gimi9 Pandas Profiling

Dataset statistics

Number of variables	7
Number of observations	51
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.3 KiB
Average record size in memory	65.6 B

Variable types

Numeric	7

Dataset

Description	1971~2021년까지 농림축수산물 및 임산물 수출입 현황 등 백만불 단위의 교역 정보에 대한 통계자료입니다. .
Author	산림청
URL	https://www.data.go.kr/data/15069528/fileData.do

Alerts

`연도(년)` is highly overall correlated with `수출 국가전체(백만불)` and 4 other fields	High correlation
`수출 국가전체(백만불)` is highly overall correlated with `연도(년)` and 4 other fields	High correlation
`수출 농림축수산물(백만불)` is highly overall correlated with `연도(년)` and 4 other fields	High correlation
`수입 국가전체(백만불)` is highly overall correlated with `연도(년)` and 4 other fields	High correlation
`수입 농림축수산물(백만불)` is highly overall correlated with `연도(년)` and 4 other fields	High correlation
`수입 임산물(백만불)` is highly overall correlated with `연도(년)` and 4 other fields	High correlation
`연도(년)` has unique values	Unique
`수출 국가전체(백만불)` has unique values	Unique
`수출 농림축수산물(백만불)` has unique values	Unique
`수출 임산물(백만불)` has unique values	Unique
`수입 농림축수산물(백만불)` has unique values	Unique
`수입 임산물(백만불)` has unique values	Unique

Reproduction

Analysis started	2023-12-12 19:11:55.983200
Analysis finished	2023-12-12 19:12:01.657755
Duration	5.67 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연도(년)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	51
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1996

Minimum	1971
Maximum	2021
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	591.0 B

Quantile statistics

Minimum	1971
5-th percentile	1973.5
Q1	1983.5
median	1996
Q3	2008.5
95-th percentile	2018.5
Maximum	2021
Range	50
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	14.866069
Coefficient of variation (CV)	0.0074479302
Kurtosis	-1.2
Mean	1996
Median Absolute Deviation (MAD)	13
Skewness	0
Sum	101796
Variance	221
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1971	1	2.0%
1972	1	2.0%
1999	1	2.0%
2000	1	2.0%
2001	1	2.0%
2002	1	2.0%
2003	1	2.0%
2004	1	2.0%
2005	1	2.0%
2006	1	2.0%
Other values (41)	41	80.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1971	1	2.0%
1972	1	2.0%
1973	1	2.0%
1974	1	2.0%
1975	1	2.0%
1976	1	2.0%
1977	1	2.0%
1978	1	2.0%
1979	1	2.0%
1980	1	2.0%

Value	Count	Frequency (%)
2021	1	2.0%
2020	1	2.0%
2019	1	2.0%
2018	1	2.0%
2017	1	2.0%
2016	1	2.0%
2015	1	2.0%
2014	1	2.0%
2013	1	2.0%
2012	1	2.0%

수출 국가전체(백만불)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	51
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	211218.55

Minimum	1068
Maximum	644400
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	591.0 B

Quantile statistics

Minimum	1068
5-th percentile	3842.5
Q1	26845
median	129715
Q3	396748
95-th percentile	573179.5
Maximum	644400
Range	643332
Interquartile range (IQR)	369903

Descriptive statistics

Standard deviation	216083.44
Coefficient of variation (CV)	1.0230325
Kurtosis	-1.0441021
Mean	211218.55
Median Absolute Deviation (MAD)	117004
Skewness	0.7522313
Sum	10772146
Variance	4.6692054 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1068	1	2.0%
1624	1	2.0%
143685	1	2.0%
172268	1	2.0%
150439	1	2.0%
162471	1	2.0%
193817	1	2.0%
253845	1	2.0%
284419	1	2.0%
325465	1	2.0%
Other values (41)	41	80.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1068	1	2.0%
1624	1	2.0%
3225	1	2.0%
4460	1	2.0%
5081	1	2.0%
7715	1	2.0%
10047	1	2.0%
12711	1	2.0%
15056	1	2.0%
17505	1	2.0%

Value	Count	Frequency (%)
644400	1	2.0%
604860	1	2.0%
573694	1	2.0%
572665	1	2.0%
559649	1	2.0%
556514	1	2.0%
547870	1	2.0%
542333	1	2.0%
526757	1	2.0%
512498	1	2.0%

수출 농림축수산물(백만불)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	51
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3924.4902

Minimum	285
Maximum	11374
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	591.0 B

Quantile statistics

Minimum	285
5-th percentile	681.5
Q1	1962
median	3012
Q3	4653
95-th percentile	9420.5
Maximum	11374
Range	11089
Interquartile range (IQR)	2691

Descriptive statistics

Standard deviation	2872.1901
Coefficient of variation (CV)	0.73186323
Kurtosis	0.01865948
Mean	3924.4902
Median Absolute Deviation (MAD)	1248
Skewness	1.0699197
Sum	200149
Variance	8249475.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
285	1	2.0%
376	1	2.0%
3198	1	2.0%
3012	1	2.0%
2852	1	2.0%
2801	1	2.0%
2991	1	2.0%
3365	1	2.0%
3416	1	2.0%
3395	1	2.0%
Other values (41)	41	80.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
285	1	2.0%
376	1	2.0%
680	1	2.0%
683	1	2.0%
937	1	2.0%
1181	1	2.0%
1543	1	2.0%
1584	1	2.0%
1592	1	2.0%
1620	1	2.0%

Value	Count	Frequency (%)
11374	1	2.0%
9868	1	2.0%
9541	1	2.0%
9300	1	2.0%
9153	1	2.0%
8593	1	2.0%
8250	1	2.0%
8028	1	2.0%
8006	1	2.0%
7876	1	2.0%

수출 임산물(백만불)
Real number (ℝ)

UNIQUE

Distinct	51
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	366.90196

Minimum	114
Maximum	738
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	591.0 B

Quantile statistics

Minimum	114
5-th percentile	136.5
Q1	238
median	353
Q3	483
95-th percentile	637.5
Maximum	738
Range	624
Interquartile range (IQR)	245

Descriptive statistics

Standard deviation	167.54346
Coefficient of variation (CV)	0.45664367
Kurtosis	-0.89034627
Mean	366.90196
Median Absolute Deviation (MAD)	122
Skewness	0.28261808
Sum	18712
Variance	28070.81
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
151	1	2.0%
197	1	2.0%
298	1	2.0%
282	1	2.0%
231	1	2.0%
180	1	2.0%
188	1	2.0%
176	1	2.0%
162	1	2.0%
135	1	2.0%
Other values (41)	41	80.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
114	1	2.0%
124	1	2.0%
135	1	2.0%
138	1	2.0%
141	1	2.0%
151	1	2.0%
155	1	2.0%
162	1	2.0%
176	1	2.0%
180	1	2.0%

Value	Count	Frequency (%)
738	1	2.0%
657	1	2.0%
644	1	2.0%
631	1	2.0%
629	1	2.0%
610	1	2.0%
592	1	2.0%
574	1	2.0%
549	1	2.0%
542	1	2.0%

수입 국가전체(백만불)
Real number (ℝ)

HIGH CORRELATION

Distinct	50
Distinct (%)	98.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	195355.55

Minimum	2394
Maximum	615093
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	591.0 B

Quantile statistics

Minimum	2394
5-th percentile	5546
Q1	28411.5
median	119752
Q3	381519.5
95-th percentile	524945
Maximum	615093
Range	612699
Interquartile range (IQR)	353108

Descriptive statistics

Standard deviation	195346.66
Coefficient of variation (CV)	0.99995449
Kurtosis	-0.99093823
Mean	195355.55
Median Absolute Deviation (MAD)	104711
Skewness	0.75641049
Sum	9963133
Variance	3.8160317 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
141098	2	3.9%
2394	1	2.0%
425212	1	2.0%
119752	1	2.0%
152126	1	2.0%
178827	1	2.0%
224463	1	2.0%
261238	1	2.0%
309383	1	2.0%
356846	1	2.0%
Other values (40)	40	78.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2394	1	2.0%
2522	1	2.0%
4240	1	2.0%
6852	1	2.0%
7274	1	2.0%
8774	1	2.0%
10811	1	2.0%
14972	1	2.0%
20339	1	2.0%
22292	1	2.0%

Value	Count	Frequency (%)
615093	1	2.0%
535202	1	2.0%
525515	1	2.0%
524375	1	2.0%
519584	1	2.0%
515561	1	2.0%
503259	1	2.0%
478478	1	2.0%
467633	1	2.0%
436499	1	2.0%

수입 농림축수산물(백만불)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	51
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13971.686

Minimum	531
Maximum	48053
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	591.0 B

Quantile statistics

Minimum	531
5-th percentile	1065.5
Q1	2890
median	8564
Q3	22220
95-th percentile	38715
Maximum	48053
Range	47522
Interquartile range (IQR)	19330

Descriptive statistics

Standard deviation	13675.936
Coefficient of variation (CV)	0.97883218
Kurtosis	-0.40755816
Mean	13971.686
Median Absolute Deviation (MAD)	6033
Skewness	0.97773156
Sum	712556
Variance	1.8703123 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
598	1	2.0%
531	1	2.0%
8564	1	2.0%
9819	1	2.0%
10079	1	2.0%
11472	1	2.0%
12185	1	2.0%
13484	1	2.0%
14276	1	2.0%
16101	1	2.0%
Other values (41)	41	80.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
531	1	2.0%
598	1	2.0%
939	1	2.0%
1192	1	2.0%
1242	1	2.0%
1294	1	2.0%
1443	1	2.0%
1842	1	2.0%
2503	1	2.0%
2531	1	2.0%

Value	Count	Frequency (%)
48053	1	2.0%
41422	1	2.0%
39875	1	2.0%
37555	1	2.0%
36140	1	2.0%
34776	1	2.0%
34462	1	2.0%
34304	1	2.0%
34193	1	2.0%
33422	1	2.0%

수입 임산물(백만불)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	51
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2452.4706

Minimum	133
Maximum	7822
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	591.0 B

Quantile statistics

Minimum	133
5-th percentile	278
Q1	716
median	1994
Q3	3384
95-th percentile	6761
Maximum	7822
Range	7689
Interquartile range (IQR)	2668

Descriptive statistics

Standard deviation	2032.1376
Coefficient of variation (CV)	0.82860836
Kurtosis	0.48562667
Mean	2452.4706
Median Absolute Deviation (MAD)	1295
Skewness	1.0944349
Sum	125076
Variance	4129583.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
162	1	2.0%
133	1	2.0%
1521	1	2.0%
1744	1	2.0%
1799	1	2.0%
2157	1	2.0%
2173	1	2.0%
2327	1	2.0%
2463	1	2.0%
2882	1	2.0%
Other values (41)	41	80.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
133	1	2.0%
162	1	2.0%
271	1	2.0%
285	1	2.0%
316	1	2.0%
418	1	2.0%
540	1	2.0%
624	1	2.0%
629	1	2.0%
671	1	2.0%

Value	Count	Frequency (%)
7822	1	2.0%
7289	1	2.0%
7010	1	2.0%
6512	1	2.0%
6404	1	2.0%
5792	1	2.0%
4945	1	2.0%
4620	1	2.0%
4317	1	2.0%
3847	1	2.0%

Phik (φk)
Auto

Heatmap
Table

	연도(년)	수출 국가전체(백만불)	수출 농림축수산물(백만불)	수출 임산물(백만불)	수입 국가전체(백만불)	수입 농림축수산물(백만불)	수입 임산물(백만불)
연도(년)	1.000	0.921	0.948	0.799	0.833	0.899	0.898
수출 국가전체(백만불)	0.921	1.000	0.911	0.576	0.987	0.954	0.909
수출 농림축수산물(백만불)	0.948	0.911	1.000	0.081	0.924	0.978	0.931
수출 임산물(백만불)	0.799	0.576	0.081	1.000	0.569	0.656	0.631
수입 국가전체(백만불)	0.833	0.987	0.924	0.569	1.000	0.964	0.852
수입 농림축수산물(백만불)	0.899	0.954	0.978	0.656	0.964	1.000	0.931
수입 임산물(백만불)	0.898	0.909	0.931	0.631	0.852	0.931	1.000

Heatmap
Table

	연도(년)	수출 국가전체(백만불)	수출 농림축수산물(백만불)	수출 임산물(백만불)	수입 국가전체(백만불)	수입 농림축수산물(백만불)	수입 임산물(백만불)
연도(년)	1.000	0.991	0.953	-0.219	0.985	0.985	0.951
수출 국가전체(백만불)	0.991	1.000	0.947	-0.222	0.995	0.981	0.948
수출 농림축수산물(백만불)	0.953	0.947	1.000	-0.060	0.950	0.965	0.958
수출 임산물(백만불)	-0.219	-0.222	-0.060	1.000	-0.220	-0.153	-0.042
수입 국가전체(백만불)	0.985	0.995	0.950	-0.220	1.000	0.983	0.957
수입 농림축수산물(백만불)	0.985	0.981	0.965	-0.153	0.983	1.000	0.977
수입 임산물(백만불)	0.951	0.948	0.958	-0.042	0.957	0.977	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(년)	수출 국가전체(백만불)	수출 농림축수산물(백만불)	수출 임산물(백만불)	수입 국가전체(백만불)	수입 농림축수산물(백만불)	수입 임산물(백만불)
0	1971	1068	285	151	2394	598	162
1	1972	1624	376	197	2522	531	133
2	1973	3225	680	352	4240	939	285
3	1974	4460	683	270	6852	1242	316
4	1975	5081	937	294	7274	1294	271
5	1976	7715	1181	460	8774	1192	418
6	1977	10047	1592	549	10811	1443	540
7	1978	12711	1764	657	14972	1842	671
8	1979	15056	1994	738	20339	2916	1047
9	1980	17505	1930	629	22292	3164	912

	연도(년)	수출 국가전체(백만불)	수출 농림축수산물(백만불)	수출 임산물(백만불)	수입 국가전체(백만불)	수입 농림축수산물(백만불)	수입 임산물(백만불)
41	2012	547870	8006	310	519584	33422	3847
42	2013	559649	7876	410	515561	34193	4317
43	2014	572665	8250	367	525515	36140	4945
44	2015	526757	8028	272	436499	34776	4620
45	2016	495426	8593	420	406193	34462	6404
46	2017	573694	9153	434	478478	37555	7010
47	2018	604860	9300	521	535202	41422	7822
48	2019	542333	9541	407	503259	34304	6512
49	2020	512498	9868	380	467633	39875	5792
50	2021	644400	11374	451	615093	48053	7289

Overview

Variables

Interactions

Correlations

Missing values

Sample