Results: Linear Regression 1

The GLMSELECT Procedure

Model Information

Data Set MYLIB.VIDEOGAMEDATACLEANMERGED1
Dependent Variable Global_Sales
Selection Method None

Number of Observations

Number of Observations Read 4560
Number of Observations Used 4536

Class Level Information

Class Level Information
Class Levels Values
Genre 4 Action Puzzle Sports Strategy
Rating 3 E M T

Dimensions

Dimensions
Number of Effects 4
Number of Parameters 20

Model Building Summary

Least Squares Summary

Least Squares Summary
Step Effect
Entered		 Number
Effects In		 Number
Parms In		 SBC
* Optimal Value of Criterion
0 Intercept 1 1 7400.2580
1 Genre 2 4 7404.6150
2 Rating 3 6 7388.5840*
3 Genre*Rating 4 12 7426.5735

Least Squares Model (No Selection)

Full Model

ANOVA

Analysis of Variance
Source DF Sum of
Squares		 Mean
Square		 F Value Pr > F
Model 11 335.80123 30.52738 6.06 <.0001
Error 4524 22806 5.04111    
Corrected Total 4535 23142      

Fit Statistics

Root MSE 2.24524
Dependent Mean 0.91843
R-Square 0.0145
Adj R-Sq 0.0121
AIC 11888
AICC 11888
SBC 7426.57352

Parameter Estimates

Parameter Estimates
Parameter DF Estimate Standard
Error		 t Value Pr > |t|
Intercept 1 0.561829 0.101223 5.55 <.0001
Genre Action 1 0.112877 0.130857 0.86 0.3884
Genre Puzzle 1 0.139509 0.223472 0.62 0.5325
Genre Sports 1 0.249327 0.211044 1.18 0.2375
Genre Strategy 0 0 . . .
Rating E 1 0.082939 0.160790 0.52 0.6060
Rating M 1 0.366831 0.190345 1.93 0.0540
Rating T 0 0 . . .
Genre*Rating Action E 1 -0.065885 0.214880 -0.31 0.7592
Genre*Rating Action M 1 0.208580 0.221433 0.94 0.3463
Genre*Rating Action T 0 0 . . .
Genre*Rating Puzzle E 1 0.442767 0.277830 1.59 0.1111
Genre*Rating Puzzle M 1 -0.772455 0.892235 -0.87 0.3867
Genre*Rating Puzzle T 0 0 . . .
Genre*Rating Sports E 1 0.225941 0.257248 0.88 0.3798
Genre*Rating Sports M 1 -0.882431 0.592103 -1.49 0.1362
Genre*Rating Sports T 0 0 . . .
Genre*Rating Strategy E 0 0 . . .
Genre*Rating Strategy M 0 0 . . .
Genre*Rating Strategy T 0 0 . . .

The PLM Procedure

Store Information

Store Information
Item Store WORK.GLMSELECT_STORE
Data Set Created From MYLIB.VIDEOGAMEDATACLEANMERGED1
Created By PROC GLMSELECT
Date Created 26MAR17:21:54:10
Response Variable Global_Sales
Class Variables Genre Rating
Model Effects Intercept Genre Rating Genre*Rating

Class Level Information

Class Level Information
Class Levels Values
Genre 4 Action Puzzle Sports Strategy
Rating 3 E M T

LS-Means

Genre LS-Means

Genre Least Squares Means
Genre Estimate Standard Error DF t Value Pr > |t| Alpha Lower Upper
Action 0.8722 0.05400 4524 16.15 <.0001 0.05 0.7663 0.9781
Puzzle 0.7414 0.2928 4524 2.53 0.0114 0.05 0.1674 1.3154
Sports 0.7422 0.1887 4524 3.93 <.0001 0.05 0.3724 1.1121
Strategy 0.7118 0.07589 4524 9.38 <.0001 0.05 0.5630 0.8605

Genre Diffs

Differences of Genre Least Squares Means
Adjustment for Multiple Comparisons: Tukey-Kramer
Genre Genre Estimate Standard Error DF t Value Pr > |t| Adj P Alpha Lower Upper Adj Lower Adj Upper
Action Puzzle 0.1308 0.2977 4524 0.44 0.6604 0.9716 0.05 -0.4528 0.7145 -0.6343 0.8960
Action Sports 0.1299 0.1963 4524 0.66 0.5079 0.9113 0.05 -0.2548 0.5147 -0.3744 0.6343
Action Strategy 0.1604 0.09314 4524 1.72 0.0850 0.3120 0.05 -0.02217 0.3431 -0.07894 0.3998
Puzzle Sports -0.00088 0.3483 4524 -0.00 0.9980 1.0000 0.05 -0.6837 0.6820 -0.8960 0.8943
Puzzle Strategy 0.02961 0.3025 4524 0.10 0.9220 0.9997 0.05 -0.5634 0.6226 -0.7477 0.8069
Sports Strategy 0.03050 0.2034 4524 0.15 0.8808 0.9988 0.05 -0.3682 0.4292 -0.4922 0.5531

Genre Diffogram

Comparison = Sports vs. Strategy Comparison = Sports vs. Strategy Comparison = Puzzle vs. Strategy Comparison = Puzzle vs. Strategy Comparison = Sports vs. Puzzle Comparison = Sports vs. Puzzle Comparison = Action vs. Strategy Comparison = Action vs. Strategy Comparison = Action vs. Sports Comparison = Action vs. Sports Comparison = Action vs. Puzzle Comparison = Action vs. Puzzle Slope = 1 Y = 0 Mean = 0.71175 (Strategy) Mean = 0.71175 (Strategy) Mean = 0.74225 (Sports) Mean = 0.74225 (Sports) Mean = 0.74137 (Puzzle) Mean = 0.74137 (Puzzle) Mean = 0.87219 (Action) Mean = 0.87219 (Action) Mean = 0.71175 (Strategy) Mean = 0.71175 (Strategy) Mean = 0.74225 (Sports) Mean = 0.74225 (Sports) Mean = 0.74137 (Puzzle) Mean = 0.74137 (Puzzle) Mean = 0.87219 (Action) Mean = 0.87219 (Action)
Plot of all pairwise Global_Sales least-squares means differences for Genre with Tukey-Kramer adjustment at significance level 0.05.

Rating LS-Means

Rating Least Squares Means
Rating Estimate Standard Error DF t Value Pr > |t| Alpha Lower Upper
E 0.9209 0.05404 4524 17.04 <.0001 0.05 0.8150 1.0268
M 0.6925 0.2540 4524 2.73 0.0064 0.05 0.1946 1.1904
T 0.6873 0.07546 4524 9.11 <.0001 0.05 0.5393 0.8352

Rating Diffs

Differences of Rating Least Squares Means
Adjustment for Multiple Comparisons: Tukey-Kramer
Rating Rating Estimate Standard Error DF t Value Pr > |t| Adj P Alpha Lower Upper Adj Lower Adj Upper
E M 0.2284 0.2597 4524 0.88 0.3792 0.6533 0.05 -0.2807 0.7375 -0.3804 0.8372
E T 0.2336 0.09281 4524 2.52 0.0119 0.0318 0.05 0.05168 0.4156 0.01604 0.4512
M T 0.005254 0.2650 4524 0.02 0.9842 0.9998 0.05 -0.5142 0.5247 -0.6159 0.6264

Rating Diffogram

Comparison = E vs. T Comparison = E vs. T Comparison = M vs. T Comparison = M vs. T Comparison = E vs. M Comparison = E vs. M Slope = 1 Y = 0 Mean = 0.68726 (T) Mean = 0.68726 (T) Mean = 0.69251 (M) Mean = 0.69251 (M) Mean = 0.9209 (E) Mean = 0.9209 (E) Mean = 0.68726 (T) Mean = 0.68726 (T) Mean = 0.69251 (M) Mean = 0.69251 (M) Mean = 0.9209 (E) Mean = 0.9209 (E)
Plot of all pairwise Global_Sales least-squares means differences for Rating with Tukey-Kramer adjustment at significance level 0.05.

Genre*Rating LS-Means

Genre*Rating Least Squares Means
Genre Rating Estimate Standard Error DF t Value Pr > |t| Alpha Lower Upper
Action E 0.6918 0.1159 4524 5.97 <.0001 0.05 0.4645 0.9191
Action M 1.2501 0.07697 4524 16.24 <.0001 0.05 1.0992 1.4010
Action T 0.6747 0.08293 4524 8.14 <.0001 0.05 0.5121 0.8373
Puzzle E 1.2270 0.1079 4524 11.37 <.0001 0.05 1.0155 1.4386
Puzzle M 0.2957 0.8486 4524 0.35 0.7275 0.05 -1.3680 1.9594
Puzzle T 0.7013 0.1992 4524 3.52 0.0004 0.05 0.3107 1.0919
Sports E 1.1200 0.07765 4524 14.42 <.0001 0.05 0.9678 1.2723
Sports M 0.2956 0.5292 4524 0.56 0.5765 0.05 -0.7420 1.3331
Sports T 0.8112 0.1852 4524 4.38 <.0001 0.05 0.4481 1.1742
Strategy E 0.6448 0.1249 4524 5.16 <.0001 0.05 0.3998 0.8897
Strategy M 0.9287 0.1612 4524 5.76 <.0001 0.05 0.6126 1.2447
Strategy T 0.5618 0.1012 4524 5.55 <.0001 0.05 0.3634 0.7603

