gimi9 Pandas Profiling

Dataset statistics

Number of variables	20
Number of observations	33
Missing cells	228
Missing cells (%)	34.5%
Duplicate rows	1
Duplicate rows (%)	3.0%
Total size in memory	5.9 KiB
Average record size in memory	184.0 B

Variable types

Numeric	19
Categorical	1

Dataset

Description	2003년~2023년까지 보건의료인(의사, 치과의사, 한의사, 간호사, 조산사, 임상병리사, 방사선사, 물리치료사, 작업치료사, 치과기공사, 치과위생사, 보건의료정보관리사, 안경사, 약사, 한약사, 1급응급구조사, 영양사, 간호조무사)의 면허(자격)사항에 대한 최근 21년 간의 사망확인자 면허 말소 현황을 제공합니다.
Author	보건복지부
URL	https://www.data.go.kr/data/15093759/fileData.do

Alerts

Dataset has 1 (3.0%) duplicate rows	Duplicates
`연도` is highly overall correlated with `작업치료사` and 4 other fields	High correlation
`의사` is highly overall correlated with `치과의사` and 15 other fields	High correlation
`치과의사` is highly overall correlated with `의사` and 14 other fields	High correlation
`한의사` is highly overall correlated with `의사` and 14 other fields	High correlation
`간호사` is highly overall correlated with `의사` and 15 other fields	High correlation
`조산사` is highly overall correlated with `의사` and 13 other fields	High correlation
`임상병리사` is highly overall correlated with `의사` and 15 other fields	High correlation
`방사선사` is highly overall correlated with `의사` and 15 other fields	High correlation
`물리치료사` is highly overall correlated with `의사` and 15 other fields	High correlation
`작업치료사` is highly overall correlated with `연도` and 14 other fields	High correlation
`치과기공사` is highly overall correlated with `의사` and 15 other fields	High correlation
`치과위생사` is highly overall correlated with `연도` and 16 other fields	High correlation
`보건의료정보관리사` is highly overall correlated with `의사` and 15 other fields	High correlation
`안경사` is highly overall correlated with `의사` and 15 other fields	High correlation
`약사` is highly overall correlated with `의사` and 15 other fields	High correlation
`1급응급구조사` is highly overall correlated with `연도` and 17 other fields	High correlation
`2급응급구조사` is highly overall correlated with `연도` and 16 other fields	High correlation
`영양사` is highly overall correlated with `의사` and 15 other fields	High correlation
`간호조무사` is highly overall correlated with `연도` and 3 other fields	High correlation
`연도` has 12 (36.4%) missing values	Missing
`의사` has 12 (36.4%) missing values	Missing
`치과의사` has 12 (36.4%) missing values	Missing
`한의사` has 12 (36.4%) missing values	Missing
`간호사` has 12 (36.4%) missing values	Missing
`조산사` has 12 (36.4%) missing values	Missing
`임상병리사` has 12 (36.4%) missing values	Missing
`방사선사` has 12 (36.4%) missing values	Missing
`물리치료사` has 12 (36.4%) missing values	Missing
`작업치료사` has 12 (36.4%) missing values	Missing
`치과기공사` has 12 (36.4%) missing values	Missing
`치과위생사` has 12 (36.4%) missing values	Missing
`보건의료정보관리사` has 12 (36.4%) missing values	Missing
`안경사` has 12 (36.4%) missing values	Missing
`약사` has 12 (36.4%) missing values	Missing
`1급응급구조사` has 12 (36.4%) missing values	Missing
`2급응급구조사` has 12 (36.4%) missing values	Missing
`영양사` has 12 (36.4%) missing values	Missing
`간호조무사` has 12 (36.4%) missing values	Missing
`치과의사` has 1 (3.0%) zeros	Zeros
`한의사` has 2 (6.1%) zeros	Zeros
`간호사` has 4 (12.1%) zeros	Zeros
`조산사` has 3 (9.1%) zeros	Zeros
`임상병리사` has 4 (12.1%) zeros	Zeros
`방사선사` has 4 (12.1%) zeros	Zeros
`물리치료사` has 3 (9.1%) zeros	Zeros
`작업치료사` has 7 (21.2%) zeros	Zeros
`치과기공사` has 4 (12.1%) zeros	Zeros
`치과위생사` has 4 (12.1%) zeros	Zeros
`보건의료정보관리사` has 4 (12.1%) zeros	Zeros
`안경사` has 3 (9.1%) zeros	Zeros
`1급응급구조사` has 4 (12.1%) zeros	Zeros
`2급응급구조사` has 4 (12.1%) zeros	Zeros
`영양사` has 4 (12.1%) zeros	Zeros
`간호조무사` has 14 (42.4%) zeros	Zeros

Reproduction

Analysis started	2024-03-16 04:17:45.800615
Analysis finished	2024-03-16 04:18:52.839074
Duration	1 minute and 7.04 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연도
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	21
Distinct (%)	100.0%
Missing	12
Missing (%)	36.4%
Infinite	0
Infinite (%)	0.0%
Mean	2013

Minimum	2003
Maximum	2023
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	429.0 B

Quantile statistics

Minimum	2003
5-th percentile	2004
Q1	2008
median	2013
Q3	2018
95-th percentile	2022
Maximum	2023
Range	20
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	6.2048368
Coefficient of variation (CV)	0.0030823829
Kurtosis	-1.2
Mean	2013
Median Absolute Deviation (MAD)	5
Skewness	0
Sum	42273
Variance	38.5
Monotonicity	Strictly decreasing

