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40,1110.0,2130.0,11888.0,12088.0,2.7,9.8,893.2374300000001,0.0,0.0,9.0,BENTON,27009.0,0.866849,4,1.0296194171811583 +68,5149.0,MN,MN,27.0,56379,5.0,1.0,1.0,3.0,N, , 2,3.0, 4,1830.0,1830.0,22888.0,30388.0,2.9,11.4,921.864905,0.0,0.0,9.0,BENTON,27009.0,0.866849,4,1.0986122886681098 +69,5150.0,MN,MN,27.0,56379,5.0,1.0,0.0,4.0,Y, , 4,3.0, 4,1500.0,1500.0,22888.0,30388.0,2.9,7.3,990.4115539999999,0.0,0.0,9.0,BENTON,27009.0,0.866849,4,1.0986122886681098 +70,5151.0,MN,MN,27.0,56225,5.0,1.0,0.0,4.0,Y, , 1,4.0, 21,1300.0,710.0,120287.0,121187.0,7.2,5.3,1088.985661,0.0,0.0,11.0,BIG STONE,27011.0,1.47264,5,1.9878743481543455 +71,5152.0,MN,MN,27.0,56225,5.0,1.0,0.0,4.0,Y, , 4,4.0, 36,1400.0,1400.0,122887.0,123087.0,5.0,7.3,1177.377355,0.0,0.0,11.0,BIG STONE,27011.0,1.47264,5,1.62924053973028 +72,5153.0,MN,MN,27.0,56225,5.0,1.0,0.0,5.0,Y, , 5,4.0, 4,2300.0,615.0,30388.0,30388.0,2.6,9.3,1105.956867,0.0,0.0,11.0,BIG STONE,27011.0,1.47264,5,0.9932517730102834 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EARTH,27013.0,1.31208,6,1.7749523509116736 +79,5160.0,MN,MN,27.0,56001,4.0,1.0,0.0,4.0,Y, , 2,3.0, 47,820.0,1045.0,20288.0,20288.0,9.5,3.8,921.864905,1.0,0.0,13.0,BLUE EARTH,27013.0,1.31208,6,2.2617630984737906 +80,5161.0,MN,MN,27.0,56001,4.0,1.0,0.0,7.0,Y, , 4,3.0, 47,1300.0,1301.0,20288.0,20288.0,6.0,5.6,990.4115539999999,0.0,0.0,13.0,BLUE EARTH,27013.0,1.31208,6,1.8082887711792655 +81,5162.0,MN,MN,27.0,56001,4.0,1.0,0.0,7.0,Y, , 5,3.0, 48,2010.0,2025.0,20288.0,20288.0,3.8,7.6,893.2374300000001,0.0,0.0,13.0,BLUE EARTH,27013.0,1.31208,6,1.3609765531356006 +82,5163.0,MN,MN,27.0,56001,4.0,1.0,1.0,3.0,Y, , 1,3.0, 3,2030.0,2030.0,22788.0,30388.0,14.3,2.9,1024.442902,0.0,0.0,13.0,BLUE EARTH,27013.0,1.31208,6,2.667228206581955 +83,5164.0,MN,MN,27.0,56010,4.0,1.0,0.0,4.0,Y, , 5,3.0, 22,800.0,800.0,121287.0,121487.0,1.8,13.2,893.2374300000001,0.0,0.0,13.0,BLUE EARTH,27013.0,1.31208,6,0.6418538861723948 +84,5165.0,MN,MN,27.0,56055,4.0,1.0,0.0,2.0,Y, , 3,3.0, 28,1230.0,1230.0,121687.0,121887.0,6.9,5.1,1071.318034,0.0,0.0,13.0,BLUE EARTH,27013.0,1.31208,6,1.9459101490553132 +85,5166.0,MN,MN,27.0,56055,4.0,1.0,0.0,0.0, , , 5,3.0, 38,1300.0,1257.0,10188.0,11188.0,4.7,5.1,893.2374300000001,0.0,0.0,13.0,BLUE EARTH,27013.0,1.31208,6,1.5686159179138452 +86,5167.0,MN,MN,27.0,56055,4.0,1.0,0.0,4.0,Y, , 1,3.0, 48,1800.0,1800.0,22988.0,30388.0,9.5,4.3,1024.442902,0.0,0.0,13.0,BLUE EARTH,27013.0,1.31208,6,2.2617630984737906 +87,5168.0,MN,MN,27.0,56073,4.0,1.0,1.0,0.0,Y, , 2,3.0, 33,715.0,715.0,122987.0,123187.0,2.5,9.8,921.864905,0.0,0.0,15.0,BROWN,27015.0,1.3199299999999998,7,0.9555114450274363 +88,5169.0,MN,MN,27.0,56073,4.0,1.0,0.0,4.0,Y, , 1,3.0, 33,730.0,730.0,122787.0,122987.0,6.7,3.9,1024.442902,0.0,0.0,15.0,BROWN,27015.0,1.3199299999999998,7,1.916922612182061 +89,5170.0,MN,MN,27.0,56073,4.0,1.0,1.0,3.0,Y, , 3,3.0, 33,830.0,830.0,11188.0,11388.0,4.0,5.4,1071.318034,0.0,0.0,15.0,BROWN,27015.0,1.3199299999999998,7,1.410986973710262 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37,1930.0,1930.0,122687.0,122887.0,4.3,10.8,461.274696,0.0,0.0,17.0,CARLTON,27017.0,0.7172609999999999,8,1.4816045409242153 +96,5177.0,MN,MN,27.0,55720,5.0,1.0,0.0,2.0,Y, , 5,4.0, 48,630.0,630.0,20288.0,20288.0,3.9,8.0,1105.956867,0.0,0.0,17.0,CARLTON,27017.0,0.7172609999999999,8,1.3862943611198906 +97,5178.0,MN,MN,27.0,55733,5.0,1.0,0.0,2.0,Y, , 3,4.0, 23,1620.0,1620.0,121287.0,121487.0,1.3,14.4,1214.922779,0.0,0.0,17.0,CARLTON,27017.0,0.7172609999999999,8,0.336472236621213 +98,5179.0,MN,MN,27.0,55733,5.0,1.0,0.0,2.0,Y, , 2,4.0, 25,1820.0,1845.0,121287.0,121487.0,4.2,6.5,1146.49919,0.0,0.0,17.0,CARLTON,27017.0,0.7172609999999999,8,1.4586150226995167 +99,5180.0,MN,MN,27.0,55757,5.0,1.0,0.0,4.0,Y, , 3,4.0, 22,1730.0,1730.0,121187.0,121487.0,0.8,23.4,1214.922779,0.0,0.0,17.0,CARLTON,27017.0,0.7172609999999999,8,-0.10536051565782628 +100,5181.0,MN,MN,27.0,55797,5.0,1.0,0.0,4.0,Y, , 4,4.0, 46,800.0,800.0,12788.0,12988.0,2.0,16.7,1177.377355,0.0,0.0,17.0,CARLTON,27017.0,0.7172609999999999,8,0.7419373447293773 +101,5182.0,MN,MN,27.0,55318,5.0,1.0,0.0,4.0,Y, , 4,4.0, 39,1905.0,1905.0,11888.0,12088.0,1.6,15.9,1177.377355,0.0,0.0,19.0,CARVER,27019.0,1.10061,9,0.5306282510621705 +102,5183.0,MN,MN,27.0,55318,5.0,1.0,0.0,4.0,Y, , 1,4.0, 45,1800.0,1800.0,22488.0,22688.0,12.9,3.4,1088.985661,0.0,0.0,19.0,CARVER,27019.0,1.10061,9,2.5649493574615367 +103,5184.0,MN,MN,27.0,55318,5.0,1.0,1.0,1.0,Y, , 5,4.0, 2,2130.0,2130.0,22388.0,22588.0,14.7,3.1,1105.956867,0.0,0.0,19.0,CARVER,27019.0,1.10061,9,2.6946271807700692 +104,5185.0,MN,MN,27.0,55368,5.0,1.0,1.0,7.0,Y, , 4,4.0, 38,1610.0,1615.0,31588.0,31788.0,4.7,16.0,1177.377355,0.0,0.0,19.0,CARVER,27019.0,1.10061,9,1.5686159179138452 +105,5186.0,MN,MN,27.0,55388,5.0,1.0,0.0,4.0,Y, , 4,4.0, 26,1830.0,1830.0,121487.0,121687.0,9.6,5.2,1177.377355,1.0,0.0,19.0,CARVER,27019.0,1.10061,9,2.272125885509337 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48,1350.0,1350.0,20288.0,20288.0,4.0,6.7,990.4115539999999,0.0,0.0,21.0,CASS,27021.0,0.544319,10,1.410986973710262 +112,5193.0,MN,MN,27.0,56222,5.0,1.0,0.0,2.0,Y, , 1,4.0, 32,1430.0,1130.0,10188.0,10188.0,7.7,3.9,1088.985661,0.0,0.0,23.0,CHIPPEWA,27023.0,1.3148,11,2.0541237336955462 +113,5194.0,MN,MN,27.0,56265,5.0,1.0,0.0,2.0,Y, , 5,4.0, 25,1700.0,1700.0,122687.0,122887.0,1.4,14.0,1105.956867,0.0,0.0,23.0,CHIPPEWA,27023.0,1.3148,11,0.4054651081081644 +114,5195.0,MN,MN,27.0,56265,5.0,1.0,0.0,2.0,Y, , 2,4.0, 43,1000.0,1000.0,12188.0,12488.0,10.0,3.2,1146.49919,0.0,0.0,23.0,CHIPPEWA,27023.0,1.3148,11,2.312535423847214 +115,5196.0,MN,MN,27.0,56265,5.0,1.0,0.0,4.0,Y, , 1,4.0, 4,1330.0,1345.0,22788.0,22988.0,9.4,3.7,1088.985661,0.0,0.0,23.0,CHIPPEWA,27023.0,1.3148,11,2.2512917986064953 +116,5197.0,MN,MN,27.0,55025,5.0,1.0,0.0,4.0,Y, , 4,2.0, 24,730.0,730.0,121487.0,121687.0,0.8,19.2,461.274696,0.0,0.0,25.0,CHISAGO,27025.0,0.47935200000000006,12,-0.10536051565782628 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22,1700.0,1700.0,120287.0,121087.0,0.9,26.5,1071.318034,0.0,0.0,27.0,CLAY,27027.0,1.4102700000000001,13,0.0 +123,5204.0,MN,MN,27.0,56514,2.0,1.0,0.0,2.0,Y, , 5,3.0, 40,1815.0,2015.0,12088.0,12288.0,12.9,6.9,893.2374300000001,0.0,0.0,27.0,CLAY,27027.0,1.4102700000000001,13,2.5649493574615367 +124,5205.0,MN,MN,27.0,56529,2.0,1.0,0.0,4.0,Y, , 4,3.0, 45,2000.0,2030.0,13088.0,20288.0,2.6,8.9,990.4115539999999,0.0,0.0,27.0,CLAY,27027.0,1.4102700000000001,13,0.9932517730102834 +125,5206.0,MN,MN,27.0,56547,2.0,1.0,1.0,3.0, , , 5,3.0, 22,930.0,930.0,120287.0,121187.0,3.5,8.9,893.2374300000001,0.0,0.0,27.0,CLAY,27027.0,1.4102700000000001,13,1.2809338454620642 +126,5207.0,MN,MN,27.0,56549,2.0,1.0,0.0,4.0,Y, , 1,3.0, 28,755.0,935.0,122187.0,122387.0,26.6,2.5,1024.442902,2.0,0.0,27.0,CLAY,27027.0,1.4102700000000001,13,3.2846635654062037 +127,5208.0,MN,MN,27.0,56549,2.0,0.0,0.0,0.0, , , 4,3.0, 33,1140.0,0.0,122987.0,123187.0,1.5,20.9,990.4115539999999,0.0,0.0,27.0,CLAY,27027.0,1.4102700000000001,13,0.47000362924573563 +128,5209.0,MN,MN,27.0,56560,2.0,1.0,0.0,2.0,Y, , 2,3.0, 22,715.0,715.0,120287.0,121187.0,13.0,3.2,921.864905,0.0,0.0,27.0,CLAY,27027.0,1.4102700000000001,13,2.5726122302071057 +129,5210.0,MN,MN,27.0,56560,2.0,1.0,0.0,4.0,Y, , 4,3.0, 22,2100.0,2300.0,122087.0,122287.0,8.8,5.2,990.4115539999999,0.0,0.0,27.0,CLAY,27027.0,1.4102700000000001,13,2.186051276738094 +130,5211.0,MN,MN,27.0,56560,2.0,1.0,0.0,4.0,Y, , 3,3.0, 23,1130.0,1130.0,31988.0,32188.0,19.5,2.8,1071.318034,0.0,0.0,27.0,CLAY,27027.0,1.4102700000000001,13,2.975529566236472 +131,5212.0,MN,MN,27.0,56560,2.0,1.0,1.0,3.0,N, , 4,3.0, 36,1000.0,1000.0,11988.0,12188.0,2.5,11.4,990.4115539999999,0.0,0.0,27.0,CLAY,27027.0,1.4102700000000001,13,0.9555114450274363 +132,5213.0,MN,MN,27.0,56560,2.0,1.0,0.0,2.0,Y, , 1,3.0, 44,2200.0,2200.0,12488.0,12688.0,9.0,5.1,1024.442902,1.0,0.0,27.0,CLAY,27027.0,1.4102700000000001,13,2.2082744135228043 +133,5214.0,MN,MN,27.0,56560,2.0,1.0,0.0,7.0,Y, , 2,3.0, 46,1600.0,1600.0,12688.0,12888.0,13.1,3.4,921.864905,0.0,0.0,27.0,CLAY,27027.0,1.4102700000000001,13,2.580216829592325 +134,5215.0,MN,MN,27.0,56560,2.0,2.0,0.0,4.0,Y, , 5,3.0, 47,1430.0,1430.0,20288.0,20288.0,3.6,7.0,893.2374300000001,0.0,0.0,27.0,CLAY,27027.0,1.4102700000000001,13,1.308332819650179 +135,5216.0,MN,MN,27.0,56560,2.0,0.0,1.0,0.0, , , 2,3.0, 2,719.0,1300.0,22888.0,30388.0,6.9,5.2,921.864905,0.0,0.0,27.0,CLAY,27027.0,1.4102700000000001,13,1.9459101490553132 +136,5217.0,MN,MN,27.0,56621,2.0,1.0,1.0,3.0,N, , 2,3.0, 23,800.0,800.0,121487.0,121687.0,4.8,7.7,921.864905,0.0,0.0,29.0,CLEARWATER,27029.0,0.941896,14,1.5892352051165808 +137,5218.0,MN,MN,27.0,56621,2.0,1.0,0.0,4.0,Y, , 5,3.0, 37,1000.0,1000.0,122887.0,123087.0,3.4,8.9,893.2374300000001,0.0,0.0,29.0,CLEARWATER,27029.0,0.941896,14,1.252762968495368 +138,5219.0,MN,MN,27.0,56621,2.0,3.0,1.0,7.0,N, , 4,3.0, 39,830.0,830.0,31588.0,31788.0,0.9,26.9,990.4115539999999,0.0,0.0,29.0,CLEARWATER,27029.0,0.941896,14,0.0 +139,5220.0,MN,MN,27.0,56621,2.0,1.0,0.0,2.0,Y, , 5,3.0, 42,1622.0,2015.0,11988.0,12188.0,3.4,7.4,893.2374300000001,0.0,0.0,29.0,CLEARWATER,27029.0,0.941896,14,1.252762968495368 +140,5221.0,MN,MN,27.0,55612,1.0,1.0,0.0,4.0,Y, , 3,1.0, 25,1430.0,1614.0,121287.0,121487.0,2.7,10.0,348.042925,0.0,0.0,31.0,COOK,27031.0,0.603508,15,1.0296194171811583 +141,5222.0,MN,MN,27.0,55615,1.0,1.0,0.0,4.0,Y, , 1,1.0, 42,1600.0,1600.0,11688.0,11888.0,1.4,13.8,507.56259900000003,1.0,0.0,31.0,COOK,27031.0,0.603508,15,0.4054651081081644 +142,5223.0,MN,MN,27.0,56101,5.0,1.0,0.0,4.0,Y, , 3,4.0, 1,1700.0,1700.0,22388.0,22588.0,6.8,4.7,1214.922779,0.0,0.0,33.0,COTTONWOOD,27033.0,1.4043299999999999,16,1.9315214116032136 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44,900.0,900.0,12388.0,12588.0,1.0,18.7,990.4115539999999,1.0,0.0,35.0,CROW WING,27035.0,0.5307890000000001,17,0.09531017980432493 +149,5230.0,MN,MN,27.0,56401,2.0,1.0,0.0,1.0,Y, , 5,3.0, 49,1844.0,1915.0,20288.0,20288.0,0.9,25.3,893.2374300000001,0.0,0.0,35.0,CROW WING,27035.0,0.5307890000000001,17,0.0 +150,5231.0,MN,MN,27.0,56431,2.0,1.0,0.0,4.0,Y, , 1,2.0, 40,800.0,800.0,11988.0,12188.0,2.9,9.2,485.435931,0.0,0.0,35.0,CROW WING,27035.0,0.5307890000000001,17,1.0986122886681098 +151,5232.0,MN,MN,27.0,56441,2.0,1.0,0.0,4.0,Y, , 5,3.0, 21,1245.0,1245.0,10188.0,11188.0,4.4,5.3,893.2374300000001,0.0,0.0,35.0,CROW WING,27035.0,0.5307890000000001,17,1.5040773967762742 +152,5233.0,MN,MN,27.0,56441,2.0,1.0,0.0,4.0,Y, , 3,3.0, 36,1530.0,1830.0,10188.0,10188.0,1.5,16.0,1071.318034,0.0,0.0,35.0,CROW WING,27035.0,0.5307890000000001,17,0.47000362924573563 +153,5234.0,MN,MN,27.0,56442,2.0,1.0,0.0,4.0,Y, , 2,3.0, 45,2045.0,2050.0,12688.0,12888.0,4.1,7.3,921.864905,0.0,0.0,35.0,CROW WING,27035.0,0.5307890000000001,17,1.4350845252893225 +154,5235.0,MN,MN,27.0,56450,2.0,1.0,1.0,0.0,N, , 2,3.0, 46,940.0,937.0,12788.0,12988.0,2.5,8.7,921.864905,1.0,0.0,35.0,CROW WING,27035.0,0.5307890000000001,17,0.9555114450274363 +155,5236.0,MN,MN,27.0,56468,2.0,1.0,1.0,3.0,Y, , 1,3.0, 26,1305.0,1305.0,11188.0,11388.0,6.7,9.0,1024.442902,0.0,0.0,35.0,CROW WING,27035.0,0.5307890000000001,17,1.916922612182061 +156,5237.0,MN,MN,27.0,56472,2.0,1.0,0.0,4.0,Y, , 1,3.0, 25,830.0,830.0,121387.0,121587.0,4.3,5.5,1024.442902,0.0,0.0,35.0,CROW WING,27035.0,0.5307890000000001,17,1.4816045409242153 +157,5238.0,MN,MN,27.0,56472,2.0,1.0,0.0,4.0,Y, , 3,3.0, 30,1300.0,1300.0,122487.0,122687.0,5.5,6.6,1071.318034,0.0,0.0,35.0,CROW WING,27035.0,0.5307890000000001,17,1.7227665977411035 +158,5239.0,MN,MN,27.0,55024,3.0,1.0,0.0,2.0,Y, , 5,2.0, 21,1600.0,1600.0,120287.0,121087.0,3.6,7.9,471.36622300000005,0.0,0.0,37.0,DAKOTA,27037.0,0.976144,18,1.308332819650179 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27,1100.0,1100.0,121587.0,121787.0,2.8,10.8,461.62367,0.0,0.0,37.0,DAKOTA,27037.0,0.976144,18,1.0647107369924282 +165,5246.0,MN,MN,27.0,55033,3.0,1.0,0.0,2.0,Y, , 2,2.0, 29,2300.0,2300.0,121687.0,121887.0,4.4,8.6,461.62367,0.0,0.0,37.0,DAKOTA,27037.0,0.976144,18,1.5040773967762742 +166,5247.0,MN,MN,27.0,55033,3.0,1.0,1.0,2.0, , , 1,2.0, 30,805.0,1200.0,10188.0,10188.0,1.7,15.3,485.435931,0.0,0.0,37.0,DAKOTA,27037.0,0.976144,18,0.5877866649021191 +167,5248.0,MN,MN,27.0,55033,3.0,1.0,0.0,5.0,Y, , 4,2.0, 34,1600.0,1615.0,11688.0,11888.0,2.0,12.9,461.274696,0.0,0.0,37.0,DAKOTA,27037.0,0.976144,18,0.7419373447293773 +168,5249.0,MN,MN,27.0,55033,3.0,1.0,0.0,4.0,Y, , 2,2.0, 42,1700.0,1700.0,11788.0,11988.0,2.0,11.2,461.62367,1.0,0.0,37.0,DAKOTA,27037.0,0.976144,18,0.7419373447293773 +169,5250.0,MN,MN,27.0,55033,3.0,1.0,0.0,4.0,Y, , 3,2.0, 47,2100.0,2105.0,22188.0,22388.0,1.5,13.1,433.316718,0.0,0.0,37.0,DAKOTA,27037.0,0.976144,18,0.47000362924573563 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36,1715.0,1732.0,122887.0,123087.0,6.9,5.6,921.864905,0.0,0.0,49.0,GOODHUE,27049.0,1.21727,24,1.9459101490553132 +252,5333.0,MN,MN,27.0,55009,4.0,1.0,0.0,4.0,Y, , 2,3.0, 1,715.0,715.0,22488.0,22688.0,7.6,4.3,921.864905,0.0,0.0,49.0,GOODHUE,27049.0,1.21727,24,2.0412203288596382 +253,5334.0,MN,MN,27.0,55041,4.0,1.0,1.0,3.0,Y, , 4,3.0, 47,919.0,1000.0,20288.0,20288.0,9.8,3.7,990.4115539999999,0.0,0.0,49.0,GOODHUE,27049.0,1.21727,24,2.2925347571405443 +254,5335.0,MN,MN,27.0,55066,4.0,1.0,0.0,4.0,Y, , 1,3.0, 37,1100.0,1400.0,10188.0,11188.0,2.6,7.9,1024.442902,0.0,0.0,49.0,GOODHUE,27049.0,1.21727,24,0.9932517730102834 +255,5336.0,MN,MN,27.0,55066,4.0,1.0,0.0,4.0,Y, , 4,3.0, 38,1400.0,1400.0,12788.0,12988.0,43.5,1.6,990.4115539999999,2.0,0.0,49.0,GOODHUE,27049.0,1.21727,24,3.775057150354989 +256,5337.0,MN,MN,27.0,55066,4.0,1.0,0.0,2.0,Y, , 3,3.0, 48,1800.0,1800.0,20288.0,20288.0,4.9,9.3,1071.318034,0.0,0.0,49.0,GOODHUE,27049.0,1.21727,24,1.6094379124341003 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45,2130.0,2130.0,20288.0,20288.0,3.9,8.6,990.4115539999999,0.0,0.0,49.0,GOODHUE,27049.0,1.21727,24,1.3862943611198906 +263,5344.0,MN,MN,27.0,55992,4.0,1.0,0.0,2.0,Y, , 5,3.0, 21,2025.0,2025.0,120287.0,121087.0,6.7,5.1,893.2374300000001,0.0,0.0,49.0,GOODHUE,27049.0,1.21727,24,1.916922612182061 +264,5345.0,MN,MN,27.0,55316,3.0,0.0,0.0,0.0, , , 2,5.0, 28,2250.0,2350.0,121687.0,121887.0,7.9,4.4,2246.96884,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,2.0794415416798357 +265,5346.0,MN,MN,27.0,55316,3.0,1.0,0.0,2.0,Y, , 3,5.0, 37,2105.0,2305.0,11088.0,11288.0,3.3,6.2,2119.396234,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.2237754316221157 +266,5347.0,MN,MN,27.0,55316,3.0,1.0,1.0,3.0,N, , 1,5.0, 38,1921.0,2022.0,30388.0,31088.0,2.1,12.3,2116.561544,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,0.7884573603642703 +267,5348.0,MN,MN,27.0,55331,3.0,1.0,0.0,5.0,Y, , 1,5.0, 24,800.0,800.0,122987.0,123187.0,1.6,14.4,2116.561544,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,0.5306282510621705 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32,1800.0,2000.0,10188.0,11188.0,3.9,6.4,2119.396234,1.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.3862943611198906 +274,5355.0,MN,MN,27.0,55344,3.0,1.0,0.0,1.0,Y, , 1,5.0, 21,600.0,600.0,10188.0,10188.0,7.4,3.9,2116.561544,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,2.0149030205422647 +275,5356.0,MN,MN,27.0,55344,3.0,2.0,0.0,2.0,Y, , 4,5.0, 22,830.0,1000.0,12988.0,13188.0,1.3,15.4,2314.365189,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,0.336472236621213 +276,5357.0,MN,MN,27.0,55344,3.0,1.0,0.0,4.0,Y, , 4,5.0, 38,830.0,830.0,11888.0,12088.0,0.9,17.3,2314.365189,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,0.0 +277,5358.0,MN,MN,27.0,55346,3.0,2.0,0.0,4.0,Y, , 3,5.0, 3,1545.0,1545.0,31188.0,31388.0,0.4,0.0,2119.396234,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,-0.6931471805599453 +278,5359.0,MN,MN,27.0,55356,3.0,1.0,1.0,2.0,Y, , 2,5.0, 27,1800.0,1900.0,122687.0,122887.0,2.5,8.0,2246.96884,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,0.9555114450274363 +279,5360.0,MN,MN,27.0,55357,3.0,1.0,0.0,4.0,Y, , 5,5.0, 34,645.0,645.0,122887.0,123087.0,6.0,6.7,2179.503255,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.8082887711792655 +280,5361.0,MN,MN,27.0,55369,3.0,1.0,0.0,1.0,Y, , 1,5.0, 27,1255.0,1420.0,121387.0,121587.0,2.0,9.6,2116.561544,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,0.7419373447293773 +281,5362.0,MN,MN,27.0,55369,3.0,1.0,0.0,4.0,Y, , 2,5.0, 37,0.0,0.0,11088.0,11288.0,5.4,5.1,2246.96884,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.7047480922384253 +282,5363.0,MN,MN,27.0,55369,3.0,1.0,0.0,4.0,Y, , 4,5.0, 44,1900.0,2000.0,12688.0,12888.0,3.0,8.0,2314.365189,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.1314021114911006 +283,5364.0,MN,MN,27.0,55369,3.0,1.0,0.0,2.0, , , 2,5.0, 47,1600.0,1900.0,32688.0,32888.0,2.9,8.8,2246.96884,1.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.0986122886681098 +284,5365.0,MN,MN,27.0,55369,3.0,1.0,0.0,4.0,Y, , 3,5.0, 50,1300.0,1300.0,20288.0,21088.0,5.5,7.9,2119.396234,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.7227665977411035 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22,1100.0,1100.0,122187.0,122387.0,2.8,36.4,2119.396234,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.0647107369924282 +291,5372.0,MN,MN,27.0,55409,3.0,1.0,0.0,4.0,Y, , 1,5.0, 49,2030.0,2035.0,20288.0,20288.0,4.4,7.8,2116.561544,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.5040773967762742 +292,5373.0,MN,MN,27.0,55409,3.0,1.0,0.0,4.0,Y, , 1,5.0, 50,1830.0,1830.0,20288.0,20288.0,1.5,12.1,2116.561544,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,0.47000362924573563 +293,5374.0,MN,MN,27.0,55410,3.0,1.0,0.0,4.0,Y, , 5,5.0, 34,2337.0,2337.0,10188.0,11088.0,8.6,3.6,2179.503255,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,2.163323025660538 +294,5375.0,MN,MN,27.0,55410,3.0,1.0,0.0,7.0,Y, , 5,5.0, 22,2100.0,2100.0,123087.0,10188.0,5.6,7.3,2179.503255,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.7404661748405044 +295,5376.0,MN,MN,27.0,55410,3.0,1.0,0.0,4.0,Y, , 1,5.0, 40,1500.0,1500.0,11988.0,12188.0,8.6,4.4,2116.561544,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,2.163323025660538 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3,1615.0,1630.0,31988.0,32188.0,0.8,20.9,2116.561544,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,-0.10536051565782628 +302,5383.0,MN,MN,27.0,55416,3.0,1.0,0.0,7.0,Y, , 1,5.0, 23,1400.0,1700.0,121187.0,121387.0,2.1,10.4,2116.561544,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,0.7884573603642703 +303,5384.0,MN,MN,27.0,55416,3.0,1.0,0.0,0.0,Y, , 5,5.0, 49,2030.0,2030.0,40488.0,40488.0,2.8,7.6,2179.503255,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.0647107369924282 +304,5385.0,MN,MN,27.0,55417,3.0,1.0,0.0,4.0,Y, , 