name_en2zh = {
    "agronomy": "农学",
    "anatomy": "解剖学",
    "ancient_chinese": "古汉语",
    "arts": "艺术学",
    "astronomy": "天文学",
    "business_ethics": "商业伦理",
    "chinese_civil_service_exam": "中国公务员考试",
    "chinese_driving_rule": "中国驾驶规则",
    "chinese_food_culture": "中国饮食文化",
    "chinese_foreign_policy": "中国外交政策",
    "chinese_history":"中国历史",
    "chinese_literature": "中国文学",
    "chinese_teacher_qualification": "中国教师资格",
    "clinical_knowledge": "临床知识",
    "college_actuarial_science":"大学精算学",
    "college_education":"大学教育学",
    "college_engineering_hydrology": "大学工程水文学",
    "college_law": "大学法律",
    "college_mathematics": "大学数学",
    "college_medical_statistics":"大学医学统计",
    "college_medicine": "大学医学",
    "computer_science": "计算机科学",
    "computer_security": "计算机安全",
    "conceptual_physics": "概念物理学",
    "construction_project_management": "建设工程管理",
    "economics": "经济学",
    "education": "教育学",
    "electrical_engineering": "电气工程",
    "elementary_chinese":"小学语文",
    "elementary_commonsense":"小学常识",
    "elementary_information_and_technology": "小学信息技术",
    "elementary_mathematics": "初等数学",
    "ethnology": "民族学",
    "food_science": "食品科学",
    "genetics": "遗传学",
    "global_facts": "全球事实",
    "high_school_biology": "高中生物",
    "high_school_chemistry": "高中化学",
    "high_school_geography": "高中地理",
    "high_school_mathematics": "高中数学",
    "high_school_physics": "高中物理学",
    "high_school_politics": "高中政治",
    "human_sexuality": "人类性行为",
    "international_law": "国际法学",
    "journalism": "新闻学",
    "jurisprudence": "法理学",
    "legal_and_moral_basis": "法律与道德基础",
    "logical": "逻辑学",
    "machine_learning": "机器学习",
    "management": "管理学",
    "marketing": "市场营销",
    "marxist_theory": "马克思主义理论",
    "modern_chinese": "现代汉语",
    "nutrition": "营养学",
    "philosophy": "哲学",
    "professional_accounting": "专业会计",
    "professional_law": "专业法学",
    "professional_medicine": "专业医学",
    "professional_psychology": "专业心理学",
    "public_relations": "公共关系",
    "security_study":"安全研究",
    "sociology": "社会学",
    "sports_science": "体育学",
    "traditional_chinese_medicine": "中医中药",
    "virology": "病毒学",
    "world_history":"世界历史",
    "world_religions": "世界宗教",
}

subcategories = {
    "agronomy": ['other'],
    "anatomy": ['biology'],
    "ancient_chinese": ['linguistics','china specific'],
    "arts": ['arts'],
    "astronomy": ['physics'],
    "business_ethics": ['business'],
    "chinese_civil_service_exam": ['politics','china specific'],
    "chinese_driving_rule": ['other','china specific'],
    "chinese_food_culture": ['culture','china specific'],
    "chinese_foreign_policy": ['politics','china specific'],
    "chinese_history":['history','china specific'],
    "chinese_literature": ['literature','china specific'],
    "chinese_teacher_qualification": ['education','china specific'],
    "college_actuarial_science":['math'],
    "college_education":['education'],
    "college_engineering_hydrology": ['engineering'],
    "college_law": ['law'],
    "college_mathematics": ['math'],
    "college_medical_statistics":['statistics'],
    "clinical_knowledge": ['other'],
    "college_medicine": ['other'],
    "computer_science": ['computer science'],
    "computer_security": ['other'],
    "conceptual_physics": ['physics'],
    "construction_project_management": ['other','china specific'],
    "economics": ['economics'],
    "education": ['education'],
    "elementary_chinese":['linguistics','china specific'],
    "elementary_commonsense":['other','china specific'],
    "elementary_information_and_technology": ['other'],
    "electrical_engineering": ['engineering'],
    "elementary_mathematics": ['math'],
    "ethnology": ['culture','china specific'],
    "food_science": ['other'],
    "genetics": ['biology'],
    "global_facts": ['global'],
    "high_school_biology": ['biology'],
    "high_school_chemistry": ['chemistry'],
    "high_school_geography": ['geography'],
    "high_school_mathematics": ['math'],
    "high_school_physics": ['physics'],
    "high_school_politics": ['politics','china specific'],
    "human_sexuality": ['other'],
    "international_law": ['law'],
    "journalism": ['sociology'],
    "jurisprudence": ['law'],
    "legal_and_moral_basis": ['other'],
    "logical": ['philosophy'],
    "machine_learning": ['computer science'],
    "management": ['business'],
    "marketing": ['business'],
    "marxist_theory": ['philosophy'],
    "modern_chinese": ['linguistics','china specific'],
    "nutrition": ['other'],
    "philosophy": ['philosophy'],
    "professional_accounting": ['business'],
    "professional_law": ['law'],
    "professional_medicine": ['other'],
    "professional_psychology": ['psychology'],
    "public_relations": ['politics'],
    "security_study": ['politics'],
    "sociology": ['culture'],
    "sports_science": ['other'],
    "traditional_chinese_medicine": ['other','china specific'],
    "virology": ['biology'],
    "world_history":['history'],
    "world_religions": ['global'],
}

categories = {
    "STEM": ["physics", "chemistry", "biology", "computer science", "math", "engineering", "statistics"],
    "Humanities": ["history", "philosophy", "law", "arts", "literature", "global"],
    "Social Science": ['linguistics',"business", "politics", "culture", "economics", "geography", "psychology", "education", "sociology"],
    "Other":["other"],
    "China specific": ["china specific"],
}