gimi9 Pandas Profiling

Dataset statistics

Number of variables	14
Number of observations	179
Missing cells	31
Missing cells (%)	1.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	22.0 KiB
Average record size in memory	125.7 B

Variable types

Text	1
Numeric	13

Dataset

Description	전북특별자치도 14개 시군(전주, 군산, 익산, 정읍, 남원, 김제, 완주, 진안, 무주, 장수, 임실, 순창, 고창, 부안)의 강수량 정보입니다.
Author	전북특별자치도
URL	https://www.data.go.kr/data/15042173/fileData.do

Alerts

`1월 강수량` is highly overall correlated with `합계`	High correlation
`2월 강수량` is highly overall correlated with `3월 강수량` and 1 other fields	High correlation
`3월 강수량` is highly overall correlated with `2월 강수량` and 4 other fields	High correlation
`5월 강수량` is highly overall correlated with `6월 강수량` and 4 other fields	High correlation
`6월 강수량` is highly overall correlated with `2월 강수량` and 6 other fields	High correlation
`7월 강수량` is highly overall correlated with `3월 강수량` and 5 other fields	High correlation
`10월 강수량` is highly overall correlated with `3월 강수량` and 6 other fields	High correlation
`11월 강수량` is highly overall correlated with `10월 강수량`	High correlation
`12월 강수량` is highly overall correlated with `5월 강수량` and 4 other fields	High correlation
`합계` is highly overall correlated with `1월 강수량` and 6 other fields	High correlation
`1월 강수량` has 2 (1.1%) missing values	Missing
`2월 강수량` has 6 (3.4%) missing values	Missing
`3월 강수량` has 3 (1.7%) missing values	Missing
`4월 강수량` has 2 (1.1%) missing values	Missing
`5월 강수량` has 2 (1.1%) missing values	Missing
`6월 강수량` has 2 (1.1%) missing values	Missing
`7월 강수량` has 2 (1.1%) missing values	Missing
`8월 강수량` has 2 (1.1%) missing values	Missing
`9월 강수량` has 2 (1.1%) missing values	Missing
`10월 강수량` has 3 (1.7%) missing values	Missing
`11월 강수량` has 3 (1.7%) missing values	Missing
`12월 강수량` has 2 (1.1%) missing values	Missing
`관측소` has unique values	Unique
`1월 강수량` has 4 (2.2%) zeros	Zeros
`2월 강수량` has 3 (1.7%) zeros	Zeros
`3월 강수량` has 2 (1.1%) zeros	Zeros
`6월 강수량` has 2 (1.1%) zeros	Zeros

Reproduction

Analysis started	2024-03-14 13:16:08.374188
Analysis finished	2024-03-14 13:16:50.816943
Duration	42.44 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

관측소
Text

UNIQUE

Distinct	179
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

Length

Max length	9
Median length	6
Mean length	6.0446927
Min length	5

Characters and Unicode

Total characters	1082
Distinct characters	149
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

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

Unique

Unique	179 ?
Unique (%)	100.0%

Sample

1st row	전주 대성동
2nd row	전주 송천2동
3rd row	전주 원당동
4th row	전주 장동
5th row	전주 진북동

Value	Count	Frequency (%)
익산	19	5.3%
남원	17	4.7%
김제	16	4.5%
고창	16	4.5%
정읍	15	4.2%
완주	14	3.9%
군산	14	3.9%
임실	12	3.4%
진안	11	3.1%
부안	10	2.8%
Other values (181)	214	59.8%

Most occurring characters

Value	Count	Frequency (%)
	180	16.6%
면	137	12.7%
산	59	5.5%
주	33	3.0%
동	32	3.0%
안	28	2.6%
창	28	2.6%
읍	28	2.6%
남	22	2.0%
원	20	1.8%
Other values (139)	515	47.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	898	83.0%
Space Separator	180	16.6%
Decimal Number	4	0.4%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
면	137	15.3%
산	59	6.6%
주	33	3.7%
동	32	3.6%
안	28	3.1%
창	28	3.1%
읍	28	3.1%
남	22	2.4%
원	20	2.2%
고	20	2.2%
Other values (136)	491	54.7%

Decimal Number

Value	Count	Frequency (%)
2	3	75.0%
1	1	25.0%

Space Separator

Value	Count	Frequency (%)
	180	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	898	83.0%
Common	184	17.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
면	137	15.3%
산	59	6.6%
주	33	3.7%
동	32	3.6%
안	28	3.1%
창	28	3.1%
읍	28	3.1%
남	22	2.4%
원	20	2.2%
고	20	2.2%
Other values (136)	491	54.7%

Common

Value	Count	Frequency (%)
	180	97.8%
2	3	1.6%
1	1	0.5%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	898	83.0%
ASCII	184	17.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	180	97.8%
2	3	1.6%
1	1	0.5%

Hangul

Value	Count	Frequency (%)
면	137	15.3%
산	59	6.6%
주	33	3.7%
동	32	3.6%
안	28	3.1%
창	28	3.1%
읍	28	3.1%
남	22	2.4%
원	20	2.2%
고	20	2.2%
Other values (136)	491	54.7%

1월 강수량
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	36
Distinct (%)	20.3%
Missing	2
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%
Mean	8.0920904

Minimum	0
Maximum	21
Zeros	4
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	5
median	7
Q3	11
95-th percentile	15.1
Maximum	21
Range	21
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.2284809
Coefficient of variation (CV)	0.52254494
Kurtosis	-0.045642295
Mean	8.0920904
Median Absolute Deviation (MAD)	3
Skewness	0.53069673
Sum	1432.3
Variance	17.880051
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
5.0	20	11.2%
6.0	17	9.5%
7.0	14	7.8%
8.0	14	7.8%
10.0	13	7.3%
4.0	11	6.1%
12.0	10	5.6%
11.0	8	4.5%
9.0	6	3.4%
2.0	6	3.4%
Other values (26)	58	32.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	4	2.2%
1.0	2	1.1%
1.3	1	0.6%
2.0	6	3.4%
2.5	1	0.6%
3.0	3	1.7%
3.5	1	0.6%
4.0	11	6.1%
4.5	3	1.7%
5.0	20	11.2%

Value	Count	Frequency (%)
21.0	1	0.6%
19.5	1	0.6%
19.0	1	0.6%
18.0	1	0.6%
17.0	2	1.1%
16.5	1	0.6%
16.0	1	0.6%
15.5	1	0.6%
15.0	4	2.2%
14.5	4	2.2%

2월 강수량
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	62
Distinct (%)	35.8%
Missing	6
Missing (%)	3.4%
Infinite	0
Infinite (%)	0.0%
Mean	37.120231

Minimum	0
Maximum	65
Zeros	3
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	0
5-th percentile	21.3
Q1	32
median	36
Q3	43.5
95-th percentile	54.2
Maximum	65
Range	65
Interquartile range (IQR)	11.5

Descriptive statistics

Standard deviation	10.605406
Coefficient of variation (CV)	0.28570421
Kurtosis	2.3209399
Mean	37.120231
Median Absolute Deviation (MAD)	5.5
Skewness	-0.48971801
Sum	6421.8
Variance	112.47465
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35.0	15	8.4%
32.0	9	5.0%
45.0	9	5.0%
36.0	8	4.5%
34.0	7	3.9%
39.0	7	3.9%
46.0	6	3.4%
33.0	6	3.4%
37.0	6	3.4%
43.0	6	3.4%
Other values (52)	94	52.5%
(Missing)	6	3.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3	1.7%
2.8	1	0.6%
15.5	1	0.6%
17.5	1	0.6%
18.0	1	0.6%
19.5	1	0.6%
21.0	1	0.6%
21.5	1	0.6%
22.0	1	0.6%
22.5	1	0.6%

Value	Count	Frequency (%)
65.0	1	0.6%
63.0	1	0.6%
62.0	1	0.6%
61.0	1	0.6%
59.5	1	0.6%
57.0	1	0.6%
55.0	2	1.1%
54.5	1	0.6%
54.0	2	1.1%
53.0	3	1.7%

3월 강수량
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	64
Distinct (%)	36.4%
Missing	3
Missing (%)	1.7%
Infinite	0
Infinite (%)	0.0%
Mean	28.809091

Minimum	0
Maximum	66
Zeros	2
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	0
5-th percentile	14.75
Q1	24
median	27.75
Q3	33
95-th percentile	48.625
Maximum	66
Range	66
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	10.704244
Coefficient of variation (CV)	0.37155784
Kurtosis	1.8884028
Mean	28.809091
Median Absolute Deviation (MAD)	4.25
Skewness	0.42415449
Sum	5070.4
Variance	114.58083
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26.0	12	6.7%
28.0	11	6.1%
24.0	10	5.6%
31.0	10	5.6%
25.0	9	5.0%
30.0	9	5.0%
27.0	6	3.4%
29.0	5	2.8%
34.0	5	2.8%
35.0	5	2.8%
Other values (54)	94	52.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2	1.1%
1.0	1	0.6%
2.4	1	0.6%
3.0	1	0.6%
4.5	1	0.6%
5.5	1	0.6%
8.0	1	0.6%
12.5	1	0.6%
15.5	1	0.6%
16.0	1	0.6%

Value	Count	Frequency (%)
66.0	1	0.6%
60.5	1	0.6%
59.0	1	0.6%
56.0	2	1.1%
54.0	1	0.6%
52.5	1	0.6%
50.0	1	0.6%
49.0	1	0.6%
48.5	1	0.6%
48.0	2	1.1%

4월 강수량
Real number (ℝ)

MISSING

Distinct	79
Distinct (%)	44.6%
Missing	2
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%
Mean	87.459322

Minimum	0
Maximum	147.5
Zeros	1
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	0
5-th percentile	55.8
Q1	79
median	89
Q3	97
95-th percentile	119.6
Maximum	147.5
Range	147.5
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	20.491232
Coefficient of variation (CV)	0.23429444
Kurtosis	4.6931365
Mean	87.459322
Median Absolute Deviation (MAD)	8.5
Skewness	-1.0916856
Sum	15480.3
Variance	419.89061
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90.0	7	3.9%
89.0	7	3.9%
84.0	7	3.9%
94.0	6	3.4%
92.0	6	3.4%
97.0	6	3.4%
79.0	5	2.8%
93.0	5	2.8%
87.0	5	2.8%
85.0	5	2.8%
Other values (69)	118	65.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	0.6%
4.8	1	0.6%
6.0	1	0.6%
27.0	1	0.6%
35.0	1	0.6%
36.0	1	0.6%
39.5	1	0.6%
52.5	1	0.6%
55.0	1	0.6%
56.0	1	0.6%

Value	Count	Frequency (%)
147.5	1	0.6%
136.0	1	0.6%
132.0	1	0.6%
130.0	1	0.6%
127.5	1	0.6%
126.5	1	0.6%
126.0	2	1.1%
120.0	1	0.6%
119.5	2	1.1%
118.5	2	1.1%

5월 강수량
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	79
Distinct (%)	44.6%
Missing	2
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%
Mean	53.507345

Minimum	0
Maximum	93
Zeros	1
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	0
5-th percentile	34.7
Q1	43
median	53.5
Q3	63.5
95-th percentile	80
Maximum	93
Range	93
Interquartile range (IQR)	20.5

Descriptive statistics

Standard deviation	15.627296
Coefficient of variation (CV)	0.2920589
Kurtosis	1.0996069
Mean	53.507345
Median Absolute Deviation (MAD)	10.5
Skewness	-0.17270832
Sum	9470.8
Variance	244.21239
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
43.0	9	5.0%
44.0	7	3.9%
42.0	7	3.9%
41.0	6	3.4%
50.0	6	3.4%
57.0	5	2.8%
51.0	4	2.2%
64.0	4	2.2%
45.0	4	2.2%
40.0	4	2.2%
Other values (69)	121	67.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	0.6%
2.0	1	0.6%
3.5	1	0.6%
20.0	1	0.6%
23.5	1	0.6%
26.0	1	0.6%
29.5	1	0.6%
31.0	1	0.6%
33.5	1	0.6%
35.0	3	1.7%

Value	Count	Frequency (%)
93.0	1	0.6%
92.0	1	0.6%
89.0	1	0.6%
86.0	1	0.6%
85.5	1	0.6%
82.0	1	0.6%
81.5	1	0.6%
81.0	1	0.6%
80.0	3	1.7%
79.5	1	0.6%

6월 강수량
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	107
Distinct (%)	60.5%
Missing	2
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%
Mean	97.330508

Minimum	0
Maximum	822
Zeros	2
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	0
5-th percentile	36.8
Q1	73.5
median	83
Q3	117
95-th percentile	175
Maximum	822
Range	822
Interquartile range (IQR)	43.5

Descriptive statistics

Standard deviation	67.175225
Coefficient of variation (CV)	0.69017645
Kurtosis	76.995248
Mean	97.330508
Median Absolute Deviation (MAD)	13.5
Skewness	7.2612386
Sum	17227.5
Variance	4512.5109
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
77.0	7	3.9%
76.0	6	3.4%
79.0	6	3.4%
75.0	6	3.4%
71.0	5	2.8%
70.0	5	2.8%
85.0	3	1.7%
64.0	3	1.7%
139.0	3	1.7%
80.0	3	1.7%
Other values (97)	130	72.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2	1.1%
1.0	1	0.6%
3.0	1	0.6%
10.5	1	0.6%
11.5	1	0.6%
22.5	1	0.6%
23.0	1	0.6%
34.0	1	0.6%
37.5	1	0.6%
38.0	1	0.6%

Value	Count	Frequency (%)
822.0	1	0.6%
212.0	1	0.6%
199.0	1	0.6%
198.0	1	0.6%
192.0	1	0.6%
189.0	1	0.6%
188.0	1	0.6%
181.0	1	0.6%
179.0	1	0.6%
174.0	1	0.6%

7월 강수량
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	133
Distinct (%)	75.1%
Missing	2
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%
Mean	221.14407

Minimum	33.5
Maximum	470
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	33.5
5-th percentile	145.5
Q1	171
median	204
Q3	253
95-th percentile	365
Maximum	470
Range	436.5
Interquartile range (IQR)	82

Descriptive statistics

Standard deviation	71.571963
Coefficient of variation (CV)	0.32364406
Kurtosis	1.4617183
Mean	221.14407
Median Absolute Deviation (MAD)	39
Skewness	0.9627113
Sum	39142.5
Variance	5122.5459
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
170.0	5	2.8%
243.0	4	2.2%
166.0	3	1.7%
157.0	3	1.7%
183.0	3	1.7%
156.0	3	1.7%
255.0	3	1.7%
198.0	3	1.7%
182.0	3	1.7%
208.0	2	1.1%
Other values (123)	145	81.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33.5	1	0.6%
38.0	1	0.6%
86.0	1	0.6%
120.0	1	0.6%
125.0	1	0.6%
138.5	1	0.6%
141.5	1	0.6%
142.0	1	0.6%
143.5	1	0.6%
146.0	1	0.6%

Value	Count	Frequency (%)
470.0	1	0.6%
450.5	1	0.6%
425.0	1	0.6%
422.0	1	0.6%
411.0	1	0.6%
388.0	1	0.6%
387.5	1	0.6%
384.0	1	0.6%
377.0	1	0.6%
362.0	1	0.6%

8월 강수량
Real number (ℝ)

MISSING

Distinct	120
Distinct (%)	67.8%
Missing	2
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%
Mean	135.73729

Minimum	6
Maximum	256.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	6
5-th percentile	84.6
Q1	105
median	130
Q3	157
95-th percentile	230.1
Maximum	256.5
Range	250.5
Interquartile range (IQR)	52

Descriptive statistics

Standard deviation	44.112655
Coefficient of variation (CV)	0.32498553
Kurtosis	0.63120823
Mean	135.73729
Median Absolute Deviation (MAD)	26
Skewness	0.57340068
Sum	24025.5
Variance	1945.9263
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
112.0	5	2.8%
100.0	4	2.2%
136.0	4	2.2%
95.0	4	2.2%
144.0	3	1.7%
130.0	3	1.7%
127.0	3	1.7%
131.0	3	1.7%
123.0	3	1.7%
90.0	3	1.7%
Other values (110)	142	79.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.0	1	0.6%
15.5	1	0.6%
43.0	1	0.6%
65.5	1	0.6%
72.0	1	0.6%
73.0	1	0.6%
76.0	1	0.6%
80.0	1	0.6%
83.0	1	0.6%
85.0	1	0.6%

Value	Count	Frequency (%)
256.5	1	0.6%
248.0	1	0.6%
245.0	1	0.6%
238.0	1	0.6%
236.0	2	1.1%
234.5	1	0.6%
233.5	1	0.6%
230.5	1	0.6%
230.0	1	0.6%
222.0	1	0.6%

9월 강수량
Real number (ℝ)

MISSING

Distinct	127
Distinct (%)	71.8%
Missing	2
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%
Mean	211.00565

Minimum	25.5
Maximum	384
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	25.5
5-th percentile	133.8
Q1	179
median	217.5
Q3	235.5
95-th percentile	290.7
Maximum	384
Range	358.5
Interquartile range (IQR)	56.5

Descriptive statistics

Standard deviation	48.596056
Coefficient of variation (CV)	0.2303069
Kurtosis	1.9236265
Mean	211.00565
Median Absolute Deviation (MAD)	30
Skewness	-0.031290093
Sum	37348
Variance	2361.5767
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
220.0	4	2.2%
249.0	4	2.2%
237.0	3	1.7%
203.0	3	1.7%
207.0	3	1.7%
228.0	3	1.7%
226.0	3	1.7%
182.0	3	1.7%
223.0	3	1.7%
235.0	3	1.7%
Other values (117)	145	81.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25.5	1	0.6%
75.0	1	0.6%
85.0	1	0.6%
121.0	2	1.1%
127.0	1	0.6%
130.0	1	0.6%
132.0	1	0.6%
133.0	1	0.6%
134.0	1	0.6%
138.0	1	0.6%

Value	Count	Frequency (%)
384.0	1	0.6%
355.0	1	0.6%
349.0	1	0.6%
316.0	1	0.6%
308.0	1	0.6%
307.0	1	0.6%
301.0	1	0.6%
294.0	1	0.6%
293.5	1	0.6%
290.0	1	0.6%

10월 강수량
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	110
Distinct (%)	62.5%
Missing	3
Missing (%)	1.7%
Infinite	0
Infinite (%)	0.0%
Mean	108.53977

Minimum	0
Maximum	308
Zeros	1
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	0
5-th percentile	66
Q1	80.875
median	97.75
Q3	125
95-th percentile	194.5
Maximum	308
Range	308
Interquartile range (IQR)	44.125

Descriptive statistics

Standard deviation	41.554798
Coefficient of variation (CV)	0.38285319
Kurtosis	3.0455703
Mean	108.53977
Median Absolute Deviation (MAD)	20
Skewness	1.369638
Sum	19103
Variance	1726.8013
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
85.0	5	2.8%
73.0	5	2.8%
80.0	4	2.2%
68.0	4	2.2%
82.0	4	2.2%
133.0	4	2.2%
109.5	3	1.7%
115.0	3	1.7%
120.0	3	1.7%
100.5	3	1.7%
Other values (100)	138	77.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	0.6%
44.0	1	0.6%
55.0	1	0.6%
61.0	1	0.6%
63.0	2	1.1%
64.0	2	1.1%
66.0	2	1.1%
67.0	1	0.6%
67.5	1	0.6%
68.0	4	2.2%

Value	Count	Frequency (%)
308.0	1	0.6%
242.0	1	0.6%
218.0	1	0.6%
208.0	1	0.6%
205.0	1	0.6%
201.0	1	0.6%
200.0	1	0.6%
198.0	1	0.6%
196.0	1	0.6%
194.0	1	0.6%

11월 강수량
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	85
Distinct (%)	48.3%
Missing	3
Missing (%)	1.7%
Infinite	0
Infinite (%)	0.0%
Mean	50.704545

Minimum	11
Maximum	167
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	11
5-th percentile	26
Q1	37.375
median	48
Q3	57.5
95-th percentile	93.75
Maximum	167
Range	156
Interquartile range (IQR)	20.125

Descriptive statistics

Standard deviation	21.104859
Coefficient of variation (CV)	0.41623209
Kurtosis	5.3953877
Mean	50.704545
Median Absolute Deviation (MAD)	10.25
Skewness	1.6959704
Sum	8924
Variance	445.41506
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
51.0	9	5.0%
41.0	7	3.9%
62.0	6	3.4%
28.0	6	3.4%
29.0	5	2.8%
57.0	5	2.8%
43.0	5	2.8%
44.5	4	2.2%
50.0	4	2.2%
52.0	4	2.2%
Other values (75)	121	67.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.0	1	0.6%
17.0	1	0.6%
19.0	1	0.6%
20.0	2	1.1%
23.0	2	1.1%
26.0	3	1.7%
27.5	1	0.6%
28.0	6	3.4%
28.5	1	0.6%
29.0	5	2.8%

Value	Count	Frequency (%)
167.0	1	0.6%
112.0	1	0.6%
109.0	3	1.7%
102.0	1	0.6%
101.0	2	1.1%
96.0	1	0.6%
93.0	1	0.6%
87.0	1	0.6%
86.0	1	0.6%
84.5	1	0.6%

12월 강수량
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	39
Distinct (%)	22.0%
Missing	2
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%
Mean	18.435028

Minimum	0
Maximum	54
Zeros	1
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	15
median	18
Q3	22
95-th percentile	27.2
Maximum	54
Range	54
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	6.9482678
Coefficient of variation (CV)	0.37690573
Kurtosis	7.4325402
Mean	18.435028
Median Absolute Deviation (MAD)	3.5
Skewness	1.348783
Sum	3263
Variance	48.278425
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
15.0	18	10.1%
14.0	16	8.9%
18.0	12	6.7%
16.0	10	5.6%
13.0	9	5.0%
19.0	9	5.0%
21.0	8	4.5%
23.0	8	4.5%
22.0	7	3.9%
20.5	6	3.4%
Other values (29)	74	41.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	0.6%
1.5	1	0.6%
3.0	1	0.6%
4.0	4	2.2%
5.0	3	1.7%
11.5	1	0.6%
12.0	2	1.1%
13.0	9	5.0%
13.5	3	1.7%
14.0	16	8.9%

Value	Count	Frequency (%)
54.0	2	1.1%
41.0	1	0.6%
31.0	1	0.6%
30.0	2	1.1%
28.0	3	1.7%
27.0	5	2.8%
26.0	4	2.2%
25.5	1	0.6%
25.0	4	2.2%
24.5	1	0.6%

합계
Real number (ℝ)

HIGH CORRELATION

Distinct	158
Distinct (%)	88.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1044.1849

Minimum	3
Maximum	1871
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	3
5-th percentile	775.9
Q1	938.5
median	1030
Q3	1174
95-th percentile	1387
Maximum	1871
Range	1868
Interquartile range (IQR)	235.5

Descriptive statistics

Standard deviation	224.307
Coefficient of variation (CV)	0.2148154
Kurtosis	5.3091439
Mean	1044.1849
Median Absolute Deviation (MAD)	113
Skewness	-0.55454238
Sum	186909.1
Variance	50313.63
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
980.0	3	1.7%
945.0	3	1.7%
1022.0	2	1.1%
1030.0	2	1.1%
1064.5	2	1.1%
1184.0	2	1.1%
1218.0	2	1.1%
1020.0	2	1.1%
955.0	2	1.1%
1331.0	2	1.1%
Other values (148)	157	87.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.0	1	0.6%
4.0	1	0.6%
536.5	1	0.6%
542.5	1	0.6%
583.5	1	0.6%
692.0	1	0.6%
722.0	1	0.6%
724.5	1	0.6%
766.0	1	0.6%
777.0	1	0.6%

Value	Count	Frequency (%)
1871.0	1	0.6%
1649.0	1	0.6%
1605.0	1	0.6%
1596.0	1	0.6%
1478.0	1	0.6%
1477.0	1	0.6%
1437.5	1	0.6%
1397.0	1	0.6%
1387.0	2	1.1%
1377.0	1	0.6%

Phik (φk)
Auto

Heatmap
Table

	1월 강수량	2월 강수량	3월 강수량	4월 강수량	5월 강수량	6월 강수량	7월 강수량	8월 강수량	9월 강수량	10월 강수량	11월 강수량	12월 강수량	합계
1월 강수량	1.000	0.405	0.525	0.570	0.439	0.382	0.512	0.568	0.551	0.308	0.432	0.402	0.393
2월 강수량	0.405	1.000	0.673	0.651	0.742	0.369	0.424	0.309	0.424	0.609	0.320	0.573	0.588
3월 강수량	0.525	0.673	1.000	0.651	0.614	0.398	0.683	0.310	0.504	0.568	0.381	0.526	0.594
4월 강수량	0.570	0.651	0.651	1.000	0.613	0.000	0.179	0.346	0.357	0.121	0.000	0.180	0.309
5월 강수량	0.439	0.742	0.614	0.613	1.000	0.421	0.512	0.325	0.002	0.731	0.316	0.551	0.607
6월 강수량	0.382	0.369	0.398	0.000	0.421	1.000	0.527	0.416	0.160	0.590	0.595	0.515	0.796
7월 강수량	0.512	0.424	0.683	0.179	0.512	0.527	1.000	0.575	0.664	0.604	0.078	0.540	0.707
8월 강수량	0.568	0.309	0.310	0.346	0.325	0.416	0.575	1.000	0.680	0.256	0.131	0.098	0.507
9월 강수량	0.551	0.424	0.504	0.357	0.002	0.160	0.664	0.680	1.000	0.657	0.216	0.618	0.654
10월 강수량	0.308	0.609	0.568	0.121	0.731	0.590	0.604	0.256	0.657	1.000	0.396	0.703	0.758
11월 강수량	0.432	0.320	0.381	0.000	0.316	0.595	0.078	0.131	0.216	0.396	1.000	0.695	0.342
12월 강수량	0.402	0.573	0.526	0.180	0.551	0.515	0.540	0.098	0.618	0.703	0.695	1.000	0.705
합계	0.393	0.588	0.594	0.309	0.607	0.796	0.707	0.507	0.654	0.758	0.342	0.705	1.000

Heatmap
Table

	1월 강수량	2월 강수량	3월 강수량	4월 강수량	5월 강수량	6월 강수량	7월 강수량	8월 강수량	9월 강수량	10월 강수량	11월 강수량	12월 강수량	합계
1월 강수량	1.000	0.233	0.297	0.203	0.484	0.478	0.456	0.145	-0.044	0.379	-0.389	0.487	0.505
2월 강수량	0.233	1.000	0.574	0.202	0.279	0.516	0.441	-0.132	-0.226	0.287	-0.214	0.403	0.376
3월 강수량	0.297	0.574	1.000	0.149	0.444	0.546	0.641	-0.033	-0.177	0.509	-0.180	0.434	0.541
4월 강수량	0.203	0.202	0.149	1.000	0.088	0.190	0.103	-0.002	0.395	-0.105	0.095	-0.008	0.257
5월 강수량	0.484	0.279	0.444	0.088	1.000	0.626	0.595	0.419	0.068	0.712	-0.410	0.660	0.811
6월 강수량	0.478	0.516	0.546	0.190	0.626	1.000	0.631	-0.001	-0.159	0.553	-0.418	0.573	0.638
7월 강수량	0.456	0.441	0.641	0.103	0.595	0.631	1.000	0.151	-0.100	0.676	-0.289	0.621	0.753
8월 강수량	0.145	-0.132	-0.033	-0.002	0.419	-0.001	0.151	1.000	0.330	0.319	-0.087	0.274	0.460
9월 강수량	-0.044	-0.226	-0.177	0.395	0.068	-0.159	-0.100	0.330	1.000	-0.110	0.236	-0.080	0.261
10월 강수량	0.379	0.287	0.509	-0.105	0.712	0.553	0.676	0.319	-0.110	1.000	-0.506	0.686	0.715
11월 강수량	-0.389	-0.214	-0.180	0.095	-0.410	-0.418	-0.289	-0.087	0.236	-0.506	1.000	-0.292	-0.271
12월 강수량	0.487	0.403	0.434	-0.008	0.660	0.573	0.621	0.274	-0.080	0.686	-0.292	1.000	0.703
합계	0.505	0.376	0.541	0.257	0.811	0.638	0.753	0.460	0.261	0.715	-0.271	0.703	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

	관측소	1월 강수량	2월 강수량	3월 강수량	4월 강수량	5월 강수량	6월 강수량	7월 강수량	8월 강수량	9월 강수량	10월 강수량	11월 강수량	12월 강수량	합계
0	전주 대성동	17.0	37.5	25.0	77.0	45.5	71.0	120.0	6.0	25.5	85.0	28.0	5.0	542.5
1	전주 송천2동	7.0	40.0	18.5	77.5	29.5	72.5	38.0	15.5	152.5	76.0	42.0	14.5	583.5
2	전주 원당동	5.5	<NA>	17.0	83.0	39.5	38.0	153.5	121.0	157.0	80.0	28.5	1.5	724.5
3	전주 장동	10.0	41.0	28.0	80.5	36.0	66.0	125.0	103.0	198.5	63.0	39.5	13.5	804.0
4	전주 진북동	11.0	38.0	24.0	74.5	31.0	22.5	156.0	76.0	140.0	70.5	56.0	22.5	722.0
5	전주 호성동	6.5	43.5	21.0	76.5	35.5	79.0	157.5	93.5	132.0	68.0	53.0	20.5	786.5
6	전주 효자1동	8.0	35.0	26.0	76.0	35.5	77.5	141.5	94.0	145.0	67.5	57.5	26.0	789.5
7	군산 나운2동	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	4.0	4.0
8	군산 나포면	3.0	35.0	31.0	89.0	40.0	81.0	229.0	100.0	182.0	81.0	93.0	14.0	978.0
9	군산 대야면	2.0	36.0	29.0	95.0	45.0	81.0	204.0	102.0	227.0	82.0	62.0	15.0	980.0

	관측소	1월 강수량	2월 강수량	3월 강수량	4월 강수량	5월 강수량	6월 강수량	7월 강수량	8월 강수량	9월 강수량	10월 강수량	11월 강수량	12월 강수량	합계
169	부안 변산면	9.0	22.5	23.5	77.0	66.5	76.0	156.0	132.5	223.0	110.5	49.5	15.0	961.0
170	부안 진서면	8.5	30.0	19.0	79.0	56.0	79.0	189.5	200.5	227.0	105.0	48.5	16.0	1058.0
171	부안 계화면	6.5	23.5	5.5	75.5	55.5	85.0	175.5	122.0	198.0	83.0	47.5	16.0	893.5
172	부안 상서면	11.0	28.5	34.5	81.0	66.5	96.5	189.5	163.0	222.0	101.0	71.5	18.5	1083.5
173	부안 주산면	11.0	30.5	27.5	78.5	63.5	97.0	235.0	167.0	235.5	93.5	59.0	19.5	1117.5
174	부안 백산면	9.0	29.0	29.0	82.0	57.5	87.0	260.0	154.0	263.5	86.5	49.5	16.0	1123.0
175	부안 부안읍	5.5	31.0	26.0	85.0	59.0	90.5	241.0	118.0	250.5	84.5	57.0	16.5	1064.5
176	부안 동진면	10.0	29.5	24.5	84.0	58.5	88.5	226.5	130.0	235.0	90.0	54.5	18.5	1049.5
177	부안 하서면	3.5	19.5	26.0	76.5	62.0	88.0	152.5	146.0	212.5	97.5	53.0	16.0	953.0
178	부안 보안면	11.0	35.0	21.0	76.0	55.0	87.0	255.0	182.0	217.5	90.5	43.0	23.5	1096.5

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Space Separator

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Interactions

Correlations

Missing values

Sample