More Crosstabs About the 12-17 Group, White/Nonwhite by Gender

In continuing to explore this dataset, I thought I would run some more crosstabs. Crosstabs are useful in that it gives you a breakdown of a how different kinds of people answered different kinds of questions. For example, in the previous post, I broke down type of game by gender. I am unsatisfied with this particular breakdown simply because, while it is a good beginning point, it does not really break things down into greater detail...which is what I would like to do. So, this exploration of this dataset is going to break ethnicity (in this case, white vs nonwhite for reasons I will not get into here) and will layer it by gender. Meaning, it will calculate responses based first on ethnicity and then separately by gender. You will see what I mean below.

An interesting point to make (as Simon Ferrari of http://rulesofthega.me/ and http://simonferrari.com/ points out is that of rhythm games. Overwhelming white player support makes the relationship between games and gender and ethnicity significant. However, within the data, nonwhite support of the games is evident in nonsignificant numbers.

Other points of note:

• Nonwhite male groups seemed to enjoy survival horror games than white males while in female groups, both whites and non-whites overwhelmingly dislike them.
  
  
• The 12-17 group as a whole does not visit virtual worlds nor do they play MMOs.
  
  
• In Role-playing games, all groups lean more toward not playing them than do.
  
  
• Sports games (this includes Tony Hawk) are also mostly primarily loved by both groups and genders.
  
  
• In simulation games, nonwhite males do not typically play them while all other groups are almost split exactly down the middle.

There are other interesting things going on here. See below if you are interested.

Fighting games? (IF NECESSARY: Tekken (TECH-ken), Super Smash Brothers, Mortal Kombat)
Kid's sex				K14a. Fighting games? (IF NECESSARY: Tekken (TECH-ken), Super Smash Brothers, Mortal Kombat)		Total
				Yes	No
Male	NewRace	White	Count	577	289	866
			Expected Count	582.2	283.8	866.0
			% within NewRace	66.6%	33.4%	100.0%
		Non-White	Count	176	78	254
			Expected Count	170.8	83.2	254.0
			% within NewRace	69.3%	30.7%	100.0%
	Total		Count	753	367	1120
			Expected Count	753.0	367.0	1120.0
			% within NewRace	67.2%	32.8%	100.0%
Female	NewRace	White	Count	194	593	787
			Expected Count	226.0	561.0	787.0
			% within NewRace	24.7%	75.3%	100.0%
		Non-White	Count	100	137	237
			Expected Count	68.0	169.0	237.0
			% within NewRace	42.2%	57.8%	100.0%
	Total		Count	294	730	1024
			Expected Count	294.0	730.0	1024.0
			% within NewRace	28.7%	71.3%	100.0%

K14b. Puzzle games? (IF NECESSARY: Bejeweled, Tetris (tet-TRISS), Solitaire)
Kid's sex				K14b. Puzzle games? (IF NECESSARY: Bejeweled, Tetris (tet-TRISS), Solitaire)		Total
				Yes	No
Male	NewRace	White	Count	513	358	871
			Expected Count	505.6	365.4	871.0
			% within NewRace	58.9%	41.1%	100.0%
		Non-White	Count	140	114	254
			Expected Count	147.4	106.6	254.0
			% within NewRace	55.1%	44.9%	100.0%
	Total		Count	653	472	1125
			Expected Count	653.0	472.0	1125.0
			% within NewRace	58.0%	42.0%	100.0%
Female	NewRace	White	Count	691	96	787
			Expected Count	684.1	102.9	787.0
			% within NewRace	87.8%	12.2%	100.0%
		Non-White	Count	200	38	238
			Expected Count	206.9	31.1	238.0
			% within NewRace	84.0%	16.0%	100.0%
	Total		Count	891	134	1025
			Expected Count	891.0	134.0	1025.0
			% within NewRace	86.9%	13.1%	100.0%

K14c. Action games? (IF NECESSARY: Grand Theft Auto, Devil May Cry, Ratchet and Clank)
Kid's sex				K14c. Action games? (IF NECESSARY: Grand Theft Auto, Devil May Cry, Ratchet and Clank)		Total
				Yes	No
Male	NewRace	White	Count	733	138	871
			Expected Count	731.5	139.5	871.0
			% within NewRace	84.2%	15.8%	100.0%
		Non-White	Count	211	42	253
			Expected Count	212.5	40.5	253.0
			% within NewRace	83.4%	16.6%	100.0%
	Total		Count	944	180	1124
			Expected Count	944.0	180.0	1124.0
			% within NewRace	84.0%	16.0%	100.0%
Female	NewRace	White	Count	357	428	785
			Expected Count	375.6	409.4	785.0
			% within NewRace	45.5%	54.5%	100.0%
		Non-White	Count	133	106	239
			Expected Count	114.4	124.6	239.0
			% within NewRace	55.6%	44.4%	100.0%
	Total		Count	490	534	1024
			Expected Count	490.0	534.0	1024.0
			% within NewRace	47.9%	52.1%	100.0%

