who really know about statistics
T-test 1
| MEGASTATS Hypothesis Test: Independent Groups (t-test, pooled variance) | Megastat | |||||||
| Two different prototype turbo engines are tested. Nautical miles flown before reserve are recorded. | Hypothesis Tests | |||||||
| Is there a difference? | Compare Two Independent Groups | |||||||
| Ho: μ1 = μ2 H1: μ1 ≠ μ2 α = .01 | Highlight Data | |||||||
| TYPE A | TYPE B | Descriptive statistics | ||||||
| 4230 | 4110 | |||||||
| 4220 | 4090 | TYPE A | TYPE B | |||||
| 4100 | 4070 | count | 10 | 10 | ||||
| 4300 | 4160 | mean | 4,230.00 | 4,135.00 | ||||
| 4420 | 4230 | sample variance | 11,400.00 | 5,183.33 | ||||
| 4110 | 4120 | sample standard deviation | 106.77 | 72.00 | ||||
| 4230 | 4000 | minimum | 4090.0 | 4000.0 | ||||
| 4280 | 4200 | maximum | 4420.0 | 4230.0 | ||||
| 4090 | 4150 | range | 330.0 | 230.0 | ||||
| 4320 | 4220 | |||||||
| standard error of the mean | 33.76 | 22.77 | ||||||
| Hypothesis Test: Independent Groups (t-test, pooled variance) | confidence interval 95.% lower | 4,153.62 | 4,083.50 | |||||
| confidence interval 95.% upper | 4,306.38 | 4,186.50 | ||||||
| TYPE A | TYPE B | half-width | 76.38 | 51.50 | ||||
| 4,230.00 | 4,135.00 | mean | ||||||
| 106.77 | 72.00 | std. dev. | skewness | 0.16 | -0.40 | |||
| 10 | 10 | n | kurtosis | -0.52 | -0.22 | |||
| coefficient of variation (CV) | 2.52% | 1.74% | ||||||
| 18 | df | |||||||
| 95.000 | difference (TYPE A - TYPE B) | normal curve GOF | ||||||
| 8,291.667 | pooled variance | p-value | .5271 | .5271 | ||||
| 91.059 | pooled std. dev. | chi-square(df=1) | 0.40 | 0.40 | ||||
| 40.723 | standard error of difference | E | 2.50 | 2.50 | ||||
| 0 | hypothesized difference | O(-0.67) | 3 | 2 | ||||
| O(+0.00) | 3 | 3 | ||||||
| 2.33 | t | O(+0.67) | 2 | 2 | ||||
| .0315 | p-value (two-tailed) | O(inf.) | 2 | 3 | ||||
| RETAIN. There is no significant difference. P=.03 which is larger than .01. | ||||||||
| The bright yellow indicates Reject at the .01 level. | ||||||||
| Dull yellow indicates Reject at the .05 alpha level / Retain at the .01 alpha level. | ||||||||
| Black & white indicates Retain. There is no difference. |
Runs Plot
4230 4220 4100 4300 4420 4110 4230 4280 4090 4320Time
TYPE A
Runs Plot
4110 4090 4070 4160 4230 4120 4000 4200 4150 4220Time
TYPE B
T-test 2
| Megastat T-Test Compare Two Independent Groups | |||||||
| Compairing heating costs of all electric homes and all gas homes. Eight similar homes in January | Megastat | ||||||
| Is there a significant difference? | Hypothesis Tests | ||||||
| Ho: μ1= μ2 H1: μ1 ≠ μ2 α = .05 | Descriptive statistics | Mean vs Hypothesized Value | |||||
| Electric | Gas | Highlight Data | |||||
| 265 | 260 | Electric | Gas | ||||
| 271 | 270 | count | 8 | 8 | |||
| 260 | 250 | mean | 261.63 | 260.00 | |||
| 250 | 255 | sample variance | 111.70 | 78.57 | |||
| 248 | 250 | sample standard deviation | 10.57 | 8.86 | |||
| 280 | 275 | minimum | 248.0 | 250.0 | |||
| 257 | 260 | maximum | 280.0 | 275.0 | |||
| 262 | 260 | range | 32.0 | 25.0 | |||
| sum | 2,093.00 | 2,080.00 | |||||
| Megastat T-Test Compare Two Independent Groups | sum of squares | 548,363.00 | 541,350.00 | ||||
| Electric | Gas | deviation sum of squares (SSX) | 781.88 | 550.00 | |||
| 261.63 | 260.00 | mean | |||||
| 10.57 | 8.86 | std. dev. | standard error of the mean | 3.74 | 3.13 | ||
| 8 | 8 | n | |||||
| confidence interval 95.% lower | 252.79 | 252.59 | |||||
| 14 | df | confidence interval 95.% upper | 270.46 | 267.41 | |||
| 1.625 | difference (Electric - Gas) | half-width | 8.84 | 7.41 | |||
| 95.134 | pooled variance | ||||||
| 9.754 | pooled std. dev. | skewness | 0.46 | 0.62 | |||
| 4.877 | standard error of difference | kurtosis | -0.09 | -0.39 | |||
| 0 | hypothesized difference | coefficient of variation (CV) | 4.04% | 3.41% | |||
| 0.33 | t | normal curve GOF | |||||
| RETAIN | .7439 | p-value (two-tailed) | p-value | 1.0000 | .0455 | ||
| chi-square(df=1) | 0.00 | 4.00 | |||||
| E | 2.00 | 2.00 | |||||
| O(-0.67) | 2 | 2 | |||||
| O(+0.00) | 2 | 4 | |||||
| RETAIN. There is no difference in heating costs. | O(+0.67) | 2 | 0 | ||||
| Retain the Null. P=.74 is larger that the Alpha of .05. | O(inf.) | 2 | 2 | ||||
| There is no difference in heating costs | |||||||
| The bright yellow indicates Reject at the .01 level. | |||||||
| Dull yellow indicates Reject at the .05 alpha level / Retain at the .01 alpha level. | |||||||
| Black & white indicates Retain. There is no difference. |
Runs Plot
265 271 260 250 248 280 257 262Time
Electric
Runs Plot
260 270 250 255 250 275 260 260Time
Gas
T-test 3
| MEGASTATS Hypothesis Test: Independent Groups (t-test, pooled variance) | Megastat | |||||||
| Sales in two different geographic zones. | Hypothesis Tests | |||||||
| Is there a difference? | Compare Two Independent Groups | |||||||
| Ho: μ1 = μ2 H1: μ1 ≠ μ2 α = .05 | Highlight Data | |||||||
| Descriptive statistics | ||||||||
| ZONE 1 | ZONE 2 | |||||||
| 101 | 367 | # 1 | # 2 | |||||
| 233 | 1000 | count | 12 | 12 | ||||
| 251 | 578 | mean | 399.50 | 716.00 | ||||
| 232 | 492 | sample variance | 36,143.00 | 57,075.45 | ||||
| 211 | 1200 | sample standard deviation | 190.11 | 238.90 | ||||
| 388 | 955 | minimum | 101.0 | 367.0 | ||||
| 450 | 511 | maximum | 672.0 | 1200.0 | ||||
| 566 | 603 | range | 571.0 | 833.0 | ||||
| 532 | 722 | |||||||
| 514 | 699 | standard error of the mean | 54.88 | 68.97 | ||||
| 672 | 665 | |||||||
| 644 | 800 | confidence interval 95.% lower | 278.71 | 564.21 | ||||
| confidence interval 95.% upper | 520.29 | 867.79 | ||||||
| half-width | 120.79 | 151.79 | ||||||
| Hypothesis Test: Independent Groups (t-test, pooled variance) | ||||||||
| normal curve GOF | ||||||||
| Group 1 | Group 2 | p-value | .2231 | .5134 | ||||
| 399.50 | 716.00 | mean | chi-square(df=2) | 3.00 | 1.33 | |||
| 190.11 | 238.90 | std. dev. | E | 2.40 | 2.40 | |||
| 12 | 12 | n | O(-0.84) | 4 | 3 | |||
| O(-0.25) | 1 | 2 | ||||||
| 22 | df | O(+0.25) | 1 | 3 | ||||
| -316.500 | difference (Group 1 - Group 2) | O(+0.84) | 3 | 1 | ||||
| 46,609.227 | pooled variance | O(inf.) | 3 | 3 | ||||
| 215.892 | pooled std. dev. | |||||||
| 88.137 | standard error of difference | |||||||
| 0 | hypothesized difference | |||||||
| -3.59 | t | |||||||
| .0016 | p-value (two-tailed) | |||||||
| REJECT. There is a significant difference. P=.001 which is smaller than .05. | ||||||||
| The bright yellow indicates Reject at the .01 level. | ||||||||
| Dull yellow indicates Reject at the .05 alpha level / Retain at the .01 alpha level. | ||||||||
| Black & white indicates Retain. There is no difference. |
Runs Plot
101 233 251 232 211 388 450 566 532 514 672 644Time
# 1
Runs Plot
367 1000 578 492 1200 955 511 603 722 699 665 800Time
# 2