gimi9 Pandas Profiling

Dataset statistics

Number of variables	12
Number of observations	806
Missing cells	394
Missing cells (%)	4.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	78.8 KiB
Average record size in memory	100.2 B

Variable types

Numeric	4
Categorical	3
Text	4
Unsupported	1

Dataset

Description	KOTRA의 무역투자데이터 분석을 통해 2021~2022년 기준, 우리나라의 주요 수출 10개국 대상 유망품목(HS코드, MTI코드 기준)을 추출하였습니다.
URL	https://www.data.go.kr/data/15116652/fileData.do

Alerts

`국가명` has constant value ""	Constant
`MTI코드 영문명(1자리 기준)` is highly overall correlated with `HS코드(10자리)` and 1 other fields	High correlation
`MTI코드 영문명(2자리 기준)` is highly overall correlated with `HS코드(10자리)` and 1 other fields	High correlation
`연번` is highly overall correlated with `분기평균성장률(%) * 2021년 1분기~2022년 4분기 기준`	High correlation
`HS코드(10자리)` is highly overall correlated with `MTI코드 영문명(2자리 기준)` and 1 other fields	High correlation
`분기평균성장률(%) * 2021년 1분기~2022년 4분기 기준` is highly overall correlated with `연번`	High correlation
`HS코드 영문명` has 137 (17.0%) missing values	Missing
`MTI코드 영문명(세부)` has 160 (19.9%) missing values	Missing
`MTI코드 영문명(4자리 기준)` has 81 (10.0%) missing values	Missing
`MTI코드 영문명(3자리 기준)` has 16 (2.0%) missing values	Missing
`연번` has unique values	Unique
`MTI코드(6자리)` is an unsupported type, check if it needs cleaning or further analysis	Unsupported

Reproduction

Analysis started	2023-12-12 20:20:49.159411
Analysis finished	2023-12-12 20:20:52.905002
Duration	3.75 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연번
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	806
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	402.5

Minimum	0
Maximum	805
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.2 KiB

Quantile statistics

Minimum	0
5-th percentile	40.25
Q1	201.25
median	402.5
Q3	603.75
95-th percentile	764.75
Maximum	805
Range	805
Interquartile range (IQR)	402.5

Descriptive statistics

Standard deviation	232.81645
Coefficient of variation (CV)	0.57842597
Kurtosis	-1.2
Mean	402.5
Median Absolute Deviation (MAD)	201.5
Skewness	0
Sum	324415
Variance	54203.5
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	0.1%
542	1	0.1%
532	1	0.1%
533	1	0.1%
534	1	0.1%
535	1	0.1%
536	1	0.1%
537	1	0.1%
538	1	0.1%
539	1	0.1%
Other values (796)	796	98.8%

Minimum 10 values
Maximum 10 values

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

Value	Count	Frequency (%)
805	1	0.1%
804	1	0.1%
803	1	0.1%
802	1	0.1%
801	1	0.1%
800	1	0.1%
799	1	0.1%
798	1	0.1%
797	1	0.1%
796	1	0.1%

국가명
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.4 KiB

China	806

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
China	806	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
china	806	100.0%

HS코드(10자리)
Real number (ℝ)

HIGH CORRELATION

Distinct	802
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.2395227 × 10⁹

Minimum	3.0229 × 10⁸
Maximum	9.701911 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.2 KiB

Quantile statistics

Minimum	3.0229 × 10⁸
5-th percentile	2.101959 × 10⁹
Q1	3.913159 × 10⁹
median	6.5055545 × 10⁹
Q3	8.508426 × 10⁹
95-th percentile	9.0308982 × 10⁹
Maximum	9.701911 × 10⁹
Range	9.399621 × 10⁹
Interquartile range (IQR)	4.595267 × 10⁹

Descriptive statistics

Standard deviation	2.4554436 × 10⁹
Coefficient of variation (CV)	0.39353067
Kurtosis	-1.0880635
Mean	6.2395227 × 10⁹
Median Absolute Deviation (MAD)	2.0217605 × 10⁹
Skewness	-0.46156258
Sum	5.0290553 × 10¹²
Variance	6.0292031 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6209901000	2	0.2%
2930909090	2	0.2%
9403700000	2	0.2%
8524911000	2	0.2%
6004100000	1	0.1%
9101290000	1	0.1%
5607500000	1	0.1%
8529909642	1	0.1%
8537102010	1	0.1%
8207300000	1	0.1%
Other values (792)	792	98.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
302290000	1	0.1%
303550000	1	0.1%
303591000	1	0.1%
303630000	1	0.1%
303670000	1	0.1%
303892000	1	0.1%
303899099	1	0.1%
306149090	1	0.1%
307919000	1	0.1%
307929000	1	0.1%

Value	Count	Frequency (%)
9701911000	1	0.1%
9616100000	1	0.1%
9612109000	1	0.1%
9607199000	1	0.1%
9607191000	1	0.1%
9606220000	1	0.1%
9606100000	1	0.1%
9603290000	1	0.1%
9507901000	1	0.1%
9506910000	1	0.1%

HS코드 영문명
Text

MISSING

Distinct	325
Distinct (%)	48.6%
Missing	137
Missing (%)	17.0%
Memory size	6.4 KiB

Length

Max length	232
Median length	145
Mean length	20.189836
Min length	4

Characters and Unicode

Total characters	13507
Distinct characters	71
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

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

Unique

Unique	291 ?
Unique (%)	43.5%

Sample

1st row	Other
2nd row	Trade advertising material, commercial catalogues and the like
3rd row	Of television cameras, digital cameras or video camera recorders
4th row	Of paper or paperboard
5th row	Of other polyesters

Value	Count	Frequency (%)
other	315	15.2%
of	166	8.0%
and	70	3.4%
or	62	3.0%
for	56	2.7%
not	19	0.9%
the	19	0.9%
a	18	0.9%
in	18	0.9%
with	16	0.8%
Other values (730)	1308	63.3%

Most occurring characters

Value	Count	Frequency (%)
	1404	10.4%
e	1362	10.1%
r	1053	7.8%
t	1038	7.7%
a	833	6.2%
i	807	6.0%
s	739	5.5%
o	732	5.4%
n	703	5.2%
h	574	4.2%
Other values (61)	4262	31.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	10910	80.8%
Space Separator	1404	10.4%
Uppercase Letter	732	5.4%
Decimal Number	207	1.5%
Other Punctuation	169	1.3%
Dash Punctuation	41	0.3%
Open Punctuation	22	0.2%
Close Punctuation	22	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	1362	12.5%
r	1053	9.7%
t	1038	9.5%
a	833	7.6%
i	807	7.4%
s	739	6.8%
o	732	6.7%
n	703	6.4%
h	574	5.3%
c	466	4.3%
Other values (16)	2603	23.9%

Uppercase Letter

Value	Count	Frequency (%)
O	406	55.5%
P	49	6.7%
C	35	4.8%
F	32	4.4%
M	24	3.3%
D	23	3.1%
S	22	3.0%
A	16	2.2%
E	15	2.0%
W	14	1.9%
Other values (14)	96	13.1%

Decimal Number

Value	Count	Frequency (%)
0	53	25.6%
1	37	17.9%
8	22	10.6%
4	20	9.7%
5	19	9.2%
3	14	6.8%
7	13	6.3%
9	11	5.3%
6	10	4.8%
2	8	3.9%

Other Punctuation

Value	Count	Frequency (%)
,	115	68.0%
.	34	20.1%
?	14	8.3%
%	2	1.2%
/	2	1.2%
;	1	0.6%
'	1	0.6%

Space Separator

Value	Count	Frequency (%)
	1404	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	41	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	22	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	22	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	11642	86.2%
Common	1865	13.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	1362	11.7%
r	1053	9.0%
t	1038	8.9%
a	833	7.2%
i	807	6.9%
s	739	6.3%
o	732	6.3%
n	703	6.0%
h	574	4.9%
c	466	4.0%
Other values (40)	3335	28.6%

Common

Value	Count	Frequency (%)
	1404	75.3%
,	115	6.2%
0	53	2.8%
-	41	2.2%
1	37	2.0%
.	34	1.8%
(	22	1.2%
)	22	1.2%
8	22	1.2%
4	20	1.1%
Other values (11)	95	5.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	13507	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	1404	10.4%
e	1362	10.1%
r	1053	7.8%
t	1038	7.7%
a	833	6.2%
i	807	6.0%
s	739	5.5%
o	732	5.4%
n	703	5.2%
h	574	4.2%
Other values (61)	4262	31.6%

분기별 평균 수출금액(USD) * 2021년 1분기~2022년 4분기 기준
Real number (ℝ)

Distinct	802
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22800187

Minimum	12430.62
Maximum	2.8533172 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.2 KiB

Quantile statistics

Minimum	12430.62
5-th percentile	110523
Q1	468980.03
median	1602779
Q3	6120641.1
95-th percentile	54090830
Maximum	2.8533172 × 10⁹
Range	2.8533048 × 10⁹
Interquartile range (IQR)	5651661.1

Descriptive statistics

Standard deviation	1.371105 × 10⁸
Coefficient of variation (CV)	6.0135691
Kurtosis	250.31393
Mean	22800187
Median Absolute Deviation (MAD)	1356232
Skewness	14.079789
Sum	1.8376951 × 10¹⁰
Variance	1.879929 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
143671.25	2	0.2%
2643089.0	2	0.2%
293250.5	2	0.2%
130201913.75	2	0.2%
14052707.12	1	0.1%
960702.75	1	0.1%
1738905.38	1	0.1%
2822433.75	1	0.1%
647338.5	1	0.1%
8705025.25	1	0.1%
Other values (792)	792	98.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12430.62	1	0.1%
15197.88	1	0.1%
17937.25	1	0.1%
19408.25	1	0.1%
20814.38	1	0.1%
24357.38	1	0.1%
27271.25	1	0.1%
29199.71	1	0.1%
33883.75	1	0.1%
37134.38	1	0.1%

Value	Count	Frequency (%)
2853317239.38	1	0.1%
1470386568.12	1	0.1%
1129908466.5	1	0.1%
900731069.5	1	0.1%
829656925.5	1	0.1%
642203422.5	1	0.1%
639624456.0	1	0.1%
468358947.0	1	0.1%
451134038.62	1	0.1%
402026098.25	1	0.1%

분기평균성장률(%) * 2021년 1분기~2022년 4분기 기준
Real number (ℝ)

HIGH CORRELATION

Distinct	296
Distinct (%)	36.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0484367

Minimum	0.01
Maximum	255.47
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.2 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.03
Q1	0.2
median	0.56
Q3	1.345
95-th percentile	8.7
Maximum	255.47
Range	255.46
Interquartile range (IQR)	1.145

Descriptive statistics

Standard deviation	16.29804
Coefficient of variation (CV)	5.34636
Kurtosis	183.86844
Mean	3.0484367
Median Absolute Deviation (MAD)	0.41
Skewness	12.853612
Sum	2457.04
Variance	265.62611
Monotonicity	Decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3	16	2.0%
0.15	15	1.9%
0.01	15	1.9%
0.03	15	1.9%
0.08	15	1.9%
0.26	14	1.7%
0.02	12	1.5%
0.66	12	1.5%
0.1	12	1.5%
0.13	12	1.5%
Other values (286)	668	82.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	15	1.9%
0.02	12	1.5%
0.03	15	1.9%
0.04	10	1.2%
0.05	9	1.1%
0.06	7	0.9%
0.07	4	0.5%
0.08	15	1.9%
0.09	8	1.0%
0.1	12	1.5%

Value	Count	Frequency (%)
255.47	1	0.1%
243.19	1	0.1%
237.38	1	0.1%
99.33	1	0.1%
68.17	1	0.1%
56.15	1	0.1%
56.12	1	0.1%
47.69	1	0.1%
44.12	1	0.1%
42.72	1	0.1%

MTI코드(6자리)
Unsupported

REJECTED UNSUPPORTED

Missing	0
Missing (%)	0.0%
Memory size	6.4 KiB

MTI코드 영문명(세부)
Text

MISSING

Distinct	268
Distinct (%)	41.5%
Missing	160
Missing (%)	19.9%
Memory size	6.4 KiB

Length

Max length	69
Median length	38
Mean length	21.097523
Min length	3

Characters and Unicode

Total characters	13629
Distinct characters	46
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

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

Unique

Unique	139 ?
Unique (%)	21.5%

Sample

1st row	TV Camera
2nd row	other printed matter
3rd row	other part of radio communication apparatus
4th row	other articles of plastic
5th row	other integrated circuit semiconductor

Value	Count	Frequency (%)
other	188	10.5%
of	114	6.4%
fabrics	47	2.6%
articles	46	2.6%
material	41	2.3%
chemical	38	2.1%
fine	38	2.1%
part	35	2.0%
steel	30	1.7%
polyester	22	1.2%
Other values (327)	1186	66.4%

Most occurring characters

Value	Count	Frequency (%)
e	1515	11.1%
r	1185	8.7%
	1139	8.4%
t	1115	8.2%
o	958	7.0%
a	957	7.0%
i	906	6.6%
s	756	5.5%
c	708	5.2%
n	662	4.9%
Other values (36)	3728	27.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	12369	90.8%
Space Separator	1139	8.4%
Other Punctuation	71	0.5%
Uppercase Letter	44	0.3%
Dash Punctuation	6	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	1515	12.2%
r	1185	9.6%
t	1115	9.0%
o	958	7.7%
a	957	7.7%
i	906	7.3%
s	756	6.1%
c	708	5.7%
n	662	5.4%
l	618	5.0%
Other values (16)	2989	24.2%

Uppercase Letter

Value	Count	Frequency (%)
W	10	22.7%
B	7	15.9%
G	5	11.4%
M	4	9.1%
R	3	6.8%
T	2	4.5%
V	2	4.5%
C	2	4.5%
D	2	4.5%
P	2	4.5%
Other values (4)	5	11.4%

Other Punctuation

Value	Count	Frequency (%)
,	39	54.9%
&	26	36.6%
;	4	5.6%
/	2	2.8%

Space Separator

Value	Count	Frequency (%)
	1139	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	6	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	12413	91.1%
Common	1216	8.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	1515	12.2%
r	1185	9.5%
t	1115	9.0%
o	958	7.7%
a	957	7.7%
i	906	7.3%
s	756	6.1%
c	708	5.7%
n	662	5.3%
l	618	5.0%
Other values (30)	3033	24.4%

Common

Value	Count	Frequency (%)
	1139	93.7%
,	39	3.2%
&	26	2.1%
-	6	0.5%
;	4	0.3%
/	2	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	13629	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	1515	11.1%
r	1185	8.7%
	1139	8.4%
t	1115	8.2%
o	958	7.0%
a	957	7.0%
i	906	6.6%
s	756	5.5%
c	708	5.2%
n	662	4.9%
Other values (36)	3728	27.4%

MTI코드 영문명(4자리 기준)
Text

MISSING

Distinct	212
Distinct (%)	29.2%
Missing	81
Missing (%)	10.0%
Memory size	6.4 KiB

Length

Max length	70
Median length	37
Mean length	20.848276
Min length	3

Characters and Unicode

Total characters	15115
Distinct characters	39
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

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

Unique

Unique	79 ?
Unique (%)	10.9%

Sample

1st row	TV Camera and Brauntube
2nd row	accessory/personal ornament
3rd row	otherprintedmatter
4th row	Part of Wireless Communication Apparatus
5th row	accessory/personal ornament

Value	Count	Frequency (%)
other	180	9.2%
of	118	6.0%
fabrics	64	3.3%
articles	60	3.1%
garments	50	2.6%
chemical	49	2.5%
fine	47	2.4%
material	42	2.1%
knitfabrics	36	1.8%
and	36	1.8%
Other values (268)	1275	65.2%

Most occurring characters

Value	Count	Frequency (%)
e	1639	10.8%
r	1297	8.6%
t	1253	8.3%
	1232	8.2%
a	1105	7.3%
i	1084	7.2%
o	945	6.3%
c	868	5.7%
n	838	5.5%
s	828	5.5%
Other values (29)	4026	26.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	13779	91.2%
Space Separator	1232	8.2%
Uppercase Letter	63	0.4%
Other Punctuation	27	0.2%
Dash Punctuation	14	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	1639	11.9%
r	1297	9.4%
t	1253	9.1%
a	1105	8.0%
i	1084	7.9%
o	945	6.9%
c	868	6.3%
n	838	6.1%
s	828	6.0%
l	626	4.5%
Other values (16)	3296	23.9%

Uppercase Letter

Value	Count	Frequency (%)
W	13	20.6%
C	13	20.6%
P	10	15.9%
A	9	14.3%
S	6	9.5%
T	3	4.8%
V	3	4.8%
B	3	4.8%
R	3	4.8%

Other Punctuation

Value	Count	Frequency (%)
,	18	66.7%
/	9	33.3%

Space Separator

Value	Count	Frequency (%)
	1232	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	14	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	13842	91.6%
Common	1273	8.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	1639	11.8%
r	1297	9.4%
t	1253	9.1%
a	1105	8.0%
i	1084	7.8%
o	945	6.8%
c	868	6.3%
n	838	6.1%
s	828	6.0%
l	626	4.5%
Other values (25)	3359	24.3%

Common

Value	Count	Frequency (%)
	1232	96.8%
,	18	1.4%
-	14	1.1%
/	9	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	15115	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	1639	10.8%
r	1297	8.6%
t	1253	8.3%
	1232	8.2%
a	1105	7.3%
i	1084	7.2%
o	945	6.3%
c	868	5.7%
n	838	5.5%
s	828	5.5%
Other values (29)	4026	26.6%

MTI코드 영문명(3자리 기준)
Text

MISSING

Distinct	115
Distinct (%)	14.6%
Missing	16
Missing (%)	2.0%
Memory size	6.4 KiB

Length

Max length	59
Median length	36
Mean length	21.291139
Min length	3

Characters and Unicode

Total characters	16820
Distinct characters	32
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

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

Unique

Unique	24 ?
Unique (%)	3.0%

Sample

1st row	Wireless Communication apparatus
2nd row	portable goods
3rd row	otherprintedmatter
4th row	Wireless Communication apparatus
5th row	portable goods

Value	Count	Frequency (%)
of	95	4.9%
articles	92	4.7%
other	83	4.3%
or	68	3.5%
fabrics	64	3.3%
garments/clothes	60	3.1%
chemical	49	2.5%
fine	47	2.4%
apparatus	47	2.4%
material	43	2.2%
Other values (166)	1295	66.6%

Most occurring characters

Value	Count	Frequency (%)
e	1786	10.6%
a	1384	8.2%
t	1375	8.2%
r	1304	7.8%
	1153	6.9%
i	1131	6.7%
c	1034	6.1%
o	1030	6.1%
s	1009	6.0%
l	871	5.2%
Other values (22)	4743	28.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	15415	91.6%
Space Separator	1153	6.9%
Other Punctuation	161	1.0%
Dash Punctuation	57	0.3%
Uppercase Letter	34	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	1786	11.6%
a	1384	9.0%
t	1375	8.9%
r	1304	8.5%
i	1131	7.3%
c	1034	6.7%
o	1030	6.7%
s	1009	6.5%
l	871	5.7%
n	857	5.6%
Other values (15)	3634	23.6%

Other Punctuation

Value	Count	Frequency (%)
,	97	60.2%
/	61	37.9%
?	3	1.9%

Uppercase Letter

Value	Count	Frequency (%)
W	17	50.0%
C	17	50.0%

Space Separator

Value	Count	Frequency (%)
	1153	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	57	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	15449	91.8%
Common	1371	8.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	1786	11.6%
a	1384	9.0%
t	1375	8.9%
r	1304	8.4%
i	1131	7.3%
c	1034	6.7%
o	1030	6.7%
s	1009	6.5%
l	871	5.6%
n	857	5.5%
Other values (17)	3668	23.7%

Common

Value	Count	Frequency (%)
	1153	84.1%
,	97	7.1%
/	61	4.4%
-	57	4.2%
?	3	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	16820	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	1786	10.6%
a	1384	8.2%
t	1375	8.2%
r	1304	7.8%
	1153	6.9%
i	1131	6.7%
c	1034	6.1%
o	1030	6.1%
s	1009	6.0%
l	871	5.2%
Other values (22)	4743	28.2%

MTI코드 영문명(2자리 기준)
Categorical

HIGH CORRELATION

Distinct	39
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Memory size	6.4 KiB

industrial electronic articles	89
precision chemistry	80
made-up textiles	69
fabrics	64
miscellaneous goods/sundries	53
Other values (34)	451

Length

Max length	47
Median length	33
Mean length	22.084367
Min length	4

Unique

Unique	4 ?
Unique (%)	0.5%

Sample

1st row	industrial electronic articles
2nd row	miscellaneous goods/sundries
3rd row	printedmatter
4th row	industrial electronic articles
5th row	miscellaneous goods/sundries

Common Values

Value	Count	Frequency (%)
industrial electronic articles	89	11.0%
precision chemistry	80	9.9%
made-up textiles	69	8.6%
fabrics	64	7.9%
miscellaneous goods/sundries	53	6.6%
electronic components	39	4.8%
heavy electric equipment	37	4.6%
petrochemicals	35	4.3%
mechanical elements, tools and metallic pattern	32	4.0%
agriculturalproducts/farmproduce	31	3.8%
Other values (29)	277	34.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
articles	201	10.1%
electronic	148	7.4%
precision	103	5.2%
of	100	5.0%
industrial	89	4.5%
chemistry	80	4.0%
made-up	69	3.5%
textiles	69	3.5%
fabrics	64	3.2%
or	61	3.1%
Other values (61)	1007	50.6%

MTI코드 영문명(1자리 기준)
Categorical

HIGH CORRELATION

Distinct	11
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	6.4 KiB

electrical articles & electronic articles	185
textile & apparel	141
chemical industry manufactures	141
machinery	112
livingware	65
Other values (6)	162

Length

Max length	41
Median length	37
Mean length	26.483871
Min length	4

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	electrical articles & electronic articles
2nd row	livingware
3rd row	miscellaneousarticles/sundries
4th row	electrical articles & electronic articles
5th row	livingware

Common Values

Value	Count	Frequency (%)
electrical articles & electronic articles	185	23.0%
textile & apparel	141	17.5%
chemical industry manufactures	141	17.5%
machinery	112	13.9%
livingware	65	8.1%
articles of iron or steel & metals	57	7.1%
agricultural & forest & marineproducts	48	6.0%
articles of plastic rubber or leather	34	4.2%
mineralproduct	13	1.6%
miscellaneousarticles/sundries	9	1.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	479	17.0%
articles	461	16.4%
electrical	185	6.6%
electronic	185	6.6%
textile	141	5.0%
apparel	141	5.0%
chemical	141	5.0%
industry	141	5.0%
manufactures	141	5.0%
machinery	112	4.0%
Other values (15)	687	24.4%

Heatmap
Table

	연번	HS코드(10자리)	분기별 평균 수출금액(USD) * 2021년 1분기~2022년 4분기 기준	분기평균성장률(%) * 2021년 1분기~2022년 4분기 기준	MTI코드 영문명(2자리 기준)	MTI코드 영문명(1자리 기준)
연번	1.000	0.266	0.000	0.385	0.297	0.180
HS코드(10자리)	0.266	1.000	0.000	0.209	0.960	0.951
분기별 평균 수출금액(USD)\n* 2021년 1분기~2022년 4분기 기준	0.000	0.000	1.000	0.518	0.000	0.000
분기평균성장률(%)\n* 2021년 1분기~2022년 4분기 기준	0.385	0.209	0.518	1.000	0.000	0.187
MTI코드 영문명(2자리 기준)	0.297	0.960	0.000	0.000	1.000	1.000
MTI코드 영문명(1자리 기준)	0.180	0.951	0.000	0.187	1.000	1.000

Heatmap
Table

	MTI코드 영문명(1자리 기준)	MTI코드 영문명(2자리 기준)
MTI코드 영문명(1자리 기준)	1.000	0.982
MTI코드 영문명(2자리 기준)	0.982	1.000

Heatmap
Table

	연번	HS코드(10자리)	분기별 평균 수출금액(USD) * 2021년 1분기~2022년 4분기 기준	분기평균성장률(%) * 2021년 1분기~2022년 4분기 기준	MTI코드 영문명(2자리 기준)	MTI코드 영문명(1자리 기준)
연번	1.000	-0.017	0.180	-1.000	0.104	0.056
HS코드(10자리)	-0.017	1.000	0.016	0.017	0.749	0.626
분기별 평균 수출금액(USD)\n* 2021년 1분기~2022년 4분기 기준	0.180	0.016	1.000	-0.180	0.000	0.000
분기평균성장률(%)\n* 2021년 1분기~2022년 4분기 기준	-1.000	0.017	-0.180	1.000	0.000	0.078
MTI코드 영문명(2자리 기준)	0.104	0.749	0.000	0.000	1.000	0.982
MTI코드 영문명(1자리 기준)	0.056	0.626	0.000	0.078	0.982	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

	연번	국가명	HS코드(10자리)	HS코드 영문명	분기별 평균 수출금액(USD) * 2021년 1분기~2022년 4분기 기준	분기평균성장률(%) * 2021년 1분기~2022년 4분기 기준	MTI코드(6자리)	MTI코드 영문명(세부)	MTI코드 영문명(4자리 기준)	MTI코드 영문명(3자리 기준)	MTI코드 영문명(2자리 기준)	MTI코드 영문명(1자리 기준)
0	0	China	8525801090	<NA>	639624456.0	255.47	812410	TV Camera	TV Camera and Brauntube	Wireless Communication apparatus	industrial electronic articles	electrical articles & electronic articles
1	1	China	4820900000	Other	27271.25	243.19	515190	<NA>	accessory/personal ornament	portable goods	miscellaneous goods/sundries	livingware
2	2	China	4911100000	Trade advertising material, commercial catalogues and the like	1176044.62	237.38	919000	other printed matter	otherprintedmatter	otherprintedmatter	printedmatter	miscellaneousarticles/sundries
3	3	China	8529903020	Of television cameras, digital cameras or video camera recorders	900731069.5	99.33	812890	other part of radio communication apparatus	Part of Wireless Communication Apparatus	Wireless Communication apparatus	industrial electronic articles	electrical articles & electronic articles
4	4	China	4910001000	Of paper or paperboard	29199.71	68.17	515190	<NA>	accessory/personal ornament	portable goods	miscellaneous goods/sundries	livingware
5	5	China	3920690000	Of other polyesters	1885537.75	56.15	310900	other articles of plastic	other articles of plastic	articles of plastic	articles of plastic rubber or leather	articles of plastic rubber or leather
6	6	China	8542394090	<NA>	14254213.5	56.12	831190	other integrated circuit semiconductor	integrated circuit semiconductor	semiconductor	electronic components	electrical articles & electronic articles
7	7	China	8535909000	Other	1292676.0	47.69	841390	<NA>	<NA>	rotary electric equipment	heavy electric equipment	electrical articles & electronic articles
8	8	China	6202201000	Overcoats, raincoats, car-coats, capes, cloaks and similar articles	551004.5	44.12	441201	coats & jackets	knitfabrics garments	garments/clothes	made-up textiles	textile & apparel
9	9	China	6110190000	Other	108715.25	42.72	441108	sweaters	knitted garments	garments/clothes	made-up textiles	textile & apparel

	연번	국가명	HS코드(10자리)	HS코드 영문명	분기별 평균 수출금액(USD) * 2021년 1분기~2022년 4분기 기준	분기평균성장률(%) * 2021년 1분기~2022년 4분기 기준	MTI코드(6자리)	MTI코드 영문명(세부)	MTI코드 영문명(4자리 기준)	MTI코드 영문명(3자리 기준)	MTI코드 영문명(2자리 기준)	MTI코드 영문명(1자리 기준)
796	796	China	5402110000	Of aramids	8039334.88	0.01	422100	nylon filament yarn	nylon filament yarn	man-made filament yarn	yarn	textile & apparel
797	797	China	7410229000	Other	1093242.75	0.01	622250	copper foil	low grade processing copper	articles of copper	nonferrous metal products	articles of iron or steel & metals
798	798	China	2710199000	Other	2678090.88	0.01	133600	lubricating oil	lubricating oil	articles of petroleum	mineral fuels	mineralproduct
799	799	China	6204629000	Other	1521972.75	0.01	441208	trousers,& skirts , WG	knitfabrics garments	garments/clothes	made-up textiles	textile & apparel
800	800	China	3206411000	Ultramarine	106420.0	0.01	221200	pigment	pigment	dye or pigment	precision chemistry	chemical industry manufactures
801	801	China	2007991000	Jams, fruit jellies and marmalades	65318.75	0.01	16900	other processed agricultural products	other processed agricultural products	processed agricultural products	agriculturalproducts/farmproduce	agricultural & forest & marineproducts
802	802	China	8538909000	Other	128726036.12	0.01	836110	liquiddevice	flatdisplay	flatdisplayandsensor	electronic components	electrical articles & electronic articles
803	803	China	6202990000	<NA>	1650432.5	0.01	441201	coats & jackets	knitfabrics garments	garments/clothes	made-up textiles	textile & apparel
804	804	China	9027892090	Other	911551.5	0.01	815510	physical chemistry analyzer	analysis tester	meter, controller, analysis instrument	industrial electronic articles	electrical articles & electronic articles
805	805	China	2923202000	Other phosphoaminolipids	855175.75	0.01	228900	other fine chemical material	other fine chemical material	fine chemical material	precision chemistry	chemical industry manufactures

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Other Punctuation

Space Separator

Dash Punctuation

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Other Punctuation

Uppercase Letter

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values

Length

Interactions

Correlations

Missing values

Sample