diff --git a/docs/sphinx/source/api.rst b/docs/sphinx/source/api.rst index 4f293b337f..ed6140af38 100644 --- a/docs/sphinx/source/api.rst +++ b/docs/sphinx/source/api.rst @@ -369,6 +369,8 @@ relevant to solar energy modeling. iotools.read_crn iotools.read_solrad iotools.get_psm3 + iotools.read_psm3 + iotools.parse_psm3 A :py:class:`~pvlib.location.Location` object may be created from metadata in some files. diff --git a/docs/sphinx/source/whatsnew.rst b/docs/sphinx/source/whatsnew.rst index c3bea7c2d7..29bdcb59c6 100644 --- a/docs/sphinx/source/whatsnew.rst +++ b/docs/sphinx/source/whatsnew.rst @@ -6,6 +6,7 @@ What's New These are new features and improvements of note in each release. +.. include:: whatsnew/v0.7.1.rst .. include:: whatsnew/v0.7.0.rst .. include:: whatsnew/v0.6.3.rst .. include:: whatsnew/v0.6.2.rst diff --git a/docs/sphinx/source/whatsnew/v0.7.1.rst b/docs/sphinx/source/whatsnew/v0.7.1.rst new file mode 100644 index 0000000000..53dace9cfe --- /dev/null +++ b/docs/sphinx/source/whatsnew/v0.7.1.rst @@ -0,0 +1,34 @@ +.. _whatsnew_0710: + +v0.7.1 (MONTH DAY, YEAR) +------------------------ + + +API Changes +~~~~~~~~~~~ + +Enhancements +~~~~~~~~~~~~ +* Added :py:func:`~pvlib.iotools.read_psm3` to read local NSRDB PSM3 files and + :py:func:`~pvlib.iotools.parse_psm3` to parse local NSRDB PSM3 file-like + objects. (:issue:`841`) +* Added `leap_day` parameter to `iotools.get_psm3` instead of hardcoding it as + False. + + +Bug fixes +~~~~~~~~~ +* Changed the PSM3 API endpoint for TMY requests in `iotools.get_psm3`. + +Testing +~~~~~~~ +* Added single-year PSM3 API test for `iotools.get_psm3`. +* Added tests for `iotools.parse_psm3` and `iotools.read_psm3`. + +Documentation +~~~~~~~~~~~~~ +* Updated list of allowed years for `iotools.get_psm3`. + +Contributors +~~~~~~~~~~~~ +* Kevin Anderson (:ghuser:`kanderso-nrel`) diff --git a/pvlib/data/test_psm3_2017.csv b/pvlib/data/test_psm3_2017.csv new file mode 100644 index 0000000000..bdf811352a --- /dev/null +++ b/pvlib/data/test_psm3_2017.csv @@ -0,0 +1,17521 @@ +,Year,Month,Day,Hour,Minute,DHI,DNI,GHI,Dew Point,Surface Albedo,Wind Speed,Wind Direction,Temperature,Pressure +0,2017,1,1,0,0,0,0,0,-10,0.866,0.3,166.4,-8,780 +1,2017,1,1,0,30,0,0,0,-10,0.866,0.5,166.4,-8,780 +2,2017,1,1,1,0,0,0,0,-10,0.866,0.7,173.5,-8,780 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+3629,2017,3,17,14,30,85,930,675,0,0.122,2.6,237.4,17,790 +3630,2017,3,17,15,0,82,905,604,0,0.122,2.7,225.8,17,790 +3631,2017,3,17,15,30,78,873,522,0,0.122,2.7,225.8,16,790 +3632,2017,3,17,16,0,74,822,429,0,0.122,2.7,220.8,16,790 +3633,2017,3,17,16,30,66,759,330,0,0.122,1.9,220.8,14,790 +3634,2017,3,17,17,0,58,656,226,2,0.122,1.2,209.9,13,790 +3635,2017,3,17,17,30,44,506,126,2,0.122,1.2,209.9,12,790 +3636,2017,3,17,18,0,23,242,38,0,0.122,1.2,190.6,11,790 +3637,2017,3,17,18,30,0,0,0,0,0.122,1.2,190.6,10,790 +3638,2017,3,17,19,0,0,0,0,0,0.122,1.2,180.2,10,790 +3639,2017,3,17,19,30,0,0,0,0,0.122,1.2,180.2,9,790 +3640,2017,3,17,20,0,0,0,0,-1,0.122,1.3,186.5,9,790 +3641,2017,3,17,20,30,0,0,0,-1,0.122,1.2,186.5,8,790 +3642,2017,3,17,21,0,0,0,0,-1,0.122,1.2,200.9,8,790 +3643,2017,3,17,21,30,0,0,0,-1,0.122,1.2,200.9,7,790 +3644,2017,3,17,22,0,0,0,0,-1,0.122,1.2,213.9,7,790 +3645,2017,3,17,22,30,0,0,0,-1,0.122,1.1,213.9,6,790 +3646,2017,3,17,23,0,0,0,0,-1,0.122,1.1,222.7,6,790 +3647,2017,3,17,23,30,0,0,0,-1,0.122,1.1,222.7,5,790 +3648,2017,3,18,0,0,0,0,0,-2,0.122,1.1,225,5,790 +3649,2017,3,18,0,30,0,0,0,-2,0.122,1.1,225,5,790 +3650,2017,3,18,1,0,0,0,0,-2,0.122,1.2,224.9,5,790 +3651,2017,3,18,1,30,0,0,0,-2,0.122,1.2,224.9,4,790 +3652,2017,3,18,2,0,0,0,0,-2,0.122,1.3,216.4,4,790 +3653,2017,3,18,2,30,0,0,0,-2,0.122,1.3,216.4,3,790 +3654,2017,3,18,3,0,0,0,0,-2,0.122,1.4,206.8,3,790 +3655,2017,3,18,3,30,0,0,0,-2,0.122,1.5,206.8,3,790 +3656,2017,3,18,4,0,0,0,0,-2,0.122,1.6,201.2,3,790 +3657,2017,3,18,4,30,0,0,0,-2,0.122,1.6,201.2,2,790 +3658,2017,3,18,5,0,0,0,0,-2,0.122,1.7,194.6,2,790 +3659,2017,3,18,5,30,0,0,0,-2,0.122,1.7,194.6,2,790 +3660,2017,3,18,6,0,0,0,0,-2,0.122,1.8,185.6,2,790 +3661,2017,3,18,6,30,10,0,10,-2,0.122,2.1,185.6,4,790 +3662,2017,3,18,7,0,38,311,74,0,0.122,2.5,181.5,6,790 +3663,2017,3,18,7,30,65,437,159,0,0.122,2.7,181.5,8,790 +3664,2017,3,18,8,0,93,507,249,0,0.122,2.9,188.9,10,790 +3665,2017,3,18,8,30,112,570,337,0,0.122,3.9,188.9,12,790 +3666,2017,3,18,9,0,70,860,479,0,0.122,5,211.7,15,790 +3667,2017,3,18,9,30,72,920,577,0,0.122,5.7,211.7,16,790 +3668,2017,3,18,10,0,76,945,654,-1,0.122,6.5,217.4,17,790 +3669,2017,3,18,10,30,185,720,663,-1,0.122,6.7,217.4,18,790 +3670,2017,3,18,11,0,80,978,769,-1,0.122,7,218.7,19,790 +3671,2017,3,18,11,30,81,986,805,-1,0.122,7.1,218.7,19,790 +3672,2017,3,18,12,0,83,988,824,0,0.122,7.3,219.7,20,790 +3673,2017,3,18,12,30,84,987,827,0,0.122,7.4,219.7,20,790 +3674,2017,3,18,13,0,86,979,813,0,0.122,7.5,221.3,20,790 +3675,2017,3,18,13,30,85,972,784,0,0.122,7.5,221.3,20,790 +3676,2017,3,18,14,0,85,955,740,0,0.122,7.5,223.1,20,790 +3677,2017,3,18,14,30,257,459,550,0,0.122,7.3,223.1,20,790 +3678,2017,3,18,15,0,283,192,394,0,0.122,7.1,224.3,20,790 +3679,2017,3,18,15,30,241,182,335,0,0.122,6.6,224.3,19,790 +3680,2017,3,18,16,0,182,312,318,0,0.122,6.2,224.4,19,790 +3681,2017,3,18,16,30,144,290,246,0,0.122,4.9,224.4,17,790 +3682,2017,3,18,17,0,101,265,170,1,0.122,3.6,222.7,15,790 +3683,2017,3,18,17,30,61,210,96,1,0.122,3,222.7,13,790 +3684,2017,3,18,18,0,24,105,31,1,0.122,2.5,218.5,11,790 +3685,2017,3,18,18,30,0,0,0,1,0.122,2.5,218.5,10,790 +3686,2017,3,18,19,0,0,0,0,1,0.122,2.6,215.9,10,790 +3687,2017,3,18,19,30,0,0,0,1,0.122,2.7,215.9,9,790 +3688,2017,3,18,20,0,0,0,0,0,0.122,2.8,215,9,790 +3689,2017,3,18,20,30,0,0,0,0,0.122,2.9,215,9,790 +3690,2017,3,18,21,0,0,0,0,0,0.122,3.1,215.5,9,790 +3691,2017,3,18,21,30,0,0,0,0,0.122,3.2,215.5,8,790 +3692,2017,3,18,22,0,0,0,0,0,0.122,3.3,215,8,790 +3693,2017,3,18,22,30,0,0,0,0,0.122,3.4,215,8,790 +3694,2017,3,18,23,0,0,0,0,0,0.122,3.5,213.5,8,790 +3695,2017,3,18,23,30,0,0,0,0,0.122,3.6,213.5,8,790 +3696,2017,3,19,0,0,0,0,0,0,0.122,3.8,214.9,8,790 +3697,2017,3,19,0,30,0,0,0,0,0.122,3.8,214.9,7,790 +3698,2017,3,19,1,0,0,0,0,0,0.122,3.9,222.6,7,790 +3699,2017,3,19,1,30,0,0,0,0,0.122,3.7,222.6,6,790 +3700,2017,3,19,2,0,0,0,0,0,0.122,3.6,230.5,6,790 +3701,2017,3,19,2,30,0,0,0,0,0.122,3.2,230.5,5,790 +3702,2017,3,19,3,0,0,0,0,0,0.122,2.8,235.3,5,790 +3703,2017,3,19,3,30,0,0,0,0,0.122,2.4,235.3,4,790 +3704,2017,3,19,4,0,0,0,0,0,0.122,2.1,235.7,4,790 +3705,2017,3,19,4,30,0,0,0,0,0.122,1.9,235.7,3,790 +3706,2017,3,19,5,0,0,0,0,0,0.122,1.8,235,3,790 +3707,2017,3,19,5,30,0,0,0,0,0.122,1.7,235,3,790 +3708,2017,3,19,6,0,0,0,0,0,0.122,1.6,240,3,790 +3709,2017,3,19,6,30,12,0,12,0,0.122,1.7,240,5,790 +3710,2017,3,19,7,0,43,325,83,0,0.122,1.9,241.2,7,790 +3711,2017,3,19,7,30,65,514,178,0,0.122,2.3,241.2,9,790 +3712,2017,3,19,8,0,79,650,282,0,0.122,2.7,256.9,11,790 +3713,2017,3,19,8,30,90,732,383,0,0.122,3,256.9,12,790 +3714,2017,3,19,9,0,97,796,480,0,0.122,3.3,255.7,14,790 +3715,2017,3,19,9,30,104,838,568,0,0.122,3.7,255.7,15,790 +3716,2017,3,19,10,0,216,564,563,0,0.122,4.2,246.8,16,790 +3717,2017,3,19,10,30,111,898,711,0,0.122,4.6,246.8,16,790 +3718,2017,3,19,11,0,94,954,771,-1,0.122,5,241.4,17,790 +3719,2017,3,19,11,30,96,963,806,-1,0.122,5.3,241.4,17,790 +3720,2017,3,19,12,0,318,532,719,-1,0.122,5.7,239.1,18,790 +3721,2017,3,19,12,30,322,527,721,-1,0.122,5.9,239.1,18,790 +3722,2017,3,19,13,0,285,601,734,-1,0.122,6.2,238.7,19,790 +3723,2017,3,19,13,30,110,924,779,-1,0.122,6.3,238.7,19,790 +3724,2017,3,19,14,0,258,576,655,-1,0.122,6.4,238.7,19,790 +3725,2017,3,19,14,30,84,941,688,-1,0.122,6.4,238.7,19,790 +3726,2017,3,19,15,0,81,917,617,-1,0.122,6.4,237.6,19,790 +3727,2017,3,19,15,30,77,887,534,-1,0.122,6.1,237.6,18,790 +3728,2017,3,19,16,0,113,636,392,-2,0.122,5.9,234.5,18,790 +3729,2017,3,19,16,30,102,569,303,-2,0.122,4.7,234.5,16,790 +3730,2017,3,19,17,0,81,492,210,0,0.122,3.5,226.3,15,790 +3731,2017,3,19,17,30,54,388,120,0,0.122,3.1,226.3,13,790 +3732,2017,3,19,18,0,26,197,39,0,0.122,2.7,213.7,11,790 +3733,2017,3,19,18,30,0,0,0,0,0.122,3,213.7,11,790 +3734,2017,3,19,19,0,0,0,0,0,0.122,3.3,208,11,790 +3735,2017,3,19,19,30,0,0,0,0,0.122,3.3,208,10,790 +3736,2017,3,19,20,0,0,0,0,0,0.122,3.3,209,10,790 +3737,2017,3,19,20,30,0,0,0,0,0.122,2.9,209,9,790 +3738,2017,3,19,21,0,0,0,0,0,0.122,2.6,213.6,9,790 +3739,2017,3,19,21,30,0,0,0,0,0.122,2.3,213.6,8,790 +3740,2017,3,19,22,0,0,0,0,0,0.122,2.1,220,7,790 +3741,2017,3,19,22,30,0,0,0,0,0.122,1.9,220,6,790 +3742,2017,3,19,23,0,0,0,0,0,0.122,1.8,227.3,6,790 +3743,2017,3,19,23,30,0,0,0,0,0.122,1.7,227.3,5,790 +3744,2017,3,20,0,0,0,0,0,0,0.122,1.6,231.6,5,790 +3745,2017,3,20,0,30,0,0,0,0,0.122,1.5,231.6,5,790 +3746,2017,3,20,1,0,0,0,0,0,0.122,1.4,234.3,5,790 +3747,2017,3,20,1,30,0,0,0,0,0.122,1.2,234.3,4,790 +3748,2017,3,20,2,0,0,0,0,0,0.122,1.2,243.2,4,790 +3749,2017,3,20,2,30,0,0,0,0,0.122,1,243.2,4,790 +3750,2017,3,20,3,0,0,0,0,0,0.122,0.9,262.8,4,790 +3751,2017,3,20,3,30,0,0,0,0,0.122,0.7,262.8,4,790 +3752,2017,3,20,4,0,0,0,0,0,0.122,0.5,294.5,4,790 +3753,2017,3,20,4,30,0,0,0,0,0.122,0.4,294.5,4,790 +3754,2017,3,20,5,0,0,0,0,0,0.122,0.3,346.9,4,790 +3755,2017,3,20,5,30,0,0,0,0,0.122,0.3,346.9,4,790 +3756,2017,3,20,6,0,0,0,0,0,0.122,0.4,66.5,5,790 +3757,2017,3,20,6,30,17,0,17,0,0.122,0.7,66.5,6,790 +3758,2017,3,20,7,0,38,428,93,0,0.122,1,131.6,7,790 +3759,2017,3,20,7,30,55,604,191,0,0.122,1.3,131.6,8,790 +3760,2017,3,20,8,0,68,704,292,0,0.122,1.7,149.1,10,790 +3761,2017,3,20,8,30,78,779,393,0,0.122,2.4,149.1,12,790 +3762,2017,3,20,9,0,87,823,487,0,0.122,3.1,191.5,14,790 +3763,2017,3,20,9,30,93,862,574,0,0.122,4,191.5,15,790 +3764,2017,3,20,10,0,255,440,528,0,0.122,5,209.8,16,790 +3765,2017,3,20,10,30,98,918,716,0,0.122,5.7,209.8,17,790 +3766,2017,3,20,11,0,336,366,598,0,0.122,6.5,222.3,18,790 +3767,2017,3,20,11,30,383,118,471,0,0.122,6.8,222.3,18,790 +3768,2017,3,20,12,0,389,105,469,0,0.122,7.1,229.8,18,790 +3769,2017,3,20,12,30,400,148,513,0,0.122,6.9,229.8,17,790 +3770,2017,3,20,13,0,108,934,809,0,0.122,6.8,232.9,17,790 +3771,2017,3,20,13,30,379,194,520,0,0.122,6.9,232.9,16,790 +3772,2017,3,20,14,0,349,193,484,2,0.122,7.1,235.5,15,790 +3773,2017,3,20,14,30,297,354,527,2,0.122,7.1,235.5,13,790 +3774,2017,3,20,15,0,257,377,479,4,0.122,7.2,237.3,12,790 +3775,2017,3,20,15,30,139,693,499,4,0.122,6,237.3,11,790 +3776,2017,3,20,16,0,115,677,415,6,0.122,4.9,229.6,10,790 +3777,2017,3,20,16,30,102,606,319,6,0.122,3.5,229.6,9,790 +3778,2017,3,20,17,0,73,575,227,6,0.122,2.1,211,9,790 +3779,2017,3,20,17,30,55,426,129,6,0.122,1.5,211,8,790 +3780,2017,3,20,18,0,30,159,42,5,0.122,1,188.4,8,790 +3781,2017,3,20,18,30,0,0,0,5,0.122,1,188.4,7,790 +3782,2017,3,20,19,0,0,0,0,5,0.122,1,170.7,7,790 +3783,2017,3,20,19,30,0,0,0,5,0.122,1,170.7,7,790 +3784,2017,3,20,20,0,0,0,0,5,0.122,1.1,165.6,7,790 +3785,2017,3,20,20,30,0,0,0,5,0.122,1.2,165.6,6,790 +3786,2017,3,20,21,0,0,0,0,4,0.122,1.3,170.8,6,790 +3787,2017,3,20,21,30,0,0,0,4,0.122,1.3,170.8,6,790 +3788,2017,3,20,22,0,0,0,0,3,0.122,1.4,184.3,6,790 +3789,2017,3,20,22,30,0,0,0,3,0.122,1.4,184.3,5,790 +3790,2017,3,20,23,0,0,0,0,2,0.122,1.5,194.7,5,790 +3791,2017,3,20,23,30,0,0,0,2,0.122,1.5,194.7,5,790 +3792,2017,3,21,0,0,0,0,0,2,0.122,1.6,202.8,5,790 +3793,2017,3,21,0,30,0,0,0,2,0.122,1.6,202.8,5,790 +3794,2017,3,21,1,0,0,0,0,1,0.122,1.7,212.5,5,790 +3795,2017,3,21,1,30,0,0,0,1,0.122,1.7,212.5,4,790 +3796,2017,3,21,2,0,0,0,0,1,0.122,1.8,224.1,4,790 +3797,2017,3,21,2,30,0,0,0,1,0.122,1.7,224.1,4,790 +3798,2017,3,21,3,0,0,0,0,0,0.122,1.6,224.8,4,790 +3799,2017,3,21,3,30,0,0,0,0,0.122,1.5,224.8,4,790 +3800,2017,3,21,4,0,0,0,0,0,0.122,1.5,216.7,4,790 +3801,2017,3,21,4,30,0,0,0,0,0.122,1.4,216.7,4,790 +3802,2017,3,21,5,0,0,0,0,0,0.122,1.4,207.1,4,790 +3803,2017,3,21,5,30,0,0,0,0,0.122,1.4,207.1,4,790 +3804,2017,3,21,6,0,0,0,0,0,0.122,1.5,195.6,4,790 +3805,2017,3,21,6,30,18,0,18,0,0.122,1.8,195.6,5,790 +3806,2017,3,21,7,0,48,305,89,1,0.122,2.1,188.8,7,790 +3807,2017,3,21,7,30,74,459,180,1,0.122,2.8,188.8,8,790 +3808,2017,3,21,8,0,98,551,276,1,0.122,3.5,196.4,10,790 +3809,2017,3,21,8,30,91,682,371,1,0.122,4.4,196.4,12,790 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+3827,2017,3,21,17,30,46,532,139,0,0.123,4.8,210.2,12,790 +3828,2017,3,21,18,0,26,306,50,0,0.123,3.6,205.4,10,790 +3829,2017,3,21,18,30,0,0,0,0,0.123,3.3,205.4,9,790 +3830,2017,3,21,19,0,0,0,0,0,0.123,3.1,203.6,8,790 +3831,2017,3,21,19,30,0,0,0,0,0.123,2.9,203.6,8,790 +3832,2017,3,21,20,0,0,0,0,0,0.123,2.8,205.6,8,790 +3833,2017,3,21,20,30,0,0,0,0,0.123,2.9,205.6,7,790 +3834,2017,3,21,21,0,0,0,0,0,0.123,3,206.5,7,790 +3835,2017,3,21,21,30,0,0,0,0,0.123,3,206.5,7,780 +3836,2017,3,21,22,0,0,0,0,0,0.123,3,206.9,7,780 +3837,2017,3,21,22,30,0,0,0,0,0.123,2.8,206.9,6,780 +3838,2017,3,21,23,0,0,0,0,0,0.123,2.7,212.4,6,780 +3839,2017,3,21,23,30,0,0,0,0,0.123,2.6,212.4,6,780 +3840,2017,3,22,0,0,0,0,0,0,0.123,2.6,217,6,780 +3841,2017,3,22,0,30,0,0,0,0,0.123,2.5,217,6,780 +3842,2017,3,22,1,0,0,0,0,0,0.123,2.5,222.2,6,780 +3843,2017,3,22,1,30,0,0,0,0,0.123,2.4,222.2,5,780 +3844,2017,3,22,2,0,0,0,0,0,0.123,2.4,226.6,5,780 +3845,2017,3,22,2,30,0,0,0,0,0.123,2.3,226.6,4,780 +3846,2017,3,22,3,0,0,0,0,0,0.123,2.2,230.8,4,780 +3847,2017,3,22,3,30,0,0,0,0,0.123,2,230.8,4,780 +3848,2017,3,22,4,0,0,0,0,0,0.123,1.9,232.5,4,780 +3849,2017,3,22,4,30,0,0,0,0,0.123,1.7,232.5,4,780 +3850,2017,3,22,5,0,0,0,0,0,0.123,1.6,232.1,4,780 +3851,2017,3,22,5,30,0,0,0,0,0.123,1.5,232.1,4,780 +3852,2017,3,22,6,0,0,0,0,0,0.123,1.4,226.7,4,780 +3853,2017,3,22,6,30,13,0,13,0,0.123,1.4,226.7,5,780 +3854,2017,3,22,7,0,53,50,60,1,0.123,1.5,203.6,6,780 +3855,2017,3,22,7,30,98,92,119,1,0.123,2.1,203.6,7,780 +3856,2017,3,22,8,0,144,119,184,1,0.123,2.7,196.7,9,780 +3857,2017,3,22,8,30,186,145,246,1,0.123,3.8,196.7,11,780 +3858,2017,3,22,9,0,100,795,494,0,0.123,4.9,206.3,13,780 +3859,2017,3,22,9,30,106,835,582,0,0.123,6,206.3,14,780 +3860,2017,3,22,10,0,115,858,657,0,0.123,7.2,213.7,15,780 +3861,2017,3,22,10,30,120,879,721,0,0.123,7.7,213.7,15,780 +3862,2017,3,22,11,0,351,346,602,-1,0.123,8.3,214.7,16,780 +3863,2017,3,22,11,30,342,401,644,-1,0.123,8.4,214.7,16,780 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+3882,2017,3,22,21,0,0,0,0,4,0.123,3.7,176.4,6,780 +3883,2017,3,22,21,30,0,0,0,4,0.123,3.4,176.4,6,780 +3884,2017,3,22,22,0,0,0,0,4,0.123,3.2,176.6,6,780 +3885,2017,3,22,22,30,0,0,0,4,0.123,3,176.6,5,780 +3886,2017,3,22,23,0,0,0,0,4,0.123,2.8,172.7,5,780 +3887,2017,3,22,23,30,0,0,0,4,0.123,2.7,172.7,4,780 +3888,2017,3,23,0,0,0,0,0,3,0.123,2.6,172.2,4,780 +3889,2017,3,23,0,30,0,0,0,3,0.123,2.7,172.2,3,780 +3890,2017,3,23,1,0,0,0,0,3,0.123,2.9,180.5,3,780 +3891,2017,3,23,1,30,0,0,0,3,0.123,2.9,180.5,3,780 +3892,2017,3,23,2,0,0,0,0,3,0.123,3,194.1,3,780 +3893,2017,3,23,2,30,0,0,0,2,0.123,2.8,194.1,2,780 +3894,2017,3,23,3,0,0,0,0,2,0.123,2.6,197.9,2,780 +3895,2017,3,23,3,30,0,0,0,2,0.123,2.5,197.9,2,780 +3896,2017,3,23,4,0,0,0,0,2,0.123,2.4,193.8,2,780 +3897,2017,3,23,4,30,0,0,0,2,0.123,2.5,193.8,2,780 +3898,2017,3,23,5,0,0,0,0,2,0.123,2.6,183.2,2,780 +3899,2017,3,23,5,30,0,0,0,2,0.123,2.9,183.2,2,780 +3900,2017,3,23,6,0,0,0,0,2,0.123,3.2,168.6,2,780 +3901,2017,3,23,6,30,25,0,25,2,0.123,4.5,168.6,3,780 +3902,2017,3,23,7,0,45,381,100,3,0.123,5.9,167.5,5,780 +3903,2017,3,23,7,30,69,499,190,3,0.123,7.1,167.5,6,780 +3904,2017,3,23,8,0,93,570,283,2,0.123,8.3,178.9,7,780 +3905,2017,3,23,8,30,108,629,373,2,0.123,8.7,178.9,8,780 +3906,2017,3,23,9,0,125,686,469,0,0.123,9.2,186,9,780 +3907,2017,3,23,9,30,247,389,470,0,0.123,9.2,186,9,780 +3908,2017,3,23,10,0,73,977,695,-1,0.123,9.3,190.8,10,780 +3909,2017,3,23,10,30,300,416,587,-1,0.123,9,190.8,10,780 +3910,2017,3,23,11,0,218,14,228,-2,0.123,8.7,194.1,10,780 +3911,2017,3,23,11,30,263,663,764,-2,0.123,8.2,194.1,10,780 +3912,2017,3,23,12,0,404,119,496,-2,0.123,7.8,197.4,11,780 +3913,2017,3,23,12,30,411,156,532,-2,0.123,7.2,197.4,11,780 +3914,2017,3,23,13,0,394,168,523,-2,0.123,6.6,201.8,11,780 +3915,2017,3,23,13,30,325,443,653,-2,0.123,6,201.8,11,780 +3916,2017,3,23,14,0,357,110,435,-2,0.123,5.4,207.6,11,780 +3917,2017,3,23,14,30,282,39,307,-2,0.123,4.8,207.6,10,780 +3918,2017,3,23,15,0,200,14,209,-2,0.123,4.2,213.2,9,780 +3919,2017,3,23,15,30,113,0,113,-2,0.123,3.6,213.2,8,780 +3920,2017,3,23,16,0,206,110,256,-2,0.123,3,217.1,8,780 +3921,2017,3,23,16,30,159,182,227,-2,0.123,2.2,217.1,7,780 +3922,2017,3,23,17,0,116,158,160,0,0.123,1.5,225.6,6,780 +3923,2017,3,23,17,30,71,127,95,0,0.123,1.1,225.6,5,780 +3924,2017,3,23,18,0,30,76,36,0,0.123,0.7,283.3,4,780 +3925,2017,3,23,18,30,0,0,0,0,0.123,1,283.3,3,780 +3926,2017,3,23,19,0,0,0,0,0,0.123,1.3,345.4,3,780 +3927,2017,3,23,19,30,0,0,0,0,0.123,2.2,345.4,3,780 +3928,2017,3,23,20,0,0,0,0,0,0.123,3.2,357.7,3,780 +3929,2017,3,23,20,30,0,0,0,0,0.123,4,357.7,2,780 +3930,2017,3,23,21,0,0,0,0,0,0.123,4.9,3.1,2,780 +3931,2017,3,23,21,30,0,0,0,0,0.123,5,3.1,1,780 +3932,2017,3,23,22,0,0,0,0,0,0.123,5.1,11.6,1,780 +3933,2017,3,23,22,30,0,0,0,0,0.123,4.9,11.6,1,780 +3934,2017,3,23,23,0,0,0,0,0,0.123,4.8,15.3,1,780 +3935,2017,3,23,23,30,0,0,0,0,0.123,4.4,15.3,0,780 +3936,2017,3,24,0,0,0,0,0,0,0.123,4,7.5,0,780 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+4009,2017,3,25,12,30,403,280,623,-5,0.123,3.8,213.8,10,780 +4010,2017,3,25,13,0,400,256,599,-4,0.123,3.9,214.8,10,780 +4011,2017,3,25,13,30,340,46,374,-4,0.123,4,214.8,10,780 +4012,2017,3,25,14,0,326,51,363,-3,0.123,4.1,216,10,780 +4013,2017,3,25,14,30,272,31,293,-3,0.123,4,216,9,780 +4014,2017,3,25,15,0,233,25,248,-2,0.123,4,220.6,9,780 +4015,2017,3,25,15,30,157,6,161,-2,0.123,3.7,220.6,8,780 +4016,2017,3,25,16,0,142,4,144,-1,0.123,3.4,230.7,8,780 +4017,2017,3,25,16,30,85,0,85,-1,0.123,2.8,230.7,7,780 +4018,2017,3,25,17,0,60,0,60,0,0.123,2.3,245.4,7,780 +4019,2017,3,25,17,30,35,0,35,0,0.123,2,245.4,5,780 +4020,2017,3,25,18,0,14,0,14,0,0.123,1.7,259.1,4,780 +4021,2017,3,25,18,30,0,0,0,0,0.123,1.5,259.1,3,780 +4022,2017,3,25,19,0,0,0,0,0,0.123,1.3,272.8,3,780 +4023,2017,3,25,19,30,0,0,0,0,0.123,1,272.8,3,780 +4024,2017,3,25,20,0,0,0,0,1,0.123,0.8,297.4,3,780 +4025,2017,3,25,20,30,0,0,0,1,0.123,0.7,297.4,2,780 +4026,2017,3,25,21,0,0,0,0,1,0.123,0.7,324.2,2,780 +4027,2017,3,25,21,30,0,0,0,1,0.123,0.9,324.2,1,780 +4028,2017,3,25,22,0,0,0,0,0,0.123,1.2,334.9,1,780 +4029,2017,3,25,22,30,0,0,0,0,0.123,1.5,334.9,1,780 +4030,2017,3,25,23,0,0,0,0,0,0.123,1.9,337.8,1,780 +4031,2017,3,25,23,30,0,0,0,0,0.123,2.2,337.8,0,780 +4032,2017,3,26,0,0,0,0,0,0,0.123,2.5,340.2,0,780 +4033,2017,3,26,0,30,0,0,0,0,0.123,2.8,340.2,0,780 +4034,2017,3,26,1,0,0,0,0,-1,0.123,3.2,340.5,0,780 +4035,2017,3,26,1,30,0,0,0,-1,0.123,3.3,340.5,0,780 +4036,2017,3,26,2,0,0,0,0,-2,0.123,3.4,340.2,-1,780 +4037,2017,3,26,2,30,0,0,0,-2,0.123,3.4,340.2,-1,780 +4038,2017,3,26,3,0,0,0,0,-3,0.123,3.4,339.3,-1,780 +4039,2017,3,26,3,30,0,0,0,-3,0.123,3.4,339.3,-1,780 +4040,2017,3,26,4,0,0,0,0,-3,0.123,3.4,340.4,-2,780 +4041,2017,3,26,4,30,0,0,0,-3,0.123,3,340.4,-2,780 +4042,2017,3,26,5,0,0,0,0,-4,0.123,2.6,342.5,-3,780 +4043,2017,3,26,5,30,0,0,0,-4,0.123,2.5,342.5,-3,780 +4044,2017,3,26,6,0,0,0,0,-4,0.123,2.5,343.6,-3,780 +4045,2017,3,26,6,30,22,207,35,-4,0.123,3,343.6,-1,780 +4046,2017,3,26,7,0,51,388,113,-4,0.123,3.5,345.8,0,780 +4047,2017,3,26,7,30,76,500,204,-4,0.123,3.5,345.8,1,780 +4048,2017,3,26,8,0,90,592,297,-4,0.123,3.6,355.6,2,780 +4049,2017,3,26,8,30,146,500,365,-4,0.123,3.2,355.6,3,780 +4050,2017,3,26,9,0,119,0,119,-4,0.123,2.8,359.3,5,780 +4051,2017,3,26,9,30,208,17,219,-4,0.123,2.3,359.3,5,780 +4052,2017,3,26,10,0,320,104,388,-5,0.123,1.9,349.9,6,780 +4053,2017,3,26,10,30,279,27,299,-5,0.123,1.6,349.9,7,780 +4054,2017,3,26,11,0,365,324,606,-6,0.123,1.4,314.9,8,780 +4055,2017,3,26,11,30,95,994,861,-6,0.123,1.5,314.9,8,780 +4056,2017,3,26,12,0,95,1001,881,-6,0.123,1.6,280.6,9,780 +4057,2017,3,26,12,30,96,1002,885,-6,0.123,1.7,280.6,9,780 +4058,2017,3,26,13,0,98,996,871,-7,0.123,1.8,258.5,10,780 +4059,2017,3,26,13,30,96,990,841,-7,0.123,1.9,258.5,10,780 +4060,2017,3,26,14,0,93,983,797,-8,0.123,2.1,244.5,10,780 +4061,2017,3,26,14,30,273,460,581,-8,0.123,2.4,244.5,10,780 +4062,2017,3,26,15,0,214,556,554,-9,0.123,2.7,245.3,10,780 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+4135,2017,3,28,3,30,0,0,0,0,0.123,3.7,359.6,0,780 +4136,2017,3,28,4,0,0,0,0,-1,0.123,3.6,356,0,780 +4137,2017,3,28,4,30,0,0,0,-1,0.123,3.6,356,0,780 +4138,2017,3,28,5,0,0,0,0,-1,0.123,3.7,355.5,0,780 +4139,2017,3,28,5,30,0,0,0,-1,0.123,3.7,355.5,0,780 +4140,2017,3,28,6,0,0,0,0,-1,0.123,3.8,356.4,0,780 +4141,2017,3,28,6,30,2,0,2,-1,0.123,4.1,356.4,0,780 +4142,2017,3,28,7,0,7,0,7,-1,0.123,4.4,359.8,0,780 +4143,2017,3,28,7,30,13,0,13,-1,0.123,5.2,359.8,1,780 +4144,2017,3,28,8,0,19,0,19,0,0.123,6,11.1,2,780 +4145,2017,3,28,8,30,144,6,147,0,0.123,6.5,11.1,2,780 +4146,2017,3,28,9,0,230,57,260,0,0.123,7,17.6,3,780 +4147,2017,3,28,9,30,281,289,454,0,0.123,7.2,17.6,3,780 +4148,2017,3,28,10,0,310,68,356,-1,0.123,7.4,19.6,3,780 +4149,2017,3,28,10,30,364,132,458,-1,0.123,7.5,19.6,3,780 +4150,2017,3,28,11,0,280,22,297,-1,0.123,7.6,20.4,4,780 +4151,2017,3,28,11,30,241,16,253,-1,0.123,7.6,20.4,4,780 +4152,2017,3,28,12,0,281,20,297,-1,0.123,7.6,21.3,4,780 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+5448,2017,4,24,12,0,358,27,382,-2,0.13,6.1,207.8,14,770 +5449,2017,4,24,12,30,476,228,678,-2,0.13,6.7,207.8,14,770 +5450,2017,4,24,13,0,346,26,369,-1,0.13,7.3,214.5,14,770 +5451,2017,4,24,13,30,398,51,442,-1,0.13,7.7,214.5,13,770 +5452,2017,4,24,14,0,419,115,512,0,0.13,8.1,222.9,12,770 +5453,2017,4,24,14,30,115,2,117,0,0.13,8.1,222.9,11,770 +5454,2017,4,24,15,0,106,0,106,1,0.13,8.1,233,11,770 +5455,2017,4,24,15,30,303,103,368,1,0.13,7.8,233,10,770 +5456,2017,4,24,16,0,121,758,539,1,0.13,7.5,245.2,10,770 +5457,2017,4,24,16,30,182,390,365,1,0.13,6.7,245.2,9,770 +5458,2017,4,24,17,0,7,0,7,1,0.13,6,259.1,9,770 +5459,2017,4,24,17,30,4,0,4,1,0.13,4.7,259.1,8,770 +5460,2017,4,24,18,0,3,0,3,1,0.13,3.4,270.8,8,770 +5461,2017,4,24,18,30,1,0,1,1,0.13,2.8,270.8,7,770 +5462,2017,4,24,19,0,0,0,0,1,0.13,2.2,271.7,6,770 +5463,2017,4,24,19,30,0,0,0,1,0.13,2.2,271.7,5,770 +5464,2017,4,24,20,0,0,0,0,0,0.13,2.3,275.7,5,770 +5465,2017,4,24,20,30,0,0,0,0,0.13,2.3,275.7,4,770 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+5502,2017,4,25,15,0,43,0,43,-5,0.13,5.4,344.6,6,780 +5503,2017,4,25,15,30,220,18,231,-5,0.13,5.3,344.6,5,780 +5504,2017,4,25,16,0,259,111,321,-5,0.13,5.2,355.4,5,780 +5505,2017,4,25,16,30,213,137,278,-5,0.13,5,355.4,4,780 +5506,2017,4,25,17,0,159,79,189,-4,0.13,4.8,3.8,4,780 +5507,2017,4,25,17,30,115,68,135,-4,0.13,4.2,3.8,3,780 +5508,2017,4,25,18,0,71,52,81,-4,0.13,3.6,12.4,3,780 +5509,2017,4,25,18,30,31,21,33,-4,0.13,2.5,12.4,2,780 +5510,2017,4,25,19,0,0,0,0,-3,0.13,1.5,25.1,1,780 +5511,2017,4,25,19,30,0,0,0,-3,0.13,1.2,25.1,0,780 +5512,2017,4,25,20,0,0,0,0,-2,0.13,1,32.9,0,780 +5513,2017,4,25,20,30,0,0,0,-2,0.13,0.9,32.9,0,780 +5514,2017,4,25,21,0,0,0,0,-3,0.13,0.8,37.6,0,780 +5515,2017,4,25,21,30,0,0,0,-3,0.13,0.7,37.6,0,780 +5516,2017,4,25,22,0,0,0,0,-3,0.13,0.7,39.4,0,780 +5517,2017,4,25,22,30,0,0,0,-3,0.13,0.6,39.4,0,780 +5518,2017,4,25,23,0,0,0,0,-3,0.13,0.5,37.8,0,780 +5519,2017,4,25,23,30,0,0,0,-3,0.13,0.4,37.8,0,780 +5520,2017,4,26,0,0,0,0,0,-4,0.13,0.3,21.8,0,780 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+6376,2017,5,13,20,0,0,0,0,0,0.129,3.3,322.8,11,780 +6377,2017,5,13,20,30,0,0,0,0,0.129,3.2,322.8,9,780 +6378,2017,5,13,21,0,0,0,0,-1,0.129,3.1,339,8,780 +6379,2017,5,13,21,30,0,0,0,-1,0.129,3.2,339,7,780 +6380,2017,5,13,22,0,0,0,0,-2,0.129,3.3,2.5,6,780 +6381,2017,5,13,22,30,0,0,0,-2,0.129,3.3,2.5,5,780 +6382,2017,5,13,23,0,0,0,0,-3,0.129,3.3,19,5,780 +6383,2017,5,13,23,30,0,0,0,-3,0.129,2.9,19,4,780 +6384,2017,5,14,0,0,0,0,0,-3,0.129,2.6,26.5,3,780 +6385,2017,5,14,0,30,0,0,0,-3,0.129,2.3,26.5,2,780 +6386,2017,5,14,1,0,0,0,0,-3,0.129,2,29,2,780 +6387,2017,5,14,1,30,0,0,0,-3,0.129,1.8,29,2,780 +6388,2017,5,14,2,0,0,0,0,-3,0.129,1.7,28.2,2,780 +6389,2017,5,14,2,30,0,0,0,-3,0.129,1.6,28.2,1,780 +6390,2017,5,14,3,0,0,0,0,-3,0.129,1.5,28.2,1,780 +6391,2017,5,14,3,30,0,0,0,-3,0.129,1.5,28.2,0,780 +6392,2017,5,14,4,0,0,0,0,-3,0.129,1.5,25.5,0,780 +6393,2017,5,14,4,30,0,0,0,-3,0.129,1.7,25.5,0,780 +6394,2017,5,14,5,0,0,0,0,-3,0.129,2,23.4,1,780 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+8141,2017,6,19,14,30,83,966,894,2,0.127,0.7,72.5,30,790 +8142,2017,6,19,15,0,80,954,828,2,0.127,0.7,111.6,30,790 +8143,2017,6,19,15,30,77,936,752,2,0.127,0.8,111.6,30,790 +8144,2017,6,19,16,0,73,915,666,1,0.127,1,138.3,30,790 +8145,2017,6,19,16,30,69,885,573,1,0.127,1.1,138.3,29,790 +8146,2017,6,19,17,0,64,848,476,1,0.127,1.3,149,29,790 +8147,2017,6,19,17,30,58,797,375,1,0.127,1.4,149,28,790 +8148,2017,6,19,18,0,51,729,275,2,0.127,1.5,149,27,790 +8149,2017,6,19,18,30,43,627,177,2,0.127,1.3,149,25,790 +8150,2017,6,19,19,0,31,471,89,5,0.127,1.2,135.9,23,790 +8151,2017,6,19,19,30,14,204,21,5,0.127,1.2,135.9,21,790 +8152,2017,6,19,20,0,0,0,0,4,0.127,1.4,132.2,20,790 +8153,2017,6,19,20,30,0,0,0,4,0.127,1.3,132.2,19,790 +8154,2017,6,19,21,0,0,0,0,4,0.127,1.3,131.6,19,790 +8155,2017,6,19,21,30,0,0,0,4,0.127,1.2,131.6,18,790 +8156,2017,6,19,22,0,0,0,0,4,0.127,1.1,130.8,18,790 +8157,2017,6,19,22,30,0,0,0,4,0.127,0.9,130.8,17,790 +8158,2017,6,19,23,0,0,0,0,4,0.127,0.8,126.5,17,790 +8159,2017,6,19,23,30,0,0,0,4,0.127,0.6,126.5,17,790 +8160,2017,6,20,0,0,0,0,0,4,0.127,0.5,128.7,17,790 +8161,2017,6,20,0,30,0,0,0,4,0.127,0.3,128.7,16,790 +8162,2017,6,20,1,0,0,0,0,4,0.127,0.1,168.1,16,790 +8163,2017,6,20,1,30,0,0,0,4,0.127,0.2,168.1,15,790 +8164,2017,6,20,2,0,0,0,0,4,0.127,0.3,329.5,15,790 +8165,2017,6,20,2,30,0,0,0,4,0.127,0.4,329.5,15,790 +8166,2017,6,20,3,0,0,0,0,4,0.127,0.5,350.4,15,790 +8167,2017,6,20,3,30,0,0,0,4,0.127,0.5,350.4,14,790 +8168,2017,6,20,4,0,0,0,0,4,0.127,0.6,5.6,14,790 +8169,2017,6,20,4,30,0,0,0,4,0.127,0.6,5.6,14,790 +8170,2017,6,20,5,0,13,170,18,5,0.127,0.6,17.6,15,790 +8171,2017,6,20,5,30,31,436,83,5,0.127,0.9,17.6,16,790 +8172,2017,6,20,6,0,44,596,169,4,0.127,1.2,30.5,18,790 +8173,2017,6,20,6,30,53,699,264,4,0.127,1.4,30.5,20,790 +8174,2017,6,20,7,0,62,766,362,3,0.127,1.7,38,22,790 +8175,2017,6,20,7,30,68,818,461,3,0.127,1.8,38,24,790 +8176,2017,6,20,8,0,75,852,556,2,0.127,1.9,27.7,26,790 +8177,2017,6,20,8,30,79,882,647,2,0.127,1.7,27.7,27,790 +8178,2017,6,20,9,0,87,897,730,2,0.127,1.5,20.2,28,790 +8179,2017,6,20,9,30,90,915,805,2,0.127,1.1,20.2,29,790 +8180,2017,6,20,10,0,98,920,868,3,0.127,0.8,354.9,30,790 +8181,2017,6,20,10,30,100,932,923,3,0.127,0.8,354.9,30,790 +8182,2017,6,20,11,0,93,953,968,3,0.127,0.8,276,31,790 +8183,2017,6,20,11,30,94,958,997,3,0.127,1.2,276,32,790 +8184,2017,6,20,12,0,92,965,1013,3,0.127,1.6,251.3,33,790 +8185,2017,6,20,12,30,93,965,1014,3,0.127,2,251.3,33,790 +8186,2017,6,20,13,0,487,91,573,3,0.127,2.4,244.6,34,790 +8187,2017,6,20,13,30,380,30,409,3,0.127,2.8,244.6,34,790 +8188,2017,6,20,14,0,358,37,391,3,0.127,3.3,247.7,34,790 +8189,2017,6,20,14,30,89,934,874,2,0.127,3.6,247.7,33,790 +8190,2017,6,20,15,0,90,912,806,3,0.127,4,260,33,790 +8191,2017,6,20,15,30,86,893,730,3,0.127,4,260,32,790 +8192,2017,6,20,16,0,242,474,550,3,0.127,4,284.4,32,790 +8193,2017,6,20,16,30,257,86,306,3,0.127,3.7,284.4,31,790 +8194,2017,6,20,17,0,196,331,357,3,0.127,3.4,316.5,30,790 +8195,2017,6,20,17,30,60,768,365,3,0.127,2.9,316.5,29,790 +8196,2017,6,20,18,0,51,712,270,4,0.127,2.4,344.7,28,790 +8197,2017,6,20,18,30,42,621,176,4,0.127,1.7,344.7,26,790 +8198,2017,6,20,19,0,31,463,89,6,0.127,1,14.6,24,790 +8199,2017,6,20,19,30,21,0,21,6,0.127,1,14.6,22,790 +8200,2017,6,20,20,0,0,0,0,6,0.127,1.1,38.8,21,790 +8201,2017,6,20,20,30,0,0,0,6,0.127,1.2,38.8,20,790 +8202,2017,6,20,21,0,0,0,0,6,0.127,1.3,60.5,20,790 +8203,2017,6,20,21,30,0,0,0,6,0.127,1.3,60.5,19,790 +8204,2017,6,20,22,0,0,0,0,7,0.127,1.3,79.2,19,790 +8205,2017,6,20,22,30,0,0,0,7,0.127,1.2,79.2,18,790 +8206,2017,6,20,23,0,0,0,0,7,0.127,1.2,87.6,18,790 +8207,2017,6,20,23,30,0,0,0,7,0.127,1.1,87.6,17,790 +8208,2017,6,21,0,0,0,0,0,7,0.127,1.1,94.1,17,790 +8209,2017,6,21,0,30,0,0,0,7,0.127,1,94.1,16,790 +8210,2017,6,21,1,0,0,0,0,7,0.127,1,104.9,16,790 +8211,2017,6,21,1,30,0,0,0,7,0.127,0.9,104.9,16,790 +8212,2017,6,21,2,0,0,0,0,7,0.127,0.9,117.2,16,790 +8213,2017,6,21,2,30,0,0,0,7,0.127,0.8,117.2,16,790 +8214,2017,6,21,3,0,0,0,0,7,0.127,0.7,129,16,790 +8215,2017,6,21,3,30,0,0,0,7,0.127,0.5,129,16,790 +8216,2017,6,21,4,0,0,0,0,7,0.127,0.4,144.2,16,790 +8217,2017,6,21,4,30,0,0,0,7,0.127,0.3,144.2,16,790 +8218,2017,6,21,5,0,14,106,17,8,0.127,0.3,169.6,17,790 +8219,2017,6,21,5,30,37,349,78,8,0.127,0.5,169.6,18,790 +8220,2017,6,21,6,0,55,503,161,8,0.127,0.7,183.9,19,790 +8221,2017,6,21,6,30,68,616,254,8,0.127,1,183.9,20,790 +8222,2017,6,21,7,0,79,696,351,7,0.127,1.3,199.5,22,790 +8223,2017,6,21,7,30,87,755,449,7,0.127,1.4,199.5,24,790 +8224,2017,6,21,8,0,91,807,547,5,0.127,1.5,225.7,26,790 +8225,2017,6,21,8,30,97,842,639,5,0.127,1.6,225.7,27,790 +8226,2017,6,21,9,0,94,885,728,4,0.127,1.8,232.9,29,790 +8227,2017,6,21,9,30,98,907,806,4,0.127,2,232.9,30,790 +8228,2017,6,21,10,0,96,933,876,3,0.127,2.2,228.6,31,790 +8229,2017,6,21,10,30,98,945,932,3,0.127,2.4,228.6,31,790 +8230,2017,6,21,11,0,100,953,975,2,0.127,2.7,230.2,32,790 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+15096,2017,11,11,12,0,236,329,409,-6,0.117,3.6,294.1,9,790 +15097,2017,11,11,12,30,176,11,182,-6,0.117,3.5,294.1,9,790 +15098,2017,11,11,13,0,62,964,545,-7,0.117,3.4,297.7,9,790 +15099,2017,11,11,13,30,60,949,506,-7,0.117,3.2,297.7,8,790 +15100,2017,11,11,14,0,57,927,454,-8,0.117,3,302.6,8,790 +15101,2017,11,11,14,30,54,893,388,-8,0.117,2.6,302.6,8,790 +15102,2017,11,11,15,0,50,845,313,-8,0.117,2.2,311.3,8,790 +15103,2017,11,11,15,30,44,772,228,-8,0.117,1.4,311.3,6,790 +15104,2017,11,11,16,0,35,654,140,-5,0.117,0.7,343.7,5,790 +15105,2017,11,11,16,30,22,446,56,-5,0.117,0.8,343.7,3,790 +15106,2017,11,11,17,0,0,0,0,-7,0.117,1,43.3,2,790 +15107,2017,11,11,17,30,0,0,0,-7,0.117,1.1,43.3,1,790 +15108,2017,11,11,18,0,0,0,0,-7,0.117,1.3,62.8,0,790 +15109,2017,11,11,18,30,0,0,0,-7,0.117,1.3,62.8,0,790 +15110,2017,11,11,19,0,0,0,0,-7,0.117,1.3,73,0,790 +15111,2017,11,11,19,30,0,0,0,-7,0.117,1.3,73,0,790 +15112,2017,11,11,20,0,0,0,0,-8,0.117,1.3,80.6,-1,790 +15113,2017,11,11,20,30,0,0,0,-8,0.117,1.3,80.6,-1,790 +15114,2017,11,11,21,0,0,0,0,-8,0.117,1.3,86.2,-2,790 +15115,2017,11,11,21,30,0,0,0,-8,0.117,1.2,86.2,-2,790 +15116,2017,11,11,22,0,0,0,0,-8,0.117,1.2,90.6,-2,790 +15117,2017,11,11,22,30,0,0,0,-8,0.117,1.2,90.6,-2,790 +15118,2017,11,11,23,0,0,0,0,-8,0.117,1.2,94.7,-2,790 +15119,2017,11,11,23,30,0,0,0,-8,0.117,1.1,94.7,-2,790 +15120,2017,11,12,0,0,0,0,0,-8,0.117,1,102.9,-2,790 +15121,2017,11,12,0,30,0,0,0,-8,0.117,0.9,102.9,-2,790 +15122,2017,11,12,1,0,0,0,0,-8,0.117,0.9,118.4,-2,790 +15123,2017,11,12,1,30,0,0,0,-8,0.117,0.8,118.4,-2,790 +15124,2017,11,12,2,0,0,0,0,-8,0.117,0.8,143,-2,790 +15125,2017,11,12,2,30,0,0,0,-8,0.117,0.8,143,-2,790 +15126,2017,11,12,3,0,0,0,0,-8,0.117,0.8,164.4,-2,790 +15127,2017,11,12,3,30,0,0,0,-8,0.117,0.8,164.4,-2,790 +15128,2017,11,12,4,0,0,0,0,-8,0.117,0.8,177.6,-2,790 +15129,2017,11,12,4,30,0,0,0,-8,0.117,0.8,177.6,-2,790 +15130,2017,11,12,5,0,0,0,0,-8,0.117,0.8,189.7,-2,790 +15131,2017,11,12,5,30,0,0,0,-8,0.117,0.8,189.7,-2,790 +15132,2017,11,12,6,0,0,0,0,-8,0.117,0.9,197.9,-3,790 +15133,2017,11,12,6,30,0,0,0,-8,0.117,0.9,197.9,-2,790 +15134,2017,11,12,7,0,0,0,0,-8,0.117,0.9,200,-2,790 +15135,2017,11,12,7,30,24,477,63,-8,0.117,1.2,200,-1,790 +15136,2017,11,12,8,0,36,672,149,-7,0.117,1.5,203.2,0,790 +15137,2017,11,12,8,30,44,783,236,-7,0.117,1.8,203.2,1,790 +15138,2017,11,12,9,0,50,852,319,-8,0.117,2.2,210.3,3,790 +15139,2017,11,12,9,30,55,898,394,-8,0.117,3,210.3,4,790 +15140,2017,11,12,10,0,58,930,457,-8,0.117,3.8,216.7,6,790 +15141,2017,11,12,10,30,60,952,508,-8,0.117,4.1,216.7,7,790 +15142,2017,11,12,11,0,59,972,546,-8,0.117,4.4,219.3,8,790 +15143,2017,11,12,11,30,60,979,567,-8,0.117,4.6,219.3,9,790 +15144,2017,11,12,12,0,62,975,573,-8,0.117,4.8,223.1,10,790 +15145,2017,11,12,12,30,62,972,564,-8,0.117,4.7,223.1,10,790 +15146,2017,11,12,13,0,62,958,539,-8,0.117,4.7,225.9,10,790 +15147,2017,11,12,13,30,125,643,425,-8,0.117,4.4,225.9,10,790 +15148,2017,11,12,14,0,114,622,377,-8,0.117,4.2,225,10,790 +15149,2017,11,12,14,30,121,495,305,-8,0.117,3.6,225,9,790 +15150,2017,11,12,15,0,99,472,244,-8,0.117,3.1,223,9,790 +15151,2017,11,12,15,30,74,440,178,-8,0.117,2.1,223,7,790 +15152,2017,11,12,16,0,51,363,108,-5,0.117,1.1,220.2,5,790 +15153,2017,11,12,16,30,25,240,42,-5,0.117,1.1,220.2,4,790 +15154,2017,11,12,17,0,0,0,0,-6,0.117,1.2,213.2,3,790 +15155,2017,11,12,17,30,0,0,0,-6,0.117,1.2,213.2,3,790 +15156,2017,11,12,18,0,0,0,0,-6,0.117,1.3,205.2,3,790 +15157,2017,11,12,18,30,0,0,0,-6,0.117,1.3,205.2,2,790 +15158,2017,11,12,19,0,0,0,0,-6,0.117,1.4,200.5,2,790 +15159,2017,11,12,19,30,0,0,0,-6,0.117,1.4,200.5,2,790 +15160,2017,11,12,20,0,0,0,0,-6,0.117,1.5,198.3,2,790 +15161,2017,11,12,20,30,0,0,0,-6,0.117,1.6,198.3,2,790 +15162,2017,11,12,21,0,0,0,0,-6,0.117,1.8,197.9,2,790 +15163,2017,11,12,21,30,0,0,0,-6,0.117,1.9,197.9,1,790 +15164,2017,11,12,22,0,0,0,0,-7,0.117,2,198.5,1,790 +15165,2017,11,12,22,30,0,0,0,-7,0.117,1.9,198.5,0,790 +15166,2017,11,12,23,0,0,0,0,-7,0.117,1.9,202.4,0,790 +15167,2017,11,12,23,30,0,0,0,-7,0.117,1.9,202.4,0,790 +15168,2017,11,13,0,0,0,0,0,-7,0.117,2,203.3,0,790 +15169,2017,11,13,0,30,0,0,0,-7,0.117,2,203.3,0,790 +15170,2017,11,13,1,0,0,0,0,-7,0.117,2,200.4,0,790 +15171,2017,11,13,1,30,0,0,0,-7,0.117,1.9,200.4,0,790 +15172,2017,11,13,2,0,0,0,0,-7,0.117,1.8,197.4,0,790 +15173,2017,11,13,2,30,0,0,0,-7,0.117,1.7,197.4,0,790 +15174,2017,11,13,3,0,0,0,0,-6,0.117,1.7,197.1,-1,790 +15175,2017,11,13,3,30,0,0,0,-6,0.117,1.6,197.1,-1,790 +15176,2017,11,13,4,0,0,0,0,-6,0.117,1.6,196.9,-1,790 +15177,2017,11,13,4,30,0,0,0,-6,0.117,1.6,196.9,-1,790 +15178,2017,11,13,5,0,0,0,0,-5,0.117,1.6,197.3,-1,790 +15179,2017,11,13,5,30,0,0,0,-5,0.117,1.5,197.3,-1,790 +15180,2017,11,13,6,0,0,0,0,-4,0.117,1.5,198.9,-1,790 +15181,2017,11,13,6,30,0,0,0,-4,0.117,1.5,198.9,-1,790 +15182,2017,11,13,7,0,0,0,0,-4,0.117,1.5,202.1,-1,790 +15183,2017,11,13,7,30,24,436,58,-4,0.117,1.8,202.1,0,790 +15184,2017,11,13,8,0,38,638,142,-4,0.117,2.1,205.2,2,790 +15185,2017,11,13,8,30,47,754,229,-4,0.117,2.3,205.2,3,790 +15186,2017,11,13,9,0,53,829,312,-4,0.117,2.5,212.6,5,790 +15187,2017,11,13,9,30,58,878,387,-4,0.117,3,212.6,6,790 +15188,2017,11,13,10,0,61,914,450,-6,0.117,3.5,222.2,8,790 +15189,2017,11,13,10,30,64,936,501,-6,0.117,3.7,222.2,9,790 +15190,2017,11,13,11,0,63,958,538,-7,0.117,3.9,224,11,790 +15191,2017,11,13,11,30,64,965,560,-7,0.117,4.1,224,11,790 +15192,2017,11,13,12,0,65,964,566,-8,0.117,4.3,226.4,12,790 +15193,2017,11,13,12,30,64,959,556,-8,0.117,4.3,226.4,12,790 +15194,2017,11,13,13,0,64,948,532,-8,0.117,4.4,227.9,12,790 +15195,2017,11,13,13,30,62,932,493,-8,0.117,4.3,227.9,12,790 +15196,2017,11,13,14,0,61,900,440,-8,0.117,4.2,228.3,12,790 +15197,2017,11,13,14,30,58,864,375,-8,0.117,3.8,228.3,12,790 +15198,2017,11,13,15,0,53,811,300,-8,0.117,3.5,225.3,12,790 +15199,2017,11,13,15,30,46,734,217,-8,0.117,2.4,225.3,10,790 +15200,2017,11,13,16,0,36,617,131,-4,0.117,1.4,219.5,8,790 +15201,2017,11,13,16,30,22,401,50,-4,0.117,1.4,219.5,6,790 +15202,2017,11,13,17,0,0,0,0,-5,0.117,1.5,211.5,4,790 +15203,2017,11,13,17,30,0,0,0,-5,0.117,1.5,211.5,3,790 +15204,2017,11,13,18,0,0,0,0,-6,0.117,1.6,203.9,3,790 +15205,2017,11,13,18,30,0,0,0,-6,0.117,1.6,203.9,2,790 +15206,2017,11,13,19,0,0,0,0,-6,0.117,1.7,200.3,2,790 +15207,2017,11,13,19,30,0,0,0,-6,0.117,1.7,200.3,2,790 +15208,2017,11,13,20,0,0,0,0,-5,0.117,1.8,202,2,790 +15209,2017,11,13,20,30,0,0,0,-5,0.117,1.8,202,1,790 +15210,2017,11,13,21,0,0,0,0,-5,0.117,1.8,204.1,1,790 +15211,2017,11,13,21,30,0,0,0,-5,0.117,1.7,204.1,0,790 +15212,2017,11,13,22,0,0,0,0,-5,0.117,1.7,203,0,790 +15213,2017,11,13,22,30,0,0,0,-5,0.117,1.6,203,0,790 +15214,2017,11,13,23,0,0,0,0,-5,0.117,1.6,199.5,0,790 +15215,2017,11,13,23,30,0,0,0,-5,0.117,1.6,199.5,0,790 +15216,2017,11,14,0,0,0,0,0,-5,0.117,1.7,191.6,0,790 +15217,2017,11,14,0,30,0,0,0,-5,0.117,1.7,191.6,0,790 +15218,2017,11,14,1,0,0,0,0,-5,0.117,1.8,188.4,0,790 +15219,2017,11,14,1,30,0,0,0,-5,0.117,1.8,188.4,0,790 +15220,2017,11,14,2,0,0,0,0,-5,0.117,1.8,188.8,0,790 +15221,2017,11,14,2,30,0,0,0,-5,0.117,1.8,188.8,0,790 +15222,2017,11,14,3,0,0,0,0,-5,0.117,1.9,191.5,0,790 +15223,2017,11,14,3,30,0,0,0,-5,0.117,1.9,191.5,0,790 +15224,2017,11,14,4,0,0,0,0,-5,0.117,1.9,197.3,0,790 +15225,2017,11,14,4,30,0,0,0,-5,0.117,1.9,197.3,0,790 +15226,2017,11,14,5,0,0,0,0,-5,0.117,1.9,197.9,0,790 +15227,2017,11,14,5,30,0,0,0,-5,0.117,1.9,197.9,0,790 +15228,2017,11,14,6,0,0,0,0,-5,0.117,2,199.6,1,790 +15229,2017,11,14,6,30,0,0,0,-5,0.117,1.9,199.6,1,790 +15230,2017,11,14,7,0,0,0,0,-5,0.117,1.9,203.3,1,790 +15231,2017,11,14,7,30,26,307,49,-5,0.117,1.9,203.3,2,790 +15232,2017,11,14,8,0,46,484,123,-4,0.117,1.9,212.3,3,790 +15233,2017,11,14,8,30,59,600,202,-4,0.117,2.2,212.3,4,790 +15234,2017,11,14,9,0,70,670,277,-5,0.117,2.6,243.9,6,790 +15235,2017,11,14,9,30,69,744,344,-5,0.117,3,243.9,7,790 +15236,2017,11,14,10,0,102,670,384,-6,0.117,3.5,282.3,9,790 +15237,2017,11,14,10,30,81,810,456,-6,0.117,3.6,282.3,9,790 +15238,2017,11,14,11,0,69,914,519,-6,0.117,3.7,307.8,10,790 +15239,2017,11,14,11,30,70,922,541,-6,0.117,3.7,307.8,10,790 +15240,2017,11,14,12,0,71,922,547,-4,0.117,3.8,308.4,11,790 +15241,2017,11,14,12,30,224,338,396,-4,0.117,3.8,308.4,11,790 +15242,2017,11,14,13,0,212,341,380,-3,0.117,3.9,302.8,11,790 +15243,2017,11,14,13,30,101,727,435,-3,0.117,3.9,302.8,11,790 +15244,2017,11,14,14,0,59,900,434,-4,0.117,4,296.4,11,790 +15245,2017,11,14,14,30,55,869,371,-4,0.117,3.9,296.4,11,790 +15246,2017,11,14,15,0,48,834,299,-5,0.117,3.9,295.5,11,790 +15247,2017,11,14,15,30,42,762,217,-5,0.117,2.9,295.5,9,790 +15248,2017,11,14,16,0,33,657,132,-4,0.117,2,307.9,8,790 +15249,2017,11,14,16,30,20,445,50,-4,0.117,1.9,307.9,5,790 +15250,2017,11,14,17,0,0,0,0,-5,0.117,1.9,323.7,3,790 +15251,2017,11,14,17,30,0,0,0,-5,0.117,1.9,323.7,2,790 +15252,2017,11,14,18,0,0,0,0,-5,0.117,1.9,334.4,2,790 +15253,2017,11,14,18,30,0,0,0,-5,0.117,1.8,334.4,1,790 +15254,2017,11,14,19,0,0,0,0,-6,0.117,1.8,344.4,0,790 +15255,2017,11,14,19,30,0,0,0,-6,0.117,1.7,344.4,0,790 +15256,2017,11,14,20,0,0,0,0,-6,0.117,1.6,0.2,0,790 +15257,2017,11,14,20,30,0,0,0,-6,0.117,1.5,0.2,-1,790 +15258,2017,11,14,21,0,0,0,0,-6,0.117,1.5,24.3,-2,790 +15259,2017,11,14,21,30,0,0,0,-6,0.117,1.5,24.3,-2,790 +15260,2017,11,14,22,0,0,0,0,-6,0.117,1.5,46.8,-3,790 +15261,2017,11,14,22,30,0,0,0,-6,0.117,1.5,46.8,-3,790 +15262,2017,11,14,23,0,0,0,0,-6,0.117,1.5,63.1,-3,790 +15263,2017,11,14,23,30,0,0,0,-6,0.117,1.4,63.1,-3,790 +15264,2017,11,15,0,0,0,0,0,-6,0.117,1.4,71.4,-4,790 +15265,2017,11,15,0,30,0,0,0,-6,0.117,1.3,71.4,-4,790 +15266,2017,11,15,1,0,0,0,0,-6,0.117,1.3,75.7,-4,790 +15267,2017,11,15,1,30,0,0,0,-6,0.117,1.2,75.7,-4,790 +15268,2017,11,15,2,0,0,0,0,-6,0.117,1.2,80.5,-4,790 +15269,2017,11,15,2,30,0,0,0,-6,0.117,1.1,80.5,-3,790 +15270,2017,11,15,3,0,0,0,0,-6,0.117,1,86.3,-3,790 +15271,2017,11,15,3,30,0,0,0,-6,0.117,0.9,86.3,-3,790 +15272,2017,11,15,4,0,0,0,0,-7,0.117,0.9,84.1,-3,790 +15273,2017,11,15,4,30,0,0,0,-7,0.117,0.8,84.1,-3,790 +15274,2017,11,15,5,0,0,0,0,-7,0.117,0.8,77.6,-3,790 +15275,2017,11,15,5,30,0,0,0,-7,0.117,0.7,77.6,-2,790 +15276,2017,11,15,6,0,0,0,0,-7,0.117,0.7,84.4,-2,790 +15277,2017,11,15,6,30,0,0,0,-7,0.117,0.6,84.4,-2,790 +15278,2017,11,15,7,0,0,0,0,-7,0.117,0.6,115.6,-2,790 +15279,2017,11,15,7,30,21,477,55,-7,0.117,0.6,115.6,-1,790 +15280,2017,11,15,8,0,33,675,138,-6,0.117,0.6,154.1,0,790 +15281,2017,11,15,8,30,40,787,225,-6,0.117,0.9,154.1,1,790 +15282,2017,11,15,9,0,46,856,306,-7,0.117,1.2,198.6,3,790 +15283,2017,11,15,9,30,50,901,380,-7,0.117,2.1,198.6,4,790 +15284,2017,11,15,10,0,53,931,442,-9,0.117,3.1,218.5,6,790 +15285,2017,11,15,10,30,56,951,492,-9,0.117,3.6,218.5,7,790 +15286,2017,11,15,11,0,57,964,528,-10,0.117,4.2,226.7,8,790 +15287,2017,11,15,11,30,159,583,454,-10,0.117,4.3,226.7,8,790 +15288,2017,11,15,12,0,225,341,400,-10,0.117,4.4,231.4,9,790 +15289,2017,11,15,12,30,202,432,421,-10,0.117,4.3,231.4,9,790 +15290,2017,11,15,13,0,147,4,149,-9,0.117,4.2,232,10,790 +15291,2017,11,15,13,30,210,119,265,-9,0.117,4,232,9,790 +15292,2017,11,15,14,0,186,117,235,-9,0.117,3.8,231.2,9,790 +15293,2017,11,15,14,30,158,123,203,-9,0.117,3,231.2,8,790 +15294,2017,11,15,15,0,127,114,161,-7,0.117,2.4,230.8,8,790 +15295,2017,11,15,15,30,92,102,116,-7,0.117,1.7,230.8,6,790 +15296,2017,11,15,16,0,57,77,68,-4,0.117,1.1,232.6,5,790 +15297,2017,11,15,16,30,22,36,24,-4,0.117,1.1,232.6,4,790 +15298,2017,11,15,17,0,0,0,0,-5,0.117,1.1,233.4,3,790 +15299,2017,11,15,17,30,0,0,0,-5,0.117,1.1,233.4,3,790 +15300,2017,11,15,18,0,0,0,0,-6,0.117,1.1,224.4,3,790 +15301,2017,11,15,18,30,0,0,0,-6,0.117,1.1,224.4,2,790 +15302,2017,11,15,19,0,0,0,0,-6,0.117,1.2,208.8,2,790 +15303,2017,11,15,19,30,0,0,0,-6,0.117,1.3,208.8,1,790 +15304,2017,11,15,20,0,0,0,0,-7,0.117,1.5,197.2,1,790 +15305,2017,11,15,20,30,0,0,0,-7,0.117,1.6,197.2,0,790 +15306,2017,11,15,21,0,0,0,0,-7,0.117,1.7,192.2,0,780 +15307,2017,11,15,21,30,0,0,0,-7,0.117,1.8,192.2,0,780 +15308,2017,11,15,22,0,0,0,0,-7,0.117,1.9,195.2,0,780 +15309,2017,11,15,22,30,0,0,0,-7,0.117,2,195.2,0,780 +15310,2017,11,15,23,0,0,0,0,-7,0.117,2.1,198.3,0,780 +15311,2017,11,15,23,30,0,0,0,-7,0.117,2.2,198.3,0,780 +15312,2017,11,16,0,0,0,0,0,-8,0.117,2.3,197.3,0,780 +15313,2017,11,16,0,30,0,0,0,-8,0.117,2.4,197.3,0,780 +15314,2017,11,16,1,0,0,0,0,-8,0.117,2.5,195.2,0,780 +15315,2017,11,16,1,30,0,0,0,-8,0.117,2.6,195.2,0,780 +15316,2017,11,16,2,0,0,0,0,-8,0.117,2.7,192.7,0,780 +15317,2017,11,16,2,30,0,0,0,-8,0.117,2.7,192.7,0,780 +15318,2017,11,16,3,0,0,0,0,-8,0.117,2.8,192.5,0,780 +15319,2017,11,16,3,30,0,0,0,-8,0.117,2.7,192.5,0,780 +15320,2017,11,16,4,0,0,0,0,-8,0.117,2.7,192.5,0,780 +15321,2017,11,16,4,30,0,0,0,-8,0.117,2.7,192.5,0,780 +15322,2017,11,16,5,0,0,0,0,-8,0.117,2.8,191.6,0,780 +15323,2017,11,16,5,30,0,0,0,-8,0.117,2.8,191.6,0,780 +15324,2017,11,16,6,0,0,0,0,-8,0.117,2.9,190.2,0,780 +15325,2017,11,16,6,30,0,0,0,-8,0.117,3,190.2,0,780 +15326,2017,11,16,7,0,0,0,0,-8,0.117,3.1,190.3,0,780 +15327,2017,11,16,7,30,22,374,47,-8,0.117,3.7,190.3,1,780 +15328,2017,11,16,8,0,37,584,126,-8,0.117,4.3,193.1,3,780 +15329,2017,11,16,8,30,47,707,209,-8,0.117,4.8,193.1,4,780 +15330,2017,11,16,9,0,54,781,289,-8,0.117,5.4,199.5,6,780 +15331,2017,11,16,9,30,60,832,361,-8,0.117,6.3,199.5,7,780 +15332,2017,11,16,10,0,74,782,398,-7,0.117,7.3,207.2,9,780 +15333,2017,11,16,10,30,79,813,449,-7,0.117,7.7,207.2,10,780 +15334,2017,11,16,11,0,95,788,477,-5,0.117,8.2,210.8,11,780 +15335,2017,11,16,11,30,164,561,446,-5,0.117,8.3,210.8,11,780 +15336,2017,11,16,12,0,164,570,454,-4,0.117,8.5,212.9,12,780 +15337,2017,11,16,12,30,183,495,431,-4,0.117,8.6,212.9,12,780 +15338,2017,11,16,13,0,178,484,412,-3,0.117,8.7,214.3,13,780 +15339,2017,11,16,13,30,185,379,356,-3,0.117,8.6,214.3,13,780 +15340,2017,11,16,14,0,177,279,292,-2,0.117,8.5,214.7,13,780 +15341,2017,11,16,14,30,147,291,251,-2,0.117,8.2,214.7,12,780 +15342,2017,11,16,15,0,120,266,198,-2,0.117,8,212.8,12,780 +15343,2017,11,16,15,30,87,244,142,-2,0.117,7.3,212.8,11,780 +15344,2017,11,16,16,0,55,188,82,-1,0.117,6.6,208.8,10,780 +15345,2017,11,16,16,30,22,105,29,-1,0.117,6,208.8,9,780 +15346,2017,11,16,17,0,0,0,0,-1,0.116,5.5,203.2,8,780 +15347,2017,11,16,17,30,0,0,0,-1,0.116,5.5,203.2,7,780 +15348,2017,11,16,18,0,0,0,0,-1,0.116,5.5,199.3,7,780 +15349,2017,11,16,18,30,0,0,0,-1,0.116,5.4,199.3,6,780 +15350,2017,11,16,19,0,0,0,0,-1,0.116,5.3,201,6,780 +15351,2017,11,16,19,30,0,0,0,-1,0.116,5.2,201,6,780 +15352,2017,11,16,20,0,0,0,0,0,0.116,5.2,207.7,6,780 +15353,2017,11,16,20,30,0,0,0,0,0.116,5.1,207.7,6,780 +15354,2017,11,16,21,0,0,0,0,0,0.116,5.1,215.4,6,780 +15355,2017,11,16,21,30,0,0,0,0,0.116,5.3,215.4,6,780 +15356,2017,11,16,22,0,0,0,0,1,0.116,5.6,218.9,6,780 +15357,2017,11,16,22,30,0,0,0,1,0.116,5.6,218.9,6,780 +15358,2017,11,16,23,0,0,0,0,1,0.116,5.6,215.7,6,780 +15359,2017,11,16,23,30,0,0,0,1,0.116,5,215.7,6,780 +15360,2017,11,17,0,0,0,0,0,1,0.116,4.5,213.4,6,780 +15361,2017,11,17,0,30,0,0,0,1,0.116,4.4,213.4,5,780 +15362,2017,11,17,1,0,0,0,0,2,0.116,4.3,211.3,5,780 +15363,2017,11,17,1,30,0,0,0,2,0.116,4.3,211.3,5,780 +15364,2017,11,17,2,0,0,0,0,2,0.116,4.3,210.8,5,780 +15365,2017,11,17,2,30,0,0,0,2,0.116,4.4,210.8,5,780 +15366,2017,11,17,3,0,0,0,0,3,0.116,4.6,211.5,5,780 +15367,2017,11,17,3,30,0,0,0,3,0.116,4.8,211.5,5,780 +15368,2017,11,17,4,0,0,0,0,3,0.116,5,209.5,5,780 +15369,2017,11,17,4,30,0,0,0,3,0.116,5.3,209.5,5,780 +15370,2017,11,17,5,0,0,0,0,3,0.116,5.7,207.1,5,780 +15371,2017,11,17,5,30,0,0,0,3,0.116,6.2,207.1,5,780 +15372,2017,11,17,6,0,0,0,0,3,0.116,6.8,212.6,5,780 +15373,2017,11,17,6,30,0,0,0,3,0.116,6.5,212.6,5,780 +15374,2017,11,17,7,0,0,0,0,3,0.116,6.2,222.6,5,780 +15375,2017,11,17,7,30,17,0,17,3,0.116,5.6,222.6,5,780 +15376,2017,11,17,8,0,47,0,47,3,0.116,5,223.7,6,780 +15377,2017,11,17,8,30,80,3,81,3,0.116,5.3,223.7,5,780 +15378,2017,11,17,9,0,109,12,112,3,0.116,5.6,224.4,5,780 +15379,2017,11,17,9,30,135,20,142,3,0.116,5.9,224.4,5,780 +15380,2017,11,17,10,0,161,29,173,2,0.116,6.3,235.3,5,780 +15381,2017,11,17,10,30,186,39,204,2,0.116,6.3,235.3,5,780 +15382,2017,11,17,11,0,225,112,279,1,0.116,6.3,250.8,6,780 +15383,2017,11,17,11,30,77,0,77,1,0.116,6.1,250.8,7,780 +15384,2017,11,17,12,0,84,874,525,1,0.116,5.9,255,8,780 +15385,2017,11,17,12,30,9,0,9,1,0.116,5.9,255,8,780 +15386,2017,11,17,13,0,8,0,8,0,0.116,6,251.9,9,780 +15387,2017,11,17,13,30,9,0,9,0,0.116,5.9,251.9,8,780 +15388,2017,11,17,14,0,6,0,6,0,0.116,5.9,263.8,8,780 +15389,2017,11,17,14,30,15,0,15,0,0.116,6.5,263.8,6,780 +15390,2017,11,17,15,0,12,0,12,0,0.116,7.2,296.7,5,780 +15391,2017,11,17,15,30,8,0,8,0,0.116,6.9,296.7,3,780 +15392,2017,11,17,16,0,5,0,5,-2,0.116,6.6,317.1,2,780 +15393,2017,11,17,16,30,1,0,1,-2,0.116,6,317.1,1,780 +15394,2017,11,17,17,0,0,0,0,-4,0.116,5.5,321.2,1,780 +15395,2017,11,17,17,30,0,0,0,-4,0.116,5.5,321.2,0,780 +15396,2017,11,17,18,0,0,0,0,-5,0.116,5.5,319.7,0,780 +15397,2017,11,17,18,30,0,0,0,-5,0.116,5.4,319.7,0,780 +15398,2017,11,17,19,0,0,0,0,-5,0.116,5.3,320.3,-1,780 +15399,2017,11,17,19,30,0,0,0,-5,0.116,5.4,320.3,-1,780 +15400,2017,11,17,20,0,0,0,0,-6,0.116,5.5,317.5,-2,780 +15401,2017,11,17,20,30,0,0,0,-6,0.116,5.6,317.5,-2,790 +15402,2017,11,17,21,0,0,0,0,-8,0.116,5.8,315.7,-3,790 +15403,2017,11,17,21,30,0,0,0,-8,0.116,5.8,315.7,-3,790 +15404,2017,11,17,22,0,0,0,0,-8,0.116,5.9,316.1,-4,790 +15405,2017,11,17,22,30,0,0,0,-8,0.116,5.6,316.1,-4,790 +15406,2017,11,17,23,0,0,0,0,-9,0.116,5.4,319.1,-4,790 +15407,2017,11,17,23,30,0,0,0,-9,0.116,5,319.1,-4,790 +15408,2017,11,18,0,0,0,0,0,-10,0.116,4.6,322.2,-5,790 +15409,2017,11,18,0,30,0,0,0,-10,0.116,4.1,322.2,-5,790 +15410,2017,11,18,1,0,0,0,0,-10,0.116,3.7,326.4,-6,790 +15411,2017,11,18,1,30,0,0,0,-10,0.116,3.2,326.4,-6,790 +15412,2017,11,18,2,0,0,0,0,-10,0.116,2.7,332.7,-7,790 +15413,2017,11,18,2,30,0,0,0,-10,0.116,1.9,332.7,-7,790 +15414,2017,11,18,3,0,0,0,0,-10,0.116,1.2,336.4,-7,790 +15415,2017,11,18,3,30,0,0,0,-10,0.116,0.9,336.4,-7,790 +15416,2017,11,18,4,0,0,0,0,-10,0.116,0.6,320.1,-7,790 +15417,2017,11,18,4,30,0,0,0,-10,0.116,0.6,320.1,-7,790 +15418,2017,11,18,5,0,0,0,0,-10,0.116,0.6,280.6,-7,790 +15419,2017,11,18,5,30,0,0,0,-10,0.116,0.6,280.6,-7,790 +15420,2017,11,18,6,0,0,0,0,-10,0.116,0.7,253,-7,790 +15421,2017,11,18,6,30,0,0,0,-10,0.116,0.7,253,-7,790 +15422,2017,11,18,7,0,0,0,0,-10,0.116,0.8,233.6,-7,790 +15423,2017,11,18,7,30,19,461,47,-10,0.116,1.1,233.6,-5,790 +15424,2017,11,18,8,0,32,681,130,-10,0.116,1.5,240.8,-4,790 +15425,2017,11,18,8,30,40,799,218,-10,0.116,1.6,240.8,-3,790 +15426,2017,11,18,9,0,45,875,301,-12,0.116,1.7,258.6,-2,790 +15427,2017,11,18,9,30,49,922,376,-12,0.116,1.9,258.6,-1,790 +15428,2017,11,18,10,0,51,956,440,-13,0.116,2.1,260,0,790 +15429,2017,11,18,10,30,54,977,491,-13,0.116,2.3,260,0,790 +15430,2017,11,18,11,0,57,986,528,-13,0.116,2.5,258,0,790 +15431,2017,11,18,11,30,224,289,367,-13,0.116,2.6,258,0,790 +15432,2017,11,18,12,0,229,277,368,-14,0.116,2.7,254.5,1,790 +15433,2017,11,18,12,30,176,14,183,-14,0.116,2.6,254.5,1,790 +15434,2017,11,18,13,0,58,980,525,-14,0.116,2.6,250.1,2,790 +15435,2017,11,18,13,30,56,964,486,-14,0.116,2.5,250.1,2,790 +15436,2017,11,18,14,0,54,941,434,-14,0.116,2.5,245,2,790 +15437,2017,11,18,14,30,51,906,370,-14,0.116,2.4,245,2,790 +15438,2017,11,18,15,0,46,858,295,-14,0.116,2.3,238.1,2,790 +15439,2017,11,18,15,30,40,782,211,-14,0.116,1.7,238.1,1,790 +15440,2017,11,18,16,0,32,659,124,-10,0.116,1.1,218.8,0,790 +15441,2017,11,18,16,30,18,430,43,-10,0.116,1.2,218.8,-1,790 +15442,2017,11,18,17,0,0,0,0,-12,0.866,1.3,198.8,-3,790 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+16489,2017,12,10,12,30,46,1008,492,-16,0.116,1,280.3,4,800 +16490,2017,12,10,13,0,46,1000,473,-17,0.116,1.1,280.6,4,800 +16491,2017,12,10,13,30,45,985,440,-17,0.116,1,280.6,4,800 +16492,2017,12,10,14,0,43,961,392,-16,0.116,0.9,273.5,4,800 +16493,2017,12,10,14,30,41,927,333,-16,0.116,0.7,273.5,3,800 +16494,2017,12,10,15,0,38,875,262,-10,0.116,0.6,195.3,3,800 +16495,2017,12,10,15,30,32,797,184,-10,0.116,0.9,195.3,1,800 +16496,2017,12,10,16,0,25,665,102,-13,0.116,1.2,184.4,0,800 +16497,2017,12,10,16,30,27,0,27,-13,0.116,1.2,184.4,0,800 +16498,2017,12,10,17,0,0,0,0,-15,0.116,1.2,197.3,0,800 +16499,2017,12,10,17,30,0,0,0,-15,0.116,1,197.3,0,800 +16500,2017,12,10,18,0,0,0,0,-15,0.116,0.9,225.3,0,800 +16501,2017,12,10,18,30,0,0,0,-15,0.116,0.8,225.3,0,800 +16502,2017,12,10,19,0,0,0,0,-15,0.116,0.7,244.8,0,800 +16503,2017,12,10,19,30,0,0,0,-15,0.116,0.6,244.8,0,800 +16504,2017,12,10,20,0,0,0,0,-15,0.116,0.5,230.6,0,800 +16505,2017,12,10,20,30,0,0,0,-15,0.116,0.4,230.6,0,800 +16506,2017,12,10,21,0,0,0,0,-15,0.116,0.4,200.7,0,800 +16507,2017,12,10,21,30,0,0,0,-15,0.116,0.3,200.7,0,800 +16508,2017,12,10,22,0,0,0,0,-16,0.116,0.3,158.7,0,800 +16509,2017,12,10,22,30,0,0,0,-16,0.116,0.4,158.7,0,800 +16510,2017,12,10,23,0,0,0,0,-16,0.116,0.5,173.7,-1,800 +16511,2017,12,10,23,30,0,0,0,-16,0.116,0.5,173.7,-1,800 +16512,2017,12,11,0,0,0,0,0,-16,0.116,0.5,214.4,-1,800 +16513,2017,12,11,0,30,0,0,0,-16,0.116,0.5,214.4,-1,800 +16514,2017,12,11,1,0,0,0,0,-16,0.116,0.6,246.5,-1,800 +16515,2017,12,11,1,30,0,0,0,-16,0.116,0.6,246.5,-1,800 +16516,2017,12,11,2,0,0,0,0,-17,0.116,0.7,260.2,-2,800 +16517,2017,12,11,2,30,0,0,0,-17,0.116,0.7,260.2,-2,800 +16518,2017,12,11,3,0,0,0,0,-17,0.116,0.8,275.6,-2,800 +16519,2017,12,11,3,30,0,0,0,-17,0.116,0.8,275.6,-2,800 +16520,2017,12,11,4,0,0,0,0,-17,0.116,0.8,290,-3,800 +16521,2017,12,11,4,30,0,0,0,-17,0.116,0.7,290,-3,800 +16522,2017,12,11,5,0,0,0,0,-17,0.116,0.6,300.9,-3,800 +16523,2017,12,11,5,30,0,0,0,-17,0.116,0.5,300.9,-3,800 +16524,2017,12,11,6,0,0,0,0,-17,0.116,0.4,306.9,-3,800 +16525,2017,12,11,6,30,0,0,0,-17,0.116,0.4,306.9,-3,800 +16526,2017,12,11,7,0,0,0,0,-17,0.116,0.4,286.4,-4,800 +16527,2017,12,11,7,30,0,0,0,-17,0.116,0.3,286.4,-3,800 +16528,2017,12,11,8,0,21,534,61,-16,0.116,0.3,304.8,-3,800 +16529,2017,12,11,8,30,32,717,141,-16,0.116,0.4,304.8,-1,800 +16530,2017,12,11,9,0,39,821,222,-14,0.116,0.5,7.1,0,800 +16531,2017,12,11,9,30,44,885,297,-14,0.116,0.7,7.1,0,800 +16532,2017,12,11,10,0,48,928,362,-16,0.116,1,31.6,1,800 +16533,2017,12,11,10,30,50,956,416,-16,0.116,1.3,31.6,2,800 +16534,2017,12,11,11,0,53,969,455,-16,0.116,1.7,15.5,4,800 +16535,2017,12,11,11,30,54,979,481,-16,0.116,1.8,15.5,4,800 +16536,2017,12,11,12,0,56,979,491,-16,0.116,1.9,18.3,5,800 +16537,2017,12,11,12,30,56,975,486,-16,0.116,2,18.3,5,800 +16538,2017,12,11,13,0,55,963,466,-16,0.116,2.1,23.9,6,800 +16539,2017,12,11,13,30,54,945,432,-16,0.116,1.9,23.9,6,800 +16540,2017,12,11,14,0,52,917,384,-14,0.116,1.7,36.7,6,800 +16541,2017,12,11,14,30,48,879,325,-14,0.116,1.3,36.7,5,800 +16542,2017,12,11,15,0,44,822,254,-8,0.116,0.9,67.2,4,800 +16543,2017,12,11,15,30,37,736,177,-8,0.116,1,67.2,2,800 +16544,2017,12,11,16,0,28,594,97,-12,0.116,1.2,82.1,1,800 +16545,2017,12,11,16,30,14,331,25,-12,0.116,1.2,82.1,0,800 +16546,2017,12,11,17,0,0,0,0,-13,0.116,1.2,83.3,0,800 +16547,2017,12,11,17,30,0,0,0,-13,0.116,1.1,83.3,0,800 +16548,2017,12,11,18,0,0,0,0,-13,0.116,1.1,77.1,0,800 +16549,2017,12,11,18,30,0,0,0,-13,0.116,1,77.1,0,800 +16550,2017,12,11,19,0,0,0,0,-13,0.116,1,61.8,0,800 +16551,2017,12,11,19,30,0,0,0,-13,0.116,0.9,61.8,0,800 +16552,2017,12,11,20,0,0,0,0,-13,0.116,0.9,34,0,800 +16553,2017,12,11,20,30,0,0,0,-13,0.116,0.9,34,0,800 +16554,2017,12,11,21,0,0,0,0,-13,0.116,1,15.4,0,800 +16555,2017,12,11,21,30,0,0,0,-13,0.116,1,15.4,0,800 +16556,2017,12,11,22,0,0,0,0,-13,0.116,1.1,13.6,0,800 +16557,2017,12,11,22,30,0,0,0,-13,0.116,1.1,13.6,0,800 +16558,2017,12,11,23,0,0,0,0,-13,0.116,1.1,18.3,0,800 +16559,2017,12,11,23,30,0,0,0,-13,0.116,1,18.3,0,800 +16560,2017,12,12,0,0,0,0,0,-13,0.116,0.9,22.7,0,800 +16561,2017,12,12,0,30,0,0,0,-13,0.116,0.8,22.7,0,800 +16562,2017,12,12,1,0,0,0,0,-13,0.116,0.8,24.2,0,800 +16563,2017,12,12,1,30,0,0,0,-13,0.116,0.7,24.2,0,800 +16564,2017,12,12,2,0,0,0,0,-13,0.116,0.6,34.1,0,800 +16565,2017,12,12,2,30,0,0,0,-13,0.116,0.5,34.1,0,800 +16566,2017,12,12,3,0,0,0,0,-13,0.116,0.5,58.6,-1,800 +16567,2017,12,12,3,30,0,0,0,-14,0.116,0.5,58.6,-1,800 +16568,2017,12,12,4,0,0,0,0,-13,0.116,0.5,88.2,-1,800 +16569,2017,12,12,4,30,0,0,0,-13,0.116,0.4,88.2,-1,800 +16570,2017,12,12,5,0,0,0,0,-13,0.116,0.4,117.2,-1,800 +16571,2017,12,12,5,30,0,0,0,-13,0.116,0.3,117.2,-1,800 +16572,2017,12,12,6,0,0,0,0,-13,0.116,0.3,146.1,-2,800 +16573,2017,12,12,6,30,0,0,0,-13,0.116,0.3,146.1,-2,800 +16574,2017,12,12,7,0,0,0,0,-12,0.116,0.3,176.6,-2,800 +16575,2017,12,12,7,30,0,0,0,-12,0.116,0.3,176.6,-1,800 +16576,2017,12,12,8,0,22,453,55,-11,0.116,0.4,210.4,-1,800 +16577,2017,12,12,8,30,34,647,132,-11,0.116,0.5,210.4,0,800 +16578,2017,12,12,9,0,42,763,211,-9,0.116,0.6,253,1,800 +16579,2017,12,12,9,30,48,834,285,-9,0.116,0.7,253,2,800 +16580,2017,12,12,10,0,127,369,252,-10,0.116,0.9,252.4,3,800 +16581,2017,12,12,10,30,54,917,403,-10,0.116,0.9,252.4,4,800 +16582,2017,12,12,11,0,54,947,445,-11,0.116,1,267.4,5,800 +16583,2017,12,12,11,30,55,960,472,-11,0.116,0.9,267.4,5,800 +16584,2017,12,12,12,0,55,968,484,-11,0.116,0.9,294,6,800 +16585,2017,12,12,12,30,54,969,481,-11,0.116,0.8,294,6,800 +16586,2017,12,12,13,0,53,965,464,-11,0.116,0.7,323.8,6,800 +16587,2017,12,12,13,30,52,953,432,-11,0.116,0.5,323.8,6,790 +16588,2017,12,12,14,0,52,921,386,-10,0.116,0.3,326.8,6,790 +16589,2017,12,12,14,30,49,887,327,-10,0.116,0.4,326.8,5,790 +16590,2017,12,12,15,0,44,833,258,-7,0.116,0.5,184.6,5,790 +16591,2017,12,12,15,30,38,751,180,-7,0.116,0.8,184.6,3,790 +16592,2017,12,12,16,0,29,612,99,-10,0.116,1.1,193.2,2,790 +16593,2017,12,12,16,30,14,344,26,-10,0.116,1.1,193.2,1,790 +16594,2017,12,12,17,0,0,0,0,-11,0.116,1.2,212.4,1,790 +16595,2017,12,12,17,30,0,0,0,-11,0.116,1.2,212.4,0,790 +16596,2017,12,12,18,0,0,0,0,-11,0.116,1.2,236.3,0,790 +16597,2017,12,12,18,30,0,0,0,-11,0.116,1.2,236.3,0,790 +16598,2017,12,12,19,0,0,0,0,-11,0.116,1.2,262.1,0,790 +16599,2017,12,12,19,30,0,0,0,-11,0.116,1.1,262.1,0,790 +16600,2017,12,12,20,0,0,0,0,-11,0.116,1,282.8,0,790 +16601,2017,12,12,20,30,0,0,0,-11,0.116,0.8,282.8,0,790 +16602,2017,12,12,21,0,0,0,0,-11,0.116,0.7,292.6,0,790 +16603,2017,12,12,21,30,0,0,0,-11,0.116,0.6,292.6,0,790 +16604,2017,12,12,22,0,0,0,0,-11,0.116,0.6,296.5,0,790 +16605,2017,12,12,22,30,0,0,0,-11,0.116,0.5,296.5,0,790 +16606,2017,12,12,23,0,0,0,0,-11,0.116,0.4,275,0,790 +16607,2017,12,12,23,30,0,0,0,-11,0.116,0.4,275,0,790 +16608,2017,12,13,0,0,0,0,0,-11,0.116,0.5,241.3,0,790 +16609,2017,12,13,0,30,0,0,0,-11,0.116,0.5,241.3,0,790 +16610,2017,12,13,1,0,0,0,0,-11,0.116,0.6,260.9,0,790 +16611,2017,12,13,1,30,0,0,0,-11,0.116,0.6,260.9,0,790 +16612,2017,12,13,2,0,0,0,0,-12,0.116,0.6,277.6,-1,790 +16613,2017,12,13,2,30,0,0,0,-12,0.116,0.6,277.6,-1,790 +16614,2017,12,13,3,0,0,0,0,-12,0.116,0.7,292.2,-1,790 +16615,2017,12,13,3,30,0,0,0,-12,0.116,0.7,292.2,-1,790 +16616,2017,12,13,4,0,0,0,0,-13,0.116,0.7,315.9,-2,790 +16617,2017,12,13,4,30,0,0,0,-13,0.116,0.6,315.9,-2,790 +16618,2017,12,13,5,0,0,0,0,-13,0.116,0.6,345.4,-2,790 +16619,2017,12,13,5,30,0,0,0,-13,0.116,0.6,345.4,-2,790 +16620,2017,12,13,6,0,0,0,0,-13,0.116,0.7,8.4,-3,790 +16621,2017,12,13,6,30,0,0,0,-13,0.116,0.7,8.4,-3,790 +16622,2017,12,13,7,0,0,0,0,-13,0.116,0.7,18.6,-3,790 +16623,2017,12,13,7,30,0,0,0,-13,0.116,0.7,18.6,-2,790 +16624,2017,12,13,8,0,25,135,34,-12,0.116,0.7,34.2,-2,790 +16625,2017,12,13,8,30,56,192,84,-12,0.116,1,34.2,-1,790 +16626,2017,12,13,9,0,85,231,136,-12,0.116,1.3,45.9,0,790 +16627,2017,12,13,9,30,114,248,184,-12,0.116,1.3,45.9,0,790 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+17010,2017,12,21,9,0,98,281,156,-14,0.866,10.6,25.8,-8,780 +17011,2017,12,21,9,30,126,349,221,-14,0.866,10.4,25.8,-8,780 +17012,2017,12,21,10,0,140,436,282,-14,0.866,10.3,27.1,-8,780 +17013,2017,12,21,10,30,92,648,332,-14,0.866,10,27.1,-7,780 +17014,2017,12,21,11,0,93,694,374,-14,0.866,9.8,28.3,-7,780 +17015,2017,12,21,11,30,100,702,400,-14,0.866,9.5,28.3,-6,780 +17016,2017,12,21,12,0,165,456,365,-14,0.866,9.3,28.1,-6,780 +17017,2017,12,21,12,30,137,568,385,-14,0.866,9,28.1,-5,780 +17018,2017,12,21,13,0,166,487,373,-14,0.866,8.8,26.8,-5,780 +17019,2017,12,21,13,30,174,270,282,-14,0.866,8.4,26.8,-5,780 +17020,2017,12,21,14,0,170,227,252,-14,0.866,8,25.8,-5,780 +17021,2017,12,21,14,30,145,216,213,-14,0.866,7.5,25.8,-5,780 +17022,2017,12,21,15,0,76,680,254,-14,0.866,7,24.7,-6,780 +17023,2017,12,21,15,30,63,585,177,-14,0.866,6.2,24.7,-6,780 +17024,2017,12,21,16,0,40,491,101,-14,0.866,5.5,22.4,-7,780 +17025,2017,12,21,16,30,19,239,30,-14,0.866,4.6,22.4,-8,780 +17026,2017,12,21,17,0,0,0,0,-15,0.866,3.7,20,-9,780 +17027,2017,12,21,17,30,0,0,0,-15,0.866,3,20,-9,780 +17028,2017,12,21,18,0,0,0,0,-15,0.866,2.4,18.8,-10,780 +17029,2017,12,21,18,30,0,0,0,-15,0.866,1.9,18.8,-10,780 +17030,2017,12,21,19,0,0,0,0,-15,0.866,1.4,22.9,-11,780 +17031,2017,12,21,19,30,0,0,0,-15,0.866,1.1,22.9,-11,780 +17032,2017,12,21,20,0,0,0,0,-15,0.866,0.8,34.7,-11,790 +17033,2017,12,21,20,30,0,0,0,-15,0.866,0.7,34.7,-11,790 +17034,2017,12,21,21,0,0,0,0,-15,0.866,0.6,53.9,-11,790 +17035,2017,12,21,21,30,0,0,0,-15,0.866,0.5,53.9,-11,790 +17036,2017,12,21,22,0,0,0,0,-15,0.866,0.4,83.9,-12,790 +17037,2017,12,21,22,30,0,0,0,-15,0.866,0.3,83.9,-12,790 +17038,2017,12,21,23,0,0,0,0,-15,0.866,0.3,160.2,-12,790 +17039,2017,12,21,23,30,0,0,0,-15,0.866,0.4,160.2,-12,790 +17040,2017,12,22,0,0,0,0,0,-15,0.866,0.5,209.1,-12,790 +17041,2017,12,22,0,30,0,0,0,-15,0.866,0.6,209.1,-12,790 +17042,2017,12,22,1,0,0,0,0,-15,0.866,0.7,221.6,-12,790 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pvlib/data/test_psm3_tmy-2017.csv diff --git a/pvlib/data/test_read_psm3.csv b/pvlib/data/test_read_psm3.csv new file mode 100644 index 0000000000..c32fa81d83 --- /dev/null +++ b/pvlib/data/test_read_psm3.csv @@ -0,0 +1,17523 @@ +Source,Location ID,City,State,Country,Latitude,Longitude,Time Zone,Elevation,Local Time Zone,Clearsky DHI Units,Clearsky DNI Units,Clearsky GHI Units,Dew Point Units,DHI Units,DNI Units,GHI Units,Solar Zenith Angle Units,Temperature Units,Pressure Units,Relative Humidity Units,Precipitable Water Units,Wind Direction Units,Wind Speed,Cloud Type -15,Cloud Type 0,Cloud Type 1,Cloud Type 2,Cloud Type 3,Cloud Type 4,Cloud Type 5,Cloud Type 6,Cloud Type 7,Cloud Type 8,Cloud Type 9,Cloud Type 10,Cloud Type 11,Cloud Type 12,Fill Flag 0,Fill Flag 1,Fill Flag 2,Fill Flag 3,Fill Flag 4,Fill Flag 5,Surface Albedo Units,Version +NSRDB,155474,-,-,-,40.53,-108.54,-7,2133,-7,w/m2,w/m2,w/m2,c,w/m2,w/m2,w/m2,Degree,c,mbar,%,cm,Degrees,m/s,N/A,Clear,Probably Clear,Fog,Water,Super-Cooled Water,Mixed,Opaque Ice,Cirrus,Overlapping,Overshooting,Unknown,Dust,Smoke,N/A,Missing Image,Low Irradiance,Exceeds Clearsky,Missing CLoud Properties,Rayleigh Violation,N/A,v3.0.1 +Year,Month,Day,Hour,Minute,DHI,DNI,GHI,Clearsky DHI,Clearsky DNI,Clearsky GHI,Cloud Type,Dew Point,Solar Zenith Angle,Fill Flag,Surface Albedo,Wind Speed,Precipitable Water,Wind Direction,Relative Humidity,Temperature,Pressure,,,,,,,,,,,,,,,,,,,,,,,, +2017,1,1,0,0,0,0,0,0,0,0,1,-10,162.05,0,0.866,0.3,0.417,166.4,74.79,-8,780,,,,,,,,,,,,,,,,,,,,,,,, +2017,1,1,0,30,0,0,0,0,0,0,1,-10,162.25,0,0.866,0.5,0.412,166.4,74.76,-8,780,,,,,,,,,,,,,,,,,,,,,,,, +2017,1,1,1,0,0,0,0,0,0,0,1,-10,160.31,0,0.866,0.7,0.407,173.5,81.09,-8,780,,,,,,,,,,,,,,,,,,,,,,,, +2017,1,1,1,30,0,0,0,0,0,0,1,-10,156.77,0,0.866,0.9,0.402,173.5,81.06,-8,780,,,,,,,,,,,,,,,,,,,,,,,, +2017,1,1,2,0,0,0,0,0,0,0,4,-10,152.24,0,0.866,1.2,0.397,176.8,81.2,-9,780,,,,,,,,,,,,,,,,,,,,,,,, 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+2017,12,31,17,30,0,0,0,0,0,0,1,-10,96.29,0,0.866,0.4,0.407,252.1,48.86,-1,780,,,,,,,,,,,,,,,,,,,,,,,, +2017,12,31,18,0,0,0,0,0,0,0,1,-10,101.54,0,0.866,0.3,0.409,271.9,47.33,-2,780,,,,,,,,,,,,,,,,,,,,,,,, +2017,12,31,18,30,0,0,0,0,0,0,1,-10,106.95,0,0.866,0.3,0.41,271.9,47.33,-2,780,,,,,,,,,,,,,,,,,,,,,,,, +2017,12,31,19,0,0,0,0,0,0,0,1,-11,112.48,0,0.866,0.3,0.412,315.5,49.78,-3,780,,,,,,,,,,,,,,,,,,,,,,,, +2017,12,31,19,30,0,0,0,0,0,0,1,-11,118.1,0,0.866,0.3,0.414,315.5,49.77,-3,780,,,,,,,,,,,,,,,,,,,,,,,, +2017,12,31,20,0,0,0,0,0,0,0,1,-11,123.77,0,0.866,0.3,0.416,327.2,53.24,-4,780,,,,,,,,,,,,,,,,,,,,,,,, +2017,12,31,20,30,0,0,0,0,0,0,1,-11,129.47,0,0.866,0.3,0.417,327.2,57.36,-4,780,,,,,,,,,,,,,,,,,,,,,,,, +2017,12,31,21,0,0,0,0,0,0,0,1,-11,135.14,0,0.866,0.3,0.419,321.6,62,-5,780,,,,,,,,,,,,,,,,,,,,,,,, +2017,12,31,21,30,0,0,0,0,0,0,1,-11,140.74,0,0.866,0.2,0.42,321.6,61.99,-5,780,,,,,,,,,,,,,,,,,,,,,,,, +2017,12,31,22,0,0,0,0,0,0,0,1,-11,146.19,0,0.866,0.1,0.422,331.9,62.59,-6,780,,,,,,,,,,,,,,,,,,,,,,,, +2017,12,31,22,30,0,0,0,0,0,0,1,-11,151.35,0,0.866,0,0.422,331.9,62.57,-6,780,,,,,,,,,,,,,,,,,,,,,,,, +2017,12,31,23,0,0,0,0,0,0,0,1,-10,156,0,0.866,0,0.422,74.8,68.46,-7,780,,,,,,,,,,,,,,,,,,,,,,,, +2017,12,31,23,30,0,0,0,0,0,0,1,-10,159.77,0,0.866,0.1,0.419,74.8,68.44,-7,780,,,,,,,,,,,,,,,,,,,,,,,, diff --git a/pvlib/iotools/__init__.py b/pvlib/iotools/__init__.py index 8e305653c7..8a540cde28 100644 --- a/pvlib/iotools/__init__.py +++ b/pvlib/iotools/__init__.py @@ -11,3 +11,5 @@ from pvlib.iotools.crn import read_crn # noqa: F401 from pvlib.iotools.solrad import read_solrad # noqa: F401 from pvlib.iotools.psm3 import get_psm3 # noqa: F401 +from pvlib.iotools.psm3 import read_psm3 # noqa: F401 +from pvlib.iotools.psm3 import parse_psm3 # noqa: F401 diff --git a/pvlib/iotools/psm3.py b/pvlib/iotools/psm3.py index c8445782e6..898e56ec28 100644 --- a/pvlib/iotools/psm3.py +++ b/pvlib/iotools/psm3.py @@ -9,7 +9,9 @@ import pandas as pd from json import JSONDecodeError -URL = "http://developer.nrel.gov/api/solar/nsrdb_psm3_download.csv" +NSRDB_API_BASE = "https://developer.nrel.gov" +PSM_URL = NSRDB_API_BASE + "/api/solar/nsrdb_psm3_download.csv" +TMY_URL = NSRDB_API_BASE + "/api/nsrdb_api/solar/nsrdb_psm3_tmy_download.csv" # 'relative_humidity', 'total_precipitable_water' are not available ATTRIBUTES = [ @@ -19,9 +21,11 @@ def get_psm3(latitude, longitude, api_key, email, names='tmy', interval=60, - full_name=PVLIB_PYTHON, affiliation=PVLIB_PYTHON, timeout=30): + leap_day=False, full_name=PVLIB_PYTHON, affiliation=PVLIB_PYTHON, + timeout=30): """ - Get PSM3 data + Retrieve NSRDB [1]_ PSM3 timeseries weather data from the PSM3 API [2]_ + [3]_. Parameters ---------- @@ -38,7 +42,11 @@ def get_psm3(latitude, longitude, api_key, email, names='tmy', interval=60, PSM3 API parameter specifing year or TMY variant to download, see notes below for options interval : int, default 60 - interval size in minutes, can only be either 30 or 60 + interval size in minutes, can only be either 30 or 60. Only used for + single-year requests (i.e., it is ignored for tmy/tgy/tdy requests). + leap_day : boolean, default False + include leap day in the results. Only used for single-year requests + (i.e., it is ignored for tmy/tgy/tdy requests). full_name : str, default 'pvlib python' optional affiliation : str, default 'pvlib python' @@ -49,7 +57,8 @@ def get_psm3(latitude, longitude, api_key, email, names='tmy', interval=60, Returns ------- headers : dict - metadata from NREL PSM3 about the record, see notes for fields + metadata from NREL PSM3 about the record, see + :func:`pvlib.iotools.parse_psm3` for fields data : pandas.DataFrame timeseries data from NREL PSM3 @@ -74,50 +83,25 @@ def get_psm3(latitude, longitude, api_key, email, names='tmy', interval=60, ['1998', '1999', '2000', '2001', '2002', '2003', '2004', '2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012', '2013', - '2014', '2015', '2016', '2017', 'tmy', 'tmy-2016', 'tmy-2017', - 'tdy-2017', 'tgy-2017'] - - The return is a tuple with two items. The first item is a header with - metadata from NREL PSM3 about the record containing the following fields: - - * Source - * Location ID - * City - * State - * Country - * Latitude - * Longitude - * Time Zone - * Elevation - * Local Time Zone - * Dew Point Units - * DHI Units - * DNI Units - * GHI Units - * Temperature Units - * Pressure Units - * Wind Direction Units - * Wind Speed - * Surface Albedo Units - * Version - - The second item is a dataframe with the timeseries data downloaded. + '2014', '2015', '2016', '2017', '2018', 'tmy', 'tmy-2016', 'tmy-2017', + 'tdy-2017', 'tgy-2017', 'tmy-2018', 'tdy-2018', 'tgy-2018'] .. warning:: PSM3 is limited to data found in the NSRDB, please consult the references below for locations with available data See Also -------- - pvlib.iotools.read_tmy2, pvlib.iotools.read_tmy3 + pvlib.iotools.read_psm3, pvlib.iotools.parse_psm3 References ---------- - .. [1] `NREL Developer Network - Physical Solar Model (PSM) v3 - `_ - .. [2] `NREL National Solar Radiation Database (NSRDB) + .. [1] `NREL National Solar Radiation Database (NSRDB) `_ - + .. [2] `NREL Developer Network - Physical Solar Model (PSM) v3 + `_ + .. [3] `NREL Developer Network - Physical Solar Model (PSM) v3 TMY + `_ """ # The well know text (WKT) representation of geometry notation is strict. # A POINT object is a string with longitude first, then the latitude, with @@ -137,11 +121,15 @@ def get_psm3(latitude, longitude, api_key, email, names='tmy', interval=60, 'wkt': 'POINT(%s %s)' % (longitude, latitude), 'names': names, 'attributes': ','.join(ATTRIBUTES), - 'leap_day': 'false', + 'leap_day': str(leap_day).lower(), 'utc': 'false', 'interval': interval } # request CSV download from NREL PSM3 + if any(prefix in names for prefix in ('tmy', 'tgy', 'tdy')): + URL = TMY_URL + else: + URL = PSM_URL response = requests.get(URL, params=params, timeout=timeout) if not response.ok: # if the API key is rejected, then the response status will be 403 @@ -154,7 +142,97 @@ def get_psm3(latitude, longitude, api_key, email, names='tmy', interval=60, # the CSV is in the response content as a UTF-8 bytestring # to use pandas we need to create a file buffer from the response fbuf = io.StringIO(response.content.decode('utf-8')) - # The first 2 lines of the response are headers with metadat + return parse_psm3(fbuf) + + +def parse_psm3(fbuf): + """ + Parse an NSRDB [1]_ PSM3 weather file (formatted as SAM CSV [2]_). + + Parameters + ---------- + fbuf: file-like object + File-like object containing data to read. + + Returns + ------- + headers : dict + metadata from NREL PSM3 about the record, see notes for fields + data : pandas.DataFrame + timeseries data from NREL PSM3 + + Notes + ----- + The return is a tuple with two items. The first item is a header with + metadata from NREL PSM3 about the record containing the following fields: + + * Source + * Location ID + * City + * State + * Country + * Latitude + * Longitude + * Time Zone + * Elevation + * Local Time Zone + * Clearsky DHI Units + * Clearsky DNI Units + * Clearsky GHI Units + * Dew Point Units + * DHI Units + * DNI Units + * GHI Units + * Solar Zenith Angle Units + * Temperature Units + * Pressure Units + * Relative Humidity Units + * Precipitable Water Units + * Wind Direction Units + * Wind Speed + * Cloud Type -15 + * Cloud Type 0 + * Cloud Type 1 + * Cloud Type 2 + * Cloud Type 3 + * Cloud Type 4 + * Cloud Type 5 + * Cloud Type 6 + * Cloud Type 7 + * Cloud Type 8 + * Cloud Type 9 + * Cloud Type 10 + * Cloud Type 11 + * Cloud Type 12 + * Fill Flag 0 + * Fill Flag 1 + * Fill Flag 2 + * Fill Flag 3 + * Fill Flag 4 + * Fill Flag 5 + * Surface Albedo Units + * Version + + The second item is a dataframe with the PSM3 timeseries data. + + Examples + -------- + >>> # Read a local PSM3 file: + >>> with open(filename, 'r') as f: # doctest: +SKIP + ... metadata, df = iotools.parse_psm3(f) # doctest: +SKIP + + See Also + -------- + pvlib.iotools.read_psm3, pvlib.iotools.get_psm3 + + References + ---------- + .. [1] `NREL National Solar Radiation Database (NSRDB) + `_ + .. [2] `Standard Time Series Data File Format + `_ + """ + # The first 2 lines of the response are headers with metadata header_fields = fbuf.readline().split(',') header_fields[-1] = header_fields[-1].strip() # strip trailing newline header_values = fbuf.readline().split(',') @@ -169,15 +247,54 @@ def get_psm3(latitude, longitude, api_key, email, names='tmy', interval=60, # get the column names so we can set the dtypes columns = fbuf.readline().split(',') columns[-1] = columns[-1].strip() # strip trailing newline + # Since the header has so many columns, excel saves blank cols in the + # data below the header lines. + columns = [col for col in columns if col != ''] dtypes = dict.fromkeys(columns, float) # all floats except datevec dtypes.update(Year=int, Month=int, Day=int, Hour=int, Minute=int) + dtypes['Cloud Type'] = int + dtypes['Fill Flag'] = int data = pd.read_csv( - fbuf, header=None, names=columns, dtype=dtypes, + fbuf, header=None, names=columns, usecols=columns, dtype=dtypes, delimiter=',', lineterminator='\n') # skip carriage returns \r # the response 1st 5 columns are a date vector, convert to datetime dtidx = pd.to_datetime( data[['Year', 'Month', 'Day', 'Hour', 'Minute']]) - # in USA all timezones are intergers + # in USA all timezones are integers tz = 'Etc/GMT%+d' % -header['Time Zone'] data.index = pd.DatetimeIndex(dtidx).tz_localize(tz) + return header, data + + +def read_psm3(filename): + """ + Read an NSRDB [1]_ PSM3 weather file (formatted as SAM CSV [2]_). + + Parameters + ---------- + filename: str + Filename of a file containing data to read. + + Returns + ------- + headers : dict + metadata from NREL PSM3 about the record, see + :func:`pvlib.iotools.parse_psm3` for fields + data : pandas.DataFrame + timeseries data from NREL PSM3 + + See Also + -------- + pvlib.iotools.parse_psm3, pvlib.iotools.get_psm3 + + References + ---------- + .. [1] `NREL National Solar Radiation Database (NSRDB) + `_ + .. [2] `Standard Time Series Data File Format + `_ + """ + with open(filename, 'r') as fbuf: + content = parse_psm3(fbuf) + return content diff --git a/pvlib/test/test_psm3.py b/pvlib/test/test_psm3.py index a594979526..0a672534e4 100644 --- a/pvlib/test/test_psm3.py +++ b/pvlib/test/test_psm3.py @@ -9,11 +9,14 @@ import pandas as pd import pytest from requests import HTTPError +from io import StringIO BASEDIR = os.path.abspath(os.path.dirname(__file__)) PROJDIR = os.path.dirname(BASEDIR) DATADIR = os.path.join(PROJDIR, 'data') -TEST_DATA = os.path.join(DATADIR, 'test_psm3.csv') +TMY_TEST_DATA = os.path.join(DATADIR, 'test_psm3_tmy-2017.csv') +YEAR_TEST_DATA = os.path.join(DATADIR, 'test_psm3_2017.csv') +MANUAL_TEST_DATA = os.path.join(DATADIR, 'test_read_psm3.csv') LATITUDE, LONGITUDE = 40.5137, -108.5449 HEADER_FIELDS = [ 'Source', 'Location ID', 'City', 'State', 'Country', 'Latitude', @@ -25,19 +28,14 @@ DEMO_KEY = 'DEMO_KEY' -@pytest.mark.xfail(strict=True) -@needs_pandas_0_22 -def test_get_psm3(): - """test get_psm3""" - header, data = psm3.get_psm3(LATITUDE, LONGITUDE, DEMO_KEY, PVLIB_EMAIL) - expected = pd.read_csv(TEST_DATA) +def assert_psm3_equal(header, data, expected): + """check consistency of PSM3 data""" # check datevec columns assert np.allclose(data.Year, expected.Year) assert np.allclose(data.Month, expected.Month) assert np.allclose(data.Day, expected.Day) assert np.allclose(data.Hour, expected.Hour) - # XXX: unclear if NSRDB changes to timesteps are permanent or temporary - # assert np.allclose(data.Minute, expected.Minute) + assert np.allclose(data.Minute, expected.Minute) # check data columns assert np.allclose(data.GHI, expected.GHI) assert np.allclose(data.DNI, expected.DNI) @@ -53,6 +51,15 @@ def test_get_psm3(): assert hf in header # check timezone assert (data.index.tzinfo.zone == 'Etc/GMT%+d' % -header['Time Zone']) + + +@needs_pandas_0_22 +def test_get_psm3_tmy(): + """test get_psm3 with a TMY""" + header, data = psm3.get_psm3(LATITUDE, LONGITUDE, DEMO_KEY, PVLIB_EMAIL, + names='tmy-2017') + expected = pd.read_csv(TMY_TEST_DATA) + assert_psm3_equal(header, data, expected) # check errors with pytest.raises(HTTPError): # HTTP 403 forbidden because api_key is rejected @@ -63,6 +70,53 @@ def test_get_psm3(): with pytest.raises(HTTPError): # names is not one of the available options psm3.get_psm3(LATITUDE, LONGITUDE, DEMO_KEY, PVLIB_EMAIL, names='bad') + + +@needs_pandas_0_22 +def test_get_psm3_singleyear(): + """test get_psm3 with a single year""" + header, data = psm3.get_psm3(LATITUDE, LONGITUDE, DEMO_KEY, PVLIB_EMAIL, + names='2017', interval=30) + expected = pd.read_csv(YEAR_TEST_DATA) + assert_psm3_equal(header, data, expected) + # check leap day + _, data_2012 = psm3.get_psm3(LATITUDE, LONGITUDE, DEMO_KEY, PVLIB_EMAIL, + names='2012', interval=60, leap_day=True) + assert len(data_2012) == (8760+24) + # check errors + with pytest.raises(HTTPError): + # HTTP 403 forbidden because api_key is rejected + psm3.get_psm3(LATITUDE, LONGITUDE, api_key='BAD', email=PVLIB_EMAIL, + names='2017') + with pytest.raises(HTTPError): + # coordinates were not found in the NSRDB + psm3.get_psm3(51, -5, DEMO_KEY, PVLIB_EMAIL, names='2017') with pytest.raises(HTTPError): # intervals can only be 30 or 60 minutes - psm3.get_psm3(LATITUDE, LONGITUDE, DEMO_KEY, PVLIB_EMAIL, interval=15) + psm3.get_psm3(LATITUDE, LONGITUDE, DEMO_KEY, PVLIB_EMAIL, names='2017', + interval=15) + + +@pytest.fixture +def io_input(request): + """file-like object for parse_psm3""" + with open(MANUAL_TEST_DATA, 'r') as f: + data = f.read() + obj = StringIO(data) + return obj + + +@needs_pandas_0_22 +def test_parse_psm3(io_input): + """test parse_psm3""" + header, data = psm3.parse_psm3(io_input) + expected = pd.read_csv(YEAR_TEST_DATA) + assert_psm3_equal(header, data, expected) + + +@needs_pandas_0_22 +def test_read_psm3(): + """test read_psm3""" + header, data = psm3.read_psm3(MANUAL_TEST_DATA) + expected = pd.read_csv(YEAR_TEST_DATA) + assert_psm3_equal(header, data, expected)