gimi9 Pandas Profiling

Dataset statistics

Number of variables	14
Number of observations	4010
Missing cells	5689
Missing cells (%)	10.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	489.6 KiB
Average record size in memory	125.0 B

Variable types

DateTime	1
Numeric	13

Dataset

Description	2013년 이후, 하동군의 읍면별 강우량을 일자별로 제공.
Author	경상남도 하동군
URL	https://bigdata.gyeongnam.go.kr/index.gn?menuCd=DOM_000000114002001000&publicdatapk=15112856

Alerts

`하동읍` is highly overall correlated with `화개면` and 11 other fields	High correlation
`화개면` is highly overall correlated with `하동읍` and 11 other fields	High correlation
`악양면` is highly overall correlated with `하동읍` and 11 other fields	High correlation
`적량면` is highly overall correlated with `하동읍` and 11 other fields	High correlation
`횡천면` is highly overall correlated with `하동읍` and 11 other fields	High correlation
`고전면` is highly overall correlated with `하동읍` and 11 other fields	High correlation
`금남면` is highly overall correlated with `하동읍` and 11 other fields	High correlation
`금성면` is highly overall correlated with `하동읍` and 11 other fields	High correlation
`진교면` is highly overall correlated with `하동읍` and 11 other fields	High correlation
`양보면` is highly overall correlated with `하동읍` and 11 other fields	High correlation
`북천면` is highly overall correlated with `하동읍` and 11 other fields	High correlation
`청암면` is highly overall correlated with `하동읍` and 11 other fields	High correlation
`옥종면` is highly overall correlated with `하동읍` and 11 other fields	High correlation
`화개면` has 1287 (32.1%) missing values	Missing
`악양면` has 516 (12.9%) missing values	Missing
`적량면` has 1344 (33.5%) missing values	Missing
`횡천면` has 802 (20.0%) missing values	Missing
`금남면` has 375 (9.4%) missing values	Missing
`청암면` has 1262 (31.5%) missing values	Missing
`날짜` has unique values	Unique
`하동읍` has 3040 (75.8%) zeros	Zeros
`화개면` has 2007 (50.0%) zeros	Zeros
`악양면` has 2563 (63.9%) zeros	Zeros
`적량면` has 1991 (49.7%) zeros	Zeros
`횡천면` has 2349 (58.6%) zeros	Zeros
`고전면` has 2977 (74.2%) zeros	Zeros
`금남면` has 2786 (69.5%) zeros	Zeros
`금성면` has 3020 (75.3%) zeros	Zeros
`진교면` has 3040 (75.8%) zeros	Zeros
`양보면` has 2946 (73.5%) zeros	Zeros
`북천면` has 2953 (73.6%) zeros	Zeros
`청암면` has 2043 (50.9%) zeros	Zeros
`옥종면` has 2940 (73.3%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 22:59:00.673477
Analysis finished	2023-12-10 22:59:18.965327
Duration	18.29 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

날짜
Date

UNIQUE

Distinct	4010
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	31.5 KiB

Minimum	2012-01-01 00:00:00
Maximum	2022-12-31 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

하동읍
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	119
Distinct (%)	3.0%
Missing	35
Missing (%)	0.9%
Infinite	0
Infinite (%)	0.0%
Mean	4.4728805

Minimum	0
Maximum	201
Zeros	3040
Zeros (%)	75.8%
Negative	0
Negative (%)	0.0%
Memory size	35.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	28
Maximum	201
Range	201
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	15.683087
Coefficient of variation (CV)	3.5062611
Kurtosis	46.561271
Mean	4.4728805
Median Absolute Deviation (MAD)	0
Skewness	5.9657529
Sum	17779.7
Variance	245.95921
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	3040	75.8%
1.0	142	3.5%
2.0	98	2.4%
3.0	54	1.3%
4.0	53	1.3%
5.0	44	1.1%
6.0	37	0.9%
7.0	32	0.8%
10.0	25	0.6%
9.0	23	0.6%
Other values (109)	427	10.6%
(Missing)	35	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3040	75.8%
0.5	4	0.1%
1.0	142	3.5%
1.5	3	0.1%
2.0	98	2.4%
3.0	54	1.3%
4.0	53	1.3%
5.0	44	1.1%
6.0	37	0.9%
6.5	1	< 0.1%

Value	Count	Frequency (%)
201.0	1	< 0.1%
195.0	1	< 0.1%
193.0	1	< 0.1%
191.0	1	< 0.1%
169.0	1	< 0.1%
157.0	1	< 0.1%
150.0	1	< 0.1%
149.0	1	< 0.1%
148.0	1	< 0.1%
140.0	1	< 0.1%

화개면
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	138
Distinct (%)	5.1%
Missing	1287
Missing (%)	32.1%
Infinite	0
Infinite (%)	0.0%
Mean	4.3296915

