Dataset statistics
Number of variables | 7 |
---|---|
Number of observations | 100 |
Missing cells | 0 |
Missing cells (%) | 0.0% |
Duplicate rows | 0 |
Duplicate rows (%) | 0.0% |
Total size in memory | 6.2 KiB |
Average record size in memory | 63.3 B |
Variable types
Numeric | 5 |
---|---|
Categorical | 2 |
Dataset
Description | 샘플 데이터 |
---|---|
Author | 이승훈 |
URL | https://www.bigdata-transportation.kr/frn/prdt/detail?prdtId=PRDTNUM_000000020067 |
tco_btc_re is highly overall correlated with tco_btc_nm | High correlation |
tco_btc_u_ct is highly overall correlated with tco_btc_u_am | High correlation |
tco_btc_u_am is highly overall correlated with tco_btc_u_ct | High correlation |
tco_btc_nm is highly overall correlated with tco_btc_re | High correlation |
tco_btc_u_am has unique values | Unique |
agegrp_dc has 2 (2.0%) zeros | Zeros |
Reproduction
Analysis started | 2023-12-11 22:37:16.467283 |
---|---|
Analysis finished | 2023-12-11 22:37:20.478463 |
Duration | 4.01 seconds |
Software version | ydata-profiling vv4.5.1 |
Download configuration | config.json |
crym
Real number (ℝ)
Distinct | 32 |
---|---|
Distinct (%) | 32.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 202008.86 |
Minimum | 201901 |
---|---|
Maximum | 202109 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 201901 |
---|---|
5-th percentile | 201902.95 |
Q1 | 201910.75 |
median | 202006 |
Q3 | 202102 |
95-th percentile | 202108 |
Maximum | 202109 |
Range | 208 |
Interquartile range (IQR) | 191.25 |
Descriptive statistics
Standard deviation | 76.741205 |
---|---|
Coefficient of variation (CV) | 0.00037989029 |
Kurtosis | -1.3010005 |
Mean | 202008.86 |
Median Absolute Deviation (MAD) | 96 |
Skewness | -0.06393294 |
Sum | 20200886 |
Variance | 5889.2125 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
202002 | 7 | 7.0% |
202005 | 6 | 6.0% |
202011 | 6 | 6.0% |
202108 | 6 | 6.0% |
202107 | 5 | 5.0% |
202009 | 5 | 5.0% |
201908 | 5 | 5.0% |
202101 | 4 | 4.0% |
202010 | 4 | 4.0% |
201904 | 4 | 4.0% |
Other values (22) | 48 |
Value | Count | Frequency (%) |
201901 | 2 | 2.0% |
201902 | 3 | |
201903 | 2 | 2.0% |
201904 | 4 | |
201905 | 1 | 1.0% |
201906 | 3 | |
201907 | 1 | 1.0% |
201908 | 5 | |
201909 | 2 | 2.0% |
201910 | 2 | 2.0% |
Value | Count | Frequency (%) |
202109 | 1 | 1.0% |
202108 | 6 | |
202107 | 5 | |
202106 | 4 | |
202105 | 2 | 2.0% |
202104 | 2 | 2.0% |
202103 | 3 | |
202102 | 4 | |
202101 | 4 | |
202012 | 1 | 1.0% |
tco_btc_re
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 22 |
---|---|
Distinct (%) | 22.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 11.91 |
Minimum | 1 |
---|---|
Maximum | 22 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 1 |
---|---|
5-th percentile | 2 |
Q1 | 6.75 |
median | 12 |
Q3 | 19 |
95-th percentile | 22 |
Maximum | 22 |
Range | 21 |
Interquartile range (IQR) | 12.25 |
Descriptive statistics
Standard deviation | 6.7615894 |