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
2022	1	3.0%
2003	1	3.0%
2004	1	3.0%
2005	1	3.0%
2006	1	3.0%
2007	1	3.0%
2008	1	3.0%
2009	1	3.0%
2010	1	3.0%
2011	1	3.0%
Other values (11)	11	33.3%
(Missing)	12	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2003	1	3.0%
2004	1	3.0%
2005	1	3.0%
2006	1	3.0%
2007	1	3.0%
2008	1	3.0%
2009	1	3.0%
2010	1	3.0%
2011	1	3.0%
2012	1	3.0%

Value	Count	Frequency (%)
2023	1	3.0%
2022	1	3.0%
2021	1	3.0%
2020	1	3.0%
2019	1	3.0%
2018	1	3.0%
2017	1	3.0%
2016	1	3.0%
2015	1	3.0%
2014	1	3.0%

의사
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	19
Distinct (%)	90.5%
Missing	12
Missing (%)	36.4%
Infinite	0
Infinite (%)	0.0%
Mean	424.61905

Minimum	2
Maximum	2729
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	429.0 B

Quantile statistics

Minimum	2
5-th percentile	3
Q1	241
median	312
Q3	378
95-th percentile	706
Maximum	2729
Range	2727
Interquartile range (IQR)	137

Descriptive statistics

Standard deviation	561.02268
Coefficient of variation (CV)	1.3212377
Kurtosis	15.794942
Mean	424.61905
Median Absolute Deviation (MAD)	71
Skewness	3.7569639
Sum	8917
Variance	314746.45
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
327	2	6.1%
269	2	6.1%
616	1	3.0%
3	1	3.0%
2729	1	3.0%
316	1	3.0%
5	1	3.0%
2	1	3.0%
706	1	3.0%
166	1	3.0%
Other values (9)	9	27.3%
(Missing)	12	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	3.0%
3	1	3.0%
5	1	3.0%
166	1	3.0%
235	1	3.0%
241	1	3.0%
269	2	6.1%
275	1	3.0%
282	1	3.0%
312	1	3.0%

Value	Count	Frequency (%)
2729	1	3.0%
706	1	3.0%
655	1	3.0%
616	1	3.0%
469	1	3.0%
378	1	3.0%
335	1	3.0%
327	2	6.1%
316	1	3.0%
312	1	3.0%

치과의사
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	19
Distinct (%)	90.5%
Missing	12
Missing (%)	36.4%
Infinite	0
Infinite (%)	0.0%
Mean	86.809524

Minimum	0
Maximum	539
Zeros	1
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	429.0 B

Quantile statistics

Minimum	0
5-th percentile	1
Q1	54
median	68
Q3	76
95-th percentile	140
Maximum	539
Range	539
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	109.64699
Coefficient of variation (CV)	1.2630756
Kurtosis	16.115149
Mean	86.809524
Median Absolute Deviation (MAD)	14
Skewness	3.7943544
Sum	1823
Variance	12022.462
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
60	2	6.1%
72	2	6.1%
105	1	3.0%
0	1	3.0%
539	1	3.0%
58	1	3.0%
2	1	3.0%
1	1	3.0%
128	1	3.0%
54	1	3.0%
Other values (9)	9	27.3%
(Missing)	12	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	3.0%
1	1	3.0%
2	1	3.0%
45	1	3.0%
47	1	3.0%
54	1	3.0%
56	1	3.0%
58	1	3.0%
60	2	6.1%
68	1	3.0%

Value	Count	Frequency (%)
539	1	3.0%
140	1	3.0%
128	1	3.0%
105	1	3.0%
95	1	3.0%
76	1	3.0%
75	1	3.0%
72	2	6.1%
70	1	3.0%
68	1	3.0%

한의사
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	20
Distinct (%)	95.2%
Missing	12
Missing (%)	36.4%
Infinite	0
Infinite (%)	0.0%
Mean	111.95238

Minimum	0
Maximum	882
Zeros	2
Zeros (%)	6.1%
Negative	0
Negative (%)	0.0%
Memory size	429.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	55
median	64
Q3	90
95-th percentile	196
Maximum	882
Range	882
Interquartile range (IQR)	35

Descriptive statistics

Standard deviation	184.17532
Coefficient of variation (CV)	1.6451219
Kurtosis	17.171303
Mean	111.95238
Median Absolute Deviation (MAD)	24
Skewness	3.9945722
Sum	2351
Variance	33920.548
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	2	6.1%
71	1	3.0%
882	1	3.0%
100	1	3.0%
182	1	3.0%
55	1	3.0%
28	1	3.0%
1	1	3.0%
78	1	3.0%
88	1	3.0%
Other values (10)	10	30.3%
(Missing)	12	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	6.1%
1	1	3.0%
28	1	3.0%
50	1	3.0%
55	1	3.0%
57	1	3.0%
58	1	3.0%
61	1	3.0%
63	1	3.0%
64	1	3.0%

Value	Count	Frequency (%)
882	1	3.0%
196	1	3.0%
182	1	3.0%
162	1	3.0%
100	1	3.0%
90	1	3.0%
88	1	3.0%
78	1	3.0%
71	1	3.0%
65	1	3.0%

간호사
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	17
Distinct (%)	81.0%
Missing	12
Missing (%)	36.4%
Infinite	0
Infinite (%)	0.0%
Mean	264.33333

