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 중남미산 LNG 수입량과 단위가격을 산출한다.
Author	한국가스공사
URL	https://www.data.go.kr/data/15102982/fileData.do

Alerts

`금액(백만불)_중남미` is highly overall correlated with `중량(Ton)_중남미` and 8 other fields	High correlation
`중량(Ton)_중남미` is highly overall correlated with `금액(백만불)_중남미` and 8 other fields	High correlation
`단위가격(Ton당달러)_중남미` is highly overall correlated with `금액(백만불)_중남미` and 8 other fields	High correlation
`단위가격(MMBTU당달러)_중남미` is highly overall correlated with `금액(백만불)_중남미` and 8 other fields	High correlation
`단위가격(m3당달러)_중남미` is highly overall correlated with `금액(백만불)_중남미` and 8 other fields	High correlation
`단위가격(Ton당원)_중남미` is highly overall correlated with `금액(백만불)_중남미` and 8 other fields	High correlation
`단위가격(MMBTU당원)_중남미` is highly overall correlated with `금액(백만불)_중남미` and 8 other fields	High correlation
`단위가격(m3당원)_중남미` is highly overall correlated with `금액(백만불)_중남미` and 8 other fields	High correlation
`단위가격(MJ당원)_중남미` is highly overall correlated with `금액(백만불)_중남미` and 8 other fields	High correlation
`단위가격(MJ당달러)_중남미` is highly overall correlated with `금액(백만불)_중남미` and 8 other fields	High correlation
`단위가격(MJ당달러)_중남미` is highly imbalanced (52.3%)	Imbalance
`연월` has unique values	Unique
`금액(백만불)_중남미` has 319 (74.2%) zeros	Zeros
`중량(Ton)_중남미` has 319 (74.2%) zeros	Zeros
`단위가격(Ton당달러)_중남미` has 319 (74.2%) zeros	Zeros
`단위가격(MMBTU당달러)_중남미` has 319 (74.2%) zeros	Zeros
`단위가격(m3당달러)_중남미` has 319 (74.2%) zeros	Zeros
`단위가격(Ton당원)_중남미` has 319 (74.2%) zeros	Zeros
`단위가격(MMBTU당원)_중남미` has 319 (74.2%) zeros	Zeros
`단위가격(m3당원)_중남미` has 319 (74.2%) zeros	Zeros
`단위가격(MJ당원)_중남미` has 319 (74.2%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 21:44:23.556078
Analysis finished	2023-12-12 21:44:35.365002
Duration	11.81 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)

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)_중남미
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	80
Distinct (%)	18.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.697674

Minimum	0
Maximum	279
Zeros	319
Zeros (%)	74.2%
Negative	0
Negative (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	16.75
95-th percentile	117.65
Maximum	279
Range	279
Interquartile range (IQR)	16.75

Descriptive statistics

Standard deviation	40.940479
Coefficient of variation (CV)	2.1896027
Kurtosis	8.4688788
Mean	18.697674
Median Absolute Deviation (MAD)	0
Skewness	2.7650098
Sum	8040
Variance	1676.1228
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	319	74.2%
21	3	0.7%
35	3	0.7%
45	3	0.7%
108	3	0.7%
44	3	0.7%
37	3	0.7%
36	3	0.7%
38	3	0.7%
33	2	0.5%
Other values (70)	85	19.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	319	74.2%
8	1	0.2%
9	1	0.2%
10	1	0.2%
19	1	0.2%
21	3	0.7%
22	2	0.5%
23	2	0.5%
25	2	0.5%
26	1	0.2%

Value	Count	Frequency (%)
279	1	0.2%
211	1	0.2%
198	1	0.2%
191	1	0.2%
179	1	0.2%
173	1	0.2%
168	1	0.2%
164	2	0.5%
154	1	0.2%
150	1	0.2%

중량(Ton)_중남미
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	112
Distinct (%)	26.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31781.826

Minimum	0
Maximum	316704
Zeros	319
Zeros (%)	74.2%
Negative	0
Negative (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	48710.5
95-th percentile	199967.35
Maximum	316704
Range	316704
Interquartile range (IQR)	48710.5

