回归分析、方差分析

方方差差分分析析表表 列列号号 A B C来来源源离离差差Q 试试验验号号1 12 2 3 3 试 试验验值值Y 平平方方A6 61 18 8 1 11 11 11 13 31 19 96 61 1B1 11 14 4 2 21 12 22 25 54 42 29 91 16 6C2 23 34 4 3 31 13 33 33 38 81 14 44 44 4误误差差1 18 8 4 42 21 12 25 53 32 28 80 09 9总总和和9 98 84 4 5 52 22 23 34 49 92 24 40 01 1 6 62 23 31 14 42 21 17 76 64 4 7 73 31 13 35 57 73 32 24 49 9 方方差差分分析析表表 8 83 32 21 16 62 23 38 84 44 4来来源源离离差差Q 9 93 33 32 26 64 44 40 09 96 6 K11 12 23 31 14 41 11 13 35 54 45 50 02 23 34 48 84 4 K21 14 44 41 16 65 51 17 71 1 K31 18 83 31 14 44 41 14 44 4 U2 23 31 11 18 82 22 26 61 14 42 22 27 73 34 42 22 25 50 00 0 Q6 61 18 81 11 14 42 23 34 49 98 84 4 (QT)误差 ABC总和 k14 41 14 47 74 45 5 k24 48 85 55 55 57 7 k36 61 14 48 84 48 8 自自由由度度df 均均方方F值值Fcrit 2 23 30 09 9 3 34 4. .3 33 33 33 33 31 19 9 2 25 57 7 6 6. .3 33 33 33 33 33 31 19 9 2 21 11 17 71 13 31 19 9 2 29 9 8 8 自自由由度度df 均均方方F值值Fcrit 方方差差分分析析表表 方方差差分分析析表表 A AB BC CD D 2 24 4. .7 73 30 0. .8 81 17 7. .9 92 23 3. .1 1 2 24 4. .3 31 19 93 30 0. .4 43 33 3 2 21 1. .6 61 18 8. .8 83 34 4. .9 92 23 3 1 19 9. .3 32 29 9. .7 73 34 4. .1 12 26 6. .4 4 2 20 0. .3 31 15 5. .9 91 18 8. .1 1 2 25 5. .1 1 Ax1Ax1Bx2Bx2Cx3Cx3Dx4Dx4x1*x1x1*x1x2*x2x2*x2x3*x3x3*x3x4*x4x4*x4 - -3 35 58 8- -7 71 1- -1 19 99 93 33 36 64 45 50 04 41 13 36 61 1 - -7 7- -6 60 05 54 48 80 04 49 93 36 60 00 02 29 91 16 66 64 40 00 0 - -3 34 4- -6 62 29 99 9- -2 20 01 11 15 56 63 38 84 44 49 98 80 01 14 40 00 0 - -5 57 74 47 79 91 11 14 43 32 24 49 92 22 20 09 98 82 28 81 11 19 96 6 - -4 47 7- -9 91 1- -6 69 92 22 20 09 90 08 82 28 81 14 47 76 61 1 1 11 1 合计- -1 14 48 8- -1 17 78 82 2- -1 13 36 66 67 72 21 13 30 01 17 73 34 43 32 20 01 12 21 11 19 9 dfdf均均方方 总总和和- -9 96 6QtQt6 65 56 66 67 7. .2 21 19 9 平平方方和和66128Qe60301.9816 3768.87 Qa5365.2173 1788.41 545620 F0.47452 crit3.23887 方差分析：单因素方差分析 SUMMARY 组观测数求和平均方差 列列 1 15 51 11 10 0. .2 22 22 2. .0 04 45 5. .7 72 28 8 列列 2 24 49 98 8. .3 32 24 4. .5 57 75 5 4 43 3. .1 14 49 91 17 7 列列 3 35 51 13 33 3. .2 22 26 6. .6 64 48 82 2. .4 43 38 8 列列 4 46 61 14 48 8. .7 7 2 24 4. .7 78 83 33 33 3 2 24 4. .1 18 81 16 67 7 方方差差分分析析 差差异异源源SSSSdfdfMSMSF FP-valueP-value F F critcrit 组组间间5 53 3. .6 65 52 23 3 1 17 7. .8 88 84 40 06 60 0. .4 47 74 45 52 2 0 0. .7 70 04 43 36 6 3 3. .2 23 38 88 87 7 组组内内6 60 03 3. .0 02 21 16 6 3 37 7. .6 68 88 87 74 4 总总计计6 65 56 6. .6 67 71 19 9 A1A1A2A2A3A3A4A4 1 16 60 00 01 15 58 80 01 14 46 60 01 15 51 10 0 1 16 61 10 01 16 64 40 01 15 55 50 01 15 52 20 0 1 16 65 50 01 16 64 40 01 16 60 00 01 15 53 30 0 1 16 68 80 01 17 70 00 01 16 62 20 01 15 57 70 0 1 17 70 00 01 17 75 50 01 16 64 40 01 16 60 00 0 1 17 72 20 01 16 66 60 01 16 68 80 0 1 18 80 00 01 17 74 40 0 1 18 82 20 0 方差分析：单因素方差分析 SUMMARY 组观测数求和平均方差 列4766.67 列 25831016624220 列 3813090 1636.25 12169.6 列 469410 1568.33 4136.67 方方差差分分析析 差差异异源源SSSSdfdfMSMSF FP-valueP-valueF F critcrit 组组间间4 44 43 36 60 0. .7 71 13 3 1 14 47 78 86 6. .9 9 2 2. .1 14 49 93 39 9 0 0. .1 12 22 29 90 09 9 3 3. .0 04 49 91 12 25 5 组组内内1 15 51 13 35 50 0. .8 82 22 2 6 68 87 79 9. .5 58 8 总总计计1 19 95 57 71 11 1. .5 52 25 5 方差分析：单因素方差分析 SUMMARY 组观测数求和平均方差 列 15110.222.045.728 列 2498.324.575 43.1492 列 35133.226.6482.438 列 46148.7 24.7833 24.1817 方方差差分分析析 差差异异源源SSSSdfdfMSMSF FP-valueP-valueF F critcrit 组组间间5 53 3. .6 65 52 21 17 73 3 1 17 7. .8 88 84 41 1 0 0. .4 47 74 45 52 2 0 0. .7 70 04 43 36 65 5 3 3. .2 23 38 88 87 72 2 组组内内6 60 03 3. .0 01 19 98 81 16 6 3 37 7. .6 68 88 87 7 总总计计6 65 56 6. .6 67 72 21 19 9 列列号号1 12 23 34 45 56 6 试试验验号号AB 1 11 11 11 11 11 11 1 2 21 11 11 12 22 22 2 3 31 12 22 21 11 12 2 4 41 12 22 22 22 21 1 5 52 21 12 21 12 21 1 6 62 21 12 22 21 12 2 7 7221122 8 8221211 3 32 23 35 53 35 5. .5 53 38 8. .5 5 3 33 3. .5 53 36 6. .5 53 38 83 39 9. .5 5 3 36 63 37 7. .5 53 39 9. .5 54 43 3 方差分析：无重复双因素分析 SUMMARY观测数求和平均方差 行 1414135.25 7.083333 行 24147.536.8756.5625 行 3415639 9.166667 列 13101.5 33.83333 4.083333 列 23109 36.33333 1.583333 列 33113 37.66667 4.083333 列 43121 40.33333 5.583333 方差分析 差差异异源源SSSSdfdfMSMSF FP-valueP-valueF F critcrit 行行2 28 8. .2 29 91 16 67 72 2 1 14 4. .1 14 45 58 83 3 3 35 5. .7 73 36 68 84 4 0 0. .0 00 00 04 46 65 5 5 5. .1 14 43 32 25 53 3 列列6 66 6. .0 06 62 25 53 3 2 22 2. .0 02 20 08 83 3 5 55 5. .6 63 31 15 58 8 9 9. .0 02 2E E- -0 05 5 4 4. .7 75 57 70 06 63 3 误误差差2 2. .3 37 75 56 6 0 0. .3 39 95 58 83 33 3 总总计计9 96 6. .7 72 29 91 17 71 11 1 B1B1B2B2B3B3B4B4 7 71 17 72 27 75 57 77 7 A1A17 73 37 73 37 73 37 75 5 7 73 37 76 67 78 87 74 4 A2A27 75 57 74 47 77 77 74 4 7 76 67 79 97 74 47 74 4 A3A37 73 37 77 77 75 57 73 3 7 75 57 73 37 70 06 69 9 A4A47 73 37 72 27 71 16 69 9 观测数22228 求和149156149147601 平均74.57874.573.575.125 方差4.520.50.5 4.410714 观测数22228 求和148145141138572 平均7472.570.56971.5 方差20.50.50 4.571429 总计 观测数8888 求和589596593585 平均73.62574.574.12573.125 方差2.553571 6.571429 7.553571 7.839286 方差分析 差异源SSdfMSFP-valueF crit 样本70.593753 23.53125 17.51163 2.62E-05 3.238872 列8.593753 2.864583 2.131783 0.136299 3.238872 交互79.531259 8.836806 6.576227 0.000591 2.537667 内部21.5161.34375 总计180.218831 方差分析：可重复双因素分析 SUMMARYB1B2B3B4总计 观测数22228 求和144145148152589 平均7272.5747673.625 方差20.522 3.696429 观测数22228 求和148150155148601 平均747577.57475.125 方差220.50 2.982143 观测数22228 求和149156149147601 平均74.57874.573.575.125 方差4.520.50.5 4.410714 观测数22228 求和148145141138572 平均7472.570.56971.5 方差20.50.50 4.571429 总计 观测数8888 求和589596593585 平平均均7 73 3. .6 62 25 57 74 4. .5 57 74 4. .1 12 25 57 73 3. .1 12 25 5 方方差差2 2. .5 55 53 35 57 71 1 6 6. .5 57 71 14 42 29 9 7 7. .5 55 53 35 57 71 1 7 7. .8 83 39 92 28 86 6 方方差差分分析析 差差异异源源SSSSdfdfMSMSF FP-valueP-valueF F critcrit 样样本本7 70 0. .5 59 93 37 75 53 3 2 23 3. .5 53 31 12 25 5 1 17 7. .5 51 11 16 63 3 2 2. .6 62 2E E- -0 05 5 3 3. .2 23 38 88 87 72 2 列列8 8. .5 59 93 37 75 53 3 2 2. .8 86 64 45 58 83 3 2 2. .1 13 31 17 78 83 3 0 0. .1 13 36 62 29 99 9 3 3. .2 23 38 88 87 72 2 交交互互7 79 9. .5 53 31 12 25 59 9 8 8. .8 83 36 68 80 06 6 6 6. .5 57 76 62 22 27 7 0 0. .0 00 00 05 59 91 1 2 2. .5 53 37 76 66 67 7 内内部部2 21 1. .5 51 16 61 1. .3 34 43 37 75 5 总总计计1 18 80 0. .2 21 18 88 83 31 1 xy 2 27 77 71 10 03 3SUMMARYSUMMARY OUTPUTOUTPUT 2 25 57 79 99 9. .5 5 2 25 55 59 93 3回回归归统统计计 2 27 78 81 10 05 5MultipleMultiple R R 3 30 06 61 11 10 0R R SquareSquare 2 26 68 89 98 8AdjustedAdjusted R R SquareSquare 2 28 85 51 10 03 3. .5 5标标准准误误差差 2 28 86 61 10 03 3观观测测值值 2 27 72 21 10 04 4 2 28 85 51 10 03 3方方差差分分析析 2 28 86 61 10 08 8 2 26 69 91 10 00 0回回归归分分析析 2 24 46 69 96 6. .5 5残残差差 2 25 55 59 92 2总总计计 2 25 53 39 94 4 2 25 55 59 94 4 2 26 69 99 99 9InterceptIntercept 2 29 97 71 10 09 9X X VariableVariable 1 1 2 25 57 79 95 5. .5 5 2 25 50 09 91 1 RESIDUALRESIDUAL OUTPUTOUTPUT 观观测测值值 1 1 2 2 3 3 4 4 5 5 6 6 7 7 8 8 9 9 1 10 0 1 11 1 1 12 2 1 13 3 1 14 4 1 15 5 1 16 6 1 17 7 1 18 8 1 19 9 2 20 0 0 0. .9 92 21 15 56 68 87 79 94 4 0 0. .8 84 49 92 28 89 90 04 42 2 0 0. .8 84 40 09 91 16 62 21 11 1 2 2. .2 29 94 47 79 96 67 73 34 4 2 20 0 dfdfSSSSMSMSF FSignificanceSignificance F F 1 1 5 53 34 4. .1 16 60 03 34 43 31 1 5 53 34 4. .1 16 60 03 34 43 31 1 1 10 01 1. .4 43 33 39 91 17 78 8. .0 00 03 33 33 3E E- -0 09 9 1 18 89 94 4. .7 78 89 96 65 56 69 9 5 5. .2 26 66 60 09 92 20 05 5 1 19 96 62 28 8. .9 95 5 CoefficientsCoefficients标标准准误误差差t t StatStatP-valueP-valueLowerLower 95%95%UpperUpper 95%95% 下下限限 95.0%95.0% 1 14 4. .9 92 28 82 23 33 32 26 6 8 8. .4 46 67 73 35 59 90 00 01 1 1 1. .7 76 63 30 03 32 29 99 91 1 0 0. .0 09 94 48 86 64 40 08 8- -2 2. .8 86 61 10 02 27 78 85 57 7 3 32 2. .7 71 17 74 49 9 - -2 2. .8 86 61 10 03 3 0 0. .3 31 14 49 91 15 58 89 96 6 0 0. .0 03 31 12 26 68 82 20 07 7 1 10 0. .0 07 71 14 44 40 06 65 5 8 8. .0 00 03 33 3E E- -0 09 90 0. .2 24 49 92 22 23 38 83 3 0 0. .3 38 80 06 60 08 8 0 0. .2 24 49 92 22 24 4 预预测测 Y Y残残差差 1 10 02 2. .1 15 59 99 93 36 65 5 0 0. .8 84 40 00 06 63 34 49 96 6 9 95 5. .8 86 61 16 61 18 85 58 8 3 3. .6 63 38 83 38 81 14 41 19 9 9 95 5. .2 23 31 17 78 86 67 79 9 - -2 2. .2 23 31 17 78 86 67 79 9 1 10 02 2. .4 47 74 48 85 52 24 4 2 2. .5 52 25 51 14 47 75 59 99 9 1 11 11 1. .2 29 92 24 49 97 75 5 - -1 1. .2 29 92 24 49 97 74 49 9 9 99 9. .3 32 25 56 69 93 34 44 4 - -1 1. .3 32 25 56 69 93 34 44 4 1 10 04 4. .6 67 79 92 26 63 37 7 - -1 1. .1 17 79 92 26 63 36 67 7 1 10 04 4. .9 99 94 41 17 79 96 6 - -1 1. .9 99 94 41 17 79 95 57 7 1 10 00 0. .5 58 85 53 35 57 7 3 3. .4 41 14 46 64 42 29 97 76 6 1 10 04 4. .6 67 79 92 26 63 37 7 - -1 1. .6 67 79 92 26 63 36 67 7 1 10 04 4. .9 99 94 41 17 79 96 63 3. .0 00 05 58 82 20 04 43 3 9 99 9. .6 64 40 06 60 09 93 33 3 0 0. .3 35 59 93 39 90 06 66 65 5 9 92 2. .3 39 97 75 54 43 37 72 2 4 4. .1 10 02 24 45 56 62 27 77 7 9 95 5. .2 23 31 17 78 86 67 79 9 - -3 3. .2 23 31 17 78 86 67 79 9 9 94 4. .6 60 01 19 95 55 5- -0 0. .6 60 01 19 95 55 5 9 95 5. .2 23 31 17 78 86 67 79 9 - -1 1. .2 23 31 17 78 86 67 79 9 9 99 9. .6 64 40 06 60 09 93 33 3 - -0 0. .6 64 40 06 60 09 93 33 3 1 10 08 8. .4 45 58 82 25 54 44 4 0 0. .5 54 41 17 74 45 55 57 72 2 9 95 5. .8 86 61 16 61 18 85 58 8 - -0 0. .3 36 61 16 61 18 85 58 8 9 93 3. .6 65 57 72 20 07 73 31 1 - -2 2. .6 65 57 72 20 07 73 31 1 SUMMARYSUMMARY OUTPUTOUTPUT 回回归归统统计计 RESIDUALRESIDUAL OUTPUTOUTPUT 上限 95.0% 32.71749 0.380608 试试验验号号yx1x2x3 1 14 4. .3 33 30 02 22 21 18 85 50 0 2 23 3. .6 64 48 85 57 79 94 40 0 3 34 4. .4 48 83 35 51 14 44 46 6 4 45 5. .5 54 46 68 81 12 23 34 43 3 5 55 5. .4 49 97 71 12 20 06 64 4 6 63 3. .1 11 12 25 53 31 12 24 40 0SUMMARYSUMMARY OUTPUTOUTPUT 7 75 5. .1 11 18 82 23 31 17 76 64 4 8 83 3. .8 87 75 59 96 65 53 39 9回回归归统统计计 9 94 4. .6 67 77 78 83 37 7MultipleMultiple R R0 0. .5 57 71 17 71 12 2 1 10 04 4. .9 95 53 30 02 23 35 55 5R R SquareSquare0 0. .3 32 26 68 85 55 5 1 11 15 5. .0 00 06 63 31 16 66 60 0AdjustedAdjusted R R SquareSquare 0 0. .2 28 81 19 97 78 8 1 12 25 5. .2 27 70 01 10 01 18 84 40 0标标准准误误差差0 0. .8 81 19 95 59 93 3 1 13 35 5. .3 37 77 72 28 84 45 50 0观观测测值值4 49 9 1 14 45 5. .4 48 84 49 96 61 14 45 51 1 1 15 54 4. .5 59 96 60 02 21 15 51 1方方差差分分析析 1 16 65 5. .6 66 64 45 53 31 14 45 51 1dfdf 1 17 76 6. .0 07 79 95 57 71 12 25 56 6回回归归分分析析3 3 1 18 83 3. .2 21 19 94 41 16 60 04 48 8残残差差4 45 5 1 19 95 5. .8 80 07 76 66 61 16 64 45 5总总计计4 48 8 2 20 04 4. .7 73 30 06 60 01 15 55 52 2 2 21 14 4. .6 68 80 05 59 90 04 40 0CoefficientsCoefficients 2 22 23 3. .1 12 27 72 24 46 63 32 2InterceptIntercept0 0. .8 82 27 76 64 43 3 2 23 32 2. .6 61 10 04 40 01 17 74 47 7X X VariableVariable 1 10 0. .1 15 54 47 76 68 8 2 24 43 3. .7 71 17 74 49 90 04 44 4X X VariableVariable 2 20 0. .1 10 06 64 43 36 6 2 25 53 3. .8 89 94 46 62 21 16 63 39 9X X VariableVariable 3 30 0. .0 03 34 43 35 56 6 2 26 62 2. .7 70 06 66 69 96 63 39 9 2 27 75 5. .6 63 31 14 41 12 25 55 51 1 2 28 85 5. .8 81 15 52 26 61 13 34 41 1 2 29 95 5. .1 13 30 02 21 12 27 74 47 7RESIDUAL OUTPUT 3 30 05 5. .3 39 91 10 02 24 46 61 1 3 31 14 4. .4 45 53 33 35 51 12 23 37 7观测值预测 Y 3 32 24 4. .6 65 56 69 94 41 15 54 49 91 4.770841 3 33 34 4. .5 52 21 12 20 02 20 04 45 52 4.243191 3 34 44 4. .8 86 65 56 61 16 64 42 23 4.671974 3 35 55 5. .3 35 56 66 64 41 17 74 48 844.48148 3 36 64 4. .6 60 09 98 81 10 04 44 48 85 5.309933 3 37 72 2. .3 38 81 15 54 41 14 43 36 66 3.943429 3 38 83 3. .8 87 74 46 65 51 13 33 36 67 5.300159 3 39 94 4. .5 59 91 19 99 98 85 51 18 3.628322 4 40 05 5. .1 15 58 88 86 61 13 35 54 49 4.033686 4 41 15 5. .4 43 37 73 35 58 81 10 00 010 5.165268 4 42 23 3. .9 99 96 65 51 11 14 44 411 5.056298 4 43 34 4. .3 39 97 78 86 66 63 312 4.117744 4 44 44 4. .0 06 62 22 22 21 13 35 50 013 4.209339 4 45 52 2. .2 29 90 05 57 78 85 50 014 4.998523 4 46 64 4. .7 71 11 15 54 41 10 04 45 515 4.814971 4 47 74 4. .5 53 31 11 10 05 54 40 0164.53422 4 48 85 5. .3 36 63 37 73 31 17 76 64 417 5.112199 4 49 96 6. .0 07 77 71 14 41 15 57 72 218 4.953023 19 5.005258 20 4.210709 21 3.594799 22 3.184729 23 4.251801 24 3.732224 254.18005 26 4.199061 27 4.969202 28 4.548525 295.04465 30 5.477842 31 4.149896 32 4.726711 33 4.502398 344.90219 35 4.905228 36 4.450162 37 4.173645 38 4.221976 39 4.824208 40 4.995155 41 5.888591 42 4.283953 43 4.868842 444.23866 45 4.480317 46 4.057105 47 4.281749 48 5.300159 49 5.516904 0 0. .0 02 25 58 8 0 0. .9 97 75 58 8 SUMMARYSUMMARY OUTPUTOUTPUT 回回归归统统计计 MultipleMultiple R R 0 0. .5 57 71 17 71 12 2 R R SquareSquare 0 0. .3 32 26 68 85 55 5 AdjustedAdjusted R R SquareSquare0 0. .2 28 81 19 97 78 8 标标准准误误差差 0 0. .8 81 19 95 59 93 3 观观测测值值4 49 9 方方差差分分析析 dfdfSSSSMSMSF F SignificanceSignificance F F 回回归归分分析析3 31 14 4. .6 67 77 76 6 4 4. .8 89 92 25 53 32 2 7 7. .2 28 83 34 45 52 20 0. .0 00 00 04 44 4 残残差差4 45 5 3 30 0. .2 22 27 79 97 7 0 0. .6 67 71 17 73 33 3 总总计计4 48 8 4 44 4. .9 90 05 55 56 6 CoefficientsCoefficients 标标准准误误差差t t StatStatP-valueP-value LowerLower 95%95%UpperUpper 95%95%下下限限 95.0%95.0% InterceptIntercept 0 0. .8 82 27 76 64 43 3 0 0. .8 86 61 14 42 28 80 0. .9 96 60 07 78 8 0 0. .3 34 41 17 79 97 7 - -0 0. .9 90 07 73 36 62 2. .5 56 62 26 64 48 81 16 61 1 - -0 0. .9 90 07 73 36 6 X X VariableVariable 1 10 0. .1 15 54 47 76 68 8 0 0. .0 06 60 09 92 23 32 2. .5 54 40 03 38 8 0 0. .0 01 14 45 59 94 4 0 0. .0 03 32 20 06 62 20 0. .2 27 77 74 47 72 29 99 92 2 0 0. .0 03 32 20 06 62 2 X X VariableVariable 2 20 0. .1 10 06 64 43 36 6 0 0. .0 03 37 78 83 36 6 2 2. .8 81 13 31 12 24 4 0 0. .0 00 07 72 24 48 8 0 0. .0 03 30 02 23 31 10 0. .1 18 82 26 64 41 11 17 71 1 0 0. .0 03 30 02 23 31 1 X X VariableVariable 3 30 0. .0 03 34 43 35 56 6 0 0. .0 01 10 05 58 88 8 3 3. .2 24 44 47 73 37 7 0 0. .0 00 02 22 22 21 10 0. .0 01 13 30 03 30 0. .0 05 55 56 68 82 20 08 89 90 0. .0 01 13 30 03 3 RESIDUALRESIDUAL OUTPUTOUTPUT 观观测测值值预预测测 Y Y残残差差 1 1 4 4. .7 77 70 08 84 41 1 - -0 0. .4 44 40 06 64 4 2 2 4 4. .2 24 43 31 19 91 1 - -0 0. .5 59 94 46 69 9 3 3 4 4. .6 67 71 19 97 74 4 - -0 0. .1 18 88 89 97 7 4 44 4. .4 48 81 14 48 81 1. .0 06 65 53 32 2 5 5 5 5. .3 30 09 99 93 33 3 0 0. .1 18 87 70 06 67 7 6 6 3 3. .9 94 43 34 42 29 9 - -0 0. .8 83 30 09 93 3 7 7 5 5. .3 30 00 01 15 59 9 - -0 0. .1 18 81 19 96 6 8 8 3 3. .6 62 28 83 32 22 2 0 0. .2 24 47 75 57 78 8 9 9 4 4. .0 03 33 36 68 86 6 0 0. .6 63 36 63 31 14 4 1 10 0 5 5. .1 16 65 52 26 68 8 - -0 0. .2 21 12 22 27 7 1 11 1 5 5. .0 05 56 62 29 98 8- -0 0. .0 05 50 03 3 1 12 2 4 4. .1 11 17 77 74 44 4 1 1. .1 15 52 23 35 56 6 1 13 3 4 4. .2 20 09 93 33 39 9 1 1. .1 16 67 78 86 61 1 1 14 4 4 4. .9 99 98 85 52 23 3 0 0. .4 48 86 63 37 77 7 1 15 5 4 4. .8 81 14 49 97 71 1 - -0 0. .2 21 18 89 97 7 1 16 64 4. .5 53 34 42 22 21 1. .1 13 30 02 28 8 1 17 7 5 5. .1 11 12 21 19 99 9 0 0. .9 96 67 73 30 01 1 1 18 8 4 4. .9 95 53 30 02 23 3 - -1 1. .7 73 33 36 62 2 1 19 9 5 5. .0 00 05 52 25 58 8 0 0. .8 80 02 23 34 42 2 2 20 0 4 4. .2 21 10 07 70 09 9 0 0. .5 51 19 98 89 91 1 2 21 1 3 3. .5 59 94 47 79 99 9 1 1. .0 08 85 57 70 01 1 2 22 2 3 3. .1 18 84 47 72 29 9 - -0 0. .0 05 57 75 53 3 2 23 3 4 4. .2 25 51 18 80 01 1- -1 1. .6 64 41 14 4 2 24 4 3 3. .7 73 32 22 22 24 4 - -0 0. .0 01 14 48 82 2 2 25 54 4. .1 18 80 00 05 5 - -0 0. .2 28 85 54 45 5 2 26 6 4 4. .1 19 99 90 06 61 1 - -1 1. .4 49 92 24 46 6 2 27 7 4 4. .9 96 69 92 20 02 2 0 0. .6 66 62 21 19 98 8 2 28 8 4 4. .5 54 48 85 52 25 5 1 1. .2 26 66 66 67 75 5 2 29 95 5. .0 04 44 46 65 50 0. .0 08 85 55 55 5 3 30 0 5 5. .4 47 77 78 84 42 2 - -0 0. .0 08 86 68 84 4 3 31 1 4 4. .1 14 49 98 89 96 6 0 0. .3 30 03 34 40 04 4 3 32 2 4 4. .7 72 26 67 71 11 1 - -0 0. .0 06 69 98 81 1 3 33 3 4 4. .5 50 02 23 39 98 8 0 0. .0 01 18 88 80 02 2 3 34 44 4. .9 90 02 21 19 9 - -0 0. .0 03 37 71 19 9 3 35 5 4 4. .9 90 05 52 22 28 8 0 0. .4 45 51 13 37 72 2 3 36 6 4 4. .4 45 50 01 16 62 2 0 0. .1 15 59 96 63 38 8 3 37 7 4 4. .1 17 73 36 64 45 5 - -1 1. .7 79 92 21 14 4 3 38 8 4 4. .2 22 21 19 97 76 6 - -0 0. .3 34 47 73 38 8 3 39 9 4 4. .8 82 24 42 20 08 8 - -0 0. .2 23 32 23 31 1 4 40 0 4 4. .9 99 95 51 15 55 5 0 0. .1 16 63 36 64 45 5 4 41 1 5 5. .8 88 88 85 59 91 1 - -0 0. .4 45 51 12 29 9 4 42 2 4 4. .2 28 83 39 95 53 3 - -0 0. .2 28 87 79 95 5 4 43 3 4 4. .8 86 68 88 84 42 2 - -0 0. .4 47 71 18 84 4 4 44 44 4. .2 23 38 86 66 6 - -0 0. .1 17 76 64 46 6 4 45 5 4 4. .4 48 80 03 31 17 7 - -2 2. .1 18 89 98 82 2 4 46 6 4 4. .0 05 57 71 10 05 5 0 0. .6 65 54 43 39 95 5 4 47 7 4 4. .2 28 81 17 74 49 9 0 0. .2 24 49 92 25 51 1 4 48 8 5 5. .3 30 00 01 15 59 9 0 0. .0 06 63 35 54 41 1 4 49 9 5 5. .5 51 16 69 90 04 4 0 0. .5 56 60 01 19 96 6 SSSSMSMSF F SignificanceSignificance F F 1 14 4. .6 67 77 76 64 4. .8 89 92 25 53 32 21 11 14 4 7 7. .2 28 83 34 45 52 20 0. .0 00 00 04 44 4 3 30 0. .2 22 27 79 97 70 0. .6 67 71 17 73 32 26 61 16 6 4 44 4. .9 90 05 55 56 6 标标准准误误差差t t StatStatP-valueP-value LowerLower 95%95% UpperUpper 95%95%下下限限 95.0%95.0% 上上限限 95.0%95.0% 0 0. .8 86 61 14 42 28 80 0. .9 96 60 07 77 79 95 54 46 6 0 0. .3 34 41 17 79 97 7 - -0 0. .9 90 07 73 36 6 2 2. .5 56 62 26 64 48 81 11 11 1 - -0 0. .9 90 07 73 36 62 28 83 34 4 2 2. .5 56 62 26 64 48 8 0 0. .0 06 60 09 92 23 32 2. .5 54 40 03 38 80 00 09 99 9 0 0. .0 01 14 45 59 94 4 0 0. .0 03 32 20 06 62 2 0 0. .2 27 77 74 47 72 29 98 88 80 0. .0 03 32 20 06 62 23 38 84 4 0 0. .2 27 77 74 47 73 3 0 0. .0 03 37 78 83 36 62 2. .8 81 13 31 12 24 42 22 24 4 0 0. .0 00 07 72 24 48 8 0 0. .0 03 30 02 23 31 1 0 0. .1 18 82 26 64