,687 37,599 ERCOT Total Load (MW) 30,760 30,275 21,396 44,007

FINAL FINALERCOT Total Load (MW) 27,878 28,548 20,690 37,599 ERCOT Total Load (MW) 30,762 30,277 21,399 44,010

TRUE_UP TRUE_UPERCOT Total Load (MW) 27,878 28,548 20,690 37,599 ERCOT Total Load (MW) 30,763 30,278 21,399 44,010

NOVEMBER DECEMBER

JULY AUGUST

SEPTEMBER OCTOBER

28 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

SR17

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE (MW) 163 9 -1,941 4,559 UFE (MW) 120 66 -2,004 2,326FINAL FINAL

UFE (MW) 43 -181 -1,816 4,302 UFE (MW) 288 229 -1,465 2,290TRUE_UP TRUE_UP

UFE (MW) 77 -128 -1,800 4,299 UFE (MW) 337 279 -1,430 2,341

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE (MW) -361 -341 -1,864 1,676 UFE (MW) -133 -107 -2,766 1,647FINAL FINAL

UFE (MW) 52 53 -1,321 1,882 UFE (MW) 23 19 -1,973 1,968TRUE_UP TRUE_UP

UFE (MW) 115 114 -1,252 1,955 UFE (MW) 60 57 -1,927 2,026

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE (MW) 410 333 -1,606 2,905 UFE (MW) -325 -345 -4,558 2,249FINAL FINAL

UFE (MW) 188 101 -1,702 2,442 UFE (MW) -92 -137 -3,929 2,406TRUE_UP TRUE_UP

UFE (MW) 216 128 -1,670 2,468 UFE (MW) -59 -105 -3,879 2,427

MAY JUNE

JANUARY FEBRUARY

MARCH APRIL

STATISTICAL SUMMARY – MONTHLY for 2004

29 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

SR18

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE (MW) 263 222 -2,549 2,783 UFE (MW) 158 42 -2,091 2,915FINAL FINAL

UFE (MW) 98 61 -2,348 2,296 UFE (MW) 186 41 -1,859 2,905TRUE_UP TRUE_UP

UFE (MW) 107 72 -2,328 2,293 UFE (MW) 185 45 -1,836 2,906

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE (MW) 6 -204 -1,658 2,959 UFE (MW) 4 -84 -1,322 2,172FINAL FINAL

UFE (MW) 61 -166 -1,571 2,577 UFE (MW) 156 106 -1,201 2,280TRUE_UP TRUE_UP

UFE (MW) 76 -155 -1,557 2,598 UFE (MW) 164 115 -1,192 2,289

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE (MW) 161 167 -1,511 2,773 UFE (MW) 326 302 -2,865 2,761FINAL FINAL

UFE (MW) 222 211 -1,597 2,433 UFE (MW) 333 234 -2,366 3,508TRUE_UP TRUE_UP

UFE (MW) 220 209 -1,599 2,431 UFE (MW) 340 239 -2,361 3,521

NOVEMBER DECEMBER

JULY AUGUST

SEPTEMBER OCTOBER

STATISTICAL SUMMARY – MONTHLY for 2004

30 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

SR19

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE| (MW) 735 594 0 4,559 |UFE| (MW) 662 581 0 2,326FINAL FINAL

|UFE| (MW) 711 610 0 4,302 |UFE| (MW) 623 525 0 2,290TRUE_UP TRUE_UP

|UFE| (MW) 697 575 1 4,299 |UFE| (MW) 636 529 0 2,341

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE| (MW) 489 408 0 1,864 |UFE| (MW) 401 301 1 2,766FINAL FINAL

|UFE| (MW) 324 281 0 1,882 |UFE| (MW) 362 278 0 1,973TRUE_UP TRUE_UP

|UFE| (MW) 333 289 0 1,955 |UFE| (MW) 367 281 0 2,026

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE| (MW) 637 477 0 2,905 |UFE| (MW) 729 543 0 4,558FINAL FINAL

|UFE| (MW) 538 402 0 2,442 |UFE| (MW) 643 454 0 3,929TRUE_UP TRUE_UP

|UFE| (MW) 542 398 0 2,468 |UFE| (MW) 640 447 0 3,879

MAY JUNE

JANUARY FEBRUARY

MARCH APRIL

STATISTICAL SUMMARY – MONTHLY for 2004

31 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

SR20

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE| (MW) 595 461 0 2,783 |UFE| (MW) 750 633 2 2,915FINAL FINAL

|UFE| (MW) 523 411 0 2,348 |UFE| (MW) 705 575 0 2,905TRUE_UP TRUE_UP

|UFE| (MW) 523 409 0 2,328 |UFE| (MW) 700 569 0 2,906

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE| (MW) 640 508 0 2,959 |UFE| (MW) 436 337 0 2,172FINAL FINAL

|UFE| (MW) 603 448 0 2,577 |UFE| (MW) 431 321 0 2,280TRUE_UP TRUE_UP

|UFE| (MW) 601 441 0 2,598 |UFE| (MW) 434 322 0 2,289

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE| (MW) 451 353 0 2,773 |UFE| (MW) 741 614 0 2,865FINAL FINAL

