Dataset statistics
Number of variables | 5 |
---|---|
Number of observations | 100 |
Missing cells | 0 |
Missing cells (%) | 0.0% |
Duplicate rows | 0 |
Duplicate rows (%) | 0.0% |
Total size in memory | 4.3 KiB |
Average record size in memory | 44.3 B |
Variable types
Numeric | 2 |
---|---|
Categorical | 3 |
Dataset
Description | 고지혈증 환자들의 스타틴 처방 데이터와 스타틴 처방 이전이나 이후에 처방된 선행 약물과 병용 약물 현황을 분석할 수 있는 데이터. 스타틴 약물 처방 데이터는 1일 기준 용량과 수량, 처방횟수, 처방 일수 데이터를 이용하여 총 투여량을 생성할 수 있음. 약물 처방 데이터는 RxNorm 코드로 매핑됨 -선행 약물 여부 : 0은 No, 1은 Yes로 구분 하였음 -병용 약물 여부 : 0은 No, 1은 Yes로 구분 하였음 |
---|---|
Author | 가톨릭대학교 은평성모병원 |
URL | http://cmcdata.net/data/dataset/precedence-combination-administration-drug-data-dyslipidemia-eunpyeong |
drug_start_date has constant value "" | Constant |
Drug_cd is highly overall correlated with Drug_name | High correlation |
Drug_name is highly overall correlated with Drug_cd | High correlation |
drug_exposure is highly imbalanced (59.8%) | Imbalance |
일련번호 has unique values | Unique |
Reproduction
Analysis started | 2023-10-08 18:56:13.913242 |
---|---|
Analysis finished | 2023-10-08 18:56:15.330268 |
Duration | 1.42 second |
Software version | ydata-profiling vv4.5.1 |
Download configuration | config.json |
일련번호
Real number (ℝ)
UNIQUE
 
Distinct | 100 |
---|---|
Distinct (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 50.5 |
Minimum | 1 |
---|---|
Maximum | 100 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 1 |
---|---|
5-th percentile | 5.95 |
Q1 | 25.75 |
median | 50.5 |
Q3 | 75.25 |
95-th percentile | 95.05 |
Maximum | 100 |
Range | 99 |
Interquartile range (IQR) | 49.5 |
Descriptive statistics
Standard deviation | 29.011492 |
---|---|
Coefficient of variation (CV) | 0.57448499 |
Kurtosis | -1.2 |
Mean | 50.5 |
Median Absolute Deviation (MAD) | 25 |
Skewness | 0 |
Sum | 5050 |
Variance | 841.66667 |
Monotonicity | Strictly increasing |
Value | Count | Frequency (%) |
1 | 1 | 1.0% |
65 | 1 | 1.0% |
75 | 1 | 1.0% |
74 | 1 | 1.0% |
73 | 1 | 1.0% |
72 | 1 | 1.0% |
71 | 1 | 1.0% |
70 | 1 | 1.0% |
69 | 1 | 1.0% |
68 | 1 | 1.0% |
Other values (90) | 90 |
Value | Count | Frequency (%) |
1 | 1 | |
2 | 1 | |
3 | 1 | |
4 | 1 | |
5 | 1 | |
6 | 1 | |
7 | 1 | |
8 | 1 | |
9 | 1 | |
10 | 1 |
Value | Count | Frequency (%) |
100 | 1 | |
99 | 1 | |
98 | 1 | |
97 | 1 | |
96 | 1 | |
95 | 1 | |
94 | 1 | |
93 | 1 | |
92 | 1 | |
91 | 1 |
Drug_name
Categorical
HIGH CORRELATION
 
Distinct | 7 |
---|---|
Distinct (%) | 7.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 932.0 B |
Fenofibrate | |
---|---|
Gemfibrozil | |
Omega-3 | |
Propranolol | |
Thyroxine | |
Other values (2) |
Length
Max length | 14 |
---|---|
Median length | 11 |
Mean length | 10.16 |
Min length | 7 |
Unique
Unique | 0 ? |
---|---|
Unique (%) | 0.0% |
Sample
1st row | Fenofibrate |
---|---|
2nd row | Gemfibrozil |
3rd row | Omega-3 |
4th row | Propranolol |
5th row | Thyroxine |
Common Values
Value | Count | Frequency (%) |
Fenofibrate | 15 | |
Gemfibrozil | 15 | |
Omega-3 | 14 | |
Propranolol | 14 | |
Thyroxine | 14 | |
Warfarin | 14 | |
Bisphosphonate | 14 |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
fenofibrate | 15 | |
gemfibrozil | 15 | |
omega-3 | 14 | |
propranolol | 14 | |
thyroxine | 14 | |
warfarin | 14 | |
bisphosphonate | 14 |
Drug_cd
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 7 |
---|---|
Distinct (%) | 7.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 669002.27 |
Minimum | 315106 |
---|---|
Maximum | 966221 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 315106 |
---|---|
5-th percentile | 315106 |
Q1 | 349287 |
median | 855302 |
Q3 | 904419 |
95-th percentile | 966221 |
Maximum | 966221 |
Range | 651115 |
Interquartile range (IQR) | 555132 |
Descriptive statistics
Standard deviation | 263613.51 |
---|---|
Coefficient of variation (CV) | 0.39403978 |
Kurtosis | -1.7714708 |
Mean | 669002.27 |
Median Absolute Deviation (MAD) | 110919 |
Skewness | -0.28707765 |
Sum | 66900227 |
Variance | 6.9492082 × 1010 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
349287 | 15 | |
315106 | 15 | |
484348 | 14 | |
856448 | 14 | |
966221 | 14 | |
855302 | 14 | |
904419 | 14 |
Value | Count | Frequency (%) |
315106 | 15 | |
349287 | 15 | |
484348 | 14 | |
855302 | 14 | |
856448 | 14 | |
904419 | 14 | |
966221 | 14 |
Value | Count | Frequency (%) |
966221 | 14 | |
904419 | 14 | |
856448 | 14 | |
855302 | 14 | |
484348 | 14 | |
349287 | 15 | |
315106 | 15 |
drug_exposure
Categorical
IMBALANCE
 
Distinct | 2 |
---|---|
Distinct (%) | 2.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 932.0 B |
0 | |
---|---|
1 | 8 |
Length
Max length | 1 |
---|---|
Median length | 1 |
Mean length | 1 |
Min length | 1 |
Unique
Unique | 0 ? |
---|---|
Unique (%) | 0.0% |
Sample
1st row | 0 |
---|---|
2nd row | 0 |
3rd row | 0 |
4th row | 0 |
5th row | 0 |
Common Values
Value | Count | Frequency (%) |
0 | 92 | |
1 | 8 | 8.0% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
0 | 92 | |
1 | 8 | 8.0% |
drug_start_date
Categorical
CONSTANT
 
Distinct | 1 |
---|---|
Distinct (%) | 1.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 932.0 B |
2015-10-14T00:00:00 |
---|
Length
Max length | 19 |
---|---|
Median length | 19 |
Mean length | 19 |
Min length | 19 |
Unique
Unique | 0 ? |
---|---|
Unique (%) | 0.0% |
Sample
1st row | 2015-10-14T00:00:00 |
---|---|
2nd row | 2015-10-14T00:00:00 |
3rd row | 2015-10-14T00:00:00 |
4th row | 2015-10-14T00:00:00 |
5th row | 2015-10-14T00:00:00 |
Common Values
Value | Count | Frequency (%) |
2015-10-14T00:00:00 | 100 |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
2015-10-14t00:00:00 | 100 |
일련번호 | Drug_name | Drug_cd | drug_exposure | |
---|---|---|---|---|
일련번호 | 1.000 | 0.000 | 0.000 | 0.157 |
Drug_name | 0.000 | 1.000 | 1.000 | 0.000 |
Drug_cd | 0.000 | 1.000 | 1.000 | 0.000 |
drug_exposure | 0.157 | 0.000 | 0.000 | 1.000 |
Drug_name | drug_exposure | |
---|---|---|
Drug_name | 1.000 | 0.000 |
drug_exposure | 0.000 | 1.000 |
일련번호 | Drug_cd | Drug_name | drug_exposure | |
---|---|---|---|---|
일련번호 | 1.000 | 0.011 | 0.000 | 0.112 |
Drug_cd | 0.011 | 1.000 | 0.984 | 0.000 |
Drug_name | 0.000 | 0.984 | 1.000 | 0.000 |
drug_exposure | 0.112 | 0.000 | 0.000 | 1.000 |
일련번호 | Drug_name | Drug_cd | drug_exposure | drug_start_date | |
---|---|---|---|---|---|
0 | 1 | Fenofibrate | 349287 | 0 | 2015-10-14T00:00:00 |
1 | 2 | Gemfibrozil | 315106 | 0 | 2015-10-14T00:00:00 |
2 | 3 | Omega-3 | 484348 | 0 | 2015-10-14T00:00:00 |
3 | 4 | Propranolol | 856448 | 0 | 2015-10-14T00:00:00 |
4 | 5 | Thyroxine | 966221 | 0 | 2015-10-14T00:00:00 |
5 | 6 | Warfarin | 855302 | 0 | 2015-10-14T00:00:00 |
6 | 7 | Bisphosphonate | 904419 | 0 | 2015-10-14T00:00:00 |
7 | 8 | Fenofibrate | 349287 | 0 | 2015-10-14T00:00:00 |
8 | 9 | Gemfibrozil | 315106 | 0 | 2015-10-14T00:00:00 |
9 | 10 | Omega-3 | 484348 | 0 | 2015-10-14T00:00:00 |
일련번호 | Drug_name | Drug_cd | drug_exposure | drug_start_date | |
---|---|---|---|---|---|
90 | 91 | Bisphosphonate | 904419 | 1 | 2015-10-14T00:00:00 |
91 | 92 | Fenofibrate | 349287 | 0 | 2015-10-14T00:00:00 |
92 | 93 | Gemfibrozil | 315106 | 0 | 2015-10-14T00:00:00 |
93 | 94 | Omega-3 | 484348 | 0 | 2015-10-14T00:00:00 |
94 | 95 | Propranolol | 856448 | 1 | 2015-10-14T00:00:00 |
95 | 96 | Thyroxine | 966221 | 0 | 2015-10-14T00:00:00 |
96 | 97 | Warfarin | 855302 | 0 | 2015-10-14T00:00:00 |
97 | 98 | Bisphosphonate | 904419 | 0 | 2015-10-14T00:00:00 |
98 | 99 | Fenofibrate | 349287 | 0 | 2015-10-14T00:00:00 |
99 | 100 | Gemfibrozil | 315106 | 1 | 2015-10-14T00:00:00 |