Minimum	0
Maximum	1170
Zeros	4
Zeros (%)	12.1%
Negative	0
Negative (%)	0.0%
Memory size	429.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	185
median	238
Q3	340
95-th percentile	469
Maximum	1170
Range	1170
Interquartile range (IQR)	155

Descriptive statistics

Standard deviation	248.41947
Coefficient of variation (CV)	0.93979623
Kurtosis	8.8266373
Mean	264.33333
Median Absolute Deviation (MAD)	102
Skewness	2.4487149
Sum	5551
Variance	61712.233
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	4	12.1%
208	2	6.1%
222	1	3.0%
1170	1	3.0%
111	1	3.0%
405	1	3.0%
185	1	3.0%
265	1	3.0%
403	1	3.0%
241	1	3.0%
Other values (7)	7	21.2%
(Missing)	12	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	12.1%
111	1	3.0%
185	1	3.0%
208	2	6.1%
219	1	3.0%
222	1	3.0%
238	1	3.0%
241	1	3.0%
253	1	3.0%
265	1	3.0%

Value	Count	Frequency (%)
1170	1	3.0%
469	1	3.0%
405	1	3.0%
403	1	3.0%
345	1	3.0%
340	1	3.0%
269	1	3.0%
265	1	3.0%
253	1	3.0%
241	1	3.0%

조산사
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	16
Distinct (%)	76.2%
Missing	12
Missing (%)	36.4%
Infinite	0
Infinite (%)	0.0%
Mean	63.047619

Minimum	0
Maximum	378
Zeros	3
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	429.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	33
median	49
Q3	60
95-th percentile	124
Maximum	378
Range	378
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	78.927483
Coefficient of variation (CV)	1.251871
Kurtosis	13.758496
Mean	63.047619
Median Absolute Deviation (MAD)	16
Skewness	3.4284053
Sum	1324
Variance	6229.5476
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	3	9.1%
33	2	6.1%
49	2	6.1%
55	2	6.1%
57	1	3.0%
75	1	3.0%
109	1	3.0%
43	1	3.0%
65	1	3.0%
35	1	3.0%
Other values (6)	6	18.2%
(Missing)	12	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	9.1%
3	1	3.0%
33	2	6.1%
35	1	3.0%
43	1	3.0%
48	1	3.0%
49	2	6.1%
53	1	3.0%
55	2	6.1%
57	1	3.0%

Value	Count	Frequency (%)
378	1	3.0%
124	1	3.0%
109	1	3.0%
75	1	3.0%
65	1	3.0%
60	1	3.0%
57	1	3.0%
55	2	6.1%
53	1	3.0%
49	2	6.1%

임상병리사
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	17
Distinct (%)	81.0%
Missing	12
Missing (%)	36.4%
Infinite	0
Infinite (%)	0.0%
Mean	67.47619

Minimum	0
Maximum	316
Zeros	4
Zeros (%)	12.1%
Negative	0
Negative (%)	0.0%
Memory size	429.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45
median	54
Q3	80
95-th percentile	141
Maximum	316
Range	316
Interquartile range (IQR)	35

Descriptive statistics

Standard deviation	67.378497
Coefficient of variation (CV)	0.99855218
Kurtosis	9.3723377
Mean	67.47619
Median Absolute Deviation (MAD)	20
Skewness	2.6264591
Sum	1417
Variance	4539.8619
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	4	12.1%
52	2	6.1%
42	1	3.0%
316	1	3.0%
54	1	3.0%
97	1	3.0%
48	1	3.0%
58	1	3.0%
103	1	3.0%
71	1	3.0%
Other values (7)	7	21.2%
(Missing)	12	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	12.1%
42	1	3.0%
45	1	3.0%
47	1	3.0%
48	1	3.0%
52	2	6.1%
54	1	3.0%
55	1	3.0%
58	1	3.0%
71	1	3.0%

Value	Count	Frequency (%)
316	1	3.0%
141	1	3.0%
103	1	3.0%
97	1	3.0%
82	1	3.0%
80	1	3.0%
74	1	3.0%
71	1	3.0%
58	1	3.0%
55	1	3.0%

방사선사
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	16
Distinct (%)	76.2%
Missing	12
Missing (%)	36.4%
Infinite	0
Infinite (%)	0.0%
Mean	46.952381

Minimum	0
Maximum	200
Zeros	4
Zeros (%)	12.1%
Negative	0
Negative (%)	0.0%
Memory size	429.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	27
median	40
Q3	53
95-th percentile	92
Maximum	200
Range	200
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	43.146815
Coefficient of variation (CV)	0.91894839
Kurtosis	7.6788332
Mean	46.952381
Median Absolute Deviation (MAD)	13
Skewness	2.2609991
Sum	986
Variance	1861.6476
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	4	12.1%
53	2	6.1%
36	2	6.1%
60	1	3.0%
200	1	3.0%
27	1	3.0%
62	1	3.0%
26	1	3.0%
92	1	3.0%
40	1	3.0%
Other values (6)	6	18.2%
(Missing)	12	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	12.1%
26	1	3.0%
27	1	3.0%
36	2	6.1%
37	1	3.0%
39	1	3.0%
40	1	3.0%
43	1	3.0%
49	1	3.0%
52	1	3.0%

Value	Count	Frequency (%)
200	1	3.0%
92	1	3.0%
81	1	3.0%
62	1	3.0%
60	1	3.0%
53	2	6.1%
52	1	3.0%
49	1	3.0%
43	1	3.0%
40	1	3.0%

물리치료사
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	16
Distinct (%)	76.2%
Missing	12
Missing (%)	36.4%
Infinite	0
Infinite (%)	0.0%
Mean	30.761905

Minimum	0
Maximum	78
Zeros	3
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	429.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	14
median	33
Q3	42
95-th percentile	58
Maximum	78
Range	78
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	20.772349
Coefficient of variation (CV)	0.67526211
Kurtosis	-0.0072153729
Mean	30.761905
Median Absolute Deviation (MAD)	9
Skewness	0.14585112
Sum	646
Variance	431.49048
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	3	9.1%
42	2	6.1%
32	2	6.1%
37	2	6.1%
78	1	3.0%
10	1	3.0%
2	1	3.0%
45	1	3.0%
14	1	3.0%
58	1	3.0%
Other values (6)	6	18.2%
(Missing)	12	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	9.1%
2	1	3.0%
10	1	3.0%
14	1	3.0%
27	1	3.0%
28	1	3.0%
32	2	6.1%
33	1	3.0%
34	1	3.0%
37	2	6.1%

Value	Count	Frequency (%)
78	1	3.0%
58	1	3.0%
56	1	3.0%
45	1	3.0%
42	2	6.1%
39	1	3.0%
37	2	6.1%
34	1	3.0%
33	1	3.0%
32	2	6.1%

작업치료사
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	8
Distinct (%)	38.1%
Missing	12
Missing (%)	36.4%
Infinite	0
Infinite (%)	0.0%
Mean	2.3809524

Minimum	0
Maximum	7
Zeros	7
Zeros (%)	21.2%
Negative	0
Negative (%)	0.0%
Memory size	429.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	4
95-th percentile	7
Maximum	7
Range	7
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.376472
Coefficient of variation (CV)	0.99811823
Kurtosis	-0.5959606
Mean	2.3809524
Median Absolute Deviation (MAD)	2
Skewness	0.70718947
Sum	50
Variance	5.647619
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	7	21.2%
3	3	9.1%
2	3	9.1%
7	2	6.1%
4	2	6.1%
1	2	6.1%
5	1	3.0%
6	1	3.0%
(Missing)	12	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	21.2%
1	2	6.1%
2	3	9.1%
3	3	9.1%
4	2	6.1%
5	1	3.0%
6	1	3.0%
7	2	6.1%

Value	Count	Frequency (%)
7	2	6.1%
6	1	3.0%
5	1	3.0%
4	2	6.1%
3	3	9.1%
2	3	9.1%
1	2	6.1%
0	7	21.2%

치과기공사
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	15
Distinct (%)	71.4%
Missing	12
Missing (%)	36.4%
Infinite	0
Infinite (%)	0.0%
Mean	45.238095

Minimum	0
Maximum	193
Zeros	4
Zeros (%)	12.1%
Negative	0
Negative (%)	0.0%
Memory size	429.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	34
median	40
Q3	48
95-th percentile	80
Maximum	193
Range	193
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	40.811646
Coefficient of variation (CV)	0.90215218
Kurtosis	8.5692919
Mean	45.238095
Median Absolute Deviation (MAD)	8
Skewness	2.3826152
Sum	950
Variance	1665.5905
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	4	12.1%
36	2	6.1%
40	2	6.1%
44	2	6.1%
66	1	3.0%
37	1	3.0%
48	1	3.0%
55	1	3.0%
80	1	3.0%
43	1	3.0%
Other values (5)	5	15.2%
(Missing)	12	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	12.1%
32	1	3.0%
34	1	3.0%
36	2	6.1%
37	1	3.0%
40	2	6.1%
43	1	3.0%
44	2	6.1%
46	1	3.0%
48	1	3.0%

Value	Count	Frequency (%)
193	1	3.0%
80	1	3.0%
76	1	3.0%
66	1	3.0%
55	1	3.0%
48	1	3.0%
46	1	3.0%
44	2	6.1%
43	1	3.0%
40	2	6.1%

치과위생사
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	14
Distinct (%)	66.7%
Missing	12
Missing (%)	36.4%
Infinite	0
Infinite (%)	0.0%
Mean	19.285714

Minimum	0
Maximum	48
Zeros	4
Zeros (%)	12.1%
Negative	0
Negative (%)	0.0%
Memory size	429.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	18
Q3	29
95-th percentile	42
Maximum	48
Range	48
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	14.139105
Coefficient of variation (CV)	0.73313877
Kurtosis	-0.5970113
Mean	19.285714
Median Absolute Deviation (MAD)	11
Skewness	0.19809916
Sum	405
Variance	199.91429
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	4	12.1%
29	2	6.1%
25	2	6.1%
16	2	6.1%
17	2	6.1%
42	1	3.0%
37	1	3.0%
31	1	3.0%
22	1	3.0%
18	1	3.0%
Other values (4)	4	12.1%
(Missing)	12	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	12.1%
4	1	3.0%
6	1	3.0%
16	2	6.1%
17	2	6.1%
18	1	3.0%
22	1	3.0%
23	1	3.0%
25	2	6.1%
29	2	6.1%

Value	Count	Frequency (%)
48	1	3.0%
42	1	3.0%
37	1	3.0%
31	1	3.0%
29	2	6.1%
25	2	6.1%
23	1	3.0%
22	1	3.0%
18	1	3.0%
17	2	6.1%