|UFE| (MW) 447 357 0 2,433 |UFE| (MW) 689 518 0 3,508TRUE_UP TRUE_UP

|UFE| (MW) 445 355 0 2,431 |UFE| (MW) 691 518 0 3,521

NOVEMBER DECEMBER

JULY AUGUST

SEPTEMBER OCTOBER

STATISTICAL SUMMARY – MONTHLY for 2004

32 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

SR21

STATISTICAL SUMMARY – MONTHLY for 2004

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE as Percent of Load

0.4 0.0 -7.5 13.9UFE as Percent of Load

0.3 0.2 -6.8 7.0

FINAL FINALUFE as Percent of Load

0.0 -0.6 -6.7 13.1UFE as Percent of Load

0.9 0.8 -5.5 7.7

TRUE_UP TRUE_UPUFE as Percent of Load

0.1 -0.4 -6.6 13.1UFE as Percent of Load

1.1 1.0 -5.3 7.8

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE as Percent of Load

-1.3 -1.3 -6.6 5.1UFE as Percent of Load

-0.5 -0.4 -11.0 4.7

FINAL FINALUFE as Percent of Load

0.2 0.2 -4.4 5.7UFE as Percent of Load

0.1 0.1 -7.9 5.8

TRUE_UP TRUE_UPUFE as Percent of Load

0.5 0.4 -4.2 5.9UFE as Percent of Load

0.2 0.2 -7.7 6.0

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE as Percent of Load

1.1 1.1 -6.2 7.9UFE as Percent of Load

-1.0 -1.0 -11.5 4.8

FINAL FINALUFE as Percent of Load

0.5 0.3 -6.0 8.0UFE as Percent of Load

-0.4 -0.4 -9.9 5.4

TRUE_UP TRUE_UPUFE as Percent of Load

0.6 0.4 -5.9 8.0UFE as Percent of Load

-0.3 -0.3 -9.8 5.4

MAY JUNE

JANUARY FEBRUARY

MARCH APRIL

33 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

SR22

STATISTICAL SUMMARY – MONTHLY for 2004

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE as Percent of Load

0.5 0.6 -6.3 5.9UFE as Percent of Load

0.2 0.1 -5.7 6.8

FINAL FINALUFE as Percent of Load

0.1 0.2 -5.8 4.9UFE as Percent of Load

0.3 0.1 -5.0 6.8

TRUE_UP TRUE_UPUFE as Percent of Load

0.1 0.2 -5.8 4.9UFE as Percent of Load

0.3 0.1 -5.0 6.8

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE as Percent of Load

-0.2 -0.6 -4.9 6.4UFE as Percent of Load

-0.1 -0.3 -4.7 6.8

FINAL FINALUFE as Percent of Load

-0.1 -0.5 -4.8 5.5UFE as Percent of Load

0.4 0.3 -3.5 6.6

TRUE_UP TRUE_UPUFE as Percent of Load

0.0 -0.5 -4.8 5.6UFE as Percent of Load

0.4 0.4 -3.5 6.6

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE as Percent of Load

0.7 0.6 -5.8 8.9UFE as Percent of Load

1.0 1.0 -10.7 7.7

FINAL FINALUFE as Percent of Load

0.9 0.8 -6.1 9.2UFE as Percent of Load

1.0 0.8 -8.8 8.4

TRUE_UP TRUE_UPUFE as Percent of Load

0.9 0.8 -6.1 9.2UFE as Percent of Load

1.0 0.8 -8.8 8.4

NOVEMBER DECEMBER

JULY AUGUST

SEPTEMBER OCTOBER

34 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

SR23

STATISTICAL SUMMARY – MONTHLY for 2004

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE as Percent of Load|

2.5 2.1 0.0 13.9|UFE as Percent of Load|

2.2 2.0 0.0 7.0

FINAL FINAL|UFE as Percent of Load|

2.4 2.1 0.0 13.1|UFE as Percent of Load|

2.0 1.8 0.0 7.7

TRUE_UP TRUE_UP|UFE as Percent of Load|

2.3 2.0 0.0 13.1|UFE as Percent of Load|

2.1 1.8 0.0 7.8

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE as Percent of Load|

1.8 1.5 0.0 6.6|UFE as Percent of Load|

1.4 1.1 0.0 11.0

FINAL FINAL|UFE as Percent of Load|

1.2 1.1 0.0 5.7|UFE as Percent of Load|

1.3 1.0 0.0 7.9

TRUE_UP TRUE_UP|UFE as Percent of Load|

1.2 1.1 0.0 5.9|UFE as Percent of Load|

1.3 1.0 0.0 7.7

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE as Percent of Load|

1.9 1.5 0.0 7.9|UFE as Percent of Load|

2.0 1.5 0.0 11.5

FINAL FINAL|UFE as Percent of Load|

1.6 1.3 0.0 8.0|UFE as Percent of Load|

1.7 1.3 0.0 9.9

TRUE_UP TRUE_UP|UFE as Percent of Load|

1.6 1.3 0.0 8.0|UFE as Percent of Load|

1.7 1.3 0.0 9.8

MAY JUNE

JANUARY FEBRUARY

MARCH APRIL

35 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

SR24

STATISTICAL SUMMARY – MONTHLY for 2004

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE as Percent of Load|

1.4 1.2 0.0 6.3|UFE as Percent of Load|

1.9 1.7 0.0 6.8

FINAL FINAL|UFE as Percent of Load|

1.3 1.0 0.0 5.8|UFE as Percent of Load|

1.7 1.5 0.0 6.8

TRUE_UP TRUE_UP|UFE as Percent of Load|

1.3 1.0 0.0 5.8|UFE as Percent of Load|

1.7 1.5 0.0 6.8

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE as Percent of Load|

1.7 1.5 0.0 6.4|UFE as Percent of Load|

1.3 1.1 0.0 6.8

FINAL FINAL|UFE as Percent of Load|

1.6 1.3 0.0 5.5|UFE as Percent of Load|

1.3 1.0 0.0 6.6

TRUE_UP TRUE_UP|UFE as Percent of Load|

1.6 1.3 0.0 5.6|UFE as Percent of Load|

1.3 1.0 0.0 6.6

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE as Percent of Load|

1.6 1.3 0.0 8.9|UFE as Percent of Load|

2.4 2.1 0.0 10.7

FINAL FINAL|UFE as Percent of Load|

1.7 1.3 0.0 9.2|UFE as Percent of Load|

2.2 1.7 0.0 8.8

TRUE_UP TRUE_UP|UFE as Percent of Load|

1.6 1.3 0.0 9.2|UFE as Percent of Load|

2.2 1.7 0.0 8.8

NOVEMBER DECEMBER

JULY AUGUST

SEPTEMBER OCTOBER

36 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

SR25

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE Cost ($) 3,000 98 -19,403 147,703 UFE Cost ($) 1,875 429 -15,855 51,818FINAL FINAL

UFE Cost ($) 1,733 -1,024 -20,524 134,897 UFE Cost ($) 3,126 1,797 -16,862 50,236

TRUE_UP TRUE_UPUFE Cost ($) 2,009 -732 -24,178 137,970 UFE Cost ($) 3,533 2,210 -16,065 51,529

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE Cost ($) -3,206 -2,443 -29,792 23,276 UFE Cost ($) -687 -895 -31,390 91,759FINAL FINAL

UFE Cost ($) 570 402 -16,998 26,280 UFE Cost ($) 864 186 -14,556 85,182

TRUE_UP TRUE_UPUFE Cost ($) 1,151 858 -16,056 27,272 UFE Cost ($) 1,265 520 -14,158 88,326

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE Cost ($) 6,320 2,756 -22,505 200,563 UFE Cost ($) -1,293 -2,649 -59,996 118,860FINAL FINAL

UFE Cost ($) 3,652 737 -21,388 164,969 UFE Cost ($) 1,450 -980 -52,411 132,453

TRUE_UP TRUE_UPUFE Cost ($) 3,957 949 -21,011 168,849 UFE Cost ($) 1,840 -744 -51,690 133,695

MAY JUNE

JANUARY FEBRUARY

MARCH APRIL

STATISTICAL SUMMARY – MONTHLY for 2004

37 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

SR26

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE Cost ($) 4,197 2,049 -19,725 41,342 UFE Cost ($) 3,668 408 -28,256 101,959FINAL FINAL

UFE Cost ($) 2,228 518 -19,295 34,107 UFE Cost ($) 3,696 369 -25,881 101,608

TRUE_UP TRUE_UPUFE Cost ($) 2,318 634 -19,123 34,062 UFE Cost ($) 3,675 370 -25,190 101,642

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE Cost ($) 3,031 -1,465 -16,980 161,454 UFE Cost ($) 1,868 -581 -21,577 121,421FINAL FINAL

UFE Cost ($) 3,517 -1,213 -16,753 147,117 UFE Cost ($) 3,178 869 -23,487 124,587

TRUE_UP TRUE_UPUFE Cost ($) 3,678 -1,133 -16,442 147,440 UFE Cost ($) 3,295 928 -23,248 125,375

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE Cost ($) 2,613 1,177 -76,418 175,465 UFE Cost ($) 5,759 2,119 -21,325 190,753FINAL FINAL

UFE Cost ($) 2,866 1,548 -92,510 130,075 UFE Cost ($) 5,402 1,421 -33,080 149,512

TRUE_UP TRUE_UPUFE Cost ($) 2,842 1,509 -92,408 130,327 UFE Cost ($) 5,479 1,476 -32,713 150,573

NOVEMBER DECEMBER

JULY AUGUST

SEPTEMBER OCTOBER

STATISTICAL SUMMARY – MONTHLY for 2004

38 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

SR27

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE COST| ($) 6,989 3,998 0 147,703 |UFE COST| ($) 5,461 4,019 3 51,818FINAL FINAL

|UFE COST| ($) 6,638 4,542 1 134,897 |UFE COST| ($) 5,379 3,777 2 50,236TRUE_UP TRUE_UP

|UFE COST| ($) 6,546 4,264 4 137,970 |UFE COST| ($) 5,529 3,821 0 51,529

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE COST| ($) 4,490 3,380 2 29,792 |UFE COST| ($) 4,429 2,910 4 91,759FINAL FINAL

|UFE COST| ($) 3,019 2,272 0 26,280 |UFE COST| ($) 4,115 2,779 3 85,182

TRUE_UP TRUE_UP|UFE COST| ($) 3,096 2,269 0 27,272 |UFE COST| ($) 4,192 2,853 1 88,326

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE COST| ($) 8,148 4,356 0 200,563 |UFE COST| ($) 8,613 5,428 0 118,860FINAL FINAL

|UFE COST| ($) 6,565 3,637 1 164,969 |UFE COST| ($) 8,158 4,497 0 132,453

TRUE_UP TRUE_UP|UFE COST| ($) 6,659 3,622 0 168,849 |UFE COST| ($) 8,209 4,446 0 133,695

MAY JUNE

JANUARY FEBRUARY

MARCH APRIL

STATISTICAL SUMMARY – MONTHLY for 2004

39 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

SR28

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE COST| ($) 6,890 4,509 2 41,342 |UFE COST| ($) 8,555 5,580 8 101,959FINAL FINAL

|UFE COST| ($) 5,908 4,073 2 34,107 |UFE COST| ($) 8,194 5,204 1 101,608

TRUE_UP TRUE_UP|UFE COST| ($) 5,918 4,060 1 34,062 |UFE COST| ($) 8,156 5,150 2 101,642

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE COST| ($) 7,972 4,141 0 161,454 |UFE COST| ($) 6,310 3,592 1 121,421FINAL FINAL

|UFE COST| ($) 7,771 3,696 1 147,117 |UFE COST| ($) 6,429 3,322 0 124,587

TRUE_UP TRUE_UP|UFE COST| ($) 7,786 3,653 0 147,440 |UFE COST| ($) 6,476 3,359 0 125,375

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE COST| ($) 5,785 3,048 4 175,465 |UFE COST| ($) 8,878 4,847 2 190,753FINAL FINAL

|UFE COST| ($) 5,235 3,003 5 130,075 |UFE COST| ($) 8,088 3,889 4 149,512

TRUE_UP TRUE_UP|UFE COST| ($) 5,212 2,976 1 130,327 |UFE COST| ($) 8,123 3,905 2 150,573

NOVEMBER DECEMBER

JULY AUGUST

SEPTEMBER OCTOBER

STATISTICAL SUMMARY – MONTHLY for 2004

40 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

SR29

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE Cost as % of Total Cost

0.4 0.0 -7.5 13.9UFE Cost as % of Total Cost

0.3 0.2 -6.8 7.0

FINAL FINALUFE Cost as % of Total Cost

0.0 -0.6 -6.7 13.1UFE Cost as % of Total Cost

0.9 0.8 -5.5 7.7

TRUE_UP TRUE_UPUFE Cost as % of Total Cost

0.2 -0.4 -6.6 13.1UFE Cost as % of Total Cost

1.1 1.0 -5.3 7.8

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE Cost as % of Total Cost

-1.3 -1.3 -6.6 5.1UFE Cost as % of Total Cost

-0.5 -0.4 -11.0 4.7

FINAL FINALUFE Cost as % of Total Cost

0.2 0.2 -4.4 5.7UFE Cost as % of Total Cost

0.1 0.1 -7.9 5.8

TRUE_UP TRUE_UPUFE Cost as % of Total Cost

0.5 0.4 -4.2 5.9UFE Cost as % of Total Cost

0.2 0.2 -7.7 6.0

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE Cost as % of Total Cost

1.1 1.1 -6.2 7.9UFE Cost as % of Total Cost

-1.0 -1.0 -11.5 4.8

FINAL FINALUFE Cost as % of Total Cost

0.5 0.3 -6.0 8.0UFE Cost as % of Total Cost

-0.4 -0.4 -9.9 5.4

TRUE_UP TRUE_UPUFE Cost as % of Total Cost

0.6 0.4 -5.9 8.0UFE Cost as % of Total Cost

-0.3 -0.3 -9.8 5.4

MAY JUNE

JANUARY FEBRUARY

MARCH APRIL

STATISTICAL SUMMARY – MONTHLY for 2004

41 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

SR30

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE Cost as % of Total Cost

0.5 0.6 -6.3 5.9UFE Cost as % of Total Cost

0.2 0.1 -5.7 6.8

FINAL FINALUFE Cost as % of Total Cost

0.1 0.2 -5.8 4.9UFE Cost as % of Total Cost

0.3 0.1 -5.0 6.8

TRUE_UP TRUE_UPUFE Cost as % of Total Cost

0.1 0.2 -5.8 4.9UFE Cost as % of Total Cost

0.3 0.1 -5.0 6.8

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE Cost as % of Total Cost

-0.2 -0.6 -4.9 6.4UFE Cost as % of Total Cost

-0.1 -0.3 -4.7 6.8

FINAL FINALUFE Cost as % of Total Cost

-0.1 -0.5 -4.8 5.5UFE Cost as % of Total Cost

0.4 0.4 -3.5 6.6

TRUE_UP TRUE_UPUFE Cost as % of Total Cost

0.0 -0.5 -4.8 5.6UFE Cost as % of Total Cost

0.4 0.4 -3.5 6.6

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

UFE Cost as % of Total Cost

0.7 0.6 -5.8 8.9UFE Cost as % of Total Cost

1.0 1.0 -10.7 7.7

FINAL FINALUFE Cost as % of Total Cost

0.9 0.8 -6.1 9.2UFE Cost as % of Total Cost

1.0 0.8 -8.8 8.4

TRUE_UP TRUE_UPUFE Cost as % of Total Cost

0.9 0.8 -6.1 9.2UFE Cost as % of Total Cost

1.0 0.8 -8.8 8.4

NOVEMBER DECEMBER

JULY AUGUST

SEPTEMBER OCTOBER

STATISTICAL SUMMARY – MONTHLY for 2004

42 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

SR31

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE Cost| as % of Total Cost

2.5 2.1 0.0 13.9|UFE Cost| as % of Total Cost

2.2 2.0 0.0 7.0

FINAL FINAL|UFE Cost| as % of Total Cost

2.4 2.1 0.0 13.1|UFE Cost| as % of Total Cost

2.0 1.8 0.0 7.7

TRUE_UP TRUE_UP|UFE Cost| as % of Total Cost

2.3 2.0 0.0 13.1|UFE Cost| as % of Total Cost

2.1 1.8 0.0 7.8

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE Cost| as % of Total Cost

1.8 1.5 0.0 6.6|UFE Cost| as % of Total Cost

1.4 1.1 0.0 11.0

FINAL FINAL|UFE Cost| as % of Total Cost

1.2 1.1 0.0 5.7|UFE Cost| as % of Total Cost

1.3 1.0 0.0 7.9

TRUE_UP TRUE_UP|UFE Cost| as % of Total Cost

1.2 1.1 0.0 5.9|UFE Cost| as % of Total Cost

1.3 1.0 0.0 7.7

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE Cost| as % of Total Cost

1.9 1.5 0.0 7.9|UFE Cost| as % of Total Cost

2.0 1.5 0.0 11.5

FINAL FINAL|UFE Cost| as % of Total Cost

1.6 1.3 0.0 8.0|UFE Cost| as % of Total Cost

1.7 1.3 0.0 9.9

TRUE_UP TRUE_UP|UFE Cost| as % of Total Cost

1.6 1.3 0.0 8.0|UFE Cost| as % of Total Cost

1.7 1.3 0.0 9.8

MAY JUNE

JANUARY FEBRUARY

MARCH APRIL

STATISTICAL SUMMARY – MONTHLY for 2004

43 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

SR32

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE Cost| as % of Total Cost

1.4 1.2 0.0 6.3|UFE Cost| as % of Total Cost

1.9 1.7 0.0 6.8

FINAL FINAL|UFE Cost| as % of Total Cost

1.3 1.0 0.0 5.8|UFE Cost| as % of Total Cost

1.7 1.5 0.0 6.8

TRUE_UP TRUE_UP|UFE Cost| as % of Total Cost

1.3 1.0 0.0 5.8|UFE Cost| as % of Total Cost

1.7 1.5 0.0 6.8

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE Cost| as % of Total Cost

1.7 1.5 0.0 6.4|UFE Cost| as % of Total Cost

1.3 1.1 0.0 6.8

FINAL FINAL|UFE Cost| as % of Total Cost

1.6 1.3 0.0 5.5|UFE Cost| as % of Total Cost

1.3 1.0 0.0 6.6

TRUE_UP TRUE_UP|UFE Cost| as % of Total Cost

1.6 1.3 0.0 5.6|UFE Cost| as % of Total Cost

1.3 1.1 0.0 6.6

INITIAL INITIALMEAN MEDIAN MIN MAX MEAN MEDIAN MIN MAX

|UFE Cost| as % of Total Cost

1.6 1.3 0.0 8.9|UFE Cost| as % of Total Cost

2.4 2.1 0.0 10.7

FINAL FINAL|UFE Cost| as % of Total Cost

1.7 1.3 0.0 9.2|UFE Cost| as % of Total Cost

2.2 1.7 0.0 8.8

TRUE_UP TRUE_UP|UFE Cost| as % of Total Cost

1.6 1.3 0.0 9.2|UFE Cost| as % of Total Cost

2.2 1.7 0.0 8.8

NOVEMBER DECEMBER

JULY AUGUST

SEPTEMBER OCTOBER

STATISTICAL SUMMARY – MONTHLY for 2004

44 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UFD01

Percent Distribution of Total UFE (MW) Initial to Final - 2004

0

1

2

3

4

5

6

7

UFE (MW)

Per

cen

t o

f In

terv

als

wit

h U

FE

Val

ues

Initial Final

45 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UFD02

Percent Distribution of Total UFE (MW) Final to True-Up - 2004

0

1

2

3

4

5

6

7

UFE (MW)

Per

cen

t o

f In

terv

als

wit

h U

FE

Val

ues

Final True Up

46 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

2004 Distribution of UFE 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

UFE Percent of ERCOT Load

Dis

trib

uti

on

of

UF

E P

erce

nt

of

Lo

ad

Initial Final True-Up

47 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UFE Percent of ERCOT Load – Initial Settlement95% Confidence Interval

CIP01

-8

-6

-4

-2

0

2

4

6

8

Day of the Week 2004

UF

E P

erce

nt

of

ER

CO

T L

oad

Median 5th Percentile 95th Percentile

Sun TueMon Wed Thur Fri Sat

48 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

CIP02

UFE Percent of ERCOT Load – Final Settlement95% Confidence Interval

-6

-4

-2

0

2

4

6

8

Day of the Week 2004

UF

E P

erce

nt

of

ER

CO

T L

oad

Median 5th Percentile 95th Percentile

Sun TueMon Wed Thur Fri Sat

49 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

CIP03

UFE Percent of ERCOT Load – True-Up95% Confidence Interval

-6

-4

-2

0

2

4

6

8

Day of the Week 2004

UF

E P

erce

nt

of

ER

CO

T L

oad

Median 5th Percentile 95th Percentile

Sun TueMon Wed Thur Fri Sat

50 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

CIP04

Comparison of MediansWith 95% Confidence Interval

-3

-2.5

-2

-1.5

-1

-0.5

0

0.5

1

1.5

2

2.5

Day of the Week 2004

UF

E P

erce

nt

of

ER

CO

T L

oad

Initial Final True Up

Sun Mon Tue Wed Thu Fri Sat

51 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

Seasonal Comparison - Spring 2004UFE Percent of ERCOT Load and ERCOT Load

SEA01

-4

-3

-2

-1

0

1

2

3

4

5

Day of the Week

UF

E P

erc

en

t o

f E

RC

OT

Lo

ad

0

5000

10000

15000

20000

25000

30000

35000

40000

45000

50000

ER

CO

T L

oad

(M

W)

Initial Final True Up Total ERCOT Aggregated Load Adjusted for Losses

Sun Mon Tue Wed Thu Fri Sat

52 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

Seasonal Comparison - Summer 2004UFE Percent of ERCOT Load and ERCOT Load

SEA02

-4

-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

ER

CO

T L

oad

(M

W)

Initial Final True Up Total ERCOT Aggregated Load Adjusted for Losses

Sun Mon Tue Wed Thu Fri Sat

53 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

Seasonal Comparison - Fall 2004UFE Percent of ERCOT Load and ERCOT Load

SEA03

-4

-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

ER

CO

T L

oad

(M

W)

Initial Final True Up Total ERCOT Aggregated Load Adjusted for Losses

Sun Mon Tue Wed Thu Fri Sat

54 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

Seasonal Comparison - Winter 2004UFE Percent of ERCOT Load and ERCOT Load

SEA04

-4

-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

ER

CO

T L

oad

(M

W)

Initial Final True Up Total ERCOT Aggregated Load Adjusted for Losses

Sun Mon Tue Wed Thu Fri Sat

55 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

SEA05

Seasonal Comparison of Medians – Initial SettlementUFE Percent of ERCOT Load - 2004

-6

-4

-2

0

2

4

6

Day of the Week

UF

E P

erce

nt

of

Lo

ad

Spring Summer Fall Winter

Sun Mon Tue Wed Thu Fri Sat

56 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

SEA06

Seasonal Comparison of Medians – Final SettlementUFE Percent of ERCOT Load - 2004

-6

-4

-2

0

2

4

6

Day of the Week

UF

E P

erce

nt

of

Lo

ad

Spring Summer Fall Winter

Sun Mon Tue Wed Thu Fri Sat

57 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

SEA07

Seasonal Comparison of Medians – True UpUFE Percent of ERCOT Load - 2004

-6

-4

-2

0

2

4

6

Day of the Week

UF

E P

erce

nt

of

Lo

ad

Spring Summer Fall Winter

Sun Mon Tue Wed Thu Fri Sat

58 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

Percent UFE vs ERCOT LoadInitial Settlement - 2004

MPL01

-6.0

-4.0

-2.0

0.0

2.0

4.0

6.0

20000 25000 30000 35000 40000 45000 50000 55000

ERCOT Load (MW)

Per

cen

t U

FE

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

59 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

Percent UFE vs ERCOT LoadFinal Settlement - 2004

MPL02

-6.0

-4.0

-2.0

0.0

2.0

4.0

6.0

20000 25000 30000 35000 40000 45000 50000 55000

ERCOT Load (MW)

Per

cen

t U

FE

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

60 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

Percent UFE vs ERCOT LoadTrue-Up Settlement - 2004

MPL03

-6.0

-4.0

-2.0

0.0

2.0

4.0

6.0

20000 25000 30000 35000 40000 45000 50000 55000

ERCOT Load (MW)

Per

cen

t U

FE

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

61 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

Comparison of Median Percent UFEInitial, Final and True-Up Settlements - 2004

MPL04

-6.0

-4.0

-2.0

0.0

2.0

4.0

6.0

20000 25000 30000 35000 40000 45000 50000 55000

ERCOT Load (MW)

Per

cen

t U

FE

Initial Final True Up

62 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

Load Weighted Average MCPE vs LoadInitial Settlement - 2004

MPL05

0.0

20.0

40.0

60.0

80.0

100.0

120.0

140.0

160.0

20000 25000 30000 35000 40000 45000 50000 55000

ERCOT Load (MW)

Lo

ad W

eig

hte

d A

vera

ge

MC

PE

($/

MW

H)

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

63 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

Load Weighted Average MCPE vs Load Final Settlement - 2004

MPL06

0.0

20.0

40.0

60.0

80.0

100.0

120.0

140.0

160.0

20000 25000 30000 35000 40000 45000 50000 55000

ERCOT Load (MW)

Lo

ad W

eig

hte

d A

vera

ge

MC

PE

($/

MW

H)

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

64 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

Load Weighted Average MCPE vs Load True Up Settlement - 2004

MPL07

0.0

20.0

40.0

60.0

80.0

100.0

120.0

140.0

160.0

20000 25000 30000 35000 40000 45000 50000 55000

ERCOT Load (MW)

Lo

ad W

eig

hte

d A

vera

ge

MC

PE

($/

MW

H)

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

65 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

Comparison of Median Load Weighted Average MCPE vs Load for Initial, Final and True-Up Settlements - 2004

MPL08

0.0

10.0

20.0

30.0

40.0

50.0

60.0

70.0

20000 25000 30000 35000 40000 45000 50000 55000

ERCOT Load (MW)

Lo

ad W

eig

hte

d A

vera

ge

MC

PE

($/

MW

H)

Initial Final True Up

66 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

Load Weighted Average MCPE vs Percent UFE Initial Settlement - 2004

MPL09

0.0

20.0

40.0

60.0

80.0

100.0

120.0

-11.0 -8.0 -5.0 -2.0 1.0 4.0 7.0 10.0 13.0

Percent UFE of Load

Lo

ad W

eig

hte

d A

vera

ge

MC

PE

($/

MW

H)

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

67 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

MPL10

Load Weighted Average MCPE vs Percent UFE Final Settlement - 2004

0.0

20.0

40.0

60.0

80.0

100.0

120.0

-10.0 -7.0 -4.0 -1.0 2.0 5.0 8.0 11.0

Percent UFE of Load

Lo

ad W

eig

hte

d A

vera

ge

MC

PE

($/

MW

H)

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

Profile Model Error - Day after Thanksgiving

68 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

MPL11

Load Weighted Average MCPE vs Percent UFE True-Up Settlement - 2004

0.0

20.0

40.0

60.0

80.0

100.0

120.0

-10.0 -7.0 -4.0 -1.0 2.0 5.0 8.0 11.0

Percent UFE of Load

Lo

ad W

eig

hte

d A

vera

ge

MC

PE

($/

MW

H)

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

Profile Model Error - Day after Thanksgiving

69 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

Comparison of Median Load Weighted Average MCPE vs Percent UFE forInitial, Final and True-Up Settlements - 2004

MPL12

0.0

10.0

20.0

30.0

40.0

50.0

60.0

-8.0 -6.0 -4.0 -2.0 0.0 2.0 4.0 6.0 8.0 10.0 12.0 14.0

Percent UFE of Load

Lo

ad W

eig

hte

d A

vera

ge

MC

PE

($/

MW

H)

Initial Final True UP

Profile Model Error - Day after Thanksgiving

70 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

Sum of Dollars from Positive UFEacross the Week 2004

UCT02

0

100,000

200,000

300,000

400,000

500,000

600,000

700,000

800,000

900,000

Day of the Week

Do

llars

Sun Mon Tue Wed Thu Fri Sat

71 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

Sum of Dollars from Negative UFEacross the Week 2004

UCT03

-400,000

-350,000

-300,000

-250,000

-200,000

-150,000

-100,000

-50,000

0

Hour of the Week

Do

llars

Sun Mon Tue Wed Thu Fri Sat

72 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UCT04

Sum of Dollars from Absolute Value of UFE across the Week 2004

0

100,000

200,000

300,000

400,000

500,000

600,000

700,000

800,000

900,000

1,000,000

Day of the Week

Do

llars

Sun Mon Tue Wed Thu Fri Sat

73 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

Sum of Dollars from Net UFE across the Week 2004

UCT05

-400,000

-200,000

0

200,000

400,000

600,000

800,000

1,000,000

Day of the Week

Do

llars

Sun Mon Tue Wed Thu Fri Sat

74 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UCT06

SUM of UFE DollarsCompare All Seasons in 2004Positive and Negative UFE

-300,000

-200,000

-100,000

0

100,000

200,000

300,000

400,000

500,000

600,000

700,000

Day of the Week

Do

llars

SUM(+UFE) SUM(-UFE)

Sun Mon Tue Wed Thu Fri Sat

Spring: March 1 - April 30

-300,000

-200,000

-100,000

0

100,000

200,000

300,000

400,000

500,000

600,000

700,000

Day of the Week

Do

llars

SUM(+UFE) SUM(-UFE)

Sun Mon Tue Wed Thu Fri Sat

Summer: May 1 - September 30

-300,000

-200,000

-100,000

0

100,000

200,000

300,000

400,000

500,000

600,000

700,000

Day of the Week

Do

llars

SUM(+UFE) SUM(-UFE)

Sun Mon Tue Wed Thu Fri Sat

Fall: October 1 - November 30

-300,000

-200,000

-100,000

0

100,000

200,000

300,000

400,000

500,000

600,000

700,000

Day of the Week

Do

llars

SUM(+UFE) SUM(-UFE)

Sun Mon Tue Wed Thu Fri Sat

Winter: December 1 - February 28

75 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

SUM of UFE Dollars – Spring 2004Positive and Negative UFE

UCT07

-300,000

-200,000

-100,000

0

100,000

200,000

300,000

400,000

500,000

600,000

700,000

Day of the Week

Do

llars

SUM(+UFE) SUM(-UFE)

Sun Mon Tue Wed Thu Fri Sat

Spring: March 1 - April 30

76 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UCT08

SUM of UFE Dollars – Summer 2004Positive and Negative UFE

-300,000

-200,000

-100,000

0

100,000

200,000

300,000

400,000

500,000

600,000

700,000

Day of the Week

Do

llars

SUM(+UFE) SUM(-UFE)

Sun Mon Tue Wed Thu Fri Sat

Summer: May 1 - September 30

77 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UCT09

SUM of UFE Dollars – Fall 2004Positive and Negative UFE

-300,000

-200,000

-100,000

0

100,000

200,000

300,000

400,000

500,000

600,000

700,000

Day of the Week

Do

llars

SUM(+UFE) SUM(-UFE)

Sun Mon Tue Wed Thu Fri Sat

Fall: October 1 - November 30

78 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UCT10

SUM of UFE Dollars – Winter 2004Positive and Negative UFE

-300,000

-200,000

-100,000

0

100,000

200,000

300,000

400,000

500,000

600,000

700,000

Day of the Week

Do

llars

SUM(+UFE) SUM(-UFE)

Sun Mon Tue Wed Thu Fri Sat

Winter: December 1 - February 28

79 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UCT11

SUM of UFE DollarsCompare All Seasons in 2004Absolute Value and Net UFE

-300,000

-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

Spring: March 1 - April 30

-300,000

-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

Summer: May 1 - Sept 30

-300,000

-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

Fall: Oct 1 - Nov 30

-300,000

-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

80 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

SUM of UFE Dollars – Spring 2004Absolute Value and Net UFE

UCT12

-50,000

0

50,000

100,000

150,000

200,000

Day of the Week

Do

lla

rs

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Spring: March 1 - April 30

81 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UCT13

SUM of UFE Dollars – Summer 2004Absolute Value and Net UFE

-300,000

-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

Summer: May 1 - Sept 30

82 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UCT14

SUM of UFE Dollars – Fall 2004Absolute Value and Net UFE

-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

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Fall: Oct 1 - Nov 30

83 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UCT15

SUM of UFE Dollars – Winter 2004 Absolute 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

Winter: Dec 1 - Feb 28

84 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

Mean of UFE DollarsCompare All Seasons in 2004Positive and Negative UFE

-20,000

-15,000

-10,000

-5,000

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000

Day of the Week

Dol

lars

Mean (+UFE) Mean (-UFE)

Sun Mon Tue Wed Thu Fri Sat

Spring: March 1 - April 30

-20,000

-15,000

-10,000

-5,000

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000

Day of the Week

Do

llars

Mean (+UFE) Mean (-UFE)

Sun Mon Tue Wed Thu Fri Sat

Summer: May 1 - Sept 30

-20,000

-15,000

-10,000

-5,000

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000

Day of the Week

Do

llars

Mean (+UFE) Mean (-UFE)

Sun Mon Tue Wed Thu Fri Sat

Fall: Oct 1 - Nov 30

UCT16

-20,000

-15,000

-10,000

-5,000

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000

Day of the Week

Do

llars

Mean (+UFE) Mean (-UFE)

Sun Mon Tue Wed Thu Fri Sat

Winter: Dec 1 - Feb 28

85 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UCT17

Mean of UFE Dollars – Spring 2004Positive and Negative UFE

-20,000

-15,000

-10,000

-5,000

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000

Day of the Week

Do

llars

Mean (+UFE) Mean (-UFE)

Sun Mon Tue Wed Thu Fri Sat

Spring: March 1 - April 30

86 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UCT18

Mean of UFE Dollars – Summer 2004Positive and Negative UFE

-20,000

-15,000

-10,000

-5,000

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000

Day of the Week

Do

llars

Mean (+UFE) Mean (-UFE)

Sun Mon Tue Wed Thu Fri Sat

Summer: May 1 - Sept 30

87 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UCT19

Mean of UFE Dollars – Fall 2004Positive and Negative UFE

-20,000

-15,000

-10,000

-5,000

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000

Day of the Week

Do

llars

Mean (+UFE) Mean (-UFE)

Sun Mon Tue Wed Thu Fri Sat

Fall: Oct 1 - Nov 30

88 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UCT20

Mean of UFE Dollars – Winter 2004Positive and Negative UFE

-20,000

-15,000

-10,000

-5,000

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000

Day of the Week

Do

llars

Mean (+UFE) Mean (-UFE)

Sun Mon Tue Wed Thu Fri Sat

Winter: Dec 1 - Feb 28

89 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

Mean of UFE DollarsCompare All Seasons in 2004 Absolute Value and Net UFE

-20,000

-10,000

0

10,000

20,000

30,000

40,000

Day of the Week

Do

llars

ABS (UFE) Net (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

Day of the Week

Do

llars

ABS (UFE) Net (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

Day of the Week

Do

llars

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Fall: Oct 1 - Nov 30

UCT21

-20,000

-10,000

0

10,000

20,000

30,000

40,000

Day of the Week

Do

llars

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Winter: Dec 1 - Feb 28

90 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UCT22

Mean of UFE Dollars – Spring 2004Absolute Value and Net UFE

-20,000

-10,000

0

10,000

20,000

30,000

40,000

Day of the Week

Do

llars

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Spring: March 1 - April 30

91 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UCT23

Mean of UFE Dollars – Summer 2004Absolute Value and Net UFE

-20,000

-10,000

0

10,000

20,000

30,000

40,000

Day of the Week

Do

llars

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Summer: May 1 - Sept 30

92 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UCT24

Mean of UFE Dollars – Fall 2004 Absolute Value and Net UFE

-20,000

-10,000

0

10,000

20,000

30,000

40,000

Day of the Week

Do

llars

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Fall: Oct 1 - Nov 30

93 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

UCT25

Mean of UFE Dollars – Winter 2004Absolute Value and Net UFE

-20,000

-10,000

0

10,000

20,000

30,000

40,000

Day of the Week

Do

llars

ABS (UFE) Net (UFE)

Sun Mon Tue Wed Thu Fri Sat

Winter: Dec 1 - Feb 28

94 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

Annual validation 2003 was completed in late 2003 to early 2004

31% - 1.5 million residential migrations out of 4.9 million residential ESIIDs

PRR 471 – NIDR to IDR Default Profile Scaling Improved the profiling estimates used for data

aggregation and settlements

Implemented November 3, 2004.

Events that Influenced UFE in 2004

95 UFE 2004 AnalysisSept 6, 2007UFE 2004 AnalysisSept 6, 2007

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

data Increase the number of IDR’s Leverage AMI capability by increased use of TOU

metering and more frequent meter reads Evaluate Lagged Dynamic sampling techniques

and their application to the ERCOT System Continue to evaluate improvements to algorithms

for missing IDR and NIDR data estimation Continue to make improvements to loss

estimations – updated TDSP loss studies.

Next Steps