gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	3833
Missing cells	1894
Missing cells (%)	3.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	423.1 KiB
Average record size in memory	113.0 B

Variable types

DateTime	1
Categorical	2
Text	1
Numeric	9

Dataset

Description	경기도_물향기수목원 일일 입장객 현황
Author	경기도
URL	https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=YJPPW4EGPTNOYK8EQD8N29256305&infSeq=1

Alerts

`일일입장객수(유료+무료)` is highly overall correlated with `유료입장객수` and 8 other fields	High correlation
`유료입장객수` is highly overall correlated with `일일입장객수(유료+무료)` and 8 other fields	High correlation
`무료입장객수` is highly overall correlated with `일일입장객수(유료+무료)` and 8 other fields	High correlation
`일일주차대수(유료+무료)` is highly overall correlated with `일일입장객수(유료+무료)` and 8 other fields	High correlation
`유료주차대수` is highly overall correlated with `일일입장객수(유료+무료)` and 8 other fields	High correlation
`무료주차대수` is highly overall correlated with `일일입장객수(유료+무료)` and 8 other fields	High correlation
`일일세입(입장료+주차료)` is highly overall correlated with `일일입장객수(유료+무료)` and 8 other fields	High correlation
`일일세입(입장료)` is highly overall correlated with `일일입장객수(유료+무료)` and 8 other fields	High correlation
`일일세입(주차료)` is highly overall correlated with `일일입장객수(유료+무료)` and 8 other fields	High correlation
`요일` is highly overall correlated with `비고`	High correlation
`비고` is highly overall correlated with `일일입장객수(유료+무료)` and 9 other fields	High correlation
`비고` is highly imbalanced (92.0%)	Imbalance
`날씨` has 544 (14.2%) missing values	Missing
`유료입장객수` has 223 (5.8%) missing values	Missing
`무료입장객수` has 223 (5.8%) missing values	Missing
`유료주차대수` has 223 (5.8%) missing values	Missing
`무료주차대수` has 223 (5.8%) missing values	Missing
`일일세입(입장료)` has 223 (5.8%) missing values	Missing
`일일세입(주차료)` has 223 (5.8%) missing values	Missing
`일자` has unique values	Unique
`일일입장객수(유료+무료)` has 562 (14.7%) zeros	Zeros
`유료입장객수` has 347 (9.1%) zeros	Zeros
`무료입장객수` has 345 (9.0%) zeros	Zeros
`일일주차대수(유료+무료)` has 567 (14.8%) zeros	Zeros
`유료주차대수` has 350 (9.1%) zeros	Zeros
`무료주차대수` has 480 (12.5%) zeros	Zeros
`일일세입(입장료+주차료)` has 562 (14.7%) zeros	Zeros
`일일세입(입장료)` has 347 (9.1%) zeros	Zeros
`일일세입(주차료)` has 349 (9.1%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 21:27:18.616463
Analysis finished	2023-12-10 21:27:27.525331
Duration	8.91 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

일자
Date

UNIQUE

Distinct	3833
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	30.1 KiB

Minimum	2013-01-01 00:00:00
Maximum	2023-06-30 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

요일
Categorical

HIGH CORRELATION

Distinct	8
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	30.1 KiB

금	548
목	548
수	548
화	548
일	547
Other values (3)	1094

Length

Max length	4
Median length	1
Mean length	1.0007827
Min length	1

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	금
2nd row	목
3rd row	수
4th row	화
5th row	월

Common Values

Value	Count	Frequency (%)
금	548	14.3%
목	548	14.3%
수	548	14.3%
화	548	14.3%
일	547	14.3%
토	547	14.3%
월	546	14.2%
<NA>	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
금	548	14.3%
목	548	14.3%
수	548	14.3%
화	548	14.3%
일	547	14.3%
토	547	14.3%
월	546	14.2%
na	1	< 0.1%

날씨
Text

MISSING

Distinct	64
Distinct (%)	1.9%
Missing	544
Missing (%)	14.2%
Memory size	30.1 KiB

Length

Max length	7
Median length	2
Mean length	2.1790818
Min length	1

Characters and Unicode

Total characters	7167
Distinct characters	47
Distinct categories	5 ?
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	28 ?
Unique (%)	0.9%

Sample

1st row	흐림
2nd row	비
3rd row	흐림
4th row	흐림
5th row	맑음

Value	Count	Frequency (%)
맑음	2284	69.3%
흐림	376	11.4%
비	218	6.6%
비/흐림	73	2.2%
흐림/비	71	2.2%
맑음/흐림	36	1.1%
눈	33	1.0%
흐림/맑음	24	0.7%
비/맑음	19	0.6%
흐리고비	14	0.4%
Other values (54)	150	4.5%

Most occurring characters

Value	Count	Frequency (%)
음	2426	33.8%
맑	2418	33.7%
흐	655	9.1%
림	639	8.9%
비	452	6.3%
/	299	4.2%
눈	67	0.9%
,	25	0.3%
구	20	0.3%
름	20	0.3%
Other values (37)	146	2.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	6825	95.2%
Other Punctuation	331	4.6%
Space Separator	9	0.1%
Open Punctuation	1	< 0.1%
Close Punctuation	1	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
음	2426	35.5%
맑	2418	35.4%
흐	655	9.6%
림	639	9.4%
비	452	6.6%
눈	67	1.0%
구	20	0.3%
름	20	0.3%
갬	17	0.2%
고	15	0.2%
Other values (30)	96	1.4%

Other Punctuation

Value	Count	Frequency (%)
/	299	90.3%
,	25	7.6%
.	4	1.2%
?	3	0.9%

Space Separator

Value	Count	Frequency (%)
	9	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	6825	95.2%
Common	342	4.8%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
음	2426	35.5%
맑	2418	35.4%
흐	655	9.6%
림	639	9.4%
비	452	6.6%
눈	67	1.0%
구	20	0.3%
름	20	0.3%
갬	17	0.2%
고	15	0.2%
Other values (30)	96	1.4%

Common

Value	Count	Frequency (%)
/	299	87.4%
,	25	7.3%
	9	2.6%
.	4	1.2%
?	3	0.9%
(	1	0.3%
)	1	0.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	6825	95.2%
ASCII	342	4.8%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
음	2426	35.5%
맑	2418	35.4%
흐	655	9.6%
림	639	9.4%
비	452	6.6%
눈	67	1.0%
구	20	0.3%
름	20	0.3%
갬	17	0.2%
고	15	0.2%
Other values (30)	96	1.4%

ASCII

Value	Count	Frequency (%)
/	299	87.4%
,	25	7.3%
	9	2.6%
.	4	1.2%
?	3	0.9%
(	1	0.3%
)	1	0.3%

일일입장객수(유료+무료)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1844
Distinct (%)	48.2%
Missing	4
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1082.8279

Minimum	0
Maximum	20842
Zeros	562
Zeros (%)	14.7%
Negative	0
Negative (%)	0.0%
Memory size	33.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	94
median	444
Q3	1387
95-th percentile	4328.6
Maximum	20842
Range	20842
Interquartile range (IQR)	1293

Descriptive statistics

Standard deviation	1578.4761
Coefficient of variation (CV)	1.457735
Kurtosis	14.454669
Mean	1082.8279
Median Absolute Deviation (MAD)	442
Skewness	2.9133329
Sum	4146148
Variance	2491586.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	562	14.7%
52	12	0.3%
65	10	0.3%
51	10	0.3%
158	9	0.2%
245	9	0.2%
56	9	0.2%
100	8	0.2%
89	8	0.2%
57	8	0.2%
Other values (1834)	3184	83.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	562	14.7%
1	1	< 0.1%
5	2	0.1%
7	1	< 0.1%
8	2	0.1%
9	1	< 0.1%
10	2	0.1%
11	1	< 0.1%
12	4	0.1%
13	1	< 0.1%

Value	Count	Frequency (%)
20842	1	< 0.1%
15070	1	< 0.1%
11994	1	< 0.1%
11971	1	< 0.1%
11577	1	< 0.1%
11167	1	< 0.1%
10896	1	< 0.1%
10841	1	< 0.1%
10649	1	< 0.1%
9321	1	< 0.1%

유료입장객수
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	1482
Distinct (%)	41.1%
Missing	223
Missing (%)	5.8%
Infinite	0
Infinite (%)	0.0%
Mean	738.48116

Minimum	0
Maximum	8102
Zeros	347
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	33.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	82
median	313
Q3	840.75
95-th percentile	3134.55
Maximum	8102
Range	8102
Interquartile range (IQR)	758.75

Descriptive statistics

Standard deviation	1083.9805
Coefficient of variation (CV)	1.4678512
Kurtosis	7.2785225
Mean	738.48116
Median Absolute Deviation (MAD)	275
Skewness	2.5133105
Sum	2665917
Variance	1175013.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	347	9.1%
40	17	0.4%
38	14	0.4%
53	13	0.3%
47	12	0.3%
29	12	0.3%
31	12	0.3%
36	12	0.3%
56	12	0.3%
17	11	0.3%
Other values (1472)	3148	82.1%
(Missing)	223	5.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	347	9.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	3	0.1%
6	1	< 0.1%
8	4	0.1%
9	4	0.1%
10	4	0.1%

Value	Count	Frequency (%)
8102	1	< 0.1%
7845	1	< 0.1%
7492	1	< 0.1%
7432	1	< 0.1%
6811	1	< 0.1%
6664	1	< 0.1%
6562	1	< 0.1%
6413	1	< 0.1%
6369	1	< 0.1%
6287	1	< 0.1%

무료입장객수
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	1157
Distinct (%)	32.0%
Missing	223
Missing (%)	5.8%
Infinite	0
Infinite (%)	0.0%
Mean	410.03629

Minimum	0
Maximum	20842
Zeros	345
Zeros (%)	9.0%
Negative	0
Negative (%)	0.0%
Memory size	33.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	46
median	181
Q3	566.75
95-th percentile	1393.75
Maximum	20842
Range	20842
Interquartile range (IQR)	520.75

Descriptive statistics

Standard deviation	718.92371
Coefficient of variation (CV)	1.7533173
Kurtosis	258.19554
Mean	410.03629
Median Absolute Deviation (MAD)	167
Skewness	11.667175
Sum	1480231
Variance	516851.29
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	345	9.0%
23	25	0.7%
25	19	0.5%
34	18	0.5%
29	18	0.5%
26	17	0.4%
17	16	0.4%
56	16	0.4%
13	15	0.4%
12	15	0.4%
Other values (1147)	3106	81.0%
(Missing)	223	5.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	345	9.0%
1	7	0.2%
2	7	0.2%
3	15	0.4%
4	10	0.3%
5	9	0.2%
6	14	0.4%
7	11	0.3%
8	13	0.3%
9	11	0.3%

Value	Count	Frequency (%)
20842	1	< 0.1%
15070	1	< 0.1%
11971	1	< 0.1%
8914	1	< 0.1%
7215	1	< 0.1%
7186	1	< 0.1%
5741	1	< 0.1%
5647	1	< 0.1%
4149	1	< 0.1%
4085	1	< 0.1%

일일주차대수(유료+무료)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	875
Distinct (%)	22.9%
Missing	4
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	235.52233

Minimum	0
Maximum	1525
Zeros	567
Zeros (%)	14.8%
Negative	0
Negative (%)	0.0%
Memory size	33.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	24
median	105
Q3	280
95-th percentile	1053.8
Maximum	1525
Range	1525
Interquartile range (IQR)	256

Descriptive statistics

Standard deviation	322.68296
Coefficient of variation (CV)	1.3700737
Kurtosis	2.921326
Mean	235.52233
Median Absolute Deviation (MAD)	97
Skewness	1.918078
Sum	901815
Variance	104124.29
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	567	14.8%
19	28	0.7%
22	28	0.7%
16	28	0.7%
17	23	0.6%
23	22	0.6%
18	22	0.6%
14	21	0.5%
30	21	0.5%
61	21	0.5%
Other values (865)	3048	79.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	567	14.8%
1	5	0.1%
2	3	0.1%
3	6	0.2%
4	10	0.3%
5	10	0.3%
6	11	0.3%
7	14	0.4%
8	11	0.3%
9	14	0.4%

Value	Count	Frequency (%)
1525	1	< 0.1%
1495	1	< 0.1%
1494	1	< 0.1%
1487	1	< 0.1%
1476	2	0.1%
1439	1	< 0.1%
1428	1	< 0.1%
1418	1	< 0.1%
1408	1	< 0.1%
1397	1	< 0.1%

유료주차대수
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	829
Distinct (%)	23.0%
Missing	223
Missing (%)	5.8%
Infinite	0
Infinite (%)	0.0%
Mean	235.39058

Minimum	0
Maximum	1442
Zeros	350
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	33.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	30
median	110
Q3	272
95-th percentile	1010.2
Maximum	1442
Range	1442
Interquartile range (IQR)	242

Descriptive statistics

Standard deviation	312.21692
Coefficient of variation (CV)	1.3263781
Kurtosis	2.6756054
Mean	235.39058
Median Absolute Deviation (MAD)	94
Skewness	1.8645698
Sum	849760
Variance	97479.407
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	350	9.1%
14	29	0.8%
18	28	0.7%
16	28	0.7%
24	28	0.7%
17	27	0.7%
9	27	0.7%
19	26	0.7%
13	24	0.6%
20	23	0.6%
Other values (819)	3020	78.8%
(Missing)	223	5.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	350	9.1%
1	6	0.2%
2	5	0.1%
3	9	0.2%
4	12	0.3%
5	11	0.3%
6	15	0.4%
7	18	0.5%
8	21	0.5%
9	27	0.7%

Value	Count	Frequency (%)
1442	1	< 0.1%
1435	1	< 0.1%
1430	1	< 0.1%
1408	1	< 0.1%
1406	1	< 0.1%
1395	1	< 0.1%
1392	1	< 0.1%
1376	1	< 0.1%
1375	1	< 0.1%
1373	1	< 0.1%

무료주차대수
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	99
Distinct (%)	2.7%
Missing	223
Missing (%)	5.8%
Infinite	0
Infinite (%)	0.0%
Mean	14.422438

Minimum	0
Maximum	623
Zeros	480
Zeros (%)	12.5%
Negative	0
Negative (%)	0.0%
Memory size	33.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	8
Q3	20
95-th percentile	50
Maximum	623
Range	623
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	20.131521
Coefficient of variation (CV)	1.3958473
Kurtosis	242.92762
Mean	14.422438
Median Absolute Deviation (MAD)	7
Skewness	9.5319172
Sum	52065
Variance	405.27813
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	480	12.5%
1	206	5.4%
2	200	5.2%
3	189	4.9%
4	179	4.7%
5	160	4.2%
6	155	4.0%
8	147	3.8%
7	130	3.4%
9	114	3.0%
Other values (89)	1650	43.0%
(Missing)	223	5.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	480	12.5%
1	206	5.4%
2	200	5.2%
3	189	4.9%
4	179	4.7%
5	160	4.2%
6	155	4.0%
7	130	3.4%
8	147	3.8%
9	114	3.0%

Value	Count	Frequency (%)
623	1	< 0.1%
296	1	< 0.1%
114	1	< 0.1%
108	1	< 0.1%
104	2	0.1%
100	1	< 0.1%
98	1	< 0.1%
96	1	< 0.1%
93	1	< 0.1%
92	1	< 0.1%

일일세입(입장료+주차료)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2993
Distinct (%)	78.2%
Missing	4
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1557923.1

Minimum	0
Maximum	14655000
Zeros	562
Zeros (%)	14.7%
Negative	0
Negative (%)	0.0%
Memory size	33.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	137400
median	661500
Q3	1804700
95-th percentile	6862720
Maximum	14655000
Range	14655000
Interquartile range (IQR)	1667300

Descriptive statistics

Standard deviation	2255582.2
Coefficient of variation (CV)	1.4478136
Kurtosis	4.9123671
Mean	1557923.1
Median Absolute Deviation (MAD)	613500
Skewness	2.2205464
Sum	5.9652877 × 10⁹
Variance	5.0876513 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	562	14.7%
94500	6	0.2%
30000	4	0.1%
63000	4	0.1%
97500	3	0.1%
31500	3	0.1%
115000	3	0.1%
112500	3	0.1%
84000	3	0.1%
52500	3	0.1%
Other values (2983)	3235	84.4%
(Missing)	4	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	562	14.7%
3000	2	0.1%
7500	1	< 0.1%
10000	1	< 0.1%
10500	2	0.1%
12000	1	< 0.1%
15500	1	< 0.1%
16400	1	< 0.1%
16500	1	< 0.1%
18000	1	< 0.1%

Value	Count	Frequency (%)
14655000	1	< 0.1%
14563500	1	< 0.1%
13073300	1	< 0.1%
12919800	1	< 0.1%
12768700	1	< 0.1%
12488800	1	< 0.1%
12032700	1	< 0.1%
12017000	1	< 0.1%
11759800	1	< 0.1%
11644700	1	< 0.1%

일일세입(입장료)
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	2865
Distinct (%)	79.4%
Missing	223
Missing (%)	5.8%
Infinite	0
Infinite (%)	0.0%
Mean	992625.26

Minimum	0
Maximum	11446000
Zeros	347
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	33.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	111925
median	429700
Q3	1140300
95-th percentile	4242030
Maximum	11446000
Range	11446000
Interquartile range (IQR)	1028375

Descriptive statistics

Standard deviation	1436823.3
Coefficient of variation (CV)	1.4474982
Kurtosis	6.734061
Mean	992625.26
Median Absolute Deviation (MAD)	375700
Skewness	2.4345016
Sum	3.5833772 × 10⁹
Variance	2.0644611 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	347	9.1%
25500	7	0.2%
46500	6	0.2%
70500	6	0.2%
60000	6	0.2%
54000	6	0.2%
25000	5	0.1%
105000	5	0.1%
84000	5	0.1%
12000	5	0.1%
Other values (2855)	3212	83.8%
(Missing)	223	5.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	347	9.1%
1500	1	< 0.1%
3000	1	< 0.1%
4500	1	< 0.1%
6000	1	< 0.1%
7000	1	< 0.1%
7500	2	0.1%
9000	2	0.1%
10000	1	< 0.1%
10400	1	< 0.1%

Value	Count	Frequency (%)
11446000	1	< 0.1%
10892000	1	< 0.1%
9465800	1	< 0.1%
9106800	1	< 0.1%
8931200	1	< 0.1%
8603800	1	< 0.1%
8424700	1	< 0.1%
8102800	1	< 0.1%
8005000	1	< 0.1%
7937700	1	< 0.1%

일일세입(주차료)
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	1740
Distinct (%)	48.2%
Missing	223
Missing (%)	5.8%
Infinite	0
Infinite (%)	0.0%
Mean	659809

Minimum	0
Maximum	4049000
Zeros	349
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	33.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	84125
median	309750
Q3	778250
95-th percentile	2842200
Maximum	4049000
Range	4049000
Interquartile range (IQR)	694125

Descriptive statistics

Standard deviation	872774.31
Coefficient of variation (CV)	1.3227681
Kurtosis	2.6799013
Mean	659809
Median Absolute Deviation (MAD)	266250
Skewness	1.8608477
Sum	2.3819105 × 10⁹
Variance	7.61735 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	349	9.1%
48000	18	0.5%
25500	18	0.5%
51000	16	0.4%
45000	16	0.4%
40500	15	0.4%
58500	15	0.4%
52500	14	0.4%
64500	14	0.4%
55500	13	0.3%
Other values (1730)	3122	81.5%
(Missing)	223	5.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	349	9.1%
1500	2	0.1%
3000	3	0.1%
4500	1	< 0.1%
6000	3	0.1%
7500	5	0.1%
9000	5	0.1%
10500	5	0.1%
12000	7	0.2%
13500	3	0.1%

Value	Count	Frequency (%)
4049000	1	< 0.1%
4012000	1	< 0.1%
3971000	1	< 0.1%
3966500	1	< 0.1%
3922500	1	< 0.1%
3886000	1	< 0.1%
3885000	1	< 0.1%
3853500	1	< 0.1%
3837500	1	< 0.1%
3836000	1	< 0.1%

비고
Categorical

HIGH CORRELATION IMBALANCE

Distinct	16
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	30.1 KiB

<NA>	3648
휴원일	167
무료입장	4
추석	2
설날(휴원일)	1
Other values (11)	11

Length

Max length	7
Median length	4
Mean length	3.954083
Min length	2

Unique

Unique	12 ?
Unique (%)	0.3%

Sample

1st row	<NA>
2nd row	<NA>
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	3648	95.2%
휴원일	167	4.4%
무료입장	4	0.1%
추석	2	0.1%
설날(휴원일)	1	< 0.1%
광복절	1	< 0.1%
한글날	1	< 0.1%
대체공휴일	1	< 0.1%
추석익일	1	< 0.1%
개천절	1	< 0.1%
Other values (6)	6	0.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
na	3648	95.2%
휴원일	167	4.4%
무료입장	4	0.1%
추석	2	0.1%
설날(휴원일	1	< 0.1%
광복절	1	< 0.1%
한글날	1	< 0.1%
대체공휴일	1	< 0.1%
추석익일	1	< 0.1%
개천절	1	< 0.1%
Other values (6)	6	0.2%

Heatmap
Table

	요일	날씨	일일입장객수(유료+무료)	유료입장객수	무료입장객수	일일주차대수(유료+무료)	유료주차대수	무료주차대수	일일세입(입장료+주차료)	일일세입(입장료)	일일세입(주차료)	비고
요일	1.000	0.183	0.320	0.407	0.033	0.466	0.454	0.161	0.444	0.411	0.451	0.854
날씨	0.183	1.000	0.000	0.000	0.000	0.211	0.225	0.000	0.219	0.222	0.229	0.670
일일입장객수(유료+무료)	0.320	0.000	1.000	0.877	0.946	0.748	0.748	0.493	0.821	0.825	0.760	0.937
유료입장객수	0.407	0.000	0.877	1.000	0.425	0.910	0.916	0.424	0.973	0.988	0.929	1.000
무료입장객수	0.033	0.000	0.946	0.425	1.000	0.389	0.378	0.246	0.335	0.327	0.369	0.835
일일주차대수(유료+무료)	0.466	0.211	0.748	0.910	0.389	1.000	0.998	0.494	0.948	0.920	0.993	0.955
유료주차대수	0.454	0.225	0.748	0.916	0.378	0.998	1.000	0.481	0.953	0.925	0.998	0.955
무료주차대수	0.161	0.000	0.493	0.424	0.246	0.494	0.481	1.000	0.457	0.437	0.474	NaN
일일세입(입장료+주차료)	0.444	0.219	0.821	0.973	0.335	0.948	0.953	0.457	1.000	0.990	0.955	0.980
일일세입(입장료)	0.411	0.222	0.825	0.988	0.327	0.920	0.925	0.437	0.990	1.000	0.932	0.995
일일세입(주차료)	0.451	0.229	0.760	0.929	0.369	0.993	0.998	0.474	0.955	0.932	1.000	0.955
비고	0.854	0.670	0.937	1.000	0.835	0.955	0.955	NaN	0.980	0.995	0.955	1.000

Heatmap
Table

	비고	요일
비고	1.000	0.593
요일	0.593	1.000

Heatmap
Table

	일일입장객수(유료+무료)	유료입장객수	무료입장객수	일일주차대수(유료+무료)	유료주차대수	무료주차대수	일일세입(입장료+주차료)	일일세입(입장료)	일일세입(주차료)	요일	비고
일일입장객수(유료+무료)	1.000	0.984	0.977	0.975	0.971	0.844	0.988	0.981	0.976	0.177	0.767
유료입장객수	0.984	1.000	0.933	0.973	0.975	0.835	0.990	0.996	0.978	0.220	0.971
무료입장객수	0.977	0.933	1.000	0.925	0.925	0.827	0.939	0.934	0.930	0.018	0.562
일일주차대수(유료+무료)	0.975	0.973	0.925	1.000	0.999	0.897	0.992	0.979	0.998	0.258	0.816
유료주차대수	0.971	0.975	0.925	0.999	1.000	0.881	0.992	0.981	0.999	0.250	0.813
무료주차대수	0.844	0.835	0.827	0.897	0.881	1.000	0.859	0.843	0.877	0.111	1.000
일일세입(입장료+주차료)	0.988	0.990	0.939	0.992	0.992	0.859	1.000	0.995	0.994	0.243	0.902
일일세입(입장료)	0.981	0.996	0.934	0.979	0.981	0.843	0.995	1.000	0.983	0.222	0.922
일일세입(주차료)	0.976	0.978	0.930	0.998	0.999	0.877	0.994	0.983	1.000	0.248	0.813
요일	0.177	0.220	0.018	0.258	0.250	0.111	0.243	0.222	0.248	1.000	0.593
비고	0.767	0.971	0.562	0.816	0.813	1.000	0.902	0.922	0.813	0.593	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

	일자	요일	날씨	일일입장객수(유료+무료)	유료입장객수	무료입장객수	일일주차대수(유료+무료)	유료주차대수	무료주차대수	일일세입(입장료+주차료)	일일세입(입장료)	일일세입(주차료)	비고
0	2023-06-30	금	흐림	400	219	181	113	103	10	609600	326100	283500	<NA>
1	2023-06-29	목	비	107	49	58	25	18	7	120000	73500	46500	<NA>
2	2023-06-28	수	흐림	552	270	282	149	126	23	736100	402600	333500	<NA>
3	2023-06-27	화	흐림	527	291	236	148	134	14	790300	431800	358500	<NA>
4	2023-06-26	월	<NA>	0	<NA>	<NA>	0	<NA>	<NA>	0	<NA>	<NA>	<NA>
5	2023-06-25	일	맑음	1773	1234	539	523	491	32	3107800	1789300	1318500	<NA>
6	2023-06-24	토	맑음	2099	1430	669	606	563	43	3588200	2086700	1501500	<NA>
7	2023-06-23	금	맑음	813	367	446	160	151	9	947400	541400	406000	<NA>
8	2023-06-22	목	맑음	926	492	434	219	201	18	1258900	700900	558000	<NA>
9	2023-06-21	수	비	437	353	84	117	106	11	660700	360700	300000	<NA>

	일자	요일	날씨	일일입장객수(유료+무료)	유료입장객수	무료입장객수	일일주차대수(유료+무료)	유료주차대수	무료주차대수	일일세입(입장료+주차료)	일일세입(입장료)	일일세입(주차료)	비고
3823	2013-01-10	목	맑음	31	22	9	5	4	1	31900	19900	12000	<NA>
3824	2013-01-09	수	맑음	24	17	7	3	3	0	22400	14900	7500	<NA>
3825	2013-01-08	화	흐림	71	48	23	12	10	2	73000	46000	27000	<NA>
3826	2013-01-07	월	<NA>	0	0	0	0	0	0	0	0	0	휴원일
3827	2013-01-06	일	맑음	329	252	77	79	71	8	440300	228800	211500	<NA>
3828	2013-01-05	토	맑음	147	115	32	32	31	1	201400	111400	90000	<NA>
3829	2013-01-04	금	맑음	29	23	6	8	8	0	43400	20900	22500	<NA>
3830	2013-01-03	목	맑음	18	12	6	6	5	1	27000	12000	15000	<NA>
3831	2013-01-02	수	맑음	39	35	4	10	9	1	57900	32400	25500	<NA>
3832	2013-01-01	화	눈	329	268	61	68	60	8	417500	243500	174000	<NA>

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Other Punctuation

Space Separator

Open Punctuation

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

Interactions

Correlations

Missing values

Sample