gimi9 Pandas Profiling

Dataset statistics

Number of variables	12
Number of observations	430
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	45.1 KiB
Average record size in memory	107.3 B

Variable types

DateTime	1
Numeric	10
Categorical	1

Dataset

Description	한국 무역협회(KITA)에서 매월 업데이트 중인 국가 별 천연가스 수입량 데이터를 기반으로 한국의 아시아 대륙산 LNG 수입량과 단위가격을 산출한다.
Author	한국가스공사
URL	https://www.data.go.kr/data/15102974/fileData.do

Alerts

`환율(원달러)` is highly overall correlated with `단위가격(Ton당원)_아시아` and 3 other fields	High correlation
`금액(백만불)_아시아` is highly overall correlated with `중량(Ton)_아시아` and 8 other fields	High correlation
`중량(Ton)_아시아` is highly overall correlated with `금액(백만불)_아시아`	High correlation
`단위가격(Ton당달러)_아시아` is highly overall correlated with `금액(백만불)_아시아` and 7 other fields	High correlation
`단위가격(MMBTU당달러)_아시아` is highly overall correlated with `금액(백만불)_아시아` and 7 other fields	High correlation
`단위가격(m3당달러)_아시아` is highly overall correlated with `금액(백만불)_아시아` and 7 other fields	High correlation
`단위가격(Ton당원)_아시아` is highly overall correlated with `환율(원달러)` and 8 other fields	High correlation
`단위가격(MMBTU당원)_아시아` is highly overall correlated with `환율(원달러)` and 8 other fields	High correlation
`단위가격(m3당원)_아시아` is highly overall correlated with `환율(원달러)` and 8 other fields	High correlation
`단위가격(MJ당원)_아시아` is highly overall correlated with `환율(원달러)` and 8 other fields	High correlation
`단위가격(MJ당달러)_아시아` is highly overall correlated with `금액(백만불)_아시아` and 7 other fields	High correlation
`연월` has unique values	Unique
`중량(Ton)_아시아` has unique values	Unique
`단위가격(Ton당원)_아시아` has unique values	Unique
`단위가격(MMBTU당원)_아시아` has unique values	Unique

Reproduction

Analysis started	2023-12-12 15:50:46.838282
Analysis finished	2023-12-12 15:51:00.181846
Duration	13.34 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연월
Date

UNIQUE

Distinct	430
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	3.5 KiB

Minimum	1988-01-01 00:00:00
Maximum	2023-10-01 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

환율(원달러)
Real number (ℝ)

HIGH CORRELATION

Distinct	427
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1048.6694

Minimum	666.56
Maximum	1706.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	666.56
5-th percentile	714.978
Q1	841.735
median	1115.68
Q3	1182.8875
95-th percentile	1326.3035
Maximum	1706.8
Range	1040.24
Interquartile range (IQR)	341.1525

Descriptive statistics

Standard deviation	202.74276
Coefficient of variation (CV)	0.19333335
Kurtosis	-0.6408562
Mean	1048.6694
Median Absolute Deviation (MAD)	105.08
Skewness	-0.24066507
Sum	450927.83
Variance	41104.628
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1302.6	2	0.5%
1125.28	2	0.5%
1122.45	2	0.5%
787.46	1	0.2%
1073.17	1	0.2%
1154.27	1	0.2%
1135.55	1	0.2%
1125.9	1	0.2%
1123.35	1	0.2%
1145.85	1	0.2%
Other values (417)	417	97.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
666.56	1	0.2%
666.71	1	0.2%
667.28	1	0.2%
667.36	1	0.2%
668.38	1	0.2%
670.03	1	0.2%
671.27	1	0.2%
672.33	1	0.2%
672.97	1	0.2%
675.17	1	0.2%

Value	Count	Frequency (%)
1706.8	1	0.2%
1623.06	1	0.2%
1505.28	1	0.2%
1484.08	1	0.2%
1461.98	1	0.2%
1429.46	1	0.2%
1426.66	1	0.2%
1397.18	1	0.2%
1394.62	1	0.2%
1391.97	1	0.2%

금액(백만불)_아시아
Real number (ℝ)

HIGH CORRELATION

Distinct	309
Distinct (%)	71.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	286.42791

Minimum	10
Maximum	1338
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	10
5-th percentile	30
Q1	105.75
median	225.5
Q3	393
95-th percentile	729.3
Maximum	1338
Range	1328
Interquartile range (IQR)	287.25

Descriptive statistics

Standard deviation	236.77687
Coefficient of variation (CV)	0.82665432
Kurtosis	2.098749
Mean	286.42791
Median Absolute Deviation (MAD)	141
Skewness	1.3657582
Sum	123164
Variance	56063.285
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32	5	1.2%
216	5	1.2%
30	5	1.2%
160	4	0.9%
292	4	0.9%
31	4	0.9%
128	3	0.7%
231	3	0.7%
122	3	0.7%
117	3	0.7%
Other values (299)	391	90.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	2	0.5%
11	1	0.2%
14	1	0.2%
15	1	0.2%
18	2	0.5%
19	1	0.2%
20	1	0.2%
21	3	0.7%
22	1	0.2%
26	1	0.2%

Value	Count	Frequency (%)
1338	1	0.2%
1176	1	0.2%
1167	1	0.2%
1150	1	0.2%
1061	1	0.2%
1026	1	0.2%
1019	1	0.2%
985	1	0.2%
980	1	0.2%
962	1	0.2%

중량(Ton)_아시아
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	430
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	695273.39

Minimum	56018
Maximum	1759777
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	56018
5-th percentile	168025.7
Q1	451865.75
median	685563
Q3	933708.5
95-th percentile	1268568.6
Maximum	1759777
Range	1703759
Interquartile range (IQR)	481842.75

Descriptive statistics

Standard deviation	341237.75
Coefficient of variation (CV)	0.49079651
Kurtosis	-0.19546585
Mean	695273.39
Median Absolute Deviation (MAD)	235584
Skewness	0.30273636
Sum	2.9896756 × 10⁸
Variance	1.164432 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
116512	1	0.2%
972893	1	0.2%
689858	1	0.2%
1029702	1	0.2%
663629	1	0.2%
995628	1	0.2%
1503778	1	0.2%
1451075	1	0.2%
918440	1	0.2%
1689000	1	0.2%
Other values (420)	420	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
56018	1	0.2%
56102	1	0.2%
57566	1	0.2%
59086	1	0.2%
112487	1	0.2%
112603	1	0.2%
113042	1	0.2%
113217	1	0.2%
113468	1	0.2%
114297	1	0.2%

Value	Count	Frequency (%)
1759777	1	0.2%
1694047	1	0.2%
1689000	1	0.2%
1647898	1	0.2%
1571835	1	0.2%
1569891	1	0.2%
1541778	1	0.2%
1503778	1	0.2%
1490159	1	0.2%
1451075	1	0.2%

단위가격(Ton당달러)_아시아
Real number (ℝ)

HIGH CORRELATION

Distinct	428
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	375.64551

Minimum	128.5
Maximum	1384.82
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	128.5
5-th percentile	155.443
Q1	192.3325
median	327.27
Q3	483.0025
95-th percentile	786.0105
Maximum	1384.82
Range	1256.32
Interquartile range (IQR)	290.67

Descriptive statistics

Standard deviation	213.12302
Coefficient of variation (CV)	0.56735143
Kurtosis	1.6587736
Mean	375.64551
Median Absolute Deviation (MAD)	139.365
Skewness	1.2319097
Sum	161527.57
Variance	45421.421
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
178.51	2	0.5%
420.8	2	0.5%
180.24	1	0.2%
650.8	1	0.2%
750.88	1	0.2%
818.68	1	0.2%
837.82	1	0.2%
680.98	1	0.2%
682.28	1	0.2%
702.24	1	0.2%
Other values (418)	418	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
128.5	1	0.2%
132.2	1	0.2%
132.82	1	0.2%
135.13	1	0.2%
135.17	1	0.2%
135.93	1	0.2%
138.84	1	0.2%
140.54	1	0.2%
140.7	1	0.2%
142.35	1	0.2%

Value	Count	Frequency (%)
1384.82	1	0.2%
1226.92	1	0.2%
1120.56	1	0.2%
1096.58	1	0.2%
1093.75	1	0.2%
979.66	1	0.2%
973.73	1	0.2%
892.74	1	0.2%
846.12	1	0.2%
844.25	1	0.2%

단위가격(MMBTU당달러)_아시아
Real number (ℝ)

HIGH CORRELATION

Distinct	357
Distinct (%)	83.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.2608372

Minimum	2.49
Maximum	26.71
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	2.49
5-th percentile	3.0145
Q1	3.73
median	6.335
Q3	9.3175
95-th percentile	15.173
Maximum	26.71
Range	24.22
Interquartile range (IQR)	5.5875

Descriptive statistics

Standard deviation	4.106973
Coefficient of variation (CV)	0.56563353
Kurtosis	1.6606681
Mean	7.2608372
Median Absolute Deviation (MAD)	2.69
Skewness	1.2329411
Sum	3122.16
Variance	16.867227
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.65	4	0.9%
3.78	4	0.9%
3.51	3	0.7%
3.88	3	0.7%
3.61	3	0.7%
3.46	3	0.7%
3.53	3	0.7%
3.49	3	0.7%
3.42	3	0.7%
7.31	3	0.7%
Other values (347)	398	92.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.49	1	0.2%
2.57	1	0.2%
2.58	1	0.2%
2.62	2	0.5%
2.64	1	0.2%
2.69	1	0.2%
2.73	2	0.5%
2.76	1	0.2%
2.77	1	0.2%
2.78	1	0.2%

Value	Count	Frequency (%)
26.71	1	0.2%
23.66	1	0.2%
21.61	1	0.2%
21.15	1	0.2%
21.09	1	0.2%
18.89	1	0.2%
18.78	1	0.2%
17.22	1	0.2%
16.32	1	0.2%
16.28	1	0.2%

단위가격(m3당달러)_아시아
Real number (ℝ)

HIGH CORRELATION

Distinct	66
Distinct (%)	15.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.29918605

Minimum	0.07
Maximum	1.09
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.07
5-th percentile	0.1
Q1	0.16
median	0.26
Q3	0.39
95-th percentile	0.63
Maximum	1.09
Range	1.02
Interquartile range (IQR)	0.23

Descriptive statistics

Standard deviation	0.17193818
Coefficient of variation (CV)	0.57468651
Kurtosis	1.3352402
Mean	0.29918605
Median Absolute Deviation (MAD)	0.11
Skewness	1.1364569
Sum	128.65
Variance	0.029562739
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.15	30	7.0%
0.14	24	5.6%
0.16	20	4.7%
0.21	17	4.0%
0.13	14	3.3%
0.17	14	3.3%
0.34	13	3.0%
0.2	13	3.0%
0.3	13	3.0%
0.1	13	3.0%
Other values (56)	259	60.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.07	1	0.2%
0.08	3	0.7%
0.09	7	1.6%
0.1	13	3.0%
0.11	7	1.6%
0.12	8	1.9%
0.13	14	3.3%
0.14	24	5.6%
0.15	30	7.0%
0.16	20	4.7%

Value	Count	Frequency (%)
1.09	1	0.2%
0.97	1	0.2%
0.88	1	0.2%
0.86	2	0.5%
0.77	2	0.5%
0.7	1	0.2%
0.67	4	0.9%
0.66	2	0.5%
0.65	4	0.9%
0.64	3	0.7%

단위가격(MJ당달러)_아시아
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	3.5 KiB

0.01	252
0.0	157
0.02	20
0.03	1

Length

Max length	4
Median length	4
Mean length	3.6348837
Min length	3

Unique

Unique	1 ?
Unique (%)	0.2%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.01	252	58.6%
0.0	157	36.5%
0.02	20	4.7%
0.03	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.01	252	58.6%
0.0	157	36.5%
0.02	20	4.7%
0.03	1	0.2%

단위가격(Ton당원)_아시아
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	430
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	410789.9

Minimum	90558.13
Maximum	1707362.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	90558.13
5-th percentile	121975.64
Q1	171800.8
median	363823.59
Q3	535271.43
95-th percentile	858581.81
Maximum	1707362.8
Range	1616804.7
Interquartile range (IQR)	363470.63

Descriptive statistics

Standard deviation	269094.71
Coefficient of variation (CV)	0.65506653
Kurtosis	2.9699902
Mean	410789.9
Median Absolute Deviation (MAD)	186625.65
Skewness	1.3877938
Sum	1.7663966 × 10⁸
Variance	7.2411963 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
141930.96	1	0.2%
739916.11	1	0.2%
858525.2	1	0.2%
954183.76	1	0.2%
967067.62	1	0.2%
773283.7	1	0.2%
768180.81	1	0.2%
788859.05	1	0.2%
716125.06	1	0.2%
792820.69	1	0.2%
Other values (420)	420	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
90558.13	1	0.2%
97392.16	1	0.2%
97805.57	1	0.2%
108330.92	1	0.2%
110422.22	1	0.2%
111356.76	1	0.2%
111373.47	1	0.2%
115089.19	1	0.2%
115310.58	1	0.2%
115944.47	1	0.2%

