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				https://gitlab.crans.org/bde/nk20
				synced 2025-11-04 09:12:11 +01:00 
			
		
		
		
	Algorithm changed again
This commit is contained in:
		@@ -30,117 +30,117 @@ WORDS = {
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            'Description 1',
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            {
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                3: 'Réponse 1 Madagas[car]',
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                43: 'Réponse 1 Y2[KAR]',
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                4: 'Réponse 1 Y2[KAR]',
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                2: 'Réponse 1 Tcherno[bus]',
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                45: 'Réponse 1 [Kar]tier',
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                5: 'Réponse 1 [Kar]tier',
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                1: 'Réponse 1 [Car]cassonne',
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                47: 'Réponse 1 O[car]ina',
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                48: 'Réponse 1 Show[bus]',
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                49: 'Réponse 1 [Car]ioca'
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                6: 'Réponse 1 O[car]ina',
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                7: 'Réponse 1 Show[bus]',
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                8: 'Réponse 1 [Car]ioca'
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            }
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        ],
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        'Question 2': [
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            'Description 2',
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            {
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                3: 'Réponse 2 Madagas[car]',
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                43: 'Réponse 2 Y2[KAR]',
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                4: 'Réponse 2 Y2[KAR]',
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                2: 'Réponse 2 Tcherno[bus]',
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                45: 'Réponse 2 [Kar]tier',
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                5: 'Réponse 2 [Kar]tier',
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                1: 'Réponse 2 [Car]cassonne',
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                47: 'Réponse 2 O[car]ina',
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                48: 'Réponse 2 Show[bus]',
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                49: 'Réponse 2 [Car]ioca'
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                6: 'Réponse 2 O[car]ina',
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                7: 'Réponse 2 Show[bus]',
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                8: 'Réponse 2 [Car]ioca'
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            }
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        ],
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        'Question 3': [
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            'Description 3',
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            {
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                3: 'Réponse 3 Madagas[car]',
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                43: 'Réponse 3 Y2[KAR]',
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                4: 'Réponse 3 Y2[KAR]',
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                2: 'Réponse 3 Tcherno[bus]',
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                45: 'Réponse 3 [Kar]tier',
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                5: 'Réponse 3 [Kar]tier',
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                1: 'Réponse 3 [Car]cassonne',
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                47: 'Réponse 3 O[car]ina',
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                48: 'Réponse 3 Show[bus]',
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                49: 'Réponse 3 [Car]ioca'
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                6: 'Réponse 3 O[car]ina',
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                7: 'Réponse 3 Show[bus]',
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                8: 'Réponse 3 [Car]ioca'
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            }
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        ],
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        'Question 4': [
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            'Description 4',
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            {
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                3: 'Réponse 4 Madagas[car]',
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                43: 'Réponse 4 Y2[KAR]',
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                4: 'Réponse 4 Y2[KAR]',
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                2: 'Réponse 4 Tcherno[bus]',
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                45: 'Réponse 4 [Kar]tier',
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                5: 'Réponse 4 [Kar]tier',
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                1: 'Réponse 4 [Car]cassonne',
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                47: 'Réponse 4 O[car]ina',
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                48: 'Réponse 4 Show[bus]',
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                49: 'Réponse 4 [Car]ioca'
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                6: 'Réponse 4 O[car]ina',
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                7: 'Réponse 4 Show[bus]',
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                8: 'Réponse 4 [Car]ioca'
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            }
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        ],
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        'Question 5': [
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            'Description 5',
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            {
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                3: 'Réponse 5 Madagas[car]',
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                43: 'Réponse 5 Y2[KAR]',
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                4: 'Réponse 5 Y2[KAR]',
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                2: 'Réponse 5 Tcherno[bus]',
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                45: 'Réponse 5 [Kar]tier',
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                5: 'Réponse 5 [Kar]tier',
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                1: 'Réponse 5 [Car]cassonne',
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                47: 'Réponse 5 O[car]ina',
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                48: 'Réponse 5 Show[bus]',
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                49: 'Réponse 5 [Car]ioca'
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                6: 'Réponse 5 O[car]ina',
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                7: 'Réponse 5 Show[bus]',
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                8: 'Réponse 5 [Car]ioca'
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            }
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        ],
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        'Question 6': [
