Index: backend/subjects/consts.py =================================================================== --- backend/subjects/consts.py (revision 51b9afcad8ef84f7b224e730cb366c7fa2b2f417) +++ backend/subjects/consts.py (revision 51b9afcad8ef84f7b224e730cb366c7fa2b2f417) @@ -0,0 +1,3502 @@ +SUBJECTS_VECTOR = { + "Архитектура и организација на компјутери": { + "professors": [ + 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, + 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1, + 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0 + ], + "assistants": [ + 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, + 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0 + ], + "tags": [0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0], + "evaluation": [0, 0, 0, 0, 0, 0, 1], + "technologies": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0 + ], + "isEasy": 0, + "activated": 1, + "participants": 1 + }, + "Бизнис и 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"participants": 1 + }, + "Тестирање на софтвер": { + "professors": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 + ], + "assistants": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0 + ], + "tags": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0], + "evaluation": [0, 0, 0, 0, 0, 0, 0], + "technologies": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0 + ], + "isEasy": 0, + "activated": 1, + "participants": 0 + }, + "Сензорски системи": { + "professors": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 + ], + "assistants": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 + ], + "tags": [0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0], + "evaluation": [0, 0, 0, 0, 0, 0, 0], + "technologies": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0 + ], + "isEasy": 0, + "activated": 0, + "participants": 0 + }, + "Адаптивни и интерактивни веб информациски системи": { + "professors": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 + ], + "assistants": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 + ], + "tags": [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1], + "evaluation": [0, 0, 0, 0, 0, 0, 0], + "technologies": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0 + ], + "isEasy": 0, + "activated": 0, + "participants": 0 + }, + "Спорт и здравје": { + "professors": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 + ], + "assistants": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 + ], + "tags": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], + "evaluation": [0, 0, 0, 0, 0, 0, 0], + "technologies": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0 + ], + "isEasy": 1, + "activated": 0, + "participants": 0 + }, + "Деловна пракса": { + "professors": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 + ], + "assistants": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 + ], + "tags": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], + "evaluation": [0, 0, 0, 1, 0, 0, 0], + "technologies": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 1, 0 + ], + "isEasy": 0, + "activated": 0, + "participants": 0 + } +} Index: backend/subjects/management/commands/subjects_vector.py =================================================================== --- backend/subjects/management/commands/subjects_vector.py (revision 580f4f05f433a719a0e00052dad9ef8b37c7bbab) +++ backend/subjects/management/commands/subjects_vector.py (revision 51b9afcad8ef84f7b224e730cb366c7fa2b2f417) @@ -55,10 +55,16 @@ # + list(sorted(distinct_tags)) + list(sorted(distinct_evaluations)) + ['isEasy', 'activated', 'participants'] + distinct_professors = sorted(distinct_professors) + distinct_assistants = sorted(distinct_assistants) + distinct_technologies = sorted(distinct_technologies) + distinct_tags = sorted(distinct_tags) + distinct_evaluations = sorted(distinct_evaluations) + vocabulary = { - "professors": list(sorted(distinct_professors)), - "assistants": list(sorted(distinct_assistants)), - "technologies": list(sorted(distinct_technologies)), - "tags": list(sorted(distinct_tags)), - "evaluation": list(sorted(distinct_evaluations)), + "professors": list(distinct_professors), + "assistants": list(distinct_assistants), + "technologies": list(distinct_technologies), + "tags": list(distinct_tags), + "evaluation": list(distinct_evaluations), # "isEasy": [], # "activated": [], @@ -76,4 +82,6 @@ subject_vector['evaluation'] = [] subject_vector['technologies'] = [] + if subject_name == "Дигитална форензика": + print(values['tags']) for word in distinct_professors: subject_vector['professors'].append(0 if word not in values['professors'] else 1) @@ -85,5 +93,5 @@ subject_vector['evaluation'].append(0 if word not in values['evaluation'] else 1) for word in distinct_technologies: - subject_vector['technologies'].append(0 if word not in values['technologies'] else 1) + subject_vector['technolosgies'].append(0 if word not in values['technologies'] else 1) subject_vector['isEasy'] = 1 if values['isEasy'] else 0 Index: backend/subjects/management/data/subjects_vector.json =================================================================== --- backend/subjects/management/data/subjects_vector.json (revision 580f4f05f433a719a0e00052dad9ef8b37c7bbab) +++ backend/subjects/management/data/subjects_vector.json (revision 51b9afcad8ef84f7b224e730cb366c7fa2b2f417) @@ -2,33 +2,1933 @@ "Архитектура и организација на компјутери": { "professors": [ - 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, + 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, + 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1, + 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0 + ], + "assistants": [ + 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, + 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0 + ], + "tags": [0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0], + "evaluation": [0, 0, 0, 0, 0, 0, 1], + "technologies": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0 + ], + "isEasy": 0, + "activated": 1, + "participants": 1 + }, + "Бизнис и менаџмент": { + "professors": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0 + ], + "assistants": [ + 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 + ], + "tags": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0], + "evaluation": [0, 0, 0, 0, 1, 0, 0], + "technologies": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0 + ], + "isEasy": 1, + "activated": 1, + "participants": 1 + }, + "Бизнис статистика": { + "professors": [ + 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, + 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 + ], + "assistants": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0 + ], + "tags": [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0], + "evaluation": [0, 0, 0, 0, 0, 0, 1], + "technologies": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0 + ], + "isEasy": 0, + "activated": 1, + "participants": 1 + }, + "Вовед во компјутерските науки": { + "professors": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 + ], + "assistants": [ + 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1 + ], + "tags": [0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], + "evaluation": [0, 0, 0, 0, 0, 0, 1], + "technologies": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0 + ], + "isEasy": 0, + "activated": 1, + "participants": 1 + }, + "Дизајн на дигитални кола": { + "professors": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 + ], + "assistants": [ + 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 + ], + "tags": [0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], + "evaluation": [0, 0, 0, 0, 0, 0, 0], + "technologies": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0 + ], + "isEasy": 0, + "activated": 1, + "participants": 0 + }, + "Дискретна математика": { + "professors": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 + ], + "assistants": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 + ], + "tags": [0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0], + "evaluation": [0, 0, 0, 0, 0, 0, 1], + "technologies": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0 + ], + "isEasy": 0, + "activated": 1, + "participants": 1 + }, + "Дискретни структури 1": { + "professors": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 + ], + "assistants": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0 + ], + "tags": [0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0], + "evaluation": [0, 0, 0, 0, 0, 0, 1], + "technologies": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0 + ], + "isEasy": 0, + "activated": 1, + "participants": 0.5 + }, + "Дискретни структури 2": { + "professors": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 + ], + "assistants": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0 + ], + "tags": [0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0], + "evaluation": [0, 0, 0, 0, 0, 0, 1], + "technologies": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0 + ], + "isEasy": 0, + "activated": 1, + "participants": 0.5 + }, + "Е-учење": { + "professors": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 + ], + "assistants": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0 + ], + "tags": [0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0], + "evaluation": [0, 0, 0, 1, 1, 0, 0], + "technologies": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0 + ], + "isEasy": 1, + "activated": 1, + "participants": 0 + }, + "Математика 1": { + "professors": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 + ], + "assistants": [ + 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 + ], + "tags": [0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0], + "evaluation": [0, 0, 0, 0, 0, 0, 1], + "technologies": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0 + ], + "isEasy": 0, + "activated": 1, + "participants": 1 + }, + "Калкулус 1": { + "professors": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 + ], + "assistants": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0 + ], + "tags": [0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0], + "evaluation": [0, 0, 0, 0, 0, 0, 1], + "technologies": [ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0 + ], + "isEasy": 0, + "activated": 1, + "participants": 0.5 + }, + "Калкулус 2": { + "professors": [ + 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 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0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0 - ], - "tags": [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 0], - "evaluation": [0, 0, 0, 0, 0, 0, 0], - "technologies": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0 - ], - "isEasy": 0, - "activated": 1, - "participants": 0 - }, - "Споделување и пресметување во толпа": { - "professors": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 - ], - "assistants": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 - ], - "tags": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0], - "evaluation": [0, 0, 0, 0, 0, 0, 0], - "technologies": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0 - ], - "isEasy": 0, - "activated": 0, - "participants": 0 - }, - "Тимски проект": { - "professors": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 - ], - "assistants": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 - ], - "tags": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], - "evaluation": [0, 1, 0, 0, 0, 0, 0], - "technologies": [ - 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0 - ], - "isEasy": 1, - "activated": 1, - "participants": 1 - }, - "Управување со ИКТ проекти": { - "professors": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0 - ], - "assistants": [ - 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 - ], - "tags": [0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], - "evaluation": [0, 0, 0, 0, 1, 0, 0], - "technologies": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0 - ], - "isEasy": 1, - "activated": 1, - "participants": 1 - }, - "Примена на алгоритми и податочни структури": { - "professors": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0 - ], - "assistants": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 - ], - "tags": [0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0], - "evaluation": [0, 0, 0, 0, 0, 0, 1], - "technologies": [ - 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0 - ], - "isEasy": 0, - "activated": 1, - "participants": 0.5 - }, - "Математика 3": { - "professors": [ - 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0 - ], - "assistants": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0 - ], - "tags": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0], - "evaluation": [0, 0, 0, 1, 0, 1, 0], - "technologies": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, - 0, 0, 0 - ], - "isEasy": 0, - "activated": 1, - "participants": 0.5 - }, - "Избрани теми од математика": { - "professors": [ - 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, - 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 - ], - "assistants": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 - ], - "tags": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0], - "evaluation": [0, 0, 0, 1, 0, 0, 0], - "technologies": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0 - ], - "isEasy": 0, - "activated": 1, - "participants": 1 - }, - "Математика 2": { - "professors": [ - 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, - 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0 - ], - "assistants": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 - ], - "tags": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0], - "evaluation": [0, 0, 0, 1, 0, 0, 0], - "technologies": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0 - ], - "isEasy": 0, - "activated": 1, - "participants": 1 - }, - "Тестирање на софтвер": { - "professors": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 - ], - "assistants": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0 - ], - "tags": [0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], - "evaluation": [0, 0, 0, 0, 0, 0, 0], - "technologies": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0 - ], - "isEasy": 0, - "activated": 1, - "participants": 0 - }, - "Сензорски системи": { - "professors": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 - ], - "assistants": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 - ], - "tags": [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0], - "evaluation": [0, 0, 0, 0, 0, 0, 0], - "technologies": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0 - ], - "isEasy": 0, - "activated": 0, - "participants": 0 - }, - "Адаптивни и интерактивни веб информациски системи": { - "professors": [ - 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 - ], - "assistants": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 - ], - "tags": [0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0], - "evaluation": [0, 0, 0, 0, 0, 0, 0], - "technologies": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0 - ], - "isEasy": 0, - "activated": 0, - "participants": 0 - }, - "Спорт и здравје": { - "professors": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 - ], - "assistants": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 - ], - "tags": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], - "evaluation": [0, 0, 0, 0, 0, 0, 0], - "technologies": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0 - ], - "isEasy": 1, - "activated": 0, - "participants": 0 - }, - "Деловна пракса": { - "professors": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 - ], - "assistants": [ - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 - ], - "tags": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], - "evaluation": [0, 1, 0, 0, 0, 0, 0], - "technologies": [ - 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - 0, 0, 0 ], "isEasy": 0, Index: backend/subjects/utils.py =================================================================== --- backend/subjects/utils.py (revision 580f4f05f433a719a0e00052dad9ef8b37c7bbab) +++ backend/subjects/utils.py (revision 51b9afcad8ef84f7b224e730cb366c7fa2b2f417) @@ -1,6 +1,7 @@ +from subjects.consts import SUBJECTS_VECTOR +from subjects.management.commands import subjects_vector from subjects.models import Subject from pathlib import Path import json -from django.core.management.base import BaseCommand from numpy import average @@ -44,11 +45,9 @@ except FileNotFoundError: print("file not found") - exit(1) + return -1 student_vector = {} student_vector['index'] = student.index - print(student.professors) for key in vocabulary: - print(key) if key == "assistants": continue student_values = getattr(student, key, []) @@ -63,3 +62,86 @@ return student_vector + + +def map_to_subjects_vector(subjects): + filtered_subject_vectors = {} + for subject in subjects: + vector = SUBJECTS_VECTOR.get(subject.name) + if vector: + filtered_subject_vectors[subject.name] = vector + return filtered_subject_vectors + + +def score_for_preferences(student_vector, eligible_subjects): + K = 1 + filtered_subjects_vector = {} + for subject in eligible_subjects: + filtered_subjects_vector[subject] = {} + values = eligible_subjects[subject] + for key in student_vector: + if key in ["index", "study_effort", "current_year"]: continue + student_values = student_vector[key] + subject_values = values[key] + tot_count = 0 + match_count = 0 + if key == "tags" and subject == "Дигитална форензика": + print(student_values) + print(subject_values) + + for i in range(len(student_values)): + if student_values[i] == 1: + tot_count += 1 + if subject_values[i] == 1: + match_count += 1 + + # score = (match_count + K) / (tot_count + K * len(student_values)) + score = match_count / tot_count if tot_count != 0 else 0 + filtered_subjects_vector[subject][key] = score + + study_effort = student_vector["study_effort"] + # current_year = student_vector["current_year"] + + # TODO: add something for people who want to study more! + filtered_subjects_vector[subject]['easiness'] = (1 - study_effort) * values['isEasy'] + filtered_subjects_vector[subject]['activated'] = values['activated'] + filtered_subjects_vector[subject]['participant_score'] = values['participants'] + + return filtered_subjects_vector + +WEIGHTS = { + "professors": 0.05, + "technologies": 0.05, + "tags": 0.4, + "evaluation": 0.1, + "easiness": 0.3, + "activated": 1, + "participant_score": 0.1, +} + +pnvi = "Програмирање на видео игри" + +def get_recommendations(filtered_subjects_vector): + subject_scores = {} + max_ = -1 + for subject in filtered_subjects_vector: + keys = filtered_subjects_vector[subject] + score = 0 + for key in keys: + if subject == pnvi: + print(key) + print(WEIGHTS[key]) + print(keys[key]) + score += WEIGHTS[key] * keys[key] + + max_ = max(score, max_) + subject_scores[subject] = score + + if max_ == 0: return filtered_subjects_vector.keys() + for subject in subject_scores: + subject_scores[subject] /= max_ + + + N = 7 + top_subjects = dict(sorted(subject_scores.items(), key=lambda item: item[1], reverse=True)) + return top_subjects Index: backend/subjects/views.py =================================================================== --- backend/subjects/views.py (revision 580f4f05f433a719a0e00052dad9ef8b37c7bbab) +++ backend/subjects/views.py (revision 51b9afcad8ef84f7b224e730cb366c7fa2b2f417) @@ -8,5 +8,5 @@ from auth_form.serializers import StudentFormSerializer -from subjects.utils import get_eligible_subjects, student_vector +from subjects.utils import get_eligible_subjects, get_recommendations, map_to_subjects_vector, score_for_preferences, student_vector from .serializers import SubjectSerializer from .models import Subject_Info, Subject @@ -28,5 +28,12 @@ subjects = get_eligible_subjects(student) + mapped_subjects = map_to_subjects_vector(subjects) vector = student_vector(student) - serializer = SubjectSerializer(subjects, many=True) - return Response({"data": serializer.data}, status=status.HTTP_200_OK) + + final_subjects = get_recommendations(score_for_preferences(vector, mapped_subjects)) + + # subject_dict = {subject.name: subject for subject in Subject.objects.filter(name__in=final_subjects)} + # sorted_subjects = [subject_dict[name] for name in final_subjects if name in subject_dict] + + # serializer = SubjectSerializer(sorted_subjects, many=True) + return Response({"data": final_subjects}, status=status.HTTP_200_OK) Index: frontend/src/pages/Recommendations.tsx =================================================================== --- frontend/src/pages/Recommendations.tsx (revision 580f4f05f433a719a0e00052dad9ef8b37c7bbab) +++ frontend/src/pages/Recommendations.tsx (revision 51b9afcad8ef84f7b224e730cb366c7fa2b2f417) @@ -32,7 +32,9 @@
{recommendations && - recommendations.map((subject) => ( -
-

{subject.name}

+ Object.entries(recommendations).map(([key, value]) => ( +
+

+ {key}: {String(value)} +

))}