SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.56863623584101 [1] => -0.26841123481326 [2] => -0.16685288808721 [3] => -0.19586056766465 [4] => -0.22475374025976 [5] => 0.026941627959029 [6] => 0.10071508657308 [7] => 0.20085049809108 [8] => 0.20030318298159 [9] => 0.035429738184548 [10] => 0.0064660422492317 [11] => -0.052076380168274 [12] => -0.15242734085789 [13] => -0.37059040089728 [14] => -0.63078414258986 [15] => -1.267606240177 [16] => -1.6382721639824 [17] => -0.46470587995723 [18] => -0.49894073778225 [19] => -0.42365864979421 [20] => -0.39040559077478 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.32110838179088 [SumXX] => 48.125 [SumXY] => -6.1351692326098 [SumYY] => 4.0881433237653 [Slope] => -0.12748403600228 [YInt] => -0.0023982917851785 [PredictedY] => Array ( [0] => -0.0023982917851785 [1] => -0.034269300785749 [2] => -0.066140309786319 [3] => -0.09801131878689 [4] => -0.12988232778746 [5] => -0.16175333678803 [6] => -0.1936243457886 [7] => -0.22549535478917 [8] => -0.25736636378974 [9] => -0.28923737279031 [10] => -0.32110838179088 [11] => -0.35297939079145 [12] => -0.38485039979202 [13] => -0.41672140879259 [14] => -0.44859241779317 [15] => -0.48046342679374 [16] => -0.51233443579431 [17] => -0.54420544479488 [18] => -0.57607645379545 [19] => -0.60794746279602 [20] => -0.63981847179659 ) [Error] => Array ( [0] => -0.56623794405583 [1] => -0.23414193402751 [2] => -0.1007125783009 [3] => -0.09784924887776 [4] => -0.094871412472303 [5] => 0.18869496474706 [6] => 0.29433943236168 [7] => 0.42634585288025 [8] => 0.45766954677133 [9] => 0.32466711097486 [10] => 0.32757442404012 [11] => 0.30090301062318 [12] => 0.23242305893414 [13] => 0.046131007895314 [14] => -0.18219172479669 [15] => -0.7871428133833 [16] => -1.1259377281881 [17] => 0.079499564837647 [18] => 0.077135716013199 [19] => 0.18428881300181 [20] => 0.24941288102181 ) [SquaredError] => Array ( [0] => 0.32062540928858 [1] => 0.054822445270144 [2] => 0.010143023428014 [3] => 0.0095744755059417 [4] => 0.0090005849044899 [5] => 0.035605789720894 [6] => 0.086635701442998 [7] => 0.18177078626819 [8] => 0.20946141404187 [9] => 0.10540873294876 [10] => 0.10730500328521 [11] => 0.090542621802094 [12] => 0.054020478324301 [13] => 0.0021280698894375 [14] => 0.033193824584393 [15] => 0.61959380866097 [16] => 1.2677357677574 [17] => 0.0063201808093753 [18] => 0.0059499186848689 [19] => 0.033962366597616 [20] => 0.062206785219599 ) [TotalError] => 4.0881433237653 [SumError] => 2.2204460492503E-16 [SumSquaredError] => 3.3060071884351 [ErrorVariance] => 0.17400037833869 [StdErr] => 0.41713352579083 [SlopeStdErr] => 0.060129795252999 [SlopeVal] => [YIntStdErr] => 0.17573612045945 [YIntTVal] => -0.013647119208665 [R] => -0.4373993356062 [RSquared] => 0.19131817878874 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => -2.1201475153189 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.26841123481326 [1] => -0.16685288808721 [2] => -0.19586056766465 [3] => -0.22475374025976 [4] => 0.026941627959029 [5] => 0.10071508657308 [6] => 0.20085049809108 [7] => 0.20030318298159 [8] => 0.035429738184548 [9] => 0.0064660422492317 [10] => -0.052076380168274 [11] => -0.15242734085789 [12] => -0.37059040089728 [13] => -0.63078414258986 [14] => -1.267606240177 [15] => -1.6382721639824 [16] => -0.46470587995723 [17] => -0.49894073778225 [18] => -0.42365864979421 [19] => -0.39040559077478 [20] => -0.89279003035213 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.3365442767676 [SumXX] => 48.125 [SumXY] => -8.2450749526508 [SumYY] => 4.3486895886079 [Slope] => -0.17132623278235 [YInt] => 0.091771305188282 [PredictedY] => Array ( [0] => 0.091771305188282 [1] => 0.048939746992694 [2] => 0.006108188797105 [3] => -0.036723369398484 [4] => -0.079554927594072 [5] => -0.12238648578966 [6] => -0.16521804398525 [7] => -0.20804960218084 [8] => -0.25088116037643 [9] => -0.29371271857201 [10] => -0.3365442767676 [11] => -0.37937583496319 [12] => -0.42220739315878 [13] => -0.46503895135437 [14] => -0.50787050954996 [15] => -0.55070206774555 [16] => -0.59353362594113 [17] => -0.63636518413672 [18] => -0.67919674233231 [19] => -0.7220283005279 [20] => -0.76485985872349 ) [Error] => Array ( [0] => -0.36018254000154 [1] => -0.21579263507991 [2] => -0.20196875646175 [3] => -0.18803037086128 [4] => 0.1064965555531 [5] => 0.22310157236274 [6] => 0.36606854207633 [7] => 0.40835278516242 [8] => 0.28631089856097 [9] => 0.30017876082125 [10] => 0.28446789659933 [11] => 0.2269484941053 [12] => 0.051616992261499 [13] => -0.16574519123549 [14] => -0.75973573062707 [15] => -1.0875700962369 [16] => 0.12882774598391 [17] => 0.13742444635447 [18] => 0.2555380925381 [19] => 0.33162270975312 [20] => -0.12793017162864 ) [SquaredError] => Array ( [0] => 0.12973146212196 [1] => 0.04656646135473 [2] => 0.040791378586708 [3] => 0.035355420366231 [4] => 0.011341516344675 [5] => 0.049774311590728 [6] => 0.13400617749789 [7] => 0.16675199714991 [8] => 0.081973930634793 [9] => 0.090107288448179 [10] => 0.080921984195647 [11] => 0.051505618976665 [12] => 0.0026643138901237 [13] => 0.027471468417689 [14] => 0.57719838039145 [15] => 1.1828087142287 [16] => 0.016596588135294 [17] => 0.018885478455834 [18] => 0.065299716738013 [19] => 0.109973621624 [20] => 0.016366128812934 ) [TotalError] => 4.3486895886079 [SumError] => 2.2204460492503E-16 [SumSquaredError] => 2.9360919579621 [ErrorVariance] => 0.15453115568222 [StdErr] => 0.39310450987265 [SlopeStdErr] => 0.056666012751815 [SlopeVal] => [YIntStdErr] => 0.16561282474038 [YIntTVal] => 0.55413163402137 [R] => -0.56994117370025 [RSquared] => 0.32483294147881 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => -3.0234389974238 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.16685288808721 [1] => -0.19586056766465 [2] => -0.22475374025976 [3] => 0.026941627959029 [4] => 0.10071508657308 [5] => 0.20085049809108 [6] => 0.20030318298159 [7] => 0.035429738184548 [8] => 0.0064660422492317 [9] => -0.052076380168274 [10] => -0.15242734085789 [11] => -0.37059040089728 [12] => -0.63078414258986 [13] => -1.267606240177 [14] => -1.6382721639824 [15] => -0.46470587995723 [16] => -0.49894073778225 [17] => -0.42365864979421 [18] => -0.39040559077478 [19] => -0.89279003035213 [20] => -0.67162039656126 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.35574471304132 [SumXX] => 48.125 [SumXY] => -8.8953993867605 [SumYY] => 4.4485816914428 [Slope] => -0.18483946777684 [YInt] => 0.10635395640079 [PredictedY] => Array ( [0] => 0.10635395640079 [1] => 0.060144089456576 [2] => 0.013934222512366 [3] => -0.032275644431845 [4] => -0.078485511376055 [5] => -0.12469537832027 [6] => -0.17090524526448 [7] => -0.21711511220869 [8] => -0.2633249791529 [9] => -0.30953484609711 [10] => -0.35574471304132 [11] => -0.40195457998553 [12] => -0.44816444692974 [13] => -0.49437431387395 [14] => -0.54058418081816 [15] => -0.58679404776237 [16] => -0.63300391470658 [17] => -0.67921378165079 [18] => -0.725423648595 [19] => -0.77163351553921 [20] => -0.81784338248342 ) [Error] => Array ( [0] => -0.273206844488 [1] => -0.25600465712123 [2] => -0.23868796277213 [3] => 0.059217272390874 [4] => 0.17920059794914 [5] => 0.32554587641134 [6] => 0.37120842824606 [7] => 0.25254485039323 [8] => 0.26979102140213 [9] => 0.25745846592883 [10] => 0.20331737218343 [11] => 0.031364179088247 [12] => -0.18261969566012 [13] => -0.77323192630308 [14] => -1.0976879831642 [15] => 0.12208816780514 [16] => 0.13406317692433 [17] => 0.25555513185658 [18] => 0.33501805782022 [19] => -0.12115651481292 [20] => 0.14622298592216 ) [SquaredError] => Array ( [0] => 0.074641979875091 [1] => 0.065538384467756 [2] => 0.056971943572309 [3] => 0.003506685349415 [4] => 0.032112854305328 [5] => 0.10598011764843 [6] => 0.13779569720091 [7] => 0.063778901460141 [8] => 0.072787195229204 [9] => 0.066284861678428 [10] => 0.041337953831575 [11] => 0.00098371172987963 [12] => 0.033349953242994 [13] => 0.59788761185438 [14] => 1.2049189083832 [15] => 0.014905520718016 [16] => 0.017972935407045 [17] => 0.065308425418236 [18] => 0.11223709906563 [19] => 0.014678901081613 [20] => 0.021381161611992 ) [TotalError] => 4.4485816914428 [SumError] => -3.885780586188E-16 [SumSquaredError] => 2.8043608031316 [ErrorVariance] => 0.14759793700692 [StdErr] => 0.38418476935834 [SlopeStdErr] => 0.055380232209918 [SlopeVal] => [YIntStdErr] => 0.16185498583133 [YIntTVal] => 0.65709410096036 [R] => -0.60795200563729 [RSquared] => 0.3696056411584 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => -3.3376434225882 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.19586056766465 [1] => -0.22475374025976 [2] => 0.026941627959029 [3] => 0.10071508657308 [4] => 0.20085049809108 [5] => 0.20030318298159 [6] => 0.035429738184548 [7] => 0.0064660422492317 [8] => -0.052076380168274 [9] => -0.15242734085789 [10] => -0.37059040089728 [11] => -0.63078414258986 [12] => -1.267606240177 [13] => -1.6382721639824 [14] => -0.46470587995723 [15] => -0.49894073778225 [16] => -0.42365864979421 [17] => -0.39040559077478 [18] => -0.89279003035213 [19] => -0.67162039656126 [20] => -0.68824613894425 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.38057296308213 [SumXX] => 48.125 [SumXY] => -9.207200432894 [SumYY] => 4.5105134861339 [Slope] => -0.19131845055364 [YInt] => 0.097723163301977 [PredictedY] => Array ( [0] => 0.097723163301977 [1] => 0.049893550663567 [2] => 0.0020639380251561 [3] => -0.045765674613255 [4] => -0.093595287251665 [5] => -0.14142489989008 [6] => -0.18925451252849 [7] => -0.2370841251669 [8] => -0.28491373780531 [9] => -0.33274335044372 [10] => -0.38057296308213 [11] => -0.42840257572054 [12] => -0.47623218835895 [13] => -0.52406180099736 [14] => -0.57189141363577 [15] => -0.61972102627418 [16] => -0.66755063891259 [17] => -0.715380251551 [18] => -0.76320986418941 [19] => -0.81103947682782 [20] => -0.85886908946623 ) [Error] => Array ( [0] => -0.29358373096663 [1] => -0.27464729092333 [2] => 0.024877689933873 [3] => 0.14648076118634 [4] => 0.29444578534274 [5] => 0.34172808287166 [6] => 0.22468425071303 [7] => 0.24355016741613 [8] => 0.23283735763703 [9] => 0.18031600958583 [10] => 0.0099825621848476 [11] => -0.20238156686932 [12] => -0.79137405181808 [13] => -1.114210362985 [14] => 0.10718553367854 [15] => 0.12078028849193 [16] => 0.24389198911839 [17] => 0.32497466077622 [18] => -0.12958016616272 [19] => 0.13941908026656 [20] => 0.17062295052199 ) [SquaredError] => Array ( [0] => 0.086191407088285 [1] => 0.075431134411524 [2] => 0.00061889945644594 [3] => 0.021456613397728 [4] => 0.086698320506104 [5] => 0.11677808262314 [6] => 0.050483012518478 [7] => 0.059316684048424 [8] => 0.054213235111396 [9] => 0.032513863312957 [10] => 9.9651547774349E-5 [11] => 0.04095829860848 [12] => 0.62627288989097 [13] => 1.2414647329833 [14] => 0.011488738629954 [15] => 0.014587878088195 [16] => 0.059483302356123 [17] => 0.10560853014662 [18] => 0.016791019462758 [19] => 0.019437679942374 [20] => 0.029112191244829 ) [TotalError] => 4.5105134861339 [SumError] => -2.7755575615629E-16 [SumSquaredError] => 2.7490061653758 [ErrorVariance] => 0.14468453501978 [StdErr] => 0.38037420393578 [SlopeStdErr] => 0.054830939227 [SlopeVal] => [YIntStdErr] => 0.16024961502626 [YIntTVal] => 0.60981839666799 [R] => -0.62492692027579 [RSquared] => 0.39053365568538 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => -3.4892426292679 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.22475374025976 [1] => 0.026941627959029 [2] => 0.10071508657308 [3] => 0.20085049809108 [4] => 0.20030318298159 [5] => 0.035429738184548 [6] => 0.0064660422492317 [7] => -0.052076380168274 [8] => -0.15242734085789 [9] => -0.37059040089728 [10] => -0.63078414258986 [11] => -1.267606240177 [12] => -1.6382721639824 [13] => -0.46470587995723 [14] => -0.49894073778225 [15] => -0.42365864979421 [16] => -0.39040559077478 [17] => -0.89279003035213 [18] => -0.67162039656126 [19] => -0.68824613894425 [20] => -0.58670023591875 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.39918437585613 [SumXX] => 48.125 [SumXY] => -9.2145595275875 [SumYY] => 4.5116091913258 [Slope] => -0.19147136680701 [YInt] => 0.0794940411614 [PredictedY] => Array ( [0] => 0.0794940411614 [1] => 0.031626199459647 [2] => -0.016241642242107 [3] => -0.06410948394386 [4] => -0.11197732564561 [5] => -0.15984516734737 [6] => -0.20771300904912 [7] => -0.25558085075087 [8] => -0.30344869245263 [9] => -0.35131653415438 [10] => -0.39918437585613 [11] => -0.44705221755789 [12] => -0.49492005925964 [13] => -0.54278790096139 [14] => -0.59065574266315 [15] => -0.6385235843649 [16] => -0.68639142606665 [17] => -0.73425926776841 [18] => -0.78212710947016 [19] => -0.82999495117191 [20] => -0.87786279287367 ) [Error] => Array ( [0] => -0.30424778142116 [1] => -0.0046845715006174 [2] => 0.11695672881519 [3] => 0.26495998203494 [4] => 0.3122805086272 [5] => 0.19527490553191 [6] => 0.21417905129835 [7] => 0.2035044705826 [8] => 0.15102135159474 [9] => -0.019273866742901 [10] => -0.23159976673372 [11] => -0.82055402261914 [12] => -1.1433521047228 [13] => 0.078082021004164 [14] => 0.091715004880898 [15] => 0.21486493457069 [16] => 0.29598583529187 [17] => -0.15853076258372 [18] => 0.1105067129089 [19] => 0.14174881222767 [20] => 0.29116255695492 ) [SquaredError] => Array ( [0] => 0.0925667124997 [1] => 2.1945210144397E-5 [2] => 0.013678876415149 [3] => 0.070203792079954 [4] => 0.097519116068462 [5] => 0.038132288730498 [6] => 0.045872666015062 [7] => 0.041414069547104 [8] => 0.022807448637502 [9] => 0.00037148193922311 [10] => 0.053638451951115 [11] => 0.67330890403646 [12] => 1.307254035374 [13] => 0.0060968020040947 [14] => 0.0084116421203032 [15] => 0.046166940108068 [16] => 0.087607614693428 [17] => 0.025132002685377 [18] => 0.01221173359793 [19] => 0.020092725767955 [20] => 0.084775634572526 ) [TotalError] => 4.5116091913258 [SumError] => -1.1102230246252E-15 [SumSquaredError] => 2.747284884054 [ErrorVariance] => 0.144593941266 [StdErr] => 0.38025510024982 [SlopeStdErr] => 0.054813770431379 [SlopeVal] => [YIntStdErr] => 0.16019943728122 [YIntTVal] => 0.49621922842245 [R] => -0.62535045815474 [RSquared] => 0.39106319551435 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => -3.4931252730865 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => 0.026941627959029 [1] => 0.10071508657308 [2] => 0.20085049809108 [3] => 0.20030318298159 [4] => 0.035429738184548 [5] => 0.0064660422492317 [6] => -0.052076380168274 [7] => -0.15242734085789 [8] => -0.37059040089728 [9] => -0.63078414258986 [10] => -1.267606240177 [11] => -1.6382721639824 [12] => -0.46470587995723 [13] => -0.49894073778225 [14] => -0.42365864979421 [15] => -0.39040559077478 [16] => -0.89279003035213 [17] => -0.67162039656126 [18] => -0.68824613894425 [19] => -0.58670023591875 [20] => -0.4089353929735 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.40795493074726 [SumXX] => 48.125 [SumXY] => -8.7592528224909 [SumYY] => 4.479662851731 [Slope] => -0.18201044825955 [YInt] => 0.047071189901615 [PredictedY] => Array ( [0] => 0.047071189901615 [1] => 0.0015685778367274 [2] => -0.04393403422816 [3] => -0.089436646293048 [4] => -0.13493925835794 [5] => -0.18044187042282 [6] => -0.22594448248771 [7] => -0.2714470945526 [8] => -0.31694970661749 [9] => -0.36245231868238 [10] => -0.40795493074726 [11] => -0.45345754281215 [12] => -0.49896015487704 [13] => -0.54446276694193 [14] => -0.58996537900682 [15] => -0.6354679910717 [16] => -0.68097060313659 [17] => -0.72647321520148 [18] => -0.77197582726637 [19] => -0.81747843933125 [20] => -0.86298105139614 ) [Error] => Array ( [0] => -0.020129561942586 [1] => 0.099146508736354 [2] => 0.24478453231924 [3] => 0.28973982927463 [4] => 0.17036899654248 [5] => 0.18690791267206 [6] => 0.17386810231944 [7] => 0.11901975369471 [8] => -0.053640694279793 [9] => -0.26833182390748 [10] => -0.85965130942977 [11] => -1.1848146211703 [12] => 0.03425427491981 [13] => 0.045522029159679 [14] => 0.16630672921261 [15] => 0.24506240029692 [16] => -0.21181942721554 [17] => 0.054852818640217 [18] => 0.083729688322121 [19] => 0.23077820341251 [20] => 0.45404565842264 ) [SquaredError] => Array ( [0] => 0.0004051992640004 [1] => 0.0098300301946079 [2] => 0.059919467262748 [3] => 0.083949168668094 [4] => 0.029025594982893 [5] => 0.034934567819425 [6] => 0.030230117004163 [7] => 0.01416570176955 [8] => 0.0028773240828182 [9] => 0.072001967721516 [10] => 0.73900037380431 [11] => 1.4037856865388 [12] => 0.0011733553502819 [13] => 0.0020722551388147 [14] => 0.027657928181396 [15] => 0.060055580039289 [16] => 0.04486746974592 [17] => 0.0030088317127765 [18] => 0.0070106607065196 [19] => 0.053258579170304 [20] => 0.20615745993245 ) [TotalError] => 4.479662851731 [SumError] => 5.5511151231258E-17 [SumSquaredError] => 2.8853873190907 [ErrorVariance] => 0.15186249047846 [StdErr] => 0.38969538164887 [SlopeStdErr] => 0.056174586938706 [SlopeVal] => [YIntStdErr] => 0.16417657727727 [YIntTVal] => 0.28671075181522 [R] => -0.59656672498391 [RSquared] => 0.35589185735803 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => -3.2400852089603 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => 0.10071508657308 [1] => 0.20085049809108 [2] => 0.20030318298159 [3] => 0.035429738184548 [4] => 0.0064660422492317 [5] => -0.052076380168274 [6] => -0.15242734085789 [7] => -0.37059040089728 [8] => -0.63078414258986 [9] => -1.267606240177 [10] => -1.6382721639824 [11] => -0.46470587995723 [12] => -0.49894073778225 [13] => -0.42365864979421 [14] => -0.39040559077478 [15] => -0.89279003035213 [16] => -0.67162039656126 [17] => -0.68824613894425 [18] => -0.58670023591875 [19] => -0.4089353929735 [20] => -0.46218090492673 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.4312464799323 [SumXX] => 48.125 [SumXY] => -7.6988522214973 [SumYY] => 4.2820758696999 [Slope] => -0.15997615005709 [YInt] => -0.031306104789584 [PredictedY] => Array ( [0] => -0.031306104789584 [1] => -0.071300142303856 [2] => -0.11129417981813 [3] => -0.1512882173324 [4] => -0.19128225484667 [5] => -0.23127629236094 [6] => -0.27127032987521 [7] => -0.31126436738948 [8] => -0.35125840490376 [9] => -0.39125244241803 [10] => -0.4312464799323 [11] => -0.47124051744657 [12] => -0.51123455496084 [13] => -0.55122859247511 [14] => -0.59122262998939 [15] => -0.63121666750366 [16] => -0.67121070501793 [17] => -0.7112047425322 [18] => -0.75119878004647 [19] => -0.79119281756074 [20] => -0.83118685507501 ) [Error] => Array ( [0] => 0.13202119136267 [1] => 0.27215064039493 [2] => 0.31159736279971 [3] => 0.18671795551695 [4] => 0.1977482970959 [5] => 0.17919991219267 [6] => 0.11884298901733 [7] => -0.059326033507796 [8] => -0.2795257376861 [9] => -0.876353797759 [10] => -1.2070256840501 [11] => 0.0065346374893417 [12] => 0.012293817178594 [13] => 0.12756994268091 [14] => 0.20081703921461 [15] => -0.26157336284847 [16] => -0.00040969154333348 [17] => 0.022958603587955 [18] => 0.16449854412772 [19] => 0.38225742458724 [20] => 0.36900595014829 ) [SquaredError] => Array ( [0] => 0.017429594968818 [1] => 0.074065971067372 [2] => 0.097092916503736 [3] => 0.034863594912429 [4] => 0.039104389004329 [5] => 0.03211260852986 [6] => 0.014123656038572 [7] => 0.0035195782517681 [8] => 0.078134638028959 [9] => 0.76799597884663 [10] => 1.4569110019566 [11] => 4.270148711711E-5 [12] => 0.0001511379408207 [13] => 0.01627409027561 [14] => 0.040327483238921 [15] => 0.06842062415186 [16] => 1.6784716067897E-7 [17] => 0.00052709747870884 [18] => 0.027059771020141 [19] => 0.14612073865207 [20] => 0.13616539124484 ) [TotalError] => 4.2820758696999 [SumError] => -1.498801083244E-15 [SumSquaredError] => 3.0504431314464 [ErrorVariance] => 0.16054963849718 [StdErr] => 0.40068645908887 [SlopeStdErr] => 0.057758950686079 [SlopeVal] => [YIntStdErr] => 0.16880705934009 [YIntTVal] => -0.18545495023708 [R] => -0.53630696022522 [RSquared] => 0.28762515558602 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => -2.769720504906 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => 0.20085049809108 [1] => 0.20030318298159 [2] => 0.035429738184548 [3] => 0.0064660422492317 [4] => -0.052076380168274 [5] => -0.15242734085789 [6] => -0.37059040089728 [7] => -0.63078414258986 [8] => -1.267606240177 [9] => -1.6382721639824 [10] => -0.46470587995723 [11] => -0.49894073778225 [12] => -0.42365864979421 [13] => -0.39040559077478 [14] => -0.89279003035213 [15] => -0.67162039656126 [16] => -0.68824613894425 [17] => -0.58670023591875 [18] => -0.4089353929735 [19] => -0.46218090492673 [20] => -0.8569851997459 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.4768512554713 [SumXX] => 48.125 [SumXY] => -7.3003047131415 [SumYY] => 4.1366705124184 [Slope] => -0.15169464338995 [YInt] => -0.097614646996417 [PredictedY] => Array ( [0] => -0.097614646996417 [1] => -0.1355383078439 [2] => -0.17346196869139 [3] => -0.21138562953888 [4] => -0.24930929038637 [5] => -0.28723295123386 [6] => -0.32515661208135 [7] => -0.36308027292883 [8] => -0.40100393377632 [9] => -0.43892759462381 [10] => -0.4768512554713 [11] => -0.51477491631879 [12] => -0.55269857716628 [13] => -0.59062223801376 [14] => -0.62854589886125 [15] => -0.66646955970874 [16] => -0.70439322055623 [17] => -0.74231688140372 [18] => -0.7802405422512 [19] => -0.81816420309869 [20] => -0.85608786394618 ) [Error] => Array ( [0] => 0.29846514508749 [1] => 0.33584149082549 [2] => 0.20889170687594 [3] => 0.21785167178811 [4] => 0.1972329102181 [5] => 0.13480561037597 [6] => -0.045433788815935 [7] => -0.26770386966102 [8] => -0.86660230640071 [9] => -1.1993445693586 [10] => 0.01214537551407 [11] => 0.015834178536539 [12] => 0.12903992737207 [13] => 0.20021664723898 [14] => -0.26424413149088 [15] => -0.0051508368525222 [16] => 0.016147081611983 [17] => 0.15561664548497 [18] => 0.3713051492777 [19] => 0.35598329817197 [20] => -0.00089733579972351 ) [SquaredError] => Array ( [0] => 0.089081442832099 [1] => 0.11278950695989 [2] => 0.043635745201544 [3] => 0.047459350900876 [4] => 0.0389008208731 [5] => 0.018172552588838 [6] => 0.002064229166171 [7] => 0.071665361831486 [8] => 0.75099955745903 [9] => 1.43842739605 [10] => 0.00014751014637776 [11] => 0.00025072120992698 [12] => 0.016651302856189 [13] => 0.04008670583162 [14] => 0.069824961027369 [15] => 2.65311202813E-5 [16] => 0.00026072824458403 [17] => 0.024216540351994 [18] => 0.13786751388014 [19] => 0.12672410857739 [20] => 8.0521153746543E-7 ) [TotalError] => 4.1366705124184 [SumError] => -1.0547118733939E-15 [SumSquaredError] => 3.0292533923204 [ErrorVariance] => 0.15943438906949 [StdErr] => 0.3992923603946 [SlopeStdErr] => 0.057557991367622 [SlopeVal] => [YIntStdErr] => 0.16821973302628 [YIntTVal] => -0.58028059633863 [R] => -0.51740444015164 [RSquared] => 0.26770735468863 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => -2.6355096796391 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => 0.20030318298159 [1] => 0.035429738184548 [2] => 0.0064660422492317 [3] => -0.052076380168274 [4] => -0.15242734085789 [5] => -0.37059040089728 [6] => -0.63078414258986 [7] => -1.267606240177 [8] => -1.6382721639824 [9] => -0.46470587995723 [10] => -0.49894073778225 [11] => -0.42365864979421 [12] => -0.39040559077478 [13] => -0.89279003035213 [14] => -0.67162039656126 [15] => -0.68824613894425 [16] => -0.58670023591875 [17] => -0.4089353929735 [18] => -0.46218090492673 [19] => -0.8569851997459 [20] => -0.86012091359876 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.52737370364701 [SumXX] => 48.125 [SumXY] => -6.3947990361636 [SumYY] => 3.770683603315 [Slope] => -0.13287894101119 [YInt] => -0.19517635111903 [PredictedY] => Array ( [0] => -0.19517635111903 [1] => -0.22839608637182 [2] => -0.26161582162462 [3] => -0.29483555687742 [4] => -0.32805529213022 [5] => -0.36127502738302 [6] => -0.39449476263581 [7] => -0.42771449788861 [8] => -0.46093423314141 [9] => -0.49415396839421 [10] => -0.52737370364701 [11] => -0.5605934388998 [12] => -0.5938131741526 [13] => -0.6270329094054 [14] => -0.6602526446582 [15] => -0.693472379911 [16] => -0.72669211516379 [17] => -0.75991185041659 [18] => -0.79313158566939 [19] => -0.82635132092219 [20] => -0.85957105617499 ) [Error] => Array ( [0] => 0.39547953410061 [1] => 0.26382582455637 [2] => 0.26808186387385 [3] => 0.24275917670915 [4] => 0.17562795127233 [5] => -0.0093153735142653 [6] => -0.23628937995404 [7] => -0.83989174228842 [8] => -1.177337930841 [9] => 0.029448088436978 [10] => 0.028432965864757 [11] => 0.1369347891056 [12] => 0.20340758337782 [13] => -0.26575712094673 [14] => -0.011367751903065 [15] => 0.0052262409667497 [16] => 0.13999187924505 [17] => 0.35097645744309 [18] => 0.33095068074266 [19] => -0.030633878823717 [20] => -0.00054985742377789 ) [SquaredError] => Array ( [0] => 0.15640406189244 [1] => 0.06960406570285 [2] => 0.071867885738079 [3] => 0.058932017876502 [4] => 0.030845177268116 [5] => 8.6776183710276E-5 [6] => 0.055832671079066 [7] => 0.70541813876428 [8] => 1.386124603397 [9] => 0.00086718991259209 [10] => 0.00080843354786644 [11] => 0.018751136467394 [12] => 0.041374644975605 [13] => 0.070626847333896 [14] => 0.00012922578332963 [15] => 2.7313594642533E-5 [16] => 0.019597726254559 [17] => 0.1231844736793 [18] => 0.10952835308403 [19] => 0.0009384345317862 [20] => 3.0234318648366E-7 ) [TotalError] => 3.770683603315 [SumError] => -1.8318679906315E-15 [SumSquaredError] => 2.9209494794102 [ErrorVariance] => 0.15373418312685 [StdErr] => 0.39208950907523 [SlopeStdErr] => 0.056519700392925 [SlopeVal] => [YIntStdErr] => 0.16518521034026 [YIntTVal] => -1.1815606900702 [R] => -0.47471339167853 [RSquared] => 0.22535280423894 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => -2.3510199114188 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => 0.035429738184548 [1] => 0.0064660422492317 [2] => -0.052076380168274 [3] => -0.15242734085789 [4] => -0.37059040089728 [5] => -0.63078414258986 [6] => -1.267606240177 [7] => -1.6382721639824 [8] => -0.46470587995723 [9] => -0.49894073778225 [10] => -0.42365864979421 [11] => -0.39040559077478 [12] => -0.89279003035213 [13] => -0.67162039656126 [14] => -0.68824613894425 [15] => -0.58670023591875 [16] => -0.4089353929735 [17] => -0.46218090492673 [18] => -0.8569851997459 [19] => -0.86012091359876 [20] => -0.7619538968712 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.57319546935428 [SumXX] => 48.125 [SumXY] => -4.9801380809955 [SumYY] => 3.2521055005714 [Slope] => -0.10348338869601 [YInt] => -0.31448699761426 [PredictedY] => Array ( [0] => -0.31448699761426 [1] => -0.34035784478826 [2] => -0.36622869196226 [3] => -0.39209953913626 [4] => -0.41797038631027 [5] => -0.44384123348427 [6] => -0.46971208065827 [7] => -0.49558292783227 [8] => -0.52145377500628 [9] => -0.54732462218028 [10] => -0.57319546935428 [11] => -0.59906631652828 [12] => -0.62493716370229 [13] => -0.65080801087629 [14] => -0.67667885805029 [15] => -0.70254970522429 [16] => -0.7284205523983 [17] => -0.7542913995723 [18] => -0.7801622467463 [19] => -0.8060330939203 [20] => -0.83190394109431 ) [Error] => Array ( [0] => 0.3499167357988 [1] => 0.34682388703749 [2] => 0.31415231179399 [3] => 0.23967219827838 [4] => 0.047379985412985 [5] => -0.18694290910559 [6] => -0.79789415951876 [7] => -1.1426892361501 [8] => 0.056747895049047 [9] => 0.04838388439803 [10] => 0.14953681956007 [11] => 0.2086607257535 [12] => -0.26785286664985 [13] => -0.020812385684973 [14] => -0.011567280893954 [15] => 0.11584946930555 [16] => 0.3194851594248 [17] => 0.29211049464557 [18] => -0.076822952999603 [19] => -0.054087819678459 [20] => 0.069950044223102 ) [SquaredError] => Array ( [0] => 0.12244172199209 [1] => 0.12028680861979 [2] => 0.098691675005507 [3] => 0.057442762627589 [4] => 0.0022448630177347 [5] => 0.03494765126486 [6] => 0.63663508979415 [7] => 1.3057386904134 [8] => 0.0032203235924976 [9] => 0.002341000269442 [10] => 0.022361260404142 [11] => 0.043539298471979 [12] => 0.07174515817254 [13] => 0.00043315539790009 [14] => 0.00013380198727964 [15] => 0.013421099538377 [16] => 0.10207076709269 [17] => 0.085328541082081 [18] => 0.0059017661075793 [19] => 0.0029254922375695 [20] => 0.0048930086868139 ) [TotalError] => 3.2521055005714 [SumError] => -1.1657341758564E-15 [SumSquaredError] => 2.736743935776 [ErrorVariance] => 0.14403915451453 [StdErr] => 0.37952490631647 [SlopeStdErr] => 0.054708512980245 [SlopeVal] => [YIntStdErr] => 0.15989181048765 [YIntTVal] => -1.9668737045075 [R] => -0.39808306278849 [RSquared] => 0.15847012487907 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => -1.8915408783525 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => 0.0064660422492317 [1] => -0.052076380168274 [2] => -0.15242734085789 [3] => -0.37059040089728 [4] => -0.63078414258986 [5] => -1.267606240177 [6] => -1.6382721639824 [7] => -0.46470587995723 [8] => -0.49894073778225 [9] => -0.42365864979421 [10] => -0.39040559077478 [11] => -0.89279003035213 [12] => -0.67162039656126 [13] => -0.68824613894425 [14] => -0.58670023591875 [15] => -0.4089353929735 [16] => -0.46218090492673 [17] => -0.8569851997459 [18] => -0.86012091359876 [19] => -0.7619538968712 [20] => -0.87289520163519 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.61644903791713 [SumXX] => 48.125 [SumXY] => -4.055668090966 [SumYY] => 2.9322124917872 [Slope] => -0.084273622669423 [YInt] => -0.40576498124357 [PredictedY] => Array ( [0] => -0.40576498124357 [1] => -0.42683338691092 [2] => -0.44790179257828 [3] => -0.46897019824564 [4] => -0.49003860391299 [5] => -0.51110700958035 [6] => -0.5321754152477 [7] => -0.55324382091506 [8] => -0.57431222658241 [9] => -0.59538063224977 [10] => -0.61644903791713 [11] => -0.63751744358448 [12] => -0.65858584925184 [13] => -0.67965425491919 [14] => -0.70072266058655 [15] => -0.7217910662539 [16] => -0.74285947192126 [17] => -0.76392787758862 [18] => -0.78499628325597 [19] => -0.80606468892333 [20] => -0.82713309459068 ) [Error] => Array ( [0] => 0.4122310234928 [1] => 0.37475700674265 [2] => 0.29547445172039 [3] => 0.098379797348355 [4] => -0.14074553867687 [5] => -0.75649923059668 [6] => -1.1060967487347 [7] => 0.08853794095783 [8] => 0.075371488800166 [9] => 0.17172198245556 [10] => 0.22604344714235 [11] => -0.25527258676765 [12] => -0.013034547309425 [13] => -0.0085918840250524 [14] => 0.1140224246678 [15] => 0.3128556732804 [16] => 0.28067856699453 [17] => -0.093057322157288 [18] => -0.075124630342791 [19] => 0.044110792052123 [20] => -0.045762107044509 ) [SquaredError] => Array ( [0] => 0.16993441672992 [1] => 0.14044281410271 [2] => 0.087305151619467 [3] => 0.0096785845263034 [4] => 0.019809306657441 [5] => 0.57229108589337 [6] => 1.2234500175615 [7] => 0.0078389669890521 [8] => 0.0056808613239536 [9] => 0.029488439258469 [10] => 0.051095639995995 [11] => 0.065164093555047 [12] => 0.00016989942356163 [13] => 7.3820471099951E-5 [14] => 0.013001113327124 [15] => 0.097878672303735 [16] => 0.078780457970105 [17] => 0.0086596652070854 [18] => 0.0056437100841411 [19] => 0.0019457619754656 [20] => 0.0020941704411531 ) [TotalError] => 2.9322124917872 [SumError] => -2.1649348980191E-15 [SumSquaredError] => 2.5904266494167 [ErrorVariance] => 0.13633824470614 [StdErr] => 0.36924009087062 [SlopeStdErr] => 0.053225956895112 [SlopeVal] => [YIntStdErr] => 0.15555887282059 [YIntTVal] => -2.6084335395742 [R] => -0.34141241908823 [RSquared] => 0.11656243990768 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => -1.5833181324573 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.052076380168274 [1] => -0.15242734085789 [2] => -0.37059040089728 [3] => -0.63078414258986 [4] => -1.267606240177 [5] => -1.6382721639824 [6] => -0.46470587995723 [7] => -0.49894073778225 [8] => -0.42365864979421 [9] => -0.39040559077478 [10] => -0.89279003035213 [11] => -0.67162039656126 [12] => -0.68824613894425 [13] => -0.58670023591875 [14] => -0.4089353929735 [15] => -0.46218090492673 [16] => -0.8569851997459 [17] => -0.86012091359876 [18] => -0.7619538968712 [19] => -0.87289520163519 [20] => -0.31425826139774 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.63172162380508 [SumXX] => 48.125 [SumXY] => -1.58717467921 [SumYY] => 2.6306102706281 [Slope] => -0.032980253074494 [YInt] => -0.54927099111884 [PredictedY] => Array ( [0] => -0.54927099111884 [1] => -0.55751605438747 [2] => -0.56576111765609 [3] => -0.57400618092471 [4] => -0.58225124419334 [5] => -0.59049630746196 [6] => -0.59874137073058 [7] => -0.60698643399921 [8] => -0.61523149726783 [9] => -0.62347656053645 [10] => -0.63172162380508 [11] => -0.6399666870737 [12] => -0.64821175034232 [13] => -0.65645681361095 [14] => -0.66470187687957 [15] => -0.67294694014819 [16] => -0.68119200341682 [17] => -0.68943706668544 [18] => -0.69768212995406 [19] => -0.70592719322269 [20] => -0.71417225649131 ) [Error] => Array ( [0] => 0.49719461095057 [1] => 0.40508871352958 [2] => 0.19517071675881 [3] => -0.056777961665144 [4] => -0.6853549959837 [5] => -1.0477758565204 [6] => 0.13403549077335 [7] => 0.10804569621696 [8] => 0.19157284747362 [9] => 0.23307096976167 [10] => -0.26106840654705 [11] => -0.031653709487562 [12] => -0.040034388601922 [13] => 0.069756577692199 [14] => 0.25576648390607 [15] => 0.21076603522147 [16] => -0.17579319632909 [17] => -0.17068384691332 [18] => -0.06427176691714 [19] => -0.1669680084125 [20] => 0.39991399509358 ) [SquaredError] => Array ( [0] => 0.24720248115829 [1] => 0.16409686582905 [2] => 0.038091608680147 [3] => 0.0032237369308486 [4] => 0.46971147051981 [5] => 1.0978342455072 [6] => 0.017965512786854 [7] => 0.011673872471007 [8] => 0.036700155889152 [9] => 0.054322076945647 [10] => 0.068156712897018 [11] => 0.001001957324323 [12] => 0.0016027522707297 [13] => 0.0048659801313278 [14] => 0.065416494289674 [15] => 0.044422321602977 [16] => 0.030903247875597 [17] => 0.02913297559713 [18] => 0.0041308600226511 [19] => 0.027878315833238 [20] => 0.1599312034717 ) [TotalError] => 2.6306102706281 [SumError] => -3.3306690738755E-16 [SumSquaredError] => 2.5782648480343 [ErrorVariance] => 0.13569814989654 [StdErr] => 0.36837229794943 [SlopeStdErr] => 0.053100864550703 [SlopeVal] => [YIntStdErr] => 0.15519327631035 [YIntTVal] => -3.5392705417239 [R] => -0.14106234507607 [RSquared] => 0.01989858519836 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => -0.6210869324548 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.15242734085789 [1] => -0.37059040089728 [2] => -0.63078414258986 [3] => -1.267606240177 [4] => -1.6382721639824 [5] => -0.46470587995723 [6] => -0.49894073778225 [7] => -0.42365864979421 [8] => -0.39040559077478 [9] => -0.89279003035213 [10] => -0.67162039656126 [11] => -0.68824613894425 [12] => -0.58670023591875 [13] => -0.4089353929735 [14] => -0.46218090492673 [15] => -0.8569851997459 [16] => -0.86012091359876 [17] => -0.7619538968712 [18] => -0.87289520163519 [19] => -0.31425826139774 [20] => -0.24108810760203 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.6407221822543 [SumXX] => 48.125 [SumXY] => 0.98343353129882 [SumYY] => 2.4455149950381 [Slope] => 0.020434982468547 [YInt] => -0.69180963842567 [PredictedY] => Array ( [0] => -0.69180963842567 [1] => -0.68670089280853 [2] => -0.6815921471914 [3] => -0.67648340157426 [4] => 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( [0] => 0.2909332629295 [1] => 0.099925843096374 [2] => 0.0025814533315901 [3] => 0.3494262103178 [4] => 0.9348907910255 [5] => 0.040626445847898 [6] => 0.026314169169376 [7] => 0.054005004880655 [8] => 0.06787800825552 [9] => 0.060988798298069 [10] => 0.00095469964735876 [11] => 0.0027702013521456 [12] => 0.0019188302867202 [13] => 0.046855170758038 [14] => 0.024997600474051 [15] => 0.058470502206678 [16] => 0.062525605145597 [17] => 0.024646781306103 [18] => 0.07455247128527 [19] => 0.078671953198346 [20] => 0.12148474525448 ) [TotalError] => 2.4455149950381 [SumError] => -1.1657341758564E-15 [SumSquaredError] => 2.4254185480671 [ErrorVariance] => 0.127653607793 [StdErr] => 0.35728645061491 [SlopeStdErr] => 0.0515028397236 [SlopeVal] => [YIntStdErr] => 0.15052286819851 [YIntTVal] => -4.5960434232047 [R] => 0.090651391658033 [RSquared] => 0.008217674809538 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 0.39677389787078 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.37059040089728 [1] => -0.63078414258986 [2] => -1.267606240177 [3] => -1.6382721639824 [4] => -0.46470587995723 [5] => -0.49894073778225 [6] => -0.42365864979421 [7] => -0.39040559077478 [8] => -0.89279003035213 [9] => -0.67162039656126 [10] => -0.68824613894425 [11] => -0.58670023591875 [12] => -0.4089353929735 [13] => -0.46218090492673 [14] => -0.8569851997459 [15] => -0.86012091359876 [16] => -0.7619538968712 [17] => -0.87289520163519 [18] => -0.31425826139774 [19] => -0.24108810760203 [20] => -0.18508681872493 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.64227739548607 [SumXX] => 48.125 [SumXY] => 3.4653327539624 [SumYY] => 2.4146359349502 [Slope] => 0.07200691436805 [YInt] => -0.82229468140619 [PredictedY] => Array ( [0] => -0.82229468140619 [1] => -0.80429295281418 [2] => -0.78629122422217 [3] => -0.76828949563015 [4] => -0.75028776703814 [5] => -0.73228603844613 [6] => -0.71428430985412 [7] => -0.6962825812621 [8] => -0.67828085267009 [9] => -0.66027912407808 [10] => -0.64227739548607 [11] => -0.62427566689405 [12] => -0.60627393830204 [13] => -0.58827220971003 [14] => -0.57027048111802 [15] => -0.552268752526 [16] => -0.53426702393399 [17] => -0.51626529534198 [18] => -0.49826356674997 [19] => -0.48026183815795 [20] => -0.46226010956594 ) [Error] => Array ( [0] => 0.45170428050891 [1] => 0.17350881022432 [2] => -0.48131501595486 [3] => -0.86998266835225 [4] => 0.28558188708091 [5] => 0.23334530066388 [6] => 0.29062566005991 [7] => 0.30587699048732 [8] => -0.21450917768204 [9] => -0.011341272483183 [10] => -0.045968743458178 [11] => 0.037575430975307 [12] => 0.19733854532854 [13] => 0.1260913047833 [14] => -0.28671471862789 [15] => -0.30785216107276 [16] => -0.22768687293721 [17] => -0.35662990629321 [18] => 0.18400530535223 [19] => 0.23917373055593 [20] => 0.27717329084102 ) [SquaredError] => Array ( [0] => 0.20403675703007 [1] => 0.03010530722546 [2] => 0.23166414458363 [3] => 0.75686984323331 [4] => 0.081557014228695 [5] => 0.054450029341917 [6] => 0.084463274285258 [7] => 0.093560733309583 [8] => 0.046014187309825 [9] => 0.0001286244615378 [10] => 0.0021131253751238 [11] => 0.00141191301298 [12] => 0.038942501472385 [13] => 0.015899017141956 [14] => 0.082205329877869 [15] => 0.094772953077168 [16] => 0.051841312107926 [17] => 0.12718489006271 [18] => 0.033857952397768 [19] => 0.05720407338804 [20] => 0.076825033155639 ) [TotalError] => 2.4146359349502 [SumError] => 1.1657341758564E-15 [SumSquaredError] => 2.1651080160788 [ErrorVariance] => 0.11395305347783 [StdErr] => 0.33756933136444 [SlopeStdErr] => 0.04866061710133 [SlopeVal] => [YIntStdErr] => 0.14221615145321 [YIntTVal] => -5.7820062841228 [R] => 0.32146503486626 [RSquared] => 0.10333976864157 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 1.4797780763467 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.63078414258986 [1] => -1.267606240177 [2] => -1.6382721639824 [3] => -0.46470587995723 [4] => -0.49894073778225 [5] => -0.42365864979421 [6] => -0.39040559077478 [7] => -0.89279003035213 [8] => -0.67162039656126 [9] => -0.68824613894425 [10] => -0.58670023591875 [11] => -0.4089353929735 [12] => -0.46218090492673 [13] => -0.8569851997459 [14] => -0.86012091359876 [15] => -0.7619538968712 [16] => -0.87289520163519 [17] => -0.31425826139774 [18] => -0.24108810760203 [19] => -0.18508681872493 [20] => -0.079876673709276 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.62843388466759 [SumXX] => 48.125 [SumXY] => 5.6184737935235 [SumYY] => 2.6530921851492 [Slope] => 0.11674750739789 [YInt] => -0.92030265316232 [PredictedY] => Array ( [0] => -0.92030265316232 [1] => -0.89111577631285 [2] => -0.86192889946337 [3] => -0.8327420226139 [4] => -0.80355514576443 [5] => -0.77436826891496 [6] => -0.74518139206548 [7] => -0.71599451521601 [8] => -0.68680763836654 [9] => -0.65762076151706 [10] => -0.62843388466759 [11] => -0.59924700781812 [12] => -0.57006013096864 [13] => -0.54087325411917 [14] => -0.5116863772697 [15] => -0.48249950042023 [16] => -0.45331262357075 [17] => -0.42412574672128 [18] => -0.39493886987181 [19] => -0.36575199302233 [20] => -0.33656511617286 ) [Error] => Array ( [0] => 0.28951851057246 [1] => -0.37649046386418 [2] => -0.77634326451903 [3] => 0.36803614265667 [4] => 0.30461440798218 [5] => 0.35070961912075 [6] => 0.3547758012907 [7] => -0.17679551513612 [8] => 0.015187241805274 [9] => -0.030625377427182 [10] => 0.041733648748843 [11] => 0.19031161484462 [12] => 0.10787922604192 [13] => -0.31611194562673 [14] => -0.34843453632906 [15] => -0.27945439645098 [16] => -0.41958257806444 [17] => 0.10986748532354 [18] => 0.15385076226978 [19] => 0.18066517429741 [20] => 0.25668844246359 ) [SquaredError] => Array ( [0] => 0.083820967964097 [1] => 0.14174506938067 [2] => 0.60270886436407 [3] => 0.1354506023016 [4] => 0.092789937550334 [5] => 0.12299723694382 [6] => 0.12586586918146 [7] => 0.031256654172247 [8] => 0.00023065231365187 [9] => 0.00093791374255735 [10] => 0.0017416974378918 [11] => 0.036218510744766 [12] => 0.011637927411403 [13] => 0.099926762167919 [14] => 0.12140662610685 [15] => 0.078094759695781 [16] => 0.1760495398152 [17] => 0.012070864331319 [18] => 0.023670057050993 [19] => 0.032639905203913 [20] => 0.065888956494381 ) [TotalError] => 2.6530921851492 [SumError] => -1.1102230246252E-15 [SumSquaredError] => 1.9971493743749 [ErrorVariance] => 0.1051131249671 [StdErr] => 0.32421154354387 [SlopeStdErr] => 0.046735092066725 [SlopeVal] => [YIntStdErr] => 0.13658858698196 [YIntTVal] => -6.737771240608 [R] => 0.49722942121152 [RSquared] => 0.24723709731834 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 2.498069485585 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -1.267606240177 [1] => -1.6382721639824 [2] => -0.46470587995723 [3] => -0.49894073778225 [4] => -0.42365864979421 [5] => -0.39040559077478 [6] => -0.89279003035213 [7] => -0.67162039656126 [8] => -0.68824613894425 [9] => -0.58670023591875 [10] => -0.4089353929735 [11] => -0.46218090492673 [12] => -0.8569851997459 [13] => -0.86012091359876 [14] => -0.7619538968712 [15] => -0.87289520163519 [16] => -0.31425826139774 [17] => -0.24108810760203 [18] => -0.18508681872493 [19] => -0.079876673709276 [20] => -0.068033885271827 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.60163625336673 [SumXX] => 48.125 [SumXY] => 7.0130105827267 [SumYY] => 2.9520544468496 [Slope] => 0.14572489522549 [YInt] => -0.96594849143046 [PredictedY] => Array ( [0] => -0.96594849143046 [1] => -0.92951726762409 [2] => -0.89308604381771 [3] => -0.85665482001134 [4] => -0.82022359620497 [5] => -0.78379237239859 [6] => -0.74736114859222 [7] => -0.71092992478585 [8] => -0.67449870097948 [9] => -0.6380674771731 [10] => -0.60163625336673 [11] => -0.56520502956036 [12] => -0.52877380575399 [13] => -0.49234258194761 [14] => -0.45591135814124 [15] => -0.41948013433487 [16] => -0.3830489105285 [17] => -0.34661768672212 [18] => -0.31018646291575 [19] => -0.27375523910938 [20] => -0.23732401530301 ) [Error] => Array ( [0] => -0.30165774874657 [1] => -0.70875489635832 [2] => 0.42838016386048 [3] => 0.35771408222909 [4] => 0.39656494641076 [5] => 0.39338678162381 [6] => -0.14542888175991 [7] => 0.039309528224588 [8] => -0.013747437964769 [9] => 0.051367241254357 [10] => 0.19270086039323 [11] => 0.10302412463363 [12] => -0.32821139399192 [13] => -0.36777833165115 [14] => -0.30604253872996 [15] => -0.45341506730032 [16] => 0.06879064913076 [17] => 0.1055295791201 [18] => 0.12509964419083 [19] => 0.1938785654001 [20] => 0.16929013003118 ) [SquaredError] => Array ( [0] => 0.090997397378851 [1] => 0.5023335031119 [2] => 0.18350956478913 [3] => 0.127959364625 [4] => 0.15726375672177 [5] => 0.15475315995634 [6] => 0.021149559649938 [7] => 0.0015452390092396 [8] => 0.00018899205059516 [9] => 0.0026385934740833 [10] => 0.037133621596292 [11] => 0.010613970256527 [12] => 0.10772271914612 [13] => 0.1352609012321 [14] => 0.093662035512281 [15] => 0.20558522325496 [16] => 0.0047321534078314 [17] => 0.011136492069265 [18] => 0.015649920976671 [19] => 0.037588898121602 [20] => 0.028659148125974 ) [TotalError] => 2.9520544468496 [SumError] => -4.7184478546569E-16 [SumSquaredError] => 1.9300842144665 [ErrorVariance] => 0.10158337970876 [StdErr] => 0.31872147669833 [SlopeStdErr] => 0.045943698963707 [SlopeVal] => [YIntStdErr] => 0.13427565122195 [YIntTVal] => -7.1937725316543 [R] => 0.5883786986632 [RSquared] => 0.3461894930406 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 3.1718146016193 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -1.6382721639824 [1] => -0.46470587995723 [2] => -0.49894073778225 [3] => -0.42365864979421 [4] => -0.39040559077478 [5] => -0.89279003035213 [6] => -0.67162039656126 [7] => -0.68824613894425 [8] => -0.58670023591875 [9] => -0.4089353929735 [10] => -0.46218090492673 [11] => -0.8569851997459 [12] => -0.86012091359876 [13] => -0.7619538968712 [14] => -0.87289520163519 [15] => -0.31425826139774 [16] => -0.24108810760203 [17] => -0.18508681872493 [18] => -0.079876673709276 [19] => -0.068033885271827 [20] => -0.073143291050308 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.54475706531308 [SumXX] => 48.125 [SumXY] => 6.5028255247895 [SumYY] => 2.719903152029 [Slope] => 0.13512364726835 [YInt] => -0.88256618348396 [PredictedY] => Array ( [0] => -0.88256618348396 [1] => -0.84878527166687 [2] => -0.81500435984978 [3] => -0.7812234480327 [4] => -0.74744253621561 [5] => -0.71366162439852 [6] => -0.67988071258143 [7] => -0.64609980076434 [8] => -0.61231888894725 [9] => -0.57853797713017 [10] => -0.54475706531308 [11] => -0.51097615349599 [12] => -0.4771952416789 [13] => -0.44341432986181 [14] => -0.40963341804473 [15] => -0.37585250622764 [16] => -0.34207159441055 [17] => -0.30829068259346 [18] => -0.27450977077637 [19] => -0.24072885895929 [20] => -0.2069479471422 ) [Error] => Array ( [0] => -0.75570598049845 [1] => 0.38407939170964 [2] => 0.31606362206753 [3] => 0.35756479823849 [4] => 0.35703694544083 [5] => -0.17912840595361 [6] => 0.0082603160201685 [7] => -0.042146338179903 [8] => 0.025618653028507 [9] => 0.16960258415667 [10] => 0.082576160386353 [11] => -0.34600904624991 [12] => -0.38292567191986 [13] => -0.31853956700939 [14] => -0.46326178359047 [15] => 0.061594244829902 [16] => 0.10098348680852 [17] => 0.12320386386854 [18] => 0.1946330970671 [19] => 0.17269497368746 [20] => 0.13380465609189 ) [SquaredError] => Array ( [0] => 0.57109152896112 [1] => 0.14751697913605 [2] => 0.099896213194449 [3] => 0.12785258493933 [4] => 0.12747538040972 [5] => 0.032086985819482 [6] => 6.8232820753053E-5 [7] => 0.0017763138219747 [8] => 0.00065631538299501 [9] => 0.028765036552619 [10] => 0.0068188222641526 [11] => 0.11972226008678 [12] => 0.14663207021528 [13] => 0.10146745575053 [14] => 0.21461148013542 [15] => 0.0037938509961659 [16] => 0.010197664608007 [17] => 0.015179192072137 [18] => 0.03788204247393 [19] => 0.029823553936912 [20] => 0.017903685991869 ) [TotalError] => 2.719903152029 [SumError] => -2.692290834716E-15 [SumSquaredError] => 1.8412176495697 [ErrorVariance] => 0.096906192082614 [StdErr] => 0.3112975940842 [SlopeStdErr] => 0.044873546329193 [SlopeVal] => [YIntStdErr] => 0.13114800923518 [YIntTVal] => -6.7295431217815 [R] => 0.56838160012358 [RSquared] => 0.32305764335904 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 3.0112094612956 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.46470587995723 [1] => -0.49894073778225 [2] => -0.42365864979421 [3] => -0.39040559077478 [4] => -0.89279003035213 [5] => -0.67162039656126 [6] => -0.68824613894425 [7] => -0.58670023591875 [8] => -0.4089353929735 [9] => -0.46218090492673 [10] => -0.8569851997459 [11] => -0.86012091359876 [12] => -0.7619538968712 [13] => -0.87289520163519 [14] => -0.31425826139774 [15] => -0.24108810760203 [16] => -0.18508681872493 [17] => -0.079876673709276 [18] => -0.068033885271827 [19] => -0.073143291050308 [20] => -0.070070439915412 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.47008079273846 [SumXX] => 48.125 [SumXY] => 4.682375566943 [SumYY] => 1.6323478139442 [Slope] => 0.097296115676737 [YInt] => -0.7133210819303 [PredictedY] => Array ( [0] => -0.7133210819303 [1] => -0.68899705301112 [2] => -0.66467302409193 [3] => -0.64034899517275 [4] => -0.61602496625357 [5] => -0.59170093733438 [6] => -0.5673769084152 [7] => -0.54305287949601 [8] => -0.51872885057683 [9] => -0.49440482165764 [10] => -0.47008079273846 [11] => -0.44575676381928 [12] => -0.42143273490009 [13] => -0.39710870598091 [14] => -0.37278467706172 [15] => -0.34846064814254 [16] => -0.32413661922335 [17] => -0.29981259030417 [18] => -0.27548856138499 [19] => -0.2511645324658 [20] => -0.22684050354662 ) [Error] => Array ( [0] => 0.24861520197307 [1] => 0.19005631522887 [2] => 0.24101437429773 [3] => 0.24994340439797 [4] => -0.27676506409857 [5] => -0.079919459226881 [6] => -0.12086923052905 [7] => -0.043647356422736 [8] => 0.10979345760333 [9] => 0.032223916730918 [10] => -0.38690440700745 [11] => -0.41436414977949 [12] => -0.34052116197111 [13] => -0.47578649565429 [14] => 0.058526415663986 [15] => 0.10737254054051 [16] => 0.13904980049843 [17] => 0.21993591659489 [18] => 0.20745467611316 [19] => 0.17802124141549 [20] => 0.1567700636312 ) [SquaredError] => Array ( [0] => 0.061809518652112 [1] => 0.036121402958375 [2] => 0.058087928618125 [3] => 0.062471705402047 [4] => 0.076598900705484 [5] => 0.0063871199631172 [6] => 0.014609370888684 [7] => 0.0019050917226933 [8] => 0.012054603332494 [9] => 0.0010383808094811 [10] => 0.14969502016178 [11] => 0.17169764862248 [12] => 0.11595466175016 [13] => 0.22637278944699 [14] => 0.0034253413304737 [15] => 0.011528862462124 [16] => 0.019334847018653 [17] => 0.048371807408436 [18] => 0.043037442641215 [19] => 0.031691562395113 [20] => 0.024576852850932 ) [TotalError] => 1.6323478139442 [SumError] => -4.2466030691912E-15 [SumSquaredError] => 1.176770859141 [ErrorVariance] => 0.06193530837584 [StdErr] => 0.24886805414886 [SlopeStdErr] => 0.035874328520137 [SlopeVal] => [YIntStdErr] => 0.10484677840147 [YIntTVal] => -6.8034620882573 [R] => 0.52829259427084 [RSquared] => 0.27909306516141 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 2.7121376117778 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.49894073778225 [1] => -0.42365864979421 [2] => -0.39040559077478 [3] => -0.89279003035213 [4] => -0.67162039656126 [5] => -0.68824613894425 [6] => -0.58670023591875 [7] => -0.4089353929735 [8] => -0.46218090492673 [9] => -0.8569851997459 [10] => -0.86012091359876 [11] => -0.7619538968712 [12] => -0.87289520163519 [13] => -0.31425826139774 [14] => -0.24108810760203 [15] => -0.18508681872493 [16] => -0.079876673709276 [17] => -0.068033885271827 [18] => -0.073143291050308 [19] => -0.070070439915412 [20] => -0.066006836168758 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.45109512398663 [SumXX] => 48.125 [SumXY] => 5.7073414685156 [SumYY] => 1.7880251186576 [Slope] => 0.11859410843669 [YInt] => -0.74758039507835 [PredictedY] => Array ( [0] => -0.74758039507835 [1] => -0.71793186796918 [2] => -0.68828334086 [3] => -0.65863481375083 [4] => -0.62898628664166 [5] => -0.59933775953249 [6] => -0.56968923242332 [7] => -0.54004070531414 [8] => -0.51039217820497 [9] => -0.4807436510958 [10] => -0.45109512398663 [11] => -0.42144659687746 [12] => -0.39179806976828 [13] => -0.36214954265911 [14] => -0.33250101554994 [15] => -0.30285248844077 [16] => -0.2732039613316 [17] => -0.24355543422242 [18] => -0.21390690711325 [19] => -0.18425838000408 [20] => -0.15460985289491 ) [Error] => Array ( [0] => 0.2486396572961 [1] => 0.29427321817497 [2] => 0.29787775008522 [3] => -0.2341552166013 [4] => -0.042634109919602 [5] => -0.088908379411758 [6] => -0.017011003495432 [7] => 0.13110531234064 [8] => 0.048211273278246 [9] => -0.3762415486501 [10] => -0.40902578961214 [11] => -0.34050729999375 [12] => -0.48109713186691 [13] => 0.047891281261376 [14] => 0.091412907947913 [15] => 0.11776566971584 [16] => 0.19332728762232 [17] => 0.1755215489506 [18] => 0.14076361606294 [19] => 0.11418794008867 [20] => 0.08860301672615 ) [SquaredError] => Array ( [0] => 0.061821679180322 [1] => 0.086596726935053 [2] => 0.088731153995835 [3] => 0.054828665461602 [4] => 0.0018176673286367 [5] => 0.0079046999296251 [6] => 0.00028937423992161 [7] => 0.017188602923938 [8] => 0.0023243268711097 [9] => 0.14155770293063 [10] => 0.16730209656783 [11] => 0.11594522134903 [12] => 0.23145445029057 [13] => 0.0022935748208562 [14] => 0.0083563197394937 [15] => 0.013868752963621 [16] => 0.037375440139403 [17] => 0.030807814146017 [18] => 0.019814395607116 [19] => 0.013038885661693 [20] => 0.0078504945729745 ) [TotalError] => 1.7880251186576 [SumError] => 2.3592239273285E-16 [SumSquaredError] => 1.1111680456553 [ErrorVariance] => 0.058482528718699 [StdErr] => 0.24183161232291 [SlopeStdErr] => 0.034860025472925 [SlopeVal] => [YIntStdErr] => 0.10188236314382 [YIntTVal] => -7.3376821268177 [R] => 0.61526424559565 [RSquared] => 0.37855009190839 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 3.4020086568439 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.42365864979421 [1] => -0.39040559077478 [2] => -0.89279003035213 [3] => -0.67162039656126 [4] => -0.68824613894425 [5] => -0.58670023591875 [6] => -0.4089353929735 [7] => -0.46218090492673 [8] => -0.8569851997459 [9] => -0.86012091359876 [10] => -0.7619538968712 [11] => -0.87289520163519 [12] => -0.31425826139774 [13] => -0.24108810760203 [14] => -0.18508681872493 [15] => -0.079876673709276 [16] => -0.068033885271827 [17] => -0.073143291050308 [18] => -0.070070439915412 [19] => -0.066006836168758 [20] => -0.040005161671584 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.42924104893374 [SumXX] => 48.125 [SumXY] => 6.6034909363653 [SumYY] => 1.9447012604896 [Slope] => 0.13721539608032 [YInt] => -0.77227953913453 [PredictedY] => Array ( [0] => -0.77227953913453 [1] => -0.73797569011445 [2] => -0.70367184109437 [3] => -0.66936799207429 [4] => -0.63506414305421 [5] => -0.60076029403414 [6] => -0.56645644501406 [7] => -0.53215259599398 [8] => -0.4978487469739 [9] => -0.46354489795382 [10] => -0.42924104893374 [11] => -0.39493719991366 [12] => -0.36063335089358 [13] => -0.3263295018735 [14] => -0.29202565285342 [15] => -0.25772180383334 [16] => -0.22341795481326 [17] => -0.18911410579318 [18] => -0.1548102567731 [19] => -0.12050640775303 [20] => -0.086202558732946 ) [Error] => Array ( [0] => 0.34862088934032 [1] => 0.34757009933967 [2] => -0.18911818925776 [3] => -0.0022524044869685 [4] => -0.053181995890031 [5] => 0.014060058115387 [6] => 0.15752105204056 [7] => 0.069971691067251 [8] => -0.35913645277201 [9] => -0.39657601564495 [10] => -0.33271284793747 [11] => -0.47795800172153 [12] => 0.046375089495844 [13] => 0.085241394271475 [14] => 0.1069388341285 [15] => 0.17784513012407 [16] => 0.15538406954144 [17] => 0.11597081474288 [18] => 0.084739816857693 [19] => 0.054499571584268 [20] => 0.046197397061362 ) [SquaredError] => Array ( [0] => 0.12153652448444 [1] => 0.12080497395499 [2] => 0.035765689508133 [3] => 5.0733259729159E-6 [4] => 0.0028283246868473 [5] => 0.00019768523420806 [6] => 0.024812881835963 [7] => 0.0048960375508108 [8] => 0.12897899170966 [9] => 0.15727253618482 [10] => 0.11069783918266 [11] => 0.22844385140964 [12] => 0.0021506489257475 [13] => 0.007266095297345 [14] => 0.011435914244762 [15] => 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-0.89279003035213 [2] => -0.67162039656126 [3] => -0.68824613894425 [4] => -0.58670023591875 [5] => -0.4089353929735 [6] => -0.46218090492673 [7] => -0.8569851997459 [8] => -0.86012091359876 [9] => -0.7619538968712 [10] => -0.87289520163519 [11] => -0.31425826139774 [12] => -0.24108810760203 [13] => -0.18508681872493 [14] => -0.079876673709276 [15] => -0.068033885271827 [16] => -0.073143291050308 [17] => -0.070070439915412 [18] => -0.066006836168758 [19] => -0.040005161671584 [20] => -0.11975822410452 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.41476960009137 [SumXX] => 48.125 [SumXY] => 7.392549596072 [SumYY] => 2.0360518367101 [Slope] => 0.15361142017812 [YInt] => -0.79879815053667 [PredictedY] => Array ( [0] => -0.79879815053667 [1] => -0.76039529549214 [2] => -0.72199244044761 [3] => -0.68358958540308 [4] => -0.64518673035855 [5] => -0.60678387531402 [6] => -0.56838102026949 [7] => -0.52997816522496 [8] => -0.49157531018043 [9] => -0.4531724551359 [10] => 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0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.89279003035213 [1] => -0.67162039656126 [2] => -0.68824613894425 [3] => -0.58670023591875 [4] => -0.4089353929735 [5] => -0.46218090492673 [6] => -0.8569851997459 [7] => -0.86012091359876 [8] => -0.7619538968712 [9] => -0.87289520163519 [10] => -0.31425826139774 [11] => -0.24108810760203 [12] => -0.18508681872493 [13] => -0.079876673709276 [14] => -0.068033885271827 [15] => -0.073143291050308 [16] => -0.070070439915412 [17] => -0.066006836168758 [18] => -0.040005161671584 [19] => -0.11975822410452 [20] => -0.15490195998574 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.40355514148237 [SumXX] => 48.125 [SumXY] => 8.1092197219567 [SumYY] => 2.1003483764145 [Slope] => 0.16850326694975 [YInt] => -0.82481330885675 [PredictedY] => Array ( [0] => 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[18] => 0.026543445911287 [19] => -0.095335433259086 [20] => -0.17260498587775 ) [SquaredError] => Array ( [0] => 0.0046208346652611 [1] => 0.0123358997157 [2] => 0.0027369153527566 [3] => 0.012484849385897 [4] => 0.06119421693497 [5] => 0.023105009364845 [6] => 0.081183276408368 [7] => 0.10902432792183 [8] => 0.075156644453707 [9] => 0.18251200977698 [10] => 0.0079739327928497 [11] => 0.014482008543436 [12] => 0.018014119681974 [13] => 0.03892769153052 [14] => 0.027895008736719 [15] => 0.014347911209057 [16] => 0.0065173007924808 [17] => 0.0018205230786703 [18] => 0.00070455452084542 [19] => 0.0090888448346977 [20] => 0.029792481149857 ) [TotalError] => 2.1003483764145 [SumError] => -1.1102230246252E-16 [SumSquaredError] => 0.73391836085142 [ErrorVariance] => 0.038627282150075 [StdErr] => 0.19653824602371 [SlopeStdErr] => 0.028330986991237 [SlopeVal] => [YIntStdErr] => 0.08280051049033 [YIntTVal] => -9.96145197623 [R] => 0.8065810770991 [RSquared] => 0.65057303393435 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 5.9476666662502 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.67162039656126 [1] => -0.68824613894425 [2] => -0.58670023591875 [3] => -0.4089353929735 [4] => -0.46218090492673 [5] => -0.8569851997459 [6] => -0.86012091359876 [7] => -0.7619538968712 [8] => -0.87289520163519 [9] => -0.31425826139774 [10] => -0.24108810760203 [11] => -0.18508681872493 [12] => -0.079876673709276 [13] => -0.068033885271827 [14] => -0.073143291050308 [15] => -0.070070439915412 [16] => -0.066006836168758 [17] => -0.040005161671584 [18] => -0.11975822410452 [19] => -0.15490195998574 [20] => -0.17069622716898 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.36916972228317 [SumXX] => 48.125 [SumXY] => 7.3459710633484 [SumYY] => 1.8903913757787 [Slope] => 0.15264355456308 [YInt] => -0.75077860869088 [PredictedY] => Array ( [0] => -0.75077860869088 [1] => -0.71261772005011 [2] => -0.67445683140934 [3] => -0.63629594276857 [4] => -0.5981350541278 [5] => -0.55997416548703 [6] => -0.52181327684626 [7] => -0.48365238820549 [8] => -0.44549149956471 [9] => -0.40733061092394 [10] => -0.36916972228317 [11] => -0.3310088336424 [12] => -0.29284794500163 [13] => -0.25468705636086 [14] => -0.21652616772009 [15] => -0.17836527907932 [16] => -0.14020439043855 [17] => -0.10204350179778 [18] => -0.063882613157007 [19] => -0.025721724516236 [20] => 0.012439164124535 ) [Error] => Array ( [0] => 0.079158212129619 [1] => 0.024371581105864 [2] => 0.087756595490591 [3] => 0.22736054979507 [4] => 0.13595414920107 [5] => -0.29701103425888 [6] => -0.33830763675251 [7] => -0.27830150866572 [8] => -0.42740370207048 [9] => 0.093072349526208 [10] => 0.12808161468115 [11] => 0.14592201491748 [12] => 0.21297127129236 [13] => 0.18665317108903 [14] => 0.14338287666978 [15] => 0.10829483916391 [16] => 0.074197554269791 [17] => 0.062038340126194 [18] => -0.055875610947513 [19] => -0.12918023546951 [20] => -0.18313539129351 ) [SquaredError] => Array ( [0] => 0.0062660225475577 [1] => 0.00059397396559973 [2] => 0.0077012200520993 [3] => 0.051692819603116 [4] => 0.018483530684987 [5] => 0.088215554471528 [6] => 0.11445205708507 [7] => 0.077451729725615 [8] => 0.18267392454355 [9] => 0.0086624622463286 [10] => 0.01640490001933 [11] => 0.021293234437576 [12] => 0.045356762395882 [13] => 0.034839406277592 [14] => 0.020558649322102 [15] => 0.011727772189537 [16] => 0.0055052770596185 [17] => 0.0038487556456133 [18] => 0.0031220838987578 [19] => 0.016687533235957 [20] => 0.033538571544227 ) [TotalError] => 1.8903913757787 [SumError] => -2.2759572004816E-15 [SumSquaredError] => 0.76907624095164 [ErrorVariance] => 0.040477696892192 [StdErr] => 0.20119069782719 [SlopeStdErr] => 0.02900163789094 [SlopeVal] => [YIntStdErr] => 0.084760563518958 [YIntTVal] => -8.8576405998405 [R] => 0.77017244828311 [RSquared] => 0.5931656000944 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 5.263273582585 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.68824613894425 [1] => -0.58670023591875 [2] => -0.4089353929735 [3] => -0.46218090492673 [4] => -0.8569851997459 [5] => -0.86012091359876 [6] => -0.7619538968712 [7] => -0.87289520163519 [8] => -0.31425826139774 [9] => -0.24108810760203 [10] => -0.18508681872493 [11] => -0.079876673709276 [12] => -0.068033885271827 [13] => -0.073143291050308 [14] => -0.070070439915412 [15] => -0.066006836168758 [16] => -0.040005161671584 [17] => -0.11975822410452 [18] => -0.15490195998574 [19] => -0.17069622716898 [20] => -0.2335871528876 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.34831099639395 [SumXX] => 48.125 [SumXY] => 6.8531881325726 [SumYY] => 1.8081607831712 [Slope] => 0.14240390924826 [YInt] => -0.7043207695146 [PredictedY] => Array ( [0] => -0.7043207695146 [1] => -0.66871979220254 [2] => -0.63311881489047 [3] => -0.59751783757841 [4] => -0.56191686026634 [5] => -0.52631588295428 [6] => -0.49071490564221 [7] => -0.45511392833015 [8] => -0.41951295101808 [9] => -0.38391197370602 [10] => -0.34831099639395 [11] => -0.31271001908189 [12] => -0.27710904176982 [13] => -0.24150806445776 [14] => -0.20590708714569 [15] => -0.17030610983362 [16] => -0.13470513252156 [17] => -0.099104155209494 [18] => -0.063503177897429 [19] => -0.027902200585364 [20] => 0.0076987767267013 ) [Error] => Array ( [0] => 0.016074630570358 [1] => 0.08201955628379 [2] => 0.22418342191697 [3] => 0.13533693265168 [4] => -0.29506833947956 [5] => -0.33380503064449 [6] => -0.27123899122899 [7] => -0.41778127330505 [8] => 0.10525468962035 [9] => 0.14282386610399 [10] => 0.16322417766903 [11] => 0.23283334537261 [12] => 0.20907515649799 [13] => 0.16836477340745 [14] => 0.13583664723028 [15] => 0.10429927366487 [16] => 0.094699970849976 [17] => -0.020654068895025 [18] => -0.091398782088314 [19] => -0.14279402658361 [20] => -0.2412859296143 ) [SquaredError] => Array ( [0] => 0.00025839374797349 [1] => 0.0067272076129899 [2] => 0.050258206662403 [3] => 0.018316085339566 [4] => 0.087065324963226 [5] => 0.11142579848357 [6] => 0.073570590362921 [7] => 0.17454119232438 [8] => 0.011078549687075 [9] => 0.02039865672889 [10] => 0.02664213217573 [11] => 0.054211366717401 [12] => 0.04371242106466 [13] => 0.028346696924541 [14] => 0.018451594730763 [15] => 0.010878338487019 [16] => 0.0089680844789863 [17] => 0.00042659056192045 [18] => 0.0083537373672271 [19] => 0.020390134027961 [20] => 0.058218899829838 ) [TotalError] => 1.8081607831712 [SumError] => -1.3045120539346E-15 [SumSquaredError] => 0.83224000227904 [ErrorVariance] => 0.043802105383108 [StdErr] => 0.20928952525893 [SlopeStdErr] => 0.030169083816886 [SlopeVal] => [YIntStdErr] => 0.088172556142725 [YIntTVal] => -7.9879817522191 [R] => 0.73466400167247 [RSquared] => 0.5397311953534 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 4.7201933645912 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.58670023591875 [1] => -0.4089353929735 [2] => -0.46218090492673 [3] => -0.8569851997459 [4] => -0.86012091359876 [5] => -0.7619538968712 [6] => -0.87289520163519 [7] => -0.31425826139774 [8] => -0.24108810760203 [9] => -0.18508681872493 [10] => -0.079876673709276 [11] => -0.068033885271827 [12] => -0.073143291050308 [13] => -0.070070439915412 [14] => -0.066006836168758 [15] => -0.040005161671584 [16] => -0.11975822410452 [17] => -0.15490195998574 [18] => -0.17069622716898 [19] => -0.2335871528876 [20] => -0.10623823794206 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.32059633444147 [SumXX] => 48.125 [SumXY] => 6.523548386689 [SumYY] => 1.735073950185 [Slope] => 0.13555425219094 [YInt] => -0.65948196491882 [PredictedY] => Array ( [0] => -0.65948196491882 [1] => -0.62559340187108 [2] => -0.59170483882335 [3] => -0.55781627577561 [4] => -0.52392771272788 [5] => -0.49003914968014 [6] => -0.45615058663241 [7] => -0.42226202358467 [8] => -0.38837346053694 [9] => -0.3544848974892 [10] => -0.32059633444147 [11] => -0.28670777139373 [12] => -0.252819208346 [13] => -0.21893064529826 [14] => -0.18504208225053 [15] => -0.15115351920279 [16] => -0.11726495615506 [17] => -0.083376393107321 [18] => -0.049487830059586 [19] => -0.015599267011851 [20] => 0.018289296035884 ) [Error] => Array ( [0] => 0.072781729000068 [1] => 0.21665800889758 [2] => 0.12952393389662 [3] => -0.29916892397029 [4] => -0.33619320087089 [5] => -0.27191474719106 [6] => -0.41674461500279 [7] => 0.10800376218693 [8] => 0.14728535293491 [9] => 0.16939807876427 [10] => 0.24071966073219 [11] => 0.2186738861219 [12] => 0.17967591729569 [13] => 0.14886020538285 [14] => 0.11903524608177 [15] => 0.11114835753121 [16] => -0.0024932679494638 [17] => -0.071525566878422 [18] => -0.12120839710939 [19] => -0.21798788587575 [20] => -0.12452753397794 ) [SquaredError] => Array ( [0] => 0.0052971800762394 [1] => 0.046940692819464 [2] => 0.016776449452056 [3] => 0.089502045069543 [4] => 0.11302586831181 [5] => 0.07393762973998 [6] => 0.17367607413382 [7] => 0.011664812646532 [8] => 0.021692975189161 [9] => 0.028695709089027 [10] => 0.057945955063021 [11] => 0.047818268471655 [12] => 0.032283435256047 [13] => 0.022159360746624 [14] => 0.014169389809747 [15] => 0.012353957381885 [16] => 6.2163850678235E-6 [17] => 0.0051159067172797 [18] => 0.014691475529827 [19] => 0.047518718388579 [20] => 0.015507106718627 ) [TotalError] => 1.735073950185 [SumError] => -2.8171909249863E-15 [SumSquaredError] => 0.850779226996 [ErrorVariance] => 0.044777854052421 [StdErr] => 0.21160778353459 [SlopeStdErr] => 0.030503260733485 [SlopeVal] => [YIntStdErr] => 0.089149225938842 [YIntTVal] => -7.3975063493118 [R] => 0.713903517835 [RSquared] => 0.50965823277719 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 4.4439266141188 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.4089353929735 [1] => -0.46218090492673 [2] => -0.8569851997459 [3] => -0.86012091359876 [4] => -0.7619538968712 [5] => -0.87289520163519 [6] => -0.31425826139774 [7] => -0.24108810760203 [8] => -0.18508681872493 [9] => -0.079876673709276 [10] => -0.068033885271827 [11] => -0.073143291050308 [12] => -0.070070439915412 [13] => -0.066006836168758 [14] => -0.040005161671584 [15] => -0.11975822410452 [16] => -0.15490195998574 [17] => -0.17069622716898 [18] => -0.2335871528876 [19] => -0.10623823794206 [20] => -0.0061230850587888 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.29294980344813 [SumXX] => 48.125 [SumXY] => 6.5779457810832 [SumYY] => 1.7471051441856 [Slope] => 0.13668458765887 [YInt] => -0.63466127259531 [PredictedY] => Array ( [0] => -0.63466127259531 [1] => -0.60049012568059 [2] => -0.56631897876588 [3] => -0.53214783185116 [4] => -0.49797668493644 [5] => -0.46380553802172 [6] => -0.42963439110701 [7] => -0.39546324419229 [8] => -0.36129209727757 [9] => -0.32712095036285 [10] => -0.29294980344813 [11] => -0.25877865653342 [12] => -0.2246075096187 [13] => -0.19043636270398 [14] => -0.15626521578926 [15] => -0.12209406887455 [16] => -0.087922921959828 [17] => -0.053751775045111 [18] => -0.019580628130393 [19] => 0.014590518784325 [20] => 0.048761665699042 ) [Error] => Array ( [0] => 0.22572587962181 [1] => 0.13830922075387 [2] => -0.29066622098003 [3] => -0.3279730817476 [4] => -0.26397721193476 [5] => -0.40908966361347 [6] => 0.11537612970927 [7] => 0.15437513659026 [8] => 0.17620527855264 [9] => 0.24724427665358 [10] => 0.22491591817631 [11] => 0.18563536548311 [12] => 0.15453706970329 [13] => 0.12442952653522 [14] => 0.11626005411768 [15] => 0.0023358447700265 [16] => -0.066979038025915 [17] => -0.11694445212386 [18] => -0.21400652475721 [19] => -0.12082875672638 [20] => -0.054884750757831 ) [SquaredError] => Array ( [0] => 0.05095217273104 [1] => 0.019129440545542 [2] => 0.084486852018811 [3] => 0.10756634235102 [4] => 0.069683968420851 [5] => 0.16735435287538 [6] => 0.01331165130669 [7] => 0.023831682797262 [8] => 0.031048300189815 [9] => 0.06112973233795 [10] => 0.050587170249091 [11] => 0.034460488918048 [12] => 0.023881705912479 [13] => 0.01548270707378 [14] => 0.013516400183446 [15] => 5.45617078966E-6 [16] => 0.0044861915348769 [17] => 0.013676004882551 [18] => 0.045798792638657 [19] => 0.014599588452043 [20] => 0.0030123358657493 ) [TotalError] => 1.7471051441856 [SumError] => -5.5511151231258E-17 [SumSquaredError] => 0.84800133745587 [ErrorVariance] => 0.044631649339783 [StdErr] => 0.2112620395144 [SlopeStdErr] => 0.030453421735038 [SlopeVal] => [YIntStdErr] => 0.089003565834766 [YIntTVal] => -7.1307398376999 [R] => 0.71737361121092 [RSquared] => 0.51462489806179 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 4.4883162505712 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.46218090492673 [1] => -0.8569851997459 [2] => -0.86012091359876 [3] => -0.7619538968712 [4] => -0.87289520163519 [5] => -0.31425826139774 [6] => -0.24108810760203 [7] => -0.18508681872493 [8] => -0.079876673709276 [9] => -0.068033885271827 [10] => -0.073143291050308 [11] => -0.070070439915412 [12] => -0.066006836168758 [13] => -0.040005161671584 [14] => -0.11975822410452 [15] => -0.15490195998574 [16] => -0.17069622716898 [17] => -0.2335871528876 [18] => -0.10623823794206 [19] => -0.0061230850587888 [20] => 0.04296907339318 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.27143054314496 [SumXX] => 48.125 [SumXY] => 7.0987826019917 [SumYY] => 1.8367693291825 [Slope] => 0.14750717095048 [YInt] => -0.64019847052115 [PredictedY] => Array ( [0] => -0.64019847052115 [1] => -0.60332167778353 [2] => -0.56644488504591 [3] => -0.52956809230829 [4] => -0.49269129957067 [5] => -0.45581450683306 [6] => -0.41893771409544 [7] => -0.38206092135782 [8] => -0.3451841286202 [9] => -0.30830733588258 [10] => -0.27143054314496 [11] => -0.23455375040734 [12] => -0.19767695766972 [13] => -0.1608001649321 [14] => -0.12392337219448 [15] => -0.087046579456864 [16] => -0.050169786719244 [17] => -0.013292993981625 [18] => 0.023583798755994 [19] => 0.060460591493613 [20] => 0.097337384231232 ) [Error] => Array ( [0] => 0.17801756559443 [1] => -0.25366352196237 [2] => -0.29367602855285 [3] => -0.23238580456291 [4] => -0.38020390206452 [5] => 0.14155624543532 [6] => 0.17784960649341 [7] => 0.19697410263289 [8] => 0.26530745491092 [9] => 0.24027345061075 [10] => 0.19828725209465 [11] => 0.16448331049193 [12] => 0.13167012150096 [13] => 0.12079500326052 [14] => 0.0041651480899632 [15] => -0.06785538052888 [16] => -0.12052644044973 [17] => -0.22029415890598 [18] => -0.12982203669805 [19] => -0.066583676552402 [20] => -0.054368310838052 ) [SquaredError] => Array ( [0] => 0.031690253660166 [1] => 0.064345182374355 [2] => 0.086245609746575 [3] => 0.054003162162351 [4] => 0.14455500714509 [5] => 0.020038170621744 [6] => 0.031630482529861 [7] => 0.038798797108033 [8] => 0.070388045631311 [9] => 0.057731331068397 [10] => 0.039317834343248 [11] => 0.027054759430384 [12] => 0.017337020896078 [13] => 0.014591432812709 [14] => 1.7348458611324E-5 [15] => 0.0046043526667191 [16] => 0.014526622847482 [17] => 0.048529516448091 [18] => 0.01685376121243 [19] => 0.0044333859832349 [20] => 0.0029559132233831 ) [TotalError] => 1.8367693291825 [SumError] => 1.3253287356463E-15 [SumSquaredError] => 0.78964799037025 [ErrorVariance] => 0.041560420545803 [StdErr] => 0.20386373033427 [SlopeStdErr] => 0.029386955510881 [SlopeVal] => [YIntStdErr] => 0.085886697798779 [YIntTVal] => -7.4539886493372 [R] => 0.75504214810455 [RSquared] => 0.57008864541434 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 5.0194778052412 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.8569851997459 [1] => -0.86012091359876 [2] => -0.7619538968712 [3] => -0.87289520163519 [4] => -0.31425826139774 [5] => -0.24108810760203 [6] => -0.18508681872493 [7] => -0.079876673709276 [8] => -0.068033885271827 [9] => -0.073143291050308 [10] => -0.070070439915412 [11] => -0.066006836168758 [12] => -0.040005161671584 [13] => -0.11975822410452 [14] => -0.15490195998574 [15] => -0.17069622716898 [16] => -0.2335871528876 [17] => -0.10623823794206 [18] => -0.0061230850587888 [19] => 0.04296907339318 [20] => 0.053846426852253 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.24685781306025 [SumXX] => 48.125 [SumXY] => 7.3874115320849 [SumYY] => 1.8935085355331 [Slope] => 0.15350465521215 [YInt] => -0.63061945109063 [PredictedY] => Array ( [0] => -0.63061945109063 [1] => -0.59224328728759 [2] => -0.55386712348455 [3] => -0.51549095968151 [4] => -0.47711479587848 [5] => -0.43873863207544 [6] => -0.4003624682724 [7] => -0.36198630446936 [8] => -0.32361014066632 [9] => -0.28523397686328 [10] => -0.24685781306025 [11] => -0.20848164925721 [12] => -0.17010548545417 [13] => -0.13172932165113 [14] => -0.093353157848093 [15] => -0.054976994045055 [16] => -0.016600830242017 [17] => 0.021775333561021 [18] => 0.06015149736406 [19] => 0.098527661167098 [20] => 0.13690382497014 ) [Error] => Array ( [0] => -0.22636574865528 [1] => -0.26787762631117 [2] => -0.20808677338665 [3] => -0.35740424195368 [4] => 0.16285653448074 [5] => 0.19765052447341 [6] => 0.21527564954747 [7] => 0.28210963076008 [8] => 0.2555762553945 [9] => 0.21209068581298 [10] => 0.17678737314483 [11] => 0.14247481308845 [12] => 0.13010032378259 [13] => 0.011971097546612 [14] => -0.06154880213765 [15] => -0.11571923312392 [16] => -0.21698632264558 [17] => -0.12801357150308 [18] => -0.066274582422849 [19] => -0.055558587773918 [20] => -0.083057398117884 ) [SquaredError] => Array ( [0] => 0.051241452164264 [1] => 0.071758422678108 [2] => 0.043300105258468 [3] => 0.12773779216648 [4] => 0.026522250823076 [5] => 0.039065729824614 [6] => 0.046343605288086 [7] => 0.079585843767591 [8] => 0.065319222321472 [9] => 0.044982459008619 [10] => 0.031253775303451 [11] => 0.020299072364589 [12] => 0.016926094248334 [13] => 0.0001433071764705 [14] => 0.0037882550445796 [15] => 0.013390940914788 [16] => 0.047083064215253 [17] => 0.016387474488974 [18] => 0.0043923202753229 [19] => 0.0030867566754321 [20] => 0.0068985313821126 ) [TotalError] => 1.8935085355331 [SumError] => 1.3045120539346E-15 [SumSquaredError] => 0.75950647539009 [ErrorVariance] => 0.039974025020531 [StdErr] => 0.19993505200572 [SlopeStdErr] => 0.02882063655327 [SlopeVal] => [YIntStdErr] => 0.084231566658978 [YIntTVal] => -7.4867353903528 [R] => 0.77387940341434 [RSquared] => 0.59888933102893 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 5.3262062733564 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.86012091359876 [1] => -0.7619538968712 [2] => -0.87289520163519 [3] => -0.31425826139774 [4] => -0.24108810760203 [5] => -0.18508681872493 [6] => -0.079876673709276 [7] => -0.068033885271827 [8] => -0.073143291050308 [9] => -0.070070439915412 [10] => -0.066006836168758 [11] => -0.040005161671584 [12] => -0.11975822410452 [13] => -0.15490195998574 [14] => -0.17069622716898 [15] => -0.2335871528876 [16] => -0.10623823794206 [17] => -0.0061230850587888 [18] => 0.04296907339318 [19] => 0.053846426852253 [20] => 0.021602716028242 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.20502029326148 [SumXX] => 48.125 [SumXY] => 6.3807125414205 [SumYY] => 1.5565662239065 [Slope] => 0.13258623462692 [YInt] => -0.53648587982878 [PredictedY] => Array ( [0] => -0.53648587982878 [1] => -0.50333932117205 [2] => -0.47019276251532 [3] => -0.43704620385859 [4] => -0.40389964520186 [5] => -0.37075308654513 [6] => -0.3376065278884 [7] => -0.30445996923167 [8] => -0.27131341057494 [9] => -0.23816685191821 [10] => -0.20502029326148 [11] => -0.17187373460475 [12] => -0.13872717594802 [13] => -0.10558061729129 [14] => -0.072434058634557 [15] => -0.039287499977827 [16] => -0.0061409413210973 [17] => 0.027005617335633 [18] => 0.060152175992363 [19] => 0.093298734649093 [20] => 0.12644529330582 ) [Error] => Array ( [0] => -0.32363503376999 [1] => -0.25861457569916 [2] => -0.40270243911988 [3] => 0.12278794246085 [4] => 0.16281153759983 [5] => 0.1856662678202 [6] => 0.25772985417912 [7] => 0.23642608395984 [8] => 0.19817011952463 [9] => 0.1680964120028 [10] => 0.13901345709272 [11] => 0.13186857293316 [12] => 0.018968951843498 [13] => -0.049321342694456 [14] => -0.098262168534418 [15] => -0.19429965290977 [16] => -0.10009729662096 [17] => -0.033128702394421 [18] => -0.017183102599183 [19] => -0.03945230779684 [20] => -0.10484257727758 ) [SquaredError] => Array ( [0] => 0.1047396350833 [1] => 0.066881498764055 [2] => 0.1621692544731 [3] => 0.015076878813769 [4] => 0.026507596775621 [5] => 0.034471963006283 [6] => 0.066424677735191 [7] => 0.055897293176585 [8] => 0.039271396272406 [9] => 0.028256403728213 [10] => 0.019324741252869 [11] => 0.017389320527429 [12] => 0.00035982113404093 [13] => 0.002432594845184 [14] => 0.0096554537650863 [15] => 0.037752355120858 [16] => 0.010019468790824 [17] => 0.0010975109223381 [18] => 0.00029525901493403 [19] => 0.0015564845904966 [20] => 0.010991966010205 ) [TotalError] => 1.5565662239065 [SumError] => -9.8532293435483E-16 [SumSquaredError] => 0.71057157380279 [ErrorVariance] => 0.037398503884357 [StdErr] => 0.19338692790454 [SlopeStdErr] => 0.027876724503169 [SlopeVal] => [YIntStdErr] => 0.081472877043593 [YIntTVal] => -6.5848402474081 [R] => 0.73722492019504 [RSquared] => 0.54350058295658 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 4.7561626048227 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.7619538968712 [1] => -0.87289520163519 [2] => -0.31425826139774 [3] => -0.24108810760203 [4] => -0.18508681872493 [5] => -0.079876673709276 [6] => -0.068033885271827 [7] => -0.073143291050308 [8] => -0.070070439915412 [9] => -0.066006836168758 [10] => -0.040005161671584 [11] => -0.11975822410452 [12] => -0.15490195998574 [13] => -0.17069622716898 [14] => -0.2335871528876 [15] => -0.10623823794206 [16] => -0.0061230850587888 [17] => 0.04296907339318 [18] => 0.053846426852253 [19] => 0.021602716028242 [20] => -0.0195421077239 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.16499273107696 [SumXX] => 48.125 [SumXY] => 5.0428812993369 [SumYY] => 1.1281652380274 [Slope] => 0.10478714388233 [YInt] => -0.42696059078277 [PredictedY] => Array ( [0] => -0.42696059078277 [1] => -0.40076380481219 [2] => -0.37456701884161 [3] => -0.34837023287103 [4] => -0.32217344690045 [5] => -0.29597666092987 [6] => -0.26977987495929 [7] => -0.2435830889887 [8] => -0.21738630301812 [9] => -0.19118951704754 [10] => -0.16499273107696 [11] => -0.13879594510638 [12] => -0.1125991591358 [13] => -0.086402373165216 [14] => -0.060205587194634 [15] => -0.034008801224053 [16] => -0.0078120152534712 [17] => 0.01838477071711 [18] => 0.044581556687692 [19] => 0.070778342658273 [20] => 0.096975128628855 ) [Error] => Array ( [0] => -0.33499330608843 [1] => -0.472131396823 [2] => 0.060308757443875 [3] => 0.107282125269 [4] => 0.13708662817552 [5] => 0.21609998722059 [6] => 0.20174598968746 [7] => 0.1704397979384 [8] => 0.14731586310271 [9] => 0.12518268087878 [10] => 0.12498756940538 [11] => 0.019037721001859 [12] => -0.042302800849946 [13] => -0.084293854003759 [14] => -0.17338156569297 [15] => -0.072229436718004 [16] => 0.0016889301946825 [17] => 0.02458430267607 [18] => 0.0092648701645609 [19] => -0.049175626630031 [20] => -0.11651723635275 ) [SquaredError] => Array ( [0] => 0.11222051512406 [1] => 0.22290805586604 [2] => 0.0036371462244242 [3] => 0.011509454402234 [4] => 0.018792743624534 [5] => 0.04669920447674 [6] => 0.040701444354972 [7] => 0.029049724721281 [8] => 0.021701963521697 [9] => 0.015670703591999 [10] => 0.015621892505864 [11] => 0.00036243482094462 [12] => 0.0017895269597502 [13] => 0.0071054538228071 [14] => 0.030061167322144 [15] => 0.0052170915286001 [16] => 2.8524852025101E-6 [17] => 0.00060438793806862 [18] => 8.5837819166171E-5 [19] => 0.0024182422544562 [20] => 0.013576266367284 ) [TotalError] => 1.1281652380274 [SumError] => -4.0245584642662E-16 [SumSquaredError] => 0.59973610973226 [ErrorVariance] => 0.031565058406961 [StdErr] => 0.17766558025392 [SlopeStdErr] => 0.025610492333168 [SlopeVal] => [YIntStdErr] => 0.074849557473972 [YIntTVal] => -5.7042500342269 [R] => 0.68439529872822 [RSquared] => 0.46839692492128 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 4.0915708499136 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.87289520163519 [1] => -0.31425826139774 [2] => -0.24108810760203 [3] => -0.18508681872493 [4] => -0.079876673709276 [5] => -0.068033885271827 [6] => -0.073143291050308 [7] => -0.070070439915412 [8] => -0.066006836168758 [9] => -0.040005161671584 [10] => -0.11975822410452 [11] => -0.15490195998574 [12] => -0.17069622716898 [13] => -0.2335871528876 [14] => -0.10623823794206 [15] => -0.0061230850587888 [16] => 0.04296907339318 [17] => 0.053846426852253 [18] => 0.021602716028242 [19] => -0.0195421077239 [20] => -0.00043451177401769 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.12872990321519 [SumXX] => 48.125 [SumXY] => 3.8126336416601 [SumYY] => 0.77126716572592 [Slope] => 0.07922355619034 [YInt] => -0.32678879369104 [PredictedY] => Array ( [0] => -0.32678879369104 [1] => -0.30698290464345 [2] => -0.28717701559587 [3] => -0.26737112654828 [4] => -0.2475652375007 [5] => -0.22775934845311 [6] => -0.20795345940553 [7] => -0.18814757035794 [8] => -0.16834168131036 [9] => -0.14853579226277 [10] => -0.12872990321519 [11] => -0.1089240141676 [12] => -0.089118125120019 [13] => -0.069312236072434 [14] => -0.049506347024849 [15] => -0.029700457977264 [16] => -0.0098945689296792 [17] => 0.0099113201179059 [18] => 0.029717209165491 [19] => 0.049523098213076 [20] => 0.069328987260661 ) [Error] => Array ( [0] => -0.54610640794415 [1] => -0.0072753567542822 [2] => 0.046088907993843 [3] => 0.082284307823358 [4] => 0.16768856379142 [5] => 0.15972546318129 [6] => 0.13481016835522 [7] => 0.11807713044253 [8] => 0.1023348451416 [9] => 0.10853063059119 [10] => 0.0089716791106695 [11] => -0.045977945818139 [12] => -0.081578102048956 [13] => -0.16427491681517 [14] => -0.056731890917207 [15] => 0.023577372918475 [16] => 0.052863642322859 [17] => 0.043935106734347 [18] => -0.0081144931372487 [19] => -0.069065205936976 [20] => -0.069763499034679 ) [SquaredError] => Array ( [0] => 0.29823220879767 [1] => 5.293081590208E-5 [2] => 0.0021241874400649 [3] => 0.0067707073139692 [4] => 0.02811945442643 [5] => 0.025512223588477 [6] => 0.018173781491963 [7] => 0.013942208733543 [8] => 0.010472420530156 [9] => 0.011778897776521 [10] => 8.0491026064824E-5 [11] => 0.0021139715016557 [12] => 0.0066549867339099 [13] => 0.02698624829463 [14] => 0.0032185074470419 [15] => 0.00055589251373686 [16] => 0.0027945646796392 [17] => 0.0019302936037584 [18] => 6.5844998874456E-5 [19] => 0.0047700026711169 [20] => 0.0048669457975616 ) [TotalError] => 0.77126716572592 [SumError] => -6.9388939039072E-17 [SumSquaredError] => 0.46921677018268 [ErrorVariance] => 0.024695619483299 [StdErr] => 0.15714839955691 [SlopeStdErr] => 0.022652940858156 [SlopeVal] => [YIntStdErr] => 0.066205779125968 [YIntTVal] => -4.935955712707 [R] => 0.62580248431099 [RSquared] => 0.39162874936981 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 3.4972746667379 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.31425826139774 [1] => -0.24108810760203 [2] => -0.18508681872493 [3] => -0.079876673709276 [4] => -0.068033885271827 [5] => -0.073143291050308 [6] => -0.070070439915412 [7] => -0.066006836168758 [8] => -0.040005161671584 [9] => -0.11975822410452 [10] => -0.15490195998574 [11] => -0.17069622716898 [12] => -0.2335871528876 [13] => -0.10623823794206 [14] => -0.0061230850587888 [15] => 0.04296907339318 [16] => 0.053846426852253 [17] => 0.021602716028242 [18] => -0.0195421077239 [19] => -0.00043451177401769 [20] => 0.021189299069938 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.086154450800659 [SumXX] => 48.125 [SumXY] => 2.1409770767179 [SumYY] => 0.20189488945286 [Slope] => 0.044487835360372 [YInt] => -0.19737403920159 [PredictedY] => Array ( [0] => -0.19737403920159 [1] => -0.1862520803615 [2] => -0.1751301215214 [3] => -0.16400816268131 [4] => -0.15288620384122 [5] => -0.14176424500112 [6] => -0.13064228616103 [7] => -0.11952032732094 [8] => -0.10839836848085 [9] => -0.097276409640752 [10] => -0.086154450800659 [11] => -0.075032491960566 [12] => -0.063910533120473 [13] => -0.05278857428038 [14] => -0.041666615440287 [15] => -0.030544656600194 [16] => -0.019422697760101 [17] => -0.0083007389200075 [18] => 0.0028212199200856 [19] => 0.013943178760179 [20] => 0.025065137600272 ) [Error] => Array ( [0] => -0.11688422219615 [1] => -0.054836027240529 [2] => -0.0099566972035221 [3] => 0.084131488972035 [4] => 0.08485231856939 [5] => 0.068620953950817 [6] => 0.060571846245619 [7] => 0.053513491152181 [8] => 0.068393206809262 [9] => -0.022481814463767 [10] => -0.068747509185084 [11] => -0.095663735208409 [12] => -0.16967661976713 [13] => -0.053449663661677 [14] => 0.035543530381498 [15] => 0.073513729993374 [16] => 0.073269124612353 [17] => 0.02990345494825 [18] => -0.022363327643986 [19] => -0.014377690534196 [20] => -0.0038758385303338 ) [SquaredError] => Array ( [0] => 0.013661921398398 [1] => 0.0030069898835241 [2] => 9.9135819202625E-5 [3] => 0.0070781074366516 [4] => 0.0071999159666013 [5] => 0.0047088353211201 [6] => 0.003668948557603 [7] => 0.0028636937352945 [8] => 0.0046776307376544 [9] => 0.00050543198158326 [10] => 0.0047262200191532 [11] => 0.0091515502340246 [12] => 0.028790155295598 [13] => 0.0028568665455464 [14] => 0.0012633425519805 [15] => 0.0054042684975387 [16] => 0.0053683646214605 [17] => 0.000894216617842 [18] => 0.00050011842331225 [19] => 0.00020671798509712 [20] => 1.502212431322E-5 ) [TotalError] => 0.20189488945286 [SumError] => 3.2612801348364E-16 [SumSquaredError] => 0.1066474537535 [ErrorVariance] => 0.0056130238817631 [StdErr] => 0.074920116669444 [SlopeStdErr] => 0.010799734370724 [SlopeVal] => [YIntStdErr] => 0.031563443918579 [YIntTVal] => -6.2532478936943 [R] => 0.68685329055013 [RSquared] => 0.47176744273955 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 4.1193453313973 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.24108810760203 [1] => -0.18508681872493 [2] => -0.079876673709276 [3] => -0.068033885271827 [4] => -0.073143291050308 [5] => -0.070070439915412 [6] => -0.066006836168758 [7] => -0.040005161671584 [8] => -0.11975822410452 [9] => -0.15490195998574 [10] => -0.17069622716898 [11] => -0.2335871528876 [12] => -0.10623823794206 [13] => -0.0061230850587888 [14] => 0.04296907339318 [15] => 0.053846426852253 [16] => 0.021602716028242 [17] => -0.0195421077239 [18] => -0.00043451177401769 [19] => 0.021189299069938 [20] => 0.086003705618382 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.067094357133225 [SumXX] => 48.125 [SumXY] => 1.9440869886236 [SumYY] => 0.17187294128272 [Slope] => 0.040396612750619 [YInt] => -0.16808588900977 [PredictedY] => Array ( [0] => -0.16808588900977 [1] => -0.15798673582212 [2] => -0.14788758263446 [3] => -0.13778842944681 [4] => -0.12768927625915 [5] => -0.1175901230715 [6] => -0.10749096988384 [7] => -0.09739181669619 [8] => -0.087292663508535 [9] => -0.07719351032088 [10] => -0.067094357133225 [11] => -0.05699520394557 [12] => -0.046896050757915 [13] => -0.03679689757026 [14] => -0.026697744382605 [15] => -0.016598591194951 [16] => -0.0064994380072957 [17] => 0.0035997151803591 [18] => 0.013698868368014 [19] => 0.023798021555669 [20] => 0.033897174743324 ) [Error] => Array ( [0] => -0.073002218592253 [1] => -0.027100082902807 [2] => 0.068010908925188 [3] => 0.069754544174982 [4] => 0.054545985208846 [5] => 0.047519683156087 [6] => 0.041484133715087 [7] => 0.057386655024606 [8] => -0.032465560595985 [9] => -0.077708449664863 [10] => -0.10360187003575 [11] => -0.17659194894203 [12] => -0.059342187184141 [13] => 0.030673812511472 [14] => 0.069666817775786 [15] => 0.070445018047203 [16] => 0.028102154035538 [17] => -0.023141822904259 [18] => -0.014133380142032 [19] => -0.0026087224857308 [20] => 0.052106530875058 ) [SquaredError] => Array ( [0] => 0.0053293239193911 [1] => 0.00073441449333903 [2] => 0.0046254837328302 [3] => 0.0048656964330595 [4] => 0.0029752645024037 [5] => 0.0022581202872549 [6] => 0.0017209333500912 [7] => 0.0032932281749131 [8] => 0.0010540126248116 [9] => 0.0060386031493166 [10] => 0.010733347474904 [11] => 0.031184716431145 [12] => 0.0035214951797977 [13] => 0.00094088277398891 [14] => 0.0048534654990045 [15] => 0.0049625005676708 [16] => 0.0007897310614371 [17] => 0.00053554396733209 [18] => 0.00019975243423918 [19] => 6.8054330075575E-6 [20] => 0.0027150905598334 ) [TotalError] => 0.17187294128272 [SumError] => -2.0816681711722E-16 [SumSquaredError] => 0.093338412049771 [ErrorVariance] => 0.0049125480026195 [StdErr] => 0.070089571282892 [SlopeStdErr] => 0.010103411282084 [SlopeVal] => [YIntStdErr] => 0.029528361017182 [YIntTVal] => -5.6923541713665 [R] => 0.67596867030201 [RSquared] => 0.45693364322987 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 3.9983141953502 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.18508681872493 [1] => -0.079876673709276 [2] => -0.068033885271827 [3] => -0.073143291050308 [4] => -0.070070439915412 [5] => -0.066006836168758 [6] => -0.040005161671584 [7] => -0.11975822410452 [8] => -0.15490195998574 [9] => -0.17069622716898 [10] => -0.2335871528876 [11] => -0.10623823794206 [12] => -0.0061230850587888 [13] => 0.04296907339318 [14] => 0.053846426852253 [15] => 0.021602716028242 [16] => -0.0195421077239 [17] => -0.00043451177401769 [18] => 0.021189299069938 [19] => 0.086003705618382 [20] => 0.13033376849501 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.049407601128604 [SumXX] => 48.125 [SumXY] => 1.9591744889049 [SumYY] => 0.17400773277229 [Slope] => 0.040710119249973 [YInt] => -0.15118289925354 [PredictedY] => Array ( [0] => -0.15118289925354 [1] => -0.14100536944104 [2] => -0.13082783962855 [3] => -0.12065030981606 [4] => -0.11047278000356 [5] => -0.10029525019107 [6] => -0.090117720378577 [7] => -0.079940190566084 [8] => -0.069762660753591 [9] => -0.059585130941098 [10] => -0.049407601128604 [11] => -0.039230071316111 [12] => -0.029052541503618 [13] => -0.018875011691125 [14] => -0.0086974818786317 [15] => 0.0014800479338615 [16] => 0.011657577746355 [17] => 0.021835107558848 [18] => 0.032012637371341 [19] => 0.042190167183834 [20] => 0.052367696996327 ) [Error] => Array ( [0] => -0.03390391947139 [1] => 0.061128695731767 [2] => 0.062793954356722 [3] => 0.047507018765749 [4] => 0.040402340088151 [5] => 0.034288414022313 [6] => 0.050112558706993 [7] => -0.039818033538436 [8] => -0.085139299232152 [9] => -0.11111109622788 [10] => -0.184179551759 [11] => -0.067008166625945 [12] => 0.022929456444829 [13] => 0.061844085084305 [14] => 0.062543908730884 [15] => 0.020122668094381 [16] => -0.031199685470255 [17] => -0.022269619332866 [18] => -0.010823338301403 [19] => 0.043813538434548 [20] => 0.077966071498679 ) [SquaredError] => Array ( [0] => 0.0011494757555225 [1] => 0.0037367174418669 [2] => 0.0039430807037541 [3] => 0.0022569168320092 [4] => 0.0016323490845986 [5] => 0.0011756953361655 [6] => 0.0025112685401618 [7] => 0.001585475794868 [8] => 0.007248700273742 [9] => 0.012345675704961 [10] => 0.033922107286145 [11] => 0.0044900943945705 [12] => 0.00052575997285532 [13] => 0.0038246908599148 [14] => 0.0039117405193372 [15] => 0.00040492177123661 [16] => 0.00097342037344282 [17] => 0.00049593594523074 [18] => 0.00011714465198662 [19] => 0.0019196261501556 [20] => 0.0060787083049371 ) [TotalError] => 0.17400773277229 [SumError] => 2.914335439641E-16 [SumSquaredError] => 0.094249505697461 [ErrorVariance] => 0.0049605002998664 [StdErr] => 0.070430819247446 [SlopeStdErr] => 0.010152602174138 [SlopeVal] => [YIntStdErr] => 0.029672126957097 [YIntTVal] => -5.0951150037923 [R] => 0.6770230758874 [RSquared] => 0.45836024528404 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 4.0098211819699 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.079876673709276 [1] => -0.068033885271827 [2] => -0.073143291050308 [3] => -0.070070439915412 [4] => -0.066006836168758 [5] => -0.040005161671584 [6] => -0.11975822410452 [7] => -0.15490195998574 [8] => -0.17069622716898 [9] => -0.2335871528876 [10] => -0.10623823794206 [11] => -0.0061230850587888 [12] => 0.04296907339318 [13] => 0.053846426852253 [14] => 0.021602716028242 [15] => -0.0195421077239 [16] => -0.00043451177401769 [17] => 0.021189299069938 [18] => 0.086003705618382 [19] => 0.13033376849501 [20] => 0.11494441571258 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.035120399488723 [SumXX] => 48.125 [SumXY] => 1.996936682618 [SumYY] => 0.17832386137983 [Slope] => 0.041494788210245 [YInt] => -0.13885737001433 [PredictedY] => Array ( [0] => -0.13885737001433 [1] => -0.12848367296177 [2] => -0.11810997590921 [3] => -0.10773627885665 [4] => -0.09736258180409 [5] => -0.086988884751529 [6] => -0.076615187698967 [7] => -0.066241490646406 [8] => -0.055867793593845 [9] => -0.045494096541284 [10] => -0.035120399488723 [11] => -0.024746702436162 [12] => -0.014373005383601 [13] => -0.0039993083310394 [14] => 0.0063743887215218 [15] => 0.016748085774083 [16] => 0.027121782826644 [17] => 0.037495479879205 [18] => 0.047869176931766 [19] => 0.058242873984328 [20] => 0.068616571036889 ) [Error] => Array ( [0] => 0.058980696305058 [1] => 0.060449787689946 [2] => 0.044966684858904 [3] => 0.037665838941239 [4] => 0.031355745635332 [5] => 0.046983723079945 [6] => -0.043143036405552 [7] => -0.088660469339337 [8] => -0.11482843357513 [9] => -0.18809305634632 [10] => -0.071117838453334 [11] => 0.018623617377373 [12] => 0.057342078776781 [13] => 0.057845735183292 [14] => 0.01522832730672 [15] => -0.036290193497983 [16] => -0.027556294600662 [17] => -0.016306180809267 [18] => 0.038134528686616 [19] => 0.072090894510679 [20] => 0.046327844675696 ) [SquaredError] => Array ( [0] => 0.0034787225366295 [1] => 0.0036541768317595 [2] => 0.0020220027472 [3] => 0.0014187154231473 [4] => 0.00098318278434765 [5] => 0.0022074702344529 [6] => 0.0018613215902908 [7] => 0.0078606788234715 [8] => 0.013185569157318 [9] => 0.035378997845699 [10] => 0.0050577469462745 [11] => 0.00034683912421879 [12] => 0.0032881139984425 [13] => 0.0033461290788955 [14] => 0.00023190195256061 [15] => 0.001316978144121 [16] => 0.00075934937211846 [17] => 0.00026589153258451 [18] => 0.0014542422781503 [19] => 0.0051970970713498 [20] => 0.0021462691922954 ) [TotalError] => 0.17832386137983 [SumError] => -2.2204460492503E-16 [SumSquaredError] => 0.095461396665327 [ErrorVariance] => 0.0050242840350172 [StdErr] => 0.070882184186277 [SlopeStdErr] => 0.010217666427377 [SlopeVal] => [YIntStdErr] => 0.029862284588544 [YIntTVal] => -4.6499245428664 [R] => 0.6816700194602 [RSquared] => 0.46467401543087 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 4.06108268509 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.068033885271827 [1] => -0.073143291050308 [2] => -0.070070439915412 [3] => -0.066006836168758 [4] => -0.040005161671584 [5] => -0.11975822410452 [6] => -0.15490195998574 [7] => -0.17069622716898 [8] => -0.2335871528876 [9] => -0.10623823794206 [10] => -0.0061230850587888 [11] => 0.04296907339318 [12] => 0.053846426852253 [13] => 0.021602716028242 [14] => -0.0195421077239 [15] => -0.00043451177401769 [16] => 0.021189299069938 [17] => 0.086003705618382 [18] => 0.13033376849501 [19] => 0.11494441571258 [20] => 0.16731733474818 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.023349256228844 [SumXX] => 48.125 [SumXY] => 2.3799512641037 [SumYY] => 0.21439201745416 [Slope] => 0.049453532760597 [YInt] => -0.14698308813034 [PredictedY] => Array ( [0] => -0.14698308813034 [1] => -0.13461970494019 [2] => -0.12225632175004 [3] => -0.10989293855989 [4] => -0.09752955536974 [5] => -0.085166172179591 [6] => -0.072802788989442 [7] => -0.060439405799292 [8] => -0.048076022609143 [9] => -0.035712639418994 [10] => -0.023349256228844 [11] => -0.010985873038695 [12] => 0.0013775101514545 [13] => 0.013740893341604 [14] => 0.026104276531753 [15] => 0.038467659721903 [16] => 0.050831042912052 [17] => 0.063194426102201 [18] => 0.075557809292351 [19] => 0.0879211924825 [20] => 0.10028457567265 ) [Error] => Array ( [0] => 0.07894920285851 [1] => 0.061476413889881 [2] => 0.052185881834627 [3] => 0.043886102391132 [4] => 0.057524393698156 [5] => -0.034592051924929 [6] => -0.082099170996302 [7] => -0.11025682136968 [8] => -0.18551113027846 [9] => -0.070525598523063 [10] => 0.017226171170055 [11] => 0.053954946431875 [12] => 0.052468916700798 [13] => 0.0078618226866384 [14] => -0.045646384255653 [15] => -0.03890217149592 [16] => -0.029641743842114 [17] => 0.022809279516181 [18] => 0.054775959202656 [19] => 0.027023223230085 [20] => 0.067032759075527 ) [SquaredError] => Array ( [0] => 0.0062329766319942 [1] => 0.0037793494647599 [2] => 0.0027233662628576 [3] => 0.0019259899830849 [4] => 0.0033090558703405 [5] => 0.001196610056377 [6] => 0.00674027387828 [7] => 0.012156566658546 [8] => 0.034414379457191 [9] => 0.0049738600470363 [10] => 0.00029674097318005 [11] => 0.0029111362444665 [12] => 0.0027529872197553 [13] => 6.1808255956142E-5 [14] => 0.0020835923956147 [15] => 0.001513378947098 [16] => 0.00087863297800149 [17] => 0.00052026323204726 [18] => 0.003000405706571 [19] => 0.00073025459374299 [20] => 0.0044933907892776 ) [TotalError] => 0.21439201745416 [SumError] => 1.1102230246252E-16 [SumSquaredError] => 0.096695019646178 [ErrorVariance] => 0.0050892115603252 [StdErr] => 0.071338710111167 [SlopeStdErr] => 0.010283474636725 [SlopeVal] => [YIntStdErr] => 0.030054616515779 [YIntTVal] => -4.8905328089337 [R] => 0.74093205996489 [RSquared] => 0.54898031748382 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 4.8090294873668 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.073143291050308 [1] => -0.070070439915412 [2] => -0.066006836168758 [3] => -0.040005161671584 [4] => -0.11975822410452 [5] => -0.15490195998574 [6] => -0.17069622716898 [7] => -0.2335871528876 [8] => -0.10623823794206 [9] => -0.0061230850587888 [10] => 0.04296907339318 [11] => 0.053846426852253 [12] => 0.021602716028242 [13] => -0.0195421077239 [14] => -0.00043451177401769 [15] => 0.021189299069938 [16] => 0.086003705618382 [17] => 0.13033376849501 [18] => 0.11494441571258 [19] => 0.16731733474818 [20] => 0.1846914308176 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => -0.011314717367443 [SumXX] => 48.125 [SumXY] => 2.7771702518517 [SumYY] => 0.25263479621047 [Slope] => 0.05770743380471 [YInt] => -0.15558330187922 [PredictedY] => Array ( [0] => -0.15558330187922 [1] => -0.14115644342804 [2] => -0.12672958497686 [3] => -0.11230272652568 [4] => -0.097875868074507 [5] => -0.08344900962333 [6] => -0.069022151172153 [7] => -0.054595292720975 [8] => -0.040168434269798 [9] => -0.02574157581862 [10] => -0.011314717367443 [11] => 0.0031121410837344 [12] => 0.017538999534912 [13] => 0.031965857986089 [14] => 0.046392716437267 [15] => 0.060819574888444 [16] => 0.075246433339622 [17] => 0.089673291790799 [18] => 0.10410015024198 [19] => 0.11852700869315 [20] => 0.13295386714433 ) [Error] => Array ( [0] => 0.082440010828909 [1] => 0.071086003512628 [2] => 0.060722748808105 [3] => 0.072297564854101 [4] => -0.021882356030012 [5] => -0.071452950362413 [6] => -0.10167407599682 [7] => -0.17899186016663 [8] => -0.066069803672259 [9] => 0.019618490759832 [10] => 0.054283790760623 [11] => 0.050734285768518 [12] => 0.0040637164933303 [13] => -0.051507965709989 [14] => -0.046827228211284 [15] => -0.039630275818506 [16] => 0.01075727227876 [17] => 0.040660476704207 [18] => 0.010844265470608 [19] => 0.048790326055022 [20] => 0.051737563673268 ) [SquaredError] => Array ( [0] => 0.0067963553854707 [1] => 0.0050532198953973 [2] => 0.0036872522228122 [3] => 0.005226937883833 [4] => 0.00047883750542421 [5] => 0.0051055241154935 [6] => 0.010337617729808 [7] => 0.032038086005909 [8] => 0.0043652189572908 [9] => 0.0003848851796936 [10] => 0.0029467299393431 [11] => 0.0025739677524417 [12] => 1.6513791738165E-5 [13] => 0.0026530705315814 [14] => 0.0021927893019517 [15] => 0.0015705587614509 [16] => 0.00011571890687939 [17] => 0.0016532743658134 [18] => 0.00011759809359703 [19] => 0.0023804959165554 [20] => 0.0026767754948454 ) [TotalError] => 0.25263479621047 [SumError] => 3.0531133177192E-16 [SumSquaredError] => 0.092371427737329 [ErrorVariance] => 0.0048616540914384 [StdErr] => 0.069725562682838 [SlopeStdErr] => 0.010050939444559 [SlopeVal] => [YIntStdErr] => 0.029375006143426 [YIntTVal] => -5.296451722242 [R] => 0.79647206785065 [RSquared] => 0.6343677548663 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 5.7414965161239 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.070070439915412 [1] => -0.066006836168758 [2] => -0.040005161671584 [3] => -0.11975822410452 [4] => -0.15490195998574 [5] => -0.17069622716898 [6] => -0.2335871528876 [7] => -0.10623823794206 [8] => -0.0061230850587888 [9] => 0.04296907339318 [10] => 0.053846426852253 [11] => 0.021602716028242 [12] => -0.0195421077239 [13] => -0.00043451177401769 [14] => 0.021189299069938 [15] => 0.086003705618382 [16] => 0.13033376849501 [17] => 0.11494441571258 [18] => 0.16731733474818 [19] => 0.1846914308176 [20] => 0.16849748352303 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => 0.00019198618366849 [SumXX] => 48.125 [SumXY] => 3.05667217645 [SumYY] => 0.27836396251701 [Slope] => 0.063515266004155 [YInt] => -0.15859617882672 [PredictedY] => Array ( [0] => -0.15859617882672 [1] => -0.14271736232568 [2] => -0.12683854582464 [3] => -0.1109597293236 [4] => -0.095080912822564 [5] => -0.079202096321525 [6] => -0.063323279820487 [7] => -0.047444463319448 [8] => -0.031565646818409 [9] => -0.01568683031737 [10] => 0.0001919861836685 [11] => 0.016070802684707 [12] => 0.031949619185746 [13] => 0.047828435686785 [14] => 0.063707252187824 [15] => 0.079586068688862 [16] => 0.095464885189901 [17] => 0.11134370169094 [18] => 0.12722251819198 [19] => 0.14310133469302 [20] => 0.15898015119406 ) [Error] => Array ( [0] => 0.088525738911307 [1] => 0.076710526156923 [2] => 0.086833384153058 [3] => -0.0087984947809168 [4] => -0.059821047163179 [5] => -0.09149413084745 [6] => -0.17026387306711 [7] => -0.058793774622609 [8] => 0.02544256175962 [9] => 0.05865590371055 [10] => 0.053654440668584 [11] => 0.0055319133435349 [12] => -0.051491726909646 [13] => -0.048262947460803 [14] => -0.042517953117885 [15] => 0.0064176369295196 [16] => 0.034868883305105 [17] => 0.0036007140216447 [18] => 0.040094816556197 [19] => 0.041590096124581 [20] => 0.0095173323289764 ) [SquaredError] => Array ( [0] => 0.0078368064497929 [1] => 0.0058845048232719 [2] => 0.0075400366034725 [3] => 7.7413510409819E-5 [4] => 0.0035785576836993 [5] => 0.0083711759795302 [6] => 0.028989786471814 [7] => 0.0034567079343741 [8] => 0.00064732394889209 [9] => 0.0034405150401014 [10] => 0.0028787990034586 [11] => 3.060206524038E-5 [12] => 0.0026513979401376 [13] => 0.0023293120976042 [14] => 0.0018077763373347 [15] => 4.1186063759134E-5 [16] => 0.001215839022945 [17] => 1.2965141465669E-5 [18] => 0.0016075943146751 [19] => 0.0017297360956519 [20] => 9.057961466018E-5 ) [TotalError] => 0.27836396251701 [SumError] => -3.3306690738755E-16 [SumSquaredError] => 0.084218616142291 [ErrorVariance] => 0.0044325587443311 [StdErr] => 0.066577464237767 [SlopeStdErr] => 0.0095971410724925 [SlopeVal] => [YIntStdErr] => 0.02804872912814 [YIntTVal] => -5.6543089029872 [R] => 0.83513558153405 [RSquared] => 0.69745143954421 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 6.6181444582704 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.066006836168758 [1] => -0.040005161671584 [2] => -0.11975822410452 [3] => -0.15490195998574 [4] => -0.17069622716898 [5] => -0.2335871528876 [6] => -0.10623823794206 [7] => -0.0061230850587888 [8] => 0.04296907339318 [9] => 0.053846426852253 [10] => 0.021602716028242 [11] => -0.0195421077239 [12] => -0.00043451177401769 [13] => 0.021189299069938 [14] => 0.086003705618382 [15] => 0.13033376849501 [16] => 0.11494441571258 [17] => 0.16731733474818 [18] => 0.1846914308176 [19] => 0.16849748352303 [20] => 0.18610837981321 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => 0.012390977599317 [SumXX] => 48.125 [SumXY] => 3.3282414887513 [SumYY] => 0.30486693619315 [Slope] => 0.069158264701326 [YInt] => -0.160504684154 [PredictedY] => Array ( [0] => -0.160504684154 [1] => -0.14321511797867 [2] => -0.12592555180334 [3] => -0.108635985628 [4] => -0.091346419452673 [5] => -0.074056853277341 [6] => -0.05676728710201 [7] => -0.039477720926678 [8] => -0.022188154751346 [9] => -0.0048985885760147 [10] => 0.012390977599317 [11] => 0.029680543774649 [12] => 0.04697010994998 [13] => 0.064259676125312 [14] => 0.081549242300643 [15] => 0.098838808475975 [16] => 0.11612837465131 [17] => 0.13341794082664 [18] => 0.15070750700197 [19] => 0.1679970731773 [20] => 0.18528663935263 ) [Error] => Array ( [0] => 0.094497847985241 [1] => 0.10320995630708 [2] => 0.0061673276988163 [3] => -0.046265974357739 [4] => -0.079349807716302 [5] => -0.15953029961026 [6] => -0.049470950840047 [7] => 0.033354635867889 [8] => 0.065157228144526 [9] => 0.058745015428267 [10] => 0.0092117384289253 [11] => -0.049222651498548 [12] => -0.047404621723998 [13] => -0.043070377055374 [14] => 0.0044544633177386 [15] => 0.031494960019031 [16] => -0.0011839589387219 [17] => 0.033899393921538 [18] => 0.033983923815629 [19] => 0.00050041034573123 [20] => 0.00082174046057221 ) [SquaredError] => Array ( [0] => 0.0089298432738418 [1] => 0.01065229508091 [2] => 3.8035930944587E-5 [3] => 0.0021405403832709 [4] => 0.0062963919846141 [5] => 0.025449916493739 [6] => 0.0024473749770184 [7] => 0.0011125317338795 [8] => 0.0042454643794779 [9] => 0.0034509768376674 [10] => 8.4856124882938E-5 [11] => 0.0024228694205476 [12] => 0.0022471981607953 [13] => 0.0018550573796921 [14] => 1.9842243449079E-5 [15] => 0.00099193250660037 [16] => 1.4017587685795E-6 [17] => 0.0011491689082476 [18] => 0.0011549070779065 [19] => 2.5041051411485E-7 [20] => 6.7525738454142E-7 ) [TotalError] => 0.30486693619315 [SumError] => 3.885780586188E-16 [SumSquaredError] => 0.074691530324152 [ErrorVariance] => 0.0039311331749554 [StdErr] => 0.062698749389086 [SlopeStdErr] => 0.009038024350206 [SlopeVal] => [YIntStdErr] => 0.026414647334826 [YIntTVal] => -6.0763515832514 [R] => 0.86890900016371 [RSquared] => 0.7550028505655 [DF] => 19 [SlopeProb] => [YIntProb] => [AlphaTVal] => [ConfIntOfSlope] => 0 [RPath] => /usr/local/bin/R [format] => %01.2f [SlopeTVal] => 7.6519228120634 ) SimpleLinearRegression Object ( [n] => 21 [X] => Array ( [0] => 0 [1] => 0.25 [2] => 0.5 [3] => 0.75 [4] => 1 [5] => 1.25 [6] => 1.5 [7] => 1.75 [8] => 2 [9] => 2.25 [10] => 2.5 [11] => 2.75 [12] => 3 [13] => 3.25 [14] => 3.5 [15] => 3.75 [16] => 4 [17] => 4.25 [18] => 4.5 [19] => 4.75 [20] => 5 ) [Y] => Array ( [0] => -0.040005161671584 [1] => -0.11975822410452 [2] => -0.15490195998574 [3] => -0.17069622716898 [4] => -0.2335871528876 [5] => -0.10623823794206 [6] => -0.0061230850587888 [7] => 0.04296907339318 [8] => 0.053846426852253 [9] => 0.021602716028242 [10] => -0.0195421077239 [11] => -0.00043451177401769 [12] => 0.021189299069938 [13] => 0.086003705618382 [14] => 0.13033376849501 [15] => 0.11494441571258 [16] => 0.16731733474818 [17] => 0.1846914308176 [18] => 0.16849748352303 [19] => 0.18610837981321 [20] => 0.17201880942456 ) [ConfInt] => 95 [Alpha] => 0.975 [XMean] => 2.5 [YMean] => 0.02372553215138 [SumXX] => 48.125 [SumXY] => 3.5117170804522 [SumYY] => 0.321503849018 [Slope] => 0.072970744528877 [YInt] => -0.15870132917081 [PredictedY] => Array ( [0] => -0.15870132917081 [1] => -0.14045864303859 [2] => -0.12221595690638 [3] => -0.10397327077416 [4] => -0.085730584641937 [5] => -0.067487898509717 [6] => -0.049245212377498 [7] => -0.031002526245279 [8] => -0.012759840113059 [9] => 0.0054828460191601 [10] => 0.02372553215138 [11] => 0.041968218283599 [12] => 0.060210904415818 [13] => 0.078453590548038 [14] => 0.096696276680257 [15] => 0.11493896281248 [16] => 0.1331816489447 [17] => 0.15142433507692 [18] => 0.16966702120913 [19] => 0.18790970734135 [20] => 0.20615239347357 ) [Error] => Array ( [0] => 0.11869616749923 [1] => 0.020700418934075 [2] => -0.032686003079368 [3] => -0.066722956394819 [4] => -0.14785656824566 [5] => -0.038750339432339 [6] => 0.043122127318709 [7] => 0.073971599638459 [8] => 0.066606266965312 [9] => 0.016119870009082 [10] => -0.043267639875279 [11] => -0.042402730057617 [12] => -0.03902160534588 [13] => 0.0075501150703443 [14] => 0.033637491814749 [15] => 5.4529001083103E-6 [16] => 0.03413568580348 [17] => 0.033267095740684 [18] => -0.0011695376861018 [19] => -0.0018013275281486 [20] => -0.034133584049017 ) [SquaredError] => Array ( [0] => 0.014088780179005 [1] => 0.00042850734404622 [2] => 0.0010683747973044 [3] => 0.0044519529100649 [4] => 0.021861564773385 [5] => 0.0015015888061215 [6] => 0.001859517864491 [7] => 0.0054717975530724 [8] => 0.0044363947990544 [9] => 0.0002598502091097 [10] => 0.0018720886603769 [11] => 0.0017979915163391 [12] => 0.0015226856837696 [13] => 5.7004237575441E-5 [14] => 0.0011314808555873 [15] => 2.9734119591211E-11 [16] => 0.0011652450452739 [17] => 0.0011066996590198 [18] => 1.3678183992123E-6 [19] => 3.2447808636658E-6 [20] => 0.0011651015600313 ) [TotalError] => 0.321503849018 [SumError] => 1.3877787807814E-16 [SumSquaredError] => 0.065251239082625 [ErrorVariance] => 0.0034342757411908 [StdErr] => 0.05860269397554 [SlopeStdErr] => 0.0084475779867916 [SlopeVal] => [YIntStdErr] => 0.024689001125501 [YIntTVal] => -6.4280174140741 [R] => 0.89277302648944 [RSquared] => 0.79704367682711 [DF] => 19 [SlopeProb] => 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GURUFOCUS.COM » STOCK LIST » Healthcare » Medical Devices & Instruments » Olympus Corp (OTCPK:OLYMY) » Definitions » Forward Rate of Return (Yacktman) %

Olympus (Olympus) Forward Rate of Return (Yacktman) % : 13.82% (As of Mar. 2024)


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What is Olympus Forward Rate of Return (Yacktman) %?

Yacktman defines forward rate of return as the normalized free cash flow yield plus real growth plus inflation. Olympus's forward rate of return for was 13.82%.

The historical rank and industry rank for Olympus's Forward Rate of Return (Yacktman) % or its related term are showing as below:

OLYMY' s Forward Rate of Return (Yacktman) % Range Over the Past 10 Years
Min: -36.52   Med: 19.32   Max: 22.01
Current: 13.63

During the past 13 years, Olympus's highest Forward Rate of Return was 22.01. The lowest was -36.52. And the median was 19.32.

OLYMY's Forward Rate of Return (Yacktman) % is ranked better than
56.29% of 334 companies
in the Medical Devices & Instruments industry
Industry Median: 10.7 vs OLYMY: 13.63

Unlike the Earnings Yield %, the Forward Rate of Return uses the normalized Free Cash Flow of the past seven years, and considers growth. The forward rate of return can be thought of as the return that investors buying the stock today can expect from it in the future.

Olympus Forward Rate of Return (Yacktman) % Historical Data

The historical data trend for Olympus's Forward Rate of Return (Yacktman) % can be seen below:

* For Operating Data section: All numbers are indicated by the unit behind each term and all currency related amount are in USD.
* For other sections: All numbers are in millions except for per share data, ratio, and percentage. All currency related amount are indicated in the company's associated stock exchange currency.

* Premium members only.

Olympus Forward Rate of Return (Yacktman) % Chart

Olympus Annual Data
Trend Mar15 Mar16 Mar17 Mar18 Mar19 Mar20 Mar21 Mar22 Mar23 Mar24
Forward Rate of Return (Yacktman) %
Get a 7-Day Free Trial Premium Member Only Premium Member Only 21.33 10.95 13.38 21.85 13.82

Olympus Quarterly Data
Jun19 Sep19 Dec19 Mar20 Jun20 Sep20 Dec20 Mar21 Jun21 Sep21 Dec21 Mar22 Jun22 Sep22 Dec22 Mar23 Jun23 Sep23 Dec23 Mar24
Forward Rate of Return (Yacktman) % Get a 7-Day Free Trial Premium Member Only Premium Member Only Premium Member Only Premium Member Only Premium Member Only Premium Member Only Premium Member Only Premium Member Only Premium Member Only Premium Member Only Premium Member Only Premium Member Only 21.85 21.33 21.70 19.15 13.82

Competitive Comparison of Olympus's Forward Rate of Return (Yacktman) %

For the Medical Instruments & Supplies subindustry, Olympus's Forward Rate of Return (Yacktman) %, along with its competitors' market caps and Forward Rate of Return (Yacktman) % data, can be viewed below:

* Competitive companies are chosen from companies within the same industry, with headquarter located in same country, with closest market capitalization; x-axis shows the market cap, and y-axis shows the term value; the bigger the dot, the larger the market cap. Note that "N/A" values will not show up in the chart.

Olympus's Forward Rate of Return (Yacktman) % Distribution in the Medical Devices & Instruments Industry

For the Medical Devices & Instruments industry and Healthcare sector, Olympus's Forward Rate of Return (Yacktman) % distribution charts can be found below:

* The bar in red indicates where Olympus's Forward Rate of Return (Yacktman) % falls into.


Olympus Forward Rate of Return (Yacktman) % Calculation

Forward Rate of Return is a concept that Don Yacktman uses in his investment approach. Yacktman explained the forward rate of return concept in detail in his interview with GuruFocus. Yacktman defines forward rate of return as the normalized free cash flow yield plus real growth plus inflation. He said in the interview (March 2012, when the S&P 500 was at about 1400):

If the business is stable, this calculation is fairly straightforward. For instance, on the S&P 500 we would normalize earnings. We would then calculate what percentage of those earnings are not reinvested in the underlying businesses and are therefore free. Historically, for the S&P 500, this has been just under 50% of earnings. Currently, we expect the S&P to earn about 70 on a normalized basis, a number which is far below reported earnings due to our adjusting for record high profit margins. $70 X ½ / 1400 gives you a normalized free cash flow yield of approximately 2.5%.

The historical real growth rate of the S&P 500 (companies) is about 1.5%. Assuming an inflation rate of 2.5%, the forward rate of return on an investment in the S&P 500 is about 6.5% today (2.5% free cash flow yield plus 1.5% real growth plus 2.5% inflation).

Olympus's Forward Rate of Return of Mar. 2024 is

Forward Rate of Return=Normalized Free Cash Flow/Price+5-Year EBITDA Growth Rate
=0.34419048/14.38+0.055
=7.89 %

* For Operating Data section: All numbers are indicated by the unit behind each term and all currency related amount are in USD.
* For other sections: All numbers are in millions except for per share data, ratio, and percentage. All currency related amount are indicated in the company's associated stock exchange currency.

Olympus  (OTCPK:OLYMY) Forward Rate of Return (Yacktman) % Explanation

Unlike the Earnings Yield, the Forward Rate of Return uses the normalized Free Cash Flow of the past five years, and considers growth. The forward rate of return can be thought of as the return that investors buying the stock today can expect from it in the future.

For the growth part of the Forward Rate of Return calculation, GuruFocus uses the 5-year average growth rate of EBITDA per share as the growth rate, and the growth rate is always capped at 20%. For the Free Cash Flow we use per share data averaged over five years. The reason we use five years is to make it comparable to the growth rate.

Be Aware

In the Forward Rate of Return calculation, the growth rate is added directly to today's free cash flow yield. Therefore the calculation is reliable only if the company can grow at the same rate in the future as it did in the past. Investors should pay close attention to this when researching growth stocks. A more accurate measurement for return is Return on Capital.

Olympus Forward Rate of Return (Yacktman) % Related Terms

Thank you for viewing the detailed overview of Olympus's Forward Rate of Return (Yacktman) % provided by GuruFocus.com. Please click on the following links to see related term pages.

Olympus (Olympus) Business Description

Industry
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OCPNF:USA 7733:Japan OLY1:Germany
Address
Shinjuku Monolith, 2-3-1 Nishi-Shinjuku, Shinjuku-ku, Tokyo, JPN, 163-0914
Website
http://www.olympus.co.jp
Olympus Corp manufactures and sells precision instruments for the healthcare industry. The firm operates in three segments: scientific solutions, imaging, and medical. The scientific solutions segment sells microscopes and other imaging tools to life sciences and industrial customers. The imaging segment sells digital cameras under the Olympus brand. The medical segment supplies medical equipment, including gastrointestinal and surgical endoscopes and endotherapy devices. This segment generates the vast majority of revenue. Sales in Asia and North America contribute the largest proportions of revenue.