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            'Description 6',
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            {
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                3: 'Réponse 6 Madagas[car]',
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                43: 'Réponse 6 Y2[KAR]',
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                4: 'Réponse 6 Y2[KAR]',
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                2: 'Réponse 6 Tcherno[bus]',
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                45: 'Réponse 6 [Kar]tier',
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                5: 'Réponse 6 [Kar]tier',
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                1: 'Réponse 6 [Car]cassonne',
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                47: 'Réponse 6 O[car]ina',
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                48: 'Réponse 6 Show[bus]',
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                49: 'Réponse 6 [Car]ioca'
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                6: 'Réponse 6 O[car]ina',
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                7: 'Réponse 6 Show[bus]',
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                8: 'Réponse 6 [Car]ioca'
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            }
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        ],
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        'Question 7': [
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            'Description 7',
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            {
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                3: 'Réponse 7 Madagas[car]',
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                43: 'Réponse 7 Y2[KAR]',
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                4: 'Réponse 7 Y2[KAR]',
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                2: 'Réponse 7 Tcherno[bus]',
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                45: 'Réponse 7 [Kar]tier',
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                5: 'Réponse 7 [Kar]tier',
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                1: 'Réponse 7 [Car]cassonne',
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                47: 'Réponse 7 O[car]ina',
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                48: 'Réponse 7 Show[bus]',
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                49: 'Réponse 7 [Car]ioca'
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                6: 'Réponse 7 O[car]ina',
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                7: 'Réponse 7 Show[bus]',
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                8: 'Réponse 7 [Car]ioca'
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            }
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        ],
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        'Question 8': [
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            'Description 8',
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            {
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                3: 'Réponse 8 Madagas[car]',
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                43: 'Réponse 8 Y2[KAR]',
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                4: 'Réponse 8 Y2[KAR]',
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                2: 'Réponse 8 Tcherno[bus]',
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                45: 'Réponse 8 [Kar]tier',
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                5: 'Réponse 8 [Kar]tier',
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                1: 'Réponse 8 [Car]cassonne',
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                47: 'Réponse 8 O[car]ina',
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                48: 'Réponse 8 Show[bus]',
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                49: 'Réponse 8 [Car]ioca'
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                6: 'Réponse 8 O[car]ina',
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                7: 'Réponse 8 Show[bus]',
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                8: 'Réponse 8 [Car]ioca'
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            }
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        ],
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        'Question 9': [
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            'Description 9',
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            {
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                3: 'Réponse 9 Madagas[car]',
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                43: 'Réponse 9 Y2[KAR]',
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                4: 'Réponse 9 Y2[KAR]',
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                2: 'Réponse 9 Tcherno[bus]',
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                45: 'Réponse 9 [Kar]tier',
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                5: 'Réponse 9 [Kar]tier',
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                1: 'Réponse 9 [Car]cassonne',
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                47: 'Réponse 9 O[car]ina',
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                48: 'Réponse 9 Show[bus]',
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                49: 'Réponse 9 [Car]ioca'
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                6: 'Réponse 9 O[car]ina',
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                7: 'Réponse 9 Show[bus]',
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                8: 'Réponse 9 [Car]ioca'
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            }
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        ]
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    }
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@@ -366,24 +366,41 @@ class WEISurvey2025(WEISurvey):
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    @lru_cache()
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    def score(self, bus):
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        """
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        The score given by the answers to the questions
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        """
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        if not self.is_complete():
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            raise ValueError("Survey is not ended, can't calculate score")
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        # Score is the given score by the bus subtracted to the mid-score of the buses.
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        s = sum(1 for q in WORDS['questions'] if getattr(self.information, q) == bus.pk)
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        return s
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    @lru_cache()
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    def score_words(self, bus):
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        """
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        The score given by the choice of words
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        """
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        if not self.is_complete():
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            raise ValueError("Survey is not ended, can't calculate score")
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        bus_info = self.get_algorithm_class().get_bus_information(bus)
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        # Score is the given score by the bus subtracted to the mid-score of the buses.