---|---|
Coefficient of variation (CV) | 0.56772371 |
Kurtosis | -1.2829046 |
Mean | 11.91 |
Median Absolute Deviation (MAD) | 6 |
Skewness | 0.022243958 |
Sum | 1191 |
Variance | 45.719091 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
22 | 9 | 9.0% |
20 | 8 | 8.0% |
12 | 6 | 6.0% |
9 | 6 | 6.0% |
7 | 6 | 6.0% |
2 | 6 | 6.0% |
4 | 6 | 6.0% |
10 | 5 | 5.0% |
21 | 5 | 5.0% |
6 | 4 | 4.0% |
Other values (12) | 39 |
Value | Count | Frequency (%) |
1 | 4 | |
2 | 6 | |
3 | 4 | |
4 | 6 | |
5 | 1 | 1.0% |
6 | 4 | |
7 | 6 | |
8 | 4 | |
9 | 6 | |
10 | 5 |
Value | Count | Frequency (%) |
22 | 9 | |
21 | 5 | |
20 | 8 | |
19 | 4 | |
18 | 1 | 1.0% |
17 | 4 | |
16 | 4 | |
15 | 2 | 2.0% |
14 | 4 | |
13 | 4 |
tco_btc_nm
Categorical
HIGH CORRELATION
 
Distinct | 22 |
---|---|
Distinct (%) | 22.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 932.0 B |
한의원/한방병원 | |
---|---|
마취통증의학 | |
방사선과/영상진단의학 | 6 |
안과 | 6 |
외과 | 6 |
Other values (17) |
Length
Max length | 11 |
---|---|
Median length | 8 |
Mean length | 4.73 |
Min length | 2 |
Unique
Unique | 2 ? |
---|---|
Unique (%) | 2.0% |
Sample
1st row | 동물(가축)병원 |
---|---|
2nd row | 종합병원 |
3rd row | 안과 |
4th row | 기타의료기관 |
5th row | 안과 |
Common Values
Value | Count | Frequency (%) |
한의원/한방병원 | 9 | 9.0% |
마취통증의학 | 8 | 8.0% |
방사선과/영상진단의학 | 6 | 6.0% |
안과 | 6 | 6.0% |
외과 | 6 | 6.0% |
병원 | 6 | 6.0% |
치과 | 6 | 6.0% |
비뇨기과 | 5 | 5.0% |
요양병원 | 5 | 5.0% |
피부과 | 4 | 4.0% |
Other values (12) | 39 |
Length
Value | Count | Frequency (%) |
한의원/한방병원 | 9 | 9.0% |
마취통증의학 | 8 | 8.0% |
방사선과/영상진단의학 | 6 | 6.0% |
안과 | 6 | 6.0% |
외과 | 6 | 6.0% |
병원 | 6 | 6.0% |
치과 | 6 | 6.0% |
비뇨기과 | 5 | 5.0% |
요양병원 | 5 | 5.0% |
종합병원 | 4 | 4.0% |
Other values (12) | 39 |
ma_fem_dc
Categorical
Distinct | 2 |
---|---|
Distinct (%) | 2.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 932.0 B |
2 | |
---|---|
1 |
Length
Max length | 1 |
---|---|
Median length | 1 |
Mean length | 1 |
Min length | 1 |
Unique
Unique | 0 ? |
---|---|
Unique (%) | 0.0% |
Sample
1st row | 1 |
---|---|
2nd row | 2 |
3rd row | 1 |
4th row | 1 |
5th row | 2 |
Common Values
Value | Count | Frequency (%) |
2 | 58 | |
1 | 42 |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
2 | 58 | |
1 | 42 |
agegrp_dc
Real number (ℝ)
ZEROS
 
Distinct | 10 |
---|---|
Distinct (%) | 10.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 49.1 |
Minimum | 0 |
---|---|
Maximum | 90 |
Zeros | 2 |
Zeros (%) | 2.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 0 |
---|---|
5-th percentile | 10 |
Q1 | 30 |
median | 50 |
Q3 | 70 |
95-th percentile | 90 |
Maximum | 90 |
Range | 90 |
Interquartile range (IQR) | 40 |
Descriptive statistics
Standard deviation | 26.708112 |
---|---|
Coefficient of variation (CV) | 0.5439534 |
Kurtosis | -1.1941491 |
Mean | 49.1 |
Median Absolute Deviation (MAD) | 20 |
Skewness | 0.039896706 |
Sum | 4910 |
Variance | 713.32323 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
