| 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 | 1.00 | 1.00 | 6.00 | 6.00 |
2 | 1.00 | 1.00 | 7.00 | 7.00 |
3 | 1.00 | 0.00 | 5.00 | 0.00 |
4 | 1.00 | 1.00 | 3.00 | 3.00 |
5 | 1.00 | 1.00 | 8.00 | 8.00 |
6 | 1.00 | 1.00 | 5.00 | 5.00 |
7 | 1.00 | 0.00 | 8.00 | 0.00 |
8 | 1.00 | 1.00 | 4.00 | 4.00 |
9 | 1.00 | 1.00 | 6.00 | 6.00 |
10 | 1.00 | 1.00 | 7.00 | 7.00 |
11 | 1.00 | 1.00 | 3.00 | 3.00 |
12 | 1.00 | 0.00 | 6.00 | 0.00 |
13 | 1.00 | 1.00 | 8.00 | 8.00 |
14 | 1.00 | 1.00 | 5.00 | 5.00 |
15 | 1.00 | 0.00 | 8.00 | 0.00 |
16 | 1.00 | 0.00 | 6.00 | 0.00 |
17 | 1.00 | 1.00 | 4.00 | 4.00 |
18 | 1.00 | 0.00 | 3.00 | 0.00 |
19 | 1.00 | 1.00 | 3.00 | 3.00 |
20 | 1.00 | 1.00 | 5.00 | 5.00 |
| 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 |
NULL | | | 99 | 129.49 |
ethnicty | 3 | 47.24 | 96 | 82.25 |
grade | 1 | 1.73 | 95 | 80.52 |
ethnicty:grade | 3 | 7.20 | 92 | 73.32 |
| Df | Sum Sq | Mean Sq | F value | Pr(> F) |
block | 5 | 343.29 | 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 | 33.13 | 33.13 | 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 | 343.29 | 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 | 33.13 | 33.13 | 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 | 343.29 | 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 | 33.13 | 33.13 | 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 | 33.14 | 33.14 | 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 | 33.14 | 33.14 | 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 |
NULL | | | 8 | 10.58 |
outcome | 2 | 5.45 | 6 | 5.13 |
treatment | 2 | 0.00 | 4 | 5.13 |
| 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 | | | | | | | 1.58 | 2.69 | 3.48 | 4.12 | 5.28 | 6.95 |
1955 | 7.40 | 7.61 | 8.88 | 8.80 | 10.30 | 11.55 | 11.31 | 11.18 | 9.86 | 10.97 | 12.31 | 12.52 |
1956 | 13.61 | 14.68 | 16.68 | 15.66 | 17.29 | 19.74 | 20.27 | 20.74 | 22.91 | 23.34 | 24.96 | 24.59 |
1957 | 26.66 | 26.62 | 28.36 | 29.12 | 30.69 | 31.05 | 32.22 | 32.62 | 33.47 | 33.76 | 34.79 | 33.87 |
1958 | 34.55 | 36.19 | 37.80 | 35.99 | 37.40 | 38.01 | 37.13 | 37.74 | 39.13 | 40.04 | 40.62 | 43.49 |
1959 | 45.82 | 45.78 | 46.53 | 48.81 | 48.98 | 50.36 | 50.90 | 51.83 | 50.90 | 52.01 | 51.17 | 50.49 |
1960 | 51.38 | 52.79 | 54.62 | 56.96 | 57.57 | 59.25 | 58.77 | 62.16 | 63.69 | 64.31 | 66.28 | 68.25 |
1961 | 68.73 | 67.63 | 68.51 | 69.20 | 69.14 | 70.20 | 71.95 | 75.69 | 76.41 | 78.01 | 79.11 | 78.62 |
1962 | 78.47 | 78.48 | 80.73 | 78.89 | 79.83 | 80.37 | 80.27 | 79.23 | 79.54 | 81.66 | | |
Time series example
| Jan | Feb | Mar | Apr | May | Jun | Jul | Aug | Sep | Oct | Nov | Dec |
1954 | | | | | | | 1.58 | 2.69 | 3.48 | 4.12 | 5.28 | 6.95 |
1955 | 7.40 | 7.61 | 8.88 | 8.80 | 10.30 | 11.55 | 11.31 | 11.18 | 9.86 | 10.97 | 12.31 | 12.52 |
1956 | 13.61 | 14.68 | 16.68 | 15.66 | 17.29 | 19.74 | 20.27 | 20.74 | 22.91 | 23.34 | 24.96 | 24.59 |
1957 | 26.66 | 26.62 | 28.36 | 29.12 | 30.69 | 31.05 | 32.22 | 32.62 | 33.47 | 33.76 | 34.79 | 33.87 |
1958 | 34.55 | 36.19 | 37.80 | 35.99 | 37.40 | 38.01 | 37.13 | 37.74 | 39.13 | 40.04 | 40.62 | 43.49 |
1959 | 45.82 | 45.78 | 46.53 | 48.81 | 48.98 | 50.36 | 50.90 | 51.83 | 50.90 | 52.01 | 51.17 | 50.49 |
1960 | 51.38 | 52.79 | 54.62 | 56.96 | 57.57 | 59.25 | 58.77 | 62.16 | 63.69 | 64.31 | 66.28 | 68.25 |
1961 | 68.73 | 67.63 | 68.51 | 69.20 | 69.14 | 70.20 | 71.95 | 75.69 | 76.41 | 78.01 | 79.11 | 78.62 |
1962 | 78.47 | 78.48 | 80.73 | 78.89 | 79.83 | 80.37 | 80.27 | 79.23 | 79.54 | 81.66 | | |