gimi9 Pandas Profiling

Dataset statistics

Number of variables	11
Number of observations	314
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	30.2 KiB
Average record size in memory	98.4 B

Variable types

Text	1
Numeric	10

Dataset

Description	부산광역시_시내버스,마을버스노선별이용건수_20211231
Author	부산광역시
URL	http://data.busan.go.kr/dataSet/detail.nm?contentId=10&publicdatapk=15095329

Alerts

`건수(1통행)_일반` is highly overall correlated with `건수(1통행)_청소년` and 8 other fields	High correlation
`건수(1통행)_청소년` is highly overall correlated with `건수(1통행)_일반` and 8 other fields	High correlation
`건수(1통행)_어린이` is highly overall correlated with `건수(1통행)_일반` and 8 other fields	High correlation
`건수(2통행)_일반` is highly overall correlated with `건수(1통행)_일반` and 8 other fields	High correlation
`건수(2통행)_청소년` is highly overall correlated with `건수(1통행)_일반` and 8 other fields	High correlation
`건수(2통행)_어린이` is highly overall correlated with `건수(1통행)_일반` and 8 other fields	High correlation
`건수(3통행)_일반` is highly overall correlated with `건수(1통행)_일반` and 8 other fields	High correlation
`건수(3통행)_청소년` is highly overall correlated with `건수(1통행)_일반` and 8 other fields	High correlation
`건수(3통행)_어린이` is highly overall correlated with `건수(1통행)_일반` and 8 other fields	High correlation
`교통카드건수합계` is highly overall correlated with `건수(1통행)_일반` and 8 other fields	High correlation
`노선` has unique values	Unique
`건수(1통행)_일반` has unique values	Unique
`건수(1통행)_어린이` has 9 (2.9%) zeros	Zeros
`건수(2통행)_일반` has 4 (1.3%) zeros	Zeros
`건수(2통행)_청소년` has 12 (3.8%) zeros	Zeros
`건수(2통행)_어린이` has 20 (6.4%) zeros	Zeros
`건수(3통행)_일반` has 4 (1.3%) zeros	Zeros
`건수(3통행)_청소년` has 16 (5.1%) zeros	Zeros
`건수(3통행)_어린이` has 27 (8.6%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 16:13:57.944794
Analysis finished	2023-12-10 16:14:15.413731
Duration	17.47 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

노선
Text

UNIQUE

Distinct	314
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	2.6 KiB

Length

Max length	10
Median length	8
Mean length	4.0700637
Min length	1

Characters and Unicode

Total characters	1278
Distinct characters	85
Distinct categories	9 ?
Distinct scripts	3 ?
Distinct blocks	2 ?

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

Unique

Unique	314 ?
Unique (%)	100.0%

Sample

1st row	1
2nd row	10
3rd row	100
4th row	100-1
5th row	1000

Value	Count	Frequency (%)
1	1	0.3%
기장군11	1	0.3%
기장군7(예림	1	0.3%
기장군7(병산	1	0.3%
기장군6(등하교	1	0.3%
기장군6	1	0.3%
기장군5(월평	1	0.3%
남구6	1	0.3%
기장군2-3	1	0.3%
기장군10(신명	1	0.3%
Other values (305)	305	96.8%

Most occurring characters

Value	Count	Frequency (%)
1	190	14.9%
구	125	9.8%
2	73	5.7%
0	66	5.2%
3	60	4.7%
8	58	4.5%
-	57	4.5%
5	46	3.6%
6	38	3.0%
9	37	2.9%
Other values (75)	528	41.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	626	49.0%
Other Letter	551	43.1%
Dash Punctuation	57	4.5%
Open Punctuation	12	0.9%
Close Punctuation	12	0.9%
Lowercase Letter	10	0.8%
Uppercase Letter	8	0.6%
Space Separator	1	0.1%
Connector Punctuation	1	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
구	125	22.7%
장	33	6.0%
기	33	6.0%
서	33	6.0%
강	25	4.5%
사	25	4.5%
산	19	3.4%
부	16	2.9%
진	16	2.9%
정	14	2.5%
Other values (52)	212	38.5%

Decimal Number

Value	Count	Frequency (%)
1	190	30.4%
2	73	11.7%
0	66	10.5%
3	60	9.6%
8	58	9.3%
5	46	7.3%
6	38	6.1%
9	37	5.9%
7	37	5.9%
4	21	3.4%

Lowercase Letter

Value	Count	Frequency (%)
a	4	40.0%
n	4	40.0%
e	1	10.0%
b	1	10.0%

Uppercase Letter

Value	Count	Frequency (%)
J	4	50.0%
A	2	25.0%
F	1	12.5%
B	1	12.5%

Dash Punctuation

Value	Count	Frequency (%)
-	57	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	12	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	12	100.0%

Space Separator

Value	Count	Frequency (%)
	1	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	709	55.5%
Hangul	551	43.1%
Latin	18	1.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
구	125	22.7%
장	33	6.0%
기	33	6.0%
서	33	6.0%
강	25	4.5%
사	25	4.5%
산	19	3.4%
부	16	2.9%
진	16	2.9%
정	14	2.5%
Other values (52)	212	38.5%

Common

Value	Count	Frequency (%)
1	190	26.8%
2	73	10.3%
0	66	9.3%
3	60	8.5%
8	58	8.2%
-	57	8.0%
5	46	6.5%
6	38	5.4%
9	37	5.2%
7	37	5.2%
Other values (5)	47	6.6%

Latin

Value	Count	Frequency (%)
a	4	22.2%
n	4	22.2%
J	4	22.2%
A	2	11.1%
e	1	5.6%
b	1	5.6%
F	1	5.6%
B	1	5.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	727	56.9%
Hangul	551	43.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	190	26.1%
2	73	10.0%
0	66	9.1%
3	60	8.3%
8	58	8.0%
-	57	7.8%
5	46	6.3%
6	38	5.2%
9	37	5.1%
7	37	5.1%
Other values (13)	65	8.9%

Hangul

Value	Count	Frequency (%)
구	125	22.7%
장	33	6.0%
기	33	6.0%
서	33	6.0%
강	25	4.5%
사	25	4.5%
산	19	3.4%
부	16	2.9%
진	16	2.9%
정	14	2.5%
Other values (52)	212	38.5%

건수(1통행)_일반
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	314
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	860475.99

Minimum	2
Maximum	4426636
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	2
5-th percentile	807.25
Q1	108396.5
median	380375
Q3	1332771.2
95-th percentile	3049697.4
Maximum	4426636
Range	4426634
Interquartile range (IQR)	1224374.8

Descriptive statistics

Standard deviation	1038631.8
Coefficient of variation (CV)	1.2070433
Kurtosis	1.1804493
Mean	860475.99
Median Absolute Deviation (MAD)	353614.5
Skewness	1.4290373
Sum	2.7018946 × 10⁸
Variance	1.078756 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12095	1	0.3%
11344	1	0.3%
497027	1	0.3%
838602	1	0.3%
3398	1	0.3%
4022	1	0.3%
256	1	0.3%
2	1	0.3%
97796	1	0.3%
3	1	0.3%
Other values (304)	304	96.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	0.3%
3	1	0.3%
4	1	0.3%
9	1	0.3%
35	1	0.3%
52	1	0.3%
54	1	0.3%
61	1	0.3%
77	1	0.3%
87	1	0.3%

Value	Count	Frequency (%)
4426636	1	0.3%
4275326	1	0.3%
4193995	1	0.3%
4098977	1	0.3%
3862927	1	0.3%
3809939	1	0.3%
3695034	1	0.3%
3673707	1	0.3%
3589753	1	0.3%
3528170	1	0.3%

건수(1통행)_청소년
Real number (ℝ)

HIGH CORRELATION

Distinct	308
Distinct (%)	98.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	71011.933

Minimum	0
Maximum	494514
Zeros	3
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	20.9
Q1	5329.5
median	31509
Q3	110815.75
95-th percentile	269535.95
Maximum	494514
Range	494514
Interquartile range (IQR)	105486.25

Descriptive statistics

Standard deviation	91732.447
Coefficient of variation (CV)	1.2917892
Kurtosis	3.0204625
Mean	71011.933
Median Absolute Deviation (MAD)	30335.5
Skewness	1.7698273
Sum	22297747
Variance	8.4148419 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	3	1.0%
0	3	1.0%
10	2	0.6%
4941	2	0.6%
13	1	0.3%
535	1	0.3%
6	1	0.3%
9	1	0.3%
68	1	0.3%
568	1	0.3%
Other values (298)	298	94.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	1.0%
1	3	1.0%
2	1	0.3%
3	1	0.3%
6	1	0.3%
9	1	0.3%
10	2	0.6%
12	1	0.3%
13	1	0.3%
14	1	0.3%

Value	Count	Frequency (%)
494514	1	0.3%
406182	1	0.3%
396823	1	0.3%
372519	1	0.3%
372047	1	0.3%
358162	1	0.3%
346771	1	0.3%
342246	1	0.3%
330762	1	0.3%
327234	1	0.3%

건수(1통행)_어린이
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	299
Distinct (%)	95.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12901.29

Minimum	0
Maximum	96578
Zeros	9
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	4.3
Q1	1153.5
median	6917.5
Q3	18921
95-th percentile	45341.9
Maximum	96578
Range	96578
Interquartile range (IQR)	17767.5

Descriptive statistics

Standard deviation	15430.381
Coefficient of variation (CV)	1.1960339
Kurtosis	3.6527488
Mean	12901.29
Median Absolute Deviation (MAD)	6785.5
Skewness	1.7500994
Sum	4051005
Variance	2.3809664 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9	2.9%
3	3	1.0%
1	3	1.0%
4997	2	0.6%
48	2	0.6%
28	2	0.6%
15190	1	0.3%
18837	1	0.3%
12713	1	0.3%
26563	1	0.3%
Other values (289)	289	92.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	2.9%
1	3	1.0%
2	1	0.3%
3	3	1.0%
5	1	0.3%
7	1	0.3%
11	1	0.3%
15	1	0.3%
19	1	0.3%
28	2	0.6%

Value	Count	Frequency (%)
96578	1	0.3%
65743	1	0.3%
63252	1	0.3%
62736	1	0.3%
60503	1	0.3%
58430	1	0.3%
58084	1	0.3%
57628	1	0.3%
57051	1	0.3%
53869	1	0.3%

건수(2통행)_일반
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	311
Distinct (%)	99.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	249369.27

Minimum	0
Maximum	1432412
Zeros	4
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	214.85
Q1	34686.75
median	123159
Q3	374931.75
95-th percentile	853661.6
Maximum	1432412
Range	1432412
Interquartile range (IQR)	340245

Descriptive statistics

Standard deviation	297490.86
Coefficient of variation (CV)	1.1929732
Kurtosis	2.0956006
Mean	249369.27
Median Absolute Deviation (MAD)	110520.5
Skewness	1.5792122
Sum	78301951
Variance	8.8500813 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4	1.3%
3913	1	0.3%
1998	1	0.3%
255690	1	0.3%
119415	1	0.3%
280679	1	0.3%
218	1	0.3%
593	1	0.3%
209	1	0.3%
13243	1	0.3%
Other values (301)	301	95.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	1.3%
2	1	0.3%
3	1	0.3%
5	1	0.3%
13	1	0.3%
14	1	0.3%
15	1	0.3%
23	1	0.3%
41	1	0.3%
42	1	0.3%

Value	Count	Frequency (%)
1432412	1	0.3%
1332074	1	0.3%
1276876	1	0.3%
1245614	1	0.3%
1209537	1	0.3%
1188554	1	0.3%
1123688	1	0.3%
1084172	1	0.3%
1055109	1	0.3%
1048204	1	0.3%

건수(2통행)_청소년
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	296
Distinct (%)	94.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12975.5

Minimum	0
Maximum	69256
Zeros	12
Zeros (%)	3.8%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	4.65
Q1	1321.75
median	6820
Q3	20780.75
95-th percentile	42345.85
Maximum	69256
Range	69256
Interquartile range (IQR)	19459

Descriptive statistics

Standard deviation	14819.95
Coefficient of variation (CV)	1.1421487
Kurtosis	1.3109011
Mean	12975.5
Median Absolute Deviation (MAD)	6525.5
Skewness	1.365078
Sum	4074307
Variance	2.1963093 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12	3.8%
5	3	1.0%
12	2	0.6%
3221	2	0.6%
1	2	0.6%
85	2	0.6%
6	2	0.6%
10	1	0.3%
14	1	0.3%
14253	1	0.3%
Other values (286)	286	91.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	3.8%
1	2	0.6%
2	1	0.3%
4	1	0.3%
5	3	1.0%
6	2	0.6%
10	1	0.3%
12	2	0.6%
14	1	0.3%
20	1	0.3%

Value	Count	Frequency (%)
69256	1	0.3%
66783	1	0.3%
62986	1	0.3%
57480	1	0.3%
56085	1	0.3%
55027	1	0.3%
51994	1	0.3%
51555	1	0.3%
51141	1	0.3%
50609	1	0.3%

건수(2통행)_어린이
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	267
Distinct (%)	85.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1005.8854

Minimum	0
Maximum	5629
Zeros	20
Zeros (%)	6.4%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	126.25
median	578
Q3	1469.25
95-th percentile	3581.7
Maximum	5629
Range	5629
Interquartile range (IQR)	1343

Descriptive statistics

Standard deviation	1161.837
Coefficient of variation (CV)	1.1550392
Kurtosis	2.11807
Mean	1005.8854
Median Absolute Deviation (MAD)	546
Skewness	1.5573558
Sum	315848
Variance	1349865.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20	6.4%
1	6	1.9%
3	4	1.3%
2	4	1.3%
7	2	0.6%
325	2	0.6%
215	2	0.6%
1385	2	0.6%
153	2	0.6%
104	2	0.6%
Other values (257)	268	85.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	20	6.4%
1	6	1.9%
2	4	1.3%
3	4	1.3%
4	1	0.3%
6	1	0.3%
7	2	0.6%
8	2	0.6%
10	2	0.6%
16	1	0.3%

Value	Count	Frequency (%)
5629	1	0.3%
5548	1	0.3%
4845	1	0.3%
4501	1	0.3%
4359	1	0.3%
4332	1	0.3%
4326	1	0.3%
4251	1	0.3%
4243	1	0.3%
4177	1	0.3%

건수(3통행)_일반
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	309
Distinct (%)	98.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44062.959

Minimum	0
Maximum	204941
Zeros	4
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	72.3
Q1	9102.75
median	27447
Q3	66634.75
95-th percentile	137494.75
Maximum	204941
Range	204941
Interquartile range (IQR)	57532

Descriptive statistics

Standard deviation	45161.722
Coefficient of variation (CV)	1.0249362
Kurtosis	0.73680859
Mean	44062.959
Median Absolute Deviation (MAD)	23448.5
Skewness	1.1995769
Sum	13835769
Variance	2.0395811 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4	1.3%
5	2	0.6%
1	2	0.6%
400	1	0.3%
56531	1	0.3%
24661	1	0.3%
56176	1	0.3%
90	1	0.3%
161	1	0.3%
17	1	0.3%
Other values (299)	299	95.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	1.3%
1	2	0.6%
2	1	0.3%
3	1	0.3%
4	1	0.3%
5	2	0.6%
7	1	0.3%
8	1	0.3%
17	1	0.3%
43	1	0.3%

Value	Count	Frequency (%)
204941	1	0.3%
191073	1	0.3%
185077	1	0.3%
175012	1	0.3%
173295	1	0.3%
163477	1	0.3%
162164	1	0.3%
155400	1	0.3%
154919	1	0.3%
150518	1	0.3%

건수(3통행)_청소년
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	276
Distinct (%)	87.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1581.9363

Minimum	0
Maximum	10355
Zeros	16
Zeros (%)	5.1%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.65
Q1	206.25
median	983.5
Q3	2311.5
95-th percentile	4580.8
Maximum	10355
Range	10355
Interquartile range (IQR)	2105.25

Descriptive statistics

Standard deviation	1749.9105
Coefficient of variation (CV)	1.1061826
Kurtosis	3.5658401
Mean	1581.9363
Median Absolute Deviation (MAD)	901.5
Skewness	1.6771238
Sum	496728
Variance	3062186.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16	5.1%
4	3	1.0%
1	3	1.0%
11	2	0.6%
14	2	0.6%
104	2	0.6%
3705	2	0.6%
171	2	0.6%
6	2	0.6%
232	2	0.6%
Other values (266)	278	88.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16	5.1%
1	3	1.0%
3	2	0.6%
4	3	1.0%
6	2	0.6%
9	1	0.3%
10	1	0.3%
11	2	0.6%
12	1	0.3%
14	2	0.6%

Value	Count	Frequency (%)
10355	1	0.3%
8855	1	0.3%
8095	1	0.3%
8077	1	0.3%
7444	1	0.3%
7306	1	0.3%
6567	1	0.3%
6382	1	0.3%
6061	1	0.3%
5585	1	0.3%

건수(3통행)_어린이
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	173
Distinct (%)	55.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.01592

Minimum	0
Maximum	559
Zeros	27
Zeros (%)	8.6%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	14
median	63.5
Q3	158
95-th percentile	311
Maximum	559
Range	559
Interquartile range (IQR)	144

Descriptive statistics

Standard deviation	104.27141
Coefficient of variation (CV)	1.0425481
Kurtosis	1.4264516
Mean	100.01592
Median Absolute Deviation (MAD)	58.5
Skewness	1.2765166
Sum	31405
Variance	10872.527
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27	8.6%
1	10	3.2%
2	6	1.9%
12	6	1.9%
8	6	1.9%
10	6	1.9%
5	4	1.3%
48	4	1.3%
30	4	1.3%
19	4	1.3%
Other values (163)	237	75.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	27	8.6%
1	10	3.2%
2	6	1.9%
3	4	1.3%
4	1	0.3%
5	4	1.3%
6	1	0.3%
7	1	0.3%
8	6	1.9%
9	2	0.6%

Value	Count	Frequency (%)
559	1	0.3%
460	1	0.3%
423	1	0.3%
402	1	0.3%
395	1	0.3%
384	1	0.3%
367	1	0.3%
364	2	0.6%
362	1	0.3%
353	2	0.6%

교통카드건수합계
Real number (ℝ)

HIGH CORRELATION

Distinct	313
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1253484.8

Minimum	3
Maximum	6252003
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	3
5-th percentile	1259.8
Q1	173636.25
median	587550.5
Q3	1944417.2
95-th percentile	4491704.2
Maximum	6252003
Range	6252000
Interquartile range (IQR)	1770781

Descriptive statistics

Standard deviation	1487877.5
Coefficient of variation (CV)	1.1869928
Kurtosis	1.2323398
Mean	1253484.8
Median Absolute Deviation (MAD)	539932
Skewness	1.4319026
Sum	3.9359422 × 10⁸
Variance	2.2137793 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	2	0.6%
17386	1	0.3%
743929	1	0.3%
1340329	1	0.3%
4614	1	0.3%
5771	1	0.3%
501	1	0.3%
124743	1	0.3%
17926	1	0.3%
63914	1	0.3%
Other values (303)	303	96.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	2	0.6%
7	1	0.3%
17	1	0.3%
35	1	0.3%
70	1	0.3%
73	1	0.3%
77	1	0.3%
98	1	0.3%
110	1	0.3%
162	1	0.3%

Value	Count	Frequency (%)
6252003	1	0.3%
6242303	1	0.3%
5942806	1	0.3%
5931957	1	0.3%
5691539	1	0.3%
5542951	1	0.3%
5457468	1	0.3%
5218925	1	0.3%
5150974	1	0.3%
5147289	1	0.3%

Phik (φk)
Auto

Heatmap
Table

	건수(1통행)_일반	건수(1통행)_청소년	건수(1통행)_어린이	건수(2통행)_일반	건수(2통행)_청소년	건수(2통행)_어린이	건수(3통행)_일반	건수(3통행)_청소년	건수(3통행)_어린이	교통카드건수합계
건수(1통행)_일반	1.000	0.881	0.771	0.956	0.882	0.898	0.914	0.786	0.869	0.991
건수(1통행)_청소년	0.881	1.000	0.869	0.884	0.901	0.891	0.849	0.837	0.877	0.890
건수(1통행)_어린이	0.771	0.869	1.000	0.746	0.734	0.816	0.711	0.673	0.750	0.755
건수(2통행)_일반	0.956	0.884	0.746	1.000	0.909	0.920	0.934	0.805	0.887	0.959
건수(2통행)_청소년	0.882	0.901	0.734	0.909	1.000	0.902	0.894	0.865	0.863	0.892
건수(2통행)_어린이	0.898	0.891	0.816	0.920	0.902	1.000	0.916	0.791	0.921	0.902
건수(3통행)_일반	0.914	0.849	0.711	0.934	0.894	0.916	1.000	0.850	0.906	0.920
건수(3통행)_청소년	0.786	0.837	0.673	0.805	0.865	0.791	0.850	1.000	0.820	0.809
건수(3통행)_어린이	0.869	0.877	0.750	0.887	0.863	0.921	0.906	0.820	1.000	0.887
교통카드건수합계	0.991	0.890	0.755	0.959	0.892	0.902	0.920	0.809	0.887	1.000

Heatmap
Table

	건수(1통행)_일반	건수(1통행)_청소년	건수(1통행)_어린이	건수(2통행)_일반	건수(2통행)_청소년	건수(2통행)_어린이	건수(3통행)_일반	건수(3통행)_청소년	건수(3통행)_어린이	교통카드건수합계
건수(1통행)_일반	1.000	0.960	0.922	0.982	0.930	0.940	0.952	0.856	0.925	0.997
건수(1통행)_청소년	0.960	1.000	0.934	0.939	0.940	0.923	0.913	0.883	0.907	0.963
건수(1통행)_어린이	0.922	0.934	1.000	0.897	0.882	0.950	0.882	0.811	0.933	0.922
건수(2통행)_일반	0.982	0.939	0.897	1.000	0.960	0.947	0.978	0.897	0.923	0.991
건수(2통행)_청소년	0.930	0.940	0.882	0.960	1.000	0.939	0.948	0.954	0.900	0.949
건수(2통행)_어린이	0.940	0.923	0.950	0.947	0.939	1.000	0.931	0.864	0.960	0.948
건수(3통행)_일반	0.952	0.913	0.882	0.978	0.948	0.931	1.000	0.923	0.915	0.966
건수(3통행)_청소년	0.856	0.883	0.811	0.897	0.954	0.864	0.923	1.000	0.844	0.882
건수(3통행)_어린이	0.925	0.907	0.933	0.923	0.900	0.960	0.915	0.844	1.000	0.930
교통카드건수합계	0.997	0.963	0.922	0.991	0.949	0.948	0.966	0.882	0.930	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

	노선	건수(1통행)_일반	건수(1통행)_청소년	건수(1통행)_어린이	건수(2통행)_일반	건수(2통행)_청소년	건수(2통행)_어린이	건수(3통행)_일반	건수(3통행)_청소년	건수(3통행)_어린이	교통카드건수합계
0	1	12095	491	81	3913	106	7	680	11	2	17386
1	10	1984026	258794	35896	546399	40963	2629	104367	5176	208	2978458
2	100	1015168	65535	9020	214414	8789	657	39055	914	114	1353666
3	100-1	1404565	114532	15368	354817	16858	1136	61886	2505	120	1971787
4	1000	458221	15678	2768	119987	3772	301	14218	325	38	615308
5	1001	1830269	85313	8330	514829	24235	1252	42820	1876	131	2509055
6	1002	1064433	58059	4160	334668	17452	755	45295	1474	40	1526336
7	1003	1675163	69115	10680	330746	11973	786	32339	999	65	2131866
8	1004	818974	28200	2219	262548	9864	567	20632	623	63	1143690
9	1005	151755	2992	593	52280	916	109	10940	174	28	219787

	노선	건수(1통행)_일반	건수(1통행)_청소년	건수(1통행)_어린이	건수(2통행)_일반	건수(2통행)_청소년	건수(2통행)_어린이	건수(3통행)_일반	건수(3통행)_청소년	건수(3통행)_어린이	교통카드건수합계
304	해운대10	100738	3395	1112	28034	880	96	7402	213	14	141884
305	해운대2	437963	15078	5566	114671	4009	440	30019	837	28	608611
306	해운대3B코	4	3	0	0	0	0	0	0	0	7
307	해운대7_낮	791	23	3	204	6	0	43	0	0	1070
308	해운대구3	171589	7651	4259	55820	2973	216	17959	418	34	260919
309	해운대구3-1	439665	37103	14675	158849	13168	553	43810	1370	33	709226
310	해운대구3-2	167388	25533	4631	56321	3255	177	15289	171	12	272777
311	해운대구7	197971	7151	2554	49580	1510	208	13036	338	36	272384
312	해운대구8	34822	1151	343	8534	282	33	2342	45	10	47562
313	해운대구9	56965	1698	346	11996	312	36	3554	88	1	74996

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Lowercase Letter

Uppercase Letter

Dash Punctuation

Open Punctuation

Close Punctuation

Space Separator

Connector Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Interactions

Correlations

Missing values

Sample