Dataset statistics
Number of variables | 8 |
---|---|
Number of observations | 100 |
Missing cells | 0 |
Missing cells (%) | 0.0% |
Duplicate rows | 0 |
Duplicate rows (%) | 0.0% |
Total size in memory | 7.2 KiB |
Average record size in memory | 73.3 B |
Variable types
Numeric | 8 |
---|
Dataset
Description | 고지혈증 환자들이 시행한 혈액 검사 중에 스타틴 약물의 부작요을 평가할 수 있는 검사 데이터를 포함함. 검체 채취 일장, 접수 일자를 이용하여 처방시점으로 부터의 기간을 계산한 시점 데이터를 생성함. 검사항목은 AST(GOT), ALT(GPT), ALP, γ-GTP, Creatinine, Glucose, CPK 등 고지혈증의 간독성과 신독성 등 다양한 부작용을 평가할 수 있는 주요 검사항목이 포함됨 - AST(Aspartate aminotransferase. GOT(Glutamic Oxalacetic Transaminase)), ALT(alanine aminotransferase, GPT(glutamic pyruvate transaminase)) : 간세포 손상을 반영하는 아미노전이효소(Aminotransferases)로 기본적인 간기능검사 항목임 - ALP(alkaline phosphatase, 알칼리인산분해효소) : 간세포 내 담관에 존재하는 효소로 즈로 담즙 배설 장애 시 빠르게 상승함 - γ-GTP(gamma(γ)-glutamyl transferase, GGT, 감마-글루타밀전이효소) : 간세포 내 담관에 존재하는 효소로 ALP와 함께 담즙 배설 장애를 판단하는데 사용되나, 간질환 없이도 알코올 중독자, 비만한 사람의 일부, 아세트아미노펜, 페니토인, 카르바마제핀 같은 약물의 과다복용 때도 상승할 수 있음 - Creatinine : 근육에서 크레틴(Creatine)으로부터 생성되며 신장 기능 이외의 영향이 적어 신기능을 평가하는데 유용함 - CPK(creatine phosphokinase, 크레아틴인산활성효소) |
---|---|
Author | 가톨릭대학교 은평성모병원 |
URL | http://cmcdata.net/data/dataset/side-effect-blood-test-data-dyslipidemia-eunpyeong |
AST_VAL is highly overall correlated with ALT_VAL and 1 other fields | High correlation |
ALT_VAL is highly overall correlated with AST_VAL and 2 other fields | High correlation |
GTP_VAL is highly overall correlated with AST_VAL and 1 other fields | High correlation |
CPK_VAL is highly overall correlated with ALT_VAL | High correlation |
일련번호 has unique values | Unique |
Reproduction
Analysis started | 2023-10-08 18:55:36.198890 |
---|---|
Analysis finished | 2023-10-08 18:55:58.304172 |
Duration | 22.11 seconds |
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 |
AST_VAL
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 45 |
---|---|
Distinct (%) | 45.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 31.85 |
Minimum | 9 |
---|---|
Maximum | 213 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 9 |
---|---|
5-th percentile | 12 |
Q1 | 18 |
median | 23 |
Q3 | 37 |
95-th percentile | 70.1 |
Maximum | 213 |
Range | 204 |
Interquartile range (IQR) | 19 |
Descriptive statistics
Standard deviation | 27.149558 |
---|---|
Coefficient of variation (CV) | 0.85241939 |
Kurtosis | 20.962556 |
Mean | 31.85 |
Median Absolute Deviation (MAD) | 7 |
Skewness | 3.8952817 |
Sum | 3185 |
Variance | 737.09848 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
18 | 9 | 9.0% |
16 | 6 | 6.0% |
15 | 5 | 5.0% |
23 | 4 | 4.0% |
26 | 4 | 4.0% |
19 | 4 | 4.0% |
22 | 4 | 4.0% |
21 | 4 | 4.0% |
17 | 4 | 4.0% |
24 | 3 | 3.0% |
Other values (35) | 53 |
Value | Count | Frequency (%) |
9 | 1 | 1.0% |
10 | 2 | 2.0% |
11 | 1 | 1.0% |
12 | 2 | 2.0% |
13 | 1 | 1.0% |
14 | 2 | 2.0% |
15 | 5 | |
16 | 6 | |
17 | 4 | |
18 | 9 |
Value | Count | Frequency (%) |
213 | 1 | |
124 | 1 | |
115 | 1 | |
85 | 1 | |
72 | 1 | |
70 | 1 | |
69 | 1 | |
65 | 1 | |
60 | 2 | |
54 | 1 |
ALT_VAL
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 48 |
---|---|
Distinct (%) | 48.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 30.62 |
Minimum | 5 |
---|---|
Maximum | 142 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 5 |
---|---|
5-th percentile | 8 |
Q1 | 14 |
median | 21 |
Q3 | 41 |
95-th percentile | 73.35 |
Maximum | 142 |
Range | 137 |
Interquartile range (IQR) | 27 |
Descriptive statistics
Standard deviation | 25.168435 |
---|---|
Coefficient of variation (CV) | 0.82196063 |
Kurtosis | 5.0189455 |
Mean | 30.62 |
Median Absolute Deviation (MAD) | 10 |
Skewness | 2.0066558 |
Sum | 3062 |
Variance | 633.4501 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
8 | 6 | 6.0% |
16 | 6 | 6.0% |
15 | 6 | 6.0% |
18 | 5 | 5.0% |
9 | 4 | 4.0% |
13 | 4 | 4.0% |
24 | 3 | 3.0% |
14 | 3 | 3.0% |
29 | 3 | 3.0% |
19 | 3 | 3.0% |
Other values (38) | 57 |
Value | Count | Frequency (%) |
5 | 1 | 1.0% |
6 | 1 | 1.0% |
8 | 6 | |
9 | 4 | |
10 | 3 | |
11 | 3 | |
12 | 1 | 1.0% |
13 | 4 | |
14 | 3 | |
15 | 6 |
Value | Count | Frequency (%) |
142 | 1 | |
127 | 1 | |
96 | 1 | |
94 | 1 | |
80 | 1 | |
73 | 1 | |
72 | 2 | |
69 | 1 | |
68 | 1 | |
64 | 1 |
ALP_VAL
Real number (ℝ)
Distinct | 92 |
---|---|
Distinct (%) | 92.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 271.88 |
Minimum | 123 |
---|---|
Maximum | 592 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 123 |
---|---|
5-th percentile | 151.9 |
Q1 | 210 |
median | 248.5 |
Q3 | 321.5 |
95-th percentile | 443.3 |
Maximum | 592 |
Range | 469 |
Interquartile range (IQR) | 111.5 |
Descriptive statistics
Standard deviation | 94.109895 |
---|---|
Coefficient of variation (CV) | 0.34614497 |
Kurtosis | 1.3036384 |
Mean | 271.88 |
Median Absolute Deviation (MAD) | 53.5 |
Skewness | 1.0852157 |
Sum | 27188 |
Variance | 8856.6723 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
210 | 3 | 3.0% |
299 | 2 | 2.0% |
304 | 2 | 2.0% |
181 | 2 | 2.0% |
236 | 2 | 2.0% |
258 | 2 | 2.0% |
234 | 2 | 2.0% |
267 | 1 | 1.0% |
307 | 1 | 1.0% |
222 | 1 | 1.0% |
Other values (82) | 82 |
Value | Count | Frequency (%) |
123 | 1 | |
128 | 1 | |
132 | 1 | |
146 | 1 | |
150 | 1 | |
152 | 1 | |
155 | 1 | |
156 | 1 | |
162 | 1 | |
164 | 1 |
Value | Count | Frequency (%) |
592 | 1 | |
572 | 1 | |
496 | 1 | |
492 | 1 | |
449 | 1 | |
443 | 1 | |
442 | 1 | |
425 | 1 | |
420 | 1 | |
407 | 1 |
GTP_VAL
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 66 |
---|---|
Distinct (%) | 66.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 71.56 |
Minimum | 8 |
---|---|
Maximum | 801 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 8 |
---|---|
5-th percentile | 13.9 |
Q1 | 22.75 |
median | 36 |
Q3 | 61.5 |
95-th percentile | 240.25 |
Maximum | 801 |
Range | 793 |
Interquartile range (IQR) | 38.75 |
Descriptive statistics
Standard deviation | 117.16735 |
---|---|
Coefficient of variation (CV) | 1.6373302 |
Kurtosis | 22.962454 |
Mean | 71.56 |
Median Absolute Deviation (MAD) | 16.5 |
Skewness | 4.4788409 |
Sum | 7156 |
Variance | 13728.188 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
17 | 4 | 4.0% |
35 | 4 | 4.0% |
45 | 3 | 3.0% |
15 | 3 | 3.0% |
34 | 3 | 3.0% |
33 | 3 | 3.0% |
19 | 3 | 3.0% |
44 | 2 | 2.0% |
26 | 2 | 2.0% |
22 | 2 | 2.0% |
Other values (56) | 71 |
Value | Count | Frequency (%) |
8 | 1 | 1.0% |
10 | 1 | 1.0% |
11 | 2 | |
12 | 1 | 1.0% |
14 | 2 | |
15 | 3 | |
16 | 1 | 1.0% |
17 | 4 | |
18 | 1 | 1.0% |
19 | 3 |
Value | Count | Frequency (%) |
801 | 1 | |
700 | 1 | |
381 | 1 | |
346 | 1 | |
283 | 1 | |
238 | 1 | |
210 | 1 | |
164 | 1 | |
147 | 1 | |
136 | 2 |
CR_VAL
Real number (ℝ)
Distinct | 76 |
---|---|
Distinct (%) | 76.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 1.3335 |
Minimum | 0.52 |
---|---|
Maximum | 6.88 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 0.52 |
---|---|
5-th percentile | 0.6095 |
Q1 | 0.8075 |
median | 1.005 |
Q3 | 1.2925 |
95-th percentile | 3.8025 |
Maximum | 6.88 |
Range | 6.36 |
Interquartile range (IQR) | 0.485 |
Descriptive statistics
Standard deviation | 1.1141055 |
---|---|
Coefficient of variation (CV) | 0.83547469 |
Kurtosis | 11.95857 |
Mean | 1.3335 |
Median Absolute Deviation (MAD) | 0.225 |
Skewness | 3.3046148 |
Sum | 133.35 |
Variance | 1.2412311 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
0.98 | 4 | 4.0% |
0.78 | 3 | 3.0% |
0.85 | 3 | 3.0% |
0.64 | 2 | 2.0% |
0.62 | 2 | 2.0% |
0.86 | 2 | 2.0% |
0.76 | 2 | 2.0% |
1.3 | 2 | 2.0% |
1.05 | 2 | 2.0% |
0.88 | 2 | 2.0% |
Other values (66) | 76 |
Value | Count | Frequency (%) |
0.52 | 1 | |
0.54 | 1 | |
0.56 | 1 | |
0.58 | 1 | |
0.6 | 1 | |
0.61 | 1 | |
0.62 | 2 | |
0.63 | 1 | |
0.64 | 2 | |
0.7 | 1 |
Value | Count | Frequency (%) |
6.88 | 1 | |
6.72 | 1 | |
4.85 | 1 | |
4.28 | 1 | |
4.23 | 1 | |
3.78 | 1 | |
3.49 | 1 | |
2.87 | 1 | |
2.7 | 1 | |
2.39 | 1 |
GLC_VAL
Real number (ℝ)
Distinct | 69 |
---|---|
Distinct (%) | 69.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 147.37 |
Minimum | 58 |
---|---|
Maximum | 642 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 58 |
---|---|
5-th percentile | 88 |
Q1 | 101.75 |
median | 117.5 |
Q3 | 147.75 |
95-th percentile | 330.05 |
Maximum | 642 |
Range | 584 |
Interquartile range (IQR) | 46 |
Descriptive statistics
Standard deviation | 87.495299 |
---|---|
Coefficient of variation (CV) | 0.59371174 |
Kurtosis | 12.190975 |
Mean | 147.37 |
Median Absolute Deviation (MAD) | 22.5 |
Skewness | 3.1192256 |
Sum | 14737 |
Variance | 7655.4274 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
112 | 4 | 4.0% |
95 | 3 | 3.0% |
90 | 3 | 3.0% |
110 | 3 | 3.0% |
88 | 3 | 3.0% |
97 | 3 | 3.0% |
106 | 3 | 3.0% |
105 | 2 | 2.0% |
145 | 2 | 2.0% |
111 | 2 | 2.0% |
Other values (59) | 72 |
Value | Count | Frequency (%) |
58 | 1 | 1.0% |
72 | 1 | 1.0% |
84 | 1 | 1.0% |
88 | 3 | |
90 | 3 | |
91 | 1 | 1.0% |
92 | 2 | |
93 | 2 | |
95 | 3 | |
96 | 2 |
Value | Count | Frequency (%) |
642 | 1 | |
495 | 1 | |
390 | 1 | |
337 | 1 | |
331 | 1 | |
330 | 1 | |
307 | 1 | |
287 | 1 | |
264 | 1 | |
261 | 1 |
CPK_VAL
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 82 |
---|---|
Distinct (%) | 82.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 132.02 |
Minimum | 19 |
---|---|
Maximum | 1529 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 19 |
---|---|
5-th percentile | 33.85 |
Q1 | 59 |
median | 87 |
Q3 | 135 |
95-th percentile | 275.05 |
Maximum | 1529 |
Range | 1510 |
Interquartile range (IQR) | 76 |
Descriptive statistics
Standard deviation | 195.98634 |
---|---|
Coefficient of variation (CV) | 1.4845201 |
Kurtosis | 33.245952 |
Mean | 132.02 |
Median Absolute Deviation (MAD) | 34 |
Skewness | 5.4439889 |
Sum | 13202 |
Variance | 38410.646 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
63 | 4 | 4.0% |
78 | 3 | 3.0% |
39 | 3 | 3.0% |
121 | 3 | 3.0% |
181 | 2 | 2.0% |
56 | 2 | 2.0% |
72 | 2 | 2.0% |
94 | 2 | 2.0% |
51 | 2 | 2.0% |
43 | 2 | 2.0% |
Other values (72) | 75 |
Value | Count | Frequency (%) |
19 | 1 | 1.0% |
24 | 1 | 1.0% |
26 | 1 | 1.0% |
30 | 1 | 1.0% |
31 | 1 | 1.0% |
34 | 1 | 1.0% |
37 | 1 | 1.0% |
39 | 3 | |
40 | 1 | 1.0% |
43 | 2 |
Value | Count | Frequency (%) |
1529 | 1 | |
1146 | 1 | |
725 | 1 | |
336 | 1 | |
333 | 1 | |
272 | 1 | |
250 | 1 | |
229 | 1 | |
226 | 1 | |
208 | 1 |
일련번호 | AST_VAL | ALT_VAL | ALP_VAL | GTP_VAL | CR_VAL | GLC_VAL | CPK_VAL | |
---|---|---|---|---|---|---|---|---|
일련번호 | 1.000 | 0.238 | 0.110 | 0.000 | 0.000 | 0.000 | 0.245 | 0.163 |
AST_VAL | 0.238 | 1.000 | 0.892 | 0.625 | 0.803 | 0.488 | 0.000 | 0.000 |
ALT_VAL | 0.110 | 0.892 | 1.000 | 0.671 | 0.704 | 0.532 | 0.000 | 0.000 |
ALP_VAL | 0.000 | 0.625 | 0.671 | 1.000 | 0.632 | 0.105 | 0.103 | 0.000 |
GTP_VAL | 0.000 | 0.803 | 0.704 | 0.632 | 1.000 | 0.278 | 0.000 | 0.000 |
CR_VAL | 0.000 | 0.488 | 0.532 | 0.105 | 0.278 | 1.000 | 0.526 | 0.000 |
GLC_VAL | 0.245 | 0.000 | 0.000 | 0.103 | 0.000 | 0.526 | 1.000 | 0.376 |
CPK_VAL | 0.163 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.376 | 1.000 |
일련번호 | AST_VAL | ALT_VAL | ALP_VAL | GTP_VAL | CR_VAL | GLC_VAL | CPK_VAL | |
---|---|---|---|---|---|---|---|---|
일련번호 | 1.000 | 0.029 | 0.031 | 0.018 | -0.031 | -0.124 | 0.095 | 0.202 |
AST_VAL | 0.029 | 1.000 | 0.805 | 0.151 | 0.542 | 0.040 | -0.138 | 0.438 |
ALT_VAL | 0.031 | 0.805 | 1.000 | 0.081 | 0.531 | 0.083 | -0.155 | 0.508 |
ALP_VAL | 0.018 | 0.151 | 0.081 | 1.000 | 0.327 | 0.053 | 0.190 | -0.142 |
GTP_VAL | -0.031 | 0.542 | 0.531 | 0.327 | 1.000 | 0.080 | -0.091 | 0.189 |
CR_VAL | -0.124 | 0.040 | 0.083 | 0.053 | 0.080 | 1.000 | 0.064 | -0.149 |
GLC_VAL | 0.095 | -0.138 | -0.155 | 0.190 | -0.091 | 0.064 | 1.000 | -0.159 |
CPK_VAL | 0.202 | 0.438 | 0.508 | -0.142 | 0.189 | -0.149 | -0.159 | 1.000 |
일련번호 | AST_VAL | ALT_VAL | ALP_VAL | GTP_VAL | CR_VAL | GLC_VAL | CPK_VAL | |
---|---|---|---|---|---|---|---|---|
0 | 1 | 40 | 39 | 299 | 136 | 1.08 | 150 | 50 |
1 | 2 | 13 | 10 | 235 | 24 | 0.72 | 111 | 78 |
2 | 3 | 29 | 18 | 251 | 15 | 1.36 | 147 | 26 |
3 | 4 | 9 | 5 | 123 | 12 | 0.9 | 128 | 39 |
4 | 5 | 20 | 33 | 443 | 61 | 1.25 | 123 | 30 |
5 | 6 | 16 | 14 | 200 | 51 | 0.95 | 88 | 59 |
6 | 7 | 18 | 18 | 291 | 35 | 1.23 | 112 | 121 |
7 | 8 | 18 | 20 | 206 | 33 | 1.28 | 112 | 93 |
8 | 9 | 16 | 8 | 404 | 19 | 0.89 | 125 | 58 |
9 | 10 | 29 | 29 | 182 | 45 | 0.81 | 140 | 95 |
일련번호 | AST_VAL | ALT_VAL | ALP_VAL | GTP_VAL | CR_VAL | GLC_VAL | CPK_VAL | |
---|---|---|---|---|---|---|---|---|
90 | 91 | 50 | 52 | 190 | 111 | 1.3 | 101 | 151 |
91 | 92 | 26 | 21 | 276 | 40 | 0.58 | 146 | 250 |
92 | 93 | 22 | 34 | 215 | 53 | 0.61 | 226 | 725 |
93 | 94 | 26 | 30 | 155 | 20 | 0.52 | 115 | 94 |
94 | 95 | 21 | 10 | 233 | 24 | 0.63 | 264 | 105 |
95 | 96 | 19 | 13 | 234 | 27 | 0.76 | 261 | 61 |
96 | 97 | 18 | 12 | 369 | 15 | 0.77 | 92 | 60 |
97 | 98 | 15 | 16 | 326 | 8 | 1.4 | 145 | 24 |
98 | 99 | 18 | 16 | 232 | 46 | 0.75 | 90 | 121 |
99 | 100 | 14 | 8 | 367 | 56 | 0.86 | 154 | 43 |