Dataset statistics
Number of variables | 9 |
---|---|
Number of observations | 100 |
Missing cells | 87 |
Missing cells (%) | 9.7% |
Duplicate rows | 0 |
Duplicate rows (%) | 0.0% |
Total size in memory | 7.6 KiB |
Average record size in memory | 78.3 B |
Variable types
Numeric | 5 |
---|---|
DateTime | 4 |
Dataset
Description | 고지혈증 환자들이 시행한 혈액 검사 중에 스타틴 약물의 효과를 평가할 수 있는 주요 검사 데이터를 포함하며 검체 채취 일자와 접수 일자를 이용하여 처방시점으로 부터의 기간을 계산한 시점 데이터를 생성함. 검사항목은 LDL Cholesterol, HDL Cholesterol, Total Cholesterol, Triglyceride 등 지질검사항목이 포함됨 - LDL(Low Density Lipoprotein) Cholesterol : 나쁜 콜레스테롤이라고도 불리는 저밀도 지단백 콜레스테롤. 신체 콜레스테롤의 대부분을 차지하며 수치가 높으면 심장질환 및 뇌놀중 위험이 높아짐 - HDL(High Density Lipoprotein) Cholesterol : 좋은 콜레스테롤이라고도 불리는 고밀도 지단백 콜레스테롤로 콜레스테롤을 흡수하여 간으로 다시 운반함. 높은 HDL cholesterol은 심장질환과 뇌졸중 위험을 낮출 수 있음 - Total Cholesterol(TC, 총콜레스테롤) : 혈액 내에 있는 모든 콜레스테롤을 뜻함 - Triglyceride(TG, 중성지방) : 대게 인체의 지방조직에 저장되며, 아주 일부만이 혈액 내에 존재합니다. ‘고중성지방혈증’ 또한 고지혈증의 하나이며, 피부와 내장, 혈관 등에 축적되어 비만과 각종 질환을 일으킴 |
---|---|
Author | 가톨릭대학교 은평성모병원 |
URL | http://cmcdata.net/data/dataset/main-effect-blood-test-data-dyslipidemia-eunpyeong |
TC_VAL is highly overall correlated with HDL_VAL and 1 other fields | High correlation |
HDL_VAL is highly overall correlated with TC_VAL | High correlation |
LDL_VAL is highly overall correlated with TC_VAL | High correlation |
TG_DCT has 4 (4.0%) missing values | Missing |
TG_VAL has 4 (4.0%) missing values | Missing |
HDL_DCT has 13 (13.0%) missing values | Missing |
HDL_VAL has 12 (12.0%) missing values | Missing |
LDL_DCT has 27 (27.0%) missing values | Missing |
LDL_VAL has 27 (27.0%) missing values | Missing |
RID has unique values | Unique |
Reproduction
Analysis started | 2023-10-08 18:56:44.559775 |
---|---|
Analysis finished | 2023-10-08 18:56:52.689314 |
Duration | 8.13 seconds |
Software version | ydata-profiling vv4.5.1 |
Download configuration | config.json |
RID
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 |
TC_DCT
Date
Distinct | 23 |
---|---|
Distinct (%) | 23.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 932.0 B |
Minimum | 2015-09-01 00:00:00 |
---|---|
Maximum | 2015-10-08 00:00:00 |
TC_VAL
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 72 |
---|---|
Distinct (%) | 72.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 151.25 |
Minimum | 64 |
---|---|
Maximum | 257 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 64 |
---|---|
5-th percentile | 94.8 |
Q1 | 117 |
median | 147.5 |
Q3 | 181.5 |
95-th percentile | 242.25 |
Maximum | 257 |
Range | 193 |
Interquartile range (IQR) | 64.5 |
Descriptive statistics
Standard deviation | 44.502724 |
---|---|
Coefficient of variation (CV) | 0.29423288 |
Kurtosis | -0.36901554 |
Mean | 151.25 |
Median Absolute Deviation (MAD) | 31.5 |
Skewness | 0.52564741 |
Sum | 15125 |
Variance | 1980.4924 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
