gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.5 MiB
Average record size in memory	157.0 B

Variable types

Categorical	2
Text	2
Numeric	13

Dataset

Description	교통량조사 결과 데이터 제공 (노선,방향,구간,지점번호,시간,1종,2종,3종,4종,5종,6종,7종,8종,9종,10종,11종,12종)
URL	https://www.data.go.kr/data/15062243/fileData.do

Alerts

`1종` is highly overall correlated with `2종` and 4 other fields	High correlation
`2종` is highly overall correlated with `1종` and 4 other fields	High correlation
`3종` is highly overall correlated with `1종` and 6 other fields	High correlation
`4종` is highly overall correlated with `1종` and 6 other fields	High correlation
`5종` is highly overall correlated with `1종` and 7 other fields	High correlation
`6종` is highly overall correlated with `1종` and 7 other fields	High correlation
`7종` is highly overall correlated with `3종` and 5 other fields	High correlation
`10종` is highly overall correlated with `3종` and 5 other fields	High correlation
`12종` is highly overall correlated with `5종` and 3 other fields	High correlation
`시간` has 424 (4.2%) zeros	Zeros
`2종` has 799 (8.0%) zeros	Zeros
`6종` has 119 (1.2%) zeros	Zeros
`7종` has 220 (2.2%) zeros	Zeros
`8종` has 4249 (42.5%) zeros	Zeros
`9종` has 8113 (81.1%) zeros	Zeros
`10종` has 275 (2.8%) zeros	Zeros
`11종` has 5676 (56.8%) zeros	Zeros
`12종` has 1589 (15.9%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 05:29:35.204493
Analysis finished	2023-12-12 05:29:58.273753
Duration	23.07 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

노선
Categorical

Distinct	32
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

경부선	1039
남해선	756
중부·통영대전선	730
서해안선	712
영동선	603
Other values (27)	6160

Length

Max length	10
Median length	8
Mean length	4.8159
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	중부·통영대전선
2nd row	순천완주선
3rd row	수도권제1순환선
4th row	부산외곽순환선
5th row	서해안선

Common Values

Value	Count	Frequency (%)
경부선	1039	10.4%
남해선	756	7.6%
중부·통영대전선	730	7.3%
서해안선	712	7.1%
영동선	603	6.0%
호남선	585	5.9%
중앙선	543	5.4%
중부내륙선	535	5.3%
동해선	515	5.1%
수도권제1순환선	510	5.1%
Other values (22)	3472	34.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
경부선	1039	10.4%
남해선	756	7.6%
중부·통영대전선	730	7.3%
서해안선	712	7.1%
영동선	603	6.0%
호남선	585	5.9%
중앙선	543	5.4%
중부내륙선	535	5.3%
동해선	515	5.1%
수도권제1순환선	510	5.1%
Other values (22)	3472	34.7%

방향
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

종점	5021
기점	4979

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	종점
2nd row	종점
3rd row	기점
4th row	기점
5th row	종점

Common Values

Value	Count	Frequency (%)
종점	5021	50.2%
기점	4979	49.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
종점	5021	50.2%
기점	4979	49.8%

구간
Text

Distinct	536
Distinct (%)	5.4%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	14
Median length	12
Mean length	7.5324
Min length	5

Characters and Unicode

Total characters	75324
Distinct characters	209
Distinct categories	6 ?
Distinct scripts	3 ?
Distinct blocks	3 ?

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	서청주~오창
2nd row	임실~상관
3rd row	상일~강일
4th row	한림~광재
5th row	송악~서평택

Value	Count	Frequency (%)
화산jct~북영천	28	0.3%
동함평~문평	27	0.3%
강릉~강릉jct	26	0.3%
서김제~동군산	26	0.3%
황간~영동	26	0.3%
중동~송내	26	0.3%
서안동~예천	26	0.3%
북의성~동안동	25	0.2%
동순천~순천jct	25	0.2%
함양jct~거창	25	0.2%
Other values (526)	9740	97.4%

