diff --git a/docs/sphinx/source/api.rst b/docs/sphinx/source/api.rst
index a9eb4a54cb..a78d51d4a0 100644
--- a/docs/sphinx/source/api.rst
+++ b/docs/sphinx/source/api.rst
@@ -340,6 +340,7 @@ relevant to solar energy modeling.
iotools.get_ecmwf_macc
iotools.read_crn
iotools.read_solrad
+ iotools.get_psm3
A :py:class:`~pvlib.location.Location` object may be created from metadata
in some files.
diff --git a/docs/sphinx/source/whatsnew/v0.6.2.rst b/docs/sphinx/source/whatsnew/v0.6.2.rst
index 281039eb1c..049c22d6c2 100644
--- a/docs/sphinx/source/whatsnew/v0.6.2.rst
+++ b/docs/sphinx/source/whatsnew/v0.6.2.rst
@@ -29,6 +29,7 @@ Enhancements
* Add US CRN data reader to :ref:`iotools`.
* Add SOLRAD data reader to :ref:`iotools`.
* Add EPW data reader to :ref:`iotools`. (:issue:`591`)
+* Add PSM3 reader to :ref:`iotools`. (:issue:`592`)
Bug fixes
~~~~~~~~~
diff --git a/pvlib/data/test_psm3.csv b/pvlib/data/test_psm3.csv
new file mode 100644
index 0000000000..4924a25618
--- /dev/null
+++ b/pvlib/data/test_psm3.csv
@@ -0,0 +1,8761 @@
+,Year,Month,Day,Hour,Minute,Temperature,Dew Point,DHI,DNI,GHI,Surface Albedo,Pressure,Wind Direction,Wind Speed
+0,2003,1,1,0,0,-4,-6,0,0,0,0.866,780.0,298.6,0.5
+1,2003,1,1,1,0,-4,-7,0,0,0,0.866,780.0,292.0,0.5
+2,2003,1,1,2,0,-5,-7,0,0,0,0.866,780.0,298.40000000000003,0.5
+3,2003,1,1,3,0,-5,-8,0,0,0,0.866,780.0,304.5,0.6000000000000001
+4,2003,1,1,4,0,-6,-8,0,0,0,0.866,780.0,304.7,0.5
+5,2003,1,1,5,0,-6,-8,0,0,0,0.866,790.0,303.5,0.30000000000000004
+6,2003,1,1,6,0,-7,-9,0,0,0,0.866,790.0,306.0,0.30000000000000004
+7,2003,1,1,7,0,-7,-9,0,0,0,0.866,790.0,308.0,0.2
+8,2003,1,1,8,0,-5,-9,31,635,112,0.866,790.0,309.1,0.1
+9,2003,1,1,9,0,-2,-8,87,429,202,0.866,790.0,306.5,0.0
+10,2003,1,1,10,0,0,-7,59,922,401,0.866,790.0,303.6,0.0
+11,2003,1,1,11,0,0,-6,139,548,375,0.866,790.0,292.3,0.0
+12,2003,1,1,12,0,0,-5,70,960,497,0.866,790.0,270.0,0.1
+13,2003,1,1,13,0,1,-5,66,946,455,0.866,790.0,290.40000000000003,0.0
+14,2003,1,1,14,0,0,-6,57,898,356,0.866,790.0,297.6,0.0
+15,2003,1,1,15,0,-1,-6,43,786,212,0.866,790.0,287.2,0.0
+16,2003,1,1,16,0,-2,-7,20,478,50,0.866,790.0,272.7,0.1
+17,2003,1,1,17,0,-3,-9,0,0,0,0.866,790.0,279.8,0.1
+18,2003,1,1,18,0,-4,-9,0,0,0,0.866,790.0,309.8,0.0
+19,2003,1,1,19,0,-5,-10,0,0,0,0.866,790.0,302.0,0.0
+20,2003,1,1,20,0,-6,-10,0,0,0,0.866,790.0,304.1,0.0
+21,2003,1,1,21,0,-6,-10,0,0,0,0.866,790.0,308.3,0.0
+22,2003,1,1,22,0,-7,-10,0,0,0,0.866,790.0,320.1,0.2
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+24,2003,1,2,0,0,-8,-10,0,0,0,0.866,790.0,336.0,0.6000000000000001
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+27,2003,1,2,3,0,-9,-10,0,0,0,0.866,790.0,347.1,0.5
+28,2003,1,2,4,0,-10,-10,0,0,0,0.866,790.0,349.40000000000003,0.4
+29,2003,1,2,5,0,-9,-10,0,0,0,0.866,790.0,347.6,0.2
+30,2003,1,2,6,0,-9,-10,0,0,0,0.866,790.0,352.1,0.0
+31,2003,1,2,7,0,-8,-10,0,0,0,0.866,790.0,22.6,0.0
+32,2003,1,2,8,0,-6,-10,5,0,5,0.866,790.0,13.100000000000001,0.0
+33,2003,1,2,9,0,-3,-8,91,0,91,0.866,790.0,353.5,0.0
+34,2003,1,2,10,0,-1,-7,87,668,335,0.866,790.0,346.90000000000003,0.0
+35,2003,1,2,11,0,0,-8,124,608,386,0.866,790.0,346.0,0.0
+36,2003,1,2,12,0,1,-8,133,595,399,0.866,790.0,349.5,0.0
+37,2003,1,2,13,0,2,-7,70,930,454,0.866,790.0,354.1,0.0
+38,2003,1,2,14,0,1,-7,62,872,354,0.866,790.0,357.20000000000005,0.0
+39,2003,1,2,15,0,0,-7,48,742,209,0.866,790.0,355.3,0.0
+40,2003,1,2,16,0,-2,-8,23,36,25,0.866,790.0,349.3,0.0
+41,2003,1,2,17,0,-3,-10,0,0,0,0.866,790.0,345.8,0.0
+42,2003,1,2,18,0,-4,-10,0,0,0,0.866,790.0,345.70000000000005,0.1
+43,2003,1,2,19,0,-5,-11,0,0,0,0.866,790.0,359.70000000000005,0.4
+44,2003,1,2,20,0,-5,-11,0,0,0,0.866,790.0,13.4,0.5
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+47,2003,1,2,23,0,-6,-11,0,0,0,0.866,790.0,338.20000000000005,0.5
+48,2003,1,3,0,0,-6,-11,0,0,0,0.866,790.0,342.6,0.6000000000000001
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+51,2003,1,3,3,0,-7,-11,0,0,0,0.866,790.0,327.1,0.7000000000000001
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+54,2003,1,3,6,0,-6,-11,0,0,0,0.866,790.0,335.0,0.9
+55,2003,1,3,7,0,-5,-11,0,0,0,0.866,790.0,348.0,0.8
+56,2003,1,3,8,0,-3,-10,34,568,107,0.866,790.0,355.6,0.6000000000000001
+57,2003,1,3,9,0,-1,-9,99,321,185,0.866,790.0,3.9000000000000004,0.30000000000000004
+58,2003,1,3,10,0,1,-7,70,869,393,0.866,790.0,355.8,0.1
+59,2003,1,3,11,0,2,-5,100,708,406,0.866,790.0,342.70000000000005,0.2
+60,2003,1,3,12,0,3,-4,149,6,152,0.866,790.0,348.90000000000003,0.2
+61,2003,1,3,13,0,4,-3,168,373,323,0.866,790.0,1.6,0.2
+62,2003,1,3,14,0,3,-2,59,867,351,0.866,790.0,0.9,0.2
+63,2003,1,3,15,0,1,-1,68,425,161,0.866,790.0,358.6,0.30000000000000004
+64,2003,1,3,16,0,0,-3,24,97,31,0.866,790.0,330.8,0.5
+65,2003,1,3,17,0,-1,-4,0,0,0,0.866,790.0,302.8,0.6000000000000001
+66,2003,1,3,18,0,-1,-4,0,0,0,0.866,790.0,307.20000000000005,0.5
+67,2003,1,3,19,0,-1,-4,0,0,0,0.866,790.0,325.6,0.4
+68,2003,1,3,20,0,-2,-4,0,0,0,0.866,790.0,334.1,0.4
+69,2003,1,3,21,0,-2,-4,0,0,0,0.866,790.0,343.90000000000003,0.30000000000000004
+70,2003,1,3,22,0,-3,-5,0,0,0,0.866,790.0,356.3,0.2
+71,2003,1,3,23,0,-3,-5,0,0,0,0.866,790.0,4.9,0.0
+72,2003,1,4,0,0,-3,-5,0,0,0,0.866,790.0,7.4,0.0
+73,2003,1,4,1,0,-4,-6,0,0,0,0.866,790.0,15.3,0.0
+74,2003,1,4,2,0,-4,-6,0,0,0,0.866,790.0,19.5,0.0
+75,2003,1,4,3,0,-4,-6,0,0,0,0.866,790.0,23.1,0.0
+76,2003,1,4,4,0,-4,-6,0,0,0,0.866,790.0,28.3,0.0
+77,2003,1,4,5,0,-4,-6,0,0,0,0.866,790.0,26.5,0.0
+78,2003,1,4,6,0,-3,-6,0,0,0,0.866,790.0,21.200000000000003,0.0
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+80,2003,1,4,8,0,-1,-5,50,107,64,0.866,790.0,20.6,0.0
+81,2003,1,4,9,0,0,-4,95,4,97,0.866,790.0,19.200000000000003,0.0
+82,2003,1,4,10,0,1,-4,165,194,237,0.866,790.0,26.6,0.0
+83,2003,1,4,11,0,3,-3,136,564,381,0.866,790.0,34.4,0.0
+84,2003,1,4,12,0,4,-3,193,51,216,0.866,790.0,40.1,0.0
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+88,2003,1,4,16,0,0,-3,5,0,5,0.866,790.0,35.1,0.1
+89,2003,1,4,17,0,0,-4,0,0,0,0.866,790.0,19.1,0.30000000000000004
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+1719,2014,3,13,15,0,10,-12,68,944,532,0.11900000000000001,780.0,110.5,0.0
+1720,2014,3,13,16,0,7,-11,57,833,333,0.11900000000000001,780.0,98.10000000000001,0.0
+1721,2014,3,13,17,0,3,-6,37,582,121,0.122,780.0,92.2,0.1
+1722,2014,3,13,18,0,0,-9,0,0,0,0.122,780.0,96.5,0.5
+1723,2014,3,13,19,0,0,-8,0,0,0,0.122,780.0,111.0,0.5
+1724,2014,3,13,20,0,-1,-7,0,0,0,0.122,780.0,153.1,0.4
+1725,2014,3,13,21,0,-2,-7,0,0,0,0.122,780.0,186.70000000000002,0.4
+1726,2014,3,13,22,0,-2,-7,0,0,0,0.122,780.0,210.3,0.30000000000000004
+1727,2014,3,13,23,0,-2,-7,0,0,0,0.122,790.0,228.3,0.2
+1728,2014,3,14,0,0,-3,-6,0,0,0,0.122,790.0,241.4,0.1
+1729,2014,3,14,1,0,-3,-6,0,0,0,0.122,790.0,311.8,0.2
+1730,2014,3,14,2,0,-3,-6,0,0,0,0.122,790.0,22.5,0.6000000000000001
+1731,2014,3,14,3,0,-3,-6,0,0,0,0.122,790.0,33.9,0.8
+1732,2014,3,14,4,0,-3,-6,0,0,0,0.122,790.0,38.7,0.9
+1733,2014,3,14,5,0,-3,-6,0,0,0,0.122,790.0,45.6,0.9
+1734,2014,3,14,6,0,-1,-6,0,0,0,0.122,790.0,55.900000000000006,0.8
+1735,2014,3,14,7,0,1,-5,43,679,172,0.122,790.0,60.0,0.4
+1736,2014,3,14,8,0,4,-7,59,885,388,0.122,790.0,61.5,0.1
+1737,2014,3,14,9,0,6,-10,68,976,581,0.122,790.0,86.60000000000001,0.0
+1738,2014,3,14,10,0,7,-11,74,1022,730,0.122,790.0,101.60000000000001,0.0
+1739,2014,3,14,11,0,9,-11,77,1043,820,0.122,790.0,104.60000000000001,0.0
+1740,2014,3,14,12,0,10,-12,78,1047,845,0.122,790.0,106.60000000000001,0.0
+1741,2014,3,14,13,0,10,-12,76,1036,803,0.122,790.0,109.60000000000001,0.0
+1742,2014,3,14,14,0,11,-12,70,1013,699,0.122,780.0,113.0,0.0
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+1744,2014,3,14,16,0,8,-11,55,853,340,0.122,780.0,126.9,0.0
+1745,2014,3,14,17,0,4,-6,36,601,126,0.122,780.0,133.9,0.1
+1746,2014,3,14,18,0,1,-7,0,0,0,0.122,780.0,145.70000000000002,0.5
+1747,2014,3,14,19,0,0,-8,0,0,0,0.122,780.0,176.9,0.7000000000000001
+1748,2014,3,14,20,0,0,-8,0,0,0,0.122,780.0,203.20000000000002,0.4
+1749,2014,3,14,21,0,0,-8,0,0,0,0.122,780.0,210.9,0.30000000000000004
+1750,2014,3,14,22,0,0,-7,0,0,0,0.122,790.0,221.8,0.30000000000000004
+1751,2014,3,14,23,0,0,-5,0,0,0,0.122,790.0,232.60000000000002,0.4
+1752,2014,3,15,0,0,0,-4,0,0,0,0.122,790.0,241.3,0.5
+1753,2014,3,15,1,0,0,-3,0,0,0,0.122,790.0,252.70000000000002,0.4
+1754,2014,3,15,2,0,0,-4,0,0,0,0.122,790.0,259.8,0.4
+1755,2014,3,15,3,0,-1,-4,0,0,0,0.122,790.0,263.2,0.30000000000000004
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+1774,2014,3,15,22,0,-4,-8,0,0,0,0.122,790.0,283.40000000000003,1.2000000000000002
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+1908,2014,3,21,12,0,8,-13,97,1010,870,0.122,780.0,88.0,0.0
+1909,2014,3,21,13,0,9,-13,97,994,824,0.122,780.0,94.5,0.0
+1910,2014,3,21,14,0,10,-13,237,563,602,0.122,780.0,90.60000000000001,0.0
+1911,2014,3,21,15,0,9,-14,84,905,556,0.122,780.0,87.0,0.0
+1912,2014,3,21,16,0,8,-13,132,387,272,0.122,780.0,85.2,0.0
+1913,2014,3,21,17,0,5,-6,63,31,69,0.121,780.0,82.9,0.0
+1914,2014,3,21,18,0,2,-7,0,0,0,0.121,780.0,72.4,0.2
+1915,2014,3,21,19,0,2,-7,0,0,0,0.121,780.0,71.2,0.30000000000000004
+1916,2014,3,21,20,0,2,-7,0,0,0,0.121,780.0,85.9,0.2
+1917,2014,3,21,21,0,2,-6,0,0,0,0.121,780.0,112.30000000000001,0.30000000000000004
+1918,2014,3,21,22,0,2,-6,0,0,0,0.121,780.0,150.5,0.5
+1919,2014,3,21,23,0,1,-6,0,0,0,0.121,780.0,178.5,0.8
+1920,2014,3,22,0,0,0,-6,0,0,0,0.121,780.0,193.3,0.7000000000000001
+1921,2014,3,22,1,0,0,-6,0,0,0,0.121,780.0,209.4,0.2
+1922,2014,3,22,2,0,0,-6,0,0,0,0.121,780.0,224.4,0.0
+1923,2014,3,22,3,0,0,-6,0,0,0,0.121,780.0,238.8,0.0
+1924,2014,3,22,4,0,-1,-6,0,0,0,0.121,780.0,244.60000000000002,0.0
+1925,2014,3,22,5,0,-1,-5,0,0,0,0.121,780.0,248.3,0.0
+1926,2014,3,22,6,0,-1,-5,13,0,13,0.121,780.0,252.10000000000002,0.0
+1927,2014,3,22,7,0,0,-6,92,168,131,0.121,780.0,257.7,0.0
+1928,2014,3,22,8,0,1,-6,179,77,211,0.121,790.0,261.2,0.0
+1929,2014,3,22,9,0,3,-6,219,462,482,0.121,790.0,263.7,0.0
+1930,2014,3,22,10,0,4,-7,347,203,486,0.121,790.0,264.5,0.0
+1931,2014,3,22,11,0,5,-9,383,101,459,0.121,790.0,263.2,0.0
+1932,2014,3,22,12,0,6,-9,385,80,447,0.121,790.0,259.3,0.0
+1933,2014,3,22,13,0,6,-10,310,514,688,0.121,790.0,250.60000000000002,0.0
+1934,2014,3,22,14,0,6,-11,275,429,555,0.121,790.0,240.3,0.0
+1935,2014,3,22,15,0,5,-11,237,295,392,0.121,790.0,212.8,0.0
+1936,2014,3,22,16,0,4,-12,120,470,291,0.121,790.0,137.5,0.0
+1937,2014,3,22,17,0,1,-10,44,607,152,0.121,790.0,115.4,0.1
+1938,2014,3,22,18,0,-1,-8,0,0,0,0.121,790.0,104.0,0.5
+1939,2014,3,22,19,0,-2,-9,0,0,0,0.121,790.0,73.7,0.7000000000000001
+1940,2014,3,22,20,0,-3,-9,0,0,0,0.121,790.0,43.6,0.6000000000000001
+1941,2014,3,22,21,0,-3,-10,0,0,0,0.121,790.0,3.9000000000000004,0.6000000000000001
+1942,2014,3,22,22,0,-3,-10,0,0,0,0.121,790.0,341.0,0.8
+1943,2014,3,22,23,0,-3,-10,0,0,0,0.121,790.0,334.5,0.9
+1944,2014,3,23,0,0,-4,-10,0,0,0,0.121,790.0,334.0,0.9
+1945,2014,3,23,1,0,-4,-10,0,0,0,0.121,790.0,338.70000000000005,0.8
+1946,2014,3,23,2,0,-4,-10,0,0,0,0.121,790.0,348.1,0.6000000000000001
+1947,2014,3,23,3,0,-4,-10,0,0,0,0.121,790.0,1.3,0.30000000000000004
+1948,2014,3,23,4,0,-4,-10,0,0,0,0.121,790.0,3.8000000000000003,0.2
+1949,2014,3,23,5,0,-3,-10,0,0,0,0.121,790.0,255.4,0.30000000000000004
+1950,2014,3,23,6,0,-1,-9,18,247,28,0.121,790.0,242.60000000000002,0.6000000000000001
+1951,2014,3,23,7,0,1,-9,53,707,222,0.121,790.0,244.9,0.4
+1952,2014,3,23,8,0,3,-8,73,867,437,0.121,790.0,245.70000000000002,0.0
+1953,2014,3,23,9,0,5,-9,86,945,627,0.121,790.0,218.0,0.0
+1954,2014,3,23,10,0,7,-11,95,987,773,0.121,790.0,212.10000000000002,0.0
+1955,2014,3,23,11,0,8,-12,99,1011,863,0.121,790.0,217.0,0.0
+1956,2014,3,23,12,0,9,-14,101,1016,887,0.121,790.0,210.8,0.0
+1957,2014,3,23,13,0,10,-15,99,1008,845,0.121,790.0,207.5,0.0
+1958,2014,3,23,14,0,11,-16,90,989,739,0.121,790.0,212.3,0.0
+1959,2014,3,23,15,0,10,-16,82,930,575,0.121,780.0,65.0,0.0
+1960,2014,3,23,16,0,8,-15,70,822,372,0.121,790.0,72.2,0.0
+1961,2014,3,23,17,0,4,-13,49,581,154,0.121,790.0,83.2,0.1
+1962,2014,3,23,18,0,1,-11,0,0,0,0.121,790.0,97.7,0.5
+1963,2014,3,23,19,0,0,-10,0,0,0,0.121,790.0,125.7,0.7000000000000001
+1964,2014,3,23,20,0,-1,-10,0,0,0,0.121,790.0,166.60000000000002,0.6000000000000001
+1965,2014,3,23,21,0,-1,-11,0,0,0,0.121,790.0,198.4,0.5
+1966,2014,3,23,22,0,-1,-11,0,0,0,0.121,790.0,229.10000000000002,0.5
+1967,2014,3,23,23,0,-1,-11,0,0,0,0.121,790.0,259.3,0.5
+1968,2014,3,24,0,0,-2,-11,0,0,0,0.121,790.0,277.3,0.5
+1969,2014,3,24,1,0,-3,-10,0,0,0,0.121,790.0,289.1,0.5
+1970,2014,3,24,2,0,-3,-10,0,0,0,0.121,790.0,294.40000000000003,0.7000000000000001
+1971,2014,3,24,3,0,-3,-10,0,0,0,0.121,790.0,290.2,0.8
+1972,2014,3,24,4,0,-4,-10,0,0,0,0.121,790.0,291.6,0.7000000000000001
+1973,2014,3,24,5,0,-3,-10,0,0,0,0.121,790.0,292.40000000000003,0.6000000000000001
+1974,2014,3,24,6,0,-1,-9,19,242,31,0.121,790.0,295.2,0.4
+1975,2014,3,24,7,0,1,-9,55,691,224,0.121,790.0,301.40000000000003,0.1
+1976,2014,3,24,8,0,4,-9,74,851,436,0.121,790.0,312.3,0.0
+1977,2014,3,24,9,0,6,-9,88,924,621,0.121,790.0,321.8,0.0
+1978,2014,3,24,10,0,7,-10,96,964,763,0.121,790.0,26.6,0.0
+1979,2014,3,24,11,0,9,-10,100,985,849,0.121,790.0,49.5,0.0
+1980,2014,3,24,12,0,10,-11,105,982,869,0.121,790.0,58.900000000000006,0.0
+1981,2014,3,24,13,0,11,-10,103,970,824,0.121,790.0,60.800000000000004,0.0
+1982,2014,3,24,14,0,11,-10,95,945,719,0.121,790.0,59.0,0.0
+1983,2014,3,24,15,0,11,-10,88,884,560,0.121,790.0,57.5,0.0
+1984,2014,3,24,16,0,9,-10,74,779,363,0.121,790.0,56.400000000000006,0.0
+1985,2014,3,24,17,0,6,-6,49,557,152,0.121,790.0,55.5,0.0
+1986,2014,3,24,18,0,3,-6,0,0,0,0.121,790.0,39.0,0.4
+1987,2014,3,24,19,0,2,-7,0,0,0,0.121,790.0,45.0,0.8
+1988,2014,3,24,20,0,0,-7,0,0,0,0.121,790.0,35.9,0.9
+1989,2014,3,24,21,0,0,-7,0,0,0,0.121,790.0,22.6,0.9
+1990,2014,3,24,22,0,0,-8,0,0,0,0.121,790.0,12.200000000000001,0.8
+1991,2014,3,24,23,0,-1,-8,0,0,0,0.121,790.0,4.7,0.7000000000000001
+1992,2014,3,25,0,0,-1,-8,0,0,0,0.121,790.0,358.70000000000005,0.5
+1993,2014,3,25,1,0,-1,-9,0,0,0,0.121,790.0,351.8,0.30000000000000004
+1994,2014,3,25,2,0,-1,-9,0,0,0,0.121,790.0,354.90000000000003,0.2
+1995,2014,3,25,3,0,-2,-9,0,0,0,0.121,790.0,1.1,0.0
+1996,2014,3,25,4,0,-2,-9,0,0,0,0.121,790.0,30.1,0.0
+1997,2014,3,25,5,0,-1,-9,0,0,0,0.121,790.0,27.200000000000003,0.0
+1998,2014,3,25,6,0,0,-8,20,114,27,0.121,790.0,28.0,0.0
+1999,2014,3,25,7,0,3,-8,61,650,223,0.121,790.0,29.200000000000003,0.0
+2000,2014,3,25,8,0,6,-9,81,823,435,0.121,790.0,26.900000000000002,0.0
+2001,2014,3,25,9,0,9,-9,93,909,623,0.121,790.0,39.2,0.0
+2002,2014,3,25,10,0,11,-9,101,955,766,0.121,790.0,45.300000000000004,0.0
+2003,2014,3,25,11,0,12,-9,101,985,854,0.121,790.0,48.1,0.0
+2004,2014,3,25,12,0,13,-9,102,991,877,0.121,780.0,49.0,0.0
+2005,2014,3,25,13,0,14,-9,100,980,833,0.121,780.0,48.6,0.0
+2006,2014,3,25,14,0,14,-9,93,957,728,0.121,780.0,47.6,0.0
+2007,2014,3,25,15,0,14,-9,86,899,569,0.121,780.0,44.6,0.0
+2008,2014,3,25,16,0,12,-9,74,792,370,0.121,780.0,44.900000000000006,0.0
+2009,2014,3,25,17,0,8,-6,51,566,157,0.121,780.0,48.400000000000006,0.0
+2010,2014,3,25,18,0,4,-5,0,0,0,0.121,780.0,50.400000000000006,0.0
+2011,2014,3,25,19,0,3,-6,0,0,0,0.121,780.0,54.7,0.0
+2012,2014,3,25,20,0,2,-6,0,0,0,0.121,780.0,59.6,0.0
+2013,2014,3,25,21,0,1,-7,0,0,0,0.121,780.0,61.2,0.0
+2014,2014,3,25,22,0,0,-7,0,0,0,0.121,780.0,61.7,0.0
+2015,2014,3,25,23,0,0,-8,0,0,0,0.121,780.0,60.400000000000006,0.0
+2016,2014,3,26,0,0,0,-8,0,0,0,0.121,780.0,58.0,0.0
+2017,2014,3,26,1,0,0,-8,0,0,0,0.121,780.0,55.900000000000006,0.0
+2018,2014,3,26,2,0,0,-8,0,0,0,0.121,780.0,54.800000000000004,0.0
+2019,2014,3,26,3,0,1,-5,0,0,0,0.121,770.0,55.1,0.0
+2020,2014,3,26,4,0,1,-3,0,0,0,0.121,770.0,55.0,0.0
+2021,2014,3,26,5,0,2,-2,0,0,0,0.121,770.0,55.0,0.0
+2022,2014,3,26,6,0,3,-1,25,101,31,0.121,770.0,56.0,0.0
+2023,2014,3,26,7,0,5,-1,89,475,211,0.121,770.0,53.1,0.0
+2024,2014,3,26,8,0,7,-1,135,628,408,0.121,770.0,48.400000000000006,0.0
+2025,2014,3,26,9,0,8,-1,245,418,491,0.121,770.0,49.5,0.0
+2026,2014,3,26,10,0,8,-2,360,136,456,0.121,770.0,50.5,0.0
+2027,2014,3,26,11,0,8,-2,404,134,508,0.121,770.0,50.7,0.0
+2028,2014,3,26,12,0,9,-3,418,206,580,0.121,770.0,49.800000000000004,0.0
+2029,2014,3,26,13,0,8,-4,357,366,632,0.121,770.0,49.0,0.0
+2030,2014,3,26,14,0,7,-3,317,69,363,0.121,770.0,47.7,0.0
+2031,2014,3,26,15,0,6,-2,105,0,105,0.121,770.0,46.800000000000004,0.0
+2032,2014,3,26,16,0,4,-1,97,0,97,0.121,770.0,49.7,0.0
+2033,2014,3,26,17,0,3,-1,73,124,97,0.121,770.0,54.300000000000004,0.0
+2034,2014,3,26,18,0,1,0,0,0,0,0.121,770.0,56.6,0.0
+2035,2014,3,26,19,0,1,-1,0,0,0,0.121,770.0,55.800000000000004,0.0
+2036,2014,3,26,20,0,0,-1,0,0,0,0.121,770.0,55.400000000000006,0.0
+2037,2014,3,26,21,0,0,-2,0,0,0,0.121,770.0,55.400000000000006,0.0
+2038,2014,3,26,22,0,0,-3,0,0,0,0.121,770.0,54.800000000000004,0.0
+2039,2014,3,26,23,0,-1,-3,0,0,0,0.121,770.0,56.7,0.0
+2040,2014,3,27,0,0,-1,-4,0,0,0,0.121,770.0,56.5,0.0
+2041,2014,3,27,1,0,-2,-4,0,0,0,0.121,770.0,55.300000000000004,0.0
+2042,2014,3,27,2,0,-2,-4,0,0,0,0.121,770.0,55.5,0.0
+2043,2014,3,27,3,0,-1,-3,0,0,0,0.121,770.0,57.300000000000004,0.0
+2044,2014,3,27,4,0,-1,-3,0,0,0,0.121,780.0,59.1,0.0
+2045,2014,3,27,5,0,-1,-3,0,0,0,0.121,780.0,61.1,0.0
+2046,2014,3,27,6,0,0,-3,26,219,40,0.121,780.0,61.900000000000006,0.0
+2047,2014,3,27,7,0,1,-2,99,254,165,0.121,780.0,59.900000000000006,0.0
+2048,2014,3,27,8,0,3,-3,200,135,259,0.121,780.0,59.6,0.0
+2049,2014,3,27,9,0,4,-4,241,33,260,0.121,780.0,59.900000000000006,0.0
+2050,2014,3,27,10,0,5,-5,295,470,627,0.121,780.0,61.5,0.0
+2051,2014,3,27,11,0,5,-5,349,422,676,0.121,780.0,63.5,0.0
+2052,2014,3,27,12,0,6,-5,351,523,764,0.121,780.0,65.8,0.0
+2053,2014,3,27,13,0,6,-6,389,257,584,0.121,780.0,67.7,0.0
+2054,2014,3,27,14,0,5,-6,338,224,489,0.121,780.0,68.4,0.0
+2055,2014,3,27,15,0,5,-6,260,194,366,0.121,780.0,68.10000000000001,0.0
+2056,2014,3,27,16,0,4,-7,128,6,130,0.121,780.0,67.0,0.0
+2057,2014,3,27,17,0,2,-7,55,545,161,0.121,780.0,64.8,0.0
+2058,2014,3,27,18,0,0,-5,0,0,0,0.121,780.0,60.5,0.0
+2059,2014,3,27,19,0,0,-5,0,0,0,0.121,780.0,43.0,0.0
+2060,2014,3,27,20,0,0,-5,0,0,0,0.121,780.0,22.200000000000003,0.0
+2061,2014,3,27,21,0,-1,-6,0,0,0,0.121,780.0,10.600000000000001,0.0
+2062,2014,3,27,22,0,-2,-6,0,0,0,0.121,780.0,11.9,0.0
+2063,2014,3,27,23,0,-3,-7,0,0,0,0.121,780.0,8.1,0.0
+2064,2014,3,28,0,0,-3,-7,0,0,0,0.121,780.0,9.1,0.0
+2065,2014,3,28,1,0,-4,-7,0,0,0,0.121,780.0,17.2,0.0
+2066,2014,3,28,2,0,-4,-7,0,0,0,0.121,780.0,20.200000000000003,0.0
+2067,2014,3,28,3,0,-4,-7,0,0,0,0.121,780.0,31.400000000000002,0.0
+2068,2014,3,28,4,0,-4,-7,0,0,0,0.121,780.0,32.2,0.0
+2069,2014,3,28,5,0,-3,-6,0,0,0,0.121,780.0,30.8,0.0
+2070,2014,3,28,6,0,-1,-6,21,415,51,0.121,790.0,14.8,0.0
+2071,2014,3,28,7,0,1,-6,75,489,206,0.121,790.0,23.900000000000002,0.0
+2072,2014,3,28,8,0,2,-7,61,913,469,0.121,790.0,39.7,0.0
+2073,2014,3,28,9,0,4,-8,236,454,507,0.121,790.0,38.2,0.0
+2074,2014,3,28,10,0,5,-9,294,481,636,0.121,790.0,37.4,0.0
+2075,2014,3,28,11,0,6,-10,405,244,595,0.121,790.0,40.2,0.0
+2076,2014,3,28,12,0,6,-10,365,478,745,0.121,790.0,44.6,0.0
+2077,2014,3,28,13,0,7,-10,336,427,661,0.121,790.0,46.300000000000004,0.0
+2078,2014,3,28,14,0,8,-10,282,439,579,0.121,790.0,45.400000000000006,0.0
+2079,2014,3,28,15,0,8,-10,75,937,588,0.121,790.0,43.6,0.0
+2080,2014,3,28,16,0,7,-10,65,841,388,0.121,790.0,42.900000000000006,0.0
+2081,2014,3,28,17,0,4,-7,46,637,173,0.121,790.0,42.0,0.0
+2082,2014,3,28,18,0,2,-6,0,0,0,0.121,790.0,39.300000000000004,0.0
+2083,2014,3,28,19,0,1,-8,0,0,0,0.121,790.0,33.1,0.0
+2084,2014,3,28,20,0,1,-8,0,0,0,0.121,790.0,27.700000000000003,0.0
+2085,2014,3,28,21,0,0,-9,0,0,0,0.121,790.0,30.200000000000003,0.0
+2086,2014,3,28,22,0,0,-9,0,0,0,0.121,790.0,29.3,0.0
+2087,2014,3,28,23,0,0,-9,0,0,0,0.121,790.0,29.6,0.0
+2088,2014,3,29,0,0,-1,-9,0,0,0,0.121,790.0,29.6,0.0
+2089,2014,3,29,1,0,-2,-9,0,0,0,0.121,790.0,29.700000000000003,0.0
+2090,2014,3,29,2,0,-3,-9,0,0,0,0.121,790.0,27.700000000000003,0.0
+2091,2014,3,29,3,0,-3,-9,0,0,0,0.121,790.0,24.0,0.0
+2092,2014,3,29,4,0,-2,-9,0,0,0,0.121,790.0,28.1,0.0
+2093,2014,3,29,5,0,-1,-8,0,0,0,0.121,790.0,33.800000000000004,0.0
