gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	77
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	10.7 KiB
Average record size in memory	141.7 B

Variable types

Categorical	3
Text	1
Numeric	12

Dataset

Description	인천광역시 주요관광지점 입장객 현황에 데이터로 시도명, 군구명, 관광지명, 내외국인 구분, 월별 입장객수를 제공합니다.
URL	https://www.data.go.kr/data/15119916/fileData.do

Alerts

`시도` has constant value ""	Constant
`2022-01` is highly overall correlated with `2022-02` and 10 other fields	High correlation
`2022-02` is highly overall correlated with `2022-01` and 10 other fields	High correlation
`2022-03` is highly overall correlated with `2022-01` and 10 other fields	High correlation
`2022-04` is highly overall correlated with `2022-01` and 10 other fields	High correlation
`2022-05` is highly overall correlated with `2022-01` and 10 other fields	High correlation
`2022-06` is highly overall correlated with `2022-01` and 10 other fields	High correlation
`2022-07` is highly overall correlated with `2022-01` and 10 other fields	High correlation
`2022-08` is highly overall correlated with `2022-01` and 10 other fields	High correlation
`2022-09` is highly overall correlated with `2022-01` and 10 other fields	High correlation
`2022-10` is highly overall correlated with `2022-01` and 10 other fields	High correlation
`2022-11` is highly overall correlated with `2022-01` and 10 other fields	High correlation
`2022-12` is highly overall correlated with `2022-01` and 10 other fields	High correlation
`2022-01` has 21 (27.3%) zeros	Zeros
`2022-02` has 21 (27.3%) zeros	Zeros
`2022-03` has 21 (27.3%) zeros	Zeros
`2022-04` has 17 (22.1%) zeros	Zeros
`2022-05` has 14 (18.2%) zeros	Zeros
`2022-06` has 15 (19.5%) zeros	Zeros
`2022-07` has 15 (19.5%) zeros	Zeros
`2022-08` has 14 (18.2%) zeros	Zeros
`2022-09` has 14 (18.2%) zeros	Zeros
`2022-10` has 15 (19.5%) zeros	Zeros
`2022-11` has 15 (19.5%) zeros	Zeros
`2022-12` has 14 (18.2%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 07:02:13.293349
Analysis finished	2023-12-12 07:02:28.925285
Duration	15.63 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

시도
Categorical

CONSTANT

Distinct	1
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	748.0 B

인천광역시	77

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
인천광역시	77	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
인천광역시	77	100.0%

군구
Categorical

Distinct	10
Distinct (%)	13.0%
Missing	0
Missing (%)	0.0%
Memory size	748.0 B

강화군	22
중구	19
옹진군	8
연수구	8
부평구	6
Other values (5)	14

Length

Max length	4
Median length	3
Mean length	2.6753247
Min length	2

Unique

Unique	2 ?
Unique (%)	2.6%

Sample

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

Common Values

Value	Count	Frequency (%)
강화군	22	28.6%
중구	19	24.7%
옹진군	8	10.4%
연수구	8	10.4%
부평구	6	7.8%
남동구	5	6.5%
동구	4	5.2%
서구	3	3.9%
미추홀구	1	1.3%
계양구	1	1.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
강화군	22	28.6%
중구	19	24.7%
옹진군	8	10.4%
연수구	8	10.4%
부평구	6	7.8%
남동구	5	6.5%
동구	4	5.2%
서구	3	3.9%
미추홀구	1	1.3%
계양구	1	1.3%

관광지
Text

Distinct	55
Distinct (%)	71.4%
Missing	0
Missing (%)	0.0%
Memory size	748.0 B

Length

Max length	15
Median length	13
Mean length	6.9350649
Min length	3

Characters and Unicode

Total characters	534
Distinct characters	151
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	33 ?
Unique (%)	42.9%

Sample

1st row	강화 농경문화관
2nd row	강화갯벌센터
3rd row	강화갯벌센터
4th row	강화나들길(1코스~20코스)
5th row	강화석모도 미네랄 온천

Value	Count	Frequency (%)
유람선	4	4.3%
수도국산달동네박물관	2	2.2%
소래역사관	2	2.2%
인천도시역사관	2	2.2%
근대건축전시관	2	2.2%
부평아트센터	2	2.2%
강화갯벌센터	2	2.2%
월미도	2	2.2%
영흥에너지파크	2	2.2%
가천박물관	2	2.2%
Other values (57)	71	76.3%

Most occurring characters

Value	Count	Frequency (%)
관	43	8.1%
화	24	4.5%
	17	3.2%
박	17	3.2%
물	17	3.2%
천	16	3.0%
강	15	2.8%
사	15	2.8%
인	11	2.1%
전	11	2.1%
Other values (141)	348	65.2%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	509	95.3%
Space Separator	17	3.2%
Decimal Number	5	0.9%
Open Punctuation	1	0.2%
Math Symbol	1	0.2%
Close Punctuation	1	0.2%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
관	43	8.4%
화	24	4.7%
박	17	3.3%
물	17	3.3%
천	16	3.1%
강	15	2.9%
사	15	2.9%
인	11	2.2%
전	11	2.2%
도	10	2.0%
Other values (133)	330	64.8%

Decimal Number

Value	Count	Frequency (%)
5	2	40.0%
1	1	20.0%
2	1	20.0%
0	1	20.0%

Space Separator

Value	Count	Frequency (%)
	17	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1	100.0%

Math Symbol

Value	Count	Frequency (%)
~	1	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	509	95.3%
Common	25	4.7%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
관	43	8.4%
화	24	4.7%
박	17	3.3%
물	17	3.3%
천	16	3.1%
강	15	2.9%
사	15	2.9%
인	11	2.2%
전	11	2.2%
도	10	2.0%
Other values (133)	330	64.8%

Common

Value	Count	Frequency (%)
	17	68.0%
5	2	8.0%
(	1	4.0%
1	1	4.0%
~	1	4.0%
2	1	4.0%
0	1	4.0%
)	1	4.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	509	95.3%
ASCII	25	4.7%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
관	43	8.4%
화	24	4.7%
박	17	3.3%
물	17	3.3%
천	16	3.1%
강	15	2.9%
사	15	2.9%
인	11	2.2%
전	11	2.2%
도	10	2.0%
Other values (133)	330	64.8%

ASCII

Value	Count	Frequency (%)
	17	68.0%
5	2	8.0%
(	1	4.0%
1	1	4.0%
~	1	4.0%
2	1	4.0%
0	1	4.0%
)	1	4.0%

내외국인
Categorical

Distinct	2
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Memory size	748.0 B

내국인	55
외국인	22

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	내국인
2nd row	내국인
3rd row	외국인
4th row	내국인
5th row	내국인

Common Values

Value	Count	Frequency (%)
내국인	55	71.4%
외국인	22	28.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
내국인	55	71.4%
외국인	22	28.6%

2022-01
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	57
Distinct (%)	74.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3684.0649

Minimum	0
Maximum	45590
Zeros	21
Zeros (%)	27.3%
Negative	0
Negative (%)	0.0%
Memory size	825.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	823
Q3	3175
95-th percentile	17483.2
Maximum	45590
Range	45590
Interquartile range (IQR)	3175

Descriptive statistics

Standard deviation	7930.5912
Coefficient of variation (CV)	2.1526741
Kurtosis	13.871648
Mean	3684.0649
Median Absolute Deviation (MAD)	823
Skewness	3.5259527
Sum	283673
Variance	62894277
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21	27.3%
84	1	1.3%
22	1	1.3%
4473	1	1.3%
69	1	1.3%
1998	1	1.3%
13	1	1.3%
3654	1	1.3%
325	1	1.3%
410	1	1.3%
Other values (47)	47	61.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21	27.3%
1	1	1.3%
3	1	1.3%
10	1	1.3%
13	1	1.3%
22	1	1.3%
28	1	1.3%
69	1	1.3%
84	1	1.3%
136	1	1.3%

Value	Count	Frequency (%)
45590	1	1.3%
37217	1	1.3%
25088	1	1.3%
20588	1	1.3%
16707	1	1.3%
15837	1	1.3%
15732	1	1.3%
9427	1	1.3%
9049	1	1.3%
8160	1	1.3%

2022-02
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	57
Distinct (%)	74.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3392.6364

Minimum	0
Maximum	39625
Zeros	21
Zeros (%)	27.3%
Negative	0
Negative (%)	0.0%
Memory size	825.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	574
Q3	2587
95-th percentile	13418.4
Maximum	39625
Range	39625
Interquartile range (IQR)	2587

Descriptive statistics

Standard deviation	7302.8654
Coefficient of variation (CV)	2.1525635
Kurtosis	13.991318
Mean	3392.6364
Median Absolute Deviation (MAD)	574
Skewness	3.5627775
Sum	261233
Variance	53331842
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21	27.3%
158	1	1.3%
23	1	1.3%
4119	1	1.3%
34	1	1.3%
2329	1	1.3%
17	1	1.3%
4051	1	1.3%
404	1	1.3%
388	1	1.3%
Other values (47)	47	61.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21	27.3%
3	1	1.3%
6	1	1.3%
17	1	1.3%
23	1	1.3%
34	1	1.3%
48	1	1.3%
55	1	1.3%
67	1	1.3%
81	1	1.3%

Value	Count	Frequency (%)
39625	1	1.3%
37729	1	1.3%
25853	1	1.3%
13484	1	1.3%
13402	1	1.3%
13174	1	1.3%
13019	1	1.3%
11373	1	1.3%
10538	1	1.3%
7698	1	1.3%

2022-03
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	57
Distinct (%)	74.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3829.0909

Minimum	0
Maximum	48535
Zeros	21
Zeros (%)	27.3%
Negative	0
Negative (%)	0.0%
Memory size	825.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	685
Q3	3261
95-th percentile	19836.8
Maximum	48535
Range	48535
Interquartile range (IQR)	3261

Descriptive statistics

Standard deviation	8969.6725
Coefficient of variation (CV)	2.3425071
Kurtosis	14.393994
Mean	3829.0909
Median Absolute Deviation (MAD)	685
Skewness	3.7121935
Sum	294840
Variance	80455025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21	27.3%
107	1	1.3%
48535	1	1.3%
2446	1	1.3%
10	1	1.3%
3261	1	1.3%
273	1	1.3%
142	1	1.3%
310	1	1.3%
1816	1	1.3%
Other values (47)	47	61.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21	27.3%
2	1	1.3%
10	1	1.3%
11	1	1.3%
12	1	1.3%
15	1	1.3%
40	1	1.3%
71	1	1.3%
107	1	1.3%
142	1	1.3%

Value	Count	Frequency (%)
48535	1	1.3%
45426	1	1.3%
31273	1	1.3%
28116	1	1.3%
17767	1	1.3%
13226	1	1.3%
12138	1	1.3%
7895	1	1.3%
7749	1	1.3%
6325	1	1.3%

2022-04
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	61
Distinct (%)	79.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6560.6883

Minimum	0
Maximum	69426
Zeros	17
Zeros (%)	22.1%
Negative	0
Negative (%)	0.0%
Memory size	825.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9
median	1800
Q3	6179
95-th percentile	41250.4
Maximum	69426
Range	69426
Interquartile range (IQR)	6170

Descriptive statistics

Standard deviation	13584.074
Coefficient of variation (CV)	2.0705258
Kurtosis	10.782363
Mean	6560.6883
Median Absolute Deviation (MAD)	1800
Skewness	3.2556095
Sum	505173
Variance	1.8452707 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17	22.1%
171	1	1.3%
132	1	1.3%
6179	1	1.3%
43	1	1.3%
4586	1	1.3%
50	1	1.3%
4404	1	1.3%
347	1	1.3%
402	1	1.3%
Other values (51)	51	66.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	22.1%
1	1	1.3%
3	1	1.3%
9	1	1.3%
43	1	1.3%
50	1	1.3%
132	1	1.3%
146	1	1.3%
161	1	1.3%
171	1	1.3%

Value	Count	Frequency (%)
69426	1	1.3%
63972	1	1.3%
47411	1	1.3%
46680	1	1.3%
39893	1	1.3%
22271	1	1.3%
17440	1	1.3%
17402	1	1.3%
13092	1	1.3%
11947	1	1.3%

2022-05
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	64
Distinct (%)	83.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9039.6364

Minimum	0
Maximum	111958
Zeros	14
Zeros (%)	18.2%
Negative	0
Negative (%)	0.0%
Memory size	825.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	48
median	2579
Q3	9659
95-th percentile	47324.2
Maximum	111958
Range	111958
Interquartile range (IQR)	9611

Descriptive statistics

Standard deviation	17540.392
Coefficient of variation (CV)	1.9403869
Kurtosis	16.210808
Mean	9039.6364
Median Absolute Deviation (MAD)	2579
Skewness	3.618825
Sum	696052
Variance	3.0766535 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14	18.2%
397	1	1.3%
444	1	1.3%
13607	1	1.3%
904	1	1.3%
2	1	1.3%
5574	1	1.3%
1282	1	1.3%
348	1	1.3%
5830	1	1.3%
Other values (54)	54	70.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	18.2%
2	1	1.3%
10	1	1.3%
12	1	1.3%
17	1	1.3%
34	1	1.3%
48	1	1.3%
53	1	1.3%
162	1	1.3%
261	1	1.3%

Value	Count	Frequency (%)
111958	1	1.3%
58232	1	1.3%
51406	1	1.3%
50413	1	1.3%
46552	1	1.3%
46440	1	1.3%
27765	1	1.3%
18462	1	1.3%
18430	1	1.3%
18139	1	1.3%

2022-06
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	63
Distinct (%)	81.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6768.2468

Minimum	0
Maximum	52399
Zeros	15
Zeros (%)	19.5%
Negative	0
Negative (%)	0.0%
Memory size	825.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	38
median	2388
Q3	7842
95-th percentile	39468
Maximum	52399
Range	52399
Interquartile range (IQR)	7804

Descriptive statistics

Standard deviation	11423.906
Coefficient of variation (CV)	1.6878678
Kurtosis	6.2039849
Mean	6768.2468
Median Absolute Deviation (MAD)	2388
Skewness	2.5362825
Sum	521155
Variance	1.3050562 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15	19.5%
239	1	1.3%
6990	1	1.3%
7842	1	1.3%
119	1	1.3%
5423	1	1.3%
38	1	1.3%
5512	1	1.3%
658	1	1.3%
371	1	1.3%
Other values (53)	53	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	19.5%
3	1	1.3%
4	1	1.3%
13	1	1.3%
16	1	1.3%
38	1	1.3%
57	1	1.3%
119	1	1.3%
234	1	1.3%
239	1	1.3%

Value	Count	Frequency (%)
52399	1	1.3%
44110	1	1.3%
44081	1	1.3%
42656	1	1.3%
38671	1	1.3%
23749	1	1.3%
20726	1	1.3%
18524	1	1.3%
18304	1	1.3%
16846	1	1.3%

2022-07
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	61
Distinct (%)	79.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6200.1948

Minimum	0
Maximum	53629
Zeros	15
Zeros (%)	19.5%
Negative	0
Negative (%)	0.0%
Memory size	825.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	121
median	2335
Q3	7600
95-th percentile	27940
Maximum	53629
Range	53629
Interquartile range (IQR)	7479

Descriptive statistics

Standard deviation	10113.518
Coefficient of variation (CV)	1.6311613
Kurtosis	7.759209
Mean	6200.1948
Median Absolute Deviation (MAD)	2335
Skewness	2.6537935
Sum	477415
Variance	1.0228324 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15	19.5%
5	2	2.6%
42	2	2.6%
2728	1	1.3%
1454	1	1.3%
10313	1	1.3%
14011	1	1.3%
7289	1	1.3%
447	1	1.3%
4376	1	1.3%
Other values (51)	51	66.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	19.5%
5	2	2.6%
42	2	2.6%
121	1	1.3%
159	1	1.3%
258	1	1.3%
265	1	1.3%
297	1	1.3%
320	1	1.3%
324	1	1.3%

Value	Count	Frequency (%)
53629	1	1.3%
38832	1	1.3%
37229	1	1.3%
31268	1	1.3%
27108	1	1.3%
25153	1	1.3%
23332	1	1.3%
17053	1	1.3%
15072	1	1.3%
14011	1	1.3%

2022-08
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	63
Distinct (%)	81.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6974.8831

Minimum	0
Maximum	70148
Zeros	14
Zeros (%)	18.2%
Negative	0
Negative (%)	0.0%
Memory size	825.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	34
median	2370
Q3	9251
95-th percentile	30871
Maximum	70148
Range	70148
Interquartile range (IQR)	9217

Descriptive statistics

Standard deviation	12059.996
Coefficient of variation (CV)	1.7290607
Kurtosis	11.818459
Mean	6974.8831
Median Absolute Deviation (MAD)	2370
Skewness	3.1408099
Sum	537066
Variance	1.4544351 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14	18.2%
752	2	2.6%
282	1	1.3%
5393	1	1.3%
17531	1	1.3%
9251	1	1.3%
452	1	1.3%
4800	1	1.3%
34	1	1.3%
6360	1	1.3%
Other values (53)	53	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	18.2%
1	1	1.3%
3	1	1.3%
18	1	1.3%
24	1	1.3%
26	1	1.3%
34	1	1.3%
160	1	1.3%
273	1	1.3%
282	1	1.3%

Value	Count	Frequency (%)
70148	1	1.3%
52521	1	1.3%
36835	1	1.3%
35883	1	1.3%
29618	1	1.3%
24018	1	1.3%
18086	1	1.3%
17531	1	1.3%
17048	1	1.3%
15802	1	1.3%

2022-09
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	64
Distinct (%)	83.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7795.8831

Minimum	0
Maximum	120865
Zeros	14
Zeros (%)	18.2%
Negative	0
Negative (%)	0.0%
Memory size	825.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	120
median	2419
Q3	7770
95-th percentile	26960.2
Maximum	120865
Range	120865
Interquartile range (IQR)	7650

Descriptive statistics

Standard deviation	15993.992
Coefficient of variation (CV)	2.0515946
Kurtosis	33.244497
Mean	7795.8831
Median Absolute Deviation (MAD)	2419
Skewness	5.1080667
Sum	600283
Variance	2.5580777 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14	18.2%
163	1	1.3%
631	1	1.3%
12137	1	1.3%
686	1	1.3%
26	1	1.3%
2388	1	1.3%
1314	1	1.3%
327	1	1.3%
6000	1	1.3%
Other values (54)	54	70.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	18.2%
3	1	1.3%
26	1	1.3%
58	1	1.3%
59	1	1.3%
69	1	1.3%
120	1	1.3%
163	1	1.3%
166	1	1.3%
211	1	1.3%

Value	Count	Frequency (%)
120865	1	1.3%
44951	1	1.3%
38199	1	1.3%
35237	1	1.3%
24891	1	1.3%
23500	1	1.3%
21407	1	1.3%
18717	1	1.3%
18442	1	1.3%
18437	1	1.3%

2022-10
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	61
Distinct (%)	79.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9266.8052

Minimum	0
Maximum	86049
Zeros	15
Zeros (%)	19.5%
Negative	0
Negative (%)	0.0%
Memory size	825.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	136
median	4035
Q3	11038
95-th percentile	38078
Maximum	86049
Range	86049
Interquartile range (IQR)	10902

Descriptive statistics

Standard deviation	14806.983
Coefficient of variation (CV)	1.597852
Kurtosis	9.918269
Mean	9266.8052
Median Absolute Deviation (MAD)	4035
Skewness	2.8197775
Sum	713544
Variance	2.1924674 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15	19.5%
4035	2	2.6%
20	2	2.6%
298	1	1.3%
5957	1	1.3%
13622	1	1.3%
943	1	1.3%
8424	1	1.3%
101	1	1.3%
6629	1	1.3%
Other values (51)	51	66.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	19.5%
6	1	1.3%
20	2	2.6%
101	1	1.3%
136	1	1.3%
156	1	1.3%
298	1	1.3%
314	1	1.3%
404	1	1.3%
603	1	1.3%

Value	Count	Frequency (%)
86049	1	1.3%
55381	1	1.3%
46449	1	1.3%
40050	1	1.3%
37585	1	1.3%
36747	1	1.3%
29114	1	1.3%
29006	1	1.3%
28222	1	1.3%
22680	1	1.3%

2022-11
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	63
Distinct (%)	81.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6657.2727

Minimum	0
Maximum	82046
Zeros	15
Zeros (%)	19.5%
Negative	0
Negative (%)	0.0%
Memory size	825.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	162
median	2627
Q3	7193
95-th percentile	24259.4
Maximum	82046
Range	82046
Interquartile range (IQR)	7031

Descriptive statistics

Standard deviation	12063.356
Coefficient of variation (CV)	1.8120567
Kurtosis	20.665164
Mean	6657.2727
Median Absolute Deviation (MAD)	2627
Skewness	3.9817854
Sum	512610
Variance	1.4552455 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15	19.5%
250	1	1.3%
5397	1	1.3%
3323	1	1.3%
9254	1	1.3%
1774	1	1.3%
4941	1	1.3%
122	1	1.3%
5525	1	1.3%
743	1	1.3%
Other values (53)	53	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	19.5%
8	1	1.3%
32	1	1.3%
52	1	1.3%
122	1	1.3%
162	1	1.3%
173	1	1.3%
181	1	1.3%
250	1	1.3%
384	1	1.3%

Value	Count	Frequency (%)
82046	1	1.3%
45336	1	1.3%
31812	1	1.3%
25433	1	1.3%
23966	1	1.3%
21446	1	1.3%
20980	1	1.3%
19874	1	1.3%
19682	1	1.3%
15781	1	1.3%

2022-12
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	63
Distinct (%)	81.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4464.7403

Minimum	0
Maximum	48950
Zeros	14
Zeros (%)	18.2%
Negative	0
Negative (%)	0.0%
Memory size	825.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	42
median	1784
Q3	5823
95-th percentile	20129.2
Maximum	48950
Range	48950
Interquartile range (IQR)	5781

Descriptive statistics

Standard deviation	7929.3277
Coefficient of variation (CV)	1.7759886
Kurtosis	13.87165
Mean	4464.7403
Median Absolute Deviation (MAD)	1758
Skewness	3.3508545
Sum	343785
Variance	62874238
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14	18.2%
26	2	2.6%
114	1	1.3%
216	1	1.3%
10749	1	1.3%
665	1	1.3%
52	1	1.3%
1435	1	1.3%
767	1	1.3%
4605	1	1.3%
Other values (53)	53	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	18.2%
7	1	1.3%
13	1	1.3%
26	2	2.6%
34	1	1.3%
42	1	1.3%
52	1	1.3%
63	1	1.3%
114	1	1.3%
155	1	1.3%

Value	Count	Frequency (%)
48950	1	1.3%
28942	1	1.3%
25047	1	1.3%
24866	1	1.3%
18945	1	1.3%
15873	1	1.3%
14024	1	1.3%
13221	1	1.3%
10749	1	1.3%
9213	1	1.3%

Heatmap
Table

	군구	관광지	내외국인	2022-01	2022-02	2022-03	2022-04	2022-05	2022-06	2022-07	2022-08	2022-09	2022-10	2022-11	2022-12
군구	1.000	1.000	0.000	0.000	0.000	0.351	0.000	0.000	0.000	0.165	0.531	0.000	0.000	0.000	0.115
관광지	1.000	1.000	0.000	0.952	0.771	0.909	0.950	0.972	0.865	0.972	0.971	0.971	0.902	0.922	0.919
내외국인	0.000	0.000	1.000	0.107	0.316	0.056	0.183	0.316	0.468	0.334	0.367	0.193	0.367	0.369	0.394
2022-01	0.000	0.952	0.107	1.000	0.964	0.952	0.882	0.875	0.943	0.810	0.948	0.859	0.974	0.905	0.787
2022-02	0.000	0.771	0.316	0.964	1.000	0.924	0.845	0.894	0.811	0.839	0.813	0.732	0.905	0.937	0.896
2022-03	0.351	0.909	0.056	0.952	0.924	1.000	0.989	0.818	0.847	0.839	0.869	0.800	0.874	0.818	0.812
2022-04	0.000	0.950	0.183	0.882	0.845	0.989	1.000	0.867	0.859	0.854	0.863	0.776	0.852	0.802	0.824
2022-05	0.000	0.972	0.316	0.875	0.894	0.818	0.867	1.000	0.931	0.935	0.947	0.819	0.892	0.978	0.951
2022-06	0.000	0.865	0.468	0.943	0.811	0.847	0.859	0.931	1.000	0.860	0.971	0.816	0.951	0.851	0.829
2022-07	0.165	0.972	0.334	0.810	0.839	0.839	0.854	0.935	0.860	1.000	0.945	0.892	0.840	0.923	0.886
2022-08	0.531	0.971	0.367	0.948	0.813	0.869	0.863	0.947	0.971	0.945	1.000	0.838	0.949	0.899	0.893
2022-09	0.000	0.971	0.193	0.859	0.732	0.800	0.776	0.819	0.816	0.892	0.838	1.000	0.892	0.858	0.623
2022-10	0.000	0.902	0.367	0.974	0.905	0.874	0.852	0.892	0.951	0.840	0.949	0.892	1.000	0.915	0.795
2022-11	0.000	0.922	0.369	0.905	0.937	0.818	0.802	0.978	0.851	0.923	0.899	0.858	0.915	1.000	0.944
2022-12	0.115	0.919	0.394	0.787	0.896	0.812	0.824	0.951	0.829	0.886	0.893	0.623	0.795	0.944	1.000

Heatmap
Table

	군구	내외국인
군구	1.000	0.000
내외국인	0.000	1.000

Heatmap
Table

	2022-01	2022-02	2022-03	2022-04	2022-05	2022-06	2022-07	2022-08	2022-09	2022-10	2022-11	2022-12	군구	내외국인
2022-01	1.000	0.960	0.962	0.890	0.861	0.796	0.800	0.831	0.863	0.832	0.829	0.799	0.000	0.069
2022-02	0.960	1.000	0.957	0.886	0.876	0.801	0.819	0.829	0.867	0.846	0.855	0.848	0.000	0.219
2022-03	0.962	0.957	1.000	0.886	0.838	0.768	0.786	0.801	0.837	0.816	0.810	0.802	0.177	0.048
2022-04	0.890	0.886	0.886	1.000	0.971	0.912	0.902	0.900	0.932	0.935	0.947	0.896	0.000	0.187
2022-05	0.861	0.876	0.838	0.971	1.000	0.947	0.925	0.924	0.955	0.965	0.973	0.928	0.000	0.219
2022-06	0.796	0.801	0.768	0.912	0.947	1.000	0.948	0.936	0.902	0.915	0.928	0.875	0.000	0.337
2022-07	0.800	0.819	0.786	0.902	0.925	0.948	1.000	0.984	0.937	0.901	0.915	0.876	0.062	0.316
2022-08	0.831	0.829	0.801	0.900	0.924	0.936	0.984	1.000	0.947	0.913	0.913	0.880	0.281	0.262
2022-09	0.863	0.867	0.837	0.932	0.955	0.902	0.937	0.947	1.000	0.957	0.950	0.914	0.000	0.230
2022-10	0.832	0.846	0.816	0.935	0.965	0.915	0.901	0.913	0.957	1.000	0.967	0.929	0.000	0.262
2022-11	0.829	0.855	0.810	0.947	0.973	0.928	0.915	0.913	0.950	0.967	1.000	0.968	0.000	0.257
2022-12	0.799	0.848	0.802	0.896	0.928	0.875	0.876	0.880	0.914	0.929	0.968	1.000	0.043	0.275
군구	0.000	0.000	0.177	0.000	0.000	0.000	0.062	0.281	0.000	0.000	0.000	0.043	1.000	0.000
내외국인	0.069	0.219	0.048	0.187	0.219	0.337	0.316	0.262	0.230	0.262	0.257	0.275	0.000	1.000

Count
Matrix

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.

First rows
Last rows

	시도	군구	관광지	내외국인	2022-01	2022-02	2022-03	2022-04	2022-05	2022-06	2022-07	2022-08	2022-09	2022-10	2022-11	2022-12
0	인천광역시	강화군	강화 농경문화관	내국인	84	158	107	171	397	239	258	282	163	298	250	114
1	인천광역시	강화군	강화갯벌센터	내국인	28	48	71	146	261	362	324	273	166	136	173	155
2	인천광역시	강화군	강화갯벌센터	외국인	0	0	0	0	0	0	0	0	0	0	0	0
3	인천광역시	강화군	강화나들길(1코스~20코스)	내국인	37217	39625	45426	69426	111958	52399	53629	70148	120865	86049	45336	25047
4	인천광역시	강화군	강화석모도 미네랄 온천	내국인	5111	4598	3885	5251	11910	12867	7394	12696	13973	19458	15781	18945
5	인천광역시	강화군	강화역사박물관	내국인	5686	7485	5375	7631	10798	9147	9691	11212	10633	14610	9802	6160
6	인천광역시	강화군	강화역사박물관	외국인	0	0	0	0	0	0	0	0	0	0	0	0
7	인천광역시	강화군	강화자연사박물관	내국인	5829	7698	5522	7676	10540	8371	9155	10614	8633	12406	8441	5833
8	인천광역시	강화군	강화자연사박물관	외국인	0	0	0	0	0	0	0	0	0	0	0	0
9	인천광역시	강화군	강화전적지5개소	내국인	25088	25853	28116	47411	51406	44110	31268	35883	38199	55381	31812	14024

	시도	군구	관광지	내외국인	2022-01	2022-02	2022-03	2022-04	2022-05	2022-06	2022-07	2022-08	2022-09	2022-10	2022-11	2022-12
67	인천광역시	부평구	기후변화체험관	내국인	1135	931	1441	2979	2526	2607	3627	4762	657	3107	3157	2287
68	인천광역시	부평구	부평아트센터	내국인	0	2672	668	2366	6626	3803	6560	1200	2403	5083	5702	7063
69	인천광역시	부평구	부평아트센터	외국인	0	0	0	0	0	0	0	0	0	0	0	0
70	인천광역시	부평구	부평역사박물관	내국인	1035	944	905	1952	2645	2721	2154	2669	4046	4874	3361	3066
71	인천광역시	부평구	안전체험관	내국인	496	433	522	787	2531	2868	2946	2909	2589	2656	2817	2771
72	인천광역시	부평구	인천나비공원	내국인	7308	5988	7895	17402	17384	6440	3742	4166	7889	19521	15665	7418
73	인천광역시	계양구	인천어린이과학관	내국인	15732	13019	12138	10668	17597	20726	27108	29618	18717	22680	19874	24866
74	인천광역시	서구	검단 선사박물관	내국인	1097	854	1094	1419	1647	1815	1454	2370	1713	2103	2549	1784
75	인천광역시	서구	녹청자박물관	내국인	1813	1658	2344	2480	2579	2629	2728	3468	2528	4241	2865	2714
76	인천광역시	서구	세어도	내국인	0	0	0	0	0	0	0	0	0	0	0	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Space Separator

Open Punctuation

Math Symbol

Close Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample