gimi9 Pandas Profiling

Dataset statistics

Number of variables	12
Number of observations	43
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.7 KiB
Average record size in memory	111.1 B

Variable types

Numeric	12

Dataset

Description	섬유산업의 수출입 현황에 대한 데이터로 연도별 전체산업과 섬유산업의 수출, 수출증감, 수입, 수입증감, 무역수지 등 관련 정보를 제공합니다.
Author	산업통상자원부
URL	https://www.data.go.kr/data/15051124/fileData.do

Alerts

`연도` is highly overall correlated with `전체산업수출금액(백만불)` and 5 other fields	High correlation
`전체산업수출금액(백만불)` is highly overall correlated with `연도` and 5 other fields	High correlation
`전체산업수출증감(전년대비_퍼센트)` is highly overall correlated with `전체산업수입증감(전년대비_퍼센트)` and 2 other fields	High correlation
`전체산업수입금액(백만불)` is highly overall correlated with `연도` and 5 other fields	High correlation
`전체산업수입증감(전년대비_퍼센트)` is highly overall correlated with `전체산업수출증감(전년대비_퍼센트)` and 2 other fields	High correlation
`전체산업무역수지(백만불)` is highly overall correlated with `연도` and 5 other fields	High correlation
`섬유산업수출금액(백만불)` is highly overall correlated with `섬유산업무역수지(백만불)`	High correlation
`섬유산업수출증감(전년대비_퍼센트)` is highly overall correlated with `전체산업수출증감(전년대비_퍼센트)` and 2 other fields	High correlation
`섬유산업수출비중(전년대비_퍼센트)` is highly overall correlated with `연도` and 5 other fields	High correlation
`섬유산업수입금액(백만불)` is highly overall correlated with `연도` and 5 other fields	High correlation
`섬유산업수입증감(전년대비_퍼센트)` is highly overall correlated with `전체산업수출증감(전년대비_퍼센트)` and 2 other fields	High correlation
`섬유산업무역수지(백만불)` is highly overall correlated with `연도` and 6 other fields	High correlation
`연도` has unique values	Unique
`전체산업수출금액(백만불)` has unique values	Unique
`전체산업수입금액(백만불)` has unique values	Unique
`전체산업무역수지(백만불)` has unique values	Unique
`섬유산업수출금액(백만불)` has unique values	Unique
`섬유산업수입금액(백만불)` has unique values	Unique
`섬유산업무역수지(백만불)` has unique values	Unique
`전체산업수입증감(전년대비_퍼센트)` has 1 (2.3%) zeros	Zeros
`섬유산업수출증감(전년대비_퍼센트)` has 2 (4.7%) zeros	Zeros
`섬유산업수입증감(전년대비_퍼센트)` has 2 (4.7%) zeros	Zeros

Reproduction

Analysis started	2023-12-30 04:56:38.475116
Analysis finished	2023-12-30 04:57:24.408345
Duration	45.93 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연도
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2001

Minimum	1980
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	1980
5-th percentile	1982.1
Q1	1990.5
median	2001
Q3	2011.5
95-th percentile	2019.9
Maximum	2022
Range	42
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	12.556539
Coefficient of variation (CV)	0.0062751318
Kurtosis	-1.2
Mean	2001
Median Absolute Deviation (MAD)	11
Skewness	0
Sum	86043
Variance	157.66667
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
1980	1	2.3%
1981	1	2.3%
2004	1	2.3%
2005	1	2.3%
2006	1	2.3%
2007	1	2.3%
2008	1	2.3%
2009	1	2.3%
2010	1	2.3%
2011	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1980	1	2.3%
1981	1	2.3%
1982	1	2.3%
1983	1	2.3%
1984	1	2.3%
1985	1	2.3%
1986	1	2.3%
1987	1	2.3%
1988	1	2.3%
1989	1	2.3%

Value	Count	Frequency (%)
2022	1	2.3%
2021	1	2.3%
2020	1	2.3%
2019	1	2.3%
2018	1	2.3%
2017	1	2.3%
2016	1	2.3%
2015	1	2.3%
2014	1	2.3%
2013	1	2.3%

전체산업수출금액(백만불)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	264961.09

Minimum	17505
Maximum	683585
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	17505
5-th percentile	22112.2
Q1	68443
median	162471
Q3	503962
95-th percentile	601743.4
Maximum	683585
Range	666080
Interquartile range (IQR)	435519

Descriptive statistics

Standard deviation	221262.56
Coefficient of variation (CV)	0.83507568
Kurtosis	-1.3891829
Mean	264961.09
Median Absolute Deviation (MAD)	133226
Skewness	0.48023706
Sum	11393327
Variance	4.8957122 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
17505	1	2.3%
21254	1	2.3%
253845	1	2.3%
284419	1	2.3%
325465	1	2.3%
371489	1	2.3%
422007	1	2.3%
363534	1	2.3%
466384	1	2.3%
555214	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17505	1	2.3%
21254	1	2.3%
21853	1	2.3%
24445	1	2.3%
29245	1	2.3%
30283	1	2.3%
34714	1	2.3%
47281	1	2.3%
60696	1	2.3%
62377	1	2.3%

Value	Count	Frequency (%)
683585	1	2.3%
644400	1	2.3%
604860	1	2.3%
573694	1	2.3%
572665	1	2.3%
559632	1	2.3%
555214	1	2.3%
547870	1	2.3%
542233	1	2.3%
526757	1	2.3%

전체산업수출증감(전년대비_퍼센트)
Real number (ℝ)

HIGH CORRELATION

Distinct	29
Distinct (%)	67.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.9302326

Minimum	-14
Maximum	36
Zeros	0
Zeros (%)	0.0%
Negative	8
Negative (%)	18.6%
Memory size	519.0 B

Quantile statistics

Minimum	-14
5-th percentile	-9.8
Q1	3
median	9
Q3	18
95-th percentile	29.8
Maximum	36
Range	50
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	12.111379
Coefficient of variation (CV)	1.219647
Kurtosis	-0.40381521
Mean	9.9302326
Median Absolute Deviation (MAD)	7
Skewness	0.049286301
Sum	427
Variance	146.68549
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
14	3	7.0%
4	3	7.0%
16	2	4.7%
28	2	4.7%
2	2	4.7%
5	2	4.7%
-6	2	4.7%
7	2	4.7%
19	2	4.7%
20	2	4.7%
Other values (19)	21	48.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-14	1	2.3%
-13	1	2.3%
-10	1	2.3%
-8	1	2.3%
-6	2	4.7%
-3	1	2.3%
-1	1	2.3%
2	2	4.7%
3	2	4.7%
4	3	7.0%

Value	Count	Frequency (%)
36	1	2.3%
31	1	2.3%
30	1	2.3%
28	2	4.7%
26	1	2.3%
21	1	2.3%
20	2	4.7%
19	2	4.7%
17	1	2.3%
16	2	4.7%

전체산업수입금액(백만불)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	247345.49

Minimum	22292
Maximum	731370
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	22292
5-th percentile	26137.1
Q1	75684.5
median	152126
Q3	435887
95-th percentile	534233.3
Maximum	731370
Range	709078
Interquartile range (IQR)	360202.5

Descriptive statistics

Standard deviation	204914.32
Coefficient of variation (CV)	0.82845385
Kurtosis	-1.0077318
Mean	247345.49
Median Absolute Deviation (MAD)	121495
Skewness	0.58806579
Sum	10635856
Variance	4.198988 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
22292	1	2.3%
26131	1	2.3%
224463	1	2.3%
261238	1	2.3%
309383	1	2.3%
356846	1	2.3%
435275	1	2.3%
323085	1	2.3%
425212	1	2.3%
524413	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22292	1	2.3%
24251	1	2.3%
26131	1	2.3%
26192	1	2.3%
30631	1	2.3%
31136	1	2.3%
31584	1	2.3%
41020	1	2.3%
51811	1	2.3%
61465	1	2.3%

Value	Count	Frequency (%)
731370	1	2.3%
615093	1	2.3%
535202	1	2.3%
525515	1	2.3%
524413	1	2.3%
519584	1	2.3%
515586	1	2.3%
503343	1	2.3%
478478	1	2.3%
467633	1	2.3%

전체산업수입증감(전년대비_퍼센트)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	29
Distinct (%)	67.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.9534884

Minimum	-36
Maximum	34
Zeros	1
Zeros (%)	2.3%
Negative	11
Negative (%)	25.6%
Memory size	519.0 B

Quantile statistics

Minimum	-36
5-th percentile	-16.5
Q1	-0.5
median	14
Q3	20.5
95-th percentile	32
Maximum	34
Range	70
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	16.077126
Coefficient of variation (CV)	1.6152253
Kurtosis	0.41027449
Mean	9.9534884
Median Absolute Deviation (MAD)	12
Skewness	-0.73478914
Sum	428
Variance	258.47398
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
18	3	7.0%
32	3	7.0%
-7	3	7.0%
17	3	7.0%
8	2	4.7%
2	2	4.7%
26	2	4.7%
19	2	4.7%
-1	2	4.7%
22	2	4.7%
Other values (19)	19	44.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-36	1	2.3%
-26	1	2.3%
-17	1	2.3%
-12	1	2.3%
-7	3	7.0%
-6	1	2.3%
-4	1	2.3%
-1	2	4.7%
0	1	2.3%
1	1	2.3%

Value	Count	Frequency (%)
34	1	2.3%
32	3	7.0%
30	1	2.3%
28	1	2.3%
26	2	4.7%
23	1	2.3%
22	2	4.7%
19	2	4.7%
18	3	7.0%
17	3	7.0%

전체산업무역수지(백만불)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17615.558

Minimum	-47785
Maximum	95216
Zeros	0
Zeros (%)	0.0%
Negative	16
Negative (%)	37.2%
Memory size	519.0 B

Quantile statistics

Minimum	-47785
5-th percentile	-12946.4
Q1	-3592
median	10344
Q3	34845.5
95-th percentile	87275.4
Maximum	95216
Range	143001
Interquartile range (IQR)	38437.5

Descriptive statistics

Standard deviation	30185.598
Coefficient of variation (CV)	1.713576
Kurtosis	0.93419952
Mean	17615.558
Median Absolute Deviation (MAD)	16679
Skewness	0.85766656
Sum	757469
Variance	9.1117032 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
-4787	1	2.3%
-4878	1	2.3%
29382	1	2.3%
23180	1	2.3%
16082	1	2.3%
14643	1	2.3%
-13267	1	2.3%
40449	1	2.3%
41172	1	2.3%
30801	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-47785	1	2.3%
-20624	1	2.3%
-13267	1	2.3%
-10061	1	2.3%
-9655	1	2.3%
-8452	1	2.3%
-6335	1	2.3%
-5144	1	2.3%
-4878	1	2.3%
-4828	1	2.3%

Value	Count	Frequency (%)
95216	1	2.3%
90258	1	2.3%
89233	1	2.3%
69657	1	2.3%
47150	1	2.3%
44865	1	2.3%
44047	1	2.3%
41172	1	2.3%
40449	1	2.3%
39031	1	2.3%

섬유산업수출금액(백만불)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13615.302

Minimum	5099
Maximum	18783
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	5099
5-th percentile	6152.4
Q1	12554
median	14171
Q3	15932
95-th percentile	18601.6
Maximum	18783
Range	13684
Interquartile range (IQR)	3378

Descriptive statistics

Standard deviation	3631.0869
Coefficient of variation (CV)	0.26669161
Kurtosis	0.24676235
Mean	13615.302
Median Absolute Deviation (MAD)	1859
Skewness	-0.94271876
Sum	585458
Variance	13184792
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
5099	1	2.3%
6282	1	2.3%
14891	1	2.3%
13650	1	2.3%
13016	1	2.3%
13580	1	2.3%
13433	1	2.3%
11685	1	2.3%
13980	1	2.3%
16052	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5099	1	2.3%
6002	1	2.3%
6138	1	2.3%
6282	1	2.3%
7084	1	2.3%
7195	1	2.3%
8815	1	2.3%
11238	1	2.3%
11685	1	2.3%
11834	1	2.3%

Value	Count	Frequency (%)
18783	1	2.3%
18738	1	2.3%
18656	1	2.3%
18112	1	2.3%
17462	1	2.3%
17424	1	2.3%
16864	1	2.3%
16096	1	2.3%
16072	1	2.3%
16052	1	2.3%

섬유산업수출증감(전년대비_퍼센트)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	26
Distinct (%)	60.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8604651

Minimum	-17
Maximum	34
Zeros	2
Zeros (%)	4.7%
Negative	19
Negative (%)	44.2%
Memory size	519.0 B

Quantile statistics

Minimum	-17
5-th percentile	-12.7
Q1	-3.5
median	1
Q3	8
95-th percentile	22.7
Maximum	34
Range	51
Interquartile range (IQR)	11.5

Descriptive statistics

Standard deviation	10.888136
Coefficient of variation (CV)	3.8064214
Kurtosis	0.57502997
Mean	2.8604651
Median Absolute Deviation (MAD)	6
Skewness	0.76577117
Sum	123
Variance	118.5515
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
-2	4	9.3%
-5	3	7.0%
2	3	7.0%
8	2	4.7%
-13	2	4.7%
-10	2	4.7%
4	2	4.7%
0	2	4.7%
-8	2	4.7%
-1	2	4.7%
Other values (16)	19	44.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-17	1	2.3%
-13	2	4.7%
-10	2	4.7%
-8	2	4.7%
-5	3	7.0%
-4	1	2.3%
-3	2	4.7%
-2	4	9.3%
-1	2	4.7%
0	2	4.7%

Value	Count	Frequency (%)
34	1	2.3%
24	1	2.3%
23	1	2.3%
20	2	4.7%
17	1	2.3%
15	1	2.3%
14	1	2.3%
11	1	2.3%
9	1	2.3%
8	2	4.7%

섬유산업수출비중(전년대비_퍼센트)
Real number (ℝ)

HIGH CORRELATION

Distinct	23
Distinct (%)	53.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.209302

Minimum	2
Maximum	30
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	2
5-th percentile	2
Q1	3
median	10
Q3	22.5
95-th percentile	27.7
Maximum	30
Range	28
Interquartile range (IQR)	19.5

Descriptive statistics

Standard deviation	9.6622933
Coefficient of variation (CV)	0.79138783
Kurtosis	-1.4223695
Mean	12.209302
Median Absolute Deviation (MAD)	7
Skewness	0.41922761
Sum	525
Variance	93.359911
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
3	9	20.9%
2	6	14.0%
25	4	9.3%
23	3	7.0%
4	2	4.7%
14	2	4.7%
29	1	2.3%
11	1	2.3%
5	1	2.3%
6	1	2.3%
Other values (13)	13	30.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	6	14.0%
3	9	20.9%
4	2	4.7%
5	1	2.3%
6	1	2.3%
8	1	2.3%
9	1	2.3%
10	1	2.3%
11	1	2.3%
12	1	2.3%

Value	Count	Frequency (%)
30	1	2.3%
29	1	2.3%
28	1	2.3%
25	4	9.3%
24	1	2.3%
23	3	7.0%
22	1	2.3%
21	1	2.3%
20	1	2.3%
18	1	2.3%

섬유산업수입금액(백만불)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7186.5814

Minimum	453
Maximum	19901
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	453
5-th percentile	546.2
Q1	2550
median	5504
Q3	12021
95-th percentile	17119
Maximum	19901
Range	19448
Interquartile range (IQR)	9471

Descriptive statistics

Standard deviation	5793.4918
Coefficient of variation (CV)	0.80615407
Kurtosis	-0.79592053
Mean	7186.5814
Median Absolute Deviation (MAD)	3748
Skewness	0.67406467
Sum	309023
Variance	33564547
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
453	1	2.3%
541	1	2.3%
6369	1	2.3%
6723	1	2.3%
7963	1	2.3%
8913	1	2.3%
8770	1	2.3%
7254	1	2.3%
9739	1	2.3%
12330	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
453	1	2.3%
541	1	2.3%
543	1	2.3%
575	1	2.3%
673	1	2.3%
719	1	2.3%
1044	1	2.3%
1567	1	2.3%
1756	1	2.3%
2089	1	2.3%

Value	Count	Frequency (%)
19901	1	2.3%
18299	1	2.3%
17120	1	2.3%
17110	1	2.3%
16203	1	2.3%
15175	1	2.3%
14491	1	2.3%
14376	1	2.3%
14287	1	2.3%
13261	1	2.3%

섬유산업수입증감(전년대비_퍼센트)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	32
Distinct (%)	74.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.27907

Minimum	-45
Maximum	50
Zeros	2
Zeros (%)	4.7%
Negative	8
Negative (%)	18.6%
Memory size	519.0 B

Quantile statistics

Minimum	-45
5-th percentile	-7.9
Q1	1.5
median	8
Q3	18.5
95-th percentile	37.7
Maximum	50
Range	95
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	16.599377
Coefficient of variation (CV)	1.6148715
Kurtosis	2.4482706
Mean	10.27907
Median Absolute Deviation (MAD)	8
Skewness	-0.26117399
Sum	442
Variance	275.53931
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
6	3	7.0%
13	3	7.0%
5	3	7.0%
-5	2	4.7%
0	2	4.7%
8	2	4.7%
20	2	4.7%
12	2	4.7%
34	1	2.3%
18	1	2.3%
Other values (22)	22	51.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-45	1	2.3%
-17	1	2.3%
-8	1	2.3%
-7	1	2.3%
-5	2	4.7%
-2	1	2.3%
-1	1	2.3%
0	2	4.7%
1	1	2.3%
2	1	2.3%

Value	Count	Frequency (%)
50	1	2.3%
45	1	2.3%
38	1	2.3%
35	1	2.3%
34	1	2.3%
27	1	2.3%
25	1	2.3%
23	1	2.3%
20	2	4.7%
19	1	2.3%

섬유산업무역수지(백만불)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6428.6977

Minimum	-7601
Maximum	14040
Zeros	0
Zeros (%)	0.0%
Negative	7
Negative (%)	16.3%
Memory size	519.0 B

Quantile statistics

Minimum	-7601
5-th percentile	-4883.6
Q1	3852.5
median	6365
Q3	12528.5
95-th percentile	13631
Maximum	14040
Range	21641
Interquartile range (IQR)	8676

Descriptive statistics

Standard deviation	6060.9149
Coefficient of variation (CV)	0.94279047
Kurtosis	-0.50697856
Mean	6428.6977
Median Absolute Deviation (MAD)	4645
Skewness	-0.5640624
Sum	276434
Variance	36734690
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
4646	1	2.3%
5741	1	2.3%
8522	1	2.3%
6928	1	2.3%
5053	1	2.3%
4666	1	2.3%
4664	1	2.3%
4430	1	2.3%
4241	1	2.3%
3722	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7601	1	2.3%
-5492	1	2.3%
-4965	1	2.3%
-4151	1	2.3%
-3040	1	2.3%
-1433	1	2.3%
-684	1	2.3%
203	1	2.3%
1720	1	2.3%
2811	1	2.3%

Value	Count	Frequency (%)
14040	1	2.3%
13995	1	2.3%
13641	1	2.3%
13541	1	2.3%
13442	1	2.3%
13297	1	2.3%
13148	1	2.3%
12945	1	2.3%
12903	1	2.3%
12794	1	2.3%

Phik (φk)
Auto

Heatmap
Table

	연도	전체산업수출금액(백만불)	전체산업수출증감(전년대비_퍼센트)	전체산업수입금액(백만불)	전체산업수입증감(전년대비_퍼센트)	전체산업무역수지(백만불)	섬유산업수출금액(백만불)	섬유산업수출증감(전년대비_퍼센트)	섬유산업수출비중(전년대비_퍼센트)	섬유산업수입금액(백만불)	섬유산업수입증감(전년대비_퍼센트)	섬유산업무역수지(백만불)
연도	1.000	0.895	0.000	0.904	0.000	0.738	0.766	0.000	0.923	0.947	0.376	0.925
전체산업수출금액(백만불)	0.895	1.000	0.714	0.973	0.466	0.717	0.639	0.000	0.837	0.957	0.510	0.921
전체산업수출증감(전년대비_퍼센트)	0.000	0.714	1.000	0.705	0.804	0.000	0.190	0.838	0.000	0.714	0.618	0.866
전체산업수입금액(백만불)	0.904	0.973	0.705	1.000	0.000	0.678	0.623	0.000	0.795	0.928	0.000	0.845
전체산업수입증감(전년대비_퍼센트)	0.000	0.466	0.804	0.000	1.000	0.308	0.000	0.564	0.000	0.000	0.819	0.626
전체산업무역수지(백만불)	0.738	0.717	0.000	0.678	0.308	1.000	0.423	0.000	0.550	0.764	0.000	0.727
섬유산업수출금액(백만불)	0.766	0.639	0.190	0.623	0.000	0.423	1.000	0.713	0.715	0.677	0.530	0.752
섬유산업수출증감(전년대비_퍼센트)	0.000	0.000	0.838	0.000	0.564	0.000	0.713	1.000	0.599	0.000	0.757	0.605
섬유산업수출비중(전년대비_퍼센트)	0.923	0.837	0.000	0.795	0.000	0.550	0.715	0.599	1.000	0.827	0.542	0.579
섬유산업수입금액(백만불)	0.947	0.957	0.714	0.928	0.000	0.764	0.677	0.000	0.827	1.000	0.137	0.926
섬유산업수입증감(전년대비_퍼센트)	0.376	0.510	0.618	0.000	0.819	0.000	0.530	0.757	0.542	0.137	1.000	0.000
섬유산업무역수지(백만불)	0.925	0.921	0.866	0.845	0.626	0.727	0.752	0.605	0.579	0.926	0.000	1.000

Heatmap
Table

	연도	전체산업수출금액(백만불)	전체산업수출증감(전년대비_퍼센트)	전체산업수입금액(백만불)	전체산업수입증감(전년대비_퍼센트)	전체산업무역수지(백만불)	섬유산업수출금액(백만불)	섬유산업수출증감(전년대비_퍼센트)	섬유산업수출비중(전년대비_퍼센트)	섬유산업수입금액(백만불)	섬유산업수입증감(전년대비_퍼센트)	섬유산업무역수지(백만불)
연도	1.000	0.984	-0.295	0.976	-0.066	0.642	0.147	-0.409	-0.991	0.988	-0.207	-0.656
전체산업수출금액(백만불)	0.984	1.000	-0.238	0.993	-0.004	0.626	0.207	-0.332	-0.980	0.979	-0.148	-0.638
전체산업수출증감(전년대비_퍼센트)	-0.295	-0.238	1.000	-0.223	0.842	-0.255	-0.072	0.751	0.280	-0.250	0.606	0.205
전체산업수입금액(백만불)	0.976	0.993	-0.223	1.000	0.013	0.575	0.218	-0.311	-0.972	0.981	-0.137	-0.636
전체산업수입증감(전년대비_퍼센트)	-0.066	-0.004	0.842	0.013	1.000	-0.218	0.116	0.630	0.054	-0.028	0.698	0.180
전체산업무역수지(백만불)	0.642	0.626	-0.255	0.575	-0.218	1.000	-0.004	-0.265	-0.635	0.582	-0.141	-0.514
섬유산업수출금액(백만불)	0.147	0.207	-0.072	0.218	0.116	-0.004	1.000	0.012	-0.128	0.162	0.134	0.534
섬유산업수출증감(전년대비_퍼센트)	-0.409	-0.332	0.751	-0.311	0.630	-0.265	0.012	1.000	0.416	-0.364	0.690	0.220
섬유산업수출비중(전년대비_퍼센트)	-0.991	-0.980	0.280	-0.972	0.054	-0.635	-0.128	0.416	1.000	-0.979	0.229	0.658
섬유산업수입금액(백만불)	0.988	0.979	-0.250	0.981	-0.028	0.582	0.162	-0.364	-0.979	1.000	-0.169	-0.661
섬유산업수입증감(전년대비_퍼센트)	-0.207	-0.148	0.606	-0.137	0.698	-0.141	0.134	0.690	0.229	-0.169	1.000	0.233
섬유산업무역수지(백만불)	-0.656	-0.638	0.205	-0.636	0.180	-0.514	0.534	0.220	0.658	-0.661	0.233	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

	연도	전체산업수출금액(백만불)	전체산업수출증감(전년대비_퍼센트)	전체산업수입금액(백만불)	전체산업수입증감(전년대비_퍼센트)	전체산업무역수지(백만불)	섬유산업수출금액(백만불)	섬유산업수출증감(전년대비_퍼센트)	섬유산업수출비중(전년대비_퍼센트)	섬유산업수입금액(백만불)	섬유산업수입증감(전년대비_퍼센트)	섬유산업무역수지(백만불)
0	1980	17505	16	22292	10	-4787	5099	11	29	453	-8	4646
1	1981	21254	21	26131	17	-4878	6282	23	30	541	20	5741
2	1982	21853	3	24251	-7	-2397	6002	-5	28	543	0	5459
3	1983	24445	12	26192	8	-1747	6138	2	25	575	6	5563
4	1984	29245	20	30631	17	-1387	7195	17	25	673	17	6523
5	1985	30283	4	31136	2	-853	7084	-2	23	719	7	6365
6	1986	34714	15	31584	1	3131	8815	24	25	1044	45	7771
7	1987	47281	36	41020	30	6261	11834	34	25	1567	50	10267
8	1988	60696	28	51811	26	8886	14171	20	23	1756	12	12415
9	1989	62377	3	61465	19	912	15237	8	24	2089	19	13148

	연도	전체산업수출금액(백만불)	전체산업수출증감(전년대비_퍼센트)	전체산업수입금액(백만불)	전체산업수입증감(전년대비_퍼센트)	전체산업무역수지(백만불)	섬유산업수출금액(백만불)	섬유산업수출증감(전년대비_퍼센트)	섬유산업수출비중(전년대비_퍼센트)	섬유산업수입금액(백만불)	섬유산업수입증감(전년대비_퍼센트)	섬유산업무역수지(백만불)
33	2013	559632	2	515586	-1	44047	16072	2	3	13261	13	2811
34	2014	572665	2	525515	2	47150	16096	0	3	14376	8	1720
35	2015	526757	-8	436499	-17	90258	14490	-10	3	14287	-1	203
36	2016	495426	-6	406193	-7	89233	13807	-5	3	14491	1	-684
37	2017	573694	16	478478	18	95216	13742	-1	2	15175	5	-1433
38	2018	604860	5	535202	12	69657	14080	3	2	17120	13	-3040
39	2019	542233	-10	503343	-6	38890	12959	-8	2	17110	0	-4151
40	2020	512498	-6	467633	-7	44865	11238	-13	2	16203	-5	-4965
41	2021	644400	26	615093	32	29307	12807	14	2	18299	13	-5492
42	2022	683585	6	731370	19	-47785	12301	-4	2	19901	9	-7601

Overview

Variables

Interactions

Correlations

Missing values

Sample