{ "meta": { "generated_at": "2026-10-24", "countries_57_count": 57, "xlsx_sheets_count": 26, "xlsx_8ind_count": 67 }, "methodology": { "zhihu_url": "https://www.zhihu.com/question/1909776036138288076/answer/2013999960962651702", "author": "鱼非鱼 (libertas.)", "title": "国民发展指数 (National Development Index, NDI) — 11大维度·21项细分指标综合评估体系", "pillars": [ { "key": "income", "name": "国民收入", "en": "National Income", "weight_stated": 30, "weight_effective": 30, "icon": "💰", "color": "#2563eb", "desc": "采用 Numbeo 当地生活成本重估购买力平价（PPP），结合人均 GDP（反映宏观经济活动，10%）与人均可支配收入中位数（反映普通居民真实富裕程度，20%）。", "indicators": [ { "key": "ppp_gdp_per_capita_usd", "name": "PPP 人均 GDP", "unit": "$", "weight": 10, "transform": "ln(x)", "formula": "人均GDP × (4234 / Numbeo月生活成本)" }, { "key": "ppp_median_disposable_income_usd", "name": "PPP 可支配收入中位数", "unit": "$", "weight": 20, "transform": "ln(x)", "formula": "可支配收入中位数 × (4234 / Numbeo月生活成本)；缺失中位数国家按 均值 × (1 - (Gini/100)²) 推算" } ] }, { "key": "cleanliness", "name": "清洁环境", "en": "Cleanliness & Environment", "weight_stated": 10, "weight_effective": 10, "icon": "🌿", "color": "#059669", "desc": "综合客观空气质量监测（PM2.5 年均浓度，2%）与 Numbeo 居民环境体验问卷（整洁与秩序 4%、垃圾管理 2%、水污染 2%，均为越低越好）。", "indicators": [ { "key": "pm25_2022", "name": "PM2.5 年均浓度", "unit": "μg/m³", "weight": 2, "transform": "-ln(x)", "formula": "WHO / IQAir 2022 年均 PM2.5 浓度（越低越好）" }, { "key": "numbeo_cleanliness", "name": "Numbeo 清洁&整齐不满度", "unit": "指数", "weight": 4, "transform": "-x", "formula": "Numbeo 城市环境整洁与秩序负面指数（越低越好）" }, { "key": "numbeo_garbage", "name": "Numbeo 垃圾管理不满度", "unit": "指数", "weight": 2, "transform": "-x", "formula": "Numbeo 垃圾处理不满度指数（越低越好）" }, { "key": "numbeo_water_pollution", "name": "Numbeo 水污染指数", "unit": "指数", "weight": 2, "transform": "-x", "formula": "Numbeo 水体污染感知指数（越低越好）" } ] }, { "key": "transport", "name": "交通运输", "en": "Transportation", "weight_stated": 9, "weight_effective": 8, "icon": "🚄", "color": "#0891b2", "desc": "兼顾基础设施密度与实际客运利用度：铁路占 3.5%（人均铁路里程 1%、人均高铁里程 1%、人均铁路+地铁乘坐次数 1.5%），公路占 3%（人均高速公路里程），航空占 2.5%（人均航空客运量，国际航班折半计算）。", "indicators": [ { "key": "rail_km_per_million", "name": "每百万人铁路里程", "unit": "km/百万人", "weight": 1.0, "transform": "ln(x)", "formula": "全国铁路营业里程 / 总人口(百万)，含高铁里程" }, { "key": "hsr_km_per_million", "name": "每百万人高铁里程", "unit": "km/百万人", "weight": 1.0, "transform": "ln(x)", "formula": "高速铁路营业里程 / 总人口(百万)" }, { "key": "rail_metro_rides_per_capita_2024", "name": "人均铁路+地铁乘坐次数", "unit": "次/人/年", "weight": 1.5, "transform": "ln(x)", "formula": "(国家铁路年客运量 + 城市地铁年客运量) / 总人口" }, { "key": "highway_km_per_million", "name": "每百万人高速公路里程", "unit": "km/百万人", "weight": 3.0, "transform": "ln(x)", "formula": "高速公路总里程 / 总人口(百万)" }, { "key": "air_rides_per_capita_2024", "name": "人均航空客运量", "unit": "次/人/年", "weight": 2.5, "transform": "ln(x)", "formula": "(国内航线客运量 + 0.5 × 国际航线客运量) / 总人口" } ] }, { "key": "health", "name": "医疗卫生", "en": "Healthcare", "weight_stated": 8, "weight_effective": 8, "icon": "🏥", "color": "#e11d48", "desc": "使用世界银行 WDI 出生时预期人均寿命（2022）直接评估国民医疗保障与公共卫生水平。", "indicators": [ { "key": "life_expectancy_2022", "name": "预期人均寿命", "unit": "岁", "weight": 8, "transform": "x (原值)", "formula": "WDI 出生时预期寿命，难以指数增长故采用原值线性折算" } ] }, { "key": "education", "name": "教育水平", "en": "Education", "weight_stated": 8, "weight_effective": 8, "icon": "🎓", "color": "#7c3aed", "desc": "综合存量劳动力受教育程度（25岁以上人口平均受教育年限，5%）与年轻一代新增教育预期（按各年龄段入学率推算的预期受教育年限，3%）。", "indicators": [ { "key": "mean_schooling_2022", "name": "平均受教育年限", "unit": "年", "weight": 5, "transform": "x (原值)", "formula": "UNDP / OWID 成年人口平均受教育年限（原值线性折算）" }, { "key": "expected_schooling_2022", "name": "预期受教育年限", "unit": "年", "weight": 3, "transform": "x (原值)", "formula": "UNDP 适龄人口预期受教育年限（原值线性折算）" } ] }, { "key": "safety", "name": "社会治安", "en": "Public Safety", "weight_stated": 8, "weight_effective": 8, "icon": "🛡️", "color": "#0d9488", "desc": "采用联合国毒品和犯罪问题办公室（UNODC）每十万人故意杀人案件发生率（取负对数）衡量社会安全程度。", "indicators": [ { "key": "homicide_rate_2023", "name": "每10万人谋杀率", "unit": "人/10万人", "weight": 8, "transform": "-ln(x)", "formula": "Excel 原型公式: 10 - log₂(谋杀率)；NDI 公式: 8.737 - 0.861 × ln(谋杀率)" } ] }, { "key": "consumption", "name": "居民消费", "en": "Consumption", "weight_stated": 8, "weight_effective": 7, "icon": "🛒", "color": "#d97706", "desc": "摆脱失真的恩格尔系数，从实物消费直接衡量：人均每日蛋白质摄入量（3%）、人均年用电量（3%）、每千人年汽车销量（2%）。", "indicators": [ { "key": "protein_g_per_day_2023", "name": "人均每日蛋白质消费", "unit": "克/天", "weight": 3, "transform": "x (原值)", "formula": "FAO 每日人均蛋白质供应量（克/天，原值线性折算）" }, { "key": "electricity_consumption_kwh_2023", "name": "人均年用电量", "unit": "kWh/人", "weight": 3, "transform": "ln(x)", "formula": "Excel 原型公式: 2 × log₂(人均MWh)" }, { "key": "auto_sales_per_1000_2024", "name": "千人汽车销量", "unit": "辆/千人", "weight": 2, "transform": "ln(x)", "formula": "2024 年各国新车销量 / 总人口(千人)" } ] }, { "key": "housing", "name": "居住条件", "en": "Housing", "weight_stated": 6, "weight_effective": 6, "icon": "🏠", "color": "#ea580c", "desc": "采用统一扣除公摊与墙体（中国按 20% 折算）后的人均住房实际使用面积（平方米/人）衡量居住品质。", "indicators": [ { "key": "floor_area_per_capita_m2", "name": "人均住房使用面积", "unit": "m²/人", "weight": 6, "transform": "ln(x)", "formula": "Excel 原型公式: 4 × log₂(人均使用面积)；NDI 公式: -3.338 + 3.006 × ln(面积)" } ] }, { "key": "production", "name": "工业生产", "en": "Production", "weight_stated": 5, "weight_effective": 5, "icon": "🏭", "color": "#4f46e5", "desc": "衡量现代工业与能源基础设施产出能力：人均年发电量（3%）与每千人年汽车产量（2%）。", "indicators": [ { "key": "electricity_generation_kwh_2023", "name": "人均年发电量", "unit": "kWh/人", "weight": 3, "transform": "ln(x)", "formula": "全国年发电总量 / 总人口" }, { "key": "auto_production_per_1000_2024", "name": "千人汽车产量", "unit": "辆/千人", "weight": 