Most occurring characters

Value	Count	Frequency (%)
~	10000	13.3%
J	5639	7.5%
C	5639	7.5%
T	5639	7.5%
주	2293	3.0%
산	2031	2.7%
서	1979	2.6%
동	1797	2.4%
천	1768	2.3%
양	1495	2.0%
Other values (199)	37044	49.2%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	48333	64.2%
Uppercase Letter	16917	22.5%
Math Symbol	10000	13.3%
Other Punctuation	36	< 0.1%
Close Punctuation	19	< 0.1%
Open Punctuation	19	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
주	2293	4.7%
산	2031	4.2%
서	1979	4.1%
동	1797	3.7%
천	1768	3.7%
양	1495	3.1%
남	1481	3.1%
성	1086	2.2%
안	999	2.1%
대	924	1.9%
Other values (192)	32480	67.2%

Uppercase Letter

Value	Count	Frequency (%)
J	5639	33.3%
C	5639	33.3%
T	5639	33.3%

Math Symbol

Value	Count	Frequency (%)
~	10000	100.0%

Other Punctuation

Value	Count	Frequency (%)
·	36	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	19	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	19	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	48333	64.2%
Latin	16917	22.5%
Common	10074	13.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
주	2293	4.7%
산	2031	4.2%
서	1979	4.1%
동	1797	3.7%
천	1768	3.7%
양	1495	3.1%
남	1481	3.1%
성	1086	2.2%
안	999	2.1%
대	924	1.9%
Other values (192)	32480	67.2%

Common

Value	Count	Frequency (%)
~	10000	99.3%
·	36	0.4%
)	19	0.2%
(	19	0.2%

Latin

Value	Count	Frequency (%)
J	5639	33.3%
C	5639	33.3%
T	5639	33.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	48333	64.2%
ASCII	26955	35.8%
None	36	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
~	10000	37.1%
J	5639	20.9%
C	5639	20.9%
T	5639	20.9%
)	19	0.1%
(	19	0.1%

Hangul

Value	Count	Frequency (%)
주	2293	4.7%
산	2031	4.2%
서	1979	4.1%
동	1797	3.7%
천	1768	3.7%
양	1495	3.1%
남	1481	3.1%
성	1086	2.2%
안	999	2.1%
대	924	1.9%
Other values (192)	32480	67.2%

None

Value	Count	Frequency (%)
·	36	100.0%

지점번호
Text

Distinct	536
Distinct (%)	5.4%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	8
Median length	4
Mean length	4.8555
Min length	3

Characters and Unicode

Total characters	48555
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3523
2nd row	2709
3rd row	10006
4th row	60003
5th row	1522

Value	Count	Frequency (%)
02003-1	28	0.3%
01200-4	27	0.3%
6504	26	0.3%
1510	26	0.3%
120	26	0.3%
10019	26	0.3%
5513	26	0.3%
3013	25	0.2%
2701	25	0.2%
1208	25	0.2%
Other values (526)	9740	97.4%

Most occurring characters

Value	Count	Frequency (%)
0	14214	29.3%
1	10080	20.8%
5	6461	13.3%
2	5035	10.4%
3	3181	6.6%
-	2536	5.2%
4	2304	4.7%
6	1977	4.1%
7	1008	2.1%
9	932	1.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	46019	94.8%
Dash Punctuation	2536	5.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	14214	30.9%
1	10080	21.9%
5	6461	14.0%
2	5035	10.9%
3	3181	6.9%
4	2304	5.0%
6	1977	4.3%
7	1008	2.2%
9	932	2.0%
8	827	1.8%

Dash Punctuation

Value	Count	Frequency (%)
-	2536	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	48555	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	14214	29.3%
1	10080	20.8%
5	6461	13.3%
2	5035	10.4%
3	3181	6.6%
-	2536	5.2%
4	2304	4.7%
6	1977	4.1%
7	1008	2.1%
9	932	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	48555	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	14214	29.3%
1	10080	20.8%
5	6461	13.3%
2	5035	10.4%
3	3181	6.6%
-	2536	5.2%
4	2304	4.7%
6	1977	4.1%
7	1008	2.1%
9	932	1.9%

시간
Real number (ℝ)

ZEROS

Distinct	24
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.567

Minimum	0
Maximum	23
Zeros	424
Zeros (%)	4.2%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	12
Q3	18
95-th percentile	22
Maximum	23
Range	23
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	6.9225359
Coefficient of variation (CV)	0.59847289
Kurtosis	-1.198385
Mean	11.567
Median Absolute Deviation (MAD)	6
Skewness	-0.0080141696
Sum	115670
Variance	47.921503
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
23	440	4.4%
15	440	4.4%
8	437	4.4%
19	436	4.4%
4	430	4.3%
13	428	4.3%
20	426	4.3%
10	425	4.2%
16	425	4.2%
0	424	4.2%
Other values (14)	5689	56.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	424	4.2%
1	403	4.0%
2	391	3.9%
3	405	4.0%
4	430	4.3%
5	408	4.1%
6	406	4.1%
7	418	4.2%
8	437	4.4%
9	407	4.1%

Value	Count	Frequency (%)
23	440	4.4%
22	413	4.1%
21	416	4.2%
20	426	4.3%
19	436	4.4%
18	398	4.0%
17	401	4.0%
16	425	4.2%
15	440	4.4%
14	392	3.9%

1종
Real number (ℝ)

HIGH CORRELATION

Distinct	2880
Distinct (%)	28.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	941.9109

Minimum	0
Maximum	8871
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	42
Q1	188
median	573
Q3	1235
95-th percentile	3403.15
Maximum	8871
Range	8871
Interquartile range (IQR)	1047

Descriptive statistics

Standard deviation	1073.6686
Coefficient of variation (CV)	1.1398834
Kurtosis	3.6942445
Mean	941.9109
Median Absolute Deviation (MAD)	445
Skewness	1.8926452
Sum	9419109
Variance	1152764.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90	29	0.3%
43	28	0.3%
27	26	0.3%
56	26	0.3%
95	25	0.2%
58	25	0.2%
63	24	0.2%
76	23	0.2%
82	23	0.2%
61	23	0.2%
Other values (2870)	9748	97.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	0.1%
2	1	< 0.1%
3	5	0.1%
4	3	< 0.1%
5	5	0.1%
6	5	0.1%
7	12	0.1%
8	10	0.1%
9	13	0.1%
10	9	0.1%

Value	Count	Frequency (%)
8871	1	< 0.1%
7375	1	< 0.1%
6499	1	< 0.1%
6369	1	< 0.1%
6354	1	< 0.1%
6245	1	< 0.1%
6216	1	< 0.1%
6120	1	< 0.1%
6113	1	< 0.1%
5989	1	< 0.1%

2종
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	217
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.1704

Minimum	0
Maximum	530
Zeros	799
Zeros (%)	8.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	10
Q3	23
95-th percentile	58
Maximum	530
Range	530
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	30.393952
Coefficient of variation (CV)	1.6727178
Kurtosis	62.281753
Mean	18.1704
Median Absolute Deviation (MAD)	8
Skewness	6.3023489
Sum	181704
Variance	923.79234
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	956	9.6%
0	799	8.0%
2	628	6.3%
3	463	4.6%
4	450	4.5%
8	353	3.5%
5	349	3.5%
6	334	3.3%
7	303	3.0%
15	291	2.9%
Other values (207)	5074	50.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	799	8.0%
1	956	9.6%
2	628	6.3%
3	463	4.6%
4	450	4.5%
5	349	3.5%
6	334	3.3%
7	303	3.0%
8	353	3.5%
9	275	2.8%

Value	Count	Frequency (%)
530	2	< 0.1%
459	1	< 0.1%
432	1	< 0.1%
431	1	< 0.1%
428	1	< 0.1%
419	1	< 0.1%
390	1	< 0.1%
366	1	< 0.1%
347	1	< 0.1%
345	1	< 0.1%

3종
Real number (ℝ)

HIGH CORRELATION

Distinct	885
Distinct (%)	8.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	158.9361

Minimum	0
Maximum	1494
Zeros	20
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	34
median	89
Q3	200
95-th percentile	591
Maximum	1494
Range	1494
Interquartile range (IQR)	166

Descriptive statistics

Standard deviation	194.23067
Coefficient of variation (CV)	1.2220677
Kurtosis	6.4685621
Mean	158.9361
Median Absolute Deviation (MAD)	65
Skewness	2.3405809
Sum	1589361
Variance	37725.553
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	93	0.9%
6	93	0.9%
10	92	0.9%
14	88	0.9%
12	87	0.9%
15	87	0.9%
7	83	0.8%
9	82	0.8%
21	82	0.8%
13	81	0.8%
Other values (875)	9132	91.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	20	0.2%
1	38	0.4%
2	58	0.6%
3	68	0.7%
4	74	0.7%
5	73	0.7%
6	93	0.9%
7	83	0.8%
8	93	0.9%
9	82	0.8%

Value	Count	Frequency (%)
1494	1	< 0.1%
1386	1	< 0.1%
1370	1	< 0.1%
1334	1	< 0.1%
1327	1	< 0.1%
1290	1	< 0.1%
1284	1	< 0.1%
1283	1	< 0.1%
1281	1	< 0.1%
1275	1	< 0.1%

4종
Real number (ℝ)

HIGH CORRELATION

Distinct	375
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.9131

Minimum	0
Maximum	529
Zeros	38
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	19
median	40
Q3	79
95-th percentile	192
Maximum	529
Range	529
Interquartile range (IQR)	60

Descriptive statistics

Standard deviation	63.605405
Coefficient of variation (CV)	1.0441991
Kurtosis	6.718485
Mean	60.9131
Median Absolute Deviation (MAD)	25
Skewness	2.244669
Sum	609131
Variance	4045.6475
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	184	1.8%
12	169	1.7%
16	163	1.6%
20	160	1.6%
19	157	1.6%
15	154	1.5%
13	152	1.5%
11	152	1.5%
23	148	1.5%
10	147	1.5%
Other values (365)	8414	84.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	38	0.4%
1	64	0.6%
2	78	0.8%
3	112	1.1%
4	129	1.3%
5	131	1.3%
6	130	1.3%
7	140	1.4%
8	135	1.4%
9	131	1.3%

Value	Count	Frequency (%)
529	1	< 0.1%
525	1	< 0.1%
513	1	< 0.1%
492	1	< 0.1%
491	1	< 0.1%
467	2	< 0.1%
454	1	< 0.1%
448	2	< 0.1%
441	1	< 0.1%
435	1	< 0.1%

5종
Real number (ℝ)

HIGH CORRELATION

Distinct	317
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.9685

Minimum	0
Maximum	391
Zeros	54
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	20
median	43.5
Q3	89
95-th percentile	185.05
Maximum	391
Range	391
Interquartile range (IQR)	69

Descriptive statistics

Standard deviation	58.76027
Coefficient of variation (CV)	0.93316929
Kurtosis	2.4923631
Mean	62.9685
Median Absolute Deviation (MAD)	28.5
Skewness	1.5397138
Sum	629685
Variance	3452.7694
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	155	1.6%
10	146	1.5%
13	144	1.4%
12	144	1.4%
17	142	1.4%
19	141	1.4%
5	140	1.4%
7	139	1.4%
9	133	1.3%
26	132	1.3%
Other values (307)	8584	85.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	54	0.5%
1	91	0.9%
2	108	1.1%
3	89	0.9%
4	114	1.1%
5	140	1.4%
6	130	1.3%
7	139	1.4%
8	122	1.2%
9	133	1.3%

Value	Count	Frequency (%)
391	1	< 0.1%
380	1	< 0.1%
375	1	< 0.1%
370	1	< 0.1%
358	2	< 0.1%
353	1	< 0.1%
351	1	< 0.1%
350	1	< 0.1%
345	1	< 0.1%
343	1	< 0.1%

6종
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	192
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.9091

Minimum	0
Maximum	290
Zeros	119
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	9
median	20
Q3	39
95-th percentile	87
Maximum	290
Range	290
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	29.162374
Coefficient of variation (CV)	1.0087611
Kurtosis	8.1062923
Mean	28.9091
Median Absolute Deviation (MAD)	13
Skewness	2.2413303
Sum	289091
Variance	850.44408
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	336	3.4%
4	321	3.2%
8	294	2.9%
6	287	2.9%
3	286	2.9%
9	269	2.7%
11	269	2.7%
12	259	2.6%
1	257	2.6%
5	255	2.5%
Other values (182)	7167	71.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	119	1.2%
1	257	2.6%
2	336	3.4%
3	286	2.9%
4	321	3.2%
5	255	2.5%
6	287	2.9%
7	251	2.5%
8	294	2.9%
9	269	2.7%

Value	Count	Frequency (%)
290	1	< 0.1%
276	1	< 0.1%
268	1	< 0.1%
257	1	< 0.1%
254	1	< 0.1%
251	2	< 0.1%
250	1	< 0.1%
240	1	< 0.1%
233	1	< 0.1%
229	1	< 0.1%

7종
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	183
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.2502

Minimum	0
Maximum	261
Zeros	220
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	15
Q3	32
95-th percentile	81
Maximum	261
Range	261
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	27.408592
Coefficient of variation (CV)	1.1302419
Kurtosis	7.5273422
Mean	24.2502
Median Absolute Deviation (MAD)	11
Skewness	2.3089592
Sum	242502
Variance	751.23092
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	452	4.5%
1	451	4.5%
3	442	4.4%
4	430	4.3%
5	419	4.2%
6	338	3.4%
8	333	3.3%
7	323	3.2%
9	295	2.9%
10	267	2.7%
Other values (173)	6250	62.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	220	2.2%
1	451	4.5%
2	452	4.5%
3	442	4.4%
4	430	4.3%
5	419	4.2%
6	338	3.4%
7	323	3.2%
8	333	3.3%
9	295	2.9%

Value	Count	Frequency (%)
261	1	< 0.1%
259	1	< 0.1%
239	1	< 0.1%
232	1	< 0.1%
221	1	< 0.1%
220	1	< 0.1%
216	1	< 0.1%
213	1	< 0.1%
194	1	< 0.1%
192	1	< 0.1%

8종
Real number (ℝ)

ZEROS

Distinct	77
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7299

Minimum	0
Maximum	257
Zeros	4249
Zeros (%)	42.5%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	13
Maximum	257
Range	257
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	7.6159534
Coefficient of variation (CV)	2.7898287
Kurtosis	253.79297
Mean	2.7299
Median Absolute Deviation (MAD)	1
Skewness	11.732572
Sum	27299
Variance	58.002746
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4249	42.5%
1	2588	25.9%
2	949	9.5%
3	467	4.7%
4	317	3.2%
5	203	2.0%
6	177	1.8%
8	122	1.2%
7	111	1.1%
10	98	1.0%
Other values (67)	719	7.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4249	42.5%
1	2588	25.9%
2	949	9.5%
3	467	4.7%
4	317	3.2%
5	203	2.0%
6	177	1.8%
7	111	1.1%
8	122	1.2%
9	70	0.7%

Value	Count	Frequency (%)
257	1	< 0.1%
206	1	< 0.1%
168	1	< 0.1%
141	1	< 0.1%
140	1	< 0.1%
135	1	< 0.1%
125	1	< 0.1%
115	1	< 0.1%
97	1	< 0.1%
86	1	< 0.1%

9종
Real number (ℝ)

ZEROS

Distinct	19
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2585

Minimum	0
Maximum	25
Zeros	8113
Zeros (%)	81.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	25
Range	25
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.85097013
Coefficient of variation (CV)	3.2919541
Kurtosis	239.97647
Mean	0.2585
Median Absolute Deviation (MAD)	0
Skewness	11.937927
Sum	2585
Variance	0.72415017
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	8113	81.1%
1	1602	16.0%
2	169	1.7%
3	50	0.5%
5	15	0.1%
6	14	0.1%
4	14	0.1%
7	5	0.1%
9	4	< 0.1%
8	3	< 0.1%
Other values (9)	11	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8113	81.1%
1	1602	16.0%
2	169	1.7%
3	50	0.5%
4	14	0.1%
5	15	0.1%
6	14	0.1%
7	5	0.1%
8	3	< 0.1%
9	4	< 0.1%

Value	Count	Frequency (%)
25	1	< 0.1%
23	1	< 0.1%
20	1	< 0.1%
19	1	< 0.1%
16	2	< 0.1%
15	2	< 0.1%
14	1	< 0.1%
12	1	< 0.1%
10	1	< 0.1%
9	4	< 0.1%

10종
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	187
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.7805

Minimum	0
Maximum	347
Zeros	275
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	14
Q3	33
95-th percentile	79
Maximum	347
Range	347
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	27.786405
Coefficient of variation (CV)	1.1684534
Kurtosis	10.716728
Mean	23.7805
Median Absolute Deviation (MAD)	11
Skewness	2.5627042
Sum	237805
Variance	772.08433
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	523	5.2%
1	480	4.8%
3	445	4.5%
4	420	4.2%
5	416	4.2%
6	352	3.5%
7	345	3.5%
8	316	3.2%
9	314	3.1%
10	276	2.8%
Other values (177)	6113	61.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	275	2.8%
1	480	4.8%
2	523	5.2%
3	445	4.5%
4	420	4.2%
5	416	4.2%
6	352	3.5%
7	345	3.5%
8	316	3.2%
9	314	3.1%

Value	Count	Frequency (%)
347	1	< 0.1%
290	1	< 0.1%
283	1	< 0.1%
270	1	< 0.1%
247	1	< 0.1%
231	1	< 0.1%
228	1	< 0.1%
226	1	< 0.1%
225	1	< 0.1%
223	1	< 0.1%

11종
Real number (ℝ)

ZEROS

Distinct	17
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.7401

Minimum	0
Maximum	29
Zeros	5676
Zeros (%)	56.8%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	29
Range	29
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.3554836
Coefficient of variation (CV)	1.8314871
Kurtosis	47.191745
Mean	0.7401
Median Absolute Deviation (MAD)	0
Skewness	4.8242488
Sum	7401
Variance	1.8373357
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	5676	56.8%
1	2988	29.9%
2	668	6.7%
3	285	2.9%
4	146	1.5%
5	88	0.9%
6	51	0.5%
7	38	0.4%
8	21	0.2%
9	12	0.1%
Other values (7)	27	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5676	56.8%
1	2988	29.9%
2	668	6.7%
3	285	2.9%
4	146	1.5%
5	88	0.9%
6	51	0.5%
7	38	0.4%
8	21	0.2%
9	12	0.1%

Value	Count	Frequency (%)
29	1	< 0.1%
22	2	< 0.1%
15	3	< 0.1%
13	3	< 0.1%
12	5	0.1%
11	3	< 0.1%
10	10	0.1%
9	12	0.1%
8	21	0.2%
7	38	0.4%

12종
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	87
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.2126

Minimum	0
Maximum	100
Zeros	1589
Zeros (%)	15.9%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	7
95-th percentile	26
Maximum	100
Range	100
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	9.8986969
Coefficient of variation (CV)	1.593326
Kurtosis	15.797597
Mean	6.2126
Median Absolute Deviation (MAD)	2
Skewness	3.3831664
Sum	62126
Variance	97.9842
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	2315	23.2%
0	1589	15.9%
2	1170	11.7%
3	781	7.8%
4	629	6.3%
5	458	4.6%
6	376	3.8%
7	301	3.0%
8	255	2.5%
10	207	2.1%
Other values (77)	1919	19.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1589	15.9%
1	2315	23.2%
2	1170	11.7%
3	781	7.8%
4	629	6.3%
5	458	4.6%
6	376	3.8%
7	301	3.0%
8	255	2.5%
9	185	1.8%

Value	Count	Frequency (%)
100	1	< 0.1%
97	1	< 0.1%
96	1	< 0.1%
94	1	< 0.1%
93	1	< 0.1%
91	1	< 0.1%
90	1	< 0.1%
86	3	< 0.1%
85	1	< 0.1%
80	1	< 0.1%

Heatmap
Table

	노선	방향	시간	1종	2종	3종	4종	5종	6종	7종	8종	9종	10종	11종	12종
노선	1.000	0.000	0.000	0.561	0.367	0.557	0.466	0.519	0.363	0.399	0.157	0.089	0.418	0.265	0.399
방향	0.000	1.000	0.000	0.044	0.000	0.035	0.024	0.000	0.000	0.000	0.000	0.018	0.019	0.000	0.039
시간	0.000	0.000	1.000	0.476	0.186	0.478	0.450	0.335	0.448	0.361	0.092	0.082	0.274	0.089	0.247
1종	0.561	0.044	0.476	1.000	0.557	0.854	0.649	0.546	0.558	0.424	0.108	0.000	0.308	0.137	0.279
2종	0.367	0.000	0.186	0.557	1.000	0.432	0.549	0.375	0.219	0.206	0.018	0.124	0.122	0.051	0.086
3종	0.557	0.035	0.478	0.854	0.432	1.000	0.720	0.627	0.611	0.502	0.131	0.076	0.361	0.154	0.296
4종	0.466	0.024	0.450	0.649	0.549	0.720	1.000	0.708	0.627	0.502	0.248	0.127	0.396	0.137	0.312
5종	0.519	0.000	0.335	0.546	0.375	0.627	0.708	1.000	0.724	0.661	0.173	0.210	0.515	0.216	0.440
6종	0.363	0.000	0.448	0.558	0.219	0.611	0.627	0.724	1.000	0.614	0.110	0.209	0.515	0.285	0.452
7종	0.399	0.000	0.361	0.424	0.206	0.502	0.502	0.661	0.614	1.000	0.092	0.142	0.714	0.170	0.622
8종	0.157	0.000	0.092	0.108	0.018	0.131	0.248	0.173	0.110	0.092	1.000	0.000	0.122	0.000	0.062
9종	0.089	0.018	0.082	0.000	0.124	0.076	0.127	0.210	0.209	0.142	0.000	1.000	0.223	0.329	0.256
10종	0.418	0.019	0.274	0.308	0.122	0.361	0.396	0.515	0.515	0.714	0.122	0.223	1.000	0.150	0.814
11종	0.265	0.000	0.089	0.137	0.051	0.154	0.137	0.216	0.285	0.170	0.000	0.329	0.150	1.000	0.213
12종	0.399	0.039	0.247	0.279	0.086	0.296	0.312	0.440	0.452	0.622	0.062	0.256	0.814	0.213	1.000

Heatmap
Table

	노선	방향
노선	1.000	0.000
방향	0.000	1.000

Heatmap
Table

	시간	1종	2종	3종	4종	5종	6종	7종	8종	9종	10종	11종	12종	노선	방향
시간	1.000	0.394	0.374	0.186	0.064	0.094	-0.014	0.066	0.033	0.050	0.006	0.040	0.073	0.000	0.000
1종	0.394	1.000	0.883	0.918	0.716	0.591	0.594	0.491	0.308	0.218	0.409	0.311	0.330	0.234	0.034
2종	0.374	0.883	1.000	0.808	0.678	0.578	0.530	0.455	0.323	0.196	0.382	0.294	0.299	0.137	0.000
3종	0.186	0.918	0.808	1.000	0.815	0.686	0.714	0.577	0.336	0.247	0.506	0.376	0.403	0.232	0.027
4종	0.064	0.716	0.678	0.815	1.000	0.803	0.739	0.626	0.426	0.229	0.572	0.373	0.470	0.183	0.019
5종	0.094	0.591	0.578	0.686	0.803	1.000	0.759	0.767	0.389	0.243	0.709	0.472	0.592	0.211	0.000
6종	-0.014	0.594	0.530	0.714	0.739	0.759	1.000	0.715	0.360	0.256	0.670	0.401	0.570	0.135	0.000
7종	0.066	0.491	0.455	0.577	0.626	0.767	0.715	1.000	0.363	0.256	0.761	0.412	0.692	0.152	0.000
8종	0.033	0.308	0.323	0.336	0.426	0.389	0.360	0.363	1.000	0.191	0.358	0.224	0.381	0.059	0.000
9종	0.050	0.218	0.196	0.247	0.229	0.243	0.256	0.256	0.191	1.000	0.224	0.190	0.220	0.039	0.026
10종	0.006	0.409	0.382	0.506	0.572	0.709	0.670	0.761	0.358	0.224	1.000	0.405	0.718	0.160	0.014
11종	0.040	0.311	0.294	0.376	0.373	0.472	0.401	0.412	0.224	0.190	0.405	1.000	0.374	0.097	0.000
12종	0.073	0.330	0.299	0.403	0.470	0.592	0.570	0.692	0.381	0.220	0.718	0.374	1.000	0.148	0.028
노선	0.000	0.234	0.137	0.232	0.183	0.211	0.135	0.152	0.059	0.039	0.160	0.097	0.148	1.000	0.000
방향	0.000	0.034	0.000	0.027	0.019	0.000	0.000	0.000	0.000	0.026	0.014	0.000	0.028	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

	노선	방향	구간	지점번호	시간	1종	2종	3종	4종	5종	6종	7종	8종	9종	10종	11종	12종
13139	중부·통영대전선	종점	서청주~오창	3523	18	1539	50	182	73	97	23	19	1	0	20	1	2
10107	순천완주선	종점	임실~상관	2709	10	486	15	148	66	43	30	19	16	1	31	2	6
21472	수도권제1순환선	기점	상일~강일	10006	23	1244	6	171	100	111	23	10	2	0	39	1	1
25408	부산외곽순환선	기점	한림~광재	60003	23	138	1	18	17	23	6	6	0	0	4	1	1
7097	서해안선	종점	송악~서평택	1522	0	360	5	25	35	43	14	26	1	0	10	1	2
16059	중부내륙선	종점	남여주~서여주	04512-1	10	239	4	44	28	29	7	8	2	0	2	0	1
24478	고창담양선	종점	장성JCT~북광주	25303	5	19	0	8	15	7	1	1	0	0	3	0	0
8500	호남선	기점	옥과~대덕JCT	02505-1	11	1246	18	181	71	52	34	7	13	0	22	1	1
8736	호남선	기점	동광주~용봉	02508-1	7	2452	44	518	115	60	32	20	1	0	20	0	3
1410	경부선	기점	영동~금강	121	1	90	2	15	19	55	8	16	2	0	19	1	29

	노선	방향	구간	지점번호	시간	1종	2종	3종	4종	5종	6종	7종	8종	9종	10종	11종	12종
4629	광주대구·무안광주선	기점	무안공항~북무안	01200-1	4	0	0	0	0	0	0	0	0	0	0	0	0
18850	중앙선	종점	제천~신림	5520	17	927	27	136	17	25	12	27	1	0	27	0	2
941	경부선	종점	금호JCT~칠곡물류	113	12	2088	26	466	347	248	73	29	47	0	41	1	7
14714	평택제천선	종점	충주JCT~노은JCT	4012	9	484	20	112	40	38	46	32	0	0	39	0	1
12666	중부·통영대전선	종점	서상~장수JCT	3508	1	94	2	16	17	17	4	4	1	0	1	0	3
9800	순천완주선	기점	황전~구례화엄사	2703	15	687	15	71	48	24	94	17	21	1	37	0	1
18199	중앙선	기점	군위JCT~군위	05509-1	14	1211	33	300	108	55	90	16	1	1	11	2	23
487	경부선	기점	활천~경주	00106-1	14	1048	31	200	110	135	102	82	2	1	71	2	14
4490	남해선	종점	동김해~김해JCT	01028-1	9	1608	30	472	165	107	44	16	9	0	11	1	4
12021	당진영덕선	기점	동청송·영양~영덕	3016	4	11	0	3	4	0	3	0	0	0	0	0	0

Overview

Variables

Common Values

Length

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Math Symbol

Other 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

None

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample