Correlation with multiple criteria

tjkramer

New Member
Joined
Aug 11, 2018
Messages
16
Office Version
  1. 2013
Platform
  1. Windows
I am trying to find the correlation of two columns of data if multiple conditions are met -- almost like a "sumifs" function, except a "CorrelIfs" function.

Column A = dates (dd/mm/yy)
Column B = Quarter (1-4)
Column C = Year (yyyy)
Column D = daily natural gas prices for 10 years
Column E = daily power prices for 10 years
Cell F1 = Start Year
Cell F2 = End Year
Cell F3 = Quarter

I am trying to make the correlation function be dynamic, so that I can change the start date in F1, the End Date in F2 and the Quarter in F3. Specifically, I'd like to be able to type 2015 in F1, 2017 in F2 and Q3 in F3 and get the correlation of natural gas (Column D) to power (Column E) from 2015 thru 2017 for just Q3 during that time period. Then I need to be able to change the start year and/or End Year and/or Quarter.

I can do this for changing start and stop dates, but I do not know how to introduce the changing Quarter cell. For the changing start/stop dates:
=Correl(Index($D:$D, Match ($F$1,$C:$C,0)): Index($D:$D, Match($F$2,$C:$C,0)), Index($E:$E, Match($F$1,$E:$E,0)): Index($E:$E,match($F$2,$C:$C,0))) works for me for calculating the correlations for the specific years. But I do not know how or where to introduce the changing "Quarter" variable (cell F3) into this formula.

Any help will be greatly appreciated.
Many thanks,
TK
 

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What version of Excel do you have? If you have updated software (i.e., MS 365 Monthly Channel) you can use function FILTER to report the arrays that go inside function CORREL. Otherwise, I remember it to be a complex task.
 
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Thank you for the prompt reply. I am using Excel 2013. I am unfamiliar with the function FILTER.
 
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Function FILTER is only available in up-to-date software.

If you install the xl2bb tool, you can upload some sample data and we'll try to do it ye olde scuul method.
 
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Thanks in advance for your help and patience. And apologies for how obtuse I may be in trying to solve this.
I've downloaded the xl2bb Add-In (which I've never used before) and it is now showing up in my Excel ribbon.
 
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No need for apologies. We're here to help.
 
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Much appreciated. What can I do to make this easier for you and what should I do next? This data file is a demon, with 10 years of commodity prices for 24 different commodities.
 
Upvote 0
Upload some sample data - just one commodity with ten or twenty rows ought to do it.
 
Upvote 0
MrExcelForum Correlation Multi Help.xlsx
ABCDEFG
1DatesDayMonthQuarterYearSpot Peak PJMSpot Peak NY-J
21/1/20101 1 1 2010 $45.13 $70.78
31/2/20102 1 1 2010 $45.13 $70.78
41/3/20103 1 1 2010 $45.13 $70.78
51/4/20104 1 1 2010 $102.46 $100.19
61/5/20105 1 1 2010 $102.94 $106.18
71/6/20106 1 1 2010 $80.31 $123.06
81/7/20107 1 1 2010 $87.66 $106.67
91/8/20108 1 1 2010 $80.09 $98.27
101/9/20109 1 1 2010 $80.09 $98.27
111/10/201010 1 1 2010 $80.09 $98.27
121/11/201011 1 1 2010 $85.14 $99.72
131/12/201012 1 1 2010 $67.67 $101.51
141/13/201013 1 1 2010 $53.07 $78.08
151/14/201014 1 1 2010 $48.46 $63.04
161/15/201015 1 1 2010 $46.68 $55.09
171/16/201016 1 1 2010 $46.68 $55.09
181/17/201017 1 1 2010 $46.68 $55.09
191/18/201018 1 1 2010 $52.31 $59.16
201/19/201019 1 1 2010 $46.81 $68.85
211/20/201020 1 1 2010 $50.15 $71.30
221/21/201021 1 1 2010 $44.50 $56.12
231/22/201022 1 1 2010 $46.43 $55.16
241/23/201023 1 1 2010 $46.43 $55.16
251/24/201024 1 1 2010 $46.43 $55.16
261/25/201025 1 1 2010 $42.96 $53.78
271/26/201026 1 1 2010 $48.61 $56.57
281/27/201027 1 1 2010 $50.01 $57.14
291/28/201028 1 1 2010 $47.53 $57.33
301/29/201029 1 1 2010 $64.84 $71.39
311/30/201030 1 1 2010 $64.84 $71.39
321/31/201031 1 1 2010 $64.84 $71.39
332/1/20101 2 1 2010 $59.65 $72.59
342/2/20102 2 1 2010 $51.41 $64.42
352/3/20103 2 1 2010 $42.82 $59.66
362/4/20104 2 1 2010 $47.00 $59.42
372/5/20105 2 1 2010 $55.38 $62.94
382/6/20106 2 1 2010 $55.38 $62.94
392/7/20107 2 1 2010 $55.38 $62.94
402/8/20108 2 1 2010 $68.19 $90.42
412/9/20109 2 1 2010 $60.12 $80.50
422/10/201010 2 1 2010 $60.44 $77.29
432/11/201011 2 1 2010 $56.45 $74.21
442/12/201012 2 1 2010 $52.65 $67.37
452/13/201013 2 1 2010 $52.65 $67.37
462/14/201014 2 1 2010 $52.65 $67.37
472/15/201015 2 1 2010 $49.63 $60.19
482/16/201016 2 1 2010 $61.01 $62.57
492/17/201017 2 1 2010 $47.40 $58.49
502/18/201018 2 1 2010 $45.65 $54.68
512/19/201019 2 1 2010 $51.55 $52.32
522/20/201020 2 1 2010 $51.55 $52.32
532/21/201021 2 1 2010 $51.55 $52.32
542/22/201022 2 1 2010 $46.49 $63.21
552/23/201023 2 1 2010 $42.92 $59.78
562/24/201024 2 1 2010 $47.37 $48.46
572/25/201025 2 1 2010 $50.42 $57.23
582/26/201026 2 1 2010 $47.85 $49.53
592/27/201027 2 1 2010 $47.85 $49.53
602/28/201028 2 1 2010 $47.85 $49.53
613/1/20101 3 1 2010 $45.76 $48.05
623/2/20102 3 1 2010 $46.20 $50.21
633/3/20103 3 1 2010 $47.73 $51.56
643/4/20104 3 1 2010 $46.28 $47.61
653/5/20105 3 1 2010 $42.50 $49.96
663/6/20106 3 1 2010 $42.50 $49.96
673/7/20107 3 1 2010 $42.50 $49.96
683/8/20108 3 1 2010 $47.31 $49.91
693/9/20109 3 1 2010 $48.29 $47.25
703/10/201010 3 1 2010 $37.22 $46.68
713/11/201011 3 1 2010 $35.93 $45.93
723/12/201012 3 1 2010 $37.03 $45.99
733/13/201013 3 1 2010 $37.03 $45.99
743/14/201014 3 1 2010 $37.03 $45.99
753/15/201015 3 1 2010 $44.13 $50.79
763/16/201016 3 1 2010 $42.06 $49.40
773/17/201017 3 1 2010 $38.06 $45.30
783/18/201018 3 1 2010 $40.03 $52.00
793/19/201019 3 1 2010 $38.10 $47.58
803/20/201020 3 1 2010 $38.10 $47.58
813/21/201021 3 1 2010 $38.10 $47.58
823/22/201022 3 1 2010 $44.90 $53.19
833/23/201023 3 1 2010 $40.34 $51.64
843/24/201024 3 1 2010 $41.07 $55.92
853/25/201025 3 1 2010 $40.34 $42.88
863/26/201026 3 1 2010 $45.51 $47.84
873/27/201027 3 1 2010 $45.51 $47.84
883/28/201028 3 1 2010 $45.51 $47.84
893/29/201029 3 1 2010 $40.36 $49.11
903/30/201030 3 1 2010 $41.25 $46.24
913/31/201031 3 1 2010 $38.30 $42.62
924/1/20101 4 2 2010 $38.01 $47.31
934/2/20102 4 2 2010 $36.69 $46.47
944/3/20103 4 2 2010 $36.69 $46.47
954/4/20104 4 2 2010 $36.69 $46.47
964/5/20105 4 2 2010 $44.27 $45.64
974/6/20106 4 2 2010 $58.56 $46.99
984/7/20107 4 2 2010 $64.18 $57.03
994/8/20108 4 2 2010 $52.89 $58.28
1004/9/20109 4 2 2010 $40.11 $44.30
1014/10/201010 4 2 2010 $40.11 $44.30
1024/11/201011 4 2 2010 $40.11 $44.30
1034/12/201012 4 2 2010 $42.16 $44.70
1044/13/201013 4 2 2010 $44.36 $46.92
1054/14/201014 4 2 2010 $43.11 $50.91
1064/15/201015 4 2 2010 $45.79 $49.98
1074/16/201016 4 2 2010 $43.12 $46.63
1084/17/201017 4 2 2010 $43.12 $46.63
1094/18/201018 4 2 2010 $43.12 $46.63
1104/19/201019 4 2 2010 $44.41 $52.19
1114/20/201020 4 2 2010 $42.34 $55.30
1124/21/201021 4 2 2010 $41.22 $59.26
1134/22/201022 4 2 2010 $43.62 $57.86
1144/23/201023 4 2 2010 $41.51 $56.79
1154/24/201024 4 2 2010 $41.51 $56.79
1164/25/201025 4 2 2010 $41.51 $56.79
1174/26/201026 4 2 2010 $44.47 $52.04
1184/27/201027 4 2 2010 $42.09 $53.02
1194/28/201028 4 2 2010 $41.11 $55.54
1204/29/201029 4 2 2010 $39.90 $56.39
1214/30/201030 4 2 2010 $45.42 $60.62
1225/1/20101 5 2 2010 $45.42 $60.62
1235/2/20102 5 2 2010 $45.42 $60.62
1245/3/20103 5 2 2010 $59.26 $61.76
1255/4/20104 5 2 2010 $62.41 $57.84
1265/5/20105 5 2 2010 $52.76 $61.95
1275/6/20106 5 2 2010 $48.81 $70.23
1285/7/20107 5 2 2010 $42.46 $58.59
1295/8/20108 5 2 2010 $42.46 $58.59
1305/9/20109 5 2 2010 $42.46 $58.59
1315/10/201010 5 2 2010 $39.34 $51.51
1325/11/201011 5 2 2010 $39.21 $53.38
1335/12/201012 5 2 2010 $44.72 $54.63
1345/13/201013 5 2 2010 $43.45 $55.39
1355/14/201014 5 2 2010 $52.39 $56.16
1365/15/201015 5 2 2010 $52.39 $56.16
1375/16/201016 5 2 2010 $52.39 $56.16
1385/17/201017 5 2 2010 $45.61 $57.18
1395/18/201018 5 2 2010 $43.88 $55.22
1405/19/201019 5 2 2010 $43.88 $52.22
1415/20/201020 5 2 2010 $50.25 $57.84
1425/21/201021 5 2 2010 $51.45 $60.83
1435/22/201022 5 2 2010 $51.45 $60.83
1445/23/201023 5 2 2010 $51.45 $60.83
1455/24/201024 5 2 2010 $48.06 $52.58
1465/25/201025 5 2 2010 $54.37 $59.40
1475/26/201026 5 2 2010 $69.58 $78.97
1485/27/201027 5 2 2010 $65.07 $73.19
1495/28/201028 5 2 2010 $40.08 $51.00
1505/29/201029 5 2 2010 $40.08 $51.00
1515/30/201030 5 2 2010 $40.08 $51.00
1525/31/201031 5 2 2010 $40.08 $51.00
1536/1/20101 6 2 2010 $68.17 $70.76
1546/2/20102 6 2 2010 $60.55 $58.63
1556/3/20103 6 2 2010 $57.80 $68.54
1566/4/20104 6 2 2010 $57.56 $63.30
1576/5/20105 6 2 2010 $57.56 $63.30
1586/6/20106 6 2 2010 $57.56 $63.30
1596/7/20107 6 2 2010 $48.62 $58.77
1606/8/20108 6 2 2010 $44.95 $55.92
1616/9/20109 6 2 2010 $43.20 $48.99
1626/10/201010 6 2 2010 $50.95 $52.88
1636/11/201011 6 2 2010 $53.32 $53.53
1646/12/201012 6 2 2010 $53.32 $53.53
1656/13/201013 6 2 2010 $53.32 $53.53
1666/14/201014 6 2 2010 $61.03 $71.04
1676/15/201015 6 2 2010 $50.44 $54.56
1686/16/201016 6 2 2010 $54.39 $56.55
1696/17/201017 6 2 2010 $58.56 $58.96
1706/18/201018 6 2 2010 $59.39 $67.16
1716/19/201019 6 2 2010 $59.39 $67.16
1726/20/201020 6 2 2010 $59.39 $67.16
1736/21/201021 6 2 2010 $64.39 $75.06
1746/22/201022 6 2 2010 $70.06 $72.23
1756/23/201023 6 2 2010 $79.18 $91.40
1766/24/201024 6 2 2010 $83.41 $116.04
1776/25/201025 6 2 2010 $63.62 $68.71
1786/26/201026 6 2 2010 $63.62 $68.71
1796/27/201027 6 2 2010 $63.62 $68.71
1806/28/201028 6 2 2010 $87.87 $119.37
1816/29/201029 6 2 2010 $64.79 $81.72
1826/30/201030 6 2 2010 $43.91 $60.47
1837/1/20101 7 3 2010 $41.77 $54.72
1847/2/20102 7 3 2010 $42.51 $51.13
1857/3/20103 7 3 2010 $42.51 $51.13
1867/4/20104 7 3 2010 $42.51 $51.13
1877/5/20105 7 3 2010 $42.51 $51.13
1887/6/20106 7 3 2010 $135.93 $122.12
1897/7/20107 7 3 2010 $151.10 $141.42
1907/8/20108 7 3 2010 $101.30 $129.09
1917/9/20109 7 3 2010 $71.47 $114.04
1927/10/201010 7 3 2010 $71.47 $114.04
1937/11/201011 7 3 2010 $71.47 $114.04
1947/12/201012 7 3 2010 $75.86 $82.81
1957/13/201013 7 3 2010 $61.49 $93.95
1967/14/201014 7 3 2010 $70.86 $91.19
1977/15/201015 7 3 2010 $86.11 $103.21
1987/16/201016 7 3 2010 $85.65 $115.88
1997/17/201017 7 3 2010 $85.65 $115.88
2007/18/201018 7 3 2010 $85.65 $115.88
2017/19/201019 7 3 2010 $86.10 $113.58
2027/20/201020 7 3 2010 $71.86 $100.64
2037/21/201021 7 3 2010 $73.81 $85.57
2047/22/201022 7 3 2010 $79.66 $81.43
2057/23/201023 7 3 2010 $98.60 $99.31
2067/24/201024 7 3 2010 $98.60 $99.31
2077/25/201025 7 3 2010 $98.60 $99.31
2087/26/201026 7 3 2010 $63.48 $76.05
2097/27/201027 7 3 2010 $58.79 $74.01
2107/28/201028 7 3 2010 $78.52 $88.14
2117/29/201029 7 3 2010 $72.10 $90.82
2127/30/201030 7 3 2010 $57.88 $70.08
2137/31/201031 7 3 2010 $57.88 $70.08
2148/1/20101 8 3 2010 $57.88 $70.08
2158/2/20102 8 3 2010 $63.23 $69.69
2168/3/20103 8 3 2010 $71.89 $82.68
2178/4/20104 8 3 2010 $75.41 $103.77
2188/5/20105 8 3 2010 $87.79 $126.30
2198/6/20106 8 3 2010 $62.19 $80.58
2208/7/20107 8 3 2010 $62.19 $80.58
2218/8/20108 8 3 2010 $62.19 $80.58
2228/9/20109 8 3 2010 $72.94 $81.77
2238/10/201010 8 3 2010 $88.46 $102.08
2248/11/201011 8 3 2010 $87.80 $107.87
2258/12/201012 8 3 2010 $74.82 $79.83
2268/13/201013 8 3 2010 $61.54 $70.07
2278/14/201014 8 3 2010 $61.54 $70.07
2288/15/201015 8 3 2010 $61.54 $70.07
2298/16/201016 8 3 2010 $72.76 $77.02
2308/17/201017 8 3 2010 $61.05 $75.83
2318/18/201018 8 3 2010 $51.35 $70.88
2328/19/201019 8 3 2010 $58.03 $66.33
2338/20/201020 8 3 2010 $61.19 $68.35
2348/21/201021 8 3 2010 $61.19 $68.35
2358/22/201022 8 3 2010 $61.19 $68.35
2368/23/201023 8 3 2010 $53.04 $72.04
2378/24/201024 8 3 2010 $42.10 $61.20
2388/25/201025 8 3 2010 $40.51 $56.69
2398/26/201026 8 3 2010 $44.62 $57.94
2408/27/201027 8 3 2010 $40.29 $53.27
2418/28/201028 8 3 2010 $40.29 $53.27
2428/29/201029 8 3 2010 $40.29 $53.27
2438/30/201030 8 3 2010 $71.08 $73.96
2448/31/201031 8 3 2010 $68.02 $81.83
2459/1/20101 9 3 2010 $69.98 $81.79
2469/2/20102 9 3 2010 $55.50 $81.69
2479/3/20103 9 3 2010 $49.85 $61.98
2489/4/20104 9 3 2010 $49.85 $61.98
2499/5/20105 9 3 2010 $49.85 $61.98
2509/6/20106 9 3 2010 $49.85 $61.98
2519/7/20107 9 3 2010 $52.57 $61.19
2529/8/20108 9 3 2010 $42.28 $63.56
2539/9/20109 9 3 2010 $40.24 $53.21
2549/10/201010 9 3 2010 $36.02 $50.92
2559/11/201011 9 3 2010 $36.02 $50.92
2569/12/201012 9 3 2010 $36.02 $50.92
2579/13/201013 9 3 2010 $48.02 $54.65
2589/14/201014 9 3 2010 $48.50 $54.44
2599/15/201015 9 3 2010 $49.84 $53.33
2609/16/201016 9 3 2010 $48.10 $58.35
2619/17/201017 9 3 2010 $49.19 $55.51
2629/18/201018 9 3 2010 $49.19 $55.51
2639/19/201019 9 3 2010 $49.19 $55.51
2649/20/201020 9 3 2010 $44.71 $55.53
2659/21/201021 9 3 2010 $45.54 $52.07
2669/22/201022 9 3 2010 $53.84 $65.00
2679/23/201023 9 3 2010 $65.38 $68.12
2689/24/201024 9 3 2010 $74.03 $66.91
2699/25/201025 9 3 2010 $74.03 $66.91
2709/26/201026 9 3 2010 $74.03 $66.91
2719/27/201027 9 3 2010 $49.97 $53.17
2729/28/201028 9 3 2010 $53.28 $60.50
2739/29/201029 9 3 2010 $51.55 $58.17
2749/30/201030 9 3 2010 $48.81 $61.77
27510/1/20101 10 4 2010 $41.81 $53.76
27610/2/20102 10 4 2010 $41.81 $53.76
27710/3/20103 10 4 2010 $41.81 $53.76
27810/4/20104 10 4 2010 $47.02 $48.45
27910/5/20105 10 4 2010 $37.65 $46.81
28010/6/20106 10 4 2010 $37.89 $45.83
28110/7/20107 10 4 2010 $39.12 $44.77
28210/8/20108 10 4 2010 $38.67 $44.10
28310/9/20109 10 4 2010 $38.67 $44.10
28410/10/201010 10 4 2010 $38.67 $44.10
28510/11/201011 10 4 2010 $37.88 $43.71
28610/12/201012 10 4 2010 $41.19 $43.81
28710/13/201013 10 4 2010 $38.85 $43.00
28810/14/201014 10 4 2010 $40.84 $46.40
28910/15/201015 10 4 2010 $36.49 $44.78
29010/16/201016 10 4 2010 $36.49 $44.78
29110/17/201017 10 4 2010 $36.49 $44.78
29210/18/201018 10 4 2010 $43.58 $48.04
29310/19/201019 10 4 2010 $43.52 $48.07
29410/20/201020 10 4 2010 $40.81 $47.42
29510/21/201021 10 4 2010 $42.23 $49.03
29610/22/201022 10 4 2010 $38.63 $48.30
29710/23/201023 10 4 2010 $38.63 $48.30
29810/24/201024 10 4 2010 $38.63 $48.30
29910/25/201025 10 4 2010 $41.46 $47.32
30010/26/201026 10 4 2010 $46.97 $46.25
30110/27/201027 10 4 2010 $43.70 $50.01
30210/28/201028 10 4 2010 $44.64 $44.80
30310/29/201029 10 4 2010 $40.94 $41.79
30410/30/201030 10 4 2010 $40.94 $41.79
30510/31/201031 10 4 2010 $40.94 $41.79
30611/1/20101 11 4 2010 $45.82 $46.74
30711/2/20102 11 4 2010 $43.78 $45.59
30811/3/20103 11 4 2010 $42.63 $48.09
30911/4/20104 11 4 2010 $44.11 $50.20
31011/5/20105 11 4 2010 $38.64 $48.91
31111/6/20106 11 4 2010 $38.64 $48.91
31211/7/20107 11 4 2010 $38.64 $48.91
31311/8/20108 11 4 2010 $46.43 $47.94
31411/9/20109 11 4 2010 $42.84 $50.66
31511/10/201010 11 4 2010 $39.35 $52.20
31611/11/201011 11 4 2010 $40.53 $54.39
31711/12/201012 11 4 2010 $39.51 $54.18
31811/13/201013 11 4 2010 $39.51 $54.18
31911/14/201014 11 4 2010 $39.51 $54.18
32011/15/201015 11 4 2010 $42.39 $53.82
32111/16/201016 11 4 2010 $42.32 $54.03
32211/17/201017 11 4 2010 $43.29 $53.56
32311/18/201018 11 4 2010 $44.30 $50.97
32411/19/201019 11 4 2010 $47.68 $52.72
32511/20/201020 11 4 2010 $47.68 $52.72
32611/21/201021 11 4 2010 $47.68 $52.72
32711/22/201022 11 4 2010 $42.01 $52.57
32811/23/201023 11 4 2010 $38.45 $51.53
32911/24/201024 11 4 2010 $40.47 $51.11
33011/25/201025 11 4 2010 $40.47 $51.11
33111/26/201026 11 4 2010 $37.03 $44.95
33211/27/201027 11 4 2010 $37.03 $44.95
33311/28/201028 11 4 2010 $37.03 $44.95
33411/29/201029 11 4 2010 $41.11 $52.47
33511/30/201030 11 4 2010 $39.54 $51.94
33612/1/20101 12 4 2010 $41.24 $54.40
33712/2/20102 12 4 2010 $49.05 $56.97
33812/3/20103 12 4 2010 $42.91 $57.75
33912/4/20104 12 4 2010 $42.91 $57.75
34012/5/20105 12 4 2010 $42.91 $57.75
34112/6/20106 12 4 2010 $50.05 $61.72
34212/7/20107 12 4 2010 $53.38 $62.59
34312/8/20108 12 4 2010 $65.04 $62.98
34412/9/20109 12 4 2010 $75.56 $74.26
34512/10/201010 12 4 2010 $51.52 $81.48
34612/11/201011 12 4 2010 $51.52 $81.48
34712/12/201012 12 4 2010 $51.52 $81.48
34812/13/201013 12 4 2010 $73.91 $80.62
34912/14/201014 12 4 2010 $95.41 $102.16
35012/15/201015 12 4 2010 $117.22 $142.44
35112/16/201016 12 4 2010 $101.53 $130.12
35212/17/201017 12 4 2010 $75.44 $105.34
35312/18/201018 12 4 2010 $75.44 $105.34
35412/19/201019 12 4 2010 $75.44 $105.34
35512/20/201020 12 4 2010 $69.19 $120.43
35612/21/201021 12 4 2010 $71.90 $120.36
35712/22/201022 12 4 2010 $58.11 $109.37
35812/23/201023 12 4 2010 $56.58 $76.45
35912/24/201024 12 4 2010 $46.34 $57.44
36012/25/201025 12 4 2010 $46.34 $57.44
36112/26/201026 12 4 2010 $46.34 $57.44
36212/27/201027 12 4 2010 $82.54 $92.00
36312/28/201028 12 4 2010 $66.25 $99.42
36412/29/201029 12 4 2010 $48.05 $98.86
36512/30/201030 12 4 2010 $43.98 $72.55
36612/31/201031 12 4 2010 $40.86 $51.06
Data
 
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Trying to get it to feed this table please...
MrExcelForum Correlation Multi Help.xlsx
LMNOPQ
2Q1Q2Q3Q4
3Spot Peak NY-JSpot Peak NY-JSpot Peak NY-JSpot Peak NY-J
4Q1Spot Peak PJM
5Q2Spot Peak PJM
6Q3Spot Peak PJM
7Q4Spot Peak PJM
Data
 
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