import io.data2viz.color.* import io.data2viz.geom.* import io.data2viz.math.* import io.data2viz.viz.* import io.data2viz.scale.* import io.data2viz.axis.* import kotlin.math.* lateinit var yearText:TextNode lateinit var monthText:TextNode lateinit var cursor:RectNode fun main() { viz { val dimension = 720.0 val center = dimension / 2 val margin = 50.0 size = size(dimension, dimension) var previousIndex = 0 var currentIndex = 0 var autoAnimation = true // MIN ans MAX temperatures val minTemp = temps.minBy {it.tempDeltas.min()!!}!!.tempDeltas.min()!! val maxTemp = temps.maxBy {it.tempDeltas.max()!!}!!.tempDeltas.max()!! val totalSurveys = temps.sumBy { it.tempDeltas.size } // The temperature color scale (min = blue, max = red) val tempColorScale = ScalesChromatic.Sequential.Diverging.red_blue() { domain = StrictlyContinuous(maxTemp, minTemp) } // The "time" scale val timeScale = Scales.Continuous.linearRound() { domain = listOf(.0, totalSurveys - 1.0) range = listOf(.0, dimension - (2 * margin)) } // Setup of the spiral viz val radius = dimension / 2.0 - margin - 20.0 val holeRadiusProportion = 18.pct val arcsPerCoil = 12 // 12 months for a complete circle val startAngle = -kotlin.math.PI / 2 // starts at 12 o'clock val arcAngle = 2 * kotlin.math.PI / arcsPerCoil val startRadius = radius * holeRadiusProportion val radiusIncrement = (radius - startRadius) / totalSurveys // title timeline and legend group { transform { translate(margin, 30.0) } text { fontSize = 18.1 fontWeight = FontWeight.BOLD textContent = "NASA Readings for World Global Surface Temperature Change from 1880 to 2019" } text { y = 20.0 textContent = "Low ($minTemp°C)" } text { y = 20.0 x = dimension - (2 * margin) textAlign = textAlign(TextHAlign.RIGHT) textContent = "High (+$maxTemp°C)" } rect { size = size(dimension - (2 * margin), 15.0) y = 24.0 fill = tempColorScale.toLinearGradient(point(margin, .0), point(dimension - (2 * margin), .0), minTemp, maxTemp, 12) } text { y = 56.0 textContent = "1880" } text { y = 56.0 x = dimension - (2 * margin) textAlign = textAlign(TextHAlign.RIGHT) textContent = "2019" } rect { size = size(dimension - (2 * margin), 15.0) y = 60.0 fill = Colors.Web.lightgray } cursor = rect { size = size(5.0, 17.0) y = 59.0 stroke = null stroke = Colors.Web.black fill = Colors.Web.white } } // temperatures spiral group { var previousTime = .0 animation { time -> if (currentIndex >= totalSurveys) { return@animation } if (currentIndex < previousIndex) { clear() previousIndex = 0 } // frameskip is used to stabilize the speed of the animation on different devices // val frameTime = time - previousTime // var skipFrames = (frameTime / 16.0).toInt() // skipFrames = min(skipFrames, totalSurveys-currentIndex) // previousTime = time // (0 until skipFrames).forEach { (previousIndex .. currentIndex).forEach { index -> val fromAngle = startAngle + ((index % arcsPerCoil) * arcAngle) val toAngle = fromAngle + arcAngle val year = index / 12 val month = index % 12 yearText.textContent = (1880 + year).toString() monthText.textContent = months[month].toString() cursor.x = timeScale(index.toDouble()) path { stroke = tempColorScale(temps[year].tempDeltas[month]) strokeWidth = 3.0 arc(center, center + margin, startRadius + (index * radiusIncrement), fromAngle, toAngle) } } previousIndex = currentIndex if (autoAnimation) currentIndex++ } } // Central tooltip group { yearText = text { x = center y = center + margin + 15.0 fontSize = 20.0 fontWeight = FontWeight.BOLD textAlign = textAlign(TextHAlign.MIDDLE, TextVAlign.MIDDLE) textContent = "" } monthText = text { x = center y = center + margin - 15.0 fontSize = 20.0 fontWeight = FontWeight.BOLD textAlign = textAlign(TextHAlign.MIDDLE, TextVAlign.MIDDLE) textContent = "" } } on(KPointerClick) { event -> if (event.pos.y >= 90.0 && event.pos.y <= 105.0 && event.pos.x >= margin && event.pos.x <= dimension - margin) { currentIndex = timeScale.invert(event.pos.x - margin).toInt() autoAnimation = false } } on(KPointerDrag) { event -> if (event.pos.y >= 90.0 && event.pos.y <= 105.0 && event.pos.x >= margin && event.pos.x <= dimension - margin) { currentIndex = timeScale.invert(event.pos.x - margin).toInt() autoAnimation = false } } }.bindRendererOnNewCanvas() } // utility extension function to transform a ChromaticScale to a Gradient fun SequentialScale<Color>.toLinearGradient(from:Point, to:Point, fromVal:Double, toVal:Double, step:Int):LinearGradient { val translate = Scales.Continuous.linear() { domain = listOf(.0, step.toDouble()) range = listOf(fromVal, toVal) } var builder = Colors.Gradient.linear(from, to) .withColor(this(fromVal), 0.pct) .andColor(this(toVal), 100.pct) (1 until step - 1).forEach { builder = builder.andColor(this(translate(it)), Percent(it * (1.0 / step))) } return builder } val months = listOf("January", "February", "March", "April", "May", "June", "July", "August", "September", "October", "November", "December") // data class used to store NASA readings data class TempSurvey(val year:Int, val tempDeltas:List<Double>) // dataset from https://data.giss.nasa.gov/gistemp/ val temps = listOf( TempSurvey(1880,listOf(-.18,-.24,-.09,-.16,-.10,-.21,-.18,-.10,-.15,-.24,-.22,-.18)), TempSurvey(1881,listOf(-.20,-.14,.03,.05,.06,-.18,.00,-.03,-.15,-.22,-.18,-.07)), TempSurvey(1882,listOf(.17,.14,.05,-.16,-.14,-.22,-.16,-.07,-.14,-.24,-.16,-.36)), TempSurvey(1883,listOf(-.29,-.36,-.12,-.18,-.18,-.07,-.07,-.14,-.22,-.11,-.24,-.11)), TempSurvey(1884,listOf(-.13,-.08,-.37,-.40,-.34,-.35,-.33,-.27,-.27,-.25,-.33,-.31)), TempSurvey(1885,listOf(-.58,-.33,-.26,-.42,-.45,-.43,-.33,-.30,-.28,-.23,-.23,-.09)), TempSurvey(1886,listOf(-.43,-.50,-.43,-.27,-.24,-.34,-.17,-.30,-.24,-.27,-.27,-.25)), TempSurvey(1887,listOf(-.71,-.56,-.35,-.34,-.30,-.24,-.25,-.34,-.25,-.35,-.26,-.33)), TempSurvey(1888,listOf(-.33,-.35,-.41,-.20,-.22,-.17,-.10,-.15,-.12,.02,.04,-.04)), TempSurvey(1889,listOf(-.08,.18,.06,.10,-.01,-.10,-.07,-.20,-.24,-.26,-.33,-.29)), TempSurvey(1890,listOf(-.42,-.45,-.40,-.30,-.40,-.25,-.28,-.39,-.37,-.25,-.44,-.31)), TempSurvey(1891,listOf(-.33,-.47,-.18,-.27,-.16,-.20,-.17,-.17,-.15,-.22,-.31,-.04)), TempSurvey(1892,listOf(-.28,-.10,-.40,-.33,-.23,-.22,-.31,-.27,-.16,-.14,-.41,-.38)), TempSurvey(1893,listOf(-.80,-.56,-.22,-.27,-.34,-.25,-.14,-.25,-.23,-.19,-.19,-.32)), TempSurvey(1894,listOf(-.52,-.28,-.22,-.44,-.30,-.40,-.24,-.23,-.28,-.22,-.25,-.21)), TempSurvey(1895,listOf(-.40,-.42,-.32,-.21,-.27,-.21,-.16,-.16,-.12,-.10,-.16,-.13)), TempSurvey(1896,listOf(-.21,-.12,-.26,-.30,-.16,-.11,-.02,-.05,-.07,.06,-.04,-.04)), TempSurvey(1897,listOf(-.15,-.17,-.13,-.02,-.02,-.11,-.02,-.09,-.09,-.12,-.19,-.20)), TempSurvey(1898,listOf(-.01,-.29,-.50,-.29,-.30,-.18,-.22,-.26,-.21,-.35,-.37,-.23)), TempSurvey(1899,listOf(-.16,-.38,-.36,-.21,-.24,-.32,-.16,-.08,-.05,-.04,.12,-.26)), TempSurvey(1900,listOf(-.35,-.05,.01,-.09,-.08,-.10,-.13,-.09,-.05,.10,-.07,-.06)), TempSurvey(1901,listOf(-.23,-.11,.06,-.02,-.16,-.12,-.15,-.20,-.22,-.30,-.18,-.28)), TempSurvey(1902,listOf(-.19,-.07,-.28,-.28,-.32,-.31,-.29,-.30,-.30,-.30,-.36,-.42)), TempSurvey(1903,listOf(-.24,-.06,-.23,-.41,-.40,-.42,-.36,-.45,-.50,-.49,-.43,-.51)), TempSurvey(1904,listOf(-.64,-.58,-.49,-.50,-.52,-.49,-.52,-.49,-.56,-.40,-.18,-.34)), TempSurvey(1905,listOf(-.35,-.60,-.22,-.33,-.30,-.28,-.27,-.21,-.20,-.25,-.07,-.14)), TempSurvey(1906,listOf(-.28,-.31,-.19,-.05,-.26,-.20,-.24,-.20,-.29,-.21,-.38,-.15)), TempSurvey(1907,listOf(-.43,-.52,-.28,-.38,-.47,-.42,-.35,-.34,-.35,-.24,-.48,-.48)), TempSurvey(1908,listOf(-.45,-.33,-.56,-.45,-.38,-.38,-.36,-.46,-.36,-.45,-.52,-.50)), TempSurvey(1909,listOf(-.73,-.47,-.55,-.59,-.55,-.52,-.46,-.34,-.39,-.40,-.32,-.57)), TempSurvey(1910,listOf(-.43,-.43,-.51,-.43,-.35,-.39,-.35,-.37,-.39,-.42,-.56,-.68)), TempSurvey(1911,listOf(-.63,-.58,-.62,-.54,-.52,-.50,-.42,-.44,-.41,-.27,-.21,-.22)), TempSurvey(1912,listOf(-.26,-.14,-.38,-.18,-.22,-.24,-.43,-.55,-.58,-.59,-.39,-.44)), TempSurvey(1913,listOf(-.40,-.46,-.43,-.40,-.45,-.46,-.37,-.33,-.36,-.33,-.21,-.03)), TempSurvey(1914,listOf(.04,-.10,-.25,-.30,-.22,-.26,-.24,-.17,-.18,-.04,-.16,-.05)), TempSurvey(1915,listOf(-.21,-.04,-.10,.05,-.06,-.22,-.13,-.22,-.21,-.25,-.13,-.22)), TempSurvey(1916,listOf(-.13,-.15,-.28,-.31,-.35,-.50,-.37,-.28,-.37,-.33,-.47,-.82)), TempSurvey(1917,listOf(-.57,-.63,-.65,-.56,-.56,-.44,-.26,-.23,-.24,-.45,-.34,-.68)), TempSurvey(1918,listOf(-.48,-.35,-.26,-.45,-.44,-.37,-.32,-.32,-.19,-.07,-.12,-.30)), TempSurvey(1919,listOf(-.21,-.25,-.22,-.13,-.29,-.37,-.30,-.34,-.26,-.21,-.42,-.43)), TempSurvey(1920,listOf(-.25,-.27,-.13,-.25,-.28,-.36,-.31,-.28,-.23,-.28,-.28,-.47)), TempSurvey(1921,listOf(-.05,-.18,-.24,-.31,-.31,-.28,-.15,-.26,-.20,-.04,-.14,-.18)), TempSurvey(1922,listOf(-.33,-.45,-.15,-.23,-.34,-.31,-.28,-.33,-.37,-.33,-.15,-.19)), TempSurvey(1923,listOf(-.29,-.40,-.34,-.42,-.34,-.30,-.31,-.33,-.32,-.14,-.03,-.05)), TempSurvey(1924,listOf(-.24,-.24,-.09,-.32,-.19,-.27,-.30,-.36,-.33,-.36,-.22,-.43)), TempSurvey(1925,listOf(-.39,-.41,-.28,-.26,-.30,-.33,-.27,-.20,-.20,-.18,.04,.06)), TempSurvey(1926,listOf(.20,.02,.10,-.13,-.24,-.26,-.28,-.14,-.16,-.12,-.07,-.30)), TempSurvey(1927,listOf(-.28,-.19,-.39,-.31,-.26,-.28,-.20,-.24,-.13,-.02,-.06,-.34)), TempSurvey(1928,listOf(-.03,-.09,-.26,-.29,-.30,-.39,-.20,-.23,-.22,-.20,-.09,-.17)), TempSurvey(1929,listOf(-.46,-.59,-.34,-.42,-.39,-.44,-.37,-.32,-.26,-.15,-.12,-.55)), TempSurvey(1930,listOf(-.30,-.27,-.12,-.26,-.25,-.22,-.22,-.16,-.16,-.12,.17,-.06)), TempSurvey(1931,listOf(-.10,-.21,-.11,-.23,-.20,-.08,-.04,-.04,-.07,.04,-.06,-.06)), TempSurvey(1932,listOf(.14,-.18,-.18,-.06,-.18,-.29,-.25,-.22,-.11,-.09,-.28,-.26)), TempSurvey(1933,listOf(-.24,-.30,-.30,-.25,-.30,-.35,-.21,-.24,-.30,-.26,-.31,-.45)), TempSurvey(1934,listOf(-.22,-.03,-.30,-.31,-.10,-.16,-.11,-.13,-.16,-.07,.03,-.03)), TempSurvey(1935,listOf(-.34,.14,-.15,-.37,-.30,-.27,-.22,-.22,-.22,-.06,-.27,-.18)), TempSurvey(1936,listOf(-.28,-.39,-.22,-.20,-.17,-.22,-.10,-.13,-.10,-.04,.01,-.02)), TempSurvey(1937,listOf(-.08,.02,-.21,-.16,-.06,-.05,-.04,.01,.08,.08,.08,-.07)), TempSurvey(1938,listOf(.08,.03,.09,.05,-.10,-.18,-.10,-.06,.00,.14,.07,-.13)), TempSurvey(1939,listOf(-.06,-.07,-.18,-.10,-.05,-.07,-.06,-.06,-.08,-.04,.06,.43)), TempSurvey(1940,listOf(-.01,.08,.09,.17,.10,.11,.12,.07,.15,.11,.16,.31)), TempSurvey(1941,listOf(.18,.31,.09,.16,.16,.12,.21,.15,.02,.34,.22,.21)), TempSurvey(1942,listOf(.29,.02,.05,.09,.10,.04,.00,-.04,-.04,.01,.09,.12)), TempSurvey(1943,listOf(-.01,.17,-.04,.10,.06,-.06,.08,.01,.05,.22,.19,.23)), TempSurvey(1944,listOf(.36,.24,.26,.19,.18,.15,.17,.18,.27,.26,.10,.03)), TempSurvey(1945,listOf(.09,.00,.05,.19,.05,.00,.03,.26,.20,.18,.06,-.07)), TempSurvey(1946,listOf(.15,.02,.01,.05,-.08,-.22,-.13,-.21,-.09,-.08,-.06,-.31)), TempSurvey(1947,listOf(-.07,-.08,.06,.06,-.02,-.02,-.05,-.07,-.13,.07,.02,-.14)), TempSurvey(1948,listOf(.06,-.15,-.25,-.12,-.01,-.05,-.12,-.12,-.15,-.06,-.13,-.24)), TempSurvey(1949,listOf(.06,-.15,-.03,-.11,-.11,-.28,-.13,-.13,-.15,-.07,-.11,-.18)), TempSurvey(1950,listOf(-.26,-.27,-.08,-.21,-.12,-.05,-.09,-.16,-.12,-.21,-.34,-.22)), TempSurvey(1951,listOf(-.34,-.42,-.21,-.14,-.01,-.07,-.01,.06,.05,.07,-.01,.15)), TempSurvey(1952,listOf(.11,.11,-.08,.03,-.03,-.03,.04,.05,.06,-.01,-.13,-.02)), TempSurvey(1953,listOf(.07,.14,.10,.19,.11,.11,.00,.05,.04,.07,-.03,.04)), TempSurvey(1954,listOf(-.24,-.10,-.15,-.14,-.20,-.19,-.19,-.18,-.10,-.02,.08,-.18)), TempSurvey(1955,listOf(.13,-.16,-.32,-.22,-.20,-.14,-.12,.02,-.11,-.06,-.25,-.28)), TempSurvey(1956,listOf(-.13,-.24,-.21,-.28,-.29,-.16,-.09,-.26,-.19,-.23,-.15,-.06)), TempSurvey(1957,listOf(-.09,-.03,-.04,.01,.09,.16,.03,.13,.07,.00,.07,.14)), TempSurvey(1958,listOf(.39,.21,.09,.01,.05,-.07,.06,-.03,-.02,.04,.02,.01)), TempSurvey(1959,listOf(.08,.07,.17,.14,.05,.03,.03,.00,-.06,-.06,-.08,-.01)), TempSurvey(1960,listOf(.00,.14,-.34,-.15,-.08,-.05,-.04,.03,.06,.05,-.11,.19)), TempSurvey(1961,listOf(.07,.19,.10,.12,.13,.11,.01,.01,.08,.02,.03,-.16)), TempSurvey(1962,listOf(.06,.16,.11,.06,-.07,.05,.02,-.02,.02,.02,.06,-.03)), TempSurvey(1963,listOf(-.03,.19,-.13,-.07,-.06,.03,.07,.22,.18,.14,.14,-.03)), TempSurvey(1964,listOf(-.09,-.10,-.22,-.32,-.25,-.05,-.05,-.21,-.30,-.31,-.22,-.30)), TempSurvey(1965,listOf(-.08,-.17,-.13,-.20,-.11,-.08,-.14,-.05,-.14,-.06,-.06,-.08)), TempSurvey(1966,listOf(-.19,-.05,.03,-.14,-.12,-.01,.08,-.08,-.03,-.16,-.01,-.03)), TempSurvey(1967,listOf(-.08,-.21,.05,-.04,.11,-.08,.03,-.01,-.05,.10,-.04,-.05)), TempSurvey(1968,listOf(-.26,-.15,.20,-.06,-.13,-.07,-.12,-.08,-.17,.09,-.05,-.14)), TempSurvey(1969,listOf(-.11,-.17,.01,.17,.18,.04,-.04,.04,.08,.10,.12,.24)), TempSurvey(1970,listOf(.08,.22,.06,.05,-.04,-.03,.01,-.10,.11,.03,.02,-.12)), TempSurvey(1971,listOf(-.03,-.16,-.18,-.07,-.05,-.17,-.08,-.01,-.06,-.04,-.07,-.08)), TempSurvey(1972,listOf(-.22,-.18,.02,.00,-.03,.04,.01,.16,.02,.08,.03,.17)), TempSurvey(1973,listOf(.29,.33,.29,.28,.23,.19,.13,.05,.09,.10,.05,-.06)), TempSurvey(1974,listOf(-.10,-.27,-.05,-.11,-.04,-.05,-.03,.11,-.07,-.05,-.07,-.08)), TempSurvey(1975,listOf(.11,.08,.13,.04,.16,-.01,-.01,-.17,-.03,-.11,-.17,-.17)), TempSurvey(1976,listOf(-.03,-.06,-.21,-.07,-.20,-.12,-.10,-.12,-.06,-.24,-.06,.11)), TempSurvey(1977,listOf(.18,.23,.25,.27,.33,.27,.20,.18,.02,.03,.16,.03)), TempSurvey(1978,listOf(.06,.10,.19,.17,.09,-.01,.05,-.13,.06,.03,.14,.08)), TempSurvey(1979,listOf(.09,-.10,.19,.15,.04,.14,.04,.17,.25,.26,.29,.48)), TempSurvey(1980,listOf(.30,.40,.30,.31,.35,.20,.22,.19,.21,.13,.30,.22)), TempSurvey(1981,listOf(.53,.42,.48,.33,.25,.29,.32,.35,.15,.12,.23,.41)), TempSurvey(1982,listOf(.05,.16,.03,.15,.18,.06,.15,.04,.14,.13,.18,.42)), TempSurvey(1983,listOf(.53,.43,.42,.28,.33,.23,.18,.35,.37,.16,.30,.17)), TempSurvey(1984,listOf(.31,.14,.26,.06,.33,.02,.19,.19,.21,.14,.07,-.04)), TempSurvey(1985,listOf(.22,-.03,.17,.12,.15,.15,.04,.17,.13,.11,.05,.13)), TempSurvey(1986,listOf(.28,.37,.30,.23,.21,.12,.11,.16,.03,.15,.11,.14)), TempSurvey(1987,listOf(.33,.43,.18,.25,.25,.35,.40,.25,.35,.32,.29,.47)), TempSurvey(1988,listOf(.57,.45,.51,.43,.44,.40,.33,.39,.36,.38,.12,.28)), TempSurvey(1989,listOf(.12,.30,.36,.29,.17,.17,.34,.34,.35,.29,.19,.37)), TempSurvey(1990,listOf(.42,.44,.80,.57,.46,.39,.46,.35,.24,.45,.47,.41)), TempSurvey(1991,listOf(.43,.50,.35,.51,.34,.53,.47,.40,.44,.28,.30,.32)), TempSurvey(1992,listOf(.47,.41,.48,.27,.30,.26,.09,.08,.00,.06,.03,.21)), TempSurvey(1993,listOf(.34,.37,.36,.28,.29,.23,.25,.11,.12,.23,.04,.18)), TempSurvey(1994,listOf(.26,.03,.30,.41,.28,.44,.30,.22,.30,.42,.45,.38)), TempSurvey(1995,listOf(.52,.79,.47,.47,.28,.43,.46,.46,.34,.48,.45,.26)), TempSurvey(1996,listOf(.23,.47,.33,.32,.28,.26,.36,.48,.26,.20,.39,.37)), TempSurvey(1997,listOf(.30,.42,.52,.35,.36,.54,.34,.43,.53,.60,.64,.58)), TempSurvey(1998,listOf(.59,.88,.64,.64,.67,.76,.68,.66,.42,.43,.44,.56)), TempSurvey(1999,listOf(.49,.65,.33,.33,.28,.36,.39,.33,.39,.35,.38,.41)), TempSurvey(2000,listOf(.26,.57,.55,.58,.36,.40,.38,.43,.40,.28,.31,.29)), TempSurvey(2001,listOf(.46,.45,.56,.51,.58,.52,.60,.51,.53,.51,.73,.57)), TempSurvey(2002,listOf(.78,.80,.88,.59,.63,.53,.61,.53,.62,.55,.59,.43)), TempSurvey(2003,listOf(.76,.59,.60,.56,.62,.48,.58,.66,.63,.74,.54,.75)), TempSurvey(2004,listOf(.59,.73,.64,.62,.39,.45,.27,.48,.52,.62,.73,.51)), TempSurvey(2005,listOf(.74,.61,.75,.68,.63,.65,.62,.62,.71,.75,.74,.69)), TempSurvey(2006,listOf(.57,.73,.63,.49,.50,.66,.55,.71,.66,.69,.73,.79)), TempSurvey(2007,listOf(1.02,.71,.73,.76,.69,.61,.60,.60,.60,.60,.59,.50)), TempSurvey(2008,listOf(.30,.39,.74,.54,.50,.50,.61,.48,.61,.66,.70,.55)), TempSurvey(2009,listOf(.65,.54,.55,.61,.66,.65,.72,.68,.73,.66,.81,.68)), TempSurvey(2010,listOf(.76,.84,.92,.85,.76,.69,.64,.67,.64,.71,.83,.45)), TempSurvey(2011,listOf(.52,.48,.65,.65,.52,.61,.71,.73,.58,.66,.59,.61)), TempSurvey(2012,listOf(.49,.49,.58,.72,.78,.65,.59,.64,.72,.79,.79,.53)), TempSurvey(2013,listOf(.71,.63,.68,.57,.62,.71,.62,.71,.78,.70,.85,.70)), TempSurvey(2014,listOf(.76,.56,.80,.81,.86,.67,.59,.81,.85,.80,.67,.80)), TempSurvey(2015,listOf(.86,.90,.96,.77,.79,.82,.75,.83,.84,1.09,1.06,1.16)), TempSurvey(2016,listOf(1.17,1.37,1.36,1.12,.96,.82,.85,1.02,.92,.88,.91,.86)), TempSurvey(2017,listOf(1.04,1.14,1.16,.94,.90,.73,.82,.87,.79,.90,.89,.95)), TempSurvey(2018,listOf(.83,.85,.90,.90,.82,.78,.82,.77,.81,1.00,.83,.92)), TempSurvey(2019,listOf(.94,.95,1.18,1.02,.87,.93,.94,.90)) )