보건의료정보관리사
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	15
Distinct (%)	71.4%
Missing	12
Missing (%)	36.4%
Infinite	0
Infinite (%)	0.0%
Mean	10.190476

Minimum	0
Maximum	41
Zeros	4
Zeros (%)	12.1%
Negative	0
Negative (%)	0.0%
Memory size	429.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	10
Q3	14
95-th percentile	19
Maximum	41
Range	41
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	9.4584304
Coefficient of variation (CV)	0.92816373
Kurtosis	4.6632448
Mean	10.190476
Median Absolute Deviation (MAD)	6
Skewness	1.7046799
Sum	214
Variance	89.461905
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	4	12.1%
10	3	9.1%
19	2	6.1%
14	1	3.0%
12	1	3.0%
9	1	3.0%
8	1	3.0%
16	1	3.0%
4	1	3.0%
11	1	3.0%
Other values (5)	5	15.2%
(Missing)	12	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	12.1%
2	1	3.0%
4	1	3.0%
5	1	3.0%
6	1	3.0%
8	1	3.0%
9	1	3.0%
10	3	9.1%
11	1	3.0%
12	1	3.0%

Value	Count	Frequency (%)
41	1	3.0%
19	2	6.1%
18	1	3.0%
16	1	3.0%
14	1	3.0%
12	1	3.0%
11	1	3.0%
10	3	9.1%
9	1	3.0%
8	1	3.0%

안경사
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	19
Distinct (%)	90.5%
Missing	12
Missing (%)	36.4%
Infinite	0
Infinite (%)	0.0%
Mean	93.571429

Minimum	0
Maximum	341
Zeros	3
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	429.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	55
median	84
Q3	124
95-th percentile	177
Maximum	341
Range	341
Interquartile range (IQR)	69

Descriptive statistics

Standard deviation	77.24414
Coefficient of variation (CV)	0.82550989
Kurtosis	4.3802039
Mean	93.571429
Median Absolute Deviation (MAD)	33
Skewness	1.5594674
Sum	1965
Variance	5966.6571
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	3	9.1%
100	1	3.0%
341	1	3.0%
71	1	3.0%
1	1	3.0%
131	1	3.0%
51	1	3.0%
78	1	3.0%
66	1	3.0%
176	1	3.0%
Other values (9)	9	27.3%
(Missing)	12	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	9.1%
1	1	3.0%
51	1	3.0%
55	1	3.0%
66	1	3.0%
71	1	3.0%
73	1	3.0%
78	1	3.0%
84	1	3.0%
97	1	3.0%

Value	Count	Frequency (%)
341	1	3.0%
177	1	3.0%
176	1	3.0%
134	1	3.0%
131	1	3.0%
124	1	3.0%
104	1	3.0%
102	1	3.0%
100	1	3.0%
97	1	3.0%

약사
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	21
Distinct (%)	100.0%
Missing	12
Missing (%)	36.4%
Infinite	0
Infinite (%)	0.0%
Mean	348.2381

Minimum	11
Maximum	1898
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	429.0 B

Quantile statistics

Minimum	11
5-th percentile	14
Q1	210
median	265
Q3	350
95-th percentile	589
Maximum	1898
Range	1887
Interquartile range (IQR)	140

Descriptive statistics

Standard deviation	391.82176
Coefficient of variation (CV)	1.1251548
Kurtosis	13.18142
Mean	348.2381
Median Absolute Deviation (MAD)	85
Skewness	3.2969502
Sum	7313
Variance	153524.29
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
325	1	3.0%
1898	1	3.0%
263	1	3.0%
11	1	3.0%
14	1	3.0%
465	1	3.0%
172	1	3.0%
21	1	3.0%
20	1	3.0%
259	1	3.0%
Other values (11)	11	33.3%
(Missing)	12	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	1	3.0%
14	1	3.0%
20	1	3.0%
21	1	3.0%
172	1	3.0%
210	1	3.0%
231	1	3.0%
248	1	3.0%
259	1	3.0%
263	1	3.0%

Value	Count	Frequency (%)
1898	1	3.0%
589	1	3.0%
546	1	3.0%
479	1	3.0%
465	1	3.0%
350	1	3.0%
336	1	3.0%
325	1	3.0%
315	1	3.0%
296	1	3.0%

한약사
Categorical

Distinct	6
Distinct (%)	18.2%
Missing	0
Missing (%)	0.0%
Memory size	396.0 B

<NA>	12
0	9
1	6
2	3
4	2

Length

Max length	4
Median length	1
Mean length	2.0909091
Min length	1

Unique

Unique	1 ?
Unique (%)	3.0%

Sample

1st row	2
2nd row	1
3rd row	0
4th row	4
5th row	3

Common Values

Value	Count	Frequency (%)
<NA>	12	36.4%
0	9	27.3%
1	6	18.2%
2	3	9.1%
4	2	6.1%
3	1	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	12	36.4%
0	9	27.3%
1	6	18.2%
2	3	9.1%
4	2	6.1%
3	1	3.0%

1급응급구조사
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	12
Distinct (%)	57.1%
Missing	12
Missing (%)	36.4%
Infinite	0
Infinite (%)	0.0%
Mean	6.7142857