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        s = sum(bus_info.scores[getattr(self.information, 'word' + str(i))]
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                - self.word_mean(getattr(self.information, 'word' + str(i))) for i in range(1, 1 + NB_WORDS)) / NB_WORDS
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        s += sum(1 for q in WORDS['questions'] if getattr(self.information, q) == str(bus.pk))
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                - self.word_mean(getattr(self.information, 'word' + str(i))) for i in range(1, 1 + NB_WORDS))
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        return s
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    @lru_cache()
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    def scores_per_bus(self):
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        return {bus: self.score(bus) for bus in self.get_algorithm_class().get_buses()}
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        return {bus: (self.score(bus), self.score_words(bus)) for bus in self.get_algorithm_class().get_buses()}
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    @lru_cache()
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    def ordered_buses(self):
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        """
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        Force the choice of bus to be in the 3 preferred buses according to the words
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        """
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        values = list(self.scores_per_bus().items())
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        values.sort(key=lambda item: -item[1])
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        values.sort(key=lambda item: -item[1][1])
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        values = values[:3]
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        return values
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    @classmethod
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@@ -421,6 +438,7 @@ class WEISurveyAlgorithm2025(WEISurveyAlgorithm):
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        """
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        Gale-Shapley algorithm implementation.
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        We modify it to allow buses to have multiple "weddings".
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        We use lexigographical order on both scores
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        """
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        surveys = list(self.get_survey_class()(r) for r in self.get_registrations())  # All surveys
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        surveys = [s for s in surveys if s.is_complete()]  # Don't consider invalid surveys
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@@ -481,7 +499,7 @@ class WEISurveyAlgorithm2025(WEISurveyAlgorithm):
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        while free_surveys:  # Some students are not affected
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            survey = free_surveys[0]
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            buses = survey.ordered_buses()  # Preferences of the student
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            for bus, current_score in buses:
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            for bus, current_scores in buses:
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                if self.get_bus_information(bus).has_free_seats(surveys, quotas):
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                    # Selected bus has free places. Put student in the bus
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                    survey.select_bus(bus)
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@@ -491,17 +509,17 @@ class WEISurveyAlgorithm2025(WEISurveyAlgorithm):
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                else:
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                    # Current bus has not enough places. Remove the least preferred student from the bus if existing
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                    least_preferred_survey = None
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                    least_score = -1
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                    least_scores = (-1, -1)
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                    # Find the least student in the bus that has a lower score than the current student
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                    for survey2 in surveys:
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                        if not survey2.information.valid or survey2.information.get_selected_bus() != bus:
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                            continue
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                        score2 = survey2.score(bus)
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                        if current_score <= score2:  # Ignore better students
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                        scores2 = survey2.score(bus), survey2.score_words(bus)
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                        if current_scores <= scores2:  # Ignore better students
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                            continue
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                        if least_preferred_survey is None or score2 < least_score:
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                        if least_preferred_survey is None or scores2 < least_scores:
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                            least_preferred_survey = survey2
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                            least_score = score2
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                            least_scores = scores2
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                    if least_preferred_survey is not None:
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                        # Remove the least student from the bus and put the current student in.
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@@ -30,7 +30,7 @@ class TestWEIAlgorithm(TestCase):
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        )
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        self.buses = []
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        for i in range(10):
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        for i in range(8):
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            bus = Bus.objects.create(wei=self.wei, name=f"Bus {i}", size=10)
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            self.buses.append(bus)
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            information = WEIBusInformation2025(bus)
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@@ -74,7 +74,7 @@ class TestWEIAlgorithm(TestCase):
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        Buses are full of first year people, ensure that they are happy
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        """
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        # Add a lot of users
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        for i in range(95):
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        for i in range(80):
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            user = User.objects.create(username=f"user{i}")
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            registration = WEIRegistration.objects.create(
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                user=user,
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@@ -90,6 +90,7 @@ class TestWEIAlgorithm(TestCase):
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            information.step = len(WORDS['questions']) + 1
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            information.save(registration)
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            registration.save()
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            survey = WEISurvey2025(registration)
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        # Run algorithm
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        WEISurvey2025.get_algorithm_class()().run_algorithm()
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@@ -104,8 +105,9 @@ class TestWEIAlgorithm(TestCase):
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            survey = WEISurvey2025(r)
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            chosen_bus = survey.information.get_selected_bus()
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            buses = survey.ordered_buses()
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            score = min(v for bus, v in buses if bus == chosen_bus)
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            max_score = buses[0][1]
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            self.assertIn(chosen_bus, [x[0] for x in buses])
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            score = min(v for bus, (v, __) in buses if bus == chosen_bus)
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            max_score = buses[0][1][0]
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            penalty += (max_score - score) ** 2
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            self.assertLessEqual(max_score - score, 1)  # Always less than 25 % of tolerance
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