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Code

Run the whole project:

bash run.sh

All figures and tables will be placed on ./analysis folder:

png

1. data pre-processing

1.1. read rds files

convert RDS to csv

00.read_rds_files.R

input

# health check item data
/cluster/home/jhuang/projects/healthman/analysis/liuzhong/human/clinical/rds/detail_2020.rds
/cluster/home/jhuang/projects/healthman/analysis/liuzhong/human/clinical/rds/detail_2021.rds
/cluster/home/jhuang/projects/healthman/analysis/liuzhong/human/clinical/rds/detail_2022.rds
/cluster/home/jhuang/projects/healthman/analysis/liuzhong/human/clinical/rds/detail_2023.rds

# health check people data
/cluster/home/jhuang/projects/healthman/analysis/liuzhong/human/clinical/rds/main_2020.rds
/cluster/home/jhuang/projects/healthman/analysis/liuzhong/human/clinical/rds/main_2021.rds
/cluster/home/jhuang/projects/healthman/analysis/liuzhong/human/clinical/rds/main_2022.rds
/cluster/home/jhuang/projects/healthman/analysis/liuzhong/human/clinical/rds/main_2023.rds

output

# health check item data
/cluster/home/bqhu_jh/projects/healthman/analysis/detail_2020.csv
/cluster/home/bqhu_jh/projects/healthman/analysis/detail_2021.csv
/cluster/home/bqhu_jh/projects/healthman/analysis/detail_2022.csv
/cluster/home/bqhu_jh/projects/healthman/analysis/detail_2023.csv

# health check people data
/cluster/home/bqhu_jh/projects/healthman/analysis/main_2020.csv
/cluster/home/bqhu_jh/projects/healthman/analysis/main_2021.csv
/cluster/home/bqhu_jh/projects/healthman/analysis/main_2022.csv
/cluster/home/bqhu_jh/projects/healthman/analysis/main_2023.csv

1.2. from longer to wider

Table1.ipynb

input

# describe feature we used
/cluster/home/bqhu_jh/projects/healthman/analysis/tableOnePlus-final.csv

# describe English names for items
/cluster/home/bqhu_jh/projects/healthman/analysis/feature_groups_en_v2.csv

# health check item-people data
/cluster/home/bqhu_jh/projects/healthman/analysis/detail_2020.csv
/cluster/home/bqhu_jh/projects/healthman/analysis/detail_2021.csv
/cluster/home/bqhu_jh/projects/healthman/analysis/detail_2022.csv
/cluster/home/bqhu_jh/projects/healthman/analysis/detail_2023.csv
/cluster/home/bqhu_jh/projects/healthman/analysis/main_2020.csv
/cluster/home/bqhu_jh/projects/healthman/analysis/main_2021.csv
/cluster/home/bqhu_jh/projects/healthman/analysis/main_2022.csv
/cluster/home/bqhu_jh/projects/healthman/analysis/main_2023.csv

output

# tidy-style result
/cluster/home/bqhu_jh/projects/healthman/analysis/tableOnePlusData-final.csv

# parquet for tidy-style result
/cluster/home/bqhu_jh/projects/healthman/analysis/tableOnePlusData-final.parquet

# select 3-periods people, rev month info among diff years
/cluster/home/bqhu_jh/projects/healthman/analysis/tableOnePlusData-final_3p.parquet

/cluster/home/bqhu_jh/projects/healthman/analysis/feature_groups_en_v3.parquet
/cluster/home/bqhu_jh/projects/healthman/analysis/man_info.pickle

2. basic analysis

2.1. Table1

Table1.ipynb

input

parquet for tidy-style result

/cluster/home/bqhu_jh/projects/healthman/analysis/tableOnePlusData-final.parquet

select 3-periods people, rev month info among diff years

/cluster/home/bqhu_jh/projects/healthman/analysis/tableOnePlusData-final_3p.parquet
/cluster/home/bqhu_jh/projects/healthman/analysis/feature_groups_en_v2.parquet
/cluster/home/bqhu_jh/projects/healthman/analysis/man_info.pickle

output

/cluster/home/bqhu_jh/projects/healthman/analysis/liuzhong/human/clinical/Table*

2.2. Figures

Figure1_basic_stats-R.ipynb
Figure2_blood.ipynb
Figure3_lung.ipynb
Figure4_liver.ipynb
Figure5_heart.ipynb
Figure6_T-wave-xgb.ipynb

input

# parquet for tidy-style result
/cluster/home/bqhu_jh/projects/healthman/analysis/tableOnePlusData-final.parquet

# select 3-periods people, rev month info among diff years
/cluster/home/bqhu_jh/projects/healthman/analysis/tableOnePlusData-final_3p.parquet

/cluster/home/bqhu_jh/projects/healthman/analysis/feature_groups_en_v3.parquet
/cluster/home/bqhu_jh/projects/healthman/analysis/man_info.pickle

output

/cluster/home/bqhu_jh/projects/healthman/analysis/liuzhong/human/clinical/Figure

Data

Requests for access to internal data may be sent to the Bio-Medical Big-Data Center, The First Affiliated Hospital. All requests will be processed following institutional policy governing data sharing and will require a data user agreement.