Descriptive statistics

Standard deviation	65671.088
Coefficient of variation (CV)	2.0663095
Kurtosis	4.5687441
Mean	31781.826
Median Absolute Deviation (MAD)	0
Skewness	2.2769586
Sum	13666185
Variance	4.3126918 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	319	74.2%
188075	1	0.2%
286867	1	0.2%
215020	1	0.2%
71346	1	0.2%
140214	1	0.2%
142876	1	0.2%
73240	1	0.2%
59761	1	0.2%
132895	1	0.2%
Other values (102)	102	23.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	319	74.2%
44486	1	0.2%
46836	1	0.2%
48202	1	0.2%
48880	1	0.2%
49245	1	0.2%
49798	1	0.2%
50661	1	0.2%
50682	1	0.2%
50875	1	0.2%

Value	Count	Frequency (%)
316704	1	0.2%
306069	1	0.2%
302604	1	0.2%
286867	1	0.2%
280503	1	0.2%
268305	1	0.2%
260517	1	0.2%
257420	1	0.2%
249344	1	0.2%
230850	1	0.2%

단위가격(Ton당달러)_중남미
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	112
Distinct (%)	26.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	151.808

Minimum	0
Maximum	1461.18
Zeros	319
Zeros (%)	74.2%
Negative	0
Negative (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	204.1225
95-th percentile	721.48
Maximum	1461.18
Range	1461.18
Interquartile range (IQR)	204.1225

Descriptive statistics

Standard deviation	277.43127
Coefficient of variation (CV)	1.8275142
Kurtosis	1.9973849
Mean	151.808
Median Absolute Deviation (MAD)	0
Skewness	1.6648827
Sum	65277.44
Variance	76968.112
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	319	74.2%
398.78	1	0.2%
515.92	1	0.2%
502.28	1	0.2%
518.6	1	0.2%
513.5	1	0.2%
475.94	1	0.2%
573.46	1	0.2%
585.67	1	0.2%
481.58	1	0.2%
Other values (102)	102	23.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	319	74.2%
170.81	1	0.2%
177.58	1	0.2%
181.39	1	0.2%
211.7	1	0.2%
284.57	1	0.2%
324.07	1	0.2%
328.41	1	0.2%
349.68	1	0.2%
355.6	1	0.2%

Value	Count	Frequency (%)
1461.18	1	0.2%
1254.89	1	0.2%
1184.34	1	0.2%
1117.36	1	0.2%
1037.53	1	0.2%
950.35	1	0.2%
847.28	1	0.2%
846.22	1	0.2%
832.57	1	0.2%
822.25	1	0.2%

단위가격(MMBTU당달러)_중남미
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	106
Distinct (%)	24.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.9292093

Minimum	0
Maximum	28.18
Zeros	319
Zeros (%)	74.2%
Negative	0
Negative (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3.935
95-th percentile	13.925
Maximum	28.18
Range	28.18
Interquartile range (IQR)	3.935

Descriptive statistics

Standard deviation	5.3531603
Coefficient of variation (CV)	1.8275103
Kurtosis	1.9937356
Mean	2.9292093
Median Absolute Deviation (MAD)	0
Skewness	1.6645232
Sum	1259.56
Variance	28.656325
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	319	74.2%
9.69	3	0.7%
10.93	2	0.5%
12.44	2	0.5%
10.45	2	0.5%
11.57	2	0.5%
9.01	1	0.2%
9.57	1	0.2%
9.95	1	0.2%
10.0	1	0.2%
Other values (96)	96	22.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	319	74.2%
3.29	1	0.2%
3.43	1	0.2%
3.5	1	0.2%
4.08	1	0.2%
5.5	1	0.2%
6.26	1	0.2%
6.33	1	0.2%
6.74	1	0.2%
6.86	1	0.2%

Value	Count	Frequency (%)
28.18	1	0.2%
24.2	1	0.2%
22.84	1	0.2%
21.55	1	0.2%
20.01	1	0.2%
18.33	1	0.2%
16.37	1	0.2%
16.35	1	0.2%
16.06	1	0.2%
15.89	1	0.2%

단위가격(m3당달러)_중남미
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	46
Distinct (%)	10.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.12125581

Minimum	0
Maximum	1.15
Zeros	319
Zeros (%)	74.2%
Negative	0
Negative (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.165
95-th percentile	0.581
Maximum	1.15
Range	1.15
Interquartile range (IQR)	0.165

Descriptive statistics

Standard deviation	0.22144641
Coefficient of variation (CV)	1.8262746
Kurtosis	1.9217534
Mean	0.12125581
Median Absolute Deviation (MAD)	0
Skewness	1.6555575
Sum	52.14
Variance	0.049038512
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
0.0	319	74.2%
0.4	6	1.4%
0.46	5	1.2%
0.31	5	1.2%
0.53	5	1.2%
0.59	5	1.2%
0.41	5	1.2%
0.47	4	0.9%
0.39	4	0.9%
0.45	4	0.9%
Other values (36)	68	15.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	319	74.2%
0.14	2	0.5%
0.15	1	0.2%
0.17	1	0.2%
0.23	1	0.2%
0.26	1	0.2%
0.27	1	0.2%
0.28	2	0.5%
0.3	1	0.2%
0.31	5	1.2%

Value	Count	Frequency (%)
1.15	1	0.2%
0.99	1	0.2%
0.96	1	0.2%
0.88	1	0.2%
0.82	1	0.2%
0.75	1	0.2%
0.68	3	0.7%
0.66	1	0.2%
0.64	3	0.7%
0.61	2	0.5%

단위가격(MJ당달러)_중남미
Categorical

HIGH CORRELATION IMBALANCE

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

0.0	323
0.01	94
0.02	12
0.03	1

Length

Max length	4
Median length	3
Mean length	3.2488372
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 (%)
0.0	323	75.1%
0.01	94	21.9%
0.02	12	2.8%
0.03	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	323	75.1%
0.01	94	21.9%
0.02	12	2.8%
0.03	1	0.2%

단위가격(Ton당원)_중남미
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	112
Distinct (%)	26.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	175077.46

Minimum	0
Maximum	1910342.4
Zeros	319
Zeros (%)	74.2%
Negative	0
Negative (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	237347.11
95-th percentile	815328.88
Maximum	1910342.4
Range	1910342.4
Interquartile range (IQR)	237347.11

Descriptive statistics

Standard deviation	326140.25
Coefficient of variation (CV)	1.8628341
Kurtosis	3.5529535
Mean	175077.46
Median Absolute Deviation (MAD)	0
Skewness	1.8811549
Sum	75283307
Variance	1.0636746 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	319	74.2%
452520.27	1	0.2%
615898.38	1	0.2%
584793.23	1	0.2%
609790.04	1	0.2%
599486.5	1	0.2%
563571.49	1	0.2%
686743.58	1	0.2%
708058.77	1	0.2%
566009.56	1	0.2%
Other values (102)	102	23.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	319	74.2%
169842.74	1	0.2%
177082.59	1	0.2%
200733.99	1	0.2%
249551.49	1	0.2%
338131.45	1	0.2%
359267.23	1	0.2%
366706.84	1	0.2%
383070.61	1	0.2%
419230.98	1	0.2%

Value	Count	Frequency (%)
1910342.41	1	0.2%
1627097.77	1	0.2%
1565167.47	1	0.2%
1524187.3	1	0.2%
1238820.16	1	0.2%
1160409.93	1	0.2%
1053738.34	1	0.2%
974935.08	1	0.2%
950502.01	1	0.2%
948304.59	1	0.2%

단위가격(MMBTU당원)_중남미
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	112
Distinct (%)	26.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3377.9935

Minimum	0
Maximum	36840.68
Zeros	319
Zeros (%)	74.2%
Negative	0
Negative (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4577.21
95-th percentile	15723.502
Maximum	36840.68
Range	36840.68
Interquartile range (IQR)	4577.21

Descriptive statistics

Standard deviation	6292.2851
Coefficient of variation (CV)	1.8627286
Kurtosis	3.5457276
Mean	3377.9935
Median Absolute Deviation (MAD)	0
Skewness	1.8802915
Sum	1452537.2
Variance	39592851
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	319	74.2%
8742.77	1	0.2%
11877.51	1	0.2%
11277.66	1	0.2%
11759.72	1	0.2%
11561.01	1	0.2%
10868.4	1	0.2%
13243.75	1	0.2%
13654.81	1	0.2%
10915.42	1	0.2%
Other values (102)	102	23.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	319	74.2%
3275.39	1	0.2%
3415.01	1	0.2%
3871.13	1	0.2%
4812.57	1	0.2%
6532.76	1	0.2%
6964.14	1	0.2%
7084.84	1	0.2%
7387.46	1	0.2%
8084.81	1	0.2%

Value	Count	Frequency (%)
36840.68	1	0.2%
31378.35	1	0.2%
30184.03	1	0.2%
29393.74	1	0.2%
23890.47	1	0.2%
22378.34	1	0.2%
20321.2	1	0.2%
18801.49	1	0.2%
18363.87	1	0.2%
18287.92	1	0.2%