K14d. First-Person Shooters? (IF NECESSARY: Halo, Counterstrike, Half-Life)
Kid's sex				K14d. First-Person Shooters? (IF NECESSARY: Halo, Counterstrike, Half-Life)		Total
				Yes	No
Male	NewRace	White	Count	659	212	871
			Expected Count	644.7	226.3	871.0
			% within NewRace	75.7%	24.3%	100.0%
		Non-White	Count	173	80	253
			Expected Count	187.3	65.7	253.0
			% within NewRace	68.4%	31.6%	100.0%
	Total		Count	832	292	1124
			Expected Count	832.0	292.0	1124.0
			% within NewRace	74.0%	26.0%	100.0%
Female	NewRace	White	Count	125	655	780
			Expected Count	133.2	646.8	780.0
			% within NewRace	16.0%	84.0%	100.0%
		Non-White	Count	49	190	239
			Expected Count	40.8	198.2	239.0
			% within NewRace	20.5%	79.5%	100.0%
	Total		Count	174	845	1019
			Expected Count	174.0	845.0	1019.0
			% within NewRace	17.1%	82.9%	100.0%

NewRace * K14e. Strategy games? (IF NECESSARY: Civilization IV, StarCraft, Command and Conquer) * Kid's sex Crosstabulation
Kid's sex				K14e. Strategy games? (IF NECESSARY: Civilization IV, StarCraft, Command and Conquer)		Total
				Yes	No
Male	NewRace	White	Count	569	299	868
			Expected Count	550.8	317.2	868.0
			% within NewRace	65.6%	34.4%	100.0%
		Non-White	Count	143	111	254
			Expected Count	161.2	92.8	254.0
			% within NewRace	56.3%	43.7%	100.0%
	Total		Count	712	410	1122
			Expected Count	712.0	410.0	1122.0
			% within NewRace	63.5%	36.5%	100.0%
Female	NewRace	White	Count	438	343	781
			Expected Count	432.3	348.7	781.0
			% within NewRace	56.1%	43.9%	100.0%
		Non-White	Count	126	112	238
			Expected Count	131.7	106.3	238.0
			% within NewRace	52.9%	47.1%	100.0%
	Total		Count	564	455	1019
			Expected Count	564.0	455.0	1019.0
			% within NewRace	55.3%	44.7%	100.0%

K14f. Simulation games? (IF NECESSARY: The Sims, Rollercoaster Tycoon, Ace Combat)
Kid's sex				K14f. Simulation games? (IF NECESSARY: The Sims, Rollercoaster Tycoon, Ace Combat)		Total
				Yes	No
Male	NewRace	White	Count	431	438	869
			Expected Count	402.4	466.6	869.0
			% within NewRace	49.6%	50.4%	100.0%
		Non-White	Count	89	165	254
			Expected Count	117.6	136.4	254.0
			% within NewRace	35.0%	65.0%	100.0%
	Total		Count	520	603	1123
			Expected Count	520.0	603.0	1123.0
			% within NewRace	46.3%	53.7%	100.0%
Female	NewRace	White	Count	407	377	784
			Expected Count	404.3	379.7	784.0
			% within NewRace	51.9%	48.1%	100.0%
		Non-White	Count	120	118	238
			Expected Count	122.7	115.3	238.0
			% within NewRace	50.4%	49.6%	100.0%
	Total		Count	527	495	1022
			Expected Count	527.0	495.0	1022.0
			% within NewRace	51.6%	48.4%	100.0%

K14g. Sports games? (IF NECESSARY: Madden, Fifa (FEE-fah), Tony Hawk)
Kid's sex				K14g. Sports games? (IF NECESSARY: Madden, Fifa (FEE-fah), Tony Hawk)		Total
				Yes	No
Male	NewRace	White	Count	685	186	871
			Expected Count	700.5	170.5	871.0
			% within NewRace	78.6%	21.4%	100.0%
		Non-White	Count	219	34	253
			Expected Count	203.5	49.5	253.0
			% within NewRace	86.6%	13.4%	100.0%
	Total		Count	904	220	1124
			Expected Count	904.0	220.0	1124.0
			% within NewRace	80.4%	19.6%	100.0%
Female	NewRace	White	Count	416	371	787
			Expected Count	433.0	354.0	787.0
			% within NewRace	52.9%	47.1%	100.0%
		Non-White	Count	148	90	238
			Expected Count	131.0	107.0	238.0
			% within NewRace	62.2%	37.8%	100.0%
	Total		Count	564	461	1025
			Expected Count	564.0	461.0	1025.0
			% within NewRace	55.0%	45.0%	100.0%

K14h. Role-Playing Games? (IF NECESSARY: Final Fantasy, Blue Dragon, Knights of the Old Republic)
Kid's sex				K14h. Role-Playing Games? (IF NECESSARY: Final Fantasy, Blue Dragon, Knights of the Old Republic)		Total
				Yes	No
Male	NewRace	White	Count	395	476	871
			Expected Count	394.1	476.9	871.0
			% within NewRace	45.4%	54.6%	100.0%
		Non-White	Count	114	140	254
			Expected Count	114.9	139.1	254.0
			% within NewRace	44.9%	55.1%	100.0%
	Total		Count	509	616	1125
			Expected Count	509.0	616.0	1125.0
			% within NewRace	45.2%	54.8%	100.0%
Female	NewRace	White	Count	199	584	783
			Expected Count	204.8	578.2	783.0
			% within NewRace	25.4%	74.6%	100.0%
		Non-White	Count	68	170	238
			Expected Count	62.2	175.8	238.0
			% within NewRace	28.6%	71.4%	100.0%
	Total		Count	267	754	1021
			Expected Count	267.0	754.0	1021.0
			% within NewRace	26.2%	73.8%	100.0%

K14i. Adventure games? (IF NECESSARY: Legend of Zelda, Tomb Raider)
Kid's sex				K14i. Adventure games? (IF NECESSARY: Legend of Zelda, Tomb Raider)		Total
				Yes	No
Male	NewRace	White	Count	627	244	871
			Expected Count	647.8	223.2	871.0
			% within NewRace	72.0%	28.0%	100.0%
		Non-White	Count	209	44	253
			Expected Count	188.2	64.8	253.0
			% within NewRace	82.6%	17.4%	100.0%
	Total		Count	836	288	1124
			Expected Count	836.0	288.0	1124.0
			% within NewRace	74.4%	25.6%	100.0%
Female	NewRace	White	Count	449	333	782
			Expected Count	447.3	334.7	782.0
			% within NewRace	57.4%	42.6%	100.0%
		Non-White	Count	135	104	239
			Expected Count	136.7	102.3	239.0
			% within NewRace	56.5%	43.5%	100.0%
	Total		Count	584	437	1021
			Expected Count	584.0	437.0	1021.0
			% within NewRace	57.2%	42.8%	100.0%

K14j. Racing games? (IF NECESSARY: NASCAR, MarioKart, Burnout)
Kid's sex				K14j. Racing games? (IF NECESSARY: NASCAR, MarioKart, Burnout)		Total
				Yes	No
Male	NewRace	White	Count	666	205	871
			Expected Count	668.7	202.3	871.0
			% within NewRace	76.5%	23.5%	100.0%
		Non-White	Count	197	56	253
			Expected Count	194.3	58.7	253.0
			% within NewRace	77.9%	22.1%	100.0%
	Total		Count	863	261	1124
			Expected Count	863.0	261.0	1124.0
			% within NewRace	76.8%	23.2%	100.0%
Female	NewRace	White	Count	532	255	787
			Expected Count	557.7	229.3	787.0
			% within NewRace	67.6%	32.4%	100.0%
		Non-White	Count	195	44	239
			Expected Count	169.3	69.7	239.0
			% within NewRace	81.6%	18.4%	100.0%
	Total		Count	727	299	1026
			Expected Count	727.0	299.0	1026.0
			% within NewRace	70.9%	29.1%	100.0%

K14k. Rhythm games? (IF NECESSARY: Guitar Hero, Dance Dance Revolution, Lumines (LOO-min-ez)
Kid's sex				K14k. Rhythm games? (IF NECESSARY: Guitar Hero, Dance Dance Revolution, Lumines (LOO-min-ez)		Total
				Yes	No
Male	NewRace	White	Count	535	336	871
			Expected Count	506.8	364.2	871.0
			% within NewRace	61.4%	38.6%	100.0%
		Non-White	Count	119	134	253
			Expected Count	147.2	105.8	253.0
			% within NewRace	47.0%	53.0%	100.0%
	Total		Count	654	470	1124
			Expected Count	654.0	470.0	1124.0
			% within NewRace	58.2%	41.8%	100.0%
Female	NewRace	White	Count	524	263	787
			Expected Count	504.0	283.0	787.0
			% within NewRace	66.6%	33.4%	100.0%
		Non-White	Count	133	106	239
			Expected Count	153.0	86.0	239.0
			% within NewRace	55.6%	44.4%	100.0%
	Total		Count	657	369	1026
			Expected Count	657.0	369.0