2, "transform": "ln(x)", "formula": "OICA 2024 汽车产量 / 总人口(千人)；Excel 公式: log₂(每万人产量)" } ] }, { "key": "science", "name": "科学研究", "en": "Scientific Research", "weight_stated": 5, "weight_effective": 5, "icon": "🔬", "color": "#6366f1", "desc": "采用 Nature Index（自然指数）按人口折算的每百万人调整后份额（Share / 百万人口）衡量顶尖基础科研产出。", "indicators": [ { "key": "nature_index_per_million_2025", "name": "人均 Nature Index", "unit": "Share/百万人", "weight": 5, "transform": "ln(x)", "formula": "Excel 公式: Share / 人口 × 10⁶，指数 = log₂(人均Share)" } ] }, { "key": "culture", "name": "文化软实力", "en": "Culture & Soft Power", "weight_stated": 5, "weight_effective": 5, "icon": "🎬", "color": "#ec4899", "desc": "统计各国自主生产的文化内容产品（影视、音乐、游戏、出版、动漫等）在全球产生的总收入除以本国人口得到的人均文化内容产值（美元）。", "indicators": [ { "key": "cultural_content_rev_per_capita_usd", "name": "人均内容产品全球收入", "unit": "$/人", "weight": 5, "transform": "ln(x)", "formula": "本国原创文化产品全球总营收($) / 总人口" } ] } ] }, "zhihu_57": [ { "rank": 1, "country_cn": "挪威", "country_en": "Norway", "iso3": "NOR", "flag": "🇳🇴", "region": "北欧", "continent": "欧洲", "tier": "发达国家", "tier_code": "T1", "tier_range": "8.9–9.7", "ndi": 9.67, "hdi": 0.966, "hdi_global_rank": 2, "hdi_rank_57": 2, "hdi_minus_ndi_rank": 1, "pillars": { "income": 10.0, "health": 9.55, "education": 9.95, "safety": 9.01, "housing": 8.71, "cleanliness": 9.97, "transport": 10.0, "consumption": 9.79, "production": 9.6, "science": 9.31, "culture": 8.76 }, "indicators": { "gdp_per_capita_usd": 96580, "median_disposable_income_usd": 31006, "numbeo_monthly_cost_usd": 5004, "ppp_gdp_per_capita_usd": 81702, "ppp_median_disposable_income_usd": 26230, "income_to_gdp_pct": 32, "life_expectancy_2022": 82.51, "expected_schooling_2022": 18.79, "mean_schooling_2022": 13.06, "homicide_rate_2023": 0.73, "floor_area_per_capita_m2": 55.0, "numbeo_garbage": 17.67, "numbeo_cleanliness": 24.83, "numbeo_water_pollution": 15.57, "pm25_2022": 4.88, "air_rides_per_capita_2024": 7.2, "highway_km_per_million": 195, "rail_metro_rides_per_capita_2024": 40.5, "rail_km_per_million": 773, "hsr_km_per_million": 30.9, "protein_g_per_day_2023": 125.5, "auto_sales_per_1000_2024": 23.0, "electricity_consumption_kwh_2023": 24580, "electricity_generation_kwh_2023": 28243, "auto_production_per_1000_2024": 0.0, "nature_index_per_million_2025": 42.94, "cultural_content_rev_per_capita_usd": 189.5 }, "pillar_ranks": { "income": 1, "health": 7, "education": 2, "safety": 10, "housing": 4, "cleanliness": 2, "transport": 1, "consumption": 5, "production": 4, "science": 10, "culture": 11 }, "indicator_ranks": { "gdp_per_capita_usd": 2, "median_disposable_income_usd": 2, "numbeo_monthly_cost_usd": 2, "ppp_gdp_per_capita_usd": 2, "ppp_median_disposable_income_usd": 3, "income_to_gdp_pct": 22, "life_expectancy_2022": 7, "expected_schooling_2022": 3, "mean_schooling_2022": 8, "homicide_rate_2023": 11, "floor_area_per_capita_m2": 4, "numbeo_garbage": 3, "numbeo_cleanliness": 5, "numbeo_water_pollution": 1, "pm25_2022": 3, "air_rides_per_capita_2024": 1, "highway_km_per_million": 9, "rail_metro_rides_per_capita_2024": 10, "rail_km_per_million": 7, "hsr_km_per_million": 6, "protein_g_per_day_2023": 4, "auto_sales_per_1000_2024": 16, "electricity_consumption_kwh_2023": 1, "electricity_generation_kwh_2023": 1, "auto_production_per_1000_2024": 36, "nature_index_per_million_2025": 10, "cultural_content_rev_per_capita_usd": 11 } }, { "rank": 2, "country_cn": "澳大利亚", "country_en": "Australia", "iso3": "AUS", "flag": "🇦🇺", "region": "大洋洲", "continent": "大洋洲", "tier": "发达国家", "tier_code": "T1", "tier_range": "8.9–9.7", "ndi": 9.57, "hdi": 0.946, "hdi_global_rank": 10, "hdi_rank_57": 5, "hdi_minus_ndi_rank": 3, "pillars": { "income": 9.89, "health": 9.62, "education": 9.67, "safety": 8.87, "housing": 10.0, "cleanliness": 9.51, "transport": 9.36, "consumption": 10.0, "production": 8.71, "science": 9.4, "culture": 8.87 }, "indicators": { "gdp_per_capita_usd": 69358, "median_disposable_income_usd": 23679, "numbeo_monthly_cost_usd": 3990, "ppp_gdp_per_capita_usd": 73598, "ppp_median_disposable_income_usd": 25126, "income_to_gdp_pct": 34, "life_expectancy_2022": 82.77, "expected_schooling_2022": 18.0, "mean_schooling_2022": 12.73, "homicide_rate_2023": 0.85, "floor_area_per_capita_m2": 84.5, "numbeo_garbage": 27.05, "numbeo_cleanliness": 31.06, "numbeo_water_pollution": 31.21, "pm25_2022": 4.5, "air_rides_per_capita_2024": 3.1, "highway_km_per_million": 64, "rail_metro_rides_per_capita_2024": 26.0, "rail_km_per_million": 1223, "hsr_km_per_million": 0.0, "protein_g_per_day_2023": 125.0, "auto_sales_per_1000_2024": 45.3, "electricity_consumption_kwh_2023": 9976, "electricity_generation_kwh_2023": 10158, "auto_production_per_1000_2024": 0.0, "nature_index_per_million_2025": 51.28, "cultural_content_rev_per_capita_usd": 220.6 }, "pillar_ranks": { "income": 4, "health": 4, "education": 7, "safety": 19, "housing": 1, "cleanliness": 6, "transport": 15, "consumption": 1, "production": 21, "science": 8, "culture": 7 }, "indicator_ranks": { "gdp_per_capita_usd": 5, "median_disposable_income_usd": 5, "numbeo_monthly_cost_usd": 8, "ppp_gdp_per_capita_usd": 5, "ppp_median_disposable_income_usd": 4, "income_to_gdp_pct": 15, "life_expectancy_2022": 4, "expected_schooling_2022": 4, "mean_schooling_2022": 12, "homicide_rate_2023": 19, "floor_area_per_capita_m2": 1, "numbeo_garbage": 9, "numbeo_cleanliness": 8, "numbeo_water_pollution": 11, "pm25_2022": 1, "air_rides_per_capita_2024": 7, "highway_km_per_million": 27, "rail_metro_rides_per_capita_2024": 19, "rail_km_per_million": 2, "hsr_km_per_million": 23, "protein_g_per_day_2023": 5, "auto_sales_per_1000_2024": 3, "electricity_consumption_kwh_2023": 8, "electricity_generation_kwh_2023": 8, "auto_production_per_1000_2024": 36, "nature_index_per_million_2025": 8, "cultural_content_rev_per_capita_usd": 7 } }, { "rank": 3, "country_cn": "瑞士", "country_en": "Switzerland", "iso3": "CHE", "flag": "🇨🇭", "region": "西欧", "continent": "欧洲", "tier": "发达国家", "tier_code": "T1", "tier_range": "8.9–9.7", "ndi": 9.51, "hdi": 0.967, "hdi_global_rank": 1, "hdi_rank_57": 1, "hdi_minus_ndi_rank": -2, "pillars": { "income": 9.8, "health": 9.87, "education": 9.75, "safety": 9.18, "housing": 8.21, "cleanliness": 9.74, "transport": 9.83, "consumption": 9.36, "production": 8.34, "science": 10.0, "culture": 8.8 }, "indicators": { "gdp_per_capita_usd": 118173, "median_disposable_income_usd": 34348, "numbeo_monthly_cost_usd": 6513, "ppp_gdp_per_capita_usd": 76813, "ppp_median_disposable_income_usd": 22327, "income_to_gdp_pct": 29, "life_expectancy_2022": 83.6, "expected_schooling_2022": 16.67, "mean_schooling_2022": 13.9, "homicide_rate_2023": 0.6, "floor_area_per_capita_m2": 46.6, "numbeo_garbage": 22.06, "numbeo_cleanliness": 19.75, "numbeo_water_pollution": 21.06, "pm25_2022": 8.73, "air_rides_per_capita_2024": 3.21, "highway_km_per_million": 171, "rail_metro_rides_per_capita_2024": 77.9, "rail_km_per_million": 588, "hsr_km_per_million": 18.1, "protein_g_per_day_2023": 101.4, "auto_sales_per_1000_2024": 26.5, "electricity_consumption_kwh_2023": 7070, "electricity_generation_kwh_2023": 6631, "auto_production_per_1000_2024": 0.0, "nature_index_per_million_2025": 163.22, "cultural_content_rev_per_capita_usd": 198.9 }, "pillar_ranks": { "income": 6, "health": 3, "education": 6, "safety": 7, "housing": 5, "cleanliness": 4, "transport": 4, "consumption": 23, "production": 34, "science": 1, "culture": 10 }, "indicator_ranks": { "gdp_per_capita_usd": 1, "median_disposable_income_usd": 1, "numbeo_monthly_cost_usd": 1, "ppp_gdp_per_capita_usd": 4, "ppp_median_disposable_income_usd": 8, "income_to_gdp_pct": 29, "life_expectancy_2022": 3, "expected_schooling_2022": 18, "mean_schooling_2022": 2, "homicide_rate_2023": 7, "floor_area_per_capita_m2": 5, "numbeo_garbage": 4, "numbeo_cleanliness": 2, "numbeo_water_pollution": 5, "pm25_2022": 9, "air_rides_per_capita_2024": 5, "highway_km_per_million": 14, "rail_metro_rides_per_capita_2024": 3, "rail_km_per_million": 13, "hsr_km_per_million": 12, "protein_g_per_day_2023": 30, "auto_sales_per_1000_2024": 10, "electricity_consumption_kwh_2023": 12, "electricity_generation_kwh_2023": 16, "auto_production_per_1000_2024": 36, "nature_index_per_million_2025": 1, "cultural_content_rev_per_capita_usd": 10 } }, { "rank": 4, "country_cn": "瑞典", 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