CnOpenData卫生支出和结果

时间区间

1960-2021


字段展示

卫生支出和结果-英文字段卫生支出和结果-中文字段指标说明
Country/Area国家/地区
Code代码
ContinentCode大陆板块代码
Year年份
Health spending per capita人均医疗保健支出Definition: Current expenditures on health per capita in current US dollars. Estimates of current health expenditures include healthcare goods and services consumed during each year.
Health spending as percent of GDP医疗支出占GDP的百分比Definition: Level of current health expenditure expressed as a percentage of GDP. Estimates of current health expenditures include healthcare goods and services consumed during each year. This indicator does not include capital health expenditures such as buildings, machinery, IT and stocks of vaccines for emergency or outbreaks.
Life expectancy, in years预期寿命,以年为单位Definition: Life expectancy at birth indicates the number of years a newborn infant would live if prevailing patterns of mortality at the time of its birth were to stay the same throughout its life.
The number of crude births per 1000 people, per year每1000人中粗略统计的出生人数,每年Definition: Crude birth rate indicates the number of live births occurring during the year, per 1,000 population estimated at midyear. Subtracting the crude death rate from the crude birth rate provides the rate of natural increase, which is equal to the rate of population change in the absence of migration.
Death rate, per 1000 people死亡率,每1000人Definition: Crude death rate indicates the number of deaths occurring during the year, per 1,000 population estimated at midyear. Subtracting the crude death rate from the crude birth rate provides the rate of natural increase, which is equal to the rate of population change in the absence of migration.
Fertility rate, births per woman生育率,每名妇女的生育数Definition: Total fertility rate represents the number of children that would be born to a woman if she were to live to the end of her childbearing years and bear children in accordance with age-specific fertility rates of the specified year.
Prevalence of HIV, percent of the population ages 15-49艾滋病流行率,占15-49岁人口的百分比Definition: Prevalence of HIV refers to the percentage of people ages 15-49 who are infected with HIV.
Cases of Tuberculosis per 100,000 people每10万人中的结核病病例Definition: Incidence of tuberculosis is the estimated number of new and relapse tuberculosis cases arising in a given year, expressed as the rate per 100,000 population. All forms of TB are included, including cases in people living with HIV. Estimates for all years are recalculated as new information becomes available and techniques are refined, so they may differ from those published previously.
Percent rural population with access to drinking water能获得饮用水的农村人口比例Definition: The percentage of people using drinking water from an improved source that is accessible on premises, available when needed and free from faecal and priority chemical contamination. Improved water sources include piped water, boreholes or tubewells, protected dug wells, protected springs, and packaged or delivered water.
Percent urban population with access to drinking water能获得饮用水的城市人口百分比Definition: Access to an improved water source, urban, refers to the percentage of the urban population using an improved drinking water source. The improved drinking water source includes piped water on premises (piped household water connection located inside the users' dwelling, plot or yard), and other improved drinking water sources (public taps or standpipes, tube wells or boreholes, protected dug wells, protected springs, and rainwater collection).
Suicide mortality rate, per 100,000 population自杀死亡率,每10万人口Definition: Suicide mortality rate is the number of suicide deaths in a year per 100,000 population.
Percent of children ages 12-23 months with DPT immunization12-23个月大的儿童接种白喉、百日咳和破伤风疫苗的百分比Definition: Child immunization, DPT, measures the percentage of children ages 12-23 months who received DPT vaccinations before 12 months or at any time before the survey. A child is considered adequately immunized against diphtheria, pertussis (or whooping cough), and tetanus (DPT) after receiving three doses of vaccine.
Percent of one-year-old children with Hepatitis B immunization一岁儿童接种乙肝疫苗的百分比Definition: Child immunization rate, hepatitis B is the percentage of children ages 12-23 months who received hepatitis B vaccinations before 12 months or at any time before the survey. A child is considered adequately immunized after three doses.
Percent of children ages 12-23 months with measles immunization12-23个月大的儿童接受麻疹免疫接种的百分比Definition: Child immunization, measles, measures the percentage of children ages 12-23 months who received the measles vaccination before 12 months or at any time before the survey. A child is considered adequately immunized against measles after receiving one dose of vaccine.

样本数据

Country/AreaCodeContinentCodeYearHealth spending per capitaHealth spending as percent of GDPLife expectancy, in yearsThe number of crude births per 1000 people, per yearDeath rate, per 1000 peopleFertility rate, births per womanPrevalence of HIV, percent of the population ages 15-49Cases of Tuberculosis per 100,000 peoplePercent rural population with access to drinking waterPercent urban population with access to drinking waterSuicide mortality rate, per 100,000 populationPercent of children ages 12-23 months with DPT immunizationPercent of one-year-old children with Hepatitis B immunizationPercent of children ages 12-23 months with measles immunization
国家/地区代码大陆板块代码年份人均医疗保健支出医疗支出占 GDP 的百分比预期寿命,以年为单位每1000人中粗略统计的出生人数,每年死亡率,每1000人生育率,每名妇女的生育数艾滋病流行率,占15-49岁人口的百分比每 10 万人中的结核病病例能获得饮用水的农村人口比例能获得饮用水的城市人口百分比自杀死亡率,每10万人口12-23个月大的儿童接种白喉、百日咳和破伤风疫苗的百分比一岁儿童接种乙肝疫苗的百分比12-23个月大的儿童接受麻疹免疫接种的百分比
AfghanistanAFGAS196032.5350.3431.927.28
AfghanistanAFGAS196133.0750.4431.357.28
AfghanistanAFGAS196233.5550.5730.847.29
AfghanistanAFGAS196334.0250.730.367.3
AfghanistanAFGAS196434.4950.8329.877.3
AfghanistanAFGAS196534.9550.8729.397.3
AfghanistanAFGAS196635.4550.9928.877.32
AfghanistanAFGAS196735.9251.0828.47.34
AfghanistanAFGAS196836.4251.1527.97.36
AfghanistanAFGAS196936.9151.1927.47.39
AfghanistanAFGAS197037.4251.1226.887.4
AfghanistanAFGAS197137.9251.1626.367.43
AfghanistanAFGAS197238.4451.1125.847.45
AfghanistanAFGAS19733951.1125.37.49
AfghanistanAFGAS197439.5551.1324.777.53
AfghanistanAFGAS197540.151.0224.247.54
AfghanistanAFGAS197640.6550.9423.727.56
AfghanistanAFGAS197741.2350.9223.187.59
AfghanistanAFGAS197840.2750.8223.887.6
AfghanistanAFGAS197939.0950.7424.87.61
AfghanistanAFGAS198039.6250.4824.217.59411
AfghanistanAFGAS198140.1650.2623.617.573
AfghanistanAFGAS198237.7750.1425.627.5558
AfghanistanAFGAS198338.1950.1425.117.5459
AfghanistanAFGAS198433.3350.2430.037.511614
AfghanistanAFGAS198533.5550.5529.667.521514
AfghanistanAFGAS198639.450.7323.77.521114
AfghanistanAFGAS198739.8450.8523.287.532531
AfghanistanAFGAS198843.9650.9819.947.533534
AfghanistanAFGAS198945.1651.1619.057.533322
AfghanistanAFGAS199045.9751.4218.457.570.12520
AfghanistanAFGAS199146.6651.7917.957.610.12319
AfghanistanAFGAS199247.651.9517.227.660.12122
AfghanistanAFGAS199351.4752.0414.847.720.11825
AfghanistanAFGAS199451.4952.1714.697.720.11240
AfghanistanAFGAS199552.5452.0714.097.710.12041
AfghanistanAFGAS199653.2451.8713.637.710.13142
AfghanistanAFGAS199753.6351.413.337.670.12838
AfghanistanAFGAS199852.9450.8813.567.640.12731
AfghanistanAFGAS199954.8550.3512.467.60.12731
AfghanistanAFGAS200055.349.6612.17.530.11908.220.64.92427
AfghanistanAFGAS200155.848.9811.717.450.11898.220.653337
AfghanistanAFGAS200215.89.4456.4548.211.287.340.1189921.453635
AfghanistanAFGAS200317.048.9457.3447.3510.77.220.11899.722.354139
AfghanistanAFGAS200420.419.8157.9446.3310.287.070.118910.523.155048
AfghanistanAFGAS200523.899.9558.3645.269.946.910.118911.22455850
AfghanistanAFGAS200627.8410.6258.6844.729.686.720.11891224.84.95853
AfghanistanAFGAS200731.279.959.1143.869.366.530.118913.225.64.8636355
AfghanistanAFGAS200838.110.2659.8541.518.836.380.118914.526.54.6646459

数据更新频率

年度更新

内容概要:本文介绍了基于贝叶斯优化的CNN-LSTM混合神经网络在时间序列预测中的应用,并提供了完整的Matlab代码实现。该模型结合了卷积神经网络(CNN)在特征提取方面的优势与长短期记忆网络(LSTM)在处理时序依赖问题上的强大能力,形成一种高效的混合预测架构。通过贝叶斯优化算法自动调参,提升了模型的预测精度与泛化能力,适用于风电、光伏、负荷、交通流等多种复杂非线性系统的预测任务。文中还展示了模型训练流程、参数优化机制及实际预测效果分析,突出其在科研与工程应用中的实用性。; 适合人群:具备一定机器学习基基于贝叶斯优化CNN-LSTM混合神经网络预测(Matlab代码实现)础Matlab编程经验的高校研究生、科研人员及从事预测建模的工程技术人员,尤其适合关注深度学习与智能优化算法结合应用的研究者。; 使用场景及目标:①解决各类时间序列预测问题,如能源出力预测、电力负荷预测、环境数据预测等;②学习如何将CNN-LSTM模型与贝叶斯优化相结合,提升模型性能;③掌握Matlab环境下深度学习模型搭建与超参数自动优化的技术路线。; 阅读建议:建议读者结合提供的Matlab代码进行实践操作,重点关注贝叶斯优化模块与混合神经网络结构的设计逻辑,通过调整数据集参数加深对模型工作机制的理解,同时可将其框架迁移至其他预测场景中验证效果。
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