+2094,2014,3,29,6,0,0,-8,28,155,40,0.121,790.0,34.4,0.0
+2095,2014,3,29,7,0,3,-8,78,483,209,0.121,790.0,34.0,0.0
+2096,2014,3,29,8,0,6,-8,85,817,454,0.121,790.0,32.2,0.0
+2097,2014,3,29,9,0,9,-8,109,868,632,0.121,790.0,31.6,0.0
+2098,2014,3,29,10,0,10,-7,108,936,778,0.121,790.0,30.8,0.0
+2099,2014,3,29,11,0,11,-6,219,765,818,0.121,790.0,35.300000000000004,0.0
+2100,2014,3,29,12,0,12,-6,363,497,761,0.121,790.0,44.1,0.0
+2101,2014,3,29,13,0,12,-6,369,351,637,0.121,790.0,47.7,0.0
+2102,2014,3,29,14,0,12,-6,345,186,471,0.121,780.0,55.0,0.0
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+2112,2014,3,30,0,0,2,-4,0,0,0,0.122,780.0,56.300000000000004,0.0
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+2114,2014,3,30,2,0,1,-4,0,0,0,0.122,780.0,54.900000000000006,0.0
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+2142,2014,3,31,6,0,-1,-7,31,191,47,0.866,780.0,11.600000000000001,0.0
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+2486,2015,4,14,14,0,19,-7,82,981,799,0.124,780.0,158.3,0.0
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+2488,2015,4,14,16,0,17,-7,123,579,377,0.124,780.0,161.10000000000002,0.0
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+2490,2015,4,14,18,0,12,-5,3,0,3,0.128,780.0,179.70000000000002,0.1
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+2495,2015,4,14,23,0,0,-6,0,0,0,0.128,780.0,232.4,0.0
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+2497,2015,4,15,1,0,0,-6,0,0,0,0.128,780.0,240.3,0.0
+2498,2015,4,15,2,0,-1,-6,0,0,0,0.128,780.0,245.9,0.0
+2499,2015,4,15,3,0,-1,-6,0,0,0,0.128,780.0,250.70000000000002,0.0
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+2501,2015,4,15,5,0,-1,-6,0,0,0,0.128,780.0,252.60000000000002,0.0
+2502,2015,4,15,6,0,0,-6,10,0,10,0.128,780.0,256.6,0.0
+2503,2015,4,15,7,0,0,-7,123,10,126,0.128,780.0,257.90000000000003,0.0
+2504,2015,4,15,8,0,1,-7,159,7,163,0.128,780.0,258.5,0.0
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+2508,2015,4,15,12,0,2,-10,410,381,737,0.128,780.0,240.70000000000002,0.0
+2509,2015,4,15,13,0,3,-11,432,226,617,0.128,780.0,237.60000000000002,0.0
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+2511,2015,4,15,15,0,2,-11,231,466,513,0.128,780.0,238.8,0.0
+2512,2015,4,15,16,0,1,-11,152,475,361,0.128,780.0,238.70000000000002,0.0
+2513,2015,4,15,17,0,0,-12,51,728,237,0.128,780.0,239.70000000000002,0.0
+2514,2015,4,15,18,0,0,-11,21,71,25,0.128,780.0,241.60000000000002,0.0
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+2516,2015,4,15,20,0,-3,-10,0,0,0,0.128,790.0,247.60000000000002,0.0
+2517,2015,4,15,21,0,-4,-11,0,0,0,0.128,790.0,247.4,0.0
+2518,2015,4,15,22,0,-3,-11,0,0,0,0.128,790.0,247.5,0.0
+2519,2015,4,15,23,0,-3,-10,0,0,0,0.128,790.0,248.4,0.0
+2520,2015,4,16,0,0,-2,-8,0,0,0,0.128,790.0,249.9,0.0
+2521,2015,4,16,1,0,-2,-7,0,0,0,0.128,780.0,251.4,0.0
+2522,2015,4,16,2,0,-2,-5,0,0,0,0.128,780.0,255.4,0.0
+2523,2015,4,16,3,0,-2,-5,0,0,0,0.128,780.0,260.3,0.0
+2524,2015,4,16,4,0,-2,-5,0,0,0,0.128,780.0,262.90000000000003,0.0
+2525,2015,4,16,5,0,-2,-5,0,0,0,0.128,780.0,264.8,0.0
+2526,2015,4,16,6,0,-1,-5,25,0,25,0.128,780.0,263.6,0.0
+2527,2015,4,16,7,0,0,-5,45,0,45,0.128,780.0,262.6,0.0
+2528,2015,4,16,8,0,0,-5,67,0,67,0.128,790.0,261.40000000000003,0.0
+2529,2015,4,16,9,0,1,-4,87,0,87,0.128,790.0,259.7,0.0
+2530,2015,4,16,10,0,3,-4,205,13,216,0.128,790.0,259.0,0.0
+2531,2015,4,16,11,0,5,-4,91,0,91,0.128,790.0,258.90000000000003,0.0
+2532,2015,4,16,12,0,6,-4,55,0,55,0.128,780.0,258.90000000000003,0.0
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+2536,2015,4,16,16,0,5,-3,160,18,168,0.128,780.0,246.10000000000002,0.0
+2537,2015,4,16,17,0,4,-3,29,0,29,0.128,790.0,242.0,0.0
+2538,2015,4,16,18,0,2,-2,2,0,2,0.128,790.0,234.10000000000002,0.0
+2539,2015,4,16,19,0,0,-2,0,0,0,0.128,790.0,229.70000000000002,0.0
+2540,2015,4,16,20,0,0,-2,0,0,0,0.128,790.0,248.20000000000002,0.0
+2541,2015,4,16,21,0,0,-2,0,0,0,0.128,790.0,257.8,0.0
+2542,2015,4,16,22,0,0,-1,0,0,0,0.128,790.0,261.6,0.0
+2543,2015,4,16,23,0,0,-1,0,0,0,0.128,790.0,262.8,0.1
+2544,2015,4,17,0,0,0,-1,0,0,0,0.128,790.0,263.7,0.2
+2545,2015,4,17,1,0,0,-2,0,0,0,0.128,790.0,264.40000000000003,0.30000000000000004
+2546,2015,4,17,2,0,0,-2,0,0,0,0.128,780.0,264.40000000000003,0.30000000000000004
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+2548,2015,4,17,4,0,0,-2,0,0,0,0.128,780.0,267.5,0.30000000000000004
+2549,2015,4,17,5,0,0,-2,0,0,0,0.128,780.0,269.8,0.30000000000000004
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+2559,2015,4,17,15,0,6,0,28,0,28,0.128,780.0,179.9,0.0
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+2686,2015,4,22,22,0,6,2,0,0,0,0.13,780.0,36.300000000000004,0.2
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+2688,2015,4,23,0,0,4,2,0,0,0,0.13,780.0,114.60000000000001,0.2
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+3627,2015,6,1,3,0,10,9,0,0,0,0.12,790.0,353.6,0.1
+3628,2015,6,1,4,0,10,9,0,0,0,0.12,790.0,350.5,0.2
+3629,2015,6,1,5,0,12,10,38,299,73,0.12,790.0,348.8,0.1
+3630,2015,6,1,6,0,14,10,70,606,251,0.12,790.0,359.20000000000005,0.0
+3631,2015,6,1,7,0,18,10,85,764,452,0.12,790.0,36.5,0.0
+3632,2015,6,1,8,0,21,8,95,851,643,0.12,790.0,41.800000000000004,0.0
+3633,2015,6,1,9,0,24,7,103,899,804,0.12,790.0,43.6,0.0
+3634,2015,6,1,10,0,26,6,435,443,825,0.12,790.0,44.6,0.0
+3635,2015,6,1,11,0,27,5,509,376,862,0.12,790.0,47.900000000000006,0.0
+3636,2015,6,1,12,0,28,4,100,964,1012,0.12,790.0,51.400000000000006,0.0
+3637,2015,6,1,13,0,28,3,444,63,501,0.12,790.0,54.400000000000006,0.0
+3638,2015,6,1,14,0,28,2,93,949,877,0.12,780.0,57.300000000000004,0.0
+3639,2015,6,1,15,0,27,0,318,352,565,0.12,780.0,60.0,0.0
+3640,2015,6,1,16,0,26,0,78,862,550,0.12,780.0,62.400000000000006,0.0
+3641,2015,6,1,17,0,24,0,64,761,348,0.122,780.0,63.0,0.0
+3642,2015,6,1,18,0,20,2,45,550,149,0.122,780.0,62.900000000000006,0.0
+3643,2015,6,1,19,0,17,4,0,0,0,0.122,780.0,63.6,0.0
+3644,2015,6,1,20,0,15,4,0,0,0,0.122,780.0,63.1,0.0
+3645,2015,6,1,21,0,14,5,0,0,0,0.122,780.0,61.6,0.0
+3646,2015,6,1,22,0,13,5,0,0,0,0.122,780.0,60.0,0.0
+3647,2015,6,1,23,0,13,5,0,0,0,0.122,780.0,39.6,0.0
+3648,2015,6,2,0,0,13,5,0,0,0,0.122,780.0,3.7,0.2
+3649,2015,6,2,1,0,12,4,0,0,0,0.122,790.0,342.6,0.30000000000000004
+3650,2015,6,2,2,0,11,4,0,0,0,0.122,790.0,320.40000000000003,0.4
+3651,2015,6,2,3,0,10,3,0,0,0,0.122,790.0,322.5,0.5
+3652,2015,6,2,4,0,9,3,0,0,0,0.122,790.0,323.90000000000003,0.6000000000000001
+3653,2015,6,2,5,0,12,3,36,366,79,0.122,790.0,316.70000000000005,0.30000000000000004
+3654,2015,6,2,6,0,15,3,66,661,264,0.122,790.0,309.3,0.0
+3655,2015,6,2,7,0,19,1,85,801,469,0.122,790.0,348.3,0.0
+3656,2015,6,2,8,0,22,-1,98,880,665,0.122,790.0,41.400000000000006,0.0
+3657,2015,6,2,9,0,23,-2,107,928,831,0.122,790.0,64.3,0.0
+3658,2015,6,2,10,0,24,-3,113,955,954,0.122,790.0,71.9,0.0
+3659,2015,6,2,11,0,25,-3,92,1004,1034,0.122,790.0,73.10000000000001,0.0
+3660,2015,6,2,12,0,26,-3,89,1012,1048,0.122,780.0,72.4,0.0
+3661,2015,6,2,13,0,26,-3,85,1007,1001,0.122,780.0,70.4,0.0
+3662,2015,6,2,14,0,26,-3,84,984,898,0.122,780.0,70.10000000000001,0.0
+3663,2015,6,2,15,0,26,-3,82,945,747,0.122,780.0,70.5,0.0
+3664,2015,6,2,16,0,25,-4,75,882,560,0.122,780.0,73.5,0.0
+3665,2015,6,2,17,0,23,-4,64,775,355,0.122,780.0,77.80000000000001,0.0
+3666,2015,6,2,18,0,20,1,45,564,154,0.122,780.0,82.80000000000001,0.0
+3667,2015,6,2,19,0,17,4,0,0,0,0.122,780.0,74.3,0.2
+3668,2015,6,2,20,0,15,3,0,0,0,0.122,780.0,55.5,0.4
+3669,2015,6,2,21,0,14,4,0,0,0,0.122,790.0,41.400000000000006,0.5
+3670,2015,6,2,22,0,13,4,0,0,0,0.122,790.0,41.900000000000006,0.5
+3671,2015,6,2,23,0,12,4,0,0,0,0.122,790.0,31.0,0.2
+3672,2015,6,3,0,0,11,4,0,0,0,0.122,790.0,44.900000000000006,0.2
+3673,2015,6,3,1,0,10,4,0,0,0,0.122,790.0,182.20000000000002,0.5
+3674,2015,6,3,2,0,9,4,0,0,0,0.122,790.0,180.70000000000002,0.7000000000000001
+3675,2015,6,3,3,0,8,5,0,0,0,0.122,790.0,188.5,0.6000000000000001
+3676,2015,6,3,4,0,8,4,0,0,0,0.122,790.0,195.4,0.5
+3677,2015,6,3,5,0,11,5,32,411,80,0.122,790.0,185.4,0.4
+3678,2015,6,3,6,0,15,4,57,693,266,0.122,790.0,158.10000000000002,0.1
+3679,2015,6,3,7,0,18,3,72,827,470,0.122,780.0,126.4,0.0
+3680,2015,6,3,8,0,21,1,222,555,580,0.122,780.0,108.2,0.0
+3681,2015,6,3,9,0,23,0,93,940,827,0.122,780.0,103.7,0.0
+3682,2015,6,3,10,0,24,0,100,962,948,0.122,780.0,87.10000000000001,0.0
+3683,2015,6,3,11,0,25,0,107,968,1016,0.122,780.0,77.7,0.0
+3684,2015,6,3,12,0,26,-1,110,967,1027,0.122,780.0,76.9,0.0
+3685,2015,6,3,13,0,26,-1,481,121,592,0.122,780.0,77.30000000000001,0.0
+3686,2015,6,3,14,0,25,-2,364,507,784,0.122,780.0,74.8,0.0
+3687,2015,6,3,15,0,24,-3,217,653,678,0.122,780.0,71.7,0.0
+3688,2015,6,3,16,0,23,-4,80,870,560,0.122,780.0,72.10000000000001,0.0
+3689,2015,6,3,17,0,22,-4,66,773,357,0.122,780.0,74.10000000000001,0.0
+3690,2015,6,3,18,0,18,-3,45,580,157,0.122,780.0,77.30000000000001,0.0
+3691,2015,6,3,19,0,14,0,0,0,0,0.122,780.0,77.10000000000001,0.0
+3692,2015,6,3,20,0,12,0,0,0,0,0.122,780.0,48.6,0.2
+3693,2015,6,3,21,0,11,0,0,0,0,0.122,780.0,57.900000000000006,0.30000000000000004
+3694,2015,6,3,22,0,10,1,0,0,0,0.122,780.0,86.2,0.30000000000000004
+3695,2015,6,3,23,0,9,2,0,0,0,0.122,780.0,148.0,0.30000000000000004
+3696,2015,6,4,0,0,9,3,0,0,0,0.122,780.0,185.60000000000002,0.30000000000000004
+3697,2015,6,4,1,0,8,4,0,0,0,0.122,780.0,182.20000000000002,0.30000000000000004
+3698,2015,6,4,2,0,7,4,0,0,0,0.122,780.0,168.5,0.30000000000000004
+3699,2015,6,4,3,0,6,4,0,0,0,0.122,780.0,168.70000000000002,0.4
+3700,2015,6,4,4,0,7,4,0,0,0,0.122,780.0,178.20000000000002,0.4
+3701,2015,6,4,5,0,9,4,35,396,82,0.122,790.0,195.4,0.2
+3702,2015,6,4,6,0,13,3,62,689,269,0.122,790.0,212.20000000000002,0.0
+3703,2015,6,4,7,0,17,1,79,820,474,0.122,790.0,231.5,0.0
+3704,2015,6,4,8,0,20,-1,94,889,667,0.122,790.0,239.9,0.0
+3705,2015,6,4,9,0,23,-2,105,928,831,0.122,790.0,251.20000000000002,0.0
+3706,2015,6,4,10,0,24,-3,112,954,953,0.122,790.0,254.70000000000002,0.0
+3707,2015,6,4,11,0,25,-3,109,977,1026,0.122,790.0,249.8,0.0
+3708,2015,6,4,12,0,26,-4,107,983,1040,0.122,790.0,240.3,0.0
+3709,2015,6,4,13,0,26,-5,103,978,995,0.122,780.0,227.3,0.0
+3710,2015,6,4,14,0,26,-5,95,966,896,0.122,780.0,215.20000000000002,0.0
+3711,2015,6,4,15,0,26,-5,89,932,747,0.122,780.0,204.60000000000002,0.0
+3712,2015,6,4,16,0,25,-6,80,873,563,0.122,780.0,198.60000000000002,0.0
+3713,2015,6,4,17,0,23,-6,67,770,359,0.122,780.0,197.8,0.0
+3714,2015,6,4,18,0,19,-1,47,566,158,0.122,790.0,202.70000000000002,0.0
+3715,2015,6,4,19,0,15,2,0,0,0,0.122,790.0,209.4,0.0
+3716,2015,6,4,20,0,13,1,0,0,0,0.122,790.0,196.60000000000002,0.0
+3717,2015,6,4,21,0,13,1,0,0,0,0.122,790.0,199.10000000000002,0.0
+3718,2015,6,4,22,0,12,1,0,0,0,0.122,790.0,223.8,0.0
+3719,2015,6,4,23,0,12,0,0,0,0,0.122,790.0,251.70000000000002,0.0
+3720,2015,6,5,0,0,12,0,0,0,0,0.122,790.0,260.5,0.0
+3721,2015,6,5,1,0,12,0,0,0,0,0.122,790.0,263.6,0.0
+3722,2015,6,5,2,0,11,1,0,0,0,0.122,790.0,256.2,0.0
+3723,2015,6,5,3,0,11,2,0,0,0,0.122,790.0,240.70000000000002,0.0
+3724,2015,6,5,4,0,11,2,0,0,0,0.122,790.0,238.10000000000002,0.0
+3725,2015,6,5,5,0,12,2,44,56,51,0.122,790.0,241.70000000000002,0.0
+3726,2015,6,5,6,0,13,1,10,0,10,0.122,790.0,245.9,0.0
+3727,2015,6,5,7,0,14,0,215,167,296,0.122,790.0,250.9,0.0
+3728,2015,6,5,8,0,15,1,297,292,486,0.122,790.0,255.10000000000002,0.0
+3729,2015,6,5,9,0,17,2,342,441,686,0.122,790.0,260.1,0.0
+3730,2015,6,5,10,0,18,3,464,140,589,0.122,790.0,263.5,0.0
+3731,2015,6,5,11,0,19,3,481,450,904,0.122,790.0,262.6,0.0
+3732,2015,6,5,12,0,20,4,484,303,771,0.122,790.0,258.90000000000003,0.0
+3733,2015,6,5,13,0,20,4,450,372,790,0.122,790.0,254.10000000000002,0.0
+3734,2015,6,5,14,0,19,4,236,16,250,0.122,790.0,248.9,0.0
+3735,2015,6,5,15,0,18,4,149,7,154,0.122,790.0,239.0,0.0
+3736,2015,6,5,16,0,17,5,253,105,312,0.122,790.0,217.5,0.0
+3737,2015,6,5,17,0,16,5,95,0,95,0.122,790.0,198.20000000000002,0.0
+3738,2015,6,5,18,0,15,6,50,511,151,0.122,790.0,189.60000000000002,0.0
+3739,2015,6,5,19,0,13,7,10,63,11,0.122,790.0,142.8,0.2
+3740,2015,6,5,20,0,12,7,0,0,0,0.122,790.0,132.8,0.30000000000000004
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+3742,2015,6,5,22,0,11,7,0,0,0,0.122,790.0,231.0,0.7000000000000001
+3743,2015,6,5,23,0,10,7,0,0,0,0.122,790.0,234.5,0.7000000000000001
+3744,2015,6,6,0,0,10,7,0,0,0,0.122,790.0,231.5,0.4
+3745,2015,6,6,1,0,9,7,0,0,0,0.122,790.0,230.9,0.1
+3746,2015,6,6,2,0,9,7,0,0,0,0.122,790.0,236.5,0.0
+3747,2015,6,6,3,0,10,7,0,0,0,0.122,790.0,234.3,0.1
+3748,2015,6,6,4,0,10,7,0,0,0,0.122,790.0,233.3,0.2
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+3750,2015,6,6,6,0,11,8,17,0,17,0.122,790.0,236.70000000000002,0.0
+3751,2015,6,6,7,0,13,8,126,0,126,0.122,790.0,240.70000000000002,0.0
+3752,2015,6,6,8,0,15,8,312,137,400,0.122,790.0,242.10000000000002,0.0
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+3756,2015,6,6,12,0,19,5,512,203,705,0.122,790.0,217.10000000000002,0.0
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+3759,2015,6,6,15,0,18,4,346,242,517,0.122,790.0,209.20000000000002,0.0
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+3765,2015,6,6,21,0,9,6,0,0,0,0.122,790.0,270.0,0.2
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+3769,2015,6,7,1,0,8,7,0,0,0,0.122,790.0,237.10000000000002,0.2
+3770,2015,6,7,2,0,8,7,0,0,0,0.122,790.0,246.70000000000002,0.1
+3771,2015,6,7,3,0,8,7,0,0,0,0.122,790.0,240.3,0.2
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+3773,2015,6,7,5,0,9,7,38,331,78,0.122,790.0,236.5,0.0
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+3800,2015,6,8,8,0,21,1,75,914,666,0.122,790.0,269.40000000000003,0.0
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+3813,2015,6,8,21,0,16,4,0,0,0,0.122,790.0,142.8,0.7000000000000001
+3814,2015,6,8,22,0,16,3,0,0,0,0.122,790.0,169.5,0.7000000000000001
+3815,2015,6,8,23,0,15,2,0,0,0,0.122,790.0,189.60000000000002,0.7000000000000001
+3816,2015,6,9,0,0,14,2,0,0,0,0.122,790.0,203.10000000000002,0.7000000000000001
+3817,2015,6,9,1,0,13,2,0,0,0,0.122,790.0,206.5,0.7000000000000001
+3818,2015,6,9,2,0,12,2,0,0,0,0.122,790.0,197.20000000000002,0.7000000000000001
+3819,2015,6,9,3,0,12,2,0,0,0,0.122,790.0,186.8,0.8
+3820,2015,6,9,4,0,12,2,0,0,0,0.122,790.0,183.3,0.9
+3821,2015,6,9,5,0,13,3,30,473,88,0.122,790.0,186.0,0.7000000000000001
+3822,2015,6,9,6,0,17,3,51,735,275,0.122,790.0,185.4,0.2
+3823,2015,6,9,7,0,20,1,64,855,477,0.122,790.0,184.0,0.0
+3824,2015,6,9,8,0,23,0,73,920,668,0.122,790.0,178.70000000000002,0.0
+3825,2015,6,9,9,0,24,0,80,959,831,0.122,790.0,189.4,0.0
+3826,2015,6,9,10,0,25,0,84,982,952,0.122,790.0,207.5,0.0
+3827,2015,6,9,11,0,26,0,84,997,1022,0.122,790.0,222.60000000000002,0.0
+3828,2015,6,9,12,0,27,0,84,999,1035,0.122,790.0,237.0,0.0
+3829,2015,6,9,13,0,28,0,83,992,990,0.122,790.0,252.3,0.0
+3830,2015,6,9,14,0,28,0,81,972,891,0.122,790.0,283.0,0.0
+3831,2015,6,9,15,0,27,0,77,938,745,0.122,790.0,33.6,0.0
+3832,2015,6,9,16,0,26,0,139,674,516,0.122,790.0,65.60000000000001,0.0
+3833,2015,6,9,17,0,25,0,162,185,233,0.123,790.0,71.5,0.0
+3834,2015,6,9,18,0,22,4,44,589,164,0.123,790.0,73.3,0.0
+3835,2015,6,9,19,0,20,7,15,0,15,0.123,790.0,67.9,0.0
+3836,2015,6,9,20,0,20,6,0,0,0,0.123,790.0,58.5,0.0
+3837,2015,6,9,21,0,19,5,0,0,0,0.123,790.0,45.6,0.0
+3838,2015,6,9,22,0,19,5,0,0,0,0.123,790.0,42.800000000000004,0.0
+3839,2015,6,9,23,0,18,5,0,0,0,0.123,790.0,351.5,0.0
+3840,2015,6,10,0,0,16,5,0,0,0,0.123,780.0,323.5,0.0
+3841,2015,6,10,1,0,15,5,0,0,0,0.123,780.0,37.300000000000004,0.0
+3842,2015,6,10,2,0,14,6,0,0,0,0.123,780.0,357.40000000000003,0.0
+3843,2015,6,10,3,0,14,6,0,0,0,0.123,780.0,329.90000000000003,0.0
+3844,2015,6,10,4,0,14,6,0,0,0,0.123,780.0,309.90000000000003,0.0
+3845,2015,6,10,5,0,15,8,43,76,52,0.123,780.0,296.5,0.0
+3846,2015,6,10,6,0,16,9,96,0,96,0.123,790.0,285.40000000000003,0.0
+3847,2015,6,10,7,0,16,7,93,0,93,0.123,790.0,301.2,0.0
+3848,2015,6,10,8,0,17,7,143,6,147,0.123,790.0,103.5,0.0
+3849,2015,6,10,9,0,17,7,358,54,401,0.123,790.0,128.1,0.0
+3850,2015,6,10,10,0,19,8,350,27,375,0.123,790.0,108.10000000000001,0.0
+3851,2015,6,10,11,0,20,7,505,142,639,0.123,780.0,108.10000000000001,0.0
+3852,2015,6,10,12,0,21,7,438,43,479,0.123,780.0,111.80000000000001,0.0
+3853,2015,6,10,13,0,21,7,483,237,700,0.123,780.0,117.5,0.0
+3854,2015,6,10,14,0,21,7,99,914,861,0.123,780.0,118.7,0.0
+3855,2015,6,10,15,0,20,7,89,886,720,0.123,780.0,119.80000000000001,0.0
+3856,2015,6,10,16,0,19,7,77,837,546,0.123,780.0,121.60000000000001,0.0
+3857,2015,6,10,17,0,18,7,64,740,351,0.123,780.0,122.5,0.0
+3858,2015,6,10,18,0,17,8,3,0,3,0.123,780.0,123.60000000000001,0.0
+3859,2015,6,10,19,0,15,9,0,0,0,0.123,780.0,120.2,0.0
+3860,2015,6,10,20,0,14,10,0,0,0,0.123,780.0,75.60000000000001,0.2
+3861,2015,6,10,21,0,13,10,0,0,0,0.123,780.0,56.5,0.4
+3862,2015,6,10,22,0,13,10,0,0,0,0.123,780.0,60.300000000000004,0.30000000000000004
+3863,2015,6,10,23,0,13,10,0,0,0,0.123,780.0,143.1,0.30000000000000004
+3864,2015,6,11,0,0,12,10,0,0,0,0.123,780.0,189.9,0.5
+3865,2015,6,11,1,0,11,10,0,0,0,0.123,780.0,200.70000000000002,0.6000000000000001
+3866,2015,6,11,2,0,11,10,0,0,0,0.123,780.0,202.5,0.6000000000000001
+3867,2015,6,11,3,0,10,9,0,0,0,0.123,780.0,203.60000000000002,0.4
+3868,2015,6,11,4,0,10,9,0,0,0,0.123,780.0,207.0,0.1
+3869,2015,6,11,5,0,12,10,43,163,63,0.123,780.0,224.70000000000002,0.0
+3870,2015,6,11,6,0,13,10,53,0,53,0.123,780.0,224.0,0.0
+3871,2015,6,11,7,0,14,10,179,25,192,0.123,780.0,226.10000000000002,0.0
+3872,2015,6,11,8,0,15,9,171,9,177,0.123,780.0,228.3,0.0
+3873,2015,6,11,9,0,16,8,120,4,124,0.123,780.0,226.70000000000002,0.0
+3874,2015,6,11,10,0,17,8,336,24,358,0.123,780.0,224.0,0.0
+3875,2015,6,11,11,0,18,8,243,17,260,0.123,780.0,219.8,0.0
+3876,2015,6,11,12,0,18,8,172,13,184,0.123,780.0,214.4,0.0
+3877,2015,6,11,13,0,17,8,311,20,329,0.123,780.0,209.4,0.0
+3878,2015,6,11,14,0,16,8,325,26,347,0.123,790.0,206.5,0.0
+3879,2015,6,11,15,0,16,9,282,29,303,0.123,790.0,204.5,0.0
+3880,2015,6,11,16,0,15,9,91,0,91,0.123,790.0,203.0,0.0
+3881,2015,6,11,17,0,15,9,140,22,149,0.123,790.0,204.0,0.0
+3882,2015,6,11,18,0,14,9,73,28,79,0.123,790.0,196.5,0.0
+3883,2015,6,11,19,0,12,10,8,0,8,0.123,790.0,186.0,0.30000000000000004
+3884,2015,6,11,20,0,11,9,0,0,0,0.123,790.0,259.0,0.8
+3885,2015,6,11,21,0,10,9,0,0,0,0.123,790.0,269.8,1.0
+3886,2015,6,11,22,0,10,9,0,0,0,0.123,790.0,269.90000000000003,1.1
+3887,2015,6,11,23,0,9,8,0,0,0,0.123,790.0,261.5,1.1
+3888,2015,6,12,0,0,8,8,0,0,0,0.123,790.0,252.3,1.2000000000000002
+3889,2015,6,12,1,0,8,8,0,0,0,0.123,790.0,242.0,1.2000000000000002
+3890,2015,6,12,2,0,7,7,0,0,0,0.123,790.0,230.5,0.9
+3891,2015,6,12,3,0,7,7,0,0,0,0.123,790.0,224.4,0.5
+3892,2015,6,12,4,0,7,7,0,0,0,0.123,790.0,222.20000000000002,0.1
+3893,2015,6,12,5,0,9,7,31,464,88,0.123,790.0,224.9,0.0
+3894,2015,6,12,6,0,13,8,52,733,275,0.123,790.0,237.3,0.0
+3895,2015,6,12,7,0,16,6,63,856,477,0.123,790.0,239.60000000000002,0.0
+3896,2015,6,12,8,0,19,4,72,922,668,0.123,790.0,241.60000000000002,0.0
+3897,2015,6,12,9,0,21,3,78,960,830,0.123,790.0,243.0,0.0
+3898,2015,6,12,10,0,23,3,81,983,950,0.123,790.0,242.8,0.0
+3899,2015,6,12,11,0,24,3,87,989,1018,0.123,790.0,237.70000000000002,0.0
+3900,2015,6,12,12,0,25,3,87,990,1030,0.123,790.0,231.4,0.0
+3901,2015,6,12,13,0,26,3,85,981,984,0.123,780.0,225.0,0.0
+3902,2015,6,12,14,0,26,3,82,961,885,0.123,780.0,216.9,0.0
+3903,2015,6,12,15,0,26,3,336,306,555,0.123,780.0,199.60000000000002,0.0
+3904,2015,6,12,16,0,25,3,70,870,560,0.123,780.0,168.4,0.0
+3905,2015,6,12,17,0,24,3,160,233,250,0.123,780.0,131.9,0.0
+3906,2015,6,12,18,0,23,5,44,588,166,0.123,780.0,109.5,0.0
+3907,2015,6,12,19,0,21,7,12,145,16,0.123,780.0,82.0,0.4
+3908,2015,6,12,20,0,19,7,0,0,0,0.123,780.0,56.300000000000004,0.8
+3909,2015,6,12,21,0,17,8,0,0,0,0.123,780.0,38.0,0.7000000000000001
+3910,2015,6,12,22,0,16,8,0,0,0,0.123,780.0,22.5,0.6000000000000001
+3911,2015,6,12,23,0,15,7,0,0,0,0.123,780.0,8.6,0.5
+3912,2015,6,13,0,0,14,7,0,0,0,0.123,780.0,11.9,0.5
+3913,2015,6,13,1,0,13,7,0,0,0,0.123,780.0,30.1,0.7000000000000001
+3914,2015,6,13,2,0,12,7,0,0,0,0.123,780.0,29.0,0.8
+3915,2015,6,13,3,0,12,7,0,0,0,0.123,790.0,21.700000000000003,0.9
+3916,2015,6,13,4,0,12,6,0,0,0,0.123,790.0,15.9,0.8
+3917,2015,6,13,5,0,14,7,31,439,85,0.123,790.0,3.3000000000000003,0.7000000000000001
+3918,2015,6,13,6,0,16,6,53,707,269,0.123,790.0,355.20000000000005,0.30000000000000004
+3919,2015,6,13,7,0,19,4,67,831,468,0.123,790.0,0.5,0.0
+3920,2015,6,13,8,0,22,1,76,900,658,0.123,790.0,61.800000000000004,0.0
+3921,2015,6,13,9,0,24,1,83,941,820,0.123,790.0,73.0,0.0
+3922,2015,6,13,10,0,25,2,87,966,941,0.123,790.0,71.2,0.0
+3923,2015,6,13,11,0,26,3,87,982,1012,0.123,780.0,70.8,0.0
+3924,2015,6,13,12,0,27,3,455,511,943,0.123,780.0,71.2,0.0
+3925,2015,6,13,13,0,27,3,483,116,590,0.123,780.0,71.8,0.0
+3926,2015,6,13,14,0,27,2,410,75,473,0.123,780.0,71.5,0.0
+3927,2015,6,13,15,0,26,2,31,0,31,0.123,780.0,71.8,0.0
+3928,2015,6,13,16,0,25,1,27,0,27,0.123,780.0,72.7,0.0
+3929,2015,6,13,17,0,24,1,30,0,30,0.123,780.0,73.5,0.0
+3930,2015,6,13,18,0,21,4,66,0,66,0.123,780.0,74.9,0.0
+3931,2015,6,13,19,0,19,9,7,0,7,0.123,780.0,58.6,0.30000000000000004
+3932,2015,6,13,20,0,17,8,0,0,0,0.123,780.0,54.800000000000004,0.7000000000000001
+3933,2015,6,13,21,0,16,7,0,0,0,0.123,780.0,55.5,0.6000000000000001
+3934,2015,6,13,22,0,15,6,0,0,0,0.123,780.0,50.6,0.4
+3935,2015,6,13,23,0,14,6,0,0,0,0.123,780.0,7.800000000000001,0.4
+3936,2015,6,14,0,0,14,5,0,0,0,0.123,780.0,324.0,0.6000000000000001
+3937,2015,6,14,1,0,13,5,0,0,0,0.123,790.0,298.1,0.8
+3938,2015,6,14,2,0,13,5,0,0,0,0.123,790.0,280.1,0.9
+3939,2015,6,14,3,0,12,5,0,0,0,0.123,790.0,273.8,1.0
+3940,2015,6,14,4,0,11,6,0,0,0,0.123,790.0,274.2,1.1
+3941,2015,6,14,5,0,12,7,29,480,88,0.123,790.0,277.7,0.9
+3942,2015,6,14,6,0,15,8,49,739,274,0.123,790.0,286.3,0.30000000000000004
+3943,2015,6,14,7,0,19,6,61,859,476,0.123,790.0,294.3,0.0
+3944,2015,6,14,8,0,22,3,70,925,668,0.123,790.0,319.3,0.0
+3945,2015,6,14,9,0,24,2,76,963,830,0.123,790.0,27.8,0.0
+3946,2015,6,14,10,0,26,2,81,984,951,0.123,790.0,53.2,0.0
+3947,2015,6,14,11,0,27,2,84,993,1020,0.123,790.0,58.900000000000006,0.0
+3948,2015,6,14,12,0,27,1,87,990,1031,0.123,790.0,60.300000000000004,0.0
+3949,2015,6,14,13,0,28,1,88,976,984,0.123,790.0,60.6,0.0
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+3951,2015,6,14,15,0,27,2,347,259,533,0.123,780.0,60.0,0.0
+3952,2015,6,14,16,0,26,2,184,527,482,0.123,780.0,60.2,0.0
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+3954,2015,6,14,18,0,21,5,72,15,76,0.123,790.0,64.7,0.0
+3955,2015,6,14,19,0,19,9,8,0,8,0.123,790.0,54.2,0.2
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+3960,2015,6,15,0,0,14,9,0,0,0,0.123,790.0,351.0,1.2000000000000002
+3961,2015,6,15,1,0,14,9,0,0,0,0.123,790.0,350.0,1.2000000000000002
+3962,2015,6,15,2,0,13,9,0,0,0,0.123,790.0,353.5,1.2000000000000002
+3963,2015,6,15,3,0,12,8,0,0,0,0.123,790.0,348.0,1.2000000000000002
+3964,2015,6,15,4,0,12,8,0,0,0,0.123,790.0,336.6,1.2000000000000002
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+3966,2015,6,15,6,0,18,6,65,642,260,0.123,790.0,332.40000000000003,0.5
+3967,2015,6,15,7,0,21,5,81,781,458,0.123,790.0,348.20000000000005,0.0
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+3980,2015,6,15,20,0,15,11,0,0,0,0.123,790.0,24.700000000000003,0.4
+3981,2015,6,15,21,0,14,11,0,0,0,0.123,790.0,15.700000000000001,0.4
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+3983,2015,6,15,23,0,13,11,0,0,0,0.123,790.0,323.0,0.5
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+3987,2015,6,16,3,0,12,10,0,0,0,0.123,790.0,216.20000000000002,0.9
+3988,2015,6,16,4,0,12,10,0,0,0,0.123,790.0,222.70000000000002,0.5
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+3990,2015,6,16,6,0,17,11,75,574,249,0.123,790.0,240.60000000000002,0.0
+3991,2015,6,16,7,0,20,11,150,515,399,0.123,790.0,250.10000000000002,0.0
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+4000,2015,6,16,16,0,27,3,167,9,172,0.123,790.0,79.0,0.0
+4001,2015,6,16,17,0,26,2,57,0,57,0.123,790.0,78.9,0.0
+4002,2015,6,16,18,0,23,7,78,164,113,0.123,790.0,79.5,0.0
+4003,2015,6,16,19,0,20,9,12,0,12,0.123,790.0,41.300000000000004,0.30000000000000004
+4004,2015,6,16,20,0,18,8,0,0,0,0.123,790.0,45.1,0.6000000000000001
+4005,2015,6,16,21,0,17,7,0,0,0,0.123,790.0,48.1,0.6000000000000001
+4006,2015,6,16,22,0,15,6,0,0,0,0.123,790.0,48.7,0.4
+4007,2015,6,16,23,0,14,6,0,0,0,0.123,790.0,30.1,0.4
+4008,2015,6,17,0,0,13,6,0,0,0,0.123,790.0,5.4,0.4
+4009,2015,6,17,1,0,12,6,0,0,0,0.123,790.0,353.6,0.4
+4010,2015,6,17,2,0,12,6,0,0,0,0.123,790.0,7.6000000000000005,0.2
+4011,2015,6,17,3,0,12,6,0,0,0,0.123,790.0,39.7,0.2
+4012,2015,6,17,4,0,12,6,0,0,0,0.123,790.0,215.20000000000002,0.6000000000000001
+4013,2015,6,17,5,0,14,8,34,389,82,0.123,790.0,221.5,0.9
+4014,2015,6,17,6,0,18,7,59,671,263,0.123,790.0,227.3,0.4
+4015,2015,6,17,7,0,22,6,74,807,463,0.123,790.0,236.8,0.0
+4016,2015,6,17,8,0,25,4,84,882,654,0.123,790.0,232.8,0.0
+4017,2015,6,17,9,0,26,3,92,926,817,0.123,790.0,224.20000000000002,0.0
+4018,2015,6,17,10,0,28,2,98,952,940,0.123,790.0,81.80000000000001,0.0
+4019,2015,6,17,11,0,29,1,97,973,1014,0.123,790.0,81.80000000000001,0.0
+4020,2015,6,17,12,0,30,1,98,977,1030,0.123,790.0,79.7,0.0
+4021,2015,6,17,13,0,30,0,96,971,988,0.123,790.0,75.9,0.0
+4022,2015,6,17,14,0,30,0,90,957,893,0.123,790.0,72.4,0.0
+4023,2015,6,17,15,0,30,0,349,101,422,0.123,790.0,70.7,0.0
+4024,2015,6,17,16,0,29,-1,255,259,403,0.123,790.0,70.8,0.0
+4025,2015,6,17,17,0,27,-2,66,770,370,0.127,790.0,71.7,0.0
+4026,2015,6,17,18,0,24,4,49,579,172,0.127,790.0,72.60000000000001,0.1
+4027,2015,6,17,19,0,21,7,14,134,19,0.127,790.0,50.0,0.5
+4028,2015,6,17,20,0,19,6,0,0,0,0.127,790.0,48.300000000000004,1.0
+4029,2015,6,17,21,0,17,5,0,0,0,0.127,790.0,39.6,1.1
+4030,2015,6,17,22,0,16,5,0,0,0,0.127,790.0,32.800000000000004,1.0
+4031,2015,6,17,23,0,15,6,0,0,0,0.127,790.0,27.200000000000003,1.0
+4032,2015,6,18,0,0,14,6,0,0,0,0.127,790.0,20.1,1.1
+4033,2015,6,18,1,0,13,6,0,0,0,0.127,790.0,14.600000000000001,1.2000000000000002
+4034,2015,6,18,2,0,12,6,0,0,0,0.127,790.0,14.200000000000001,1.2000000000000002
+4035,2015,6,18,3,0,11,6,0,0,0,0.127,790.0,11.8,1.1
+4036,2015,6,18,4,0,12,6,0,0,0,0.127,790.0,0.7000000000000001,1.1
+4037,2015,6,18,5,0,14,7,36,368,81,0.127,790.0,346.5,1.1
+4038,2015,6,18,6,0,18,6,64,655,263,0.127,790.0,338.3,0.5
+4039,2015,6,18,7,0,22,5,81,791,463,0.127,790.0,341.8,0.0
+4040,2015,6,18,8,0,25,2,94,865,653,0.127,790.0,25.400000000000002,0.0
+4041,2015,6,18,9,0,27,1,104,909,814,0.127,790.0,49.2,0.0
+4042,2015,6,18,10,0,29,1,111,933,935,0.127,790.0,51.5,0.0
+4043,2015,6,18,11,0,30,1,98,969,1012,0.127,790.0,52.5,0.0
+4044,2015,6,18,12,0,31,0,97,974,1027,0.127,790.0,54.2,0.0
+4045,2015,6,18,13,0,31,0,94,970,986,0.127,790.0,55.900000000000006,0.0
+4046,2015,6,18,14,0,32,0,84,962,892,0.127,790.0,56.5,0.0
+4047,2015,6,18,15,0,31,0,77,936,750,0.127,790.0,57.300000000000004,0.0
+4048,2015,6,18,16,0,30,0,69,888,573,0.127,790.0,58.2,0.0
+4049,2015,6,18,17,0,28,0,58,802,375,0.127,790.0,59.400000000000006,0.0
+4050,2015,6,18,18,0,25,5,42,633,178,0.127,790.0,60.400000000000006,0.0
+4051,2015,6,18,19,0,21,8,14,207,21,0.127,790.0,62.6,0.1
+4052,2015,6,18,20,0,19,7,0,0,0,0.127,790.0,17.900000000000002,0.30000000000000004
+4053,2015,6,18,21,0,18,6,0,0,0,0.127,790.0,11.100000000000001,0.30000000000000004
+4054,2015,6,18,22,0,17,5,0,0,0,0.127,790.0,8.8,0.4
+4055,2015,6,18,23,0,16,4,0,0,0,0.127,790.0,358.5,0.5
+4056,2015,6,19,0,0,15,4,0,0,0,0.127,790.0,351.40000000000003,0.6000000000000001
+4057,2015,6,19,1,0,15,3,0,0,0,0.127,790.0,356.5,0.8
+4058,2015,6,19,2,0,14,3,0,0,0,0.127,790.0,7.9,1.0
+4059,2015,6,19,3,0,13,3,0,0,0,0.127,790.0,13.200000000000001,1.1
+4060,2015,6,19,4,0,13,3,0,0,0,0.127,790.0,14.700000000000001,1.2000000000000002
+4061,2015,6,19,5,0,16,4,33,429,85,0.127,790.0,14.3,1.0
+4062,2015,6,19,6,0,20,3,57,705,270,0.127,790.0,14.700000000000001,0.5
+4063,2015,6,19,7,0,24,3,72,833,473,0.127,790.0,26.900000000000002,0.0
+4064,2015,6,19,8,0,27,0,83,904,666,0.127,790.0,59.1,0.0
+4065,2015,6,19,9,0,29,-2,91,945,830,0.127,790.0,67.7,0.0
+4066,2015,6,19,10,0,30,-2,96,969,952,0.127,790.0,69.0,0.0
+4067,2015,6,19,11,0,31,-1,93,989,1025,0.127,790.0,69.60000000000001,0.0
+4068,2015,6,19,12,0,32,-1,95,988,1038,0.127,790.0,70.3,0.0
+4069,2015,6,19,13,0,32,-1,95,977,994,0.127,790.0,70.8,0.0
+4070,2015,6,19,14,0,32,-1,89,963,897,0.127,790.0,71.8,0.0
+4071,2015,6,19,15,0,31,-2,84,928,752,0.127,780.0,74.2,0.0
+4072,2015,6,19,16,0,30,-2,76,872,572,0.127,780.0,76.5,0.0
+4073,2015,6,19,17,0,28,-2,65,776,373,0.127,780.0,78.60000000000001,0.0
+4074,2015,6,19,18,0,24,3,48,585,174,0.127,780.0,80.4,0.0
+4075,2015,6,19,19,0,21,6,14,147,20,0.127,790.0,52.1,0.30000000000000004
+4076,2015,6,19,20,0,19,5,0,0,0,0.127,790.0,37.300000000000004,0.6000000000000001
+4077,2015,6,19,21,0,17,5,0,0,0,0.127,790.0,25.8,0.5
+4078,2015,6,19,22,0,17,5,0,0,0,0.127,790.0,15.3,0.4
+4079,2015,6,19,23,0,16,5,0,0,0,0.127,790.0,2.2,0.30000000000000004
+4080,2015,6,20,0,0,14,5,0,0,0,0.127,790.0,334.5,0.30000000000000004
+4081,2015,6,20,1,0,14,5,0,0,0,0.127,790.0,309.1,0.4
+4082,2015,6,20,2,0,13,5,0,0,0,0.127,790.0,299.0,0.6000000000000001
+4083,2015,6,20,3,0,12,4,0,0,0,0.127,790.0,296.1,0.8
+4084,2015,6,20,4,0,12,5,0,0,0,0.127,790.0,294.3,0.9
+4085,2015,6,20,5,0,14,6,32,420,83,0.127,790.0,297.7,0.9
+4086,2015,6,20,6,0,18,5,55,702,267,0.127,790.0,304.40000000000003,0.4
+4087,2015,6,20,7,0,22,4,68,837,470,0.127,790.0,290.1,0.0
+4088,2015,6,20,8,0,25,1,200,611,594,0.127,790.0,219.10000000000002,0.0
+4089,2015,6,20,9,0,27,0,334,487,715,0.127,790.0,63.900000000000006,0.0
+4090,2015,6,20,10,0,29,0,444,407,804,0.127,790.0,65.4,0.0
+4091,2015,6,20,11,0,30,0,244,764,964,0.127,790.0,65.3,0.0
+4092,2015,6,20,12,0,31,0,94,988,1038,0.127,790.0,65.60000000000001,0.0
+4093,2015,6,20,13,0,31,0,95,976,994,0.127,790.0,66.2,0.0
+4094,2015,6,20,14,0,32,0,90,961,897,0.127,790.0,64.7,0.0
+4095,2015,6,20,15,0,31,-1,85,926,752,0.127,790.0,63.0,0.0
+4096,2015,6,20,16,0,30,-1,78,868,573,0.127,790.0,61.900000000000006,0.0
+4097,2015,6,20,17,0,28,-1,68,769,373,0.127,790.0,62.2,0.0
+4098,2015,6,20,18,0,24,5,49,590,176,0.127,790.0,61.2,0.0
+4099,2015,6,20,19,0,21,7,21,0,21,0.127,790.0,60.1,0.1
+4100,2015,6,20,20,0,19,6,0,0,0,0.127,790.0,20.700000000000003,0.30000000000000004
+4101,2015,6,20,21,0,18,6,0,0,0,0.127,790.0,9.1,0.4
+4102,2015,6,20,22,0,17,6,0,0,0,0.127,790.0,354.5,0.4
+4103,2015,6,20,23,0,15,6,0,0,0,0.127,790.0,349.5,0.2
+4104,2015,6,21,0,0,15,5,0,0,0,0.127,790.0,358.8,0.0
+4105,2015,6,21,1,0,14,5,0,0,0,0.127,790.0,34.7,0.0
+4106,2015,6,21,2,0,14,5,0,0,0,0.127,790.0,32.9,0.0
+4107,2015,6,21,3,0,14,5,0,0,0,0.127,790.0,29.5,0.0
+4108,2015,6,21,4,0,14,4,0,0,0,0.127,790.0,28.0,0.0
+4109,2015,6,21,5,0,17,5,40,224,67,0.127,790.0,26.1,0.0
+4110,2015,6,21,6,0,20,4,100,372,212,0.127,790.0,24.1,0.0
+4111,2015,6,21,7,0,24,3,129,590,412,0.127,790.0,24.900000000000002,0.0
+4112,2015,6,21,8,0,27,1,186,648,603,0.127,790.0,36.9,0.0
+4113,2015,6,21,9,0,29,0,85,959,834,0.127,790.0,39.6,0.0
+4114,2015,6,21,10,0,31,0,88,987,959,0.127,790.0,42.800000000000004,0.0
+4115,2015,6,21,11,0,32,-1,89,1002,1033,0.127,790.0,46.5,0.0
+4116,2015,6,21,12,0,33,-2,89,1007,1050,0.127,790.0,49.900000000000006,0.0
+4117,2015,6,21,13,0,33,-2,87,1001,1008,0.127,790.0,53.400000000000006,0.0
+4118,2015,6,21,14,0,33,-3,85,981,909,0.127,780.0,56.7,0.0
+4119,2015,6,21,15,0,33,-3,81,946,763,0.127,780.0,58.800000000000004,0.0
+4120,2015,6,21,16,0,32,-3,155,638,519,0.127,780.0,59.900000000000006,0.0
+4121,2015,6,21,17,0,30,-3,158,284,271,0.127,780.0,60.400000000000006,0.0
+4122,2015,6,21,18,0,26,0,68,333,140,0.127,780.0,61.0,0.0
+4123,2015,6,21,19,0,22,2,14,161,20,0.127,780.0,62.2,0.2
+4124,2015,6,21,20,0,20,3,0,0,0,0.127,780.0,35.800000000000004,0.5
+4125,2015,6,21,21,0,18,4,0,0,0,0.127,790.0,32.9,0.7000000000000001
+4126,2015,6,21,22,0,17,4,0,0,0,0.127,790.0,24.3,0.8
+4127,2015,6,21,23,0,16,4,0,0,0,0.127,790.0,12.600000000000001,0.8
+4128,2015,6,22,0,0,15,4,0,0,0,0.127,790.0,3.1,0.8
+4129,2015,6,22,1,0,14,4,0,0,0,0.127,790.0,357.3,0.9
+4130,2015,6,22,2,0,13,5,0,0,0,0.127,790.0,356.70000000000005,0.9
+4131,2015,6,22,3,0,12,5,0,0,0,0.127,790.0,353.90000000000003,0.9
+4132,2015,6,22,4,0,13,5,0,0,0,0.127,790.0,344.8,0.9
+4133,2015,6,22,5,0,15,5,35,381,80,0.127,790.0,336.6,0.9
+4134,2015,6,22,6,0,19,5,61,674,264,0.127,790.0,351.6,0.4
+4135,2015,6,22,7,0,22,4,76,814,466,0.127,790.0,0.30000000000000004,0.0
+4136,2015,6,22,8,0,25,1,87,890,659,0.127,790.0,42.2,0.0
+4137,2015,6,22,9,0,27,0,96,933,824,0.127,790.0,59.6,0.0
+4138,2015,6,22,10,0,29,0,102,958,947,0.127,790.0,61.5,0.0
+4139,2015,6,22,11,0,30,0,99,980,1022,0.127,790.0,62.7,0.0
+4140,2015,6,22,12,0,31,0,100,982,1038,0.127,790.0,63.6,0.0
+4141,2015,6,22,13,0,31,-1,99,973,995,0.127,790.0,65.10000000000001,0.0
+4142,2015,6,22,14,0,32,-1,87,968,901,0.127,790.0,65.4,0.0
+4143,2015,6,22,15,0,32,-1,82,934,755,0.127,790.0,65.9,0.0
+4144,2015,6,22,16,0,31,-2,74,878,575,0.127,790.0,67.9,0.0
+4145,2015,6,22,17,0,29,-2,63,785,375,0.127,790.0,70.7,0.0
+4146,2015,6,22,18,0,25,4,45,612,178,0.127,790.0,74.5,0.0
+4147,2015,6,22,19,0,21,7,14,205,21,0.127,790.0,78.0,0.2
+4148,2015,6,22,20,0,19,5,0,0,0,0.127,790.0,58.1,0.5
+4149,2015,6,22,21,0,18,4,0,0,0,0.127,790.0,52.900000000000006,0.6000000000000001
+4150,2015,6,22,22,0,17,4,0,0,0,0.127,790.0,62.400000000000006,0.6000000000000001
+4151,2015,6,22,23,0,15,4,0,0,0,0.127,790.0,97.60000000000001,0.6000000000000001
+4152,2015,6,23,0,0,14,4,0,0,0,0.127,790.0,134.5,0.6000000000000001
+4153,2015,6,23,1,0,14,4,0,0,0,0.127,790.0,157.70000000000002,0.8
+4154,2015,6,23,2,0,13,4,0,0,0,0.127,790.0,172.3,0.9
+4155,2015,6,23,3,0,13,4,0,0,0,0.127,790.0,183.8,1.0
+4156,2015,6,23,4,0,13,4,0,0,0,0.127,790.0,196.3,1.0
+4157,2015,6,23,5,0,16,6,33,399,80,0.127,790.0,208.9,0.6000000000000001
+4158,2015,6,23,6,0,20,4,58,684,264,0.127,790.0,218.20000000000002,0.1
+4159,2015,6,23,7,0,24,3,72,824,467,0.127,790.0,233.4,0.0
+4160,2015,6,23,8,0,27,1,80,901,659,0.127,790.0,201.3,0.0
+4161,2015,6,23,9,0,29,1,86,946,824,0.127,790.0,173.3,0.0
+4162,2015,6,23,10,0,30,1,89,973,947,0.127,790.0,109.0,0.0
+4163,2015,6,23,11,0,31,1,87,991,1020,0.127,790.0,89.0,0.0
+4164,2015,6,23,12,0,32,1,88,992,1035,0.127,790.0,88.0,0.0
+4165,2015,6,23,13,0,32,1,417,527,903,0.127,790.0,88.30000000000001,0.0
+4166,2015,6,23,14,0,32,0,436,191,598,0.127,790.0,88.10000000000001,0.0
+4167,2015,6,23,15,0,31,0,311,386,590,0.127,790.0,88.30000000000001,0.0
+4168,2015,6,23,16,0,30,-1,107,777,551,0.127,790.0,88.5,0.0
+4169,2015,6,23,17,0,28,-1,169,140,225,0.127,790.0,89.0,0.0
+4170,2015,6,23,18,0,25,4,73,6,75,0.127,790.0,88.60000000000001,0.0
+4171,2015,6,23,19,0,22,7,9,0,9,0.127,790.0,64.7,0.2
+4172,2015,6,23,20,0,21,7,0,0,0,0.127,790.0,40.5,0.5
+4173,2015,6,23,21,0,20,7,0,0,0,0.127,790.0,27.5,0.5
+4174,2015,6,23,22,0,19,7,0,0,0,0.127,790.0,27.700000000000003,0.5
+4175,2015,6,23,23,0,18,7,0,0,0,0.127,790.0,63.6,0.6000000000000001
+4176,2015,6,24,0,0,18,7,0,0,0,0.127,790.0,115.10000000000001,0.8
+4177,2015,6,24,1,0,17,7,0,0,0,0.127,790.0,133.1,1.0
+4178,2015,6,24,2,0,17,7,0,0,0,0.127,790.0,140.1,1.0
+4179,2015,6,24,3,0,17,7,0,0,0,0.127,790.0,153.60000000000002,1.1
+4180,2015,6,24,4,0,17,8,0,0,0,0.127,790.0,173.8,1.1
+4181,2015,6,24,5,0,18,9,41,179,62,0.127,790.0,190.3,0.8
+4182,2015,6,24,6,0,22,9,96,394,214,0.127,790.0,200.70000000000002,0.2
+4183,2015,6,24,7,0,25,8,176,411,373,0.127,790.0,202.10000000000002,0.0
+4184,2015,6,24,8,0,28,6,309,162,413,0.127,790.0,213.5,0.0
+4185,2015,6,24,9,0,30,4,346,379,641,0.127,790.0,230.4,0.0
+4186,2015,6,24,10,0,31,4,116,912,921,0.127,790.0,235.0,0.0
+4187,2015,6,24,11,0,32,3,111,943,999,0.127,790.0,225.8,0.0
+4188,2015,6,24,12,0,33,1,115,944,1016,0.127,790.0,137.3,0.0
+4189,2015,6,24,13,0,33,0,111,941,977,0.127,790.0,91.7,0.0
+4190,2015,6,24,14,0,33,0,341,561,813,0.127,790.0,87.7,0.0
+4191,2015,6,24,15,0,32,-1,85,921,750,0.127,790.0,89.0,0.0
+4192,2015,6,24,16,0,31,-1,76,869,573,0.127,790.0,91.4,0.0
+4193,2015,6,24,17,0,29,-2,65,778,375,0.127,790.0,93.30000000000001,0.0
+4194,2015,6,24,18,0,25,3,47,598,177,0.127,790.0,94.5,0.0
+4195,2015,6,24,19,0,22,6,22,0,22,0.127,790.0,74.2,0.2
+4196,2015,6,24,20,0,20,6,0,0,0,0.127,790.0,64.60000000000001,0.30000000000000004
+4197,2015,6,24,21,0,19,7,0,0,0,0.127,790.0,116.2,0.30000000000000004
+4198,2015,6,24,22,0,17,8,0,0,0,0.127,790.0,167.5,0.5
+4199,2015,6,24,23,0,16,8,0,0,0,0.127,790.0,162.10000000000002,0.6000000000000001
+4200,2015,6,25,0,0,15,8,0,0,0,0.127,790.0,148.70000000000002,0.6000000000000001
+4201,2015,6,25,1,0,14,8,0,0,0,0.127,790.0,148.20000000000002,0.6000000000000001
+4202,2015,6,25,2,0,14,8,0,0,0,0.127,790.0,166.70000000000002,0.5
+4203,2015,6,25,3,0,13,8,0,0,0,0.127,790.0,191.10000000000002,0.30000000000000004
+4204,2015,6,25,4,0,13,8,0,0,0,0.127,790.0,209.8,0.1
+4205,2015,6,25,5,0,15,9,33,372,77,0.127,790.0,236.9,0.0
+4206,2015,6,25,6,0,19,9,62,644,254,0.127,790.0,241.0,0.0
+4207,2015,6,25,7,0,23,9,81,774,451,0.127,790.0,233.5,0.0
+4208,2015,6,25,8,0,26,7,97,842,638,0.127,790.0,247.4,0.0
+4209,2015,6,25,9,0,28,6,109,884,798,0.127,790.0,258.7,0.0
+4210,2015,6,25,10,0,30,4,118,908,918,0.127,790.0,266.7,0.0
+4211,2015,6,25,11,0,31,3,110,940,995,0.127,790.0,274.2,0.0
+4212,2015,6,25,12,0,32,2,112,942,1011,0.127,790.0,273.0,0.0
+4213,2015,6,25,13,0,33,1,118,924,969,0.127,790.0,268.3,0.0
+4214,2015,6,25,14,0,33,0,121,893,872,0.127,790.0,252.70000000000002,0.0
+4215,2015,6,25,15,0,32,0,87,0,87,0.127,790.0,210.8,0.0
+4216,2015,6,25,16,0,31,0,106,781,553,0.127,790.0,145.1,0.0
+4217,2015,6,25,17,0,29,0,91,663,356,0.128,790.0,118.60000000000001,0.0
+4218,2015,6,25,18,0,26,3,60,481,165,0.128,790.0,110.7,0.0
+4219,2015,6,25,19,0,23,5,14,135,20,0.128,790.0,105.0,0.1
+4220,2015,6,25,20,0,21,5,0,0,0,0.128,790.0,63.300000000000004,0.30000000000000004
+4221,2015,6,25,21,0,19,6,0,0,0,0.128,790.0,44.5,0.30000000000000004
+4222,2015,6,25,22,0,18,7,0,0,0,0.128,790.0,40.0,0.2
+4223,2015,6,25,23,0,16,8,0,0,0,0.128,790.0,126.60000000000001,0.30000000000000004
+4224,2015,6,26,0,0,15,10,0,0,0,0.128,790.0,152.20000000000002,0.6000000000000001
+4225,2015,6,26,1,0,15,11,0,0,0,0.128,790.0,158.20000000000002,0.7000000000000001
+4226,2015,6,26,2,0,14,11,0,0,0,0.128,790.0,172.5,0.7000000000000001
+4227,2015,6,26,3,0,13,11,0,0,0,0.128,790.0,194.10000000000002,0.9
+4228,2015,6,26,4,0,14,11,0,0,0,0.128,790.0,212.10000000000002,1.0
+4229,2015,6,26,5,0,16,12,29,432,79,0.128,790.0,223.8,0.7000000000000001
+4230,2015,6,26,6,0,19,11,51,704,260,0.128,790.0,235.3,0.1
+4231,2015,6,26,7,0,22,10,63,834,460,0.128,790.0,244.70000000000002,0.0
+4232,2015,6,26,8,0,25,8,71,906,651,0.128,790.0,238.5,0.0
+4233,2015,6,26,9,0,27,7,76,949,815,0.128,790.0,249.3,0.0
+4234,2015,6,26,10,0,28,6,80,976,939,0.128,790.0,263.8,0.0
+4235,2015,6,26,11,0,29,6,82,988,1013,0.128,790.0,283.0,0.0
+4236,2015,6,26,12,0,30,5,83,991,1030,0.128,790.0,315.0,0.0
+4237,2015,6,26,13,0,31,4,83,985,989,0.128,790.0,7.2,0.0
+4238,2015,6,26,14,0,31,4,79,970,895,0.128,790.0,43.900000000000006,0.0
+4239,2015,6,26,15,0,30,3,74,940,753,0.128,790.0,64.10000000000001,0.0
+4240,2015,6,26,16,0,29,3,67,891,576,0.128,790.0,73.5,0.0
+4241,2015,6,26,17,0,28,3,56,806,379,0.128,790.0,78.5,0.0
+4242,2015,6,26,18,0,24,4,41,642,181,0.128,790.0,80.5,0.0
+4243,2015,6,26,19,0,21,8,14,234,23,0.128,790.0,83.4,0.1
+4244,2015,6,26,20,0,19,7,0,0,0,0.128,790.0,40.900000000000006,0.30000000000000004
+4245,2015,6,26,21,0,18,7,0,0,0,0.128,790.0,8.3,0.2
+4246,2015,6,26,22,0,17,7,0,0,0,0.128,790.0,347.0,0.1
+4247,2015,6,26,23,0,17,6,0,0,0,0.128,790.0,125.80000000000001,0.2
+4248,2015,6,27,0,0,16,6,0,0,0,0.128,790.0,95.4,0.4
+4249,2015,6,27,1,0,15,6,0,0,0,0.128,790.0,75.8,0.5
+4250,2015,6,27,2,0,14,6,0,0,0,0.128,790.0,74.8,0.6000000000000001
+4251,2015,6,27,3,0,13,6,0,0,0,0.128,790.0,80.30000000000001,0.5
+4252,2015,6,27,4,0,14,6,0,0,0,0.128,790.0,94.9,0.4
+4253,2015,6,27,5,0,16,6,28,463,81,0.128,790.0,139.20000000000002,0.2
+4254,2015,6,27,6,0,20,6,48,726,263,0.128,790.0,187.4,0.1
+4255,2015,6,27,7,0,24,6,60,848,463,0.128,790.0,234.4,0.0
+4256,2015,6,27,8,0,28,4,68,915,654,0.128,790.0,220.0,0.0
+4257,2015,6,27,9,0,29,4,74,956,817,0.128,790.0,227.4,0.0
+4258,2015,6,27,10,0,30,4,77,980,941,0.128,790.0,260.7,0.0
+4259,2015,6,27,11,0,31,3,77,996,1014,0.128,790.0,341.0,0.0
+4260,2015,6,27,12,0,32,3,78,998,1031,0.128,790.0,33.5,0.0
+4261,2015,6,27,13,0,33,2,78,991,990,0.128,790.0,53.1,0.0
+4262,2015,6,27,14,0,33,2,79,969,895,0.128,790.0,64.2,0.0
+4263,2015,6,27,15,0,32,1,358,135,455,0.128,790.0,70.0,0.0
+4264,2015,6,27,16,0,31,1,144,4,147,0.128,790.0,74.7,0.0
+4265,2015,6,27,17,0,29,1,131,452,312,0.128,790.0,78.30000000000001,0.0
+4266,2015,6,27,18,0,26,5,74,301,140,0.128,790.0,81.60000000000001,0.0
+4267,2015,6,27,19,0,23,9,18,0,18,0.128,790.0,74.10000000000001,0.1
+4268,2015,6,27,20,0,22,7,0,0,0,0.128,790.0,65.8,0.30000000000000004
+4269,2015,6,27,21,0,22,6,0,0,0,0.128,790.0,64.7,0.4
+4270,2015,6,27,22,0,21,5,0,0,0,0.128,790.0,60.400000000000006,0.4
+4271,2015,6,27,23,0,20,4,0,0,0,0.128,790.0,69.2,0.30000000000000004
+4272,2015,6,28,0,0,19,4,0,0,0,0.128,790.0,114.0,0.30000000000000004
+4273,2015,6,28,1,0,18,4,0,0,0,0.128,790.0,124.5,0.4
+4274,2015,6,28,2,0,17,5,0,0,0,0.128,790.0,125.60000000000001,0.5
+4275,2015,6,28,3,0,16,5,0,0,0,0.128,790.0,132.70000000000002,0.4
+4276,2015,6,28,4,0,16,5,0,0,0,0.128,790.0,106.9,0.4
+4277,2015,6,28,5,0,18,6,28,446,79,0.128,790.0,68.7,0.30000000000000004
+4278,2015,6,28,6,0,21,5,49,713,260,0.128,790.0,66.3,0.1
+4279,2015,6,28,7,0,25,4,61,838,459,0.128,790.0,106.4,0.0
+4280,2015,6,28,8,0,29,2,68,908,648,0.128,790.0,135.20000000000002,0.0
+4281,2015,6,28,9,0,31,2,74,948,811,0.128,790.0,150.70000000000002,0.0
+4282,2015,6,28,10,0,32,2,79,969,932,0.128,790.0,216.3,0.0
+4283,2015,6,28,11,0,33,2,90,969,1002,0.128,790.0,296.0,0.0
+4284,2015,6,28,12,0,34,2,101,958,1015,0.128,790.0,324.0,0.0
+4285,2015,6,28,13,0,34,2,108,938,972,0.128,790.0,345.1,0.0
+4286,2015,6,28,14,0,34,2,236,16,249,0.128,790.0,26.700000000000003,0.0
+4287,2015,6,28,15,0,33,2,199,14,210,0.128,790.0,51.6,0.0
+4288,2015,6,28,16,0,32,1,79,849,565,0.128,790.0,69.3,0.0
+4289,2015,6,28,17,0,31,1,102,577,333,0.128,790.0,76.7,0.0
+4290,2015,6,28,18,0,28,6,73,285,136,0.128,790.0,77.60000000000001,0.0
+4291,2015,6,28,19,0,25,9,17,0,17,0.128,790.0,84.2,0.0
+4292,2015,6,28,20,0,23,8,0,0,0,0.128,790.0,61.1,0.1
+4293,2015,6,28,21,0,22,8,0,0,0,0.128,790.0,52.1,0.2
+4294,2015,6,28,22,0,20,8,0,0,0,0.128,790.0,23.900000000000002,0.1
+4295,2015,6,28,23,0,19,8,0,0,0,0.128,790.0,1.5,0.1
+4296,2015,6,29,0,0,18,8,0,0,0,0.128,790.0,357.1,0.1
+4297,2015,6,29,1,0,18,8,0,0,0,0.128,790.0,334.3,0.1
+4298,2015,6,29,2,0,17,8,0,0,0,0.128,790.0,289.5,0.1
+4299,2015,6,29,3,0,17,9,0,0,0,0.128,790.0,291.6,0.2
+4300,2015,6,29,4,0,17,9,0,0,0,0.128,790.0,257.7,0.4
+4301,2015,6,29,5,0,19,9,29,415,75,0.128,790.0,234.0,0.5
+4302,2015,6,29,6,0,22,9,51,680,251,0.128,790.0,227.9,0.2
+4303,2015,6,29,7,0,25,8,65,805,446,0.128,790.0,232.10000000000002,0.0
+4304,2015,6,29,8,0,28,8,75,875,633,0.128,790.0,203.5,0.0
+4305,2015,6,29,9,0,29,8,82,919,795,0.128,790.0,195.20000000000002,0.0
+4306,2015,6,29,10,0,31,8,86,946,918,0.128,790.0,237.4,0.0
+4307,2015,6,29,11,0,32,8,95,951,990,0.128,790.0,348.20000000000005,0.0
+4308,2015,6,29,12,0,33,7,98,954,1008,0.128,790.0,45.5,0.0
+4309,2015,6,29,13,0,33,6,100,944,969,0.128,790.0,77.80000000000001,0.0
+4310,2015,6,29,14,0,33,5,90,939,880,0.128,790.0,78.9,0.0
+4311,2015,6,29,15,0,32,4,84,910,742,0.128,790.0,79.30000000000001,0.0
+4312,2015,6,29,16,0,31,3,73,865,569,0.128,790.0,79.0,0.0
+4313,2015,6,29,17,0,30,3,164,240,260,0.128,790.0,78.7,0.0
+4314,2015,6,29,18,0,26,3,44,622,180,0.128,790.0,78.10000000000001,0.0
+4315,2015,6,29,19,0,23,7,23,0,23,0.128,790.0,63.6,0.2
+4316,2015,6,29,20,0,21,7,0,0,0,0.128,790.0,27.200000000000003,0.4
+4317,2015,6,29,21,0,20,7,0,0,0,0.128,790.0,13.5,0.4
+4318,2015,6,29,22,0,20,8,0,0,0,0.128,790.0,25.900000000000002,0.4
+4319,2015,6,29,23,0,19,8,0,0,0,0.128,790.0,15.0,0.4
+4320,2015,6,30,0,0,19,8,0,0,0,0.128,790.0,317.90000000000003,0.30000000000000004
+4321,2015,6,30,1,0,18,8,0,0,0,0.128,790.0,263.0,0.1
+4322,2015,6,30,2,0,18,8,0,0,0,0.128,790.0,196.20000000000002,0.0
+4323,2015,6,30,3,0,18,8,0,0,0,0.128,790.0,208.20000000000002,0.0
+4324,2015,6,30,4,0,18,9,0,0,0,0.128,790.0,221.8,0.0
+4325,2015,6,30,5,0,19,9,33,328,70,0.128,790.0,227.5,0.0
+4326,2015,6,30,6,0,21,8,67,582,238,0.128,790.0,224.70000000000002,0.0
+4327,2015,6,30,7,0,24,8,199,272,327,0.128,790.0,225.60000000000002,0.0
+4328,2015,6,30,8,0,26,8,145,738,616,0.128,790.0,233.60000000000002,0.0
+4329,2015,6,30,9,0,27,8,96,883,781,0.128,790.0,256.7,0.0
+4330,2015,6,30,10,0,29,9,94,924,906,0.128,790.0,291.2,0.0
+4331,2015,6,30,11,0,31,9,315,634,912,0.128,790.0,335.3,0.0
+4332,2015,6,30,12,0,32,10,523,363,870,0.128,790.0,19.5,0.0
+4333,2015,6,30,13,0,31,10,448,365,784,0.128,790.0,48.1,0.0
+4334,2015,6,30,14,0,28,11,250,16,264,0.128,790.0,68.60000000000001,0.0
+4335,2015,6,30,15,0,26,12,278,26,297,0.128,790.0,80.4,0.0
+4336,2015,6,30,16,0,24,12,135,3,137,0.128,790.0,86.4,0.0
+4337,1999,6,30,17,0,24,2,146,373,295,0.14300000000000002,780.0,83.9,0.0
+4338,1999,6,30,18,0,21,3,70,323,141,0.14300000000000002,780.0,84.5,0.0
+4339,1999,6,30,19,0,18,4,18,0,18,0.14300000000000002,780.0,86.60000000000001,0.30000000000000004
+4340,1999,6,30,20,0,16,6,0,0,0,0.14300000000000002,780.0,84.7,0.5
+4341,1999,6,30,21,0,15,6,0,0,0,0.14300000000000002,790.0,84.60000000000001,0.30000000000000004
+4342,1999,6,30,22,0,14,6,0,0,0,0.14300000000000002,790.0,94.4,0.1
+4343,1999,6,30,23,0,14,6,0,0,0,0.14300000000000002,790.0,143.1,0.1
+4344,1999,7,1,0,0,13,5,0,0,0,0.14300000000000002,790.0,185.8,0.2
+4345,1999,7,1,1,0,12,5,0,0,0,0.14300000000000002,780.0,207.3,0.1
+4346,1999,7,1,2,0,12,5,0,0,0,0.14300000000000002,780.0,227.10000000000002,0.0
+4347,1999,7,1,3,0,11,5,0,0,0,0.14300000000000002,780.0,286.0,0.1
+4348,1999,7,1,4,0,11,5,0,0,0,0.14300000000000002,780.0,356.40000000000003,0.2
+4349,1999,7,1,5,0,13,6,26,471,78,0.14300000000000002,790.0,24.900000000000002,0.30000000000000004
+4350,1999,7,1,6,0,17,5,45,737,261,0.14300000000000002,790.0,50.900000000000006,0.2
+4351,1999,7,1,7,0,20,4,57,857,461,0.14300000000000002,790.0,102.7,0.0
+4352,1999,7,1,8,0,22,3,66,922,653,0.14300000000000002,790.0,89.10000000000001,0.0
+4353,1999,7,1,9,0,25,3,72,961,817,0.14300000000000002,780.0,92.9,0.0
+4354,1999,7,1,10,0,27,2,76,984,941,0.14300000000000002,780.0,88.10000000000001,0.0
+4355,1999,7,1,11,0,28,2,79,995,1014,0.14300000000000002,780.0,86.5,0.0
+4356,1999,7,1,12,0,30,2,80,996,1030,0.14300000000000002,780.0,84.30000000000001,0.0
+4357,1999,7,1,13,0,31,2,79,989,989,0.14300000000000002,780.0,82.10000000000001,0.0
+4358,1999,7,1,14,0,31,1,76,972,895,0.14300000000000002,780.0,80.2,0.0
+4359,1999,7,1,15,0,31,1,72,942,753,0.14300000000000002,780.0,79.7,0.0
+4360,1999,7,1,16,0,30,0,66,891,576,0.14300000000000002,780.0,80.10000000000001,0.0
+4361,1999,7,1,17,0,29,0,56,805,379,0.14300000000000002,780.0,80.30000000000001,0.0
+4362,1999,7,1,18,0,25,2,41,642,181,0.14300000000000002,780.0,79.10000000000001,0.0
+4363,1999,7,1,19,0,21,5,14,232,23,0.14300000000000002,780.0,48.1,0.2
+4364,1999,7,1,20,0,19,6,0,0,0,0.14300000000000002,780.0,27.5,0.4
+4365,1999,7,1,21,0,19,6,0,0,0,0.14300000000000002,780.0,13.8,0.5
+4366,1999,7,1,22,0,20,5,0,0,0,0.14300000000000002,780.0,12.3,0.6000000000000001
+4367,1999,7,1,23,0,20,4,0,0,0,0.14300000000000002,780.0,33.0,0.6000000000000001
+4368,1999,7,2,0,0,18,4,0,0,0,0.14300000000000002,780.0,43.300000000000004,0.5
+4369,1999,7,2,1,0,17,5,0,0,0,0.14300000000000002,780.0,44.7,0.6000000000000001
+4370,1999,7,2,2,0,16,5,0,0,0,0.14300000000000002,780.0,40.0,0.8
+4371,1999,7,2,3,0,15,5,0,0,0,0.14300000000000002,780.0,44.800000000000004,0.9
+4372,1999,7,2,4,0,15,5,0,0,0,0.14300000000000002,780.0,54.6,0.9
+4373,1999,7,2,5,0,16,6,30,396,73,0.14300000000000002,780.0,59.7,0.6000000000000001
+4374,1999,7,2,6,0,20,5,53,696,255,0.14300000000000002,780.0,67.4,0.2
+4375,1999,7,2,7,0,24,3,67,828,456,0.14300000000000002,780.0,49.800000000000004,0.0
+4376,1999,7,2,8,0,27,1,80,889,645,0.14300000000000002,780.0,52.300000000000004,0.0
+4377,1999,7,2,9,0,29,1,95,915,804,0.14300000000000002,780.0,52.900000000000006,0.0
+4378,1999,7,2,10,0,31,1,114,918,920,0.14300000000000002,780.0,57.900000000000006,0.0
+4379,1999,7,2,11,0,32,2,133,908,985,0.14300000000000002,780.0,63.400000000000006,0.0
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+8176,2006,12,7,16,0,0,-4,14,350,26,0.866,800.0,310.90000000000003,0.6000000000000001
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+8183,2006,12,7,23,0,-2,-5,0,0,0,0.866,800.0,320.70000000000005,0.5
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+8185,2006,12,8,1,0,-3,-5,0,0,0,0.866,800.0,324.70000000000005,0.5
+8186,2006,12,8,2,0,-3,-5,0,0,0,0.866,800.0,325.5,0.6000000000000001
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+8189,2006,12,8,5,0,-5,-6,0,0,0,0.866,800.0,349.20000000000005,0.7000000000000001
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+8192,2006,12,8,8,0,-2,-6,34,716,149,0.866,800.0,341.90000000000003,0.0
+8193,2006,12,8,9,0,0,-5,48,878,306,0.866,800.0,335.70000000000005,0.0
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+8200,2006,12,8,16,0,0,-3,13,383,27,0.866,790.0,357.40000000000003,0.0
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+8204,2006,12,8,20,0,-2,-4,0,0,0,0.866,790.0,7.1000000000000005,0.0
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+8207,2006,12,8,23,0,-3,-4,0,0,0,0.866,790.0,11.100000000000001,0.0
+8208,2006,12,9,0,0,-3,-4,0,0,0,0.866,790.0,14.9,0.0
+8209,2006,12,9,1,0,-4,-5,0,0,0,0.866,790.0,19.8,0.0
+8210,2006,12,9,2,0,-4,-5,0,0,0,0.866,790.0,27.6,0.0
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+8217,2006,12,9,9,0,0,-5,102,391,216,0.866,790.0,36.0,0.0
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+8219,2006,12,9,11,0,4,-5,78,928,486,0.866,790.0,32.800000000000004,0.0
+8220,2006,12,9,12,0,5,-5,81,925,492,0.866,790.0,33.6,0.0
+8221,2006,12,9,13,0,5,-5,77,893,436,0.866,780.0,35.0,0.0
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+8223,2006,12,9,15,0,1,-4,43,711,178,0.866,780.0,32.4,0.0
+8224,2006,12,9,16,0,0,-4,15,298,25,0.866,780.0,28.6,0.0
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+8229,2006,12,9,21,0,-3,-5,0,0,0,0.866,780.0,19.0,0.0
+8230,2006,12,9,22,0,-3,-5,0,0,0,0.866,780.0,19.8,0.0
+8231,2006,12,9,23,0,-4,-5,0,0,0,0.866,780.0,27.5,0.0
+8232,2006,12,10,0,0,-4,-5,0,0,0,0.866,780.0,46.300000000000004,0.0
+8233,2006,12,10,1,0,-4,-5,0,0,0,0.866,780.0,55.800000000000004,0.0
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+8235,2006,12,10,3,0,-5,-5,0,0,0,0.866,780.0,50.300000000000004,0.0
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+8237,2006,12,10,5,0,-5,-5,0,0,0,0.866,780.0,45.800000000000004,0.0
+8238,2006,12,10,6,0,-5,-5,0,0,0,0.866,780.0,49.400000000000006,0.0
+8239,2006,12,10,7,0,-4,-4,0,0,0,0.866,780.0,50.7,0.0
+8240,2006,12,10,8,0,-1,-3,41,612,137,0.866,780.0,49.5,0.0
+8241,2006,12,10,9,0,1,-3,62,799,292,0.866,780.0,41.6,0.0
+8242,2006,12,10,10,0,3,-3,75,875,412,0.866,780.0,31.900000000000002,0.0
+8243,2006,12,10,11,0,4,-3,82,904,478,0.866,780.0,34.300000000000004,0.0
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+8245,2006,12,10,13,0,3,-4,122,566,349,0.866,780.0,38.800000000000004,0.0
+8246,2006,12,10,14,0,2,-4,120,23,128,0.866,780.0,47.900000000000006,0.0
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+8255,2006,12,10,23,0,-3,-4,0,0,0,0.866,780.0,38.2,0.1
+8256,2006,12,11,0,0,-2,-4,0,0,0,0.866,780.0,35.0,0.1
+8257,2006,12,11,1,0,-2,-4,0,0,0,0.866,780.0,35.1,0.1
+8258,2006,12,11,2,0,-2,-3,0,0,0,0.866,780.0,23.8,0.2
+8259,2006,12,11,3,0,-2,-3,0,0,0,0.866,780.0,355.8,0.30000000000000004
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+8261,2006,12,11,5,0,-3,-4,0,0,0,0.866,780.0,314.1,0.30000000000000004
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+8269,2006,12,11,13,0,2,-6,70,907,433,0.866,790.0,35.800000000000004,0.0
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+8748,2006,12,31,12,0,0,-11,185,363,346,0.866,790.0,119.80000000000001,0.0
+8749,2006,12,31,13,0,0,-11,98,683,378,0.866,790.0,124.4,0.0
+8750,2006,12,31,14,0,0,-11,134,292,231,0.866,790.0,124.4,0.0
+8751,2006,12,31,15,0,-1,-10,49,741,206,0.866,790.0,128.70000000000002,0.0
+8752,2006,12,31,16,0,-2,-9,22,390,46,0.866,790.0,134.3,0.0
+8753,2003,12,31,17,0,-2,-6,0,0,0,0.866,780.0,60.1,0.0
+8754,2003,12,31,18,0,-3,-6,0,0,0,0.866,780.0,55.2,0.1
+8755,2003,12,31,19,0,-3,-5,0,0,0,0.866,780.0,38.300000000000004,0.30000000000000004
+8756,2003,12,31,20,0,-4,-5,0,0,0,0.866,780.0,16.6,0.30000000000000004
+8757,2003,12,31,21,0,-4,-5,0,0,0,0.866,780.0,348.6,0.30000000000000004
+8758,2003,12,31,22,0,-4,-6,0,0,0,0.866,780.0,320.70000000000005,0.4
+8759,2003,12,31,23,0,-4,-6,0,0,0,0.866,780.0,307.8,0.5
diff --git a/pvlib/iotools/__init__.py b/pvlib/iotools/__init__.py
index 91f603221a..8e305653c7 100644
--- a/pvlib/iotools/__init__.py
+++ b/pvlib/iotools/__init__.py
@@ -10,3 +10,4 @@
from pvlib.iotools.ecmwf_macc import get_ecmwf_macc # noqa: F401
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
diff --git a/pvlib/iotools/psm3.py b/pvlib/iotools/psm3.py
new file mode 100644
index 0000000000..560a259962
--- /dev/null
+++ b/pvlib/iotools/psm3.py
@@ -0,0 +1,185 @@
+
+"""
+Get PSM3 TMY
+see https://developer.nrel.gov/docs/solar/nsrdb/psm3_data_download/
+"""
+
+import io
+import requests
+import pandas as pd
+# Python-2 compatible JSONDecodeError
+try:
+ from json import JSONDecodeError
+except ImportError:
+ JSONDecodeError = ValueError
+
+URL = "http://developer.nrel.gov/api/solar/nsrdb_psm3_download.csv"
+
+# 'relative_humidity', 'total_precipitable_water' are not available
+ATTRIBUTES = [
+ 'air_temperature', 'dew_point', 'dhi', 'dni', 'ghi', 'surface_albedo',
+ 'surface_pressure', 'wind_direction', 'wind_speed']
+PVLIB_PYTHON = 'pvlib python'
+
+
+def get_psm3(latitude, longitude, api_key, email, names='tmy', interval=60,
+ full_name=PVLIB_PYTHON, affiliation=PVLIB_PYTHON):
+ """
+ Get PSM3 data
+
+ Parameters
+ ----------
+ latitude : float or int
+ in decimal degrees, between -90 and 90, north is positive
+ longitude : float or int
+ in decimal degrees, between -180 and 180, east is positive
+ api_key : str
+ NREL Developer Network API key
+ email : str
+ NREL API uses this to automatically communicate messages back
+ to the user only if necessary
+ names : str, default 'tmy'
+ 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
+ full_name : str, default 'pvlib python'
+ optional
+ affiliation : str, default 'pvlib python'
+ optional
+
+ Returns
+ -------
+ headers : dict
+ metadata from NREL PSM3 about the record, see notes for fields
+ data : pandas.DataFrame
+ timeseries data from NREL PSM3
+
+ Raises
+ ------
+ requests.HTTPError
+ if the request response status is not ok, then the ``'errors'`` field
+ from the JSON response or any error message in the content will be
+ raised as an exception, for example if the `api_key` was rejected or if
+ the coordinates were not found in the NSRDB
+
+ Notes
+ -----
+ The required NREL developer key, `api_key`, is available for free by
+ registering at the `NREL Developer Network `_.
+
+ .. warning:: The "DEMO_KEY" `api_key` is severely rate limited and may
+ result in rejected requests.
+
+ The PSM3 API `names` parameter must be a single value from the following
+ list::
+
+ ['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.
+
+ .. 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
+
+ References
+ ----------
+
+ * `NREL Developer Network - Physical Solar Model (PSM) v3
+ `_
+ * `NREL National Solar Radiation Database (NSRDB)
+ `_
+
+ """
+ # The well know text (WKT) representation of geometry notation is strict.
+ # A POINT object is a string with longitude first, then the latitude, with
+ # four decimals each, and exactly one space between them.
+ longitude = ('%9.4f' % longitude).strip()
+ latitude = ('%8.4f' % latitude).strip()
+ # TODO: make format_WKT(object_type, *args) in tools.py
+
+ # required query-string parameters for request to PSM3 API
+ params = {
+ 'api_key': api_key,
+ 'full_name': full_name,
+ 'email': email,
+ 'affiliation': affiliation,
+ 'reason': PVLIB_PYTHON,
+ 'mailing_list': 'false',
+ 'wkt': 'POINT(%s %s)' % (longitude, latitude),
+ 'names': names,
+ 'attributes': ','.join(ATTRIBUTES),
+ 'leap_day': 'false',
+ 'utc': 'false',
+ 'interval': interval
+ }
+ # request CSV download from NREL PSM3
+ response = requests.get(URL, params=params)
+ if not response.ok:
+ # if the API key is rejected, then the response status will be 403
+ # Forbidden, and then the error is in the content and there is no JSON
+ try:
+ errors = response.json()['errors']
+ except JSONDecodeError:
+ errors = response.content.decode('utf-8')
+ raise requests.HTTPError(errors, response=response)
+ # 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
+ header_fields = fbuf.readline().split(',')
+ header_fields[-1] = header_fields[-1].strip() # strip trailing newline
+ header_values = fbuf.readline().split(',')
+ header_values[-1] = header_values[-1].strip() # strip trailing newline
+ header = dict(zip(header_fields, header_values))
+ # the response is all strings, so set some header types to numbers
+ header['Local Time Zone'] = int(header['Local Time Zone'])
+ header['Time Zone'] = int(header['Time Zone'])
+ header['Latitude'] = float(header['Latitude'])
+ header['Longitude'] = float(header['Longitude'])
+ header['Elevation'] = int(header['Elevation'])
+ # get the column names so we can set the dtypes
+ columns = fbuf.readline().split(',')
+ columns[-1] = columns[-1].strip() # strip trailing newline
+ dtypes = dict.fromkeys(columns, float) # all floats except datevec
+ dtypes.update(Year=int, Month=int, Day=int, Hour=int, Minute=int)
+ data = pd.read_csv(
+ fbuf, header=None, names=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
+ tz = 'Etc/GMT%+d' % -header['Time Zone']
+ data.index = pd.DatetimeIndex(dtidx).tz_localize(tz)
+ return header, data
diff --git a/pvlib/test/conftest.py b/pvlib/test/conftest.py
index bd112e662b..852a38a028 100644
--- a/pvlib/test/conftest.py
+++ b/pvlib/test/conftest.py
@@ -94,6 +94,10 @@ def pandas_0_22():
return parse_version(pd.__version__) >= parse_version('0.22.0')
+needs_pandas_0_22 = pytest.mark.skipif(
+ not pandas_0_22(), reason='requires pandas 0.22 or greater')
+
+
def has_spa_c():
try:
from pvlib.spa_c_files.spa_py import spa_calc
diff --git a/pvlib/test/test_psm3.py b/pvlib/test/test_psm3.py
new file mode 100644
index 0000000000..bb3c96187f
--- /dev/null
+++ b/pvlib/test/test_psm3.py
@@ -0,0 +1,66 @@
+"""
+test iotools for PSM3
+"""
+
+import os
+from pvlib.iotools import psm3
+from conftest import needs_pandas_0_22
+import numpy as np
+import pandas as pd
+import pytest
+from requests import HTTPError
+
+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')
+LATITUDE, LONGITUDE = 40.5137, -108.5449
+HEADER_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']
+PVLIB_EMAIL = 'pvlib-admin@googlegroups.com'
+DEMO_KEY = 'DEMO_KEY'
+
+
+@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)
+ # 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)
+ assert np.allclose(data.Minute, expected.Minute)
+ # check data columns
+ assert np.allclose(data.GHI, expected.GHI)
+ assert np.allclose(data.DNI, expected.DNI)
+ assert np.allclose(data.DHI, expected.DHI)
+ assert np.allclose(data.Temperature, expected.Temperature)
+ assert np.allclose(data.Pressure, expected.Pressure)
+ assert np.allclose(data['Dew Point'], expected['Dew Point'])
+ assert np.allclose(data['Surface Albedo'], expected['Surface Albedo'])
+ assert np.allclose(data['Wind Speed'], expected['Wind Speed'])
+ assert np.allclose(data['Wind Direction'], expected['Wind Direction'])
+ # check header
+ for hf in HEADER_FIELDS:
+ assert hf in header
+ # check timezone
+ assert (data.index.tzinfo.zone == 'Etc/GMT%+d' % -header['Time Zone'])
+ # 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)
+ with pytest.raises(HTTPError):
+ # coordinates were not found in the NSRDB
+ psm3.get_psm3(51, -5, DEMO_KEY, PVLIB_EMAIL)
+ with pytest.raises(HTTPError):
+ # names is not one of the available options
+ psm3.get_psm3(LATITUDE, LONGITUDE, DEMO_KEY, PVLIB_EMAIL, names='bad')
+ with pytest.raises(HTTPError):
+ # intervals can only be 30 or 60 minutes
+ psm3.get_psm3(LATITUDE, LONGITUDE, DEMO_KEY, PVLIB_EMAIL, interval=15)