40 | 14 | |
30 | 13 | |
60 | 13 | |
90 | 12 | |
80 | 12 | |
20 | 10 | |
10 | 10 | |
50 | 7 | |
70 | 7 | |
0 | 2 | 2.0% |
Value | Count | Frequency (%) |
0 | 2 | 2.0% |
10 | 10 | |
20 | 10 | |
30 | 13 | |
40 | 14 | |
50 | 7 | |
60 | 13 | |
70 | 7 | |
80 | 12 | |
90 | 12 |
Value | Count | Frequency (%) |
90 | 12 | |
80 | 12 | |
70 | 7 | |
60 | 13 | |
50 | 7 | |
40 | 14 | |
30 | 13 | |
20 | 10 | |
10 | 10 | |
0 | 2 | 2.0% |
tco_btc_u_ct
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 90 |
---|---|
Distinct (%) | 90.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 7040.13 |
Minimum | 1 |
---|---|
Maximum | 58373 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 1 |
---|---|
5-th percentile | 3 |
Q1 | 34.75 |
median | 1748 |
Q3 | 6927 |
95-th percentile | 40314.9 |
Maximum | 58373 |
Range | 58372 |
Interquartile range (IQR) | 6892.25 |
Descriptive statistics
Standard deviation | 12457.283 |
---|---|
Coefficient of variation (CV) | 1.7694678 |
Kurtosis | 5.8328174 |
Mean | 7040.13 |
Median Absolute Deviation (MAD) | 1737.5 |
Skewness | 2.5003821 |
Sum | 704013 |
Variance | 1.551839 × 108 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
5 | 3 | 3.0% |
2 | 3 | 3.0% |
23 | 3 | 3.0% |
11 | 2 | 2.0% |
3 | 2 | 2.0% |
26 | 2 | 2.0% |
15 | 2 | 2.0% |
1697 | 1 | 1.0% |
5628 | 1 | 1.0% |
78 | 1 | 1.0% |
Other values (80) | 80 |
Value | Count | Frequency (%) |
1 | 1 | 1.0% |
2 | 3 | |
3 | 2 | |
4 | 1 | 1.0% |
5 | 3 | |
9 | 1 | 1.0% |
10 | 1 | 1.0% |
11 | 2 | |
14 | 1 | 1.0% |
15 | 2 |
Value | Count | Frequency (%) |
58373 | 1 | |
50520 | 1 | |
47636 | 1 | |
47393 | 1 | |
41985 | 1 | |
40227 | 1 | |
36094 | 1 | |
31284 | 1 | |
26433 | 1 | |
23222 | 1 |
tco_btc_u_am
Real number (ℝ)
HIGH CORRELATION
  UNIQUE
 
Distinct | 100 |
---|---|
Distinct (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 5.0014164 × 108 |
Minimum | 11500 |
---|---|
Maximum | 5.6364975 × 109 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 11500 |
---|---|
5-th percentile | 140195 |
Q1 | 3024400 |
median | 1.1418963 × 108 |
Q3 | 4.8244698 × 108 |
95-th percentile | 2.6125042 × 109 |
Maximum | 5.6364975 × 109 |
Range | 5.636486 × 109 |
Interquartile range (IQR) | 4.7942258 × 108 |
Descriptive statistics
Standard deviation | 1.0341352 × 109 |
---|---|
Coefficient of variation (CV) | 2.0676847 |
Kurtosis | 13.171069 |
Mean | 5.0014164 × 108 |
Median Absolute Deviation (MAD) | 1.138723 × 108 |
Skewness | 3.5081862 |
Sum | 5.0014164 × 1010 |
Variance | 1.0694357 × 1018 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
146206235 | 1 | 1.0% |
475716830 | 1 | 1.0% |
1173680 | 1 | 1.0% |
68833600 | 1 | 1.0% |
1779505069 | 1 | 1.0% |
1227730 | 1 | 1.0% |
972400 | 1 | 1.0% |
492772537 | 1 | 1.0% |
847505135 | 1 | 1.0% |
287865061 | 1 | 1.0% |
Other values (90) | 90 |
Value | Count | Frequency (%) |
11500 | 1 | |
45000 | 1 | |
56000 | 1 | |
77770 | 1 | |
134400 | 1 | |
140500 | 1 | |
141940 | 1 | |
143500 | 1 | |
206800 | 1 | |
247700 | 1 |
Value | Count | Frequency (%) |
5636497540 | 1 | |
5577191232 | 1 | |
4307202009 | 1 | |
3399969040 | 1 | |
3351032995 | 1 | |
2573634265 | 1 | |
1779505069 | 1 | |
1586411988 | 1 | |
1096087694 | 1 | |
1050035128 | 1 |
crym | tco_btc_re | tco_btc_nm | ma_fem_dc | agegrp_dc | tco_btc_u_ct | tco_btc_u_am | |
---|---|---|---|---|---|---|---|
crym | 1.000 | 0.000 | 0.000 | 0.033 | 0.000 | 0.000 | 0.037 |
tco_btc_re | 0.000 | 1.000 | 1.000 | 0.475 | 0.000 | 0.342 | 0.000 |
tco_btc_nm | 0.000 | 1.000 | 1.000 | 0.455 | 0.333 | 0.352 | 0.000 |
ma_fem_dc | 0.033 | 0.475 | 0.455 | 1.000 | 0.000 | 0.000 | 0.000 |
agegrp_dc | 0.000 | 0.000 | 0.333 | 0.000 | 1.000 | 0.392 | 0.354 |
tco_btc_u_ct | 0.000 | 0.342 | 0.352 | 0.000 | 0.392 | 1.000 | 0.880 |
tco_btc_u_am | 0.037 | 0.000 | 0.000 | 0.000 | 0.354 | 0.880 | 1.000 |
tco_btc_nm | ma_fem_dc | |
---|---|---|
tco_btc_nm | 1.000 | 0.319 |
ma_fem_dc | 0.319 | 1.000 |
crym | tco_btc_re | agegrp_dc | tco_btc_u_ct | tco_btc_u_am | tco_btc_nm | ma_fem_dc | |
---|---|---|---|---|---|---|---|
crym | 1.000 | -0.037 | 0.179 | -0.029 | -0.027 | 0.000 | 0.000 |
tco_btc_re | -0.037 | 1.000 | 0.088 | -0.044 | -0.088 | 0.931 | 0.349 |
agegrp_dc | 0.179 | 0.088 | 1.000 | -0.199 | -0.245 | 0.111 | 0.000 |
tco_btc_u_ct | -0.029 | -0.044 | -0.199 | 1.000 | 0.939 | 0.119 | 0.000 |
tco_btc_u_am | -0.027 | -0.088 | -0.245 | 0.939 | 1.000 | 0.000 | 0.000 |
tco_btc_nm | 0.000 | 0.931 | 0.111 | 0.119 | 0.000 | 1.000 | 0.319 |
ma_fem_dc | 0.000 | 0.349 | 0.000 | 0.000 | 0.000 | 0.319 | 1.000 |
crym | tco_btc_re | tco_btc_nm | ma_fem_dc | agegrp_dc | tco_btc_u_ct | tco_btc_u_am | |
---|---|---|---|---|---|---|---|
0 | 202002 | 13 | 동물(가축)병원 | 1 | 20 | 1697 | 146206235 |
1 | 201912 | 1 | 종합병원 | 2 | 0 | 3 | 141940 |
2 | 201906 | 9 | 안과 | 1 | 30 | 9084 | 294050180 |
3 | 201910 | 14 | 기타의료기관 | 1 | 30 | 2357 | 135819694 |
4 | 202102 | 9 | 안과 | 2 | 50 | 17841 | 3399969040 |
5 | 202106 | 20 | 마취통증의학 | 2 | 20 | 950 | 70690280 |
6 | 202108 | 22 | 한의원/한방병원 | 1 | 50 | 13837 | 817165422 |
7 | 201908 | 16 | 정신과 | 1 | 90 | 17 | 206800 |
8 | 201904 | 8 | 피부과 | 1 | 20 | 2511 | 157941630 |
9 | 202105 | 2 | 병원 | 2 | 80 | 810 | 67545210 |
crym | tco_btc_re | tco_btc_nm | ma_fem_dc | agegrp_dc | tco_btc_u_ct | tco_btc_u_am | |
---|---|---|---|---|---|---|---|
90 | 202005 | 22 | 한의원/한방병원 | 2 | 70 | 3743 | 151306160 |
91 | 202001 | 6 | 성형외과 | 1 | 80 | 15 | 3077700 |
92 | 202101 | 8 | 피부과 | 1 | 20 | 3123 | 226337526 |
93 | 202002 | 10 | 비뇨기과 | 2 | 10 | 2 | 11500 |
94 | 201901 | 14 | 기타의료기관 | 2 | 70 | 354 | 25891950 |
95 | 202109 | 6 | 성형외과 | 2 | 10 | 11 | 7109000 |
96 | 202009 | 6 | 성형외과 | 2 | 60 | 1102 | 443388890 |
97 | 201912 | 6 | 성형외과 | 2 | 40 | 6590 | 2573634265 |
98 | 201904 | 19 | 소아청소년과 | 1 | 60 | 2193 | 30853180 |
99 | 202103 | 13 | 동물(가축)병원 | 2 | 10 | 22 | 3346500 |