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Intelligent Implementation and Big Data Analysis of Strategies for Incorporating Civic and Political Elements in Physical Education Instruction

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19 mars 2025
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Figure 1.

Students’ single-subject physical quality ratio(male)
Students’ single-subject physical quality ratio(male)

Figure 2.

Students’ single-subject physical quality ratio (female)
Students’ single-subject physical quality ratio (female)

Post-test and pre-test comparison of experimental group

Dimension Pre-test Post-test T P
Patriotism 2.952±0.384 3.625±0.546 -10.003 0.000
Collectivism 2.920±0.342 4.157±0.952 -8.625 0.000
Team spirit 2.723±0.341 3.514±0.519 -8.880 0.000
Rule consciousness 2.882±0.046 3.915±0.522 -9.655 0.000
Fairness and justice 2.676±0.610 4.031±0.478 -9.166 0.000
Sense of responsibility 2.539±0.756 4.056±0.860 -10.124 0.000
The correct view of victory and defeat 2.566±0.605 4.094±0.381 -9.369 0.000
The spirit of striving and enterprising 2.520±0.395 3.813±0.728 -11.745 0.000
Will quality 3.012±0.881 3.951±0.425 -11.746 0.000

Post-test and pre-test comparison of control group

Dimension Pre-test Post-test T P
Patriotism 2.450±0.557 2.612±0.706 -0.912 0.323
Collectivism 2.752±0.333 2.869±0.389 -0.055 0.261
Team spirit 3.037±0.602 2.691±0.514 1.507 0.068
Rule consciousness 2.941±0.315 3.006±0.581 -0.353 0.112
Fairness and justice 2.966±0.640 3.116±0.304 -0.051 0.703
Sense of responsibility 3.189±0.595 3.050±0.109 0.655 0.616
The correct view of victory and defeat 2.887±0.513 3.206±0.609 -0.749 0.630
The spirit of striving and enterprising 2.455±0.021 2.943±0.436 -1.309 0.198
Will quality 2.666±0.388 2.858±0.636 -0.912 0.201

Rule knowledge discovery in different physical exercise behaviors of female

Number Rule Support (%) Confidence (%)
Consequent Antecedent
1 Pre-anticipation Grip strength=bad, right back hook=excellent 11.398 65.448
2 Anticipation Grip strength=passed, reaction=medium, right back hook=excellent 12.484 74.709
3 Anticipation Body fat rate=overweight, grip strength=passed, BMI=normal 13.207 66.804
4 Anticipation VO2max=medium, grip strength=passed, right back hook=excellent 10.028 63.674
5 Action Grip strength=bad, reaction=medium, right back hook=excellent 10.612 70.578
6 Action Grip strength=bad, body fat rate=overweight, BMI=normal 11.403 67.737
7 Action Grip strength=bad, VO2max=bad, reaction=medium, BMI=normal 11.964 66.372

Post-test result comparison between experimental and control group

Dimension Control group Experimental group T P
Patriotism 2.612±0.706 3.625±0.546 9.610 0.000
Collectivism 2.869±0.389 4.157±0.952 7.660 0.000
Team spirit 2.591±0.514 3.514±0.519 8.045 0.000
Rule consciousness 3.006±0.581 3.915±0.522 8.172 0.000
Fairness and justice 3.116±0.304 4.031±0.478 8.946 0.000
Sense of responsibility 3.050±0.109 4.056±0.860 8.696 0.000
The correct view of victory and defeat 3.206±0.609 4.094±0.381 8.266 0.000
The spirit of striving and enterprising 2.943±0.436 3.813±0.728 8.780 0.000
Will quality 2.858±0.636 3.951±0.425 7.795 0.000

Rule knowledge discovery in different physical exercise behaviors of male

Number Rule Support (%) Confidence (%)
Consequent Antecedent
1 Anticipation Left back hook=excellent, body fat rate=normal, reaction=medium, VO2max=bad 9.023 51.104
2 Anticipation Left back hook=excellent, reaction=medium, VO2max=bad 9.951 51.336
3 Anticipation Left back hook=excellent, reaction=medium, VO2max=bad, right back hook=excellent 9.139 50.242
4 Preparation Reaction=passed, grip strength=bad 8.791 67.44
5 Preparation Reaction=passed, VO2max=bad 8.726 61.313
6 Preparation Reaction=bad 8.968 91.579
7 Action Reaction=excellent 9 100
8 Action Reaction=good, VO2max=bad, right back hook=excellent 8.388 55.414
9 Action Reaction=good, grip strength=bad 8.379 59.245