巴西循环系统畸形诊断和治疗中的人类发展指数、技术与人力资源数据集

数据集获取（Figshare）

• 源站标题：HDI, Technological and Human Resources in the Diagnosis and Treatment of Malformations of the Circulatory System in Brazil
• DOI：10.6084/m9.figshare.19901271.v1
• 发布日期：2022-05-27
• 文件数：22 个
• 文件总体积：51.44 MB
• 源站页面：https://scielo.figshare.com/articles/dataset/HDI_Technological_and_Human_Resources_in_the_Diagnosis_and_Treatment_of_Malformations_of_the_Circulatory_System_in_Brazil/19901271

命令行下载

curl -L -o "cac4747389ec6075572a85bc70dc27047bad0eb3.tif" "https://ndownloader.figshare.com/files/35329743"
curl -L -o "8748d24b2b8d00a53002a3617276351c9e22a6ad.png" "https://ndownloader.figshare.com/files/35329746"
curl -L -o "3859289bb749dc718e3fd2863171a40c724673d6.jpg" "https://ndownloader.figshare.com/files/35329749"
curl -L -o "333cf0b3e077ee5854b4e1fca220020747b3a906.tif" "https://ndownloader.figshare.com/files/35329752"
curl -L -o "0d5e758f3a939597b5ce957183d7bc6e39161009.png" "https://ndownloader.figshare.com/files/35329755"
curl -L -o "a4cbf4b50f130717518e50a32e64f0df2ae3f69d.jpg" "https://ndownloader.figshare.com/files/35329758"
curl -L -o "493eabf68af22842405089190beea45ad5cf148b.tif" "https://ndownloader.figshare.com/files/35329761"
curl -L -o "f56bd3ad8103464a5b9fc61e8cdb0d1f9dcabfde.png" "https://ndownloader.figshare.com/files/35329764"

文件清单

• cac4747389ec6075572a85bc70dc27047bad0eb3.tif（6.76 MB）
• 8748d24b2b8d00a53002a3617276351c9e22a6ad.png（552.30 KB）
• 3859289bb749dc718e3fd2863171a40c724673d6.jpg（4.63 KB）
• 333cf0b3e077ee5854b4e1fca220020747b3a906.tif（6.75 MB）
• 0d5e758f3a939597b5ce957183d7bc6e39161009.png（583.49 KB）
• a4cbf4b50f130717518e50a32e64f0df2ae3f69d.jpg（4.04 KB）
• 493eabf68af22842405089190beea45ad5cf148b.tif（10.92 MB）
• f56bd3ad8103464a5b9fc61e8cdb0d1f9dcabfde.png（307.45 KB）
• 11a0cba7b806e72ae7bfe5cce686609e07635ca1.jpg（2.75 KB）
• 496bc7cd884a63b1d79f0f6c8577ed06a07b197c.tif（6.76 MB）
• 54fefbd763adf24a9e36ef517fde7af21b143a90.png（567.77 KB）
• ce1f20b2e6a2ebb44622b488056652479f2c9b04.jpg（4.64 KB）
• 9e19a1ed166a5ae0cd725c006c98b737c1a35e2c.tif（6.44 MB）
• 1b9c95cd40ae80689076423c00db9031f4dce99b.png（552.77 KB）
• e9ceaa0660278b25bc4e7b34ae644ce6901651db.jpg（4.24 KB）
• 822e2da672fda5725032a811489ce7700ca0187c.tif（10.91 MB）
• ae992b4bb3998b35944cffc80995a8ddbd5428ad.png（272.85 KB）
• e6bdca669eb73e5e1e18c0a6c2c3c04aad10160d.jpg（2.74 KB）
• Table_1.xls（5.63 KB）
• Table_2.xls（9.73 KB）

文件总体积 51.44 MB（源站 API 实测）。

数据加载示例（图像类）

from PIL import Image
import glob, os

files = (glob.glob(os.path.join(path, "**", "*.png"), recursive=True)
       + glob.glob(os.path.join(path, "**", "*.jpg"), recursive=True)
       + glob.glob(os.path.join(path, "**", "*.tif"), recursive=True))
print("图像文件数:", len(files))
img = Image.open(files[0]); print("尺寸/模式:", img.size, img.mode)

# torchvision Dataset 方式:
# from torchvision import datasets
# ds = datasets.ImageFolder(path)  # 要求 子目录=类别

目录组织与标注格式以源站说明和下载后实际文件为准。

数据说明

Abstract Background In 2015, the number of infants with congenital malformations (CMs) per 100 000 live births (LBs) was 2368 (7.6%) worldwide, of whom 10.6% died in the first year of life, 43% due to malformations of the circulatory system (MCSs), a scenario similar to what occurs in Brazil. Objective To assess, per Brazilian macroregion, whether diagnosis of MCS at birth and death due to MCS in the first year of life associate with human development index (HDI) and with technological and human resources. Methods Ecological study including data available in 2000–2015. Data of LBs, deaths and availability of echocardiography devices were obtained from the DATASUS website. The HDI was obtained from the Atlas of Human Development in Brazil, while other variables were obtained from medical demographic data. Correlation measures between the variables were performed using the Kendall index. Results The CM rate was 660.8/100 000 LBs, of which 18 444 were due to MCS (diagnosis rate, 38.55/100 000 LBs). Of all Brazilian macroregions, the Southern and Southeastern regions, with the highest HDI values and resources, had the highest MCS diagnosis rates (56.94/100 000 and 62.83/100 000 LBs, respectively). The Northern and Northeastern regions, with the lowest HDI values and resources, had the lowest MCS diagnosis rates (9.77/100 000 and 13.43/100 000 LBs, respectively). The MCS diagnosis rate was 6.4-fold higher in the Southeastern region as compared to the Northern region, but mortality rates were similar in both regions. Conclusion Of the CMs, the MCS accounted for the highest number of deaths in children under the age of 1 year in Brazil.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.6084/m9.figshare.19901271.v1（source: https://scielo.figshare.com/articles/dataset/HDI_Technological_and_Human_Resources_in_the_Diagnosis_and_Treatment_of_Malformations_of_the_Circulatory_System_in_Brazil/19901271）。