165 | 4 | 4.0% |
117 | 4 | 4.0% |
156 | 3 | 3.0% |
125 | 3 | 3.0% |
104 | 2 | 2.0% |
109 | 2 | 2.0% |
105 | 2 | 2.0% |
186 | 2 | 2.0% |
124 | 2 | 2.0% |
191 | 2 | 2.0% |
Other values (62) | 74 |
Value | Count | Frequency (%) |
64 | 1 | |
78 | 1 | |
86 | 2 | |
91 | 1 | |
95 | 1 | |
97 | 1 | |
98 | 1 | |
99 | 1 | |
101 | 2 | |
102 | 1 |
Value | Count | Frequency (%) |
257 | 1 | |
254 | 1 | |
252 | 1 | |
249 | 1 | |
247 | 1 | |
242 | 1 | |
228 | 1 | |
224 | 1 | |
222 | 1 | |
217 | 1 |
TG_DCT
Date
MISSING
 
Distinct | 23 |
---|---|
Distinct (%) | 24.0% |
Missing | 4 |
Missing (%) | 4.0% |
Memory size | 932.0 B |
Minimum | 2015-09-01 00:00:00 |
---|---|
Maximum | 2015-10-08 00:00:00 |
TG_VAL
Real number (ℝ)
MISSING
 
Distinct | 78 |
---|---|
Distinct (%) | 81.2% |
Missing | 4 |
Missing (%) | 4.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 138.40625 |
Minimum | 22 |
---|---|
Maximum | 758 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 22 |
---|---|
5-th percentile | 59.5 |
Q1 | 86 |
median | 113 |
Q3 | 160 |
95-th percentile | 324.75 |
Maximum | 758 |
Range | 736 |
Interquartile range (IQR) | 74 |
Descriptive statistics
Standard deviation | 95.364959 |
---|---|
Coefficient of variation (CV) | 0.68902205 |
Kurtosis | 18.621674 |
Mean | 138.40625 |
Median Absolute Deviation (MAD) | 34 |
Skewness | 3.5260075 |
Sum | 13287 |
Variance | 9094.4753 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
106 | 4 | 4.0% |
147 | 3 | 3.0% |
86 | 2 | 2.0% |
160 | 2 | 2.0% |
99 | 2 | 2.0% |
107 | 2 | 2.0% |
116 | 2 | 2.0% |
75 | 2 | 2.0% |
113 | 2 | 2.0% |
67 | 2 | 2.0% |
Other values (68) | 73 | |
(Missing) | 4 | 4.0% |
Value | Count | Frequency (%) |
22 | 1 | |
37 | 1 | |
44 | 1 | |
56 | 1 | |
58 | 1 | |
60 | 1 | |
61 | 1 | |
63 | 1 | |
65 | 1 | |
66 | 2 |
Value | Count | Frequency (%) |
758 | 1 | |
378 | 1 | |
360 | 1 | |
352 | 1 | |
342 | 1 | |
319 | 1 | |
317 | 1 | |
245 | 1 | |
238 | 1 | |
214 | 1 |
HDL_DCT
Date
MISSING
 
Distinct | 22 |
---|---|
Distinct (%) | 25.3% |
Missing | 13 |
Missing (%) | 13.0% |
Memory size | 932.0 B |
Minimum | 2015-09-01 00:00:00 |
---|---|
Maximum | 2015-10-08 00:00:00 |
HDL_VAL
Real number (ℝ)
HIGH CORRELATION
  MISSING
 
Distinct | 41 |
---|---|
Distinct (%) | 46.6% |
Missing | 12 |
Missing (%) | 12.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 48.829545 |
Minimum | 5 |
---|---|
Maximum | 92 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 5 |
---|---|
5-th percentile | 31 |
Q1 | 40 |
median | 48 |
Q3 | 55.5 |
95-th percentile | 73.3 |
Maximum | 92 |
Range | 87 |
Interquartile range (IQR) | 15.5 |
Descriptive statistics
Standard deviation | 14.132559 |
---|---|
Coefficient of variation (CV) | 0.28942639 |
Kurtosis | 1.1421612 |
Mean | 48.829545 |
Median Absolute Deviation (MAD) | 8 |
Skewness | 0.41900126 |
Sum | 4297 |
Variance | 199.72923 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
43 | 5 | 5.0% |
51 | 5 | 5.0% |
45 | 5 | 5.0% |
48 | 5 | 5.0% |
49 | 4 | 4.0% |
31 | 4 | 4.0% |
54 | 3 | 3.0% |
35 | 3 | 3.0% |
53 | 3 | 3.0% |
41 | 3 | 3.0% |
Other values (31) | 48 | |
(Missing) | 12 | 12.0% |
Value | Count | Frequency (%) |
5 | 1 | 1.0% |
28 | 1 | 1.0% |
30 | 2 | |
31 | 4 | |
32 | 3 | |
34 | 1 | 1.0% |
35 | 3 | |
36 | 3 | |
37 | 1 | 1.0% |
38 | 1 | 1.0% |
Value | Count | Frequency (%) |
92 | 1 | |
88 | 1 | |
76 | 1 | |
74 | 2 | |
72 | 1 | |
71 | 2 | |
70 | 1 | |
69 | 1 | |
68 | 1 | |
65 | 1 |
LDL_DCT
Date
MISSING
 
Distinct | 20 |
---|---|
Distinct (%) | 27.4% |
Missing | 27 |
Missing (%) | 27.0% |
Memory size | 932.0 B |
Minimum | 2015-09-01 00:00:00 |
---|---|
Maximum | 2015-10-08 00:00:00 |
LDL_VAL
Real number (ℝ)
HIGH CORRELATION
  MISSING
 
Distinct | 55 |
---|---|
Distinct (%) | 75.3% |
Missing | 27 |
Missing (%) | 27.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 89.917808 |
Minimum | 30 |
---|---|
Maximum | 182 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 30 |
---|---|
5-th percentile | 49.6 |
Q1 | 62 |
median | 84 |
Q3 | 111 |
95-th percentile | 155.6 |
Maximum | 182 |
Range | 152 |
Interquartile range (IQR) | 49 |
Descriptive statistics
Standard deviation | 34.433815 |
---|---|
Coefficient of variation (CV) | 0.38294767 |
Kurtosis | -0.13221148 |
Mean | 89.917808 |
Median Absolute Deviation (MAD) | 24 |
Skewness | 0.70450619 |
Sum | 6564 |
Variance | 1185.6876 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
60 | 4 | 4.0% |
111 | 3 | 3.0% |
63 | 3 | 3.0% |
91 | 2 | 2.0% |
82 | 2 | 2.0% |
72 | 2 | 2.0% |
56 | 2 | 2.0% |
94 | 2 | 2.0% |
112 | 2 | 2.0% |
86 | 2 | 2.0% |
Other values (45) | 49 | |
(Missing) | 27 |
Value | Count | Frequency (%) |
30 | 1 | |
37 | 1 | |
43 | 1 | |
49 | 1 | |
50 | 1 | |
52 | 1 | |
53 | 1 | |
54 | 1 | |
56 | 2 | |
57 | 1 |
Value | Count | Frequency (%) |
182 | 1 | |
173 | 1 | |
161 | 1 | |
158 | 1 | |
154 | 1 | |
150 | 1 | |
148 | 1 | |
138 | 1 | |
137 | 1 | |
133 | 1 |
RID | TC_DCT | TC_VAL | TG_DCT | TG_VAL | HDL_DCT | HDL_VAL | LDL_DCT | LDL_VAL | |
---|---|---|---|---|---|---|---|---|---|
RID | 1.000 | 0.574 | 0.352 | 0.820 | 0.000 | 0.583 | 0.296 | 0.536 | 0.500 |
TC_DCT | 0.574 | 1.000 | 0.000 | 1.000 | 0.000 | 1.000 | 0.000 | 1.000 | 0.263 |
TC_VAL | 0.352 | 0.000 | 1.000 | 0.095 | 0.436 | 0.000 | 0.522 | 0.000 | 0.931 |
TG_DCT | 0.820 | 1.000 | 0.095 | 1.000 | 0.000 | 1.000 | 0.000 | 1.000 | 0.000 |
TG_VAL | 0.000 | 0.000 | 0.436 | 0.000 | 1.000 | 0.000 | 0.048 | 0.367 | 0.577 |
HDL_DCT | 0.583 | 1.000 | 0.000 | 1.000 | 0.000 | 1.000 | 0.000 | 1.000 | 0.000 |
HDL_VAL | 0.296 | 0.000 | 0.522 | 0.000 | 0.048 | 0.000 | 1.000 | 0.238 | 0.583 |
LDL_DCT | 0.536 | 1.000 | 0.000 | 1.000 | 0.367 | 1.000 | 0.238 | 1.000 | 0.263 |
LDL_VAL | 0.500 | 0.263 | 0.931 | 0.000 | 0.577 | 0.000 | 0.583 | 0.263 | 1.000 |
RID | TC_VAL | TG_VAL | HDL_VAL | LDL_VAL | |
---|---|---|---|---|---|
RID | 1.000 | -0.027 | 0.097 | -0.110 | 0.068 |
TC_VAL | -0.027 | 1.000 | 0.443 | 0.613 | 0.882 |
TG_VAL | 0.097 | 0.443 | 1.000 | -0.015 | 0.322 |
HDL_VAL | -0.110 | 0.613 | -0.015 | 1.000 | 0.324 |
LDL_VAL | 0.068 | 0.882 | 0.322 | 0.324 | 1.000 |
RID | TC_DCT | TC_VAL | TG_DCT | TG_VAL | HDL_DCT | HDL_VAL | LDL_DCT | LDL_VAL | |
---|---|---|---|---|---|---|---|---|---|
0 | 1 | 2015-09-11T00:00:00 | 165 | 2015-09-11T00:00:00 | 37 | 2015-09-11T00:00:00 | 88 | <NA> | <NA> |
1 | 2 | 2015-09-02T00:00:00 | 147 | 2015-09-02T00:00:00 | 193 | 2015-09-02T00:00:00 | 50 | <NA> | <NA> |
2 | 3 | 2015-09-04T00:00:00 | 135 | 2015-09-04T00:00:00 | 207 | 2015-09-04T00:00:00 | 48 | 2015-09-04T00:00:00 | 62 |
3 | 4 | 2015-09-08T00:00:00 | 64 | 2015-09-08T00:00:00 | 109 | 2015-09-08T00:00:00 | 34 | 2015-09-08T00:00:00 | 30 |
4 | 5 | 2015-09-11T00:00:00 | 104 | 2015-09-11T00:00:00 | 83 | 2015-09-11T00:00:00 | 49 | 2015-09-11T00:00:00 | 49 |
5 | 6 | 2015-10-05T00:00:00 | 78 | 2015-10-05T00:00:00 | 85 | 2015-10-05T00:00:00 | 36 | 2015-10-05T00:00:00 | 43 |
6 | 7 | 2015-09-02T00:00:00 | 217 | 2015-09-02T00:00:00 | 120 | 2015-09-02T00:00:00 | 54 | <NA> | <NA> |
7 | 8 | 2015-09-07T00:00:00 | 161 | 2015-09-07T00:00:00 | 149 | 2015-09-07T00:00:00 | 43 | 2015-09-07T00:00:00 | 110 |
8 | 9 | 2015-10-06T00:00:00 | 122 | 2015-10-06T00:00:00 | 66 | 2015-10-06T00:00:00 | 35 | <NA> | <NA> |
9 | 10 | 2015-09-04T00:00:00 | 190 | 2015-09-04T00:00:00 | 139 | 2015-09-04T00:00:00 | 51 | <NA> | <NA> |
RID | TC_DCT | TC_VAL | TG_DCT | TG_VAL | HDL_DCT | HDL_VAL | LDL_DCT | LDL_VAL | |
---|---|---|---|---|---|---|---|---|---|
90 | 91 | 2015-09-10T00:00:00 | 114 | 2015-09-10 | 67 | 2015-09-10T00:00:00 | 46 | 2015-09-10T00:00:00 | 63 |
91 | 92 | 2015-10-06T00:00:00 | 91 | 2015-10-06 | 139 | 2015-10-06T00:00:00 | 28 | 2015-10-06T00:00:00 | 63 |
92 | 93 | 2015-10-06T00:00:00 | 97 | 2015-10-06 | 132 | 2015-10-06T00:00:00 | 31 | 2015-10-06T00:00:00 | 56 |
93 | 94 | 2015-10-08T00:00:00 | 194 | 2015-10-08 | 165 | 2015-10-08T00:00:00 | 61 | <NA> | <NA> |
94 | 95 | 2015-09-09T00:00:00 | 252 | 2015-09-09 | 162 | 2015-09-09T00:00:00 | 57 | 2015-09-09T00:00:00 | 173 |
95 | 96 | 2015-09-07T00:00:00 | 99 | 2015-09-07 | 98 | 2015-09-07T00:00:00 | 48 | 2015-09-07T00:00:00 | 50 |
96 | 97 | 2015-09-11T00:00:00 | 101 | 2015-09-11 | 58 | 2015-09-11T00:00:00 | 45 | 2015-09-11T00:00:00 | 60 |
97 | 98 | 2015-10-06T00:00:00 | 137 | 2015-10-06 | 191 | 2015-10-06T00:00:00 | 41 | 2015-10-06T00:00:00 | 84 |
98 | 99 | 2015-10-05T00:00:00 | 98 | 2015-10-05 | 60 | 2015-10-05T00:00:00 | 41 | 2015-10-05T00:00:00 | 60 |
99 | 100 | 2015-09-08T00:00:00 | 156 | 2015-09-08 | 108 | 2015-09-08T00:00:00 | 45 | 2015-09-08T00:00:00 | 120 |