Minimum	0
Maximum	18
Zeros	4
Zeros (%)	12.1%
Negative	0
Negative (%)	0.0%
Memory size	429.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	7
Q3	9
95-th percentile	15
Maximum	18
Range	18
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.1782512
Coefficient of variation (CV)	0.77122891
Kurtosis	-0.3846877
Mean	6.7142857
Median Absolute Deviation (MAD)	3
Skewness	0.4529924
Sum	141
Variance	26.814286
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
9	4	12.1%
0	4	12.1%
5	2	6.1%
7	2	6.1%
4	2	6.1%
15	1	3.0%
3	1	3.0%
14	1	3.0%
11	1	3.0%
18	1	3.0%
Other values (2)	2	6.1%
(Missing)	12	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	12.1%
2	1	3.0%
3	1	3.0%
4	2	6.1%
5	2	6.1%
7	2	6.1%
9	4	12.1%
10	1	3.0%
11	1	3.0%
14	1	3.0%

Value	Count	Frequency (%)
18	1	3.0%
15	1	3.0%
14	1	3.0%
11	1	3.0%
10	1	3.0%
9	4	12.1%
7	2	6.1%
5	2	6.1%
4	2	6.1%
3	1	3.0%

2급응급구조사
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	16
Distinct (%)	76.2%
Missing	12
Missing (%)	36.4%
Infinite	0
Infinite (%)	0.0%
Mean	11.47619

Minimum	0
Maximum	24
Zeros	4
Zeros (%)	12.1%
Negative	0
Negative (%)	0.0%
Memory size	429.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	11
Q3	20
95-th percentile	23
Maximum	24
Range	24
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	8.3163637
Coefficient of variation (CV)	0.72466239
Kurtosis	-1.3749794
Mean	11.47619
Median Absolute Deviation (MAD)	8
Skewness	-0.0011839036
Sum	241
Variance	69.161905
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	4	12.1%
7	2	6.1%
20	2	6.1%
3	1	3.0%
13	1	3.0%
8	1	3.0%
9	1	3.0%
6	1	3.0%
24	1	3.0%
11	1	3.0%
Other values (6)	6	18.2%
(Missing)	12	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	12.1%
3	1	3.0%
6	1	3.0%
7	2	6.1%
8	1	3.0%
9	1	3.0%
11	1	3.0%
13	1	3.0%
14	1	3.0%
16	1	3.0%

Value	Count	Frequency (%)
24	1	3.0%
23	1	3.0%
22	1	3.0%
21	1	3.0%
20	2	6.1%
17	1	3.0%
16	1	3.0%
14	1	3.0%
13	1	3.0%
11	1	3.0%

영양사
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	17
Distinct (%)	81.0%
Missing	12
Missing (%)	36.4%
Infinite	0
Infinite (%)	0.0%
Mean	102.57143

Minimum	0
Maximum	437
Zeros	4
Zeros (%)	12.1%
Negative	0
Negative (%)	0.0%
Memory size	429.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	65
median	90
Q3	119
95-th percentile	189
Maximum	437
Range	437
Interquartile range (IQR)	54

Descriptive statistics

Standard deviation	93.693421
Coefficient of variation (CV)	0.91344561
Kurtosis	7.9247895
Mean	102.57143
Median Absolute Deviation (MAD)	29
Skewness	2.2857385
Sum	2154
Variance	8778.4571
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	4	12.1%
114	2	6.1%
77	1	3.0%
437	1	3.0%
65	1	3.0%
134	1	3.0%
59	1	3.0%
86	1	3.0%
174	1	3.0%
101	1	3.0%
Other values (7)	7	21.2%
(Missing)	12	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	12.1%
59	1	3.0%
65	1	3.0%
76	1	3.0%
77	1	3.0%
78	1	3.0%
86	1	3.0%
90	1	3.0%
96	1	3.0%
101	1	3.0%

Value	Count	Frequency (%)
437	1	3.0%
189	1	3.0%
174	1	3.0%
145	1	3.0%
134	1	3.0%
119	1	3.0%
114	2	6.1%
101	1	3.0%
96	1	3.0%
90	1	3.0%

간호조무사
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	8
Distinct (%)	38.1%
Missing	12
Missing (%)	36.4%
Infinite	0
Infinite (%)	0.0%
Mean	544.38095

Minimum	0
Maximum	6501
Zeros	14
Zeros (%)	42.4%
Negative	0
Negative (%)	0.0%
Memory size	429.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	645
95-th percentile	1143
Maximum	6501
Range	6501
Interquartile range (IQR)	645

Descriptive statistics

Standard deviation	1419.8714
Coefficient of variation (CV)	2.6082313
Kurtosis	17.435962
Mean	544.38095
Median Absolute Deviation (MAD)	0
Skewness	4.0431995
Sum	11432
Variance	2016034.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	14	42.4%
1002	1	3.0%
591	1	3.0%
1143	1	3.0%
820	1	3.0%
645	1	3.0%
730	1	3.0%
6501	1	3.0%
(Missing)	12	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	42.4%
591	1	3.0%
645	1	3.0%
730	1	3.0%
820	1	3.0%
1002	1	3.0%
1143	1	3.0%
6501	1	3.0%

Value	Count	Frequency (%)
6501	1	3.0%
1143	1	3.0%
1002	1	3.0%
820	1	3.0%
730	1	3.0%
645	1	3.0%
591	1	3.0%
0	14	42.4%

Phik (φk)
Auto

Heatmap
Table

	연도	의사	치과의사	한의사	간호사	조산사	임상병리사	방사선사	물리치료사	작업치료사	치과기공사	치과위생사	보건의료정보관리사	안경사	약사	한약사	1급응급구조사	2급응급구조사	영양사	간호조무사
연도	1.000	0.000	0.000	0.000	0.323	0.325	0.000	0.000	0.610	0.000	0.000	0.483	0.287	0.784	0.433	0.500	0.383	0.000	0.287	0.631
의사	0.000	1.000	0.961	0.962	0.793	0.731	0.843	0.799	0.802	0.842	0.861	0.836	0.832	0.840	0.890	0.000	0.648	0.614	0.908	0.000
치과의사	0.000	0.961	1.000	0.915	0.886	0.856	0.892	0.842	0.755	0.445	0.885	0.682	0.748	0.797	0.769	0.000	0.575	0.627	0.865	0.000
한의사	0.000	0.962	0.915	1.000	0.775	0.775	0.798	0.715	0.831	0.548	0.770	0.845	0.820	0.796	0.760	0.000	0.393	0.421	0.867	0.000
간호사	0.323	0.793	0.886	0.775	1.000	0.854	0.993	0.961	0.799	0.573	0.987	0.834	0.966	0.931	0.818	0.399	0.812	0.760	0.977	0.000
조산사	0.325	0.731	0.856	0.775	0.854	1.000	0.877	0.801	0.774	0.000	0.877	0.751	0.734	0.781	0.914	0.318	0.771	0.887	0.877	0.000
임상병리사	0.000	0.843	0.892	0.798	0.993	0.877	1.000	0.977	0.851	0.393	0.992	0.877	0.942	0.953	0.856	0.546	0.876	0.831	0.991	0.000
방사선사	0.000	0.799	0.842	0.715	0.961	0.801	0.977	1.000	0.869	0.626	0.957	0.847	0.949	0.962	0.822	0.570	0.804	0.771	0.956	0.000
물리치료사	0.610	0.802	0.755	0.831	0.799	0.774	0.851	0.869	1.000	0.000	0.856	0.797	0.843	0.921	0.866	0.691	0.708	0.616	0.883	0.000
작업치료사	0.000	0.842	0.445	0.548	0.573	0.000	0.393	0.626	0.000	1.000	0.369	0.744	0.496	0.272	0.468	0.547	0.853	0.000	0.501	0.411
치과기공사	0.000	0.861	0.885	0.770	0.987	0.877	0.992	0.957	0.856	0.369	1.000	0.856	0.927	0.944	0.852	0.371	0.873	0.827	0.983	0.000
치과위생사	0.483	0.836	0.682	0.845	0.834	0.751	0.877	0.847	0.797	0.744	0.856	1.000	0.821	0.897	0.948	0.591	0.901	0.801	0.844	0.489
보건의료정보관리사	0.287	0.832	0.748	0.820	0.966	0.734	0.942	0.949	0.843	0.496	0.927	0.821	1.000	0.960	0.812	0.585	0.773	0.640	0.952	0.340
안경사	0.784	0.840	0.797	0.796	0.931	0.781	0.953	0.962	0.921	0.272	0.944	0.897	0.960	1.000	0.850	0.416	0.820	0.811	0.969	0.700
약사	0.433	0.890	0.769	0.760	0.818	0.914	0.856	0.822	0.866	0.468	0.852	0.948	0.812	0.850	1.000	0.587	0.854	0.610	0.871	0.000
한약사	0.500	0.000	0.000	0.000	0.399	0.318	0.546	0.570	0.691	0.547	0.371	0.591	0.585	0.416	0.587	1.000	0.632	0.629	0.243	0.227
1급응급구조사	0.383	0.648	0.575	0.393	0.812	0.771	0.876	0.804	0.708	0.853	0.873	0.901	0.773	0.820	0.854	0.632	1.000	0.810	0.865	0.647
2급응급구조사	0.000	0.614	0.627	0.421	0.760	0.887	0.831	0.771	0.616	0.000	0.827	0.801	0.640	0.811	0.610	0.629	0.810	1.000	0.852	0.943
영양사	0.287	0.908	0.865	0.867	0.977	0.877	0.991	0.956	0.883	0.501	0.983	0.844	0.952	0.969	0.871	0.243	0.865	0.852	1.000	0.222
간호조무사	0.631	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.411	0.000	0.489	0.340	0.700	0.000	0.227	0.647	0.943	0.222	1.000