Value	Count	Frequency (%)
1707362.79	1	0.2%
1653492.51	1	0.2%
1598656.87	1	0.2%
1421409.06	1	0.2%
1364182.73	1	0.2%
1280808.35	1	0.2%
1217789.7	1	0.2%
1152605.15	1	0.2%
1113093.92	1	0.2%
1038101.46	1	0.2%

단위가격(MMBTU당원)_아시아
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	430
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7937.7838

Minimum	1758.11
Maximum	32926.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	1758.11
5-th percentile	2366.411
Q1	3330.235
median	7052.46
Q3	10322.635
95-th percentile	16587.954
Maximum	32926.25
Range	31168.14
Interquartile range (IQR)	6992.4

Descriptive statistics

Standard deviation	5186.9072
Coefficient of variation (CV)	0.65344526
Kurtosis	2.9676328
Mean	7937.7838
Median Absolute Deviation (MAD)	3576.71
Skewness	1.3870269
Sum	3413247
Variance	26904006
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2755.47	1	0.2%
14295.31	1	0.2%
16586.86	1	0.2%
18435.0	1	0.2%
18683.92	1	0.2%
14939.98	1	0.2%
14841.39	1	0.2%
15240.9	1	0.2%
13835.67	1	0.2%
15289.44	1	0.2%
Other values (420)	420	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1758.11	1	0.2%
1890.79	1	0.2%
1898.81	1	0.2%
2103.15	1	0.2%
2143.75	1	0.2%
2158.57	1	0.2%
2162.22	1	0.2%
2230.92	1	0.2%
2238.66	1	0.2%
2250.96	1	0.2%

Value	Count	Frequency (%)
32926.25	1	0.2%
31887.37	1	0.2%
30829.87	1	0.2%
27411.67	1	0.2%
26308.07	1	0.2%
24700.21	1	0.2%
23484.9	1	0.2%
22227.83	1	0.2%
21465.86	1	0.2%
20019.64	1	0.2%

단위가격(m3당원)_아시아
Real number (ℝ)

HIGH CORRELATION

Distinct	428
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	327.21488

Minimum	48.84
Maximum	1345.29
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	48.84
5-th percentile	76.441
Q1	138.765
median	292.58
Q3	426.7725
95-th percentile	685.604
Maximum	1345.29
Range	1296.45
Interquartile range (IQR)	288.0075

Descriptive statistics

Standard deviation	215.49809
Coefficient of variation (CV)	0.65858278
Kurtosis	2.6261819
Mean	327.21488
Median Absolute Deviation (MAD)	148.75
Skewness	1.3005226
Sum	140702.4
Variance	46439.426
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
262.72	2	0.5%
116.51	2	0.5%
76.54	1	0.2%
580.5	1	0.2%
594.16	1	0.2%
685.56	1	0.2%
761.95	1	0.2%
772.24	1	0.2%
617.49	1	0.2%
613.42	1	0.2%
Other values (418)	418	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
48.84	1	0.2%
52.52	1	0.2%
52.75	1	0.2%
58.42	1	0.2%
59.55	1	0.2%
60.06	1	0.2%
62.19	1	0.2%
62.53	1	0.2%
62.94	1	0.2%
63.42	1	0.2%

Value	Count	Frequency (%)
1345.29	1	0.2%
1302.84	1	0.2%
1259.64	1	0.2%
1119.98	1	0.2%
1074.89	1	0.2%
1009.19	1	0.2%
959.54	1	0.2%
908.18	1	0.2%
877.05	1	0.2%
817.96	1	0.2%

단위가격(MJ당원)_아시아
Real number (ℝ)

HIGH CORRELATION

Distinct	357
Distinct (%)	83.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.5307209

Minimum	1.67
Maximum	31.21
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	1.67
5-th percentile	2.2445
Q1	3.16
median	6.685
Q3	9.8
95-th percentile	15.7255
Maximum	31.21
Range	29.54
Interquartile range (IQR)	6.64

Descriptive statistics

Standard deviation	4.9212771
Coefficient of variation (CV)	0.65349349
Kurtosis	2.9464863
Mean	7.5307209
Median Absolute Deviation (MAD)	3.4
Skewness	1.3831961
Sum	3238.21
Variance	24.218968
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.65	4	0.9%
2.5	3	0.7%
2.9	3	0.7%
2.57	3	0.7%
8.46	3	0.7%
5.7	3	0.7%
2.58	3	0.7%
5.67	3	0.7%
8.27	3	0.7%
2.56	3	0.7%
Other values (347)	399	92.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.67	1	0.2%
1.79	1	0.2%
1.8	1	0.2%
1.99	1	0.2%
2.03	1	0.2%
2.05	2	0.5%
2.12	2	0.5%
2.13	1	0.2%
2.15	1	0.2%
2.16	1	0.2%

Value	Count	Frequency (%)
31.21	1	0.2%
30.23	1	0.2%
29.23	1	0.2%
25.99	1	0.2%
24.94	1	0.2%
23.42	1	0.2%
22.26	1	0.2%
21.07	1	0.2%
20.35	1	0.2%
18.98	1	0.2%

Phik (φk)
Auto

Heatmap
Table

	환율(원달러)	금액(백만불)_아시아	중량(Ton)_아시아	단위가격(Ton당달러)_아시아	단위가격(MMBTU당달러)_아시아	단위가격(m3당달러)_아시아	단위가격(MJ당달러)_아시아	단위가격(Ton당원)_아시아	단위가격(MMBTU당원)_아시아	단위가격(m3당원)_아시아	단위가격(MJ당원)_아시아
환율(원달러)	1.000	0.680	0.720	0.723	0.719	0.752	0.642	0.747	0.747	0.764	0.745
금액(백만불)_아시아	0.680	1.000	0.784	0.928	0.928	0.928	0.800	0.885	0.885	0.884	0.885
중량(Ton)_아시아	0.720	0.784	1.000	0.535	0.529	0.525	0.479	0.552	0.552	0.562	0.553
단위가격(Ton당달러)_아시아	0.723	0.928	0.535	1.000	1.000	0.995	0.983	0.963	0.963	0.957	0.962
단위가격(MMBTU당달러)_아시아	0.719	0.928	0.529	1.000	1.000	0.995	0.984	0.962	0.962	0.957	0.962
단위가격(m3당달러)_아시아	0.752	0.928	0.525	0.995	0.995	1.000	0.970	0.966	0.966	0.968	0.966
단위가격(MJ당달러)_아시아	0.642	0.800	0.479	0.983	0.984	0.970	1.000	0.873	0.873	0.873	0.873
단위가격(Ton당원)_아시아	0.747	0.885	0.552	0.963	0.962	0.966	0.873	1.000	1.000	0.996	1.000
단위가격(MMBTU당원)_아시아	0.747	0.885	0.552	0.963	0.962	0.966	0.873	1.000	1.000	0.996	1.000
단위가격(m3당원)_아시아	0.764	0.884	0.562	0.957	0.957	0.968	0.873	0.996	0.996	1.000	0.996
단위가격(MJ당원)_아시아	0.745	0.885	0.553	0.962	0.962	0.966	0.873	1.000	1.000	0.996	1.000

Heatmap
Table

	환율(원달러)	금액(백만불)_아시아	중량(Ton)_아시아	단위가격(Ton당달러)_아시아	단위가격(MMBTU당달러)_아시아	단위가격(m3당달러)_아시아	단위가격(Ton당원)_아시아	단위가격(MMBTU당원)_아시아	단위가격(m3당원)_아시아	단위가격(MJ당원)_아시아	단위가격(MJ당달러)_아시아
환율(원달러)	1.000	0.411	0.399	0.344	0.343	0.364	0.531	0.531	0.530	0.531	0.440
금액(백만불)_아시아	0.411	1.000	0.779	0.869	0.869	0.881	0.884	0.884	0.887	0.884	0.620
중량(Ton)_아시아	0.399	0.779	1.000	0.400	0.400	0.425	0.465	0.465	0.470	0.465	0.306
단위가격(Ton당달러)_아시아	0.344	0.869	0.400	1.000	1.000	0.993	0.967	0.967	0.966	0.967	0.929
단위가격(MMBTU당달러)_아시아	0.343	0.869	0.400	1.000	1.000	0.993	0.967	0.967	0.965	0.967	0.931
단위가격(m3당달러)_아시아	0.364	0.881	0.425	0.993	0.993	1.000	0.971	0.971	0.973	0.971	0.905
단위가격(Ton당원)_아시아	0.531	0.884	0.465	0.967	0.967	0.971	1.000	1.000	0.999	1.000	0.730
단위가격(MMBTU당원)_아시아	0.531	0.884	0.465	0.967	0.967	0.971	1.000	1.000	0.999	1.000	0.730
단위가격(m3당원)_아시아	0.530	0.887	0.470	0.966	0.965	0.973	0.999	0.999	1.000	0.999	0.729
단위가격(MJ당원)_아시아	0.531	0.884	0.465	0.967	0.967	0.971	1.000	1.000	0.999	1.000	0.729
단위가격(MJ당달러)_아시아	0.440	0.620	0.306	0.929	0.931	0.905	0.730	0.730	0.729	0.729	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

	연월	환율(원달러)	금액(백만불)_아시아	중량(Ton)_아시아	단위가격(Ton당달러)_아시아	단위가격(MMBTU당달러)_아시아	단위가격(m3당달러)_아시아	단위가격(Ton당원)_아시아	단위가격(MMBTU당원)_아시아	단위가격(m3당원)_아시아	단위가격(MJ당원)_아시아
0	1988-01	787.46	21	116512	180.24	3.5	0.1	141930.96	2755.47	76.54	2.61
1	1988-02	773.44	21	116282	180.6	3.51	0.1	139679.74	2711.76	75.33	2.57
2	1988-03	753.49	10	59086	169.25	3.29	0.09	127524.29	2475.78	68.77	2.35
3	1988-04	741.8	33	172876	190.89	3.71	0.1	141600.92	2749.06	76.36	2.61
4	1988-05	735.67	45	231236	194.61	3.78	0.11	143166.07	2779.45	77.21	2.64
5	1988-06	729.46	33	175143	188.42	3.66	0.1	137443.0	2668.34	74.12	2.53
6	1988-07	725.81	21	114297	183.73	3.57	0.1	133354.42	2588.96	71.92	2.45
7	1988-08	722.81	38	228414	166.37	3.23	0.09	120249.99	2334.55	64.85	2.21
8	1988-09	720.24	35	228291	153.31	2.98	0.08	110422.22	2143.75	59.55	2.03
9	1988-10	709.35	18	114644	157.01	3.05	0.09	111373.47	2162.22	60.06	2.05

	연월	환율(원달러)	금액(백만불)_아시아	중량(Ton)_아시아	단위가격(Ton당달러)_아시아	단위가격(MMBTU당달러)_아시아	단위가격(m3당달러)_아시아	단위가격(MJ당달러)_아시아	단위가격(Ton당원)_아시아	단위가격(MMBTU당원)_아시아	단위가격(m3당원)_아시아	단위가격(MJ당원)_아시아
420	2023-01	1247.25	980	895998	1093.75	21.09	0.86	0.02	1364182.73	26308.07	1074.89	24.94
421	2023-02	1270.74	940	1150654	816.93	15.75	0.64	0.02	1038101.46	20019.64	817.96	18.98
422	2023-03	1305.73	559	769574	726.38	14.01	0.57	0.01	948450.79	18290.74	747.32	17.34
423	2023-04	1320.01	260	540334	481.18	9.28	0.38	0.01	635167.51	12249.12	500.47	11.61
424	2023-05	1328.21	549	800983	685.41	13.22	0.54	0.01	910365.5	17556.27	717.31	16.64
425	2023-06	1296.71	393	788175	498.62	9.62	0.39	0.01	646565.84	12468.93	509.45	11.82
426	2023-07	1286.3	246	534789	459.99	8.87	0.36	0.01	591690.93	11410.68	466.21	10.82
427	2023-08	1318.47	383	729644	524.91	10.12	0.41	0.01	692082.73	13346.72	545.32	12.65
428	2023-09	1329.47	249	453134	549.51	10.6	0.43	0.01	730552.18	14088.6	575.63	13.36
429	2023-10	1350.69	509	904826	562.54	10.85	0.44	0.01	759815.93	14652.94	598.68	13.89

Overview

Variables

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample