1954
INTEGRATED RESOURCE PLANNING REPORT TO THE INDIANA UTILITY REGULATORY COMMISSION Appendix – Volume 2 Submitted Pursuant to Commission Rule 170 IAC 4-7 July 1, 2019 2018-19 I&M IRP Appendix Vol. 2, Exhibit H Model Equations & Stat. Results Page 1 of 1954

INTEGRATED RESOURCE PLANNING REPORT Vol 2 rev.1 7.1.19.pdfData revcls YEAR MONTH CUST time res1 res2 res3 com1 com2 com3 com4 com5 1 2008 1 399721 8 ‐ Jan 00000000 2 2008 1 51011

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  • INTEGRATED RESOURCE PLANNING REPORT

    TO THE

    INDIANA UTILITY REGULATORY COMMISSION

    Appendix – Volume 2

    Submitted Pursuant to

    Commission Rule 170 IAC 4-7

    July 1, 2019

    2018-19 I&M IRP Appendix Vol. 2, Exhibit H Model Equations

    & Stat. Results Page 1 of 1954

  • Exhibit H

    Indiana Michigan Power Company

    Model Equations

    Results of Statistical Tests and Input Data Sets

    Pertaining to the 2019 Load Forecast

    2018-19 I&M IRP Appendix Vol. 2, Exhibit H Model Equations

    & Stat. Results Page 2 of 1954

  • Contents

    Included herein are input data, model equations, and statistical results for the numerous forecasting models employed in developing the 2019 Load Forecast for Indiana Michigan Power Company. Those forecasted concepts that are produced judgmentally, without the use of econometric models, are not shown. The pages included are as output from the computer model. That output contains a data glossary, identifying the names of variables appearing in the models (or the variables labeled in the equations). The models are shown in the following order: Short-term Customer Models ...............................................................................................1 Short-term Large Industrial Energy .................................................................................336 Short-term Retail Energy/Usage Models ........................................................................ 338 Short-term Wholesale Energy Models .............................................................................585 Long-term Retail Customer Models ...............................................................................587 Long-term Residential Energy/Usage Model ..................................................................885 Long-term Commercial Energy Model ..........................................................................1259 Long-term Industrial Energy Model ..............................................................................1551 Long-term Other Retail Energy Model ..........................................................................1643 Long-term Wholesale Energy Models ...........................................................................1736 Demand-Side Management ............................................................................................1738 Peak Demand Model ......................................................................................................1753 Residential and Commercial SAE Documentation ........................................................1884

    2018-19 I&M IRP Appendix Vol. 2, Exhibit H Model Equations

    & Stat. Results Page 3 of 1954

  • SHORT-TERM CUSTOMERS

    2018-19 I&M IRP Appendix Vol. 2, Exhibit H Model Equations

    & Stat. Results Page 4 of 1954

  • Indiana Michigan Power Company-Indiana and Michigan

    Retail Customers Input Data Glossary

    cust-customers revcls-revenue class (1-residential; 2-commercial; 3.1-industrial; 3.2 n/a; 4-other retail) time-trend res1-residential binary variable res2-residential binary variable res3-residential binary variable res4-residential binary variable res5-residential binary variable res6-residential binary variable com1-commercial binary variable com2-commercial binary variable com3-commercial binary variable com4-commercial binary variable com4t-commercial binary variable com5-commercial binary variable com6-commercial binary variable com7-commercial binary variable ind1-industrial binary variable ind2-industrial binary variable ind3-industrial binary variable ind3slope-industrial binary variable ind4-industrial binary variable ind5-industrial binary variable ind6-industrial binary variable ind7-industrial binary variable ind8-industrial binary variable ind9-industrial binary variable or1-other retail binary variable or2-other retail binary variable or3-other retail binary variable or4-other retail binary variable or5-other retail binary variable or6-other retail binary variable or7-other retail binary variable or8-other retail binary variable or9-other retail binary variable

    2018-19 I&M IRP Appendix Vol. 2, Exhibit H Model Equations

    & Stat. Results Page 5 of 1954

  • Indiana Michigan Po

    wer Com

    pany

     ‐ Indiana

    Short‐term

     Customer M

    odels Inp

    ut Data

    revcls

    YEAR

    MONTH

    CUST

    time

    res1

    res2

    res3

    com1

    com2

    com3

    com4

    com5

    120

    081

    3997

    218‐Jan

    00

    00

    00

    00

    220

    081

    5101

    18‐Jan

    00

    00

    00

    00

    3.1

    2008

    141

    038‐Jan

    00

    00

    00

    00

    3.2

    2008

    19

    8‐Jan

    00

    00

    00

    00

    3.4

    2008

    11

    8‐Jan

    00

    00

    00

    00

    420

    081

    1711

    8‐Jan

    00

    00

    00

    00

    120

    082

    3998

    238‐Feb

    00

    00

    00

    00

    220

    082

    5087

    58‐Feb

    00

    00

    00

    00

    3.1

    2008

    241

    588‐Feb

    00

    00

    00

    00

    3.2

    2008

    29

    8‐Feb

    00

    00

    00

    00

    3.4

    2008

    21

    8‐Feb

    00

    00

    00

    00

    420

    082

    1708

    8‐Feb

    00

    00

    00

    00

    120

    083

    3996

    588‐Mar

    00

    00

    00

    00

    220

    083

    5087

    88‐Mar

    00

    00

    00

    00

    3.1

    2008

    341

    438‐Mar

    00

    00

    00

    00

    3.2

    2008

    39

    8‐Mar

    00

    00

    00

    00

    3.4

    2008

    31

    8‐Mar

    00

    00

    00

    00

    420

    083

    1697

    8‐Mar

    00

    00

    00

    00

    120

    084

    3985

    998‐Ap

    r0

    00

    00

    00

    02

    2008

    450

    990

    8‐Ap

    r0

    00

    00

    00

    03.1

    2008

    441

    518‐Ap

    r0

    00

    00

    00

    03.2

    2008

    49

    8‐Ap

    r0

    00

    00

    00

    03.4

    2008

    41

    8‐Ap

    r0

    00

    00

    00

    04

    2008

    417

    018‐Ap

    r0

    00

    00

    00

    01

    2008

    539

    7865

    8‐May

    00

    00

    00

    00

    220

    085

    5099

    88‐May

    00

    00

    00

    00

    3.1

    2008

    541

    768‐May

    00

    00

    00

    00

    3.2

    2008

    59

    8‐May

    00

    00

    00

    00

    3.4

    2008

    51

    8‐May

    00

    00

    00

    00

    420

    085

    1696

    8‐May

    00

    00

    00

    00

    120

    086

    3973

    618‐Jun

    00

    00

    00

    00

    220

    086

    5104

    38‐Jun

    00

    00

    00

    00

    3.1

    2008

    641

    798‐Jun

    00

    00

    00

    00

    3.2

    2008

    69

    8‐Jun

    00

    00

    00

    00

    2018-19 I&M IRP Appendix Vol. 2, Exhibit H Model Equations

    & Stat. Results Page 6 of 1954

  • Indiana Michigan Po

    wer Com

    pany

     ‐ Indiana

    Short‐term

     Customer M

    odels Inp

    ut Data

    revcls

    YEAR

    MONTH

    CUST

    time

    res1

    res2

    res3

    com1

    com2

    com3

    com4

    com5

    3.4

    2008

    61

    8‐Jun

    00

    00

    00

    00

    420

    086

    1701

    8‐Jun

    00

    00

    00

    00

    120

    087

    3975

    208‐Jul

    00

    00

    00

    00

    220

    087

    5112

    88‐Jul

    00

    00

    00

    00

    3.1

    2008

    741

    678‐Jul

    00

    00

    00

    00

    3.2

    2008

    79

    8‐Jul

    00

    00

    00

    00

    3.4

    2008

    71

    8‐Jul

    00

    00

    00

    00

    420

    087

    1687

    8‐Jul

    00

    00

    00

    00

    120

    088

    3978

    628‐Au

    g0

    00

    00

    00

    02

    2008

    851

    223

    8‐Au

    g0

    00

    00

    00

    03.1

    2008

    841

    588‐Au

    g0

    00

    00

    00

    03.2

    2008

    89

    8‐Au

    g0

    00

    00

    00

    03.4

    2008

    81

    8‐Au

    g0

    00

    00

    00

    04

    2008

    816

    908‐Au

    g0

    00

    00

    00

    01

    2008

    939

    7361

    8‐Sep

    00

    00

    00

    00

    220

    089

    5122

    98‐Sep

    00

    00

    00

    00

    3.1

    2008

    941

    688‐Sep

    00

    00

    00

    00

    3.2

    2008

    99

    8‐Sep

    00

    00

    00

    00

    3.4

    2008

    91

    8‐Sep

    00

    00

    00

    00

    420

    089

    1688

    8‐Sep

    00

    00

    00

    00

    120

    0810

    3974

    048‐Oct

    00

    00

    00

    00

    220

    0810

    5126

    88‐Oct

    00

    00

    00

    00

    3.1

    2008

    1041

    768‐Oct

    00

    00

    00

    00

    3.2

    2008

    109

    8‐Oct

    00

    00

    00

    00

    3.4

    2008

    101

    8‐Oct

    00

    00

    00

    00

    420

    0810

    1690

    8‐Oct

    00

    00

    00

    00

    120

    0811

    3975

    198‐Nov

    00

    00

    00

    00

    220

    0811

    5121

    68‐Nov

    00

    00

    00

    00

    3.1

    2008

    1141

    478‐Nov

    00

    00

    00

    00

    3.2

    2008

    119

    8‐Nov

    00

    00

    00

    00

    3.4

    2008

    111

    8‐Nov

    00

    00

    00

    00

    420

    0811

    1694

    8‐Nov

    00

    00

    00

    00

    120

    0812

    3980

    278‐De

    c0

    00

    00

    00

    02

    2008

    1250

    565

    8‐De

    c0

    00

    ‐10

    00

    0

    2018-19 I&M IRP Appendix Vol. 2, Exhibit H Model Equations

    & Stat. Results Page 7 of 1954

  • Indiana Michigan Po

    wer Com

    pany

     ‐ Indiana

    Short‐term

     Customer M

    odels Inp

    ut Data

    revcls

    YEAR

    MONTH

    CUST

    time

    res1

    res2

    res3

    com1

    com2

    com3

    com4

    com5

    3.1

    2008

    1240

    908‐De

    c0

    00

    00

    00

    03.2

    2008

    129

    8‐De

    c0

    00

    00

    00

    03.4

    2008

    121

    8‐De

    c0

    00

    00

    00

    04

    2008

    1217

    058‐De

    c0

    00

    00

    00

    01

    2009

    139

    8950

    9‐Jan

    00

    00

    00

    00

    220

    091

    5175

    19‐Jan

    00

    01

    00

    00

    3.1

    2009

    142

    279‐Jan

    00

    00

    00

    00

    3.2

    2009

    19

    9‐Jan

    00

    00

    00

    00

    3.4

    2009

    11

    9‐Jan

    00

    00

    00

    00

    420

    091

    1711

    9‐Jan

    00

    00

    00

    00

    120

    092

    3981

    589‐Feb

    00

    00

    00

    00

    220

    092

    5126

    39‐Feb

    00

    00

    00

    00

    3.1

    2009

    241

    869‐Feb

    00

    00

    00

    00

    3.2

    2009

    29

    9‐Feb

    00

    00

    00

    00

    3.4

    2009

    21

    9‐Feb

    00

    00

    00

    00

    420

    092

    1710

    9‐Feb

    00

    00

    00

    00

    120

    093

    3993

    689‐Mar

    00

    00

    00

    00

    220

    093

    5171

    29‐Mar

    00

    00

    00

    00

    3.1

    2009

    342

    709‐Mar

    00

    00

    00

    00

    3.2

    2009

    39

    9‐Mar

    00

    00

    00

    00

    3.4

    2009

    31

    9‐Mar

    00

    00

    00

    00

    420

    093

    1704

    9‐Mar

    00

    00

    00

    00

    120

    094

    3966

    329‐Ap

    r0

    00

    00

    00

    02

    2009

    451

    334

    9‐Ap

    r0

    00

    00

    00

    03.1

    2009

    441

    909‐Ap

    r0

    00

    00

    00

    03.2

    2009

    49

    9‐Ap

    r0

    00

    00

    00

    03.4

    2009

    41

    9‐Ap

    r0

    00

    00

    00

    04

    2009

    416

    929‐Ap

    r0

    00

    00

    00

    01

    2009

    539

    6399

    9‐May

    00

    00

    00

    00

    220

    095

    5123

    59‐May

    00

    00

    00

    00

    3.1

    2009

    541

    769‐May

    00

    00

    00

    00

    3.2

    2009

    59

    9‐May

    00

    00

    00

    00

    3.4

    2009

    51

    9‐May

    00

    00

    00

    00

    420

    095

    1696

    9‐May

    00

    00

    00

    00

    2018-19 I&M IRP Appendix Vol. 2, Exhibit H Model Equations

    & Stat. Results Page 8 of 1954

  • Indiana Michigan Po

    wer Com

    pany

     ‐ Indiana

    Short‐term

     Customer M

    odels Inp

    ut Data

    revcls

    YEAR

    MONTH

    CUST

    time

    res1

    res2

    res3

    com1

    com2

    com3

    com4

    com5

    120

    096

    3962

    319‐Jun

    00

    00

    00

    00

    220

    096

    5133

    49‐Jun

    00

    00

    00

    00

    3.1

    2009

    641

    869‐Jun

    00

    00

    00

    00

    3.2

    2009

    69

    9‐Jun

    00

    00

    00

    00

    3.4

    2009

    61

    9‐Jun

    00

    00

    00

    00

    420

    096

    1692

    9‐Jun

    00

    00

    00

    00

    120

    097

    3961

    859‐Jul

    00

    00

    00

    00

    220

    097

    5138

    39‐Jul

    00

    00

    00

    00

    3.1

    2009

    741

    979‐Jul

    00

    00

    00

    00

    3.2

    2009

    79

    9‐Jul

    00

    00

    00

    00

    3.4

    2009

    71

    9‐Jul

    00

    00

    00

    00

    420

    097

    1705

    9‐Jul

    00

    00

    00

    00

    120

    098

    3964

    039‐Au

    g0

    00

    00

    00

    02

    2009

    851

    269

    9‐Au

    g0

    00

    00

    00

    03.1

    2009

    841

    809‐Au

    g0

    00

    00

    00

    03.2

    2009

    89

    9‐Au

    g0

    00

    00

    00

    03.4

    2009

    81

    9‐Au

    g0

    00

    00

    00

    04

    2009

    817

    029‐Au

    g0

    00

    00

    00

    01

    2009

    939

    6466

    9‐Sep

    00

    00

    00

    00

    220

    099

    5136

    09‐Sep

    00

    00

    00

    00

    3.1

    2009

    941

    689‐Sep

    00

    00

    00

    00

    3.2

    2009

    99

    9‐Sep

    00

    00

    00

    00

    3.4

    2009

    91

    9‐Sep

    00

    00

    00

    00

    420

    099

    1700

    9‐Sep

    00

    00

    00

    00

    120

    0910

    3957

    239‐Oct

    00

    00

    00

    00

    220

    0910

    5151

    89‐Oct

    00

    00

    00

    00

    3.1

    2009

    1041

    979‐Oct

    00

    00

    00

    00

    3.2

    2009

    109

    9‐Oct

    00

    00

    00

    00

    3.4

    2009

    101

    9‐Oct

    00

    00

    00

    00

    420

    0910

    1698

    9‐Oct

    00

    00

    00

    00

    120

    0911

    3967

    749‐Nov

    00

    00

    00

    00

    220

    0911

    5145

    49‐Nov

    00

    00

    00

    00

    3.1

    2009

    1141

    489‐Nov

    00

    00

    00

    00

    3.2

    2009

    119

    9‐Nov

    00

    00

    00

    00

    2018-19 I&M IRP Appendix Vol. 2, Exhibit H Model Equations

    & Stat. Results Page 9 of 1954

  • Indiana Michigan Po

    wer Com

    pany

     ‐ Indiana

    Short‐term

     Customer M

    odels Inp

    ut Data

    revcls

    YEAR

    MONTH

    CUST

    time

    res1

    res2

    res3

    com1

    com2

    com3

    com4

    com5

    3.4

    2009

    111

    9‐Nov

    00

    00

    00

    00

    420

    0911

    1711

    9‐Nov

    00

    00

    00

    00

    120

    0912

    3978

    539‐De

    c0

    00

    00

    00

    02

    2009

    1251

    250

    9‐De

    c0

    00

    00

    00

    03.1

    2009

    1240

    669‐De

    c0

    00

    00

    00

    03.2

    2009

    129

    9‐De

    c0

    00

    00

    00

    03.4

    2009

    121

    9‐De

    c0

    00

    00

    00

    04

    2009

    1217

    029‐De

    c0

    00

    00

    00

    01

    2010

    139

    8337

    10‐Jan

    00

    00

    00

    00

    220

    101

    5147

    010

    ‐Jan

    00

    00

    00

    00

    3.1

    2010

    141

    3510

    ‐Jan

    00

    00

    00

    00

    3.2

    2010

    19

    10‐Jan

    00

    00

    00

    00

    3.4

    2010

    11

    10‐Jan

    00

    00

    00

    00

    420

    101

    1712

    10‐Jan

    00

    00

    00

    00

    120

    102

    3905

    8110

    ‐Feb

    ‐10

    00

    00

    00

    220

    102

    5029

    710

    ‐Feb

    00

    00

    ‐10

    00

    3.1

    2010

    238

    7310

    ‐Feb

    00

    00

    00

    00

    3.2

    2010

    29

    10‐Feb

    00

    00

    00

    00

    3.4

    2010

    21

    10‐Feb

    00

    00

    00

    00

    420

    102

    1668

    10‐Feb

    00

    00

    00

    00

    120

    103

    4072

    8910

    ‐Mar

    10

    00

    00

    00

    220

    103

    5309

    010

    ‐Mar

    00

    00

    10

    00

    3.1

    2010

    344

    2810

    ‐Mar

    00

    00

    00

    00

    3.2

    2010

    39

    10‐M

    ar0

    00

    00

    00

    03.4

    2010

    31

    10‐M

    ar0

    00

    00

    00

    04

    2010

    317

    3810

    ‐Mar

    00

    00

    00

    00

    120

    104

    3976

    8710

    ‐Apr

    00

    00

    00

    00

    220

    104

    5155

    610

    ‐Apr

    00

    00

    00

    00

    3.1

    2010

    441

    2210

    ‐Apr

    00

    00

    00

    00

    3.2

    2010

    49

    10‐Apr

    00

    00

    00

    00

    3.4

    2010

    41

    10‐Apr

    00

    00

    00

    00

    420

    104

    1690

    10‐Apr

    00

    00

    00

    00

    120

    105

    3966

    6310

    ‐May

    00

    00

    00

    00

    220

    105

    5145

    410

    ‐May

    00

    00

    00

    00

    2018-19 I&M IRP Appendix Vol. 2, Exhibit H Model Equations

    & Stat. Results Page 10 of 1954

  • Indiana Michigan Po

    wer Com

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    Short‐term

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    revcls

    YEAR

    MONTH

    CUST

    time

    res1

    res2

    res3

    com1

    com2

    com3

    com4

    com5

    3.1

    2010

    541

    0410

    ‐May

    00

    00

    00

    00

    3.2

    2010

    59

    10‐M

    ay0

    00

    00

    00

    03.4

    2010

    51

    10‐M

    ay0

    00

    00

    00

    04

    2010

    516

    8510

    ‐May

    00

    00

    00

    00

    120

    106

    3969

    4810

    ‐Jun

    00

    00

    00

    00

    220

    106

    5158

    210

    ‐Jun

    00

    00

    00

    00

    3.1

    2010

    641

    1410

    ‐Jun

    00

    00

    00

    00

    3.2

    2010

    69

    10‐Jun

    00

    00

    00

    00

    3.4

    2010

    61

    10‐Jun

    00

    00

    00

    00

    420

    106

    1683

    10‐Jun

    00

    00

    00

    00

    120

    107

    3969

    6310

    ‐Jul

    00

    00

    00

    00

    220

    107

    5160

    910

    ‐Jul

    00

    00

    00

    00

    3.1

    2010

    741

    5010

    ‐Jul

    00

    00

    00

    00

    3.2

    2010

    79

    10‐Jul

    00

    00

    00

    00

    3.4

    2010

    71

    10‐Jul

    00

    00

    00

    00

    420

    107

    1683

    10‐Jul

    00

    00

    00

    00

    120

    108

    3965

    6410

    ‐Aug

    00

    00

    00

    00

    220

    108

    5146

    110

    ‐Aug

    00

    00

    00

    00

    3.1

    2010

    840

    8310

    ‐Aug

    00

    00

    00

    00

    3.2

    2010

    89

    10‐Aug

    00

    00

    00

    00

    3.4

    2010

    81

    10‐Aug

    00

    00

    00

    00

    420

    108

    1676

    10‐Aug

    00

    00

    00

    00

    120

    109

    3965

    6010

    ‐Sep

    00

    00

    00

    00

    220

    109

    5148

    510

    ‐Sep

    00

    00

    00

    00

    3.1

    2010

    940

    5510

    ‐Sep

    00

    00

    00

    00

    3.2

    2010

    99

    10‐Sep

    00

    00

    00

    00

    3.4

    2010

    91

    10‐Sep

    00

    00

    00

    00

    420

    109

    1670

    10‐Sep

    00

    00

    00

    00

    120

    1010

    3967

    8310

    ‐Oct

    00

    00

    00

    00

    220

    1010

    5165

    310

    ‐Oct

    00

    00

    00

    00

    3.1

    2010

    1041

    3910

    ‐Oct

    00

    00

    00

    00

    3.2

    2010

    109

    10‐Oct

    00

    00

    00

    00

    3.4

    2010

    101

    10‐Oct

    00

    00

    00

    00

    420

    1010

    1666

    10‐Oct

    00

    00

    00

    00

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    120

    1011

    3973

    9310

    ‐Nov

    00

    00

    00

    00

    220

    1011

    5167

    110

    ‐Nov

    00

    00

    00

    00

    3.1

    2010

    1141

    1510

    ‐Nov

    00

    00

    00

    00

    3.2

    2010

    119

    10‐Nov

    00

    00

    00

    00

    3.4

    2010

    111

    10‐Nov

    00

    00

    00

    00

    420

    1011

    1679

    10‐Nov

    00

    00

    00

    00

    120

    1012

    3976

    3510

    ‐Dec

    00

    00

    00

    00

    220

    1012

    5085

    310

    ‐Dec

    00

    00

    0‐1

    00

    3.1

    2010

    1239

    8310

    ‐Dec

    00

    00

    00

    00

    3.2

    2010

    129

    10‐Dec

    00

    00

    00

    00

    3.4

    2010

    121

    10‐Dec

    00

    00

    00

    00

    420

    1012

    1663

    10‐Dec

    00

    00

    00

    00

    120

    111

    3998

    9811

    ‐Jan

    00

    00

    00

    00

    220

    111

    5211

    311

    ‐Jan

    00

    00

    01

    00

    3.1

    2011

    141

    1111

    ‐Jan

    00

    00

    00

    00

    3.2

    2011

    19

    11‐Jan

    00

    00

    00

    00

    3.4

    2011

    11

    11‐Jan

    00

    00

    00

    00

    420

    111

    1682

    11‐Jan

    00

    00

    00

    00

    120

    112

    3896

    5211

    ‐Feb

    0‐1

    00

    00

    00

    220

    112

    5038

    911

    ‐Feb

    00

    00

    00

    10

    3.1

    2011

    238

    0911

    ‐Feb

    00

    00

    00

    00

    3.2

    2011

    29

    11‐Feb

    00

    00

    00

    00

    3.4

    2011

    21

    11‐Feb

    00

    00

    00

    00

    420

    112

    1622

    11‐Feb

    00

    00

    00

    00

    120

    113

    4077

    3011

    ‐Mar

    01

    00

    00

    00

    220

    113

    5363

    011

    ‐Mar

    00

    00

    00

    01

    3.1

    2011

    344

    3411

    ‐Mar

    00

    00

    00

    00

    3.2

    2011

    39

    11‐M

    ar0

    00

    00

    00

    03.4

    2011

    31

    11‐M

    ar0

    00

    00

    00

    04

    2011

    317

    0311

    ‐Mar

    00

    00

    00

    00

    120

    114

    3974

    0911

    ‐Apr

    00

    00

    00

    00

    220

    114

    5164

    111

    ‐Apr

    00

    00

    00

    00

    3.1

    2011

    440

    9111

    ‐Apr

    00

    00

    00

    00

    3.2

    2011

    49

    11‐Apr

    00

    00

    00

    00

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    3.4

    2011

    41

    11‐Apr

    00

    00

    00

    00

    420

    114

    1659

    11‐Apr

    00

    00

    00

    00

    120

    115

    3971

    0211

    ‐May

    00

    00

    00

    00

    220

    115

    5158

    111

    ‐May

    00

    00

    00

    00

    3.1

    2011

    540

    9611

    ‐May

    00

    00

    00

    00

    3.2

    2011

    59

    11‐M

    ay0

    00

    00

    00

    03.4

    2011

    51

    11‐M

    ay0

    00

    00

    00

    04

    2011

    516

    6011

    ‐May

    00

    00

    00

    00

    120

    116

    3964

    9011

    ‐Jun

    00

    00

    00

    00

    220

    116

    5163

    911

    ‐Jun

    00

    00

    00

    00

    3.1

    2011

    640

    9211

    ‐Jun

    00

    00

    00

    00

    3.2

    2011

    69

    11‐Jun

    00

    00

    00

    00

    3.4

    2011

    61

    11‐Jun

    00

    00

    00

    00

    420

    116

    1660

    11‐Jun

    00

    00

    00

    00

    120

    117

    3962

    2211

    ‐Jul

    00

    00

    00

    00

    220

    117

    5140

    811

    ‐Jul

    00

    00

    00

    00

    3.1

    2011

    740

    7011

    ‐Jul

    00

    00

    00

    00

    3.2

    2011

    79

    11‐Jul

    00

    00

    00

    00

    3.4

    2011

    71

    11‐Jul

    00

    00

    00

    00

    420

    117

    1657

    11‐Jul

    00

    00

    00

    00

    120

    118

    3969

    6711

    ‐Aug

    00

    00

    00

    00

    220

    118

    5181

    211

    ‐Aug

    00

    00

    00

    00

    3.1

    2011

    841

    0611

    ‐Aug

    00

    00

    00

    00

    3.2

    2011

    89

    11‐Aug

    00

    00

    00

    00

    3.4

    2011

    81

    11‐Aug

    00

    00

    00

    00

    420

    118

    1655

    11‐Aug

    00

    00

    00

    00

    120

    119

    3968

    0911

    ‐Sep

    00

    00

    00

    00

    220

    119

    5159

    411

    ‐Sep

    00

    00

    00

    00

    3.1

    2011

    940

    9711

    ‐Sep

    00

    00

    00

    00

    3.2

    2011

    99

    11‐Sep

    00

    00

    00

    00

    3.4

    2011

    91

    11‐Sep

    00

    00

    00

    00

    420

    119

    1521

    11‐Sep

    00

    00

    00

    00

    120

    1110

    3966

    2311

    ‐Oct

    00

    00

    00

    00

    220

    1110

    5162

    711

    ‐Oct

    00

    00

    00

    00

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    3.1

    2011

    1041

    0511

    ‐Oct

    00

    00

    00

    00

    3.2

    2011

    109

    11‐Oct

    00

    00

    00

    00

    3.4

    2011

    101

    11‐Oct

    00

    00

    00

    00

    420

    1110

    1792

    11‐Oct

    00

    00

    00

    00

    120

    1111

    3971

    3511

    ‐Nov

    00

    00

    00

    00

    220

    1111

    5161

    211

    ‐Nov

    00

    00

    00

    00

    3.1

    2011

    1140

    8511

    ‐Nov

    00

    00

    00

    00

    3.2

    2011

    119

    11‐Nov

    00

    00

    00

    00

    3.4

    2011

    111

    11‐Nov

    00

    00

    00

    00

    420

    1111

    1663

    11‐Nov

    00

    00

    00

    00

    120

    1112

    3977

    5011

    ‐Dec

    00

    00

    00

    00

    220

    1112

    5152

    011

    ‐Dec

    00

    00

    00

    00

    3.1

    2011

    1240

    7611

    ‐Dec

    00

    00

    00

    00

    3.2

    2011

    129

    11‐Dec

    00

    00

    00

    00

    3.4

    2011

    121

    11‐Dec

    00

    00

    00

    00

    420

    1112

    1662

    11‐Dec

    00

    00

    00

    00

    120

    121

    3983

    6712

    ‐Jan

    00

    00

    00

    00

    220

    121

    5182

    012

    ‐Jan

    00

    00

    00

    00

    3.1

    2012

    141

    0912

    ‐Jan

    00

    00

    00

    00

    3.2

    2012

    19

    12‐Jan

    00

    00

    00

    00

    3.4

    2012

    11

    12‐Jan

    00

    00

    00

    00

    420

    121

    1669

    12‐Jan

    00

    00

    00

    00

    120

    122

    3985

    3012

    ‐Feb

    00

    00

    00

    00

    220

    122

    5169

    912

    ‐Feb

    00

    00

    00

    00

    3.1

    2012

    240

    9012

    ‐Feb

    00

    00

    00

    00

    3.2

    2012

    29

    12‐Feb

    00

    00

    00

    00

    3.4

    2012

    21

    12‐Feb

    00

    00

    00

    00

    420

    122

    1655

    12‐Feb

    00

    00

    00

    00

    120

    123

    3985

    1612

    ‐Mar

    00

    00

    00

    00

    220

    123

    5168

    012

    ‐Mar

    00

    00

    00

    00

    3.1

    2012

    340

    9012

    ‐Mar

    00

    00

    00

    00

    3.2

    2012

    39

    12‐M

    ar0

    00

    00

    00

    03.4

    2012

    31

    12‐M

    ar0

    00

    00

    00

    04

    2012

    314

    9512

    ‐Mar

    00

    00

    00

    00

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    res2

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    120

    124

    3981

    0912

    ‐Apr

    00

    00

    00

    00

    220

    124

    5172

    712

    ‐Apr

    00

    00

    00

    00

    3.1

    2012

    440

    8112

    ‐Apr

    00

    00

    00

    00

    3.2

    2012

    49

    12‐Apr

    00

    00

    00

    00

    3.4

    2012

    41

    12‐Apr

    00

    00

    00

    00

    420

    124

    1817

    12‐Apr

    00

    00

    00

    00

    120

    125

    3979

    8212

    ‐May

    00

    00

    00

    00

    220

    125

    5172

    712

    ‐May

    00

    00

    00

    00

    3.1

    2012

    540

    9212

    ‐May

    00

    00

    00

    00

    3.2

    2012

    59

    12‐M

    ay0

    00

    00

    00

    03.4

    2012

    51

    12‐M

    ay0

    00

    00

    00

    04

    2012

    516

    5512

    ‐May

    00

    00

    00

    00

    120

    126

    3973

    9212

    ‐Jun

    00

    00

    00

    00

    220

    126

    5170

    612

    ‐Jun

    00

    00

    00

    00

    3.1

    2012

    640

    8312

    ‐Jun

    00

    00

    00

    00

    3.2

    2012

    69

    12‐Jun

    00

    00

    00

    00

    3.4

    2012

    61

    12‐Jun

    00

    00

    00

    00

    420

    126

    1655

    12‐Jun

    00

    00

    00

    00

    120

    127

    3975

    3612

    ‐Jul

    00

    00

    00

    00

    220

    127

    5178

    312

    ‐Jul

    00

    00

    00

    00

    3.1

    2012

    740

    8212

    ‐Jul

    00

    00

    00

    00

    3.2

    2012

    79

    12‐Jul

    00

    00

    00

    00

    3.4

    2012

    71

    12‐Jul

    00

    00

    00

    00

    420

    127

    1654

    12‐Jul

    00

    00

    00

    00

    120

    128

    3973

    2512

    ‐Aug

    00

    00

    00

    00

    220

    128

    5172

    712

    ‐Aug

    00

    00

    00

    00

    3.1

    2012

    840

    9612

    ‐Aug

    00

    00

    00

    00

    3.2

    2012

    89

    12‐Aug

    00

    00

    00

    00

    3.4

    2012

    81

    12‐Aug

    00

    00

    00

    00

    420

    128

    1656

    12‐Aug

    00

    00

    00

    00

    120

    129

    3976

    2112

    ‐Sep

    00

    00

    00

    00

    220

    129

    5185

    712

    ‐Sep

    00

    00

    00

    00

    3.1

    2012

    940

    9712

    ‐Sep

    00

    00

    00

    00

    3.2

    2012

    99

    12‐Sep

    00

    00

    00

    00

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    91

    12‐Sep

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    420

    129

    1649

    12‐Sep

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    120

    1210

    3980

    0312

    ‐Oct

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    00

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    220

    1210

    5196

    012

    ‐Oct

    00

    00

    00

    00

    3.1

    2012

    1040

    9812

    ‐Oct

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    00

    00

    00

    3.2

    2012

    109

    12‐Oct

    00

    00

    00

    00

    3.4

    2012

    101

    12‐Oct

    00

    00

    00

    00

    420

    1210

    1644

    12‐Oct

    00

    00

    00

    00

    120

    1211

    3983

    8012

    ‐Nov

    00

    00

    00

    00

    220

    1211

    5186

    112

    ‐Nov

    00

    00

    00

    00

    3.1

    2012

    1140

    7712

    ‐Nov

    00

    00

    00

    00

    3.2

    2012

    119

    12‐Nov

    00

    00

    00

    00

    3.4

    2012

    111

    12‐Nov

    00

    00

    00

    00

    420

    1211

    1657

    12‐Nov

    00

    00

    00

    00

    120

    1212

    3988

    9812

    ‐Dec

    00

    00

    00

    00

    220

    1212

    5185

    612

    ‐Dec

    00

    00

    00

    00

    3.1

    2012

    1240

    6112

    ‐Dec

    00

    00

    00

    00

    3.2

    2012

    129

    12‐Dec

    00

    00

    00

    00

    3.4

    2012

    121

    12‐Dec

    00

    00

    00

    00

    420

    1212

    1655

    12‐Dec

    00

    00

    00

    00

    120

    131

    4004

    8413

    ‐Jan

    00

    00

    00

    00

    220

    131

    5202

    413

    ‐Jan

    00

    00

    00

    00

    3.1

    2013

    141

    0213

    ‐Jan

    00

    00

    00

    00

    3.2

    2013

    19

    13‐Jan

    00

    00

    00

    00

    3.4

    2013

    11

    13‐Jan

    00

    00

    00

    00

    420

    131

    1654

    13‐Jan

    00

    00

    00

    00

    120

    132

    3998

    0013

    ‐Feb

    00

    00

    00

    00

    220

    132

    5182

    813

    ‐Feb

    00

    00

    00

    00

    3.1

    2013

    240

    7013

    ‐Feb

    00

    00

    00

    00

    3.2

    2013

    29

    13‐Feb

    00

    00

    00

    00

    3.4

    2013

    21

    13‐Feb

    00

    00

    00

    00

    420

    132

    1720

    13‐Feb

    00

    00

    00

    00

    120

    133

    4003

    3213

    ‐Mar

    00

    00

    00

    00

    220

    133

    5113

    113

    ‐Mar

    00

    00

    00

    00

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    3.1

    2013

    340

    4213

    ‐Mar

    00

    00

    00

    00

    3.2

    2013

    39

    13‐M

    ar0

    00

    00

    00

    03.4

    2013

    31

    13‐M

    ar0

    00

    00

    00

    04

    2013

    315

    3713

    ‐Mar

    00

    00

    00

    00

    120

    134

    3988

    1913

    ‐Apr

    00

    00

    00

    00

    220

    134

    5264

    513

    ‐Apr

    00

    00

    00

    00

    3.1

    2013

    441

    0913

    ‐Apr

    00

    00

    00

    00

    3.2

    2013

    49

    13‐Apr

    00

    00

    00

    00

    3.4

    2013

    41

    13‐Apr

    00

    00

    00

    00

    420

    134

    1666

    13‐Apr

    00

    00

    00

    00

    120

    135

    3989

    0413

    ‐May

    00

    00

    00

    00

    220

    135

    5191

    213

    ‐May

    00

    00

    00

    00

    3.1

    2013

    540

    5813

    ‐May

    00

    00

    00

    00

    3.2

    2013

    59

    13‐M

    ay0

    00

    00

    00

    03.4

    2013

    51

    13‐M

    ay0

    00

    00

    00

    04

    2013

    516

    4013

    ‐May

    00

    00

    00

    00

    120

    136

    3984

    7813

    ‐Jun

    00

    00

    00

    00

    220

    136

    5194

    313

    ‐Jun

    00

    00

    00

    00

    3.1

    2013

    640

    5713

    ‐Jun

    00

    00

    00

    00

    3.2

    2013

    69

    13‐Jun

    00

    00

    00

    00

    3.4

    2013

    61

    13‐Jun

    00

    00

    00

    00

    420

    136

    1639

    13‐Jun

    00

    00

    00

    00

    120

    137

    3988

    8713

    ‐Jul

    00

    00

    00

    00

    220

    137

    5213

    513

    ‐Jul

    00

    00

    00

    00

    3.1

    2013

    740

    6713

    ‐Jul

    00

    00

    00

    00

    3.2

    2013

    79

    13‐Jul

    00

    00

    00

    00

    3.4

    2013

    71

    13‐Ju

    l0

    00

    00

    00

    04

    2013

    716

    4113

    ‐Jul

    00

    00

    00

    00

    120

    138

    3986

    5213

    ‐Aug

    00

    00

    00

    00

    220

    138

    5221

    013

    ‐Aug

    00

    00

    00

    00

    3.1

    2013

    840

    6613

    ‐Aug

    00

    00

    00

    00

    3.2

    2013

    89

    13‐Aug

    00

    00

    00

    00

    3.4

    2013

    81

    13‐Aug

    00

    00

    00

    00

    420

    138

    1637

    13‐Aug

    00

    00

    00

    00

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    3992

    9413

    ‐Sep

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    00

    00

    00

    220

    139

    5201

    013

    ‐Sep

    00

    00

    00

    00

    3.1

    2013

    940

    6713

    ‐Sep

    00

    00

    00

    00

    3.2

    2013

    99

    13‐Sep

    00

    00

    00

    00

    3.4

    2013

    91

    13‐Sep

    00

    00

    00

    00

    420

    139

    1636

    13‐Sep

    00

    00

    00

    00

    120

    1310

    4019

    7013

    ‐Oct

    00

    10

    00

    00

    220

    1310

    5232

    913

    ‐Oct

    00

    00

    00

    00

    3.1

    2013

    1040

    7213

    ‐Oct

    00

    00

    00

    00

    3.2

    2013

    109

    13‐Oct

    00

    00

    00

    00

    3.4

    2013

    101

    13‐Oct

    00

    00

    00

    00

    420

    1310

    1657

    13‐Oct

    00

    00

    00

    00

    120

    1311

    3999

    9013

    ‐Nov

    00

    00

    00

    00

    220

    1311

    5197

    513

    ‐Nov

    00

    00

    00

    00

    3.1

    2013

    1140

    4013

    ‐Nov

    00

    00

    00

    00

    3.2

    2013

    119

    13‐Nov

    00

    00

    00

    00

    3.4

    2013

    111

    13‐Nov

    00

    00

    00

    00

    420

    1311

    1646

    13‐Nov

    00

    00

    00

    00

    120

    1312

    4013

    1313

    ‐Dec

    00

    00

    00

    00

    220

    1312

    5204

    213

    ‐Dec

    00

    00

    00

    00

    3.1

    2013

    1240

    3713

    ‐Dec

    00

    00

    00

    00

    3.2

    2013

    129

    13‐Dec

    00

    00

    00

    00

    3.4

    2013

    121

    13‐Dec

    00

    00

    00

    00

    420

    1312

    1645

    13‐Dec

    00

    00

    00

    00

    120

    141

    4015

    4814

    ‐Jan

    00

    00

    00

    00

    220

    141

    5208

    314

    ‐Jan

    00

    00

    00

    00

    3.1

    2014

    140

    2714

    ‐Jan

    00

    00

    00

    00

    3.2

    2014

    19

    14‐Jan

    00

    00

    00

    00

    3.4

    2014

    11

    14‐Jan

    00

    00

    00

    00

    420

    141

    1645

    14‐Jan

    00

    00

    00

    00

    120

    142

    4001

    6914

    ‐Feb

    00

    00

    00

    00

    220

    142

    5178

    214

    ‐Feb

    00

    00

    00

    00

    3.1

    2014

    240

    3514

    ‐Feb

    00

    00

    00

    00

    3.2

    2014

    29

    14‐Feb

    00

    00

    00

    00

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    21

    14‐Feb

    00

    00

    00

    00

    420

    142

    1634

    14‐Feb

    00

    00

    00

    00

    120

    143

    4015

    8214

    ‐Mar

    00

    00

    00

    00

    220

    143

    5198

    914

    ‐Mar

    00

    00

    00

    00

    3.1

    2014

    340

    3714

    ‐Mar

    00

    00

    00

    00

    3.2

    2014

    39

    14‐M

    ar0

    00

    00

    00

    03.4

    2014

    31

    14‐M

    ar0

    00

    00

    00

    04

    2014

    316

    4014

    ‐Mar

    00

    00

    00

    00

    120

    144

    4010

    9014

    ‐Apr

    00

    00

    00

    00

    220

    144

    5200

    914

    ‐Apr

    00

    00

    00

    00

    3.1

    2014

    440

    2214

    ‐Apr

    00

    00

    00

    00

    3.2

    2014

    49

    14‐Apr

    00

    00

    00

    00

    3.4

    2014

    41

    14‐Apr

    00

    00

    00

    00

    420

    144

    1615

    14‐Apr

    00

    00

    00

    00

    120

    145

    3996

    3714

    ‐May

    00

    00

    00

    00

    220

    145

    5196

    414

    ‐May

    00

    00

    00

    00

    3.1

    2014

    540

    3114

    ‐May

    00

    00

    00

    00

    3.2

    2014

    59

    14‐M

    ay0

    00

    00

    00

    03.4

    2014

    51

    14‐M

    ay0

    00

    00

    00

    04

    2014

    516

    2214

    ‐May

    00

    00

    00

    00

    120

    146

    3992

    7314

    ‐Jun

    00

    00

    00

    00

    220

    146

    5196

    514

    ‐Jun

    00

    00

    00

    00

    3.1

    2014

    640

    2614

    ‐Jun

    00

    00

    00

    00

    3.2

    2014

    69

    14‐Jun

    00

    00

    00

    00

    3.4

    2014

    61

    14‐Jun

    00

    00

    00

    00

    420

    146

    1621

    14‐Jun

    00

    00

    00

    00

    120

    147

    3990

    3014

    ‐Jul

    00

    00

    00

    00

    220

    147

    5192

    914

    ‐Jul

    00

    00

    00

    00

    3.1

    2014

    740

    1914

    ‐Jul

    00

    00

    00

    00

    3.2

    2014

    79

    14‐Jul

    00

    00

    00

    00

    3.4

    2014

    71

    14‐Jul

    00

    00

    00

    00

    420

    147

    1621

    14‐Jul

    00

    00

    00

    00

    120

    148

    4000

    6014

    ‐Aug

    00

    00

    00

    00

    220

    148

    5218

    514

    ‐Aug

    00

    00

    00

    00

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    840

    1714

    ‐Aug

    00

    00

    00

    00

    3.2

    2014

    89

    14‐Aug

    00

    00

    00

    00

    3.4

    2014

    81

    14‐Aug

    00

    00

    00

    00

    420

    148

    1598

    14‐Aug

    00

    00

    00

    00

    120

    149

    4001

    1014

    ‐Sep

    00

    00

    00

    00

    220

    149

    5210

    314

    ‐Sep

    00

    00

    00

    00

    3.1

    2014

    940

    2014

    ‐Sep

    00

    00

    00

    00

    3.2

    2014

    99

    14‐Sep

    00

    00

    00

    00

    3.4

    2014

    91

    14‐Sep

    00

    00

    00

    00

    420

    149

    1594

    14‐Sep

    00

    00

    00

    00

    120

    1410

    3997

    2414

    ‐Oct

    00

    00

    00

    00

    220

    1410

    5204

    614

    ‐Oct

    00

    00

    00

    00

    3.1

    2014

    1040

    0714

    ‐Oct

    00

    00

    00

    00

    3.2

    2014

    109

    14‐Oct

    00

    00

    00

    00

    3.4

    2014

    101

    14‐Oct

    00

    00

    00

    00

    420

    1410

    1590

    14‐Oct

    00

    00

    00

    00

    120

    1411

    4011

    2114

    ‐Nov

    00

    00

    00

    00

    220

    1411

    5219

    814

    ‐Nov

    00

    00

    00

    00

    3.1

    2014

    1140

    1514

    ‐Nov

    00

    00

    00

    00

    3.2

    2014

    119

    14‐Nov

    00

    00

    00

    00

    3.4

    2014

    111

    14‐Nov

    00

    00

    00

    00

    420

    1411

    1610

    14‐Nov

    00

    00

    00

    00

    120

    1412

    4020

    9514

    ‐Dec

    00

    00

    00

    00

    220

    1412

    5223

    214

    ‐Dec

    00

    00

    00

    00

    3.1

    2014

    1240

    0014

    ‐Dec

    00

    00

    00

    00

    3.2

    2014

    129

    14‐Dec

    00

    00

    00

    00

    3.4

    2014

    121

    14‐Dec

    00

    00

    00

    00

    420

    1412

    1600

    14‐Dec

    00

    00

    00

    00

    120

    151

    4019

    1315

    ‐Jan

    00

    00

    00

    00

    220

    151

    5206

    715

    ‐Jan

    00

    00

    00

    00

    3.1

    2015

    140

    0115

    ‐Jan

    00

    00

    00

    00

    3.2

    2015

    19

    15‐Jan

    00

    00

    00

    00

    3.4

    2015

    11

    15‐Jan

    00

    00

    00

    00

    420

    151

    1595

    15‐Jan

    00

    00

    00

    00

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    4029

    5815

    ‐Feb

    00

    00

    00

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    152

    5225

    615

    ‐Feb

    00

    00

    00

    00

    3.1

    2015

    240

    0015

    ‐Feb

    00

    00

    00

    00

    3.2

    2015

    29

    15‐Feb

    00

    00

    00

    00

    3.4

    2015

    21

    15‐Feb

    00

    00

    00

    00

    420

    152

    1600

    15‐Feb

    00

    00

    00

    00

    120

    153

    4029

    5615

    ‐Mar

    00

    00

    00

    00

    220

    153

    5235

    615

    ‐Mar

    00

    00

    00

    00

    3.1

    2015

    340

    4715

    ‐Mar

    00

    00

    00

    00

    3.2

    2015

    39

    15‐M

    ar0

    00

    00

    00

    03.4

    2015

    31

    15‐M

    ar0

    00

    00

    00

    04

    2015

    316

    0415

    ‐Mar

    00

    00

    00

    00

    120

    154

    4019

    2315

    ‐Apr

    00

    00

    00

    00

    220

    154

    5224

    415

    ‐Apr

    00

    00

    00

    00

    3.1

    2015

    440

    3215

    ‐Apr

    00

    00

    00

    00

    3.2

    2015

    49

    15‐Apr

    00

    00

    00

    00

    3.4

    2015

    41

    15‐Apr

    00

    00

    00

    00

    420

    154

    1589

    15‐Apr

    00

    00

    00

    00

    120

    155

    4002

    6515

    ‐May

    00

    00

    00

    00

    220

    155

    5209

    815

    ‐May

    00

    00

    00

    00

    3.1

    2015

    539

    6615

    ‐May

    00

    00

    00

    00

    3.2

    2015

    59

    15‐M

    ay0

    00

    00

    00

    03.4

    2015

    51

    15‐M

    ay0

    00

    00

    00

    04

    2015

    515

    8215

    ‐May

    00

    00

    00

    00

    120

    156

    4014

    0515

    ‐Jun

    00

    00

    00

    00

    220

    156

    5245

    115

    ‐Jun

    00

    00

    00

    00

    3.1

    2015

    640

    1015

    ‐Jun

    00

    00

    00

    00

    3.2

    2015

    69

    15‐Jun

    00

    00

    00

    00

    3.4

    2015

    61

    15‐Jun

    00

    00

    00

    00

    420

    156

    1591

    15‐Jun

    00

    00

    00

    00

    120

    157

    4008

    2715

    ‐Jul

    00

    00

    00

    00

    220

    157

    5241

    015

    ‐Jul

    00

    00

    00

    00

    3.1

    2015

    740

    0015

    ‐Jul

    00

    00

    00

    00

    3.2

    2015

    79

    15‐Jul

    00

    00

    00

    00

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    2015

    71

    15‐Jul

    00

    00

    00

    00

    420

    157

    1587

    15‐Jul

    00

    00

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    120

    158

    4002

    0915

    ‐Aug

    00

    00

    00

    00

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    158

    5232

    315

    ‐Aug

    00

    00

    00

    00

    3.1

    2015

    839

    8815

    ‐Aug

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    00

    00

    00

    3.2

    2015

    89

    15‐Aug

    00

    00

    00

    00

    3.4

    2015

    81

    15‐Aug

    00

    00

    00

    00

    420

    158

    1589

    15‐Aug

    00

    00

    00

    00

    120

    159

    4010

    4615

    ‐Sep

    00

    00

    00

    00

    220

    159

    5226

    115

    ‐Sep

    00

    00

    00

    00

    3.1

    2015

    939

    9815

    ‐Sep

    00

    00

    00

    00

    3.2

    2015

    99

    15‐Sep

    00

    00

    00

    00

    3.4

    2015

    91

    15‐Sep

    00

    00

    00

    00

    420

    159

    1588

    15‐Sep

    00

    00

    00

    00

    120

    1510

    4011

    8215

    ‐Oct

    00

    00

    00

    00

    220

    1510

    5239

    715

    ‐Oct

    00

    00

    00

    00

    3.1

    2015

    1040

    4015

    ‐Oct

    00

    00

    00

    00

    3.2

    2015

    109

    15‐Oct

    00

    00

    00

    00

    3.4

    2015

    101

    15‐Oct

    00

    00

    00

    00

    420

    1510

    1590

    15‐Oct

    00

    00

    00

    00

    120

    1511

    4014

    4315

    ‐Nov

    00

    00

    00

    00

    220

    1511

    5234

    715

    ‐Nov

    00

    00

    00

    00

    3.1

    2015

    1140

    1415

    ‐Nov

    00

    00

    00

    00

    3.2

    2015

    119

    15‐Nov

    00

    00

    00

    00

    3.4

    2015

    111

    15‐Nov

    00

    00

    00

    00

    420

    1511

    1604

    15‐Nov

    00

    00

    00

    00

    120

    1512

    4024

    0415

    ‐Dec

    00

    00

    00

    00

    220

    1512

    5228

    915

    ‐Dec

    00

    00

    00

    00

    3.1

    2015

    1239

    8515

    ‐Dec

    00

    00

    00

    00

    3.2

    2015

    129

    15‐Dec

    00

    00

    00

    00

    3.4

    2015

    121

    15‐Dec

    00

    00

    00

    00

    420

    1512

    1602

    15‐Dec

    00

    00

    00

    00

    120

    161

    4030

    3016

    ‐Jan

    00

    00

    00

    00

    220

    161

    5225

    616

    ‐Jan

    00

    00

    00

    00

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    3.1

    2016

    139

    8416

    ‐Jan

    00

    00

    00

    00

    3.2

    2016

    19

    16‐Jan

    00

    00

    00

    00

    3.4

    2016

    11

    16‐Jan

    00

    00

    00

    00

    420

    161

    1632

    16‐Jan

    00

    00

    00

    00

    120

    162

    4036

    3316

    ‐Feb

    00

    00

    00

    00

    220

    162

    5263

    916

    ‐Feb

    00

    00

    00

    00

    3.1

    2016

    240

    1016

    ‐Feb

    00

    00

    00

    00

    3.2

    2016

    29

    16‐Feb

    00

    00

    00

    00

    3.4

    2016

    21

    16‐Feb

    00

    00

    00

    00

    420

    162

    1598

    16‐Feb

    00

    00

    00

    00

    120

    163

    4033

    9216

    ‐Mar

    00

    00

    00

    00

    220

    163

    5273

    316

    ‐Mar

    00

    00

    00

    00

    3.1

    2016

    340

    1216

    ‐Mar

    00

    00

    00

    00

    3.2

    2016

    39

    16‐M

    ar0

    00

    00

    00

    03.4

    2016

    31

    16‐M

    ar0

    00

    00

    00

    04

    2016

    315

    9416

    ‐Mar

    00

    00

    00

    00

    120

    164

    4030

    6016

    ‐Apr

    00

    00

    00

    00

    220

    164

    5248

    816

    ‐Apr

    00

    00

    00

    00

    3.1

    2016

    439

    9216

    ‐Apr

    00

    00

    00

    00

    3.2

    2016

    49

    16‐Apr

    00

    00

    00

    00

    3.4

    2016

    41

    16‐Apr

    00

    00

    00

    00

    420

    164

    1591

    16‐Apr

    00

    00

    00

    00

    120

    165

    4023

    8316

    ‐May

    00

    00

    00

    00

    220

    165

    5251

    016

    ‐May

    00

    00

    00

    00

    3.1

    2016

    539

    7716

    ‐May

    00

    00

    00

    00

    3.2

    2016

    59

    16‐M

    ay0

    00

    00

    00

    03.4

    2016

    51

    16‐M

    ay0

    00

    00

    00

    04

    2016

    515

    8916

    ‐May

    00

    00

    00

    00

    120

    166

    4021

    9516

    ‐Jun

    00

    00

    00

    00

    220

    166

    5261

    616

    ‐Jun

    00

    00

    00

    00

    3.1

    2016

    639

    7716

    ‐Jun

    00

    00

    00

    00

    3.2

    2016

    69

    16‐Jun

    00

    00

    00

    00

    3.4

    2016

    61

    16‐Jun

    00

    00

    00

    00

    420

    166

    1588

    16‐Jun

    00

    00

    00

    00

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    6516

    ‐Jul

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    167

    5246

    416

    ‐Jul

    00

    00

    00

    00

    3.1

    2016

    739

    6816

    ‐Jul

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    00

    00

    00

    3.2

    2016

    79

    16‐Jul

    00

    00

    00

    00

    3.4

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    71

    16‐Jul

    00

    00

    00

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    420

    167

    1585

    16‐Jul

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    00

    120

    168

    4019

    8816

    ‐Aug

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    00

    00

    00

    220

    168

    5268

    716

    ‐Aug

    00

    00

    00

    00

    3.1

    2016

    840

    0316

    ‐Aug

    00

    00

    00

    00

    3.2

    2016

    89

    16‐Aug

    00

    00

    00

    00

    3.4

    2016

    81

    16‐Aug

    00

    00

    00

    00

    420

    168

    1588

    16‐Aug

    00

    00

    00

    00

    120

    169

    4026

    9616

    ‐Sep

    00

    00

    00

    00

    220

    169

    5258

    916

    ‐Sep

    00

    00

    00

    00

    3.1

    2016

    939

    8216

    ‐Sep

    00

    00

    00

    00

    3.2

    2016

    99

    16‐Sep

    00

    00

    00

    00

    3.4

    2016

    91

    16‐Sep

    00

    00

    00

    00

    420

    169

    1588

    16‐Sep

    00

    00

    00

    00

    120

    1610

    4027

    9116

    ‐Oct

    00

    00

    00

    00

    220

    1610

    5259

    316

    ‐Oct

    00

    00

    00

    00

    3.1

    2016

    1039

    7816

    ‐Oct

    00

    00

    00

    00

    3.2

    2016

    109

    16‐Oct

    00

    00

    00

    00

    3.4

    2016

    101

    16‐Oct

    00

    00

    00

    00

    420

    1610

    1588

    16‐Oct

    00

    00

    00

    00

    120

    1611

    4033

    9616

    ‐Nov

    00

    00

    00

    00

    220

    1611

    5259

    916

    ‐Nov

    00

    00

    00

    00

    3.1

    2016

    1139

    8316

    ‐Nov

    00

    00

    00

    00

    3.2

    2016

    119

    16‐Nov

    00

    00

    00

    00

    3.4

    2016

    111

    16‐Nov

    00

    00

    00

    00

    420

    1611

    1597

    16‐Nov

    00

    00

    00

    00

    120

    1612

    4051

    2116

    ‐Dec

    00

    00

    00

    00

    220

    1612

    5272

    216

    ‐Dec

    00

    00

    00

    00

    3.1

    2016

    1239

    8016

    ‐Dec

    00

    00

    00

    00

    3.2

    2016

    129

    16‐Dec

    00

    00

    00

    00

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    2016

    121

    16‐Dec

    00

    00

    00

    00

    420

    1612

    1606

    16‐Dec

    00

    00

    00

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    120

    171

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    1417

    ‐Jan

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    171

    5279

    117

    ‐Jan

    00

    00

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    3.1

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    139

    8217

    ‐Jan

    00

    00

    00

    00

    3.2

    2017

    19

    17‐Jan

    00

    00

    00

    00

    3.4

    2017

    11

    17‐Jan

    00

    00

    00

    00

    420

    171

    1596

    17‐Jan

    00

    00

    00

    00

    120

    172

    4050

    8117

    ‐Feb

    00

    00

    00

    00

    220

    172

    5273

    317

    ‐Feb

    00

    00

    00

    00

    3.1

    2017

    239

    7417

    ‐Feb

    00

    00

    00

    00

    3.2

    2017

    29

    17‐Feb

    00

    00

    00

    00

    3.4

    2017

    21

    17‐Feb

    00

    00

    00

    00

    420

    172

    1590

    17‐Feb

    00

    00

    00

    00

    120

    173

    4051

    2717

    ‐Mar

    00

    00

    00

    00

    220

    173

    5305

    117

    ‐Mar

    00

    00

    00

    00

    3.1

    2017

    340

    0217

    ‐Mar

    00

    00

    00

    00

    3.2

    2017

    39

    17‐M

    ar0

    00

    00

    00

    03.4

    2017

    31

    17‐M

    ar0

    00

    00

    00

    04

    2017

    316

    0117

    ‐Mar

    00

    00

    00

    00

    120

    174

    4046

    0717

    ‐Apr

    00

    00

    00

    00

    220

    174

    5300

    617

    ‐Apr

    00

    00

    00

    00

    3.1

    2017

    439

    7617

    ‐Apr

    00

    00

    00

    00

    3.2

    2017

    49

    17‐Apr

    00

    00

    00

    00

    3.4

    2017

    41

    17‐Apr

    00

    00

    00

    00

    420

    174

    1602

    17‐Apr

    00

    00

    00

    00

    120

    175

    4042

    6517

    ‐May

    00

    00

    00

    00

    220

    175

    5296

    017

    ‐May

    00

    00

    00

    00

    3.1

    2017

    539

    8917

    ‐May

    00

    00

    00

    00

    3.2

    2017

    59

    17‐M

    ay0

    00

    00

    00

    03.4

    2017

    51

    17‐M

    ay0

    00

    00

    00

    04

    2017

    515

    8517

    ‐May

    00

    00

    00

    00

    120

    176

    4039

    1317

    ‐Jun

    00

    00

    00

    00

    220

    176

    5295

    917

    ‐Jun

    00

    00

    00

    00

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    639

    8817

    ‐Jun

    00

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    2017

    69

    17‐Jun

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    61

    17‐Jun

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    00

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    420

    176

    1583

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    177

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    3417

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    177

    5296

    217

    ‐Jul

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    3.1

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    739

    7417

    ‐Jul

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    00

    00

    3.2

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    79

    17‐Jul

    00

    00

    00

    00

    3.4

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    71

    17‐Jul

    00

    00

    00

    00

    420

    177

    1595

    17‐Jul

    00

    00

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    00

    120

    178

    4039

    1217

    ‐Aug

    00

    00

    00

    00

    220

    178

    5299

    417

    ‐Aug

    00

    00

    00

    00

    3.1

    2017

    839

    7617

    ‐Aug

    00

    00

    00

    00

    3.2

    2017

    89

    17‐Aug

    00

    00

    00

    00

    3.4

    2017

    81

    17‐Aug

    00

    00

    00

    00

    420

    178

    1582

    17‐Aug

    00

    00

    00

    00

    120

    179

    4046

    1417

    ‐Sep

    00

    00

    00

    00

    220

    179

    5302

    017

    ‐Sep

    00

    00

    00

    00

    3.1

    2017

    939

    6917

    ‐Sep

    00

    00

    00

    00

    3.2

    2017

    99

    17‐Sep

    00

    00

    00

    00

    3.4

    2017

    91

    17‐Sep

    00

    00

    00

    00

    420

    179

    1580

    17‐Sep

    00

    00

    00

    00

    120

    1710

    4047

    2017

    ‐Oct

    00

    00

    00

    00

    220

    1710

    5304

    617

    ‐Oct

    00

    00

    00

    00

    3.1

    2017

    1039

    7717

    ‐Oct

    00

    00

    00

    00

    3.2

    2017

    109

    17‐Oct

    00

    00

    00

    00

    3.4

    2017

    101

    17‐Oct

    00

    00

    00

    00

    420

    1710

    1580

    17‐Oct

    00

    00

    00

    00

    120

    1711

    4054

    3917

    ‐Nov

    00

    00

    00

    00

    220

    1711

    5305

    417

    ‐Nov

    00

    00

    00

    00

    3.1

    2017

    1139

    7517

    ‐Nov

    00

    00

    00

    00

    3.2

    2017

    119

    17‐Nov

    00

    00

    00

    00

    3.4

    2017

    111

    17‐Nov

    00

    00

    00

    00

    420

    1711

    1592

    17‐Nov

    00

    00

    00

    00

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    1712

    5313

    017

    ‐Dec

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    1239

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    ‐Dec

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    129

    17‐Dec

    00

    00

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    121

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    420

    1712

    1589

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    120

    181

    4069

    4518

    ‐Jan

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    181

    5320

    618

    ‐Jan

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    00

    00

    3.1

    2018

    139

    7518

    ‐Jan

    00

    00

    00

    00

    3.2

    2018

    19

    18‐Jan

    00

    00

    00

    00

    3.4

    2018

    11

    18‐Jan

    00

    00

    00

    00

    420

    181

    1591

    18‐Jan

    00

    00

    00

    00

    120

    182

    4071

    7518

    ‐Feb

    00

    00

    00

    00

    220

    182

    5319

    018

    ‐Feb

    00

    00

    00

    00

    3.1

    2018

    239

    6618

    ‐Feb

    00

    00

    00

    00

    3.2

    2018

    29

    18‐Feb

    00

    00

    00

    00

    3.4

    2018

    21

    18‐Feb

    00

    00

    00

    00

    420

    182

    1578

    18‐Feb

    00

    00

    00

    00

    120

    183

    4069

    4218

    ‐Mar

    00

    00

    00

    00

    220

    183

    5328

    718

    ‐Mar

    00

    00

    00

    00

    3.1

    2018

    339

    5418

    ‐Mar

    00

    00

    00

    00

    3.2

    2018

    39

    18‐M

    ar0

    00

    00

    00

    03.4

    2018

    31

    18‐M

    ar0

    00

    00

    00

    04

    2018

    315

    7918

    ‐Mar

    00

    00

    00

    00

    120

    184

    4064

    9118

    ‐Apr

    00

    00

    00

    00

    220

    184

    5317

    418

    ‐Apr

    00

    00

    00

    00

    3.1

    2018

    439

    5618

    ‐Apr

    00

    00

    00

    00

    3.2

    2018

    49

    18‐Apr

    00

    00

    00

    00

    3.4

    2018

    41

    18‐Apr

    00

    00

    00

    00

    420

    184

    1575

    18‐Apr

    00

    00

    00

    00

    120

    185

    4061

    6518

    ‐May

    00

    00

    00

    00

    220

    185

    5324

    318

    ‐May

    00

    00

    00

    00

    3.1

    2018

    539

    5918

    ‐May

    00

    00

    00

    00

    3.2

    2018

    59

    18‐M

    ay0

    00

    00

    00

    0

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    51

    18‐M

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    515

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    186

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    0018

    ‐Jun

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    186

    5320

    218

    ‐Jun

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    3.1

    2018

    639

    5318

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    69

    18‐Jun

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    00

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    61

    18‐Jun

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    420

    186

    1400

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    00

    120

    187

    4061

    8718

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    00

    00

    00

    220

    187

    5338

    418

    ‐Jul

    00

    00

    00

    00

    3.1

    2018

    739

    9518

    ‐Jul

    00

    00

    00

    00

    3.2

    2018

    79

    18‐Jul

    00

    00

    00

    00

    3.4

    2018

    71

    18‐Jul

    00

    00

    00

    00

    420

    187

    1739

    18‐Jul

    00

    00

    00

    00

    120

    188

    4064

    5418

    ‐Aug

    00

    00

    00

    00

    220

    188

    5332

    718

    ‐Aug

    00

    00

    00

    00

    3.1

    2018

    839

    9318

    ‐Aug

    00

    00

    00

    00

    3.2

    2018

    89

    18‐Aug

    00

    00

    00

    00

    3.4

    2018

    81

    18‐Aug

    00

    00

    00

    00

    420

    188

    1569

    18‐Aug

    00

    00

    00

    00

    120

    189

    4067

    2118

    ‐Sep

    00

    00

    00

    00

    220

    189

    5367

    318

    ‐Sep

    00

    00

    00

    00

    3.1

    2018

    939

    8118

    ‐Sep

    00

    00

    00

    00

    3.2

    2018

    99

    18‐Sep

    00

    00

    00

    00

    3.4

    2018

    91

    18‐Sep

    00

    00

    00

    00

    420

    189

    1566

    18‐Sep

    00

    00

    00

    00

    120

    1810

    4075

    5918

    ‐Oct

    00

    00

    00

    00

    220

    1810

    5341

    818

    ‐Oct

    00

    00

    00

    00

    3.1

    2018

    1039

    8418

    ‐Oct

    00

    00

    00

    00

    3.2

    2018

    109

    18‐Oct

    00

    00

    00

    00

    3.4

    2018

    101

    18‐Oct

    00

    00

    00

    00

    420

    1810

    1567

    18‐Oct

    00

    00

    00

    00

    120

    1811

    4075

    9718

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    00

    00

    00

    220

    1811

    5373

    418

    ‐Nov

    00

    00

    00

    00

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    3.1

    2018

    1139

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    00

    00

    00

    3.2

    2018

    119

    18‐Nov

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    00

    00

    00

    3.4

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    111

    18‐Nov

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    00

    00

    00

    420

    1811

    1575

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    418

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    00

    00

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    3.1

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    1239

    5518

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    00

    00

    00

    3.2

    2018

    129

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    00

    00

    00

    3.4

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    121

    18‐Dec

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    00

    00

    00

    420

    1812

    1575

    18‐Dec

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    00

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    120

    191

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    00

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    00

    220

    191

    19‐Jan

    00

    00

    00

    00

    3.1

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    119

    ‐Jan

    00

    00

    00

    00

    3.2

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    119

    ‐Jan

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    00

    00

    00

    3.4

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    119

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    00

    00

    00

    420

    191

    19‐Jan

    00

    00

    00

    00

    120

    192

    19‐Feb

    00

    00

    00

    00

    220

    192

    19‐Feb

    00

    00

    00

    00

    3.1

    2019

    219

    ‐Feb

    00

    00

    00

    00

    3.2

    2019

    219

    ‐Feb

    00

    00

    00

    00

    3.4

    2019

    219

    ‐Feb

    00

    00

    00

    00

    420

    192

    19‐Feb

    00

    00

    00

    00

    120

    193

    19‐M

    ar0

    00

    00

    00

    02

    2019

    319

    ‐Mar

    00

    00

    00

    00

    3.1

    2019

    319

    ‐Mar

    00

    00

    00

    00

    3.2

    2019

    319

    ‐Mar

    00

    00

    00

    00

    3.4

    2019

    319

    ‐Mar

    00

    00

    00

    00

    420

    193

    19‐M

    ar0

    00

    00

    00

    01

    2019

    419

    ‐Apr

    00

    00

    00

    00

    220

    194

    19‐Apr

    00

    00

    00

    00

    3.1

    2019

    419

    ‐Apr

    00

    00

    00

    00

    3.2

    2019

    419

    ‐Apr

    00

    00

    00

    00

    3.4

    2019

    419

    ‐Apr

    00

    00

    00

    00

    420

    194

    19‐Apr

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    00

    00

    00

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    19‐M

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    02

    2019

    519

    ‐May

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    00

    00

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    3.1

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    519

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    00

    00

    3.2

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    519

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    00

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    3.4

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    519

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    00

    00

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    01

    2019

    619

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    196

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    619

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    619

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    00

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    619

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    196

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    197

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    00

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    197

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    00

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    719

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    719

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    00

    00

    00

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    719

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    00

    00

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    420

    197

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    00

    00

    00

    120

    198

    19‐Aug

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    00

    00

    00

    220

    198

    19‐Aug

    00

    00

    00

    00

    3.1

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    819

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    00

    00

    00

    3.2

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    819

    ‐Aug

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    00

    00

    00

    3.4

    2019

    819

    ‐Aug

    00

    00

    00

    00

    420

    198

    19‐Aug

    00

    00

    00

    00

    120

    199

    19‐Sep

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    00

    00

    00

    220

    199

    19‐Sep

    00

    00

    00

    00

    3.1

    2019

    919

    ‐Sep

    00

    00

    00

    00

    3.2

    2019

    919

    ‐Sep

    00

    00

    00

    00

    3.4

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    919

    ‐Sep

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    00

    00

    00

    420

    199

    19‐Sep

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    00

    00

    00

    120

    1910

    19‐Oct

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    00

    00

    00

    220

    1910

    19‐Oct

    00

    00

    00

    00

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    1019

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    00

    00

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    1019

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    120

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    120

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    202

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    220

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    220

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    220

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    320

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