gimi9 Pandas Profiling

Dataset statistics

Number of variables	11
Number of observations	319
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	30.7 KiB
Average record size in memory	98.4 B

Variable types

Text	1
Numeric	10

Dataset

Description	부산광역시_시내버스및마을버스노선별이용건수_20221231
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)_청소년` has unique values	Unique
`건수(2통행)_일반` has unique values	Unique
`교통카드건수합계` has unique values	Unique
`건수(2통행)_청소년` has 4 (1.3%) zeros	Zeros
`건수(2통행)_어린이` has 9 (2.8%) zeros	Zeros
`건수(3통행)_청소년` has 5 (1.6%) zeros	Zeros
`건수(3통행)_어린이` has 22 (6.9%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 16:14:46.120839
Analysis finished	2023-12-10 16:15:01.865920
Duration	15.75 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

노선
Text

UNIQUE

Distinct	319
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	2.6 KiB

Length

Max length	10
Median length	8
Mean length	4.3291536
Min length	1

Characters and Unicode

Total characters	1381
Distinct characters	82
Distinct categories	6 ?
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	319 ?
Unique (%)	100.0%

Sample

1st row	10
2nd row	100
3rd row	1000(급행)
4th row	1000(심야)
5th row	100-1

Value	Count	Frequency (%)
10	1	0.3%
남구2	1	0.3%
남구1(오전	1	0.3%
남구1	1	0.3%
기장군7(예림	1	0.3%
기장군7(병산	1	0.3%
기장군6	1	0.3%
기장군5(월평	1	0.3%
기장군2-3	1	0.3%
기장군10(신명	1	0.3%
Other values (309)	309	96.9%

Most occurring characters

Value	Count	Frequency (%)
1	205	14.8%
구	128	9.3%
2	83	6.0%
0	76	5.5%
3	62	4.5%
-	60	4.3%
8	58	4.2%
5	44	3.2%
)	41	3.0%
(	41	3.0%
Other values (72)	583	42.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	659	47.7%
Other Letter	576	41.7%
Dash Punctuation	60	4.3%
Close Punctuation	41	3.0%
Open Punctuation	41	3.0%
Uppercase Letter	4	0.3%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
구	128	22.2%
서	33	5.7%
사	28	4.9%
강	25	4.3%
장	24	4.2%
기	23	4.0%
산	18	3.1%
상	16	2.8%
정	15	2.6%
진	15	2.6%
Other values (57)	251	43.6%

Decimal Number

Value	Count	Frequency (%)
1	205	31.1%
2	83	12.6%
0	76	11.5%
3	62	9.4%
8	58	8.8%
5	44	6.7%
6	38	5.8%
7	36	5.5%
9	34	5.2%
4	23	3.5%

Uppercase Letter

Value	Count	Frequency (%)
A	2	50.0%
B	2	50.0%

Dash Punctuation

Value	Count	Frequency (%)
-	60	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	41	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	41	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	801	58.0%
Hangul	576	41.7%
Latin	4	0.3%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
구	128	22.2%
서	33	5.7%
사	28	4.9%
강	25	4.3%
장	24	4.2%
기	23	4.0%
산	18	3.1%
상	16	2.8%
정	15	2.6%
진	15	2.6%
Other values (57)	251	43.6%

Common

Value	Count	Frequency (%)
1	205	25.6%
2	83	10.4%
0	76	9.5%
3	62	7.7%
-	60	7.5%
8	58	7.2%
5	44	5.5%
)	41	5.1%
(	41	5.1%
6	38	4.7%
Other values (3)	93	11.6%

Latin

Value	Count	Frequency (%)
A	2	50.0%
B	2	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	805	58.3%
Hangul	576	41.7%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	205	25.5%
2	83	10.3%
0	76	9.4%
3	62	7.7%
-	60	7.5%
8	58	7.2%
5	44	5.5%
)	41	5.1%
(	41	5.1%
6	38	4.7%
Other values (5)	97	12.0%

Hangul

Value	Count	Frequency (%)
구	128	22.2%
서	33	5.7%
사	28	4.9%
강	25	4.3%
장	24	4.2%
기	23	4.0%
산	18	3.1%
상	16	2.8%
정	15	2.6%
진	15	2.6%
Other values (57)	251	43.6%

건수(1통행)_일반
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	319
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	909718.59

Minimum	4
Maximum	4572116
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	4
5-th percentile	7490
Q1	108030.5
median	394674
Q3	1415491
95-th percentile	3342119.2
Maximum	4572116
Range	4572112
Interquartile range (IQR)	1307460.5

Descriptive statistics

Standard deviation	1101940.5
Coefficient of variation (CV)	1.2112982
Kurtosis	1.0746611
Mean	909718.59
Median Absolute Deviation (MAD)	358819
Skewness	1.4143419
Sum	2.9020023 × 10⁸
Variance	1.2142728 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2080493	1	0.3%
1110618	1	0.3%
341364	1	0.3%
70815	1	0.3%
488451	1	0.3%
4375	1	0.3%
369	1	0.3%
107699	1	0.3%
11050	1	0.3%
44263	1	0.3%
Other values (309)	309	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	1	0.3%
23	1	0.3%
193	1	0.3%
369	1	0.3%
470	1	0.3%
722	1	0.3%
1315	1	0.3%
1877	1	0.3%
2218	1	0.3%
2746	1	0.3%

Value	Count	Frequency (%)
4572116	1	0.3%
4487024	1	0.3%
4260560	1	0.3%
4190379	1	0.3%
4156045	1	0.3%
4137408	1	0.3%
4136923	1	0.3%
3987743	1	0.3%
3726124	1	0.3%
3685918	1	0.3%

건수(1통행)_청소년
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	319
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	80566.586

Minimum	0
Maximum	555893
Zeros	1
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	285.8
Q1	5689
median	37663
Q3	123944.5
95-th percentile	306648.9
Maximum	555893
Range	555893
Interquartile range (IQR)	118255.5

Descriptive statistics

Standard deviation	104651.58
Coefficient of variation (CV)	1.2989452
Kurtosis	2.9937268
Mean	80566.586
Median Absolute Deviation (MAD)	35426
Skewness	1.7704563
Sum	25700741
Variance	1.0951953 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
306390	1	0.3%
79088	1	0.3%
46569	1	0.3%
9918	1	0.3%
66969	1	0.3%
1023	1	0.3%
27	1	0.3%
9469	1	0.3%
4257	1	0.3%
1172	1	0.3%
Other values (309)	309	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.3%
3	1	0.3%
5	1	0.3%
10	1	0.3%
27	1	0.3%
33	1	0.3%
36	1	0.3%
69	1	0.3%
105	1	0.3%
121	1	0.3%

Value	Count	Frequency (%)
555893	1	0.3%
455930	1	0.3%
446766	1	0.3%
435931	1	0.3%
422544	1	0.3%
414790	1	0.3%
407841	1	0.3%
406271	1	0.3%
400326	1	0.3%
383202	1	0.3%

건수(1통행)_어린이
Real number (ℝ)

HIGH CORRELATION

Distinct	312
Distinct (%)	97.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16944.125

Minimum	0
Maximum	132487
Zeros	3
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	33.9
Q1	1149.5
median	8866
Q3	24280.5
95-th percentile	59689.1
Maximum	132487
Range	132487
Interquartile range (IQR)	23131

Descriptive statistics

Standard deviation	20856.091
Coefficient of variation (CV)	1.2308745
Kurtosis	4.2424863
Mean	16944.125
Median Absolute Deviation (MAD)	8650
Skewness	1.8559464
Sum	5405176
Variance	4.3497655 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3	0.9%
19	3	0.9%
55	2	0.6%
15	2	0.6%
12740	2	0.6%
11563	1	0.3%
10831	1	0.3%
2190	1	0.3%
15390	1	0.3%
386	1	0.3%
Other values (302)	302	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	0.9%
2	1	0.3%
8	1	0.3%
10	1	0.3%
15	2	0.6%
16	1	0.3%
17	1	0.3%
19	3	0.9%
30	1	0.3%
31	1	0.3%

Value	Count	Frequency (%)
132487	1	0.3%
98993	1	0.3%
90423	1	0.3%
83032	1	0.3%
81390	1	0.3%
78566	1	0.3%
77225	1	0.3%
77181	1	0.3%
75013	1	0.3%
74259	1	0.3%

건수(2통행)_일반
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	319
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	256251.42

Minimum	0
Maximum	1500633
Zeros	1
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	1186.9
Q1	34205
median	124742
Q3	383490
95-th percentile	900630.5
Maximum	1500633
Range	1500633
Interquartile range (IQR)	349285

Descriptive statistics

Standard deviation	305889.73
Coefficient of variation (CV)	1.1937094
Kurtosis	1.9297338
Mean	256251.42
Median Absolute Deviation (MAD)	111405
Skewness	1.5526113
Sum	81744204
Variance	9.3568526 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
552536	1	0.3%
218334	1	0.3%
111785	1	0.3%
19655	1	0.3%
157101	1	0.3%
612	1	0.3%
57	1	0.3%
14025	1	0.3%
1830	1	0.3%
13337	1	0.3%
Other values (309)	309	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.3%
4	1	0.3%
8	1	0.3%
57	1	0.3%
184	1	0.3%
190	1	0.3%
191	1	0.3%
332	1	0.3%
358	1	0.3%
585	1	0.3%

Value	Count	Frequency (%)
1500633	1	0.3%
1311685	1	0.3%
1279329	1	0.3%
1262973	1	0.3%
1189127	1	0.3%
1186071	1	0.3%
1171011	1	0.3%
1143189	1	0.3%
1103068	1	0.3%
1086221	1	0.3%

건수(2통행)_청소년
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	313
Distinct (%)	98.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13987.498

Minimum	0
Maximum	75922
Zeros	4
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	40
Q1	1371
median	7535
Q3	21271
95-th percentile	45109
Maximum	75922
Range	75922
Interquartile range (IQR)	19900

Descriptive statistics

Standard deviation	15912.256
Coefficient of variation (CV)	1.1376055
Kurtosis	1.4784239
Mean	13987.498
Median Absolute Deviation (MAD)	7208
Skewness	1.3892724
Sum	4462012
Variance	2.5319988 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4	1.3%
40	2	0.6%
27	2	0.6%
6483	2	0.6%
534	1	0.3%
9823	1	0.3%
2758	1	0.3%
13506	1	0.3%
17	1	0.3%
467	1	0.3%
Other values (303)	303	95.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	1.3%
2	1	0.3%
4	1	0.3%
5	1	0.3%
8	1	0.3%
10	1	0.3%
12	1	0.3%
17	1	0.3%
19	1	0.3%
20	1	0.3%

Value	Count	Frequency (%)
75922	1	0.3%
72581	1	0.3%
65145	1	0.3%
65044	1	0.3%
64218	1	0.3%
61554	1	0.3%
61162	1	0.3%
58327	1	0.3%
49947	1	0.3%
49928	1	0.3%

건수(2통행)_어린이
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	281
Distinct (%)	88.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1303.0627

Minimum	0
Maximum	6823
Zeros	9
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	167
median	832
Q3	1961.5
95-th percentile	4616.1
Maximum	6823
Range	6823
Interquartile range (IQR)	1794.5

Descriptive statistics

Standard deviation	1501.8869
Coefficient of variation (CV)	1.1525822
Kurtosis	1.9594629
Mean	1303.0627
Median Absolute Deviation (MAD)	738
Skewness	1.5368494
Sum	415677
Variance	2255664.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9	2.8%
2	6	1.9%
6	4	1.3%
3	4	1.3%
1	4	1.3%
53	3	0.9%
179	3	0.9%
13	3	0.9%
372	2	0.6%
35	2	0.6%
Other values (271)	279	87.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	2.8%
1	4	1.3%
2	6	1.9%
3	4	1.3%
4	2	0.6%
5	1	0.3%
6	4	1.3%
9	1	0.3%
10	2	0.6%
11	2	0.6%

Value	Count	Frequency (%)
6823	1	0.3%
6607	1	0.3%
6456	1	0.3%
6255	1	0.3%
6223	1	0.3%
5906	1	0.3%
5557	1	0.3%
5533	1	0.3%
5425	2	0.6%
5262	1	0.3%

건수(3통행)_일반
Real number (ℝ)

HIGH CORRELATION

Distinct	317
Distinct (%)	99.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45417.561

Minimum	0
Maximum	208087
Zeros	2
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	417.3
Q1	8492.5
median	29059
Q3	69678.5
95-th percentile	140564.4
Maximum	208087
Range	208087
Interquartile range (IQR)	61186

Descriptive statistics

Standard deviation	47053.032
Coefficient of variation (CV)	1.0360097
Kurtosis	0.79554144
Mean	45417.561
Median Absolute Deviation (MAD)	24523
Skewness	1.2234142
Sum	14488202
Variance	2.2139879 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2	0.6%
420	2	0.6%
247	1	0.3%
443	1	0.3%
21113	1	0.3%
22028	1	0.3%
3639	1	0.3%
31372	1	0.3%
251	1	0.3%
46	1	0.3%
Other values (307)	307	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.6%
1	1	0.3%
46	1	0.3%
58	1	0.3%
74	1	0.3%
89	1	0.3%
90	1	0.3%
152	1	0.3%
206	1	0.3%
217	1	0.3%

Value	Count	Frequency (%)
208087	1	0.3%
206642	1	0.3%
194260	1	0.3%
178382	1	0.3%
178354	1	0.3%
171127	1	0.3%
169913	1	0.3%
166825	1	0.3%
165559	1	0.3%
162987	1	0.3%

건수(3통행)_청소년
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	283
Distinct (%)	88.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1743.7053

Minimum	0
Maximum	13631
Zeros	5
Zeros (%)	1.6%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	8.8
Q1	224
median	1037
Q3	2587.5
95-th percentile	5291.2
Maximum	13631
Range	13631
Interquartile range (IQR)	2363.5

Descriptive statistics

Standard deviation	2001.1148
Coefficient of variation (CV)	1.1476221
Kurtosis	5.8425023
Mean	1743.7053
Median Absolute Deviation (MAD)	948
Skewness	1.9961988
Sum	556242
Variance	4004460.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5	1.6%
7	4	1.3%
20	4	1.3%
117	3	0.9%
1820	2	0.6%
1897	2	0.6%
791	2	0.6%
6	2	0.6%
171	2	0.6%
794	2	0.6%
Other values (273)	291	91.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	1.6%
1	1	0.3%
2	1	0.3%
3	1	0.3%
5	2	0.6%
6	2	0.6%
7	4	1.3%
9	2	0.6%
10	1	0.3%
12	2	0.6%

Value	Count	Frequency (%)
13631	1	0.3%
11288	1	0.3%
8744	1	0.3%
8586	1	0.3%
8309	1	0.3%
7907	1	0.3%
7746	1	0.3%
7189	1	0.3%
6876	1	0.3%
6771	1	0.3%

건수(3통행)_어린이
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	198
Distinct (%)	62.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	131.62382

Minimum	0
Maximum	636
Zeros	22
Zeros (%)	6.9%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	19
median	89
Q3	201
95-th percentile	413.3
Maximum	636
Range	636
Interquartile range (IQR)	182

Descriptive statistics

Standard deviation	136.886
Coefficient of variation (CV)	1.0399789
Kurtosis	0.95964593
Mean	131.62382
Median Absolute Deviation (MAD)	81
Skewness	1.208884
Sum	41988
Variance	18737.776
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	22	6.9%
1	12	3.8%
3	6	1.9%
2	5	1.6%
22	5	1.6%
5	4	1.3%
7	4	1.3%
77	4	1.3%
41	3	0.9%
36	3	0.9%
Other values (188)	251	78.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22	6.9%
1	12	3.8%
2	5	1.6%
3	6	1.9%
4	3	0.9%
5	4	1.3%
6	2	0.6%
7	4	1.3%
8	3	0.9%
10	1	0.3%

Value	Count	Frequency (%)
636	1	0.3%
619	1	0.3%
595	1	0.3%
552	1	0.3%
502	1	0.3%
485	1	0.3%
474	2	0.6%
471	1	0.3%
470	1	0.3%
449	1	0.3%

교통카드건수합계
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	319
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1326064.2

Minimum	4
Maximum	6662068
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	4
5-th percentile	9803.9
Q1	167251.5
median	605243
Q3	2068251
95-th percentile	4774898.4
Maximum	6662068
Range	6662064
Interquartile range (IQR)	1900999.5

Descriptive statistics

Standard deviation	1578476
Coefficient of variation (CV)	1.1903466
Kurtosis	1.1290465
Mean	1326064.2
Median Absolute Deviation (MAD)	554239
Skewness	1.4162518
Sum	4.2301447 × 10⁸
Variance	2.4915864 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3149157	1	0.3%
1472480	1	0.3%
544188	1	0.3%
109377	1	0.3%
775453	1	0.3%
6676	1	0.3%
516	1	0.3%
138835	1	0.3%
19561	1	0.3%
64509	1	0.3%
Other values (309)	309	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	1	0.3%
34	1	0.3%
203	1	0.3%
516	1	0.3%
785	1	0.3%
1018	1	0.3%
2758	1	0.3%
2808	1	0.3%
3080	1	0.3%
4970	1	0.3%

Value	Count	Frequency (%)
6662068	1	0.3%
6350550	1	0.3%
6162725	1	0.3%
6112255	1	0.3%
5979111	1	0.3%
5935074	1	0.3%
5934732	1	0.3%
5558334	1	0.3%
5552128	1	0.3%
5481708	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	0.867	0.770	0.947	0.876	0.881	0.899	0.586	0.891	0.988
건수(1통행)_청소년	0.867	1.000	0.863	0.860	0.892	0.883	0.822	0.653	0.861	0.884
건수(1통행)_어린이	0.770	0.863	1.000	0.707	0.781	0.810	0.750	0.779	0.779	0.764
건수(2통행)_일반	0.947	0.860	0.707	1.000	0.901	0.895	0.924	0.629	0.887	0.951
건수(2통행)_청소년	0.876	0.892	0.781	0.901	1.000	0.911	0.894	0.758	0.882	0.880
건수(2통행)_어린이	0.881	0.883	0.810	0.895	0.911	1.000	0.910	0.666	0.906	0.910
건수(3통행)_일반	0.899	0.822	0.750	0.924	0.894	0.910	1.000	0.734	0.903	0.905
건수(3통행)_청소년	0.586	0.653	0.779	0.629	0.758	0.666	0.734	1.000	0.681	0.643
건수(3통행)_어린이	0.891	0.861	0.779	0.887	0.882	0.906	0.903	0.681	1.000	0.900
교통카드건수합계	0.988	0.884	0.764	0.951	0.880	0.910	0.905	0.643	0.900	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	0.958	0.932	0.982	0.928	0.944	0.952	0.855	0.925	0.997
건수(1통행)_청소년	0.958	1.000	0.942	0.937	0.937	0.927	0.911	0.880	0.905	0.961
건수(1통행)_어린이	0.932	0.942	1.000	0.905	0.883	0.960	0.885	0.808	0.934	0.932
건수(2통행)_일반	0.982	0.937	0.905	1.000	0.959	0.945	0.978	0.893	0.919	0.990
건수(2통행)_청소년	0.928	0.937	0.883	0.959	1.000	0.931	0.949	0.953	0.889	0.947
건수(2통행)_어린이	0.944	0.927	0.960	0.945	0.931	1.000	0.926	0.852	0.957	0.949
건수(3통행)_일반	0.952	0.911	0.885	0.978	0.949	0.926	1.000	0.922	0.910	0.966
건수(3통행)_청소년	0.855	0.880	0.808	0.893	0.953	0.852	0.922	1.000	0.835	0.879
건수(3통행)_어린이	0.925	0.905	0.934	0.919	0.889	0.957	0.910	0.835	1.000	0.928
교통카드건수합계	0.997	0.961	0.932	0.990	0.947	0.949	0.966	0.879	0.928	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	10	2080493	306390	49687	552536	42617	3662	107615	5765	392	3149157
1	100	1110618	79088	13380	218334	9700	925	39272	1030	133	1472480
2	1000(급행)	411987	16316	3420	107847	4430	439	13587	429	57	558512
3	1000(심야)	62582	1827	31	8249	176	0	1286	23	0	74174
4	100-1	1407263	128441	21508	341884	16358	1416	61143	2136	213	1980362
5	1001(급행)	2310568	126565	15944	578226	30946	2066	52931	3063	260	3120569
6	1001(심야)	62570	3040	101	8233	350	2	1065	23	1	75385
7	1002(급행)	1107321	69087	6490	344459	19108	1134	44956	1627	77	1594259
8	1002(심야)	38117	1886	19	4219	173	2	667	19	0	45102
9	1003(급행)	2056304	99861	19875	350478	14946	1304	32992	1185	120	2577065

	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
309	영도구7	75752	3675	6921	28642	603	174	11531	117	22	127437
310	중구1	697337	54317	19641	194631	19279	1159	53429	1913	114	1041820
311	해운대10	108959	3738	1499	31932	1368	186	7515	230	14	155441
312	해운대2	497997	18493	7939	129377	4925	656	30714	866	56	691023
313	해운대3-1	477713	43739	22163	172859	13775	1055	49326	1614	80	782324
314	해운대구3	176784	7044	6349	55650	2884	355	17888	348	48	267350
315	해운대구3-2	182135	28726	6676	62403	3241	305	16066	334	22	299908
316	해운대구7	222761	8074	3845	55990	1863	437	15008	353	20	308351
317	해운대구8	41773	2237	722	13645	491	68	3180	161	18	62295
318	해운대구9	66764	2393	565	15304	696	62	3814	190	15	89803

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Uppercase Letter

Dash Punctuation

Close Punctuation

Open 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