Genre*Rating Diffs

Differences of Genre*Rating Least Squares Means
Adjustment for Multiple Comparisons: Tukey-Kramer
Genre Rating Genre Rating Estimate Standard Error DF t Value Pr > |t| Adj P Alpha Lower Upper Adj Lower Adj Upper
Action E Action M -0.5584 0.1392 4524 -4.01 <.0001 0.0035 0.05 -0.8312 -0.2855 -1.0134 -0.1033
Action E Action T 0.01705 0.1425 4524 0.12 0.9048 1.0000 0.05 -0.2624 0.2965 -0.4490 0.4832
Action E Puzzle E -0.5353 0.1584 4524 -3.38 0.0007 0.0354 0.05 -0.8458 -0.2248 -1.0532 -0.01741
Action E Puzzle M 0.3960 0.8565 4524 0.46 0.6438 1.0000 0.05 -1.2831 2.0752 -2.4045 3.1966
Action E Puzzle T -0.00958 0.2305 4524 -0.04 0.9669 1.0000 0.05 -0.4615 0.4423 -0.7633 0.7441
Action E Sports E -0.4283 0.1395 4524 -3.07 0.0022 0.0900 0.05 -0.7019 -0.1547 -0.8846 0.02800
Action E Sports M 0.3962 0.5418 4524 0.73 0.4646 0.9999 0.05 -0.6659 1.4583 -1.3752 2.1676
Action E Sports T -0.1194 0.2185 4524 -0.55 0.5848 1.0000 0.05 -0.5477 0.3089 -0.8338 0.5950
Action E Strategy E 0.04699 0.1704 4524 0.28 0.7828 1.0000 0.05 -0.2872 0.3811 -0.5103 0.6043
Action E Strategy M -0.2369 0.1986 4524 -1.19 0.2329 0.9896 0.05 -0.6262 0.1524 -0.8862 0.4124
Action E Strategy T 0.1299 0.1539 4524 0.84 0.3986 0.9995 0.05 -0.1718 0.4317 -0.3733 0.6332
Action M Action T 0.5754 0.1131 4524 5.09 <.0001 <.0001 0.05 0.3536 0.7972 0.2055 0.9454
Action M Puzzle E 0.02307 0.1325 4524 0.17 0.8618 1.0000 0.05 -0.2368 0.2829 -0.4103 0.4564
Action M Puzzle M 0.9544 0.8521 4524 1.12 0.2628 0.9939 0.05 -0.7161 2.6249 -1.8317 3.7406
Action M Puzzle T 0.5488 0.2136 4524 2.57 0.0102 0.2975 0.05 0.1301 0.9675 -0.1496 1.2471
Action M Sports E 0.1301 0.1093 4524 1.19 0.2342 0.9898 0.05 -0.08427 0.3444 -0.2274 0.4876
Action M Sports M 0.9546 0.5348 4524 1.78 0.0743 0.8265 0.05 -0.09386 2.0030 -0.7940 2.7031
Action M Sports T 0.4390 0.2005 4524 2.19 0.0287 0.5578 0.05 0.04580 0.8321 -0.2168 1.0947
Action M Strategy E 0.6053 0.1467 4524 4.13 <.0001 0.0022 0.05 0.3177 0.8930 0.1256 1.0851
Action M Strategy M 0.3215 0.1786 4524 1.80 0.0720 0.8186 0.05 -0.02875 0.6717 -0.2626 0.9055
Action M Strategy T 0.6883 0.1272 4524 5.41 <.0001 <.0001 0.05 0.4390 0.9376 0.2725 1.1041
Action T Puzzle E -0.5523 0.1361 4524 -4.06 <.0001 0.0029 0.05 -0.8191 -0.2855 -0.9973 -0.1074
Action T Puzzle M 0.3790 0.8527 4524 0.44 0.6567 1.0000 0.05 -1.2926 2.0506 -2.4090 3.1670
Action T Puzzle T -0.02663 0.2158 4524 -0.12 0.9018 1.0000 0.05 -0.4497 0.3964 -0.7323 0.6790
Action T Sports E -0.4453 0.1136 4524 -3.92 <.0001 0.0051 0.05 -0.6681 -0.2226 -0.8168 -0.07385
Action T Sports M 0.3792 0.5357 4524 0.71 0.4791 0.9999 0.05 -0.6710 1.4293 -1.3723 2.1306
Action T Sports T -0.1364 0.2029 4524 -0.67 0.5013 0.9999 0.05 -0.5342 0.2613 -0.7999 0.5270
Action T Strategy E 0.02994 0.1499 4524 0.20 0.8418 1.0000 0.05 -0.2640 0.3239 -0.4604 0.5202
Action T Strategy M -0.2540 0.1813 4524 -1.40 0.1613 0.9636 0.05 -0.6094 0.1014 -0.8467 0.3388
Action T Strategy T 0.1129 0.1309 4524 0.86 0.3884 0.9994 0.05 -0.1437 0.3694 -0.3150 0.5407
Puzzle E Puzzle M 0.9313 0.8555 4524 1.09 0.2763 0.9952 0.05 -0.7458 2.6084 -1.8658 3.7284
Puzzle E Puzzle T 0.5257 0.2266 4524 2.32 0.0204 0.4621 0.05 0.08151 0.9699 -0.2151 1.2665
Puzzle E Sports E 0.1070 0.1329 4524 0.80 0.4209 0.9997 0.05 -0.1536 0.3676 -0.3277 0.5417
Puzzle E Sports M 0.9315 0.5401 4524 1.72 0.0847 0.8571 0.05 -0.1274 1.9903 -0.8345 2.6975
Puzzle E Sports T 0.4159 0.2143 4524 1.94 0.0524 0.7336 0.05 -0.00430 0.8361 -0.2849 1.1167
Puzzle E Strategy E 0.5823 0.1651 4524 3.53 0.0004 0.0216 0.05 0.2587 0.9059 0.04253 1.1220
Puzzle E Strategy M 0.2984 0.1940 4524 1.54 0.1241 0.9300 0.05 -0.08191 0.6787 -0.3359 0.9326
Puzzle E Strategy T 0.6652 0.1479 4524 4.50 <.0001 0.0004 0.05 0.3752 0.9553 0.1815 1.1490
Puzzle M Puzzle T -0.4056 0.8717 4524 -0.47 0.6417 1.0000 0.05 -2.1146 1.3033 -3.2558 2.4446
Puzzle M Sports E -0.8243 0.8522 4524 -0.97 0.3334 0.9983 0.05 -2.4950 0.8463 -3.6107 1.9620
Puzzle M Sports M 0.000159 1.0001 4524 0.00 0.9999 1.0000 0.05 -1.9605 1.9609 -3.2699 3.2702
Puzzle M Sports T -0.5154 0.8686 4524 -0.59 0.5529 1.0000 0.05 -2.2183 1.1874 -3.3555 2.3246
Puzzle M Strategy E -0.3491 0.8578 4524 -0.41 0.6841 1.0000 0.05 -2.0307 1.3326 -3.1537 2.4556
Puzzle M Strategy M -0.6329 0.8638 4524 -0.73 0.4637 0.9999 0.05 -2.3264 1.0605 -3.4573 2.1914
Puzzle M Strategy T -0.2661 0.8546 4524 -0.31 0.7555 1.0000 0.05 -1.9416 1.4094 -3.0605 2.5283
Puzzle T Sports E -0.4187 0.2138 4524 -1.96 0.0503 0.7220 0.05 -0.8379 0.000516 -1.1179 0.2805
Puzzle T Sports M 0.4058 0.5655 4524 0.72 0.4730 0.9999 0.05 -0.7028 1.5144 -1.4431 2.2547
Puzzle T Sports T -0.1098 0.2720 4524 -0.40 0.6864 1.0000 0.05 -0.6431 0.4234 -0.9992 0.7796
Puzzle T Strategy E 0.05657 0.2352 4524 0.24 0.8099 1.0000 0.05 -0.4045 0.5176 -0.7123 0.8255
Puzzle T Strategy M -0.2273 0.2563 4524 -0.89 0.3751 0.9992 0.05 -0.7298 0.2751 -1.0653 0.6106
Puzzle T Strategy T 0.1395 0.2235 4524 0.62 0.5325 1.0000 0.05 -0.2986 0.5776 -0.5912 0.8702
Sports E Sports M 0.8245 0.5349 4524 1.54 0.1233 0.9290 0.05 -0.2241 1.8731 -0.9244 2.5734
Sports E Sports T 0.3089 0.2008 4524 1.54 0.1241 0.9300 0.05 -0.08480 0.7026 -0.3477 0.9655
Sports E Strategy E 0.4753 0.1471 4524 3.23 0.0012 0.0563 0.05 0.1869 0.7636 -0.00570 0.9562
Sports E Strategy M 0.1914 0.1789 4524 1.07 0.2849 0.9959 0.05 -0.1594 0.5422 -0.3937 0.7764
Sports E Strategy T 0.5582 0.1276 4524 4.38 <.0001 0.0008 0.05 0.3081 0.8083 0.1411 0.9754
Sports M Sports T -0.5156 0.5607 4524 -0.92 0.3578 0.9989 0.05 -1.6148 0.5836 -2.3489 1.3177
Sports M Strategy E -0.3492 0.5438 4524 -0.64 0.5208 1.0000 0.05 -1.4152 0.7168 -2.1271 1.4287
Sports M Strategy M -0.6331 0.5532 4524 -1.14 0.2525 0.9926 0.05 -1.7177 0.4515 -2.4420 1.1758
Sports M Strategy T -0.2663 0.5388 4524 -0.49 0.6212 1.0000 0.05 -1.3226 0.7900 -2.0280 1.4955
Sports T Strategy E 0.1664 0.2234 4524 0.74 0.4564 0.9999 0.05 -0.2716 0.6043 -0.5640 0.8968
Sports T Strategy M -0.1175 0.2455 4524 -0.48 0.6322 1.0000 0.05 -0.5988 0.3638 -0.9203 0.6853
Sports T Strategy T 0.2493 0.2110 4524 1.18 0.2375 0.9904 0.05 -0.1644 0.6631 -0.4407 0.9394
Strategy E Strategy M -0.2839 0.2039 4524 -1.39 0.1640 0.9653 0.05 -0.6837 0.1159 -0.9507 0.3829
Strategy E Strategy T 0.08294 0.1608 4524 0.52 0.6060 1.0000 0.05 -0.2323 0.3982 -0.4428 0.6087
Strategy M Strategy T 0.3668 0.1903 4524 1.93 0.0540 0.7422 0.05 -0.00634 0.7400 -0.2555 0.9892

Genre*Rating Diffogram

Comparison = Sports E vs. Strategy T Comparison = Sports E vs. Strategy T Comparison = Puzzle E vs. Strategy T Comparison = Puzzle E vs. Strategy T Comparison = Puzzle E vs. Strategy E Comparison = Puzzle E vs. Strategy E Comparison = Sports E vs. Action T Comparison = Sports E vs. Action T Comparison = Puzzle E vs. Action T Comparison = Puzzle E vs. Action T Comparison = Action M vs. Strategy T Comparison = Action M vs. Strategy T Comparison = Action M vs. Strategy E Comparison = Action M vs. Strategy E Comparison = Action M vs. Action T Comparison = Action M vs. Action T Comparison = Puzzle E vs. Action E Comparison = Puzzle E vs. Action E Comparison = Action M vs. Action E Comparison = Action M vs. Action E Comparison = Strategy M vs. Strategy T Comparison = Strategy M vs. Strategy T Comparison = Strategy E vs. Strategy T Comparison = Strategy E vs. Strategy T Comparison = Strategy M vs. Strategy E Comparison = Strategy M vs. Strategy E Comparison = Sports T vs. Strategy T Comparison = Sports T vs. Strategy T Comparison = Strategy M vs. Sports T Comparison = Strategy M vs. Sports T Comparison = Sports T vs. Strategy E Comparison = Sports T vs. Strategy E Comparison = Strategy T vs. Sports M Comparison = Strategy T vs. Sports M Comparison = Strategy M vs. Sports M Comparison = Strategy M vs. Sports M Comparison = Strategy E vs. Sports M Comparison = Strategy E vs. Sports M Comparison = Sports T vs. Sports M Comparison = Sports T vs. Sports M Comparison = Sports E vs. Strategy M Comparison = Sports E vs. Strategy M Comparison = Sports E vs. Strategy E Comparison = Sports E vs. Strategy E Comparison = Sports E vs. Sports T Comparison = Sports E vs. Sports T Comparison = Sports E vs. Sports M Comparison = Sports E vs. Sports M Comparison = Puzzle T vs. Strategy T Comparison = Puzzle T vs. Strategy T Comparison = Strategy M vs. Puzzle T Comparison = Strategy M vs. Puzzle T Comparison = Puzzle T vs. Strategy E Comparison = Puzzle T vs. Strategy E Comparison = Sports T vs. Puzzle T Comparison = Sports T vs. Puzzle T Comparison = Puzzle T vs. Sports M Comparison = Puzzle T vs. Sports M Comparison = Sports E vs. Puzzle T Comparison = Sports E vs. Puzzle T Comparison = Strategy T vs. Puzzle M Comparison = Strategy T vs. Puzzle M Comparison = Strategy M vs. Puzzle M Comparison = Strategy M vs. Puzzle M Comparison = Strategy E vs. Puzzle M Comparison = Strategy E vs. Puzzle M Comparison = Sports T vs. Puzzle M Comparison = Sports T vs. Puzzle M Comparison = Puzzle M vs. Sports M Comparison = Puzzle M vs. Sports M Comparison = Sports E vs. Puzzle M Comparison = Sports E vs. Puzzle M Comparison = Puzzle T vs. Puzzle M Comparison = Puzzle T vs. Puzzle M Comparison = Puzzle E vs. Strategy M Comparison = Puzzle E vs. Strategy M Comparison = Puzzle E vs. Sports T Comparison = Puzzle E vs. Sports T Comparison = Puzzle E vs. Sports M Comparison = Puzzle E vs. Sports M Comparison = Puzzle E vs. Sports E Comparison = Puzzle E vs. Sports E Comparison = Puzzle E vs. Puzzle T Comparison = Puzzle E vs. Puzzle T Comparison = Puzzle E vs. Puzzle M Comparison = Puzzle E vs. Puzzle M Comparison = Action T vs. Strategy T Comparison = Action T vs. Strategy T Comparison = Strategy M vs. Action T Comparison = Strategy M vs. Action T Comparison = Action T vs. Strategy E Comparison = Action T vs. Strategy E Comparison = Sports T vs. Action T Comparison = Sports T vs. Action T Comparison = Action T vs. Sports M Comparison = Action T vs. Sports M Comparison = Puzzle T vs. Action T Comparison = Puzzle T vs. Action T Comparison = Action T vs. Puzzle M Comparison = Action T vs. Puzzle M Comparison = Action M vs. Strategy M Comparison = Action M vs. Strategy M Comparison = Action M vs. Sports T Comparison = Action M vs. Sports T Comparison = Action M vs. Sports M Comparison = Action M vs. Sports M Comparison = Action M vs. Sports E Comparison = Action M vs. Sports E Comparison = Action M vs. Puzzle T Comparison = Action M vs. Puzzle T Comparison = Action M vs. Puzzle M Comparison = Action M vs. Puzzle M Comparison = Action M vs. Puzzle E Comparison = Action M vs. Puzzle E Comparison = Action E vs. Strategy T Comparison = Action E vs. Strategy T Comparison = Strategy M vs. Action E Comparison = Strategy M vs. Action E Comparison = Action E vs. Strategy E Comparison = Action E vs. Strategy E Comparison = Sports T vs. Action E Comparison = Sports T vs. Action E Comparison = Action E vs. Sports M Comparison = Action E vs. Sports M Comparison = Sports E vs. Action E Comparison = Sports E vs. Action E Comparison = Puzzle T vs. Action E Comparison = Puzzle T vs. Action E Comparison = Action E vs. Puzzle M Comparison = Action E vs. Puzzle M Comparison = Action E vs. Action T Comparison = Action E vs. Action T Slope = 1 Y = 0 Mean = 0.56183 (Strategy T) Mean = 0.56183 (Strategy T) Mean = 0.92866 (Strategy M) Mean = 0.92866 (Strategy M) Mean = 0.64477 (Strategy E) Mean = 0.64477 (Strategy E) Mean = 0.81116 (Sports T) Mean = 0.81116 (Sports T) Mean = 0.29556 (Sports M) Mean = 0.29556 (Sports M) Mean = 1.12004 (Sports E) Mean = 1.12004 (Sports E) Mean = 0.70134 (Puzzle T) Mean = 0.70134 (Puzzle T) Mean = 0.29571 (Puzzle M) Mean = 0.29571 (Puzzle M) Mean = 1.22704 (Puzzle E) Mean = 1.22704 (Puzzle E) Mean = 0.67471 (Action T) Mean = 0.67471 (Action T) Mean = 1.25012 (Action M) Mean = 1.25012 (Action M) Mean = 0.69176 (Action E) Mean = 0.69176 (Action E) Mean = 0.56183 (Strategy T) Mean = 0.56183 (Strategy T) Mean = 0.92866 (Strategy M) Mean = 0.92866 (Strategy M) Mean = 0.64477 (Strategy E) Mean = 0.64477 (Strategy E) Mean = 0.81116 (Sports T) Mean = 0.81116 (Sports T) Mean = 0.29556 (Sports M) Mean = 0.29556 (Sports M) Mean = 1.12004 (Sports E) Mean = 1.12004 (Sports E) Mean = 0.70134 (Puzzle T) Mean = 0.70134 (Puzzle T) Mean = 0.29571 (Puzzle M) Mean = 0.29571 (Puzzle M) Mean = 1.22704 (Puzzle E) Mean = 1.22704 (Puzzle E) Mean = 0.67471 (Action T) Mean = 0.67471 (Action T) Mean = 1.25012 (Action M) Mean = 1.25012 (Action M) Mean = 0.69176 (Action E) Mean = 0.69176 (Action E)
Plot of all pairwise Global_Sales least-squares means differences for Genre*Rating with Tukey-Kramer adjustment at significance level 0.05.

Model: MODEL1

Dependent Variable: Global_Sales Global_Sales

The REG Procedure

MODEL1

Observation-wise Statistics

Global_Sales

Diagnostic Plots

Observed by Predicted

Slope = 1 Y = 0
Scatter plot of observed by predicted values for Global_Sales.

Fit Diagnostics

Y = 0 Y = 2 Y = -2 X = 0.0053 Y = -2 Y = 2 Slope = 2.2425 Y = -9E-15 Slope = 1 Y = 0 Y = .00088 Residual = 82.5 Percent = 7E-293 Residual = 82.049 Percent = 1E-289 Residual = 82.049 Percent = 1E-289 Residual = 81.599 Percent = 2E-286 Residual = 81.599 Percent = 2E-286 Residual = 81.148 Percent = 2E-283 Residual = 81.148 Percent = 2E-283 Residual = 80.697 Percent = 3E-280 Residual = 80.697 Percent = 3E-280 Residual = 80.247 Percent = 5E-277 Residual = 80.247 Percent = 5E-277 Residual = 79.796 Percent = 6E-274 Residual = 79.796 Percent = 6E-274 Residual = 79.345 Percent = 8E-271 Residual = 79.345 Percent = 8E-271 Residual = 78.895 Percent = 9E-268 Residual = 78.895 Percent = 9E-268 Residual = 78.444 Percent = 1E-264 Residual = 78.444 Percent = 1E-264 Residual = 77.994 Percent = 1E-261 Residual = 77.994 Percent = 1E-261 Residual = 77.543 Percent = 1E-258 Residual = 77.543 Percent = 1E-258 Residual = 77.092 Percent = 1E-255 Residual = 77.092 Percent = 1E-255 Residual = 76.642 Percent = 1E-252 Residual = 76.642 Percent = 1E-252 Residual = 76.191 Percent = 1E-249 Residual = 76.191 Percent = 1E-249 Residual = 75.74 Percent = 1E-246 Residual = 75.74 Percent = 1E-246 Residual = 75.29 Percent = 9E-244 Residual = 75.29 Percent = 9E-244 Residual = 74.839 Percent = 8E-241 Residual = 74.839 Percent = 8E-241 Residual = 74.388 Percent = 6E-238 Residual = 74.388 Percent = 6E-238 Residual = 73.938 Percent = 5E-235 Residual = 73.938 Percent = 5E-235 Residual = 73.487 Percent = 3E-232 Residual = 73.487 Percent = 3E-232 Residual = 73.036 Percent = 2E-229 Residual = 73.036 Percent = 2E-229 Residual = 72.586 Percent = 2E-226 Residual = 72.586 Percent = 2E-226 Residual = 72.135 Percent = 1E-223 Residual = 72.135 Percent = 1E-223 Residual = 71.685 Percent = 7E-221 Residual = 71.685 Percent = 7E-221 Residual = 71.234 Percent = 4E-218 Residual = 71.234 Percent = 4E-218 Residual = 70.783 Percent = 2E-215 Residual = 70.783 Percent = 2E-215 Residual = 70.333 Percent = 1E-212 Residual = 70.333 Percent = 1E-212 Residual = 69.882 Percent = 7E-210 Residual = 69.882 Percent = 7E-210 Residual = 69.431 Percent = 4E-207 Residual = 69.431 Percent = 4E-207 Residual = 68.981 Percent = 2E-204 Residual = 68.981 Percent = 2E-204 Residual = 68.53 Percent = 9E-202 Residual = 68.53 Percent = 9E-202 Residual = 68.079 Percent = 4E-199 Residual = 68.079 Percent = 4E-199 Residual = 67.629 Percent = 2E-196 Residual = 67.629 Percent = 2E-196 Residual = 67.178 Percent = 7E-194 Residual = 67.178 Percent = 7E-194 Residual = 66.727 Percent = 3E-191 Residual = 66.727 Percent = 3E-191 Residual = 66.277 Percent = 1E-188 Residual = 66.277 Percent = 1E-188 Residual = 65.826 Percent = 4E-186 Residual = 65.826 Percent = 4E-186 Residual = 65.376 Percent = 2E-183 Residual = 65.376 Percent = 2E-183 Residual = 64.925 Percent = 5E-181 Residual = 64.925 Percent = 5E-181 Residual = 64.474 Percent = 2E-178 Residual = 64.474 Percent = 2E-178 Residual = 64.024 Percent = 5E-176 Residual = 64.024 Percent = 5E-176 Residual = 63.573 Percent = 2E-173 Residual = 63.573 Percent = 2E-173 Residual = 63.122 Percent = 5E-171 Residual = 63.122 Percent = 5E-171 Residual = 62.672 Percent = 1E-168 Residual = 62.672 Percent = 1E-168 Residual = 62.221 Percent = 4E-166 Residual = 62.221 Percent = 4E-166 Residual = 61.77 Percent = 9E-164 Residual = 61.77 Percent = 9E-164 Residual = 61.32 Percent = 2E-161 Residual = 61.32 Percent = 2E-161 Residual = 60.869 Percent = 6E-159 Residual = 60.869 Percent = 6E-159 Residual = 60.418 Percent = 1E-156 Residual = 60.418 Percent = 1E-156 Residual = 59.968 Percent = 3E-154 Residual = 59.968 Percent = 3E-154 Residual = 59.517 Percent = 6E-152 Residual = 59.517 Percent = 6E-152 Residual = 59.067 Percent = 1E-149 Residual = 59.067 Percent = 1E-149 Residual = 58.616 Percent = 2E-147 Residual = 58.616 Percent = 2E-147 Residual = 58.165 Percent = 4E-145 Residual = 58.165 Percent = 4E-145 Residual = 57.715 Percent = 8E-143 Residual = 57.715 Percent = 8E-143 Residual = 57.264 Percent = 1E-140 Residual = 57.264 Percent = 1E-140 Residual = 56.813 Percent = 2E-138 Residual = 56.813 Percent = 2E-138 Residual = 56.363 Percent = 4E-136 Residual = 56.363 Percent = 4E-136 Residual = 55.912 Percent = 5E-134 Residual = 55.912 Percent = 5E-134 Residual = 55.461 Percent = 8E-132 Residual = 55.461 Percent = 8E-132 Residual = 55.011 Percent = 1E-129 Residual = 55.011 Percent = 1E-129 Residual = 54.56 Percent = 2E-127 Residual = 54.56 Percent = 2E-127 Residual = 54.109 Percent = 2E-125 Residual = 54.109 Percent = 2E-125 Residual = 53.659 Percent = 3E-123 Residual = 53.659 Percent = 3E-123 Residual = 53.208 Percent = 3E-121 Residual = 53.208 Percent = 3E-121 Residual = 52.757 Percent = 3E-119 Residual = 52.757 Percent = 3E-119 Residual = 52.307 Percent = 4E-117 Residual = 52.307 Percent = 4E-117 Residual = 51.856 Percent = 4E-115 Residual = 51.856 Percent = 4E-115 Residual = 51.406 Percent = 4E-113 Residual = 51.406 Percent = 4E-113 Residual = 50.955 Percent = 4E-111 Residual = 50.955 Percent = 4E-111 Residual = 50.504 Percent = 4E-109 Residual = 50.504 Percent = 4E-109 Residual = 50.054 Percent = 4E-107 Residual = 50.054 Percent = 4E-107 Residual = 49.603 Percent = 3E-105 Residual = 49.603 Percent = 3E-105 Residual = 49.152 Percent = 3E-103 Residual = 49.152 Percent = 3E-103 Residual = 48.702 Percent = 2E-101 Residual = 48.702 Percent = 2E-101 Residual = 48.251 Percent = 2E-99 Residual = 48.251 Percent = 2E-99 Residual = 47.8 Percent = 12E-98 Residual = 47.8 Percent = 12E-98 Residual = 47.35 Percent = 83E-97 Residual = 47.35 Percent = 83E-97 Residual = 46.899 Percent = 56E-95 Residual = 46.899 Percent = 56E-95 Residual = 46.448 Percent = 37E-93 Residual = 46.448 Percent = 37E-93 Residual = 45.998 Percent = 23E-91 Residual = 45.998 Percent = 23E-91 Residual = 45.547 Percent = 14E-89 Residual = 45.547 Percent = 14E-89 Residual = 45.097 Percent = 82E-88 Residual = 45.097 Percent = 82E-88 Residual = 44.646 Percent = 46E-86 Residual = 44.646 Percent = 46E-86 Residual = 44.195 Percent = 24E-84 Residual = 44.195 Percent = 24E-84 Residual = 43.745 Percent = 13E-82 Residual = 43.745 Percent = 13E-82 Residual = 43.294 Percent = 62E-81 Residual = 43.294 Percent = 62E-81 Residual = 42.843 Percent = 29E-79 Residual = 42.843 Percent = 29E-79 Residual = 42.393 Percent = 13E-77 Residual = 42.393 Percent = 13E-77 Residual = 41.942 Percent = 59E-76 Residual = 41.942 Percent = 59E-76 Residual = 41.491 Percent = 25E-74 Residual = 41.491 Percent = 25E-74 Residual = 41.041 Percent = 99E-73 Residual = 41.041 Percent = 99E-73 Residual = 40.59 Percent = 39E-71 Residual = 40.59 Percent = 39E-71 Residual = 40.139 Percent = 14E-69 Residual = 40.139 Percent = 14E-69 Residual = 39.689 Percent = 51E-68 Residual = 39.689 Percent = 51E-68 Residual = 39.238 Percent = 18E-66 Residual = 39.238 Percent = 18E-66 Residual = 38.788 Percent = 58E-65 Residual = 38.788 Percent = 58E-65 Residual = 38.337 Percent = 18E-63 Residual = 38.337 Percent = 18E-63 Residual = 37.886 Percent = 56E-62 Residual = 37.886 Percent = 56E-62 Residual = 37.436 Percent = 16E-60 Residual = 37.436 Percent = 16E-60 Residual = 36.985 Percent = 46E-59 Residual = 36.985 Percent = 46E-59 Residual = 36.534 Percent = 12E-57 Residual = 36.534 Percent = 12E-57 Residual = 36.084 Percent = 32E-56 Residual = 36.084 Percent = 32E-56 Residual = 35.633 Percent = 8E-54 Residual = 35.633 Percent = 8E-54 Residual = 35.182 Percent = 19E-53 Residual = 35.182 Percent = 19E-53 Residual = 34.732 Percent = 44E-52 Residual = 34.732 Percent = 44E-52 Residual = 34.281 Percent = 96E-51 Residual = 34.281 Percent = 96E-51 Residual = 33.83 Percent = 2E-48 Residual = 33.83 Percent = 2E-48 Residual = 33.38 Percent = 41E-48 Residual = 33.38 Percent = 41E-48 Residual = 32.929 Percent = 81E-47 Residual = 32.929 Percent = 81E-47 Residual = 32.478 Percent = 15E-45 Residual = 32.478 Percent = 15E-45 Residual = 32.028 Percent = 27E-44 Residual = 32.028 Percent = 27E-44 Residual = 31.577 Percent = 47E-43 Residual = 31.577 Percent = 47E-43 Residual = 31.127 Percent = 78E-42 Residual = 31.127 Percent = 78E-42 Residual = 30.676 Percent = 12E-40 Residual = 30.676 Percent = 12E-40 Residual = 30.225 Percent = 19E-39 Residual = 30.225 Percent = 19E-39 Residual = 29.775 Percent = 28E-38 Residual = 29.775 Percent = 28E-38 Residual = 29.324 Percent = 4E-36 Residual = 29.324 Percent = 4E-36 Residual = 28.873 Percent = 54E-36 Residual = 28.873 Percent = 54E-36 Residual = 28.423 Percent = 7E-34 Residual = 28.423 Percent = 7E-34 Residual = 27.972 Percent = 87E-34 Residual = 27.972 Percent = 87E-34 Residual = 27.521 Percent = 11E-32 Residual = 27.521 Percent = 11E-32 Residual = 27.071 Percent = 12E-31 Residual = 27.071 Percent = 12E-31 Residual = 26.62 Percent = 13E-30 Residual = 26.62 Percent = 13E-30 Residual = 26.169 Percent = 14E-29 Residual = 26.169 Percent = 14E-29 Residual = 25.719 Percent = 15E-28 Residual = 25.719 Percent = 15E-28 Residual = 25.268 Percent = 14E-27 Residual = 25.268 Percent = 14E-27 Residual = 24.818 Percent = 14E-26 Residual = 24.818 Percent = 14E-26 Residual = 24.367 Percent = 12E-25 Residual = 24.367 Percent = 12E-25 Residual = 23.916 Percent = 11E-24 Residual = 23.916 Percent = 11E-24 Residual = 23.466 Percent = 89E-24 Residual = 23.466 Percent = 89E-24 Residual = 23.015 Percent = 72E-23 Residual = 23.015 Percent = 72E-23 Residual = 22.564 Percent = 55E-22 Residual = 22.564 Percent = 55E-22 Residual = 22.114 Percent = 41E-21 Residual = 22.114 Percent = 41E-21 Residual = 21.663 Percent = 29E-20 Residual = 21.663 Percent = 29E-20 Residual = 21.212 Percent = 2E-18 Residual = 21.212 Percent = 2E-18 Residual = 20.762 Percent = 13E-18 Residual = 20.762 Percent = 13E-18 Residual = 20.311 Percent = 82E-18 Residual = 20.311 Percent = 82E-18 Residual = 19.86 Percent = 5E-16 Residual = 19.86 Percent = 5E-16 Residual = 19.41 Percent = 29E-16 Residual = 19.41 Percent = 29E-16 Residual = 18.959 Percent = 16E-15 Residual = 18.959 Percent = 16E-15 Residual = 18.509 Percent = 86E-15 Residual = 18.509 Percent = 86E-15 Residual = 18.058 Percent = 44E-14 Residual = 18.058 Percent = 44E-14 Residual = 17.607 Percent = 22E-13 Residual = 17.607 Percent = 22E-13 Residual = 17.157 Percent = 1E-11 Residual = 17.157 Percent = 1E-11 Residual = 16.706 Percent = 47E-12 Residual = 16.706 Percent = 47E-12 Residual = 16.255 Percent = 21E-11 Residual = 16.255 Percent = 21E-11 Residual = 15.805 Percent = 87E-11 Residual = 15.805 Percent = 87E-11 Residual = 15.354 Percent = 3.5E-9 Residual = 15.354 Percent = 3.5E-9 Residual = 14.903 Percent = 1.4E-8 Residual = 14.903 Percent = 1.4E-8 Residual = 14.453 Percent = 5.1E-8 Residual = 14.453 Percent = 5.1E-8 Residual = 14.002 Percent = 1.8E-7 Residual = 14.002 Percent = 1.8E-7 Residual = 13.551 Percent = 6.3E-7 Residual = 13.551 Percent = 6.3E-7 Residual = 13.101 Percent = 2.1E-6 Residual = 13.101 Percent = 2.1E-6 Residual = 12.65 Percent = 6.6E-6 Residual = 12.65 Percent = 6.6E-6 Residual = 12.2 Percent = .00002 Residual = 12.2 Percent = .00002 Residual = 11.749 Percent = 5.8E-5 Residual = 11.749 Percent = 5.8E-5 Residual = 11.298 Percent = .00016 Residual = 11.298 Percent = .00016 Residual = 10.848 Percent = .00044 Residual = 10.848 Percent = .00044 Residual = 10.397 Percent = 0.0011 Residual = 10.397 Percent = 0.0011 Residual = 9.9463 Percent = 0.0029 Residual = 9.9463 Percent = 0.0029 Residual = 9.4956 Percent = 0.0068 Residual = 9.4956 Percent = 0.0068 Residual = 9.045 Percent = 0.0157 Residual = 9.045 Percent = 0.0157 Residual = 8.5944 Percent = 0.0345 Residual = 8.5944 Percent = 0.0345 Residual = 8.1437 Percent = 0.073 Residual = 8.1437 Percent = 0.073 Residual = 7.6931 Percent = 0.1485 Residual = 7.6931 Percent = 0.1485 Residual = 7.2424 Percent = 0.29 Residual = 7.2424 Percent = 0.29 Residual = 6.7918 Percent = 0.5438 Residual = 6.7918 Percent = 0.5438 Residual = 6.3411 Percent = 0.9796 Residual = 6.3411 Percent = 0.9796 Residual = 5.8905 Percent = 1.6945 Residual = 5.8905 Percent = 1.6945 Residual = 5.4398 Percent = 2.8152 Residual = 5.4398 Percent = 2.8152 Residual = 4.9892 Percent = 4.4921 Residual = 4.9892 Percent = 4.4921 Residual = 4.5386 Percent = 6.8842 Residual = 4.5386 Percent = 6.8842 Residual = 4.0879 Percent = 10.132 Residual = 4.0879 Percent = 10.132 Residual = 3.6373 Percent = 14.323 Residual = 3.6373 Percent = 14.323 Residual = 3.1866 Percent = 19.446 Residual = 3.1866 Percent = 19.446 Residual = 2.736 Percent = 25.355 Residual = 2.736 Percent = 25.355 Residual = 1.8347 Percent = 38.19 Residual = 1.8347 Percent = 38.19 Residual = 1.384 Percent = 44.114 Residual = 1.384 Percent = 44.114 Residual = 0.9334 Percent = 48.941 Residual = 0.9334 Percent = 48.941 Residual = 0.4828 Percent = 52.147 Residual = 0.4828 Percent = 52.147 Residual = 0.0321 Percent = 53.364 Residual = 0.0321 Percent = 53.364 Residual = -9E-15 Percent = 53.37 Residual = -9E-15 Percent = 53.37 Residual = -0.419 Percent = 52.448 Residual = -0.419 Percent = 52.448 Residual = -0.869 Percent = 49.508 Residual = -0.869 Percent = 49.508 Residual = -1.32 Percent = 44.883 Residual = -1.32 Percent = 44.883 Residual = -1.77 Percent = 39.079 Residual = -1.77 Percent = 39.079 Residual = -2.672 Percent = 26.246 Residual = -2.672 Percent = 26.246 Residual = -3.122 Percent = 20.245 Residual = -3.122 Percent = 20.245 Residual = -3.573 Percent = 14.998 Residual = -3.573 Percent = 14.998 Residual = -4.024 Percent = 10.671 Residual = -4.024 Percent = 10.671 Residual = -4.474 Percent = 7.292 Residual = -4.474 Percent = 7.292 Residual = -4.925 Percent = 4.7857 Residual = -4.925 Percent = 4.7857 Residual = -5.376 Percent = 3.0166 Residual = -5.376 Percent = 3.0166 Residual = -5.826 Percent = 1.8261 Residual = -5.826 Percent = 1.8261 Residual = -6.277 Percent = 1.0617 Residual = -6.277 Percent = 1.0617 Residual = -6.728 Percent = 0.5929 Residual = 81 Percent = 0.022 Residual = 81 Percent = 0.022 Residual = 78 Percent = 0 Residual = 78 Percent = 0 Residual = 75 Percent = 0 Residual = 75 Percent = 0 Residual = 72 Percent = 0 Residual = 72 Percent = 0 Residual = 69 Percent = 0 Residual = 69 Percent = 0 Residual = 66 Percent = 0 Residual = 66 Percent = 0 Residual = 63 Percent = 0 Residual = 63 Percent = 0 Residual = 60 Percent = 0 Residual = 60 Percent = 0 Residual = 57 Percent = 0 Residual = 57 Percent = 0 Residual = 54 Percent = 0 Residual = 54 Percent = 0 Residual = 51 Percent = 0 Residual = 51 Percent = 0 Residual = 48 Percent = 0 Residual = 48 Percent = 0 Residual = 45 Percent = 0 Residual = 45 Percent = 0 Residual = 42 Percent = 0 Residual = 42 Percent = 0 Residual = 39 Percent = 0 Residual = 39 Percent = 0 Residual = 36 Percent = 0 Residual = 36 Percent = 0 Residual = 33 Percent = 0.0441 Residual = 33 Percent = 0.0441 Residual = 30 Percent = 0.022 Residual = 30 Percent = 0.022 Residual = 27 Percent = 0.022 Residual = 27 Percent = 0.022 Residual = 24 Percent = 0 Residual = 24 Percent = 0 Residual = 21 Percent = 0.1102 Residual = 21 Percent = 0.1102 Residual = 18 Percent = 0.022 Residual = 18 Percent = 0.022 Residual = 15 Percent = 0.0661 Residual = 15 Percent = 0.0661 Residual = 12 Percent = 0.3086 Residual = 12 Percent = 0.3086 Residual = 9 Percent = 0.4189 Residual = 9 Percent = 0.4189 Residual = 6 Percent = 1.3228 Residual = 6 Percent = 1.3228 Residual = 3 Percent = 5.6878 Residual = 3 Percent = 5.6878 Residual = 0 Percent = 91.953 Residual = 0 Percent = 91.953
Panel of fit diagnostics for Global_Sales.

Residual Plots

Panel 1

Y = 0 Y = 0 Y = 0 Y = 0 Y = 0 Y = 0
Panel of scatterplots of residuals by regressors for Global_Sales.

Panel 2

Y = 0 Y = 0 Y = 0 Y = 0 Y = 0 Y = 0
Panel of scatterplots of residuals by regressors for Global_Sales.

Panel 3

Y = 0 Y = 0 Y = 0 Y = 0 Y = 0 Y = 0
Panel of scatterplots of residuals by regressors for Global_Sales.

Panel 4

Y = 0
Panel of scatterplots of residuals by regressors for Global_Sales.