Heatmap
Table

	연도	의사	치과의사	한의사	간호사	조산사	임상병리사	방사선사	물리치료사	작업치료사	치과기공사	치과위생사	보건의료정보관리사	안경사	약사	1급응급구조사	2급응급구조사	영양사	간호조무사	한약사
연도	1.000	0.160	0.136	0.081	0.359	-0.023	0.301	0.365	0.451	0.675	0.240	0.525	0.437	0.450	0.455	0.550	0.650	0.461	0.787	0.212
의사	0.160	1.000	0.913	0.929	0.888	0.838	0.867	0.884	0.790	0.558	0.909	0.727	0.738	0.835	0.845	0.755	0.659	0.865	0.072	0.000
치과의사	0.136	0.913	1.000	0.839	0.889	0.862	0.772	0.874	0.718	0.425	0.904	0.718	0.736	0.718	0.762	0.650	0.541	0.812	-0.035	0.000
한의사	0.081	0.929	0.839	1.000	0.803	0.862	0.809	0.781	0.742	0.422	0.839	0.640	0.700	0.796	0.770	0.753	0.643	0.766	0.081	0.000
간호사	0.359	0.888	0.889	0.803	1.000	0.801	0.910	0.967	0.898	0.664	0.929	0.859	0.885	0.897	0.904	0.791	0.772	0.956	0.207	0.249
조산사	-0.023	0.838	0.862	0.862	0.801	1.000	0.709	0.768	0.711	0.234	0.884	0.557	0.689	0.648	0.623	0.572	0.454	0.679	-0.167	0.059
임상병리사	0.301	0.867	0.772	0.809	0.910	0.709	1.000	0.891	0.859	0.708	0.842	0.807	0.785	0.889	0.905	0.779	0.788	0.912	0.190	0.380
방사선사	0.365	0.884	0.874	0.781	0.967	0.768	0.891	1.000	0.877	0.643	0.913	0.860	0.830	0.884	0.903	0.769	0.761	0.936	0.250	0.364
물리치료사	0.451	0.790	0.718	0.742	0.898	0.711	0.859	0.877	1.000	0.639	0.859	0.829	0.885	0.960	0.910	0.839	0.839	0.926	0.385	0.490
작업치료사	0.675	0.558	0.425	0.422	0.664	0.234	0.708	0.643	0.639	1.000	0.535	0.691	0.618	0.714	0.723	0.692	0.835	0.742	0.532	0.311
치과기공사	0.240	0.909	0.904	0.839	0.929	0.884	0.842	0.913	0.859	0.535	1.000	0.764	0.770	0.827	0.808	0.779	0.695	0.882	0.040	0.224
치과위생사	0.525	0.727	0.718	0.640	0.859	0.557	0.807	0.860	0.829	0.691	0.764	1.000	0.887	0.865	0.919	0.785	0.789	0.932	0.457	0.309
보건의료정보관리사	0.437	0.738	0.736	0.700	0.885	0.689	0.785	0.830	0.885	0.618	0.770	0.887	1.000	0.876	0.860	0.702	0.725	0.885	0.365	0.417
안경사	0.450	0.835	0.718	0.796	0.897	0.648	0.889	0.884	0.960	0.714	0.827	0.865	0.876	1.000	0.957	0.893	0.873	0.955	0.444	0.263
약사	0.455	0.845	0.762	0.770	0.904	0.623	0.905	0.903	0.910	0.723	0.808	0.919	0.860	0.957	1.000	0.836	0.825	0.976	0.404	0.230
1급응급구조사	0.550	0.755	0.650	0.753	0.791	0.572	0.779	0.769	0.839	0.692	0.779	0.785	0.702	0.893	0.836	1.000	0.915	0.858	0.526	0.319
2급응급구조사	0.650	0.659	0.541	0.643	0.772	0.454	0.788	0.761	0.839	0.835	0.695	0.789	0.725	0.873	0.825	0.915	1.000	0.836	0.659	0.206
영양사	0.461	0.865	0.812	0.766	0.956	0.679	0.912	0.936	0.926	0.742	0.882	0.932	0.885	0.955	0.976	0.858	0.836	1.000	0.345	0.108
간호조무사	0.787	0.072	-0.035	0.081	0.207	-0.167	0.190	0.250	0.385	0.532	0.040	0.457	0.365	0.444	0.404	0.526	0.659	0.345	1.000	0.130
한약사	0.212	0.000	0.000	0.000	0.249	0.059	0.380	0.364	0.490	0.311	0.224	0.309	0.417	0.263	0.230	0.319	0.206	0.108	0.130	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	연도	의사	치과의사	한의사	간호사	조산사	임상병리사	방사선사	물리치료사	작업치료사	치과기공사	치과위생사	보건의료정보관리사	안경사	약사	한약사	1급응급구조사	2급응급구조사	영양사	간호조무사
0	2023	469	95	88	403	55	103	92	58	7	66	42	14	176	589	2	15	24	174	1002
1	2022	241	56	50	241	43	71	43	39	3	36	29	19	100	325	1	3	11	101	591
2	2021	335	70	64	253	35	52	49	34	4	37	25	12	104	336	0	9	14	114	1143
3	2020	616	105	196	340	57	74	53	42	5	48	37	19	134	479	4	14	23	145	820
4	2019	282	68	58	269	33	80	53	32	7	40	31	9	97	350	3	9	21	119	645
5	2018	275	45	65	219	33	55	36	37	6	40	22	10	124	296	1	11	22	96	730
6	2017	235	47	61	208	49	45	37	37	0	36	16	8	84	248	2	9	17	76	6501
7	2016	378	75	90	345	75	82	52	42	4	55	16	10	102	315	4	9	20	114	0
8	2015	655	140	162	469	109	141	81	56	3	80	29	16	177	546	2	18	16	189	0
9	2014	312	60	57	208	49	47	39	33	1	44	18	4	73	265	0	5	7	90	0

	연도	의사	치과의사	한의사	간호사	조산사	임상병리사	방사선사	물리치료사	작업치료사	치과기공사	치과위생사	보건의료정보관리사	안경사	약사	한약사	1급응급구조사	2급응급구조사	영양사	간호조무사
23	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
24	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
25	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
26	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
27	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
28	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
29	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
30	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
31	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
32	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

Most frequently occurring

	연도	의사	치과의사	한의사	간호사	조산사	임상병리사	방사선사	물리치료사	작업치료사	치과기공사	치과위생사	보건의료정보관리사	안경사	약사	한약사	1급응급구조사	2급응급구조사	영양사	간호조무사	# duplicates
0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	12

Overview

Variables

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring