rownames,year,inv,pop,price,linv,lpop,lprice,t,invpc,linvpc,lprice_1,linvpc_1,gprice,ginvpc
1,1947,54864,144126,0.8190000057220459,10.912612915039062,11.878442764282227,-0.1996711939573288,1,0.38066691160202026,-0.9658305048942566,,,,
2,1948,64717,146631,0.8648999929428101,11.077778816223145,11.895674705505371,-0.14514139294624329,2,0.44135960936546326,-0.8178952932357788,-0.1996711939573288,-0.9658305048942566,0.05452980101108551,0.14793521165847778
3,1949,63150,149188,0.8456000089645386,11.053268432617188,11.912962913513184,-0.16770882904529572,3,0.42329141497612,-0.8596944212913513,-0.14514139294624329,-0.8178952932357788,-0.02256743609905243,-0.04179912805557251
4,1950,86014,151684,0.8765000104904175,11.362265586853027,11.92955493927002,-0.13181856274604797,4,0.5670604705810547,-0.5672893524169922,-0.16770882904529572,-0.8596944212913513,0.03589026629924774,0.29240506887435913
5,1951,70610,154287,0.8819000124931335,11.16492748260498,11.946569442749023,-0.12567658722400665,5,0.45765358209609985,-0.781642735004425,-0.13181856274604797,-0.5672893524169922,0.006141975522041321,-0.21435338258743286
6,1952,68574,156954,0.8841999769210815,11.135668754577637,11.96370792388916,-0.12307202070951462,6,0.4369050860404968,-0.828039288520813,-0.12567658722400665,-0.781642735004425,0.002604566514492035,-0.04639655351638794
7,1953,70818,159565,0.8867999911308289,11.167868614196777,11.980206489562988,-0.12013581395149231,7,0.443819135427475,-0.8123381733894348,-0.12307202070951462,-0.828039288520813,0.0029362067580223083,0.015701115131378174
8,1954,78460,162391,0.8597000241279602,11.270343780517578,11.997762680053711,-0.1511717587709427,8,0.48315486311912537,-0.727418065071106,-0.12013581395149231,-0.8123381733894348,-0.03103594481945038,0.08492010831832886
9,1955,91204,165275,0.8708000183105469,11.420853614807129,12.015365600585938,-0.1383429318666458,9,0.5518317818641663,-0.5945120453834534,-0.1511717587709427,-0.727418065071106,0.012828826904296875,0.1329060196876526
10,1956,80383,168221,0.8828999996185303,11.294557571411133,12.033034324645996,-0.12454333901405334,10,0.47784164547920227,-0.7384758591651917,-0.1383429318666458,-0.5945120453834534,0.013799592852592468,-0.14396381378173828
11,1957,74040,171274,0.87220001220703125,11.212360382080078,12.051019668579102,-0.13673651218414307,11,0.4322897791862488,-0.8386591076850891,-0.12454333901405334,-0.7384758591651917,-0.012193173170089722,-0.10018324851989746
12,1958,74822,174141,0.8521000146865845,11.222867012023926,12.067620277404785,-0.1600513756275177,12,0.4296633303165436,-0.8447533249855042,-0.13673651218414307,-0.8386591076850891,-0.023314863443374634,-0.006094217300415039
13,1959,88936,177830,0.8647000193595886,11.395671844482422,12.088582992553711,-0.14537262916564941,13,0.5001180768013,-0.6929110288619995,-0.1600513756275177,-0.8447533249855042,0.014678746461868286,0.15184229612350464
14,1960,83127,180671,0.8619999885559082,11.328125,12.104433059692383,-0.14850002527236938,14,0.46010151505470276,-0.7763081192970276,-0.14537262916564941,-0.6929110288619995,-0.0031273961067199707,-0.08339709043502808
15,1961,83207,183691,0.8553000092506409,11.329086303710938,12.121009826660156,-0.15630298852920532,15,0.4529726505279541,-0.79192352294921875,-0.14850002527236938,-0.7763081192970276,-0.0078029632568359375,-0.015615403652191162
16,1962,89121,186538,0.8593000173568726,11.397749900817871,12.136390686035156,-0.15163715183734894,16,0.47776323556900024,-0.7386400103569031,-0.15630298852920532,-0.79192352294921875,0.004665836691856384,0.053283512592315674
17,1963,96778,189242,0.8655999898910522,11.480175018310547,12.150781631469727,-0.1443323791027069,17,0.5113980770111084,-0.6706069707870483,-0.15163715183734894,-0.7386400103569031,0.007304772734642029,0.06803303956985474
18,1964,94306,191889,0.8794999718666077,11.454299926757812,12.164671897888184,-0.1284017413854599,18,0.49146121740341187,-0.710372269153595,-0.1443323791027069,-0.6706069707870483,0.01593063771724701,-0.03976529836654663
19,1965,100103,194303,0.8773999810218811,11.513955116271973,12.177173614501953,-0.1307923048734665,19,0.5151901841163635,-0.663219153881073,-0.1284017413854599,-0.710372269153595,-0.002390563488006592,0.04715311527252197
20,1966,92145,196560,0.8783000111579895,11.431118965148926,12.188722610473633,-0.129767045378685,20,0.46878814697265625,-0.7576043009757996,-0.1307923048734665,-0.663219153881073,0.0010252594947814941,-0.09438514709472656
21,1967,91336,198712,0.8919000029563904,11.422300338745117,12.19961166381836,-0.11440125852823257,21,0.45964008569717407,-0.7773115038871765,-0.129767045378685,-0.7576043009757996,0.015365786850452423,-0.019707202911376953
22,1968,99617,200706,0.9035999774932861,11.509088516235352,12.209596633911133,-0.10136851668357849,22,0.49633294343948364,-0.7005082964897156,-0.11440125852823257,-0.7773115038871765,0.013032741844654083,0.07680320739746094
23,1969,102183,202677,0.9151999950408936,11.534520149230957,12.219368934631348,-0.08861266076564789,23,0.5041667222976685,-0.6848482489585876,-0.10136851668357849,-0.7005082964897156,0.012755855917930603,0.01566004753112793
24,1970,96855,205052,0.8823000192642212,11.48097038269043,12.231019020080566,-0.12522312998771667,24,0.4723435938358307,-0.7500485777854919,-0.08861266076564789,-0.6848482489585876,-0.03661046922206879,-0.0652003288269043
25,1971,124309,207191,0.879800021648407,11.730525970458984,12.241395950317383,-0.12806063890457153,25,0.5999729633331299,-0.5108706951141357,-0.12522312998771667,-0.7500485777854919,-0.0028375089168548584,0.2391778826713562
26,1972,147269,209353,0.8873999714851379,11.900015830993652,12.251776695251465,-0.11945947259664536,26,0.7034482359886169,-0.35176098346710205,-0.12806063890457153,-0.5108706951141357,0.008601166307926178,0.1591097116470337
27,1973,145286,211536,0.9057000279426575,11.886459350585938,12.262150764465332,-0.09904712438583374,27,0.686814546585083,-0.3756909668445587,-0.11945947259664536,-0.35176098346710205,0.020412348210811615,-0.023929983377456665
28,1974,112349,213743,0.9232000112533569,11.629364967346191,12.272529602050781,-0.07990936934947968,28,0.5256265997886658,-0.6431642174720764,-0.09904712438583374,-0.3756909668445587,0.019137755036354065,-0.2674732506275177
29,1975,95170,215973,0.9146999716758728,11.463419914245605,12.28290843963623,-0.08915916830301285,29,0.4406569302082062,-0.8194886445999146,-0.07990936934947968,-0.6431642174720764,-0.009249798953533173,-0.17632442712783813
30,1976,117727,218280,0.9199000000953674,11.67612361907959,12.293534278869629,-0.08349031209945679,30,0.5393393635749817,-0.6174103021621704,-0.08915916830301285,-0.8194886445999146,0.005668856203556061,0.20207834243774414
31,1977,142412,220612,0.9603999853134155,11.866479873657227,12.304161071777344,-0.040405429899692535,31,0.6455315351486206,-0.4376812279224396,-0.08349031209945679,-0.6174103021621704,0.04308488219976425,0.17972907423973083
32,1978,151261,222968,1.006100058555603,11.926761627197266,12.314783096313477,0.0060815284959971905,32,0.6783977746963501,-0.38802146911621094,-0.040405429899692535,-0.4376812279224396,0.04648695886135101,0.04965975880622864
33,1979,143049,225350,1.035599946975708,11.870942115783691,12.325409889221191,0.03498091921210289,33,0.6347858905792236,-0.4544675052165985,0.0060815284959971905,-0.38802146911621094,0.028899390250444412,-0.06644603610038757
34,1980,112310,227757,1.0432000160217285,11.62901782989502,12.336034774780273,0.04229292646050453,34,0.49311327934265137,-0.7070163488388062,0.03498091921210289,-0.4544675052165985,0.007312007248401642,-0.25254884362220764
35,1981,102714,230139,1.0282000303268433,11.539703369140625,12.34643840789795,0.027809729799628258,35,0.44631287455558777,-0.8067350387573242,0.04229292646050453,-0.7070163488388062,-0.014483196660876274,-0.09971868991851807
36,1982,84676,232520,1,11.346587181091309,12.356731414794922,0,36,0.3641665279865265,-1.0101439952850342,0.027809729799628258,-0.8067350387573242,-0.027809729799628258,-0.20340895652770996
37,1983,122819,234799,0.9836000204086304,11.718466758728027,12.366484642028809,-0.01653594709932804,37,0.5230814218521118,-0.6480181217193604,0,-1.0101439952850342,-0.01653594709932804,0.36212587356567383
38,1984,145166,237001,0.9836000204086304,11.88563346862793,12.375819206237793,-0.01653594709932804,38,0.6125121712684631,-0.4901864528656006,-0.01653594709932804,-0.6480181217193604,0,0.15783166885375977
39,1985,146311,239279,0.9760000109672546,11.893489837646484,12.385385513305664,-0.024292681366205215,39,0.611466109752655,-0.49189573526382446,-0.01653594709932804,-0.4901864528656006,-0.007756734266877174,-0.001709282398223877
40,1986,168406,241625,0.9760000109672546,12.034132957458496,12.395142555236816,-0.024292681366205215,40,0.6969726085662842,-0.3610091805458069,-0.024292681366205215,-0.49189573526382446,0,0.13088655471801758
41,1987,167459,243934,0.9891999959945679,12.028493881225586,12.40465259552002,-0.010858747176826,41,0.6864930391311646,-0.3761591911315918,-0.024292681366205215,-0.3610091805458069,0.013433934189379215,-0.015150010585784912
42,1988,165459,246329,0.9864000082015991,12.016478538513184,12.414422988891602,-0.013693318702280521,42,0.6716992259025574,-0.3979446291923523,-0.010858747176826,-0.3761591911315918,-0.002834571525454521,-0.021785438060760498