3,5.0, 27,1815.0,2015.0,121287.0,121487.0,3.9,6.5,2119.396234,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.3862943611198906 +305,5386.0,MN,MN,27.0,55417,3.0,1.0,0.0,4.0,Y, , 5,5.0, 36,940.0,958.0,123087.0,10188.0,4.3,8.5,2179.503255,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.4816045409242153 +306,5387.0,MN,MN,27.0,55417,3.0,1.0,0.0,2.0,Y, , 3,5.0, 2,600.0,600.0,30388.0,30388.0,4.7,6.2,2119.396234,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.5686159179138452 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23,1700.0,1702.0,121487.0,121687.0,5.5,6.8,2246.96884,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.7227665977411035 +313,5394.0,MN,MN,27.0,55419,3.0,1.0,1.0,1.0,Y, , 2,5.0, 27,1800.0,1800.0,122687.0,122887.0,3.3,13.9,2246.96884,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.2237754316221157 +314,5395.0,MN,MN,27.0,55419,3.0,1.0,0.0,4.0,Y, , 5,5.0, 37,900.0,905.0,11288.0,11488.0,5.5,6.2,2179.503255,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.7227665977411035 +315,5396.0,MN,MN,27.0,55419,3.0,1.0,0.0,4.0,Y, , 3,5.0, 47,730.0,730.0,20288.0,20288.0,2.5,18.0,2119.396234,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,0.9555114450274363 +316,5397.0,MN,MN,27.0,55420,3.0,1.0,0.0,1.0,Y, , 3,5.0, 23,1800.0,1345.0,121387.0,121687.0,2.7,10.8,2119.396234,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.0296194171811583 +317,5398.0,MN,MN,27.0,55420,3.0,1.0,0.0,7.0,Y, , 2,5.0, 41,2000.0,2000.0,12488.0,12688.0,8.4,3.8,2246.96884,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,2.1400661634962708 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45,800.0,800.0,12788.0,12988.0,13.0,3.8,2314.365189,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,2.5726122302071057 +324,5405.0,MN,MN,27.0,55423,3.0,1.0,0.0,4.0,Y, , 3,5.0, 48,700.0,730.0,33188.0,40488.0,2.7,10.9,2119.396234,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.0296194171811583 +325,5406.0,MN,MN,27.0,55424,3.0,1.0,0.0,4.0,Y, , 5,5.0, 45,1900.0,1900.0,12688.0,12888.0,4.7,5.8,2179.503255,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.5686159179138452 +326,5407.0,MN,MN,27.0,55426,3.0,1.0,0.0,4.0,Y, , 1,5.0, 41,1000.0,1000.0,13088.0,20288.0,5.6,6.2,2116.561544,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.7404661748405044 +327,5408.0,MN,MN,27.0,55426,3.0,1.0,0.0,4.0,Y, , 3,5.0, 42,1245.0,700.0,41388.0,41588.0,13.8,7.4,2119.396234,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,2.631888840136646 +328,5409.0,MN,MN,27.0,55426,3.0,1.0,1.0,1.0,N, , 2,5.0, 43,1250.0,1250.0,12688.0,12888.0,7.6,4.8,2246.96884,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,2.0412203288596382 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39,2200.0,2200.0,12688.0,12888.0,5.9,5.6,2314.365189,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.791759469228055 +335,5416.0,MN,MN,27.0,55428,3.0,1.0,0.0,2.0,Y, , 3,5.0, 48,1300.0,1300.0,20288.0,20288.0,2.2,11.8,2119.396234,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,0.8329091229351041 +336,5417.0,MN,MN,27.0,55429,3.0,1.0,0.0,4.0,Y, , 1,5.0, 28,2200.0,2205.0,121887.0,122087.0,2.4,11.0,2116.561544,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,0.9162907318741551 +337,5418.0,MN,MN,27.0,55429,3.0,1.0,0.0,4.0,Y, , 4,5.0, 35,1845.0,1850.0,122987.0,123187.0,4.0,7.9,2314.365189,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.410986973710262 +338,5419.0,MN,MN,27.0,55430,3.0,0.0,0.0,0.0, , , 3,5.0, 21,1620.0,1807.0,120287.0,121087.0,4.6,9.0,2119.396234,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.5475625087160128 +339,5420.0,MN,MN,27.0,55430,3.0,1.0,0.0,2.0,Y, , 3,5.0, 38,1445.0,1505.0,11388.0,11588.0,4.6,6.9,2119.396234,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.5475625087160128 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23,1900.0,800.0,10188.0,10188.0,16.5,2.1,2314.365189,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,2.8094026953624978 +346,5427.0,MN,MN,27.0,55435,3.0,1.0,0.0,2.0,Y, , 5,5.0, 27,1900.0,1900.0,11088.0,11288.0,3.1,7.6,2179.503255,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.1631508098056809 +347,5428.0,MN,MN,27.0,55436,3.0,1.0,0.0,2.0,Y, , 5,5.0, 21,1900.0,1900.0,120287.0,121087.0,5.1,7.4,2179.503255,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.6486586255873816 +348,5429.0,MN,MN,27.0,55436,3.0,1.0,0.0,1.0,Y, , 1,5.0, 22,1100.0,1100.0,121287.0,121487.0,4.9,5.2,2116.561544,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.6094379124341003 +349,5430.0,MN,MN,27.0,55436,3.0,0.0,0.0,0.0, , , 4,5.0, 42,2100.0,2200.0,11788.0,11988.0,6.0,7.1,2314.365189,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.8082887711792655 +350,5431.0,MN,MN,27.0,55436,3.0,5.0,1.0,2.0,N, , 4,5.0, 47,1745.0,1745.0,20288.0,20288.0,0.9,22.2,2314.365189,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,0.0 +351,5432.0,MN,MN,27.0,55437,3.0,1.0,0.0,4.0,Y, , 4,5.0, 35,1200.0,1300.0,122687.0,122887.0,1.8,12.0,2314.365189,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,0.6418538861723948 +352,5433.0,MN,MN,27.0,55437,3.0,1.0,0.0,4.0,Y, , 5,5.0, 26,900.0,900.0,11188.0,11388.0,3.9,9.2,2179.503255,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.3862943611198906 +353,5434.0,MN,MN,27.0,55437,3.0,1.0,0.0,4.0,Y, , 1,5.0, 44,630.0,630.0,20288.0,21088.0,5.6,4.8,2116.561544,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.7404661748405044 +354,5435.0,MN,MN,27.0,55437,3.0,2.0,1.0,7.0,Y, , 5,5.0, 44,1500.0,1500.0,20288.0,20288.0,0.4,0.0,2179.503255,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,-0.6931471805599453 +355,5436.0,MN,MN,27.0,55437,3.0,1.0,0.0,2.0,Y, , 1,5.0, 4,1100.0,1100.0,30388.0,30388.0,2.6,10.9,2116.561544,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,0.9932517730102834 +356,5437.0,MN,MN,27.0,55441,3.0,1.0,0.0,2.0,Y, , 3,5.0, 29,1750.0,1750.0,11088.0,11288.0,3.6,7.3,2119.396234,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.308332819650179 +357,5438.0,MN,MN,27.0,55441,3.0,1.0,0.0,2.0,Y, , 5,5.0, 40,1300.0,1300.0,12288.0,12488.0,6.2,5.0,2179.503255,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.840549633397487 +358,5439.0,MN,MN,27.0,55441,3.0,1.0,0.0,4.0,Y, , 2,5.0, 3,1800.0,1700.0,30388.0,31188.0,23.6,2.7,2246.96884,2.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,3.1654750481410856 +359,5440.0,MN,MN,27.0,55442,3.0,1.0,0.0,4.0,Y, , 1,5.0, 26,1245.0,1345.0,121787.0,121987.0,3.9,8.7,2116.561544,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.3862943611198906 +360,5441.0,MN,MN,27.0,55442,3.0,1.0,0.0,4.0,Y, , 5,5.0, 49,735.0,740.0,20288.0,21088.0,2.9,7.6,2179.503255,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.0986122886681098 +361,5442.0,MN,MN,27.0,55444,3.0,1.0,0.0,4.0,Y, , 4,5.0, 31,1830.0,1845.0,121987.0,122187.0,3.0,14.2,2314.365189,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.1314021114911006 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1,1500.0,1500.0,22488.0,22688.0,4.3,8.2,2246.96884,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.4816045409242153 +368,5449.0,MN,MN,27.0,55447,3.0,5.0,1.0,0.0,N, , 2,5.0, 4,2115.0,2115.0,22888.0,30388.0,2.9,7.8,2246.96884,0.0,0.0,53.0,HENNEPIN,27053.0,0.907991,25,1.0986122886681098 +369,5450.0,MN,MN,27.0,55919,4.0,1.0,0.0,0.0,Y, , 3,3.0, 25,925.0,925.0,121287.0,121487.0,3.4,7.8,1071.318034,0.0,0.0,55.0,HOUSTON,27055.0,1.65455,26,1.252762968495368 +370,5451.0,MN,MN,27.0,55921,4.0,1.0,0.0,4.0,Y, , 4,3.0, 28,1030.0,1025.0,123187.0,10188.0,8.5,3.9,990.4115539999999,0.0,0.0,55.0,HOUSTON,27055.0,1.65455,26,2.151762203259462 +371,5452.0,MN,MN,27.0,55921,4.0,1.0,0.0,2.0,Y, , 2,3.0, 42,800.0,800.0,11788.0,11988.0,9.0,3.5,921.864905,0.0,0.0,55.0,HOUSTON,27055.0,1.65455,26,2.2082744135228043 +372,5453.0,MN,MN,27.0,55941,4.0,1.0,1.0,3.0,Y, , 5,3.0, 46,800.0,845.0,20288.0,20288.0,4.8,5.1,893.2374300000001,0.0,0.0,55.0,HOUSTON,27055.0,1.65455,26,1.5892352051165808 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40,2230.0,2230.0,12388.0,12588.0,4.6,5.7,1071.318034,0.0,0.0,57.0,HUBBARD,27057.0,0.66992,27,1.5475625087160128 +379,5460.0,MN,MN,27.0,56633,2.0,1.0,1.0,2.0,N, , 2,3.0, 47,1600.0,1600.0,20288.0,20288.0,3.7,7.0,921.864905,0.0,0.0,57.0,HUBBARD,27057.0,0.66992,27,1.3350010667323402 +380,5461.0,MN,MN,27.0,55008,5.0,1.0,0.0,4.0,Y, , 1,3.0, 34,1610.0,1610.0,10188.0,10188.0,3.6,8.3,1024.442902,0.0,0.0,59.0,ISANTI,27059.0,0.471483,28,1.308332819650179 +381,5462.0,MN,MN,27.0,55008,5.0,1.0,0.0,4.0,Y, , 2,3.0, 3,1730.0,1730.0,22388.0,22588.0,3.0,9.1,921.864905,0.0,0.0,59.0,ISANTI,27059.0,0.471483,28,1.1314021114911006 +382,5463.0,MN,MN,27.0,55371,5.0,1.0,0.0,4.0,Y, , 2,4.0, 31,1000.0,1000.0,122687.0,122887.0,2.2,9.5,1146.49919,0.0,0.0,59.0,ISANTI,27059.0,0.471483,28,0.8329091229351041 +383,5464.0,MN,MN,27.0,55709,2.0,1.0,0.0,4.0,Y, , 4,3.0, 26,2130.0,2245.0,121387.0,121587.0,1.9,18.1,990.4115539999999,0.0,0.0,61.0,ITASCA,27061.0,0.515124,29,0.6931471805599453 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36,2030.0,2230.0,122787.0,122987.0,1.1,25.5,921.864905,0.0,0.0,61.0,ITASCA,27061.0,0.515124,29,0.1823215567939548 +390,5471.0,MN,MN,27.0,55744,2.0,1.0,0.0,2.0,Y, , 2,3.0, 1,2100.0,2100.0,22488.0,22688.0,3.3,8.3,921.864905,0.0,0.0,61.0,ITASCA,27061.0,0.515124,29,1.2237754316221157 +391,5472.0,MN,MN,27.0,55769,2.0,1.0,0.0,2.0,Y, , 2,3.0, 44,1300.0,1300.0,12088.0,12288.0,2.5,9.7,921.864905,0.0,0.0,61.0,ITASCA,27061.0,0.515124,29,0.9555114450274363 +392,5473.0,MN,MN,27.0,55775,2.0,1.0,0.0,4.0,Y, , 4,3.0, 28,2100.0,2100.0,121687.0,121887.0,9.4,3.9,990.4115539999999,0.0,0.0,61.0,ITASCA,27061.0,0.515124,29,2.2512917986064953 +393,5474.0,MN,MN,27.0,56636,2.0,1.0,0.0,4.0,Y, , 5,3.0, 30,1100.0,1100.0,22588.0,22788.0,1.3,14.0,893.2374300000001,0.0,0.0,61.0,ITASCA,27061.0,0.515124,29,0.336472236621213 +394,5475.0,MN,MN,27.0,56119,5.0,1.0,0.0,4.0,Y, , 2,4.0, 49,1715.0,1447.0,21888.0,22188.0,8.4,3.6,1146.49919,0.0,0.0,63.0,JACKSON,27063.0,1.36209,30,2.1400661634962708 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4,4.0, 2,2250.0,2253.0,22588.0,22788.0,1.5,14.1,1177.377355,0.0,0.0,89.0,MARSHALL,27089.0,1.01386,42,0.47000362924573563 +451,5532.0,MN,MN,27.0,56710,2.0,1.0,0.0,4.0,Y, , 2,1.0, 47,1220.0,1226.0,12688.0,12888.0,23.8,2.2,348.042925,2.0,0.0,89.0,MARSHALL,27089.0,1.01386,42,3.173878458937465 +452,5533.0,MN,MN,27.0,56727,2.0,5.0,1.0,3.0,N, , 5,1.0, 23,1500.0,1500.0,123087.0,10188.0,0.9,29.7,348.042925,1.0,0.0,89.0,MARSHALL,27089.0,1.01386,42,0.0 +453,5534.0,MN,MN,27.0,56738,2.0,1.0,1.0,3.0,N, , 3,1.0, 2,1330.0,1330.0,22488.0,22688.0,1.4,15.6,348.042925,0.0,0.0,89.0,MARSHALL,27089.0,1.01386,42,0.4054651081081644 +454,5535.0,MN,MN,27.0,56738,2.0,1.0,1.0,3.0,Y, , 2,1.0, 3,1300.0,1315.0,22688.0,22888.0,1.1,16.1,348.042925,0.0,0.0,89.0,MARSHALL,27089.0,1.01386,42,0.1823215567939548 +455,5536.0,MN,MN,27.0,56757,2.0,1.0,0.0,2.0,Y, , 1,1.0, 39,1900.0,1945.0,11788.0,11988.0,2.8,12.9,507.56259900000003,0.0,0.0,89.0,MARSHALL,27089.0,1.01386,42,1.0647107369924282 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44,1800.0,1800.0,20288.0,20288.0,6.7,7.7,1177.377355,1.0,0.0,91.0,MARTIN,27091.0,1.18041,43,1.916922612182061 +462,5543.0,MN,MN,27.0,56031,5.0,1.0,0.0,4.0,Y, , 5,4.0, 47,1730.0,1730.0,20288.0,20288.0,7.5,7.0,1105.956867,0.0,0.0,91.0,MARTIN,27091.0,1.18041,43,2.028148247292285 +463,5544.0,MN,MN,27.0,56031,5.0,1.0,0.0,4.0,Y, , 1,4.0, 49,900.0,1000.0,20288.0,20288.0,9.2,3.5,1088.985661,0.0,0.0,91.0,MARTIN,27091.0,1.18041,43,2.23001440015921 +464,5545.0,MN,MN,27.0,56031,5.0,1.0,0.0,2.0,Y, , 3,4.0, 1,1030.0,1030.0,31788.0,31988.0,0.5,47.7,1214.922779,0.0,0.0,91.0,MARTIN,27091.0,1.18041,43,-0.5108256237659907 +465,5546.0,MN,MN,27.0,56171,5.0,1.0,0.0,4.0,Y, , 5,4.0, 3,1500.0,1500.0,30388.0,31188.0,1.5,17.3,1105.956867,0.0,0.0,91.0,MARTIN,27091.0,1.18041,43,0.47000362924573563 +466,5547.0,MN,MN,27.0,55336,5.0,1.0,0.0,2.0,Y, , 4,3.0, 34,1630.0,1630.0,122687.0,122887.0,10.3,3.7,990.4115539999999,0.0,0.0,85.0,MCLEOD,27085.0,1.15076,44,2.341805806147327 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38,1700.0,1700.0,12688.0,12888.0,3.2,7.9,1088.985661,0.0,0.0,93.0,MEEKER,27093.0,1.02424,45,1.1939224684724346 +484,5565.0,MN,MN,27.0,55371,5.0,1.0,1.0,3.0,Y, , 4,4.0, 21,800.0,800.0,121487.0,121687.0,0.5,54.1,1177.377355,0.0,0.0,95.0,MILLE LACS,27095.0,0.8105359999999999,46,-0.5108256237659907 +485,5566.0,MN,MN,27.0,56358,5.0,1.0,0.0,0.0,Y, , 2,4.0, 37,1700.0,1700.0,122787.0,122987.0,5.7,8.2,1146.49919,0.0,0.0,95.0,MILLE LACS,27095.0,0.8105359999999999,46,1.7578579175523736 +486,5567.0,MN,MN,27.0,56345,2.0,1.0,0.0,2.0,Y, , 1,3.0, 21,1415.0,1415.0,121287.0,121487.0,1.4,14.5,1024.442902,0.0,0.0,97.0,MORRISON,27097.0,0.9109870000000001,47,0.4054651081081644 +487,5568.0,MN,MN,27.0,56345,2.0,1.0,0.0,4.0,Y, , 3,3.0, 24,1800.0,1805.0,122087.0,122287.0,2.1,18.1,1071.318034,0.0,0.0,97.0,MORRISON,27097.0,0.9109870000000001,47,0.7884573603642703 +488,5569.0,MN,MN,27.0,56345,2.0,1.0,0.0,1.0,Y, , 2,3.0, 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34,2300.0,800.0,122887.0,123187.0,7.0,5.2,2116.561544,0.0,0.0,123.0,RAMSEY,27123.0,0.658327,60,1.9600947840472698 +575,5656.0,MN,MN,27.0,55105,3.0,1.0,0.0,4.0,Y, , 1,5.0, 45,1730.0,1730.0,12688.0,12888.0,1.2,19.6,2116.561544,0.0,0.0,123.0,RAMSEY,27123.0,0.658327,60,0.26236426446749106 +576,5657.0,MN,MN,27.0,55106,3.0,1.0,0.0,4.0,Y, , 1,2.0, 22,947.0,1301.0,122187.0,122387.0,3.8,9.0,485.435931,1.0,0.0,123.0,RAMSEY,27123.0,0.658327,60,1.3609765531356006 +577,5658.0,MN,MN,27.0,55106,3.0,1.0,0.0,4.0,Y, , 3,5.0, 30,1200.0,1200.0,11188.0,11388.0,3.5,6.4,2119.396234,0.0,0.0,123.0,RAMSEY,27123.0,0.658327,60,1.2809338454620642 +578,5659.0,MN,MN,27.0,55106,3.0,1.0,0.0,2.0,Y, , 1,5.0, 39,2000.0,2200.0,12688.0,12888.0,4.2,6.8,2116.561544,0.0,0.0,123.0,RAMSEY,27123.0,0.658327,60,1.4586150226995167 +579,5660.0,MN,MN,27.0,55107,3.0,2.0,1.0,1.0,Y, , 3,5.0, 26,900.0,900.0,121487.0,121687.0,1.6,19.8,2119.396234,0.0,0.0,123.0,RAMSEY,27123.0,0.658327,60,0.5306282510621705 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25,600.0,2100.0,121487.0,121687.0,8.1,7.4,1071.318034,0.0,0.0,131.0,RICE,27131.0,1.21306,63,2.1041341542702074 +619,5700.0,MN,MN,27.0,55946,4.0,1.0,0.0,5.0,Y, , 4,3.0, 24,2045.0,530.0,121587.0,121887.0,4.7,6.3,990.4115539999999,0.0,0.0,131.0,RICE,27131.0,1.21306,63,1.5686159179138452 +620,5701.0,MN,MN,27.0,56156,5.0,1.0,0.0,4.0,Y, , 2,4.0, 46,1400.0,1400.0,20288.0,20288.0,8.4,4.0,1146.49919,0.0,0.0,133.0,ROCK,27133.0,1.6955799999999999,64,2.1400661634962708 +621,5702.0,MN,MN,27.0,56156,5.0,1.0,0.0,4.0,Y, , 1,4.0, 4,2205.0,2330.0,30388.0,31088.0,1.6,19.0,1088.985661,0.0,0.0,133.0,ROCK,27133.0,1.6955799999999999,64,0.5306282510621705 +622,5703.0,MN,MN,27.0,56726,2.0,1.0,1.0,7.0,Y, , 5,2.0, 36,1615.0,1658.0,122887.0,123087.0,6.0,6.7,471.36622300000005,0.0,0.0,135.0,ROSEAU,27135.0,0.808928,65,1.8082887711792655 +623,5704.0,MN,MN,27.0,56726,2.0,1.0,1.0,3.0,Y, , 2,2.0, 38,1000.0,1000.0,123187.0,10188.0,1.1,21.9,461.62367,0.0,0.0,135.0,ROSEAU,27135.0,0.808928,65,0.1823215567939548 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38,1415.0,1405.0,122687.0,122887.0,3.1,8.5,471.36622300000005,0.0,0.0,135.0,ROSEAU,27135.0,0.808928,65,1.1631508098056809 +630,5711.0,MN,MN,27.0,56756,2.0,1.0,0.0,4.0,Y, , 3,2.0, 22,2200.0,2157.0,121087.0,121287.0,3.6,10.5,433.316718,0.0,0.0,135.0,ROSEAU,27135.0,0.808928,65,1.308332819650179 +631,5712.0,MN,MN,27.0,56759,2.0,1.0,0.0,4.0,Y, , 2,2.0, 34,1001.0,1035.0,122287.0,122487.0,2.7,9.7,461.62367,0.0,0.0,135.0,ROSEAU,27135.0,0.808928,65,1.0296194171811583 +632,5713.0,MN,MN,27.0,56759,2.0,1.0,0.0,2.0,Y, , 5,2.0, 34,2200.0,800.0,122687.0,122987.0,4.0,5.6,471.36622300000005,0.0,0.0,135.0,ROSEAU,27135.0,0.808928,65,1.410986973710262 +633,5714.0,MN,MN,27.0,56763,2.0,1.0,1.0,0.0,N, , 1,2.0, 24,1015.0,1015.0,122687.0,122887.0,1.2,36.3,485.435931,0.0,0.0,135.0,ROSEAU,27135.0,0.808928,65,0.26236426446749106 +634,5715.0,MN,MN,27.0,56763,2.0,1.0,1.0,3.0,N, , 1,2.0, 32,2100.0,2200.0,122687.0,122887.0,1.7,12.2,485.435931,0.0,0.0,135.0,ROSEAU,27135.0,0.808928,65,0.5877866649021191 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24,730.0,830.0,121487.0,121687.0,2.2,14.3,893.2374300000001,0.0,0.0,139.0,SCOTT,27139.0,1.06515,66,0.8329091229351041 +647,5728.0,MN,MN,27.0,56071,5.0,2.0,0.0,4.0,Y, , 1,3.0, 29,2045.0,2115.0,11088.0,11288.0,5.4,5.2,1024.442902,0.0,0.0,139.0,SCOTT,27139.0,1.06515,66,1.7047480922384253 +648,5729.0,MN,MN,27.0,56071,5.0,1.0,0.0,4.0,Y, , 2,3.0, 39,1800.0,1800.0,11588.0,11788.0,25.2,2.1,921.864905,2.0,0.0,139.0,SCOTT,27139.0,1.06515,66,3.2308043957334744 +649,5730.0,MN,MN,27.0,55308,5.0,1.0,0.0,4.0,Y, , 5,3.0, 29,1700.0,1230.0,22188.0,22488.0,5.1,5.0,893.2374300000001,2.0,0.0,141.0,SHERBURNE,27141.0,0.504879,67,1.6486586255873816 +650,5731.0,MN,MN,27.0,55319,5.0,1.0,0.0,2.0,Y, , 2,3.0, 21,1200.0,1200.0,123087.0,10188.0,2.3,21.6,921.864905,0.0,0.0,141.0,SHERBURNE,27141.0,0.504879,67,0.8754687373538999 +651,5732.0,MN,MN,27.0,55330,5.0,1.0,0.0,2.0,Y, , 2,3.0, 29,1800.0,1800.0,31788.0,31988.0,3.2,10.3,921.864905,0.0,0.0,141.0,SHERBURNE,27141.0,0.504879,67,1.1939224684724346 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21,1200.0,1400.0,120287.0,121387.0,8.6,4.2,461.274696,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,2.163323025660538 +669,5750.0,MN,MN,27.0,55713,1.0,1.0,0.0,4.0,Y, , 5,2.0, 35,1200.0,1200.0,10188.0,10188.0,4.5,5.5,471.36622300000005,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,1.5260563034950492 +670,5751.0,MN,MN,27.0,55719,1.0,1.0,0.0,4.0,Y, , 4,2.0, 26,700.0,800.0,121687.0,121887.0,1.5,14.9,461.274696,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,0.47000362924573563 +671,5752.0,MN,MN,27.0,55719,1.0,1.0,0.0,4.0,Y, , 5,2.0, 30,900.0,915.0,122087.0,122287.0,3.9,10.4,471.36622300000005,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,1.3862943611198906 +672,5753.0,MN,MN,27.0,55719,1.0,1.0,0.0,4.0,Y, , 1,2.0, 34,2200.0,2200.0,122887.0,123087.0,1.8,13.7,485.435931,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,0.6418538861723948 +673,5754.0,MN,MN,27.0,55719,1.0,1.0,0.0,4.0,Y, , 2,2.0, 47,1600.0,1600.0,20288.0,20288.0,1.6,9.8,461.62367,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,0.5306282510621705 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LOUIS,27137.0,0.622088,69,0.4054651081081644 +680,5761.0,MN,MN,27.0,55734,1.0,1.0,0.0,2.0,Y, , 5,2.0, 44,2100.0,2100.0,12088.0,12288.0,8.7,3.9,471.36622300000005,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,2.1747517214841605 +681,5762.0,MN,MN,27.0,55734,1.0,1.0,0.0,4.0,Y, , 2,2.0, 45,1740.0,1740.0,21088.0,21288.0,11.1,3.5,461.62367,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,2.4159137783010487 +682,5763.0,MN,MN,27.0,55734,1.0,1.0,0.0,4.0,Y, , 3,2.0, 48,1630.0,1631.0,20288.0,20288.0,1.5,16.5,433.316718,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,0.47000362924573563 +683,5764.0,MN,MN,27.0,55734,1.0,1.0,0.0,4.0,Y, , 5,2.0, 3,600.0,530.0,22488.0,22688.0,1.1,24.2,471.36622300000005,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,0.1823215567939548 +684,5765.0,MN,MN,27.0,55741,1.0,1.0,1.0,3.0,Y, , 2,2.0, 3,1530.0,1535.0,30388.0,31088.0,0.9,35.3,461.62367,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,0.0 +685,5766.0,MN,MN,27.0,55746,1.0,1.0,0.0,4.0,Y, , 4,2.0, 22,800.0,800.0,121787.0,121987.0,0.7,24.2,461.274696,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,-0.22314355131420985 +686,5767.0,MN,MN,27.0,55746,1.0,1.0,0.0,2.0,Y, , 1,2.0, 27,1900.0,1900.0,121387.0,121587.0,4.2,6.1,485.435931,1.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,1.4586150226995167 +687,5768.0,MN,MN,27.0,55746,1.0,1.0,0.0,3.0,Y, , 3,2.0, 28,1545.0,1545.0,121487.0,121787.0,3.4,7.5,433.316718,1.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,1.252762968495368 +688,5769.0,MN,MN,27.0,55746,1.0,1.0,1.0,7.0,Y, , 5,2.0, 31,1500.0,1500.0,122787.0,122987.0,2.1,16.7,471.36622300000005,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,0.7884573603642703 +689,5770.0,MN,MN,27.0,55746,1.0,1.0,0.0,0.0,Y, , 2,2.0, 34,1530.0,1530.0,10188.0,10188.0,2.9,9.3,461.62367,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,1.0986122886681098 +690,5771.0,MN,MN,27.0,55746,1.0,1.0,0.0,2.0,Y, , 4,2.0, 37,1530.0,1530.0,122687.0,122887.0,1.8,12.3,461.274696,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,0.6418538861723948 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LOUIS,27137.0,0.622088,69,0.6418538861723948 +697,5778.0,MN,MN,27.0,55750,1.0,1.0,0.0,4.0,Y, , 5,2.0, 49,1400.0,400.0,20288.0,20288.0,2.8,8.3,471.36622300000005,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,1.0647107369924282 +698,5779.0,MN,MN,27.0,55751,1.0,1.0,1.0,3.0,Y, , 3,2.0, 30,700.0,710.0,122287.0,122487.0,3.5,8.5,433.316718,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,1.2809338454620642 +699,5780.0,MN,MN,27.0,55763,1.0,1.0,0.0,4.0,Y, , 3,2.0, 36,1900.0,1900.0,10188.0,10188.0,3.6,12.3,433.316718,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,1.308332819650179 +700,5781.0,MN,MN,27.0,55763,1.0,1.0,0.0,4.0,Y, , 3,2.0, 40,830.0,830.0,11888.0,12088.0,3.5,9.9,433.316718,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,1.2809338454620642 +701,5782.0,MN,MN,27.0,55765,1.0,1.0,0.0,4.0,Y, , 5,2.0, 25,1000.0,1030.0,121387.0,121587.0,3.0,7.3,471.36622300000005,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,1.1314021114911006 +702,5783.0,MN,MN,27.0,55765,1.0,1.0,1.0,3.0,Y, , 2,2.0, 29,1140.0,1140.0,121687.0,121887.0,3.2,8.1,461.62367,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,1.1939224684724346 +703,5784.0,MN,MN,27.0,55765,1.0,1.0,0.0,4.0,Y, , 4,2.0, 50,1000.0,1015.0,21188.0,21388.0,3.1,10.8,461.274696,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,1.1631508098056809 +704,5785.0,MN,MN,27.0,55768,1.0,1.0,0.0,2.0,Y, , 3,2.0, 1,2015.0,1600.0,30388.0,30388.0,3.3,9.0,433.316718,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,1.2237754316221157 +705,5786.0,MN,MN,27.0,55771,1.0,1.0,1.0,3.0,N, , 5,2.0, 50,1200.0,1200.0,20288.0,20288.0,1.7,13.4,471.36622300000005,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,0.5877866649021191 +706,5787.0,MN,MN,27.0,55779,1.0,1.0,0.0,4.0,Y, , 2,2.0, 40,1000.0,1000.0,11788.0,11988.0,5.6,4.7,461.62367,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,1.7404661748405044 +707,5788.0,MN,MN,27.0,55779,1.0,1.0,0.0,2.0,Y, , 5,2.0, 47,930.0,935.0,13088.0,20288.0,3.4,6.7,471.36622300000005,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,1.252762968495368 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LOUIS,27137.0,0.622088,69,0.8329091229351041 +776,5857.0,MN,MN,27.0,55972,1.0,1.0,0.0,4.0,Y, , 5,2.0, 23,1010.0,1010.0,121287.0,121487.0,4.3,6.4,471.36622300000005,0.0,0.0,137.0,ST LOUIS,27137.0,0.622088,69,1.4816045409242153 +777,5858.0,MN,MN,27.0,55320,2.0,1.0,0.0,1.0,N, , 1,4.0, 44,2215.0,2240.0,12688.0,12888.0,7.5,4.7,1088.985661,0.0,0.0,145.0,STEARNS,27145.0,1.12344,70,2.028148247292285 +778,5859.0,MN,MN,27.0,56301,2.0,1.0,0.0,7.0,Y, , 1,3.0, 22,1900.0,2150.0,120287.0,121087.0,6.4,5.1,1024.442902,0.0,0.0,145.0,STEARNS,27145.0,1.12344,70,1.8718021769015913 +779,5860.0,MN,MN,27.0,56301,2.0,1.0,0.0,4.0,Y, , 2,3.0, 22,2230.0,2230.0,120287.0,121187.0,8.3,4.2,921.864905,0.0,0.0,145.0,STEARNS,27145.0,1.12344,70,2.128231705849268 +780,5861.0,MN,MN,27.0,56301,2.0,1.0,0.0,3.0,N, , 2,3.0, 24,1959.0,1959.0,121387.0,121587.0,2.1,9.2,921.864905,0.0,0.0,145.0,STEARNS,27145.0,1.12344,70,0.7884573603642703 +781,5862.0,MN,MN,27.0,56301,2.0,1.0,0.0,4.0,Y, , 1,3.0, 32,930.0,1530.0,122087.0,122287.0,3.3,11.2,1024.442902,0.0,0.0,145.0,STEARNS,27145.0,1.12344,70,1.2237754316221157 +782,5863.0,MN,MN,27.0,56301,2.0,1.0,0.0,2.0,Y, , 2,3.0, 35,1155.0,1150.0,123187.0,10188.0,1.3,16.0,921.864905,0.0,0.0,145.0,STEARNS,27145.0,1.12344,70,0.336472236621213 +783,5864.0,MN,MN,27.0,56301,2.0,1.0,0.0,4.0,Y, , 4,3.0, 26,930.0,1200.0,122787.0,122987.0,5.0,7.4,990.4115539999999,0.0,0.0,145.0,STEARNS,27145.0,1.12344,70,1.62924053973028 +784,5865.0,MN,MN,27.0,56301,2.0,1.0,1.0,3.0,Y, , 4,3.0, 37,1130.0,1030.0,122787.0,122987.0,1.0,18.3,990.4115539999999,1.0,0.0,145.0,STEARNS,27145.0,1.12344,70,0.09531017980432493 +785,5866.0,MN,MN,27.0,56303,2.0,1.0,0.0,4.0,Y, , 2,3.0, 27,740.0,827.0,122187.0,122387.0,7.0,5.9,921.864905,0.0,0.0,145.0,STEARNS,27145.0,1.12344,70,1.9600947840472698 +786,5867.0,MN,MN,27.0,56303,2.0,1.0,0.0,2.0,Y, , 1,3.0, 34,845.0,845.0,10188.0,10188.0,5.7,5.9,1024.442902,0.0,0.0,145.0,STEARNS,27145.0,1.12344,70,1.7578579175523736 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28,903.0,927.0,121987.0,122187.0,5.0,5.6,921.864905,0.0,0.0,145.0,STEARNS,27145.0,1.12344,70,1.62924053973028 +793,5874.0,MN,MN,27.0,56310,2.0,1.0,0.0,4.0,Y, , 5,3.0, 48,1800.0,1800.0,20288.0,20288.0,7.4,4.3,893.2374300000001,0.0,0.0,145.0,STEARNS,27145.0,1.12344,70,2.0149030205422647 +794,5875.0,MN,MN,27.0,56320,2.0,1.0,0.0,2.0,Y, , 5,3.0, 32,2100.0,2100.0,122187.0,122387.0,14.5,3.5,893.2374300000001,1.0,0.0,145.0,STEARNS,27145.0,1.12344,70,2.681021528714291 +795,5876.0,MN,MN,27.0,56320,2.0,1.0,0.0,3.0,Y, , 4,3.0, 25,2230.0,2230.0,122887.0,123087.0,1.8,13.8,990.4115539999999,0.0,0.0,145.0,STEARNS,27145.0,1.12344,70,0.6418538861723948 +796,5877.0,MN,MN,27.0,56320,2.0,1.0,0.0,2.0,Y, , 1,3.0, 40,1940.0,2015.0,11688.0,11888.0,7.4,4.9,1024.442902,0.0,0.0,145.0,STEARNS,27145.0,1.12344,70,2.0149030205422647 +797,5878.0,MN,MN,27.0,56340,2.0,1.0,0.0,4.0,Y, , 2,3.0, 48,2330.0,2330.0,40488.0,40488.0,2.6,8.5,921.864905,0.0,0.0,145.0,STEARNS,27145.0,1.12344,70,0.9932517730102834 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34,1030.0,1030.0,122387.0,122587.0,3.7,10.6,921.864905,1.0,0.0,147.0,STEELE,27147.0,1.30971,71,1.3350010667323402 +804,5885.0,MN,MN,27.0,55060,4.0,1.0,0.0,4.0,Y, , 4,3.0, 40,1900.0,2100.0,12188.0,12388.0,2.9,9.0,990.4115539999999,0.0,0.0,147.0,STEELE,27147.0,1.30971,71,1.0986122886681098 +805,5886.0,MN,MN,27.0,55060,4.0,1.0,0.0,2.0,Y, , 2,3.0, 41,1730.0,1730.0,12488.0,12688.0,4.4,6.0,921.864905,0.0,0.0,147.0,STEELE,27147.0,1.30971,71,1.5040773967762742 +806,5887.0,MN,MN,27.0,55060,4.0,1.0,0.0,4.0,Y, , 3,3.0, 42,2000.0,2000.0,11788.0,11988.0,8.4,3.9,1071.318034,0.0,0.0,147.0,STEELE,27147.0,1.30971,71,2.1400661634962708 +807,5888.0,MN,MN,27.0,55060,4.0,1.0,0.0,4.0,Y, , 2,3.0, 45,2100.0,2130.0,13188.0,20288.0,5.1,7.9,921.864905,0.0,0.0,147.0,STEELE,27147.0,1.30971,71,1.6486586255873816 +808,5889.0,MN,MN,27.0,55060,4.0,1.0,0.0,4.0,Y, , 3,3.0, 46,1200.0,1200.0,20288.0,20288.0,3.6,6.7,1071.318034,0.0,0.0,147.0,STEELE,27147.0,1.30971,71,1.308332819650179 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34,1330.0,1400.0,122887.0,123087.0,3.0,10.5,1088.985661,0.0,0.0,151.0,SWIFT,27151.0,1.3716700000000002,73,1.1314021114911006 +815,5896.0,MN,MN,27.0,56215,5.0,1.0,0.0,2.0,Y, , 3,4.0, 36,900.0,1430.0,21888.0,22188.0,2.4,8.2,1214.922779,0.0,0.0,151.0,SWIFT,27151.0,1.3716700000000002,73,0.9162907318741551 +816,5897.0,MN,MN,27.0,56215,5.0,1.0,0.0,0.0,Y, , 4,4.0, 36,1200.0,1200.0,12688.0,12888.0,1.5,15.1,1177.377355,0.0,0.0,151.0,SWIFT,27151.0,1.3716700000000002,73,0.47000362924573563 +817,5898.0,MN,MN,27.0,56252,5.0,1.0,0.0,4.0,Y, , 2,4.0, 42,1500.0,1900.0,11988.0,12188.0,4.8,6.3,1146.49919,0.0,0.0,151.0,SWIFT,27151.0,1.3716700000000002,73,1.5892352051165808 +818,5899.0,MN,MN,27.0,56336,2.0,1.0,0.0,4.0,Y, , 1,3.0, 43,1200.0,1200.0,12088.0,12288.0,6.8,4.7,1024.442902,0.0,0.0,153.0,TODD,27153.0,0.95424,74,1.9315214116032136 +819,5900.0,MN,MN,27.0,56347,2.0,1.0,0.0,4.0,Y, , 4,3.0, 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28,1000.0,1000.0,122087.0,122287.0,4.7,8.9,921.864905,0.0,0.0,159.0,WADENA,27159.0,0.510671,77,1.5686159179138452 +836,5917.0,MN,MN,27.0,56482,2.0,1.0,0.0,4.0,Y, , 3,3.0, 49,815.0,930.0,20288.0,20288.0,4.8,5.8,1071.318034,1.0,0.0,159.0,WADENA,27159.0,0.510671,77,1.5892352051165808 +837,5918.0,MN,MN,27.0,56048,4.0,1.0,0.0,4.0,Y, , 3,3.0, 25,2100.0,2120.0,21788.0,21988.0,0.4,0.0,1071.318034,0.0,0.0,161.0,WASECA,27161.0,1.23666,78,-0.6931471805599453 +838,5919.0,MN,MN,27.0,56072,4.0,1.0,0.0,4.0,Y, , 3,3.0, 21,1730.0,1000.0,21788.0,22088.0,9.3,3.2,1071.318034,0.0,0.0,161.0,WASECA,27161.0,1.23666,78,2.2407096892759584 +839,5920.0,MN,MN,27.0,56093,4.0,1.0,0.0,2.0,Y, , 1,3.0, 26,1015.0,1215.0,121387.0,121587.0,1.7,11.4,1024.442902,0.0,0.0,161.0,WASECA,27161.0,1.23666,78,0.5877866649021191 +840,5921.0,MN,MN,27.0,56093,4.0,1.0,1.0,1.0,N, , 1,3.0, 45,1830.0,2000.0,12688.0,12888.0,0.9,24.0,1024.442902,0.0,0.0,161.0,WASECA,27161.0,1.23666,78,0.0 +841,5922.0,MN,MN,27.0,55016,3.0,1.0,0.0,7.0,Y, , 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36,1730.0,1730.0,10188.0,11188.0,4.7,5.8,485.435931,0.0,0.0,163.0,WASHINGTON,27163.0,0.862876,79,1.5686159179138452 +875,5956.0,MN,MN,27.0,55082,3.0,1.0,0.0,2.0,Y, , 5,2.0, 37,800.0,800.0,11188.0,11388.0,3.7,6.4,471.36622300000005,0.0,0.0,163.0,WASHINGTON,27163.0,0.862876,79,1.3350010667323402 +876,5957.0,MN,MN,27.0,55082,3.0,1.0,0.0,2.0,Y, , 1,2.0, 45,1730.0,1830.0,12088.0,12288.0,13.4,3.1,485.435931,0.0,0.0,163.0,WASHINGTON,27163.0,0.862876,79,2.6026896854443837 +877,5958.0,MN,MN,27.0,55082,3.0,1.0,0.0,0.0,Y, , 4,2.0, 48,1720.0,1720.0,20288.0,20288.0,2.9,8.7,461.274696,0.0,0.0,163.0,WASHINGTON,27163.0,0.862876,79,1.0986122886681098 +878,5959.0,MN,MN,27.0,55082,3.0,1.0,0.0,4.0,Y, , 3,2.0, 50,1754.0,1725.0,22888.0,30388.0,4.3,6.0,433.316718,0.0,0.0,163.0,WASHINGTON,27163.0,0.862876,79,1.4816045409242153 +879,5960.0,MN,MN,27.0,55082,3.0,1.0,0.0,4.0,Y, , 5,2.0, 50,2102.0,2104.0,20288.0,20288.0,3.8,6.6,471.36622300000005,0.0,0.0,163.0,WASHINGTON,27163.0,0.862876,79,1.3609765531356006 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MEDICINE,27173.0,1.42659,84,1.0986122886681098 diff --git a/notebooks/radon_hierarchical.ipynb b/notebooks/radon_hierarchical.ipynb new file mode 100644 index 00000000..c562d3a1 --- /dev/null +++ b/notebooks/radon_hierarchical.ipynb @@ -0,0 +1,1391 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Hierarchical radon model\n", + "\n", + "(c) 2019 Thomas Wiecki, Junpeng Lao" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pymc4 as pm \n", + "import pandas as pd\n", + "import tensorflow as tf\n", + "import arviz as az\n", + "\n", + "data = pd.read_csv('/home/junpenglao/Documents/pymc3/docs/source/data/radon.csv')\n", + "\n", + "county_names = data.county.unique()\n", + "county_idx = data['county_code'].values.astype(np.int32)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "@pm.model\n", + "def hierarchical_model(data, county_idx):\n", + " # Hyperpriors\n", + " mu_a = yield pm.Normal('mu_alpha', mu=0., sigma=1)\n", + " sigma_a = yield pm.HalfCauchy('sigma_alpha', beta=1)\n", + " mu_b = yield pm.Normal('mu_beta', mu=0., sigma=1)\n", + " sigma_b = yield pm.HalfCauchy('sigma_beta', beta=1)\n", + "\n", + " # Intercept for each county, distributed around group mean mu_a\n", + " a = yield pm.Normal('alpha', mu=mu_a, sigma=sigma_a, plate=len(data.county.unique()))\n", + " # Intercept for each county, distributed around group mean mu_a\n", + " b = yield pm.Normal('beta', mu=mu_b, sigma=sigma_b, plate=len(data.county.unique()))\n", + "\n", + " # Model error\n", + " eps = yield pm.HalfCauchy('eps', beta=1)\n", + "\n", + " # Expected value\n", + " #radon_est = a[county_idx] + b[county_idx] * data.floor.values\n", + " radon_est = tf.gather(a, county_idx) + tf.gather(\n", + " b, county_idx) * data.floor.values\n", + "\n", + " # Data likelihood\n", + " y_like = yield pm.Normal('y_like', mu=radon_est, sigma=eps, observed=data.log_radon)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING: Logging before flag parsing goes to stderr.\n", + "W0907 01:33:16.523927 140190453622592 deprecation.py:323] From /home/junpenglao/.local/lib/python3.6/site-packages/tensorflow_core/python/ops/math_grad.py:1404: where (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Use tf.where in 2.0, which has the same broadcast rule as np.where\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 29.8 s, sys: 1.19 s, total: 31 s\n", + "Wall time: 23.2 s\n" + ] + } + ], + "source": [ + "%%time\n", + "init_num_chains = 50\n", + "model = hierarchical_model(data, county_idx)\n", + "pm4_trace, _ = pm.inference.sampling.sample(\n", + " model, num_chains=init_num_chains, num_samples=10, burn_in=10, step_size=1., xla=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Mass matrix adaptation\n", + "Essentially, we are doing a 2 window adaptation similar to Stan below: dual averaging for burn_in samples, and then normal sample for diagonal mass matrix estimation." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 1min 56s, sys: 6.55 s, total: 2min 3s\n", + "Wall time: 1min 10s\n" + ] + } + ], + "source": [ + "%%time\n", + "for i in range(3):\n", + " step_size_ = []\n", + " for _, x in pm4_trace.items():\n", + " std = tf.math.reduce_std(x, axis=[0, 1])\n", + " step_size_.append(\n", + " std[tf.newaxis, ...] * tf.ones([init_num_chains] + std.shape, dtype=std.dtype))\n", + " pm4_trace, _ = pm.inference.sampling.sample(\n", + " model, num_chains=init_num_chains, num_samples=10 + 10*i, burn_in=10 + 10*i,\n", + " step_size=step_size_, xla=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 1min 34s, sys: 7.85 s, total: 1min 41s\n", + "Wall time: 49.7 s\n" + ] + } + ], + "source": [ + "%%time\n", + "num_chains = 5\n", + "step_size_ = []\n", + "for _, x in pm4_trace.items():\n", + " std = tf.math.reduce_std(x, axis=[0, 1])\n", + " step_size_.append(\n", + " std[tf.newaxis, ...] * tf.ones([num_chains]+std.shape, dtype=std.dtype))\n", + "\n", + "pm4_trace, sample_stat = pm.inference.sampling.sample(\n", + " model, num_chains=num_chains, num_samples=500, burn_in=500,\n", + " step_size=step_size_, xla=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "az_trace = pm.inference.utils.trace_to_arviz(pm4_trace, sample_stat)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "array([0.773021, 0.8168 , 0.851446, 0.797076, 0.714788], dtype=float32)\n", + "Coordinates:\n", + " * chain (chain) int64 0 1 2 3 4" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.mean(np.exp(az_trace.sample_stats['mean_tree_accept']), axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/junpenglao/.local/lib/python3.6/site-packages/numpy/lib/histograms.py:829: RuntimeWarning: invalid value encountered in greater_equal\n", + " keep = (tmp_a >= first_edge)\n", + "/home/junpenglao/.local/lib/python3.6/site-packages/numpy/lib/histograms.py:830: RuntimeWarning: invalid value encountered in less_equal\n", + " keep &= (tmp_a <= last_edge)\n" + ] + }, + { + "data": { + "image/png": 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meansdhpd_3%hpd_97%mcse_meanmcse_sdess_meaness_sdess_bulkess_tailr_hat
hierarchical_model/__log_sigma_beta-1.2950.422-2.123-0.6060.0520.03867.063.076.0118.01.04
hierarchical_model/__log_sigma_alpha-1.1430.137-1.396-0.8800.0050.004739.0728.0737.01394.01.00
hierarchical_model/beta[0]-0.6020.291-1.155-0.0520.0060.0052029.02029.02077.01708.01.01
hierarchical_model/beta[1]-0.7990.256-1.278-0.3020.0070.0061285.01042.01326.01393.01.01
hierarchical_model/beta[2]-0.6330.278-1.142-0.1020.0050.0042570.02301.02511.01526.01.00
hierarchical_model/beta[3]-0.6720.248-1.158-0.2070.0060.0041971.01971.01956.01108.01.00
hierarchical_model/beta[4]-0.5850.298-1.1250.0160.0080.0051546.01546.01886.01047.01.00
hierarchical_model/beta[5]-0.6290.342-1.2640.0610.0070.0062212.01568.02215.01230.01.01
hierarchical_model/beta[6]-0.3770.310-0.9120.2330.0180.013302.0302.0314.01014.01.01
hierarchical_model/beta[7]-0.6020.285-1.151-0.0510.0070.0051886.01886.01956.01281.01.00
hierarchical_model/beta[8]-0.4530.327-1.0480.1590.0150.011481.0481.0562.0887.01.01
hierarchical_model/beta[9]-0.7160.267-1.230-0.1960.0060.0052138.01727.02109.01335.01.01
hierarchical_model/beta[10]-0.6410.318-1.218-0.0090.0060.0052641.02035.02642.01212.01.01
hierarchical_model/beta[11]-0.6360.319-1.244-0.0100.0070.0052374.01905.02442.01536.01.00
hierarchical_model/beta[12]-0.6350.333-1.301-0.0470.0060.0052657.02239.02691.01584.01.00
hierarchical_model/beta[13]-0.7180.242-1.189-0.2770.0050.0042361.01620.02425.01186.01.01
hierarchical_model/beta[14]-0.6300.282-1.206-0.1180.0060.0042034.02014.02117.01469.01.01
hierarchical_model/beta[15]-0.6440.315-1.225-0.0060.0070.0062097.01536.02114.01079.01.01
hierarchical_model/beta[16]-0.7830.278-1.371-0.3080.0070.0061483.01225.01549.01456.01.00
hierarchical_model/beta[17]-0.5080.264-1.022-0.0110.0100.007735.0735.0842.0729.01.01
hierarchical_model/beta[18]-0.7470.229-1.170-0.3000.0050.0042246.01554.02402.01220.01.01
hierarchical_model/beta[19]-0.6470.324-1.2570.0030.0070.0062363.01723.02421.0956.01.00
hierarchical_model/beta[20]-0.5870.305-1.1370.0440.0070.0052066.02066.02140.0984.01.01
hierarchical_model/beta[21]-0.6560.296-1.257-0.1070.0060.0052300.01776.02251.01303.01.01
hierarchical_model/beta[22]-0.6160.299-1.189-0.0240.0060.0052170.01851.02188.01364.01.00
hierarchical_model/beta[23]-0.6270.264-1.157-0.1350.0050.0042374.01948.02367.01355.01.00
hierarchical_model/beta[24]-0.3910.306-0.9310.2230.0170.012317.0317.0325.0939.01.01
hierarchical_model/beta[25]-0.7340.179-1.096-0.4200.0030.0032997.02525.03040.01486.01.01
hierarchical_model/beta[26]-0.5940.271-1.128-0.0950.0060.0042132.02048.02200.01396.01.01
hierarchical_model/beta[27]-0.6150.268-1.129-0.1080.0050.0042426.02426.02445.01280.01.00
....................................
hierarchical_model/alpha[58]1.6020.2501.1412.0860.0050.0042497.02462.02510.01642.01.01
hierarchical_model/alpha[59]1.4320.2710.9381.9460.0060.0042353.02353.02377.01634.01.00
hierarchical_model/alpha[60]1.2150.1200.9991.4460.0020.0022933.02915.02932.01563.01.00
hierarchical_model/alpha[61]1.7050.2331.2652.1230.0050.0042015.01923.02003.01419.01.00
hierarchical_model/alpha[62]1.5320.2611.0092.0190.0050.0032827.02827.02793.01641.01.00
hierarchical_model/alpha[63]1.7370.1851.3622.0620.0030.0023000.02967.02914.01638.01.00
hierarchical_model/alpha[64]1.4440.2670.9671.9590.0050.0042687.02578.02689.01808.01.00
hierarchical_model/alpha[65]1.5900.1981.2371.9750.0040.0032166.02148.02182.01864.01.00
hierarchical_model/alpha[66]1.6550.1681.3011.9440.0040.0031460.01460.01473.01920.01.00
hierarchical_model/alpha[67]1.2690.2020.8811.6380.0040.0032096.01870.02120.0867.01.00
hierarchical_model/alpha[68]1.3940.2390.9431.8360.0050.0042183.01979.02231.01006.01.00
hierarchical_model/alpha[69]0.9350.0700.8151.0770.0010.0012383.02371.02404.01628.01.00
hierarchical_model/alpha[70]1.5220.1421.2571.7910.0030.0021964.01964.01988.0850.01.00
hierarchical_model/alpha[71]1.5650.1931.2181.9250.0040.0032257.02205.02251.01067.01.00
hierarchical_model/alpha[72]1.5820.2721.0552.0840.0060.0042220.02220.02235.01011.01.00
hierarchical_model/alpha[73]1.2830.2430.8531.7650.0050.0032651.02651.02661.01672.01.01
hierarchical_model/alpha[74]1.5500.2601.0782.0680.0050.0042508.02505.02534.01125.01.00
hierarchical_model/alpha[75]1.7160.2541.2112.1670.0050.0042674.02512.02696.01521.01.00
hierarchical_model/alpha[76]1.7070.2041.3112.0800.0040.0032261.02129.02278.01695.01.00
hierarchical_model/alpha[77]1.4130.2310.9561.8180.0040.0032888.02812.02881.01693.01.00
hierarchical_model/alpha[78]1.1440.2560.6661.6090.0050.0042511.02350.02513.01569.01.00
hierarchical_model/alpha[79]1.3890.1011.2101.5850.0020.0012491.02468.02499.01535.01.00
hierarchical_model/alpha[80]1.8760.2771.3862.4260.0060.0042046.01969.02067.01737.01.00
hierarchical_model/alpha[81]1.6250.3091.0652.2000.0060.0052524.02311.02501.01495.01.01
hierarchical_model/alpha[82]1.6620.1751.3051.9670.0040.0031877.01877.01915.01358.01.00
hierarchical_model/alpha[83]1.6130.1681.3031.9310.0030.0022808.02808.02810.01320.01.00
hierarchical_model/alpha[84]1.4100.2710.9061.9090.0050.0042765.02648.02774.01366.01.00
hierarchical_model/mu_beta-0.6370.084-0.798-0.4820.0040.003423.0423.0441.0977.01.02
hierarchical_model/mu_alpha1.4870.0511.3931.5790.0020.001955.0955.0939.01522.01.01
hierarchical_model/__log_eps-0.3310.025-0.379-0.2840.0010.0001573.01573.01569.01256.01.01
\n", + "

175 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " mean sd hpd_3% hpd_97% \\\n", + "hierarchical_model/__log_sigma_beta -1.295 0.422 -2.123 -0.606 \n", + "hierarchical_model/__log_sigma_alpha -1.143 0.137 -1.396 -0.880 \n", + "hierarchical_model/beta[0] -0.602 0.291 -1.155 -0.052 \n", + "hierarchical_model/beta[1] -0.799 0.256 -1.278 -0.302 \n", + "hierarchical_model/beta[2] -0.633 0.278 -1.142 -0.102 \n", + "hierarchical_model/beta[3] -0.672 0.248 -1.158 -0.207 \n", + "hierarchical_model/beta[4] -0.585 0.298 -1.125 0.016 \n", + "hierarchical_model/beta[5] -0.629 0.342 -1.264 0.061 \n", + "hierarchical_model/beta[6] -0.377 0.310 -0.912 0.233 \n", + "hierarchical_model/beta[7] -0.602 0.285 -1.151 -0.051 \n", + "hierarchical_model/beta[8] -0.453 0.327 -1.048 0.159 \n", + "hierarchical_model/beta[9] -0.716 0.267 -1.230 -0.196 \n", + "hierarchical_model/beta[10] -0.641 0.318 -1.218 -0.009 \n", + "hierarchical_model/beta[11] -0.636 0.319 -1.244 -0.010 \n", + "hierarchical_model/beta[12] -0.635 0.333 -1.301 -0.047 \n", + "hierarchical_model/beta[13] -0.718 0.242 -1.189 -0.277 \n", + "hierarchical_model/beta[14] -0.630 0.282 -1.206 -0.118 \n", + "hierarchical_model/beta[15] -0.644 0.315 -1.225 -0.006 \n", + "hierarchical_model/beta[16] -0.783 0.278 -1.371 -0.308 \n", + "hierarchical_model/beta[17] -0.508 0.264 -1.022 -0.011 \n", + "hierarchical_model/beta[18] -0.747 0.229 -1.170 -0.300 \n", + "hierarchical_model/beta[19] -0.647 0.324 -1.257 0.003 \n", + "hierarchical_model/beta[20] -0.587 0.305 -1.137 0.044 \n", + "hierarchical_model/beta[21] -0.656 0.296 -1.257 -0.107 \n", + "hierarchical_model/beta[22] -0.616 0.299 -1.189 -0.024 \n", + "hierarchical_model/beta[23] -0.627 0.264 -1.157 -0.135 \n", + "hierarchical_model/beta[24] -0.391 0.306 -0.931 0.223 \n", + "hierarchical_model/beta[25] -0.734 0.179 -1.096 -0.420 \n", + "hierarchical_model/beta[26] -0.594 0.271 -1.128 -0.095 \n", + "hierarchical_model/beta[27] -0.615 0.268 -1.129 -0.108 \n", + "... ... ... ... ... \n", + "hierarchical_model/alpha[58] 1.602 0.250 1.141 2.086 \n", + "hierarchical_model/alpha[59] 1.432 0.271 0.938 1.946 \n", + "hierarchical_model/alpha[60] 1.215 0.120 0.999 1.446 \n", + "hierarchical_model/alpha[61] 1.705 0.233 1.265 2.123 \n", + "hierarchical_model/alpha[62] 1.532 0.261 1.009 2.019 \n", + "hierarchical_model/alpha[63] 1.737 0.185 1.362 2.062 \n", + "hierarchical_model/alpha[64] 1.444 0.267 0.967 1.959 \n", + "hierarchical_model/alpha[65] 1.590 0.198 1.237 1.975 \n", + "hierarchical_model/alpha[66] 1.655 0.168 1.301 1.944 \n", + "hierarchical_model/alpha[67] 1.269 0.202 0.881 1.638 \n", + "hierarchical_model/alpha[68] 1.394 0.239 0.943 1.836 \n", + "hierarchical_model/alpha[69] 0.935 0.070 0.815 1.077 \n", + "hierarchical_model/alpha[70] 1.522 0.142 1.257 1.791 \n", + "hierarchical_model/alpha[71] 1.565 0.193 1.218 1.925 \n", + "hierarchical_model/alpha[72] 1.582 0.272 1.055 2.084 \n", + "hierarchical_model/alpha[73] 1.283 0.243 0.853 1.765 \n", + "hierarchical_model/alpha[74] 1.550 0.260 1.078 2.068 \n", + "hierarchical_model/alpha[75] 1.716 0.254 1.211 2.167 \n", + "hierarchical_model/alpha[76] 1.707 0.204 1.311 2.080 \n", + "hierarchical_model/alpha[77] 1.413 0.231 0.956 1.818 \n", + "hierarchical_model/alpha[78] 1.144 0.256 0.666 1.609 \n", + "hierarchical_model/alpha[79] 1.389 0.101 1.210 1.585 \n", + "hierarchical_model/alpha[80] 1.876 0.277 1.386 2.426 \n", + "hierarchical_model/alpha[81] 1.625 0.309 1.065 2.200 \n", + "hierarchical_model/alpha[82] 1.662 0.175 1.305 1.967 \n", + "hierarchical_model/alpha[83] 1.613 0.168 1.303 1.931 \n", + "hierarchical_model/alpha[84] 1.410 0.271 0.906 1.909 \n", + "hierarchical_model/mu_beta -0.637 0.084 -0.798 -0.482 \n", + "hierarchical_model/mu_alpha 1.487 0.051 1.393 1.579 \n", + "hierarchical_model/__log_eps -0.331 0.025 -0.379 -0.284 \n", + "\n", + " mcse_mean mcse_sd ess_mean ess_sd \\\n", + "hierarchical_model/__log_sigma_beta 0.052 0.038 67.0 63.0 \n", + "hierarchical_model/__log_sigma_alpha 0.005 0.004 739.0 728.0 \n", + "hierarchical_model/beta[0] 0.006 0.005 2029.0 2029.0 \n", + "hierarchical_model/beta[1] 0.007 0.006 1285.0 1042.0 \n", + "hierarchical_model/beta[2] 0.005 0.004 2570.0 2301.0 \n", + "hierarchical_model/beta[3] 0.006 0.004 1971.0 1971.0 \n", + "hierarchical_model/beta[4] 0.008 0.005 1546.0 1546.0 \n", + "hierarchical_model/beta[5] 0.007 0.006 2212.0 1568.0 \n", + "hierarchical_model/beta[6] 0.018 0.013 302.0 302.0 \n", + "hierarchical_model/beta[7] 0.007 0.005 1886.0 1886.0 \n", + "hierarchical_model/beta[8] 0.015 0.011 481.0 481.0 \n", + "hierarchical_model/beta[9] 0.006 0.005 2138.0 1727.0 \n", + "hierarchical_model/beta[10] 0.006 0.005 2641.0 2035.0 \n", + "hierarchical_model/beta[11] 0.007 0.005 2374.0 1905.0 \n", + "hierarchical_model/beta[12] 0.006 0.005 2657.0 2239.0 \n", + "hierarchical_model/beta[13] 0.005 0.004 2361.0 1620.0 \n", + "hierarchical_model/beta[14] 0.006 0.004 2034.0 2014.0 \n", + "hierarchical_model/beta[15] 0.007 0.006 2097.0 1536.0 \n", + "hierarchical_model/beta[16] 0.007 0.006 1483.0 1225.0 \n", + "hierarchical_model/beta[17] 0.010 0.007 735.0 735.0 \n", + "hierarchical_model/beta[18] 0.005 0.004 2246.0 1554.0 \n", + "hierarchical_model/beta[19] 0.007 0.006 2363.0 1723.0 \n", + "hierarchical_model/beta[20] 0.007 0.005 2066.0 2066.0 \n", + "hierarchical_model/beta[21] 0.006 0.005 2300.0 1776.0 \n", + "hierarchical_model/beta[22] 0.006 0.005 2170.0 1851.0 \n", + "hierarchical_model/beta[23] 0.005 0.004 2374.0 1948.0 \n", + "hierarchical_model/beta[24] 0.017 0.012 317.0 317.0 \n", + "hierarchical_model/beta[25] 0.003 0.003 2997.0 2525.0 \n", + "hierarchical_model/beta[26] 0.006 0.004 2132.0 2048.0 \n", + "hierarchical_model/beta[27] 0.005 0.004 2426.0 2426.0 \n", + "... ... ... ... ... \n", + "hierarchical_model/alpha[58] 0.005 0.004 2497.0 2462.0 \n", + "hierarchical_model/alpha[59] 0.006 0.004 2353.0 2353.0 \n", + "hierarchical_model/alpha[60] 0.002 0.002 2933.0 2915.0 \n", + "hierarchical_model/alpha[61] 0.005 0.004 2015.0 1923.0 \n", + "hierarchical_model/alpha[62] 0.005 0.003 2827.0 2827.0 \n", + "hierarchical_model/alpha[63] 0.003 0.002 3000.0 2967.0 \n", + "hierarchical_model/alpha[64] 0.005 0.004 2687.0 2578.0 \n", + "hierarchical_model/alpha[65] 0.004 0.003 2166.0 2148.0 \n", + "hierarchical_model/alpha[66] 0.004 0.003 1460.0 1460.0 \n", + "hierarchical_model/alpha[67] 0.004 0.003 2096.0 1870.0 \n", + "hierarchical_model/alpha[68] 0.005 0.004 2183.0 1979.0 \n", + "hierarchical_model/alpha[69] 0.001 0.001 2383.0 2371.0 \n", + "hierarchical_model/alpha[70] 0.003 0.002 1964.0 1964.0 \n", + "hierarchical_model/alpha[71] 0.004 0.003 2257.0 2205.0 \n", + "hierarchical_model/alpha[72] 0.006 0.004 2220.0 2220.0 \n", + "hierarchical_model/alpha[73] 0.005 0.003 2651.0 2651.0 \n", + "hierarchical_model/alpha[74] 0.005 0.004 2508.0 2505.0 \n", + "hierarchical_model/alpha[75] 0.005 0.004 2674.0 2512.0 \n", + "hierarchical_model/alpha[76] 0.004 0.003 2261.0 2129.0 \n", + "hierarchical_model/alpha[77] 0.004 0.003 2888.0 2812.0 \n", + "hierarchical_model/alpha[78] 0.005 0.004 2511.0 2350.0 \n", + "hierarchical_model/alpha[79] 0.002 0.001 2491.0 2468.0 \n", + "hierarchical_model/alpha[80] 0.006 0.004 2046.0 1969.0 \n", + "hierarchical_model/alpha[81] 0.006 0.005 2524.0 2311.0 \n", + "hierarchical_model/alpha[82] 0.004 0.003 1877.0 1877.0 \n", + "hierarchical_model/alpha[83] 0.003 0.002 2808.0 2808.0 \n", + "hierarchical_model/alpha[84] 0.005 0.004 2765.0 2648.0 \n", + "hierarchical_model/mu_beta 0.004 0.003 423.0 423.0 \n", + "hierarchical_model/mu_alpha 0.002 0.001 955.0 955.0 \n", + "hierarchical_model/__log_eps 0.001 0.000 1573.0 1573.0 \n", + "\n", + " ess_bulk ess_tail r_hat \n", + "hierarchical_model/__log_sigma_beta 76.0 118.0 1.04 \n", + "hierarchical_model/__log_sigma_alpha 737.0 1394.0 1.00 \n", + "hierarchical_model/beta[0] 2077.0 1708.0 1.01 \n", + "hierarchical_model/beta[1] 1326.0 1393.0 1.01 \n", + "hierarchical_model/beta[2] 2511.0 1526.0 1.00 \n", + "hierarchical_model/beta[3] 1956.0 1108.0 1.00 \n", + "hierarchical_model/beta[4] 1886.0 1047.0 1.00 \n", + "hierarchical_model/beta[5] 2215.0 1230.0 1.01 \n", + "hierarchical_model/beta[6] 314.0 1014.0 1.01 \n", + "hierarchical_model/beta[7] 1956.0 1281.0 1.00 \n", + "hierarchical_model/beta[8] 562.0 887.0 1.01 \n", + "hierarchical_model/beta[9] 2109.0 1335.0 1.01 \n", + "hierarchical_model/beta[10] 2642.0 1212.0 1.01 \n", + "hierarchical_model/beta[11] 2442.0 1536.0 1.00 \n", + "hierarchical_model/beta[12] 2691.0 1584.0 1.00 \n", + "hierarchical_model/beta[13] 2425.0 1186.0 1.01 \n", + "hierarchical_model/beta[14] 2117.0 1469.0 1.01 \n", + "hierarchical_model/beta[15] 2114.0 1079.0 1.01 \n", + "hierarchical_model/beta[16] 1549.0 1456.0 1.00 \n", + "hierarchical_model/beta[17] 842.0 729.0 1.01 \n", + "hierarchical_model/beta[18] 2402.0 1220.0 1.01 \n", + "hierarchical_model/beta[19] 2421.0 956.0 1.00 \n", + "hierarchical_model/beta[20] 2140.0 984.0 1.01 \n", + "hierarchical_model/beta[21] 2251.0 1303.0 1.01 \n", + "hierarchical_model/beta[22] 2188.0 1364.0 1.00 \n", + "hierarchical_model/beta[23] 2367.0 1355.0 1.00 \n", + "hierarchical_model/beta[24] 325.0 939.0 1.01 \n", + "hierarchical_model/beta[25] 3040.0 1486.0 1.01 \n", + "hierarchical_model/beta[26] 2200.0 1396.0 1.01 \n", + "hierarchical_model/beta[27] 2445.0 1280.0 1.00 \n", + "... ... ... ... \n", + "hierarchical_model/alpha[58] 2510.0 1642.0 1.01 \n", + "hierarchical_model/alpha[59] 2377.0 1634.0 1.00 \n", + "hierarchical_model/alpha[60] 2932.0 1563.0 1.00 \n", + "hierarchical_model/alpha[61] 2003.0 1419.0 1.00 \n", + "hierarchical_model/alpha[62] 2793.0 1641.0 1.00 \n", + "hierarchical_model/alpha[63] 2914.0 1638.0 1.00 \n", + "hierarchical_model/alpha[64] 2689.0 1808.0 1.00 \n", + "hierarchical_model/alpha[65] 2182.0 1864.0 1.00 \n", + "hierarchical_model/alpha[66] 1473.0 1920.0 1.00 \n", + "hierarchical_model/alpha[67] 2120.0 867.0 1.00 \n", + "hierarchical_model/alpha[68] 2231.0 1006.0 1.00 \n", + "hierarchical_model/alpha[69] 2404.0 1628.0 1.00 \n", + "hierarchical_model/alpha[70] 1988.0 850.0 1.00 \n", + "hierarchical_model/alpha[71] 2251.0 1067.0 1.00 \n", + "hierarchical_model/alpha[72] 2235.0 1011.0 1.00 \n", + "hierarchical_model/alpha[73] 2661.0 1672.0 1.01 \n", + "hierarchical_model/alpha[74] 2534.0 1125.0 1.00 \n", + "hierarchical_model/alpha[75] 2696.0 1521.0 1.00 \n", + "hierarchical_model/alpha[76] 2278.0 1695.0 1.00 \n", + "hierarchical_model/alpha[77] 2881.0 1693.0 1.00 \n", + "hierarchical_model/alpha[78] 2513.0 1569.0 1.00 \n", + "hierarchical_model/alpha[79] 2499.0 1535.0 1.00 \n", + "hierarchical_model/alpha[80] 2067.0 1737.0 1.00 \n", + "hierarchical_model/alpha[81] 2501.0 1495.0 1.01 \n", + "hierarchical_model/alpha[82] 1915.0 1358.0 1.00 \n", + "hierarchical_model/alpha[83] 2810.0 1320.0 1.00 \n", + "hierarchical_model/alpha[84] 2774.0 1366.0 1.00 \n", + "hierarchical_model/mu_beta 441.0 977.0 1.02 \n", + "hierarchical_model/mu_alpha 939.0 1522.0 1.01 \n", + "hierarchical_model/__log_eps 1569.0 1256.0 1.01 \n", + "\n", + "[175 rows x 11 columns]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "az.summary(az_trace)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_trace(az_trace, compact=True, combined=True);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/pymc4/distributions/tensorflow/continuous.py b/pymc4/distributions/tensorflow/continuous.py index a7ccd5d9..f703af1b 100644 --- a/pymc4/distributions/tensorflow/continuous.py +++ b/pymc4/distributions/tensorflow/continuous.py @@ -1,6 +1,4 @@ -""" -PyMC4 continuous random variables for tensorflow. -""" +"""PyMC4 continuous random variables for tensorflow.""" import tensorflow_probability as tfp from pymc4.distributions import abstract from pymc4.distributions.tensorflow.distribution import BackendDistribution diff --git a/pymc4/flow/executor.py b/pymc4/flow/executor.py index af167940..ea64d43f 100644 --- a/pymc4/flow/executor.py +++ b/pymc4/flow/executor.py @@ -1,5 +1,5 @@ import types -from typing import Any, Tuple, Dict, Union, List, Optional +from typing import Any, Tuple, Dict, Union, List import collections import itertools from pymc4 import _backend @@ -464,8 +464,7 @@ def modify_distribution( return dist def proceed_distribution(self, dist: abstract.Distribution, state: SamplingState): - """TODO - """ + # TODO: docs if dist.is_anonymous: raise EvaluationError("Attempting to create an anonymous Distribution") scoped_name = scopes.variable_name(dist.name) diff --git a/pymc4/inference/__init__.py b/pymc4/inference/__init__.py index db1d3e33..2f39e378 100644 --- a/pymc4/inference/__init__.py +++ b/pymc4/inference/__init__.py @@ -1,4 +1,5 @@ -from pymc4 import _backend +from .. import _backend +from . import utils if _backend.TENSORFLOW: from .tensorflow import * # pylint: disable=wildcard-import diff --git a/pymc4/inference/tensorflow/sampling.py b/pymc4/inference/tensorflow/sampling.py index 4f0d0061..315ecd94 100644 --- a/pymc4/inference/tensorflow/sampling.py +++ b/pymc4/inference/tensorflow/sampling.py @@ -20,7 +20,7 @@ def sample( xla=False, ): """ - The main API to perform MCMC sampling using NUTS (for now) + Perform MCMC sampling using NUTS (for now). Parameters ---------- @@ -91,14 +91,22 @@ def sample( """ logpfn, init = build_logp_function(model, state=state, observed=observed) - init = [tf.tile(tf.expand_dims(tens, 0), [num_chains] + [1] * tens.ndim) for tens in init] - - def parallel_logpfn(*state): - # NOTE: vmap passes things in a tuple, hack to unwrap - return tf.vectorized_map(lambda mini_state: logpfn(*mini_state), state) + init_state = list(init.values()) + init_keys = list(init.keys()) + parallel_logpfn = vectorize_logp_function(logpfn) + init_state = tile_init(init_state, num_chains) + + def trace_fn(_, pkr): + return ( + pkr.inner_results.target_log_prob, + pkr.inner_results.leapfrogs_taken, + pkr.inner_results.has_divergence, + pkr.inner_results.energy, + pkr.inner_results.log_accept_ratio + ) - @tf.function - def run_chains(init): + @tf.function(autograph=False) + def run_chains(init, step_size): nuts_kernel = mcmc.NoUTurnSampler( target_log_prob_fn=parallel_logpfn, step_size=step_size, **(nuts_kwargs or dict()) ) @@ -111,22 +119,26 @@ def run_chains(init): **(adaptation_kwargs or dict()), ) - results = mcmc.sample_chain( - num_samples + burn_in, + results, sample_stats = mcmc.sample_chain( + num_samples, current_state=init, kernel=adapt_nuts_kernel, num_burnin_steps=burn_in, + trace_fn=trace_fn, **(sample_chain_kwargs or dict()), ) - return results + return results, sample_stats if xla: - results, stats = tf.xla.experimental.compile(run_chains, inputs=[init]) + results, sample_stats = tf.xla.experimental.compile(run_chains, inputs=[init_state, step_size]) else: - results, stats = run_chains(init) + results, sample_stats = run_chains(init_state, step_size) - return results + posterior = dict(zip(init_keys, results)) + # Keep in sync with pymc3 naming convention + sampler_stats = dict(zip(['lp', 'tree_size', 'diverging', 'energy', 'mean_tree_accept'], sample_stats)) + return posterior, sampler_stats def build_logp_function( @@ -149,11 +161,25 @@ def build_logp_function( unobserved_keys, unobserved_values = zip(*state.all_unobserved_values.items()) @tf.function(autograph=False) - def logpfn(*values): - st = flow.SamplingState.from_values( - dict(zip(unobserved_keys, values)), observed_values=observed - ) + def logpfn(*values, **kwargs): + if kwargs and values: + raise TypeError("Either list state should be passed or a dict one") + elif values: + kwargs = dict(zip(unobserved_keys, values)) + st = flow.SamplingState.from_values(kwargs, observed_values=observed) _, st = flow.evaluate_model_transformed(model, state=st) return st.collect_log_prob() - return logpfn, list(unobserved_values) + return logpfn, dict(state.all_unobserved_values) + + +def vectorize_logp_function(logpfn): + # TODO: vectorize with dict + def vectorized_logpfn(*state): + return tf.vectorized_map(lambda mini_state: logpfn(*mini_state), state) + + return vectorized_logpfn + + +def tile_init(init, num_repeats): + return [tf.tile(tf.expand_dims(tens, 0), [num_repeats] + [1] * tens.ndim) for tens in init] diff --git a/pymc4/inference/utils.py b/pymc4/inference/utils.py index 9593ee1c..c35ab8f9 100644 --- a/pymc4/inference/utils.py +++ b/pymc4/inference/utils.py @@ -1,13 +1,14 @@ from typing import Optional +import numpy as np -from pymc4 import Model, flow +from .. import Model, flow def initialize_state(model: Model, observed: Optional[dict] = None) -> flow.SamplingState: """ - Initilize the model provided state and/or observed variables + Initilize the model provided state and/or observed variables. - Parameters + Parameters ---------- model : pymc4.Model observed : Optional[dict] @@ -18,3 +19,26 @@ def initialize_state(model: Model, observed: Optional[dict] = None) -> flow.Samp """ _, state = flow.evaluate_model_transformed(model, observed=observed) return state.as_sampling_state() + + +def trace_to_arviz(pm4_trace, pm4_sample_stats): + """ + Tensorflow to Arviz trace convertor. + + Convert a PyMC4 trace as returned by sample() to an ArviZ trace object + that can be passed to e.g. arviz.plot_trace(). + + Parameters + ---------- + pm4_trace : dict + + Returns + ------- + arviz.data.inference_data.InferenceData + """ + import arviz as az + + posterior = {k: np.swapaxes(v.numpy(), 1, 0) for k, v in pm4_trace.items()} + sample_stats = {k: v.numpy().T for k, v in pm4_sample_stats.items()} + sample_stats['tree_size'] = np.diff(sample_stats['tree_size'], axis=1) + return az.from_dict(posterior=posterior, sample_stats=sample_stats) diff --git a/tests/test_8schools.py b/tests/test_8schools.py index b2822057..bf270861 100644 --- a/tests/test_8schools.py +++ b/tests/test_8schools.py @@ -9,7 +9,7 @@ @pm4.model def schools_pm4(): eta = yield pm4.Normal("eta", 0, 1, plate=J) - mu = yield pm4.Normal("mu", 1, 1e6) + mu = yield pm4.Normal("mu", 1, 10) tau = yield pm4.HalfNormal("tau", 1 * 2.0) theta = mu + tau * eta @@ -19,8 +19,8 @@ def schools_pm4(): def test_sample_no_xla(): - # TODO: better test, compare to etalon chain from pymc3, - # for now it is only to veryfy it is runnable + # TODO: better test, compare to a golden standard chain from pymc3, + # for now it is only to verify it is runnable tf_trace = pm4.inference.sampling.sample( schools_pm4(), step_size=0.28, num_chains=4, num_samples=100, burn_in=50, xla=False )