단위가격(m3당원)_중남미
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	112
Distinct (%)	26.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	139.54444

Minimum	0
Maximum	1505.22
Zeros	319
Zeros (%)	74.2%
Negative	0
Negative (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	188.1725
95-th percentile	654.5285
Maximum	1505.22
Range	1505.22
Interquartile range (IQR)	188.1725

Descriptive statistics

Standard deviation	259.8047
Coefficient of variation (CV)	1.8618061
Kurtosis	3.474845
Mean	139.54444
Median Absolute Deviation (MAD)	0
Skewness	1.8721908
Sum	60004.11
Variance	67498.48
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	319	74.2%
361.35	1	0.2%
485.29	1	0.2%
460.78	1	0.2%
480.47	1	0.2%
472.36	1	0.2%
444.06	1	0.2%
541.11	1	0.2%
557.9	1	0.2%
445.98	1	0.2%
Other values (102)	102	23.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	319	74.2%
137.74	1	0.2%
143.62	1	0.2%
162.8	1	0.2%
196.63	1	0.2%
270.01	1	0.2%
290.18	1	0.2%
292.83	1	0.2%
310.67	1	0.2%
330.33	1	0.2%

Value	Count	Frequency (%)
1505.22	1	0.2%
1319.59	1	0.2%
1233.25	1	0.2%
1200.96	1	0.2%
976.11	1	0.2%
914.33	1	0.2%
854.59	1	0.2%
790.68	1	0.2%
759.01	1	0.2%
747.2	1	0.2%

단위가격(MJ당원)_중남미
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	107
Distinct (%)	24.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2056744

Minimum	0
Maximum	34.92
Zeros	319
Zeros (%)	74.2%
Negative	0
Negative (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4.34
95-th percentile	14.961
Maximum	34.92
Range	34.92
Interquartile range (IQR)	4.34

Descriptive statistics

Standard deviation	5.9709629
Coefficient of variation (CV)	1.862623
Kurtosis	3.539885
Mean	3.2056744
Median Absolute Deviation (MAD)	0
Skewness	1.8795869
Sum	1378.44
Variance	35.652398
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	319	74.2%
7.87	2	0.5%
7.94	2	0.5%
10.96	2	0.5%
8.62	2	0.5%
12.77	2	0.5%
13.22	1	0.2%
11.15	1	0.2%
10.3	1	0.2%
12.56	1	0.2%
Other values (97)	97	22.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	319	74.2%
3.12	1	0.2%
3.25	1	0.2%
3.68	1	0.2%
4.56	1	0.2%
6.19	1	0.2%
6.6	1	0.2%
6.72	1	0.2%
7.03	1	0.2%
7.66	1	0.2%

Value	Count	Frequency (%)
34.92	1	0.2%
29.86	1	0.2%
28.61	1	0.2%
27.86	1	0.2%
22.65	1	0.2%
21.21	1	0.2%
19.34	1	0.2%
17.89	1	0.2%
17.41	1	0.2%
17.34	1	0.2%

Phik (φk)
Auto

Heatmap
Table

	환율(원달러)	금액(백만불)_중남미	중량(Ton)_중남미	단위가격(Ton당달러)_중남미	단위가격(MMBTU당달러)_중남미	단위가격(m3당달러)_중남미	단위가격(MJ당달러)_중남미	단위가격(Ton당원)_중남미	단위가격(MMBTU당원)_중남미	단위가격(m3당원)_중남미	단위가격(MJ당원)_중남미
환율(원달러)	1.000	0.197	0.288	0.342	0.342	0.326	0.350	0.428	0.428	0.407	0.427
금액(백만불)_중남미	0.197	1.000	0.815	0.819	0.819	0.816	0.888	0.814	0.814	0.811	0.815
중량(Ton)_중남미	0.288	0.815	1.000	0.831	0.831	0.838	0.773	0.828	0.828	0.820	0.827
단위가격(Ton당달러)_중남미	0.342	0.819	0.831	1.000	1.000	1.000	0.983	0.984	0.984	0.984	0.984
단위가격(MMBTU당달러)_중남미	0.342	0.819	0.831	1.000	1.000	1.000	0.983	0.984	0.984	0.984	0.984
단위가격(m3당달러)_중남미	0.326	0.816	0.838	1.000	1.000	1.000	0.982	0.984	0.984	0.984	0.984
단위가격(MJ당달러)_중남미	0.350	0.888	0.773	0.983	0.983	0.982	1.000	0.975	0.975	0.977	0.975
단위가격(Ton당원)_중남미	0.428	0.814	0.828	0.984	0.984	0.984	0.975	1.000	1.000	1.000	1.000
단위가격(MMBTU당원)_중남미	0.428	0.814	0.828	0.984	0.984	0.984	0.975	1.000	1.000	1.000	1.000
단위가격(m3당원)_중남미	0.407	0.811	0.820	0.984	0.984	0.984	0.977	1.000	1.000	1.000	1.000
단위가격(MJ당원)_중남미	0.427	0.815	0.827	0.984	0.984	0.984	0.975	1.000	1.000	1.000	1.000

Heatmap
Table

	환율(원달러)	금액(백만불)_중남미	중량(Ton)_중남미	단위가격(Ton당달러)_중남미	단위가격(MMBTU당달러)_중남미	단위가격(m3당달러)_중남미	단위가격(Ton당원)_중남미	단위가격(MMBTU당원)_중남미	단위가격(m3당원)_중남미	단위가격(MJ당원)_중남미	단위가격(MJ당달러)_중남미
환율(원달러)	1.000	0.235	0.235	0.231	0.231	0.230	0.244	0.244	0.243	0.244	0.215
금액(백만불)_중남미	0.235	1.000	0.997	0.981	0.981	0.982	0.981	0.981	0.982	0.981	0.796
중량(Ton)_중남미	0.235	0.997	1.000	0.969	0.970	0.970	0.970	0.970	0.970	0.970	0.583
단위가격(Ton당달러)_중남미	0.231	0.981	0.969	1.000	1.000	1.000	0.999	0.999	0.999	0.999	0.930
단위가격(MMBTU당달러)_중남미	0.231	0.981	0.970	1.000	1.000	1.000	0.999	0.999	0.999	0.999	0.930
단위가격(m3당달러)_중남미	0.230	0.982	0.970	1.000	1.000	1.000	0.999	0.999	0.999	0.999	0.928
단위가격(Ton당원)_중남미	0.244	0.981	0.970	0.999	0.999	0.999	1.000	1.000	1.000	1.000	0.916
단위가격(MMBTU당원)_중남미	0.244	0.981	0.970	0.999	0.999	0.999	1.000	1.000	1.000	1.000	0.916
단위가격(m3당원)_중남미	0.243	0.982	0.970	0.999	0.999	0.999	1.000	1.000	1.000	1.000	0.918
단위가격(MJ당원)_중남미	0.244	0.981	0.970	0.999	0.999	0.999	1.000	1.000	1.000	1.000	0.916
단위가격(MJ당달러)_중남미	0.215	0.796	0.583	0.930	0.930	0.928	0.916	0.916	0.918	0.916	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)
0	1988-01	787.46
1	1988-02	773.44
2	1988-03	753.49
3	1988-04	741.8
4	1988-05	735.67
5	1988-06	729.46
6	1988-07	725.81
7	1988-08	722.81
8	1988-09	720.24
9	1988-10	709.35

	연월	환율(원달러)	금액(백만불)_중남미	중량(Ton)_중남미	단위가격(Ton당달러)_중남미	단위가격(MMBTU당달러)_중남미	단위가격(m3당달러)_중남미	단위가격(MJ당달러)_중남미	단위가격(Ton당원)_중남미	단위가격(MMBTU당원)_중남미	단위가격(m3당원)_중남미	단위가격(MJ당원)_중남미
420	2023-01	1247.25	191	152204	1254.89	24.2	0.99	0.02	1565167.47	30184.03	1233.25	28.61
421	2023-02	1270.74	80	107201	746.26	14.39	0.59	0.01	948304.59	18287.92	747.2	17.34
422	2023-03	1305.73	134	195478	685.5	13.22	0.54	0.01	895076.79	17261.43	705.26	16.36
423	2023-04	1320.01	30	56081	534.94	10.32	0.42	0.01	706126.85	13617.56	556.38	12.91
424	2023-05	1328.21	0	0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
425	2023-06	1296.71	45	68350	658.38	12.7	0.52	0.01	853722.75	16463.92	672.68	15.61
426	2023-07	1286.3	128	200542	638.27	12.31	0.5	0.01	821007.07	15833.01	646.9	15.01
427	2023-08	1318.47	0	0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
428	2023-09	1329.47	0	0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
429	2023-10	1350.69	0	0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0

Overview

Variables

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample