| | grade | sex | disadvg | ethnicty | tlimth |
| 1 | 6 | M | YES | HISPANIC | 43 |
| 2 | 7 | M | NO | BLACK | 88 |
| 3 | 5 | F | YES | HISPANIC | 34 |
| 4 | 3 | M | YES | HISPANIC | 65 |
| 5 | 8 | M | YES | WHITE | 75 |
| 6 | 5 | M | NO | BLACK | 74 |
| 7 | 8 | F | YES | HISPANIC | 72 |
| 8 | 4 | M | YES | BLACK | 79 |
| 9 | 6 | M | NO | WHITE | 88 |
| 10 | 7 | M | YES | HISPANIC | 87 |
| 11 | 3 | M | NO | WHITE | 79 |
| 12 | 6 | F | NO | WHITE | 84 |
| 13 | 8 | M | NO | WHITE | 90 |
| 14 | 5 | M | NO | WHITE | 73 |
| 15 | 8 | F | NO | WHITE | 72 |
| 16 | 6 | F | NO | BLACK | 82 |
| 17 | 4 | M | NO | WHITE | 69 |
| 18 | 3 | F | YES | HISPANIC | 17 |
| 19 | 3 | M | NO | HISPANIC | 37 |
| 20 | 5 | M | NO | WHITE | 70 |
| | (Intercept) | sexM | grade | sexM:grade |
| 1 | 1 | 1 | 6 | 6 |
| 2 | 1 | 1 | 7 | 7 |
| 3 | 1 | 0 | 5 | 0 |
| 4 | 1 | 1 | 3 | 3 |
| 5 | 1 | 1 | 8 | 8 |
| 6 | 1 | 1 | 5 | 5 |
| 7 | 1 | 0 | 8 | 0 |
| 8 | 1 | 1 | 4 | 4 |
| 9 | 1 | 1 | 6 | 6 |
| 10 | 1 | 1 | 7 | 7 |
| 11 | 1 | 1 | 3 | 3 |
| 12 | 1 | 0 | 6 | 0 |
| 13 | 1 | 1 | 8 | 8 |
| 14 | 1 | 1 | 5 | 5 |
| 15 | 1 | 0 | 8 | 0 |
| 16 | 1 | 0 | 6 | 0 |
| 17 | 1 | 1 | 4 | 4 |
| 18 | 1 | 0 | 3 | 0 |
| 19 | 1 | 1 | 3 | 3 |
| 20 | 1 | 1 | 5 | 5 |
| | Df | Sum Sq | Mean Sq | F value | Pr(>F) |
| sex | 1 | 75.37 | 75.37 | 0.38 | 0.5417 |
| ethnicty | 3 | 2572.15 | 857.38 | 4.27 | 0.0072 |
| grade | 1 | 36.31 | 36.31 | 0.18 | 0.6717 |
| disadvg | 1 | 59.30 | 59.30 | 0.30 | 0.5882 |
| Residuals | 93 | 18682.87 | 200.89 | | |
| | Estimate | Std. Error | t value | Pr(>|t|) |
| (Intercept) | 73.6364 | 4.2502 | 17.33 | 0.0000 |
| sexM | -1.6364 | 5.8842 | -0.28 | 0.7816 |
| ethnictyHISPANIC | -9.7614 | 6.5501 | -1.49 | 0.1395 |
| ethnictyOTHER | 15.8636 | 10.8360 | 1.46 | 0.1466 |
| ethnictyWHITE | 4.7970 | 4.9687 | 0.97 | 0.3368 |
| sexM:ethnictyHISPANIC | 10.6780 | 8.7190 | 1.22 | 0.2238 |
| sexM:ethnictyWHITE | 5.1230 | 7.0140 | 0.73 | 0.4670 |
| | Estimate | Std. Error | t value | Pr(>|t|) |
| (Intercept) | 73.6364 | 4.2502 | 17.33 | 0.0000 |
| sexM | -1.6364 | 5.8842 | -0.28 | 0.7816 |
| ethnictyHISPANIC | -9.7614 | 6.5501 | -1.49 | 0.1395 |
| ethnictyOTHER | 15.8636 | 10.8360 | 1.46 | 0.1466 |
| ethnictyWHITE | 4.7970 | 4.9687 | 0.97 | 0.3368 |
| sexM:ethnictyHISPANIC | 10.6780 | 8.7190 | 1.22 | 0.2238 |
| sexM:ethnictyWHITE | 5.1230 | 7.0140 | 0.73 | 0.4670 |
| | Df | Sum Sq | Mean Sq | F value | Pr(>F) |
| sex | 1 | 75.37 | 75.37 | 0.38 | 0.5395 |
| ethnicty | 3 | 2572.15 | 857.38 | 4.31 | 0.0068 |
| sex:ethnicty | 2 | 298.43 | 149.22 | 0.75 | 0.4748 |
| Residuals | 93 | 18480.04 | 198.71 | | |
| | Res.Df | RSS | Df | Sum of Sq | F | Pr(>F) |
| 1 | 96 | 19053.59 | | | | |
| 2 | 93 | 18480.04 | 3 | 573.55 | 0.96 | 0.4141 |
| | Estimate | Std. Error | z value | Pr(>|z|) |
| (Intercept) | 3.1888 | 1.5966 | 2.00 | 0.0458 |
| ethnictyHISPANIC | -0.2848 | 2.4808 | -0.11 | 0.9086 |
| ethnictyOTHER | 212.1701 | 22122.7093 | 0.01 | 0.9923 |
| ethnictyWHITE | -8.8150 | 3.3355 | -2.64 | 0.0082 |
| grade | -0.5308 | 0.2892 | -1.84 | 0.0665 |
| ethnictyHISPANIC:grade | 0.2448 | 0.4357 | 0.56 | 0.5742 |
| ethnictyOTHER:grade | -32.6014 | 3393.4687 | -0.01 | 0.9923 |
| ethnictyWHITE:grade | 1.0171 | 0.5185 | 1.96 | 0.0498 |
| | Df | Deviance | Resid. Df | Resid. Dev | Pr(>Chi) |
| NULL | | | 99 | 129.49 | |
| ethnicty | 3 | 47.24 | 96 | 82.25 | 0.0000 |
| grade | 1 | 1.73 | 95 | 80.52 | 0.1884 |
| ethnicty:grade | 3 | 7.20 | 92 | 73.32 | 0.0657 |
| | Df | Sum Sq | Mean Sq | F value | Pr(>F) |
| block | 5 | 343.30 | 68.66 | 4.45 | 0.0159 |
| N | 1 | 189.28 | 189.28 | 12.26 | 0.0044 |
| P | 1 | 8.40 | 8.40 | 0.54 | 0.4749 |
| K | 1 | 95.20 | 95.20 | 6.17 | 0.0288 |
| N:P | 1 | 21.28 | 21.28 | 1.38 | 0.2632 |
| N:K | 1 | 33.14 | 33.14 | 2.15 | 0.1686 |
| P:K | 1 | 0.48 | 0.48 | 0.03 | 0.8628 |
| Residuals | 12 | 185.29 | 15.44 | | |
| | Df | Sum Sq | Mean Sq | F value | Pr(>F) |
| block | 5 | 343.30 | 68.66 | 4.45 | 0.0159 |
| N | 1 | 189.28 | 189.28 | 12.26 | 0.0044 |
| P | 1 | 8.40 | 8.40 | 0.54 | 0.4749 |
| K | 1 | 95.20 | 95.20 | 6.17 | 0.0288 |
| N:P | 1 | 21.28 | 21.28 | 1.38 | 0.2632 |
| N:K | 1 | 33.14 | 33.14 | 2.15 | 0.1686 |
| P:K | 1 | 0.48 | 0.48 | 0.03 | 0.8628 |
| Residuals | 12 | 185.29 | 15.44 | | |
| | Df | Sum Sq | Mean Sq | F value | Pr(>F) |
| block | 5 | 343.30 | 68.66 | 4.45 | 0.0159 |
| N | 1 | 189.28 | 189.28 | 12.26 | 0.0044 |
| P | 1 | 8.40 | 8.40 | 0.54 | 0.4749 |
| K | 1 | 95.20 | 95.20 | 6.17 | 0.0288 |
| N:P | 1 | 21.28 | 21.28 | 1.38 | 0.2632 |
| N:K | 1 | 33.14 | 33.14 | 2.15 | 0.1686 |
| P:K | 1 | 0.48 | 0.48 | 0.03 | 0.8628 |
| Residuals | 12 | 185.29 | 15.44 | | |
| | Df | Sum Sq | Mean Sq | F value | Pr(>F) |
| N:P:K | 1 | 37.00 | 37.00 | 0.48 | 0.5252 |
| Residuals | 4 | 306.29 | 76.57 | | |
| N | 1 | 189.28 | 189.28 | 12.26 | 0.0044 |
| P | 1 | 8.40 | 8.40 | 0.54 | 0.4749 |
| K | 1 | 95.20 | 95.20 | 6.17 | 0.0288 |
| N:P | 1 | 21.28 | 21.28 | 1.38 | 0.2632 |
| N:K | 1 | 33.13 | 33.13 | 2.15 | 0.1686 |
| P:K | 1 | 0.48 | 0.48 | 0.03 | 0.8628 |
| Residuals1 | 12 | 185.29 | 15.44 | | |
| | Df | Sum Sq | Mean Sq | F value | Pr(>F) |
| N:P:K | 1 | 37.00 | 37.00 | 0.48 | 0.5252 |
| Residuals | 4 | 306.29 | 76.57 | | |
| N | 1 | 189.28 | 189.28 | 12.26 | 0.0044 |
| P | 1 | 8.40 | 8.40 | 0.54 | 0.4749 |
| K | 1 | 95.20 | 95.20 | 6.17 | 0.0288 |
| N:P | 1 | 21.28 | 21.28 | 1.38 | 0.2632 |
| N:K | 1 | 33.13 | 33.13 | 2.15 | 0.1686 |
| P:K | 1 | 0.48 | 0.48 | 0.03 | 0.8628 |
| Residuals1 | 12 | 185.29 | 15.44 | | |
| | Estimate | Std. Error | t value | Pr(>|t|) |
| (Intercept) | 5.0320 | 0.2202 | 22.85 | 0.0000 |
| groupTrt | -0.3710 | 0.3114 | -1.19 | 0.2490 |
| | Estimate | Std. Error | t value | Pr(>|t|) |
| (Intercept) | 5.0320 | 0.2202 | 22.85 | 0.0000 |
| groupTrt | -0.3710 | 0.3114 | -1.19 | 0.2490 |
| | Estimate | Std. Error | t value | Pr(>|t|) |
| (Intercept) | 5.0320 | 0.2202 | 22.85 | 0.0000 |
| groupTrt | -0.3710 | 0.3114 | -1.19 | 0.2490 |
| | Df | Sum Sq | Mean Sq | F value | Pr(>F) |
| group | 1 | 0.69 | 0.69 | 1.42 | 0.2490 |
| Residuals | 18 | 8.73 | 0.48 | | |
| | Estimate | Std. Error | z value | Pr(>|z|) |
| (Intercept) | 3.0445 | 0.1709 | 17.81 | 0.0000 |
| outcome2 | -0.4543 | 0.2022 | -2.25 | 0.0246 |
| outcome3 | -0.2930 | 0.1927 | -1.52 | 0.1285 |
| treatment2 | 0.0000 | 0.2000 | 0.00 | 1.0000 |
| treatment3 | 0.0000 | 0.2000 | 0.00 | 1.0000 |
| | Df | Deviance | Resid. Df | Resid. Dev | Pr(>Chi) |
| NULL | | | 8 | 10.58 | |
| outcome | 2 | 5.45 | 6 | 5.13 | 0.0655 |
| treatment | 2 | 0.00 | 4 | 5.13 | 1.0000 |
| Estimate | Std. Error | z value | Pr(>|z|) |
| 3.0445 | 0.1709 | 17.81 | 0.0000 |
| -0.4543 | 0.2022 | -2.25 | 0.0246 |
| -0.2930 | 0.1927 | -1.52 | 0.1285 |
| 0.0000 | 0.2000 | 0.00 | 1.0000 |
| 0.0000 | 0.2000 | 0.00 | 1.0000 |
| (Intercept) | 3.0445 | 0.1709 | 17.81 | 0.0000 |
| outcome2 | -0.4543 | 0.2022 | -2.25 | 0.0246 |
| outcome3 | -0.2930 | 0.1927 | -1.52 | 0.1285 |
| treatment2 | 0.0000 | 0.2000 | 0.00 | 1.0000 |
| treatment3 | 0.0000 | 0.2000 | 0.00 | 1.0000 |
| 3.0445 | 0.1709 | 17.81 | 0.0000 |
| -0.4543 | 0.2022 | -2.25 | 0.0246 |
| -0.2930 | 0.1927 | -1.52 | 0.1285 |
| 0.0000 | 0.2000 | 0.00 | 1.0000 |
| 0.0000 | 0.2000 | 0.00 | 1.0000 |
| | Estimate | Std. Error | z value | Pr(>|z|) |
| (Intercept) | 3.0445 | 0.1709 | 17.81 | 0.0000 |
| outcome2 | -0.4543 | 0.2022 | -2.25 | 0.0246 |
| outcome3 | -0.2930 | 0.1927 | -1.52 | 0.1285 |
| treatment2 | 0.0000 | 0.2000 | 0.00 | 1.0000 |
| treatment3 | 0.0000 | 0.2000 | 0.00 | 1.0000 |
| | Df | Deviance | Resid. Df | Resid. Dev | Pr(>Chi) |
| NULL | | | 8 | 10.58 | |
| outcome | 2 | 5.45 | 6 | 5.13 | 0.0655 |
| treatment | 2 | 0.00 | 4 | 5.13 | 1.0000 |
| | PC1 | PC2 | PC3 | PC4 |
| Murder | 0.0417 | -0.0448 | 0.0799 | -0.9949 |
| Assault | 0.9952 | -0.0588 | -0.0676 | 0.0389 |
| UrbanPop | 0.0463 | 0.9769 | -0.2005 | -0.0582 |
| Rape | 0.0752 | 0.2007 | 0.9741 | 0.0723 |
| | PC1 | PC2 | PC3 | PC4 |
| Standard deviation | 83.7324 | 14.2124 | 6.4894 | 2.4828 |
| Proportion of Variance | 0.9655 | 0.0278 | 0.0058 | 0.0008 |
| Cumulative Proportion | 0.9655 | 0.9933 | 0.9991 | 1.0000 |
Time series example
| | Jan | Feb | Mar | Apr | May | Jun | Jul | Aug | Sep | Oct | Nov | Dec |
| 1954 | | | | | | | 0.93 | 3.25 | 4.84 | 5.32 | 8.70 | 10.52 |
| 1955 | 11.92 | 13.79 | 15.27 | 16.11 | 16.57 | 18.27 | 16.98 | 17.71 | 17.63 | 19.25 | 19.38 | 21.24 |
| 1956 | 20.08 | 22.14 | 23.53 | 25.06 | 25.16 | 27.78 | 29.94 | 31.20 | 30.14 | 30.92 | 31.67 | 31.79 |
| 1957 | 32.13 | 33.87 | 35.71 | 35.06 | 37.07 | 36.17 | 37.78 | 38.21 | 38.99 | 40.61 | 41.62 | 43.07 |
| 1958 | 44.28 | 45.44 | 45.30 | 45.25 | 46.91 | 48.07 | 49.87 | 50.72 | 50.76 | 51.23 | 52.73 | 54.43 |
| 1959 | 54.93 | 54.48 | 55.74 | 57.91 | 61.99 | 63.34 | 63.30 | 64.57 | 64.20 | 64.56 | 66.13 | 68.49 |
| 1960 | 69.63 | 69.32 | 70.85 | 72.07 | 73.34 | 74.17 | 76.63 | 80.57 | 80.71 | 81.97 | 81.68 | 83.46 |
| 1961 | 84.55 | 87.42 | 87.75 | 87.88 | 90.61 | 91.78 | 93.74 | 94.56 | 94.44 | 95.02 | 95.55 | 95.36 |
| 1962 | 94.24 | 94.31 | 95.33 | 96.47 | 97.58 | 98.33 | 97.73 | 100.53 | 101.26 | 104.07 | | |
Time series example
| | Jan | Feb | Mar | Apr | May | Jun | Jul | Aug | Sep | Oct | Nov | Dec |
| 1954 | | | | | | | 0.93 | 3.25 | 4.84 | 5.32 | 8.70 | 10.52 |
| 1955 | 11.92 | 13.79 | 15.27 | 16.11 | 16.57 | 18.27 | 16.98 | 17.71 | 17.63 | 19.25 | 19.38 | 21.24 |
| 1956 | 20.08 | 22.14 | 23.53 | 25.06 | 25.16 | 27.78 | 29.94 | 31.20 | 30.14 | 30.92 | 31.67 | 31.79 |
| 1957 | 32.13 | 33.87 | 35.71 | 35.06 | 37.07 | 36.17 | 37.78 | 38.21 | 38.99 | 40.61 | 41.62 | 43.07 |
| 1958 | 44.28 | 45.44 | 45.30 | 45.25 | 46.91 | 48.07 | 49.87 | 50.72 | 50.76 | 51.23 | 52.73 | 54.43 |
| 1959 | 54.93 | 54.48 | 55.74 | 57.91 | 61.99 | 63.34 | 63.30 | 64.57 | 64.20 | 64.56 | 66.13 | 68.49 |
| 1960 | 69.63 | 69.32 | 70.85 | 72.07 | 73.34 | 74.17 | 76.63 | 80.57 | 80.71 | 81.97 | 81.68 | 83.46 |
| 1961 | 84.55 | 87.42 | 87.75 | 87.88 | 90.61 | 91.78 | 93.74 | 94.56 | 94.44 | 95.02 | 95.55 | 95.36 |
| 1962 | 94.24 | 94.31 | 95.33 | 96.47 | 97.58 | 98.33 | 97.73 | 100.53 | 101.26 | 104.07 | | |