Minimum	0
Maximum	284.5
Zeros	2007
Zeros (%)	50.0%
Negative	0
Negative (%)	0.0%
Memory size	35.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.5
95-th percentile	25.45
Maximum	284.5
Range	284.5
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	16.405854
Coefficient of variation (CV)	3.7891507
Kurtosis	89.919226
Mean	4.3296915
Median Absolute Deviation (MAD)	0
Skewness	7.9326578
Sum	11789.75
Variance	269.15203
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	2007	50.0%
0.5	100	2.5%
1.0	58	1.4%
1.5	40	1.0%
2.0	28	0.7%
2.5	28	0.7%
3.5	23	0.6%
4.0	20	0.5%
4.5	19	0.5%
3.0	18	0.4%
Other values (128)	382	9.5%
(Missing)	1287	32.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2007	50.0%
0.5	100	2.5%
1.0	58	1.4%
1.5	40	1.0%
2.0	28	0.7%
2.5	28	0.7%
3.0	18	0.4%
3.5	23	0.6%
4.0	20	0.5%
4.5	19	0.5%

Value	Count	Frequency (%)
284.5	1	< 0.1%
257.0	1	< 0.1%
219.0	1	< 0.1%
191.0	1	< 0.1%
179.5	1	< 0.1%
173.0	1	< 0.1%
165.5	1	< 0.1%
144.5	1	< 0.1%
132.0	1	< 0.1%
123.5	1	< 0.1%

악양면
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	157
Distinct (%)	4.5%
Missing	516
Missing (%)	12.9%
Infinite	0
Infinite (%)	0.0%
Mean	4.7271895

Minimum	0
Maximum	249
Zeros	2563
Zeros (%)	63.9%
Negative	0
Negative (%)	0.0%
Memory size	35.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.5
95-th percentile	29.175
Maximum	249
Range	249
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	16.950741
Coefficient of variation (CV)	3.5857969
Kurtosis	62.944938
Mean	4.7271895
Median Absolute Deviation (MAD)	0
Skewness	6.7679076
Sum	16516.8
Variance	287.32763
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	2563	63.9%
0.5	137	3.4%
1.0	59	1.5%
1.5	49	1.2%
2.0	43	1.1%
2.5	42	1.0%
3.0	30	0.7%
4.0	20	0.5%
3.5	20	0.5%
5.5	19	0.5%
Other values (147)	512	12.8%
(Missing)	516	12.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2563	63.9%
0.5	137	3.4%
1.0	59	1.5%
1.5	49	1.2%
2.0	43	1.1%
2.5	42	1.0%
3.0	30	0.7%
3.5	20	0.5%
4.0	20	0.5%
4.5	16	0.4%

Value	Count	Frequency (%)
249.0	1	< 0.1%
243.0	1	< 0.1%
222.5	1	< 0.1%
209.5	1	< 0.1%
202.0	1	< 0.1%
183.0	1	< 0.1%
157.0	1	< 0.1%
155.0	1	< 0.1%
148.5	1	< 0.1%
146.5	1	< 0.1%

적량면
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	143
Distinct (%)	5.4%
Missing	1344
Missing (%)	33.5%
Infinite	0
Infinite (%)	0.0%
Mean	4.3938485

Minimum	0
Maximum	181
Zeros	1991
Zeros (%)	49.7%
Negative	0
Negative (%)	0.0%
Memory size	35.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.5
95-th percentile	27.875
Maximum	181
Range	181
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	15.317557
Coefficient of variation (CV)	3.4861369
Kurtosis	40.331559
Mean	4.3938485
Median Absolute Deviation (MAD)	0
Skewness	5.6470582
Sum	11714
Variance	234.62756
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1991	49.7%
0.5	101	2.5%
1.0	52	1.3%
1.5	36	0.9%
2.0	34	0.8%
3.0	23	0.6%
4.0	20	0.5%
4.5	17	0.4%
5.0	16	0.4%
6.5	15	0.4%
Other values (133)	361	9.0%
(Missing)	1344	33.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1991	49.7%
0.5	101	2.5%
1.0	52	1.3%
1.5	36	0.9%
2.0	34	0.8%
2.5	11	0.3%
3.0	23	0.6%
3.5	14	0.3%
4.0	20	0.5%
4.5	17	0.4%

Value	Count	Frequency (%)
181.0	1	< 0.1%
160.0	1	< 0.1%
157.5	1	< 0.1%
157.0	1	< 0.1%
154.0	1	< 0.1%
151.0	1	< 0.1%
146.5	1	< 0.1%
138.5	1	< 0.1%
120.5	1	< 0.1%
115.0	1	< 0.1%

횡천면
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	159
Distinct (%)	5.0%
Missing	802
Missing (%)	20.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.6502494

Minimum	0
Maximum	203.5
Zeros	2349
Zeros (%)	58.6%
Negative	0
Negative (%)	0.0%
Memory size	35.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.5
95-th percentile	28.5
Maximum	203.5
Range	203.5
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	16.380851
Coefficient of variation (CV)	3.5225747
Kurtosis	47.179049
Mean	4.6502494
Median Absolute Deviation (MAD)	0
Skewness	6.0606121
Sum	14918
Variance	268.33227
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	2349	58.6%
0.5	135	3.4%
1.0	60	1.5%
1.5	43	1.1%
2.0	39	1.0%
2.5	28	0.7%
3.5	24	0.6%
3.0	22	0.5%
4.0	21	0.5%
6.5	17	0.4%
Other values (149)	470	11.7%
(Missing)	802	20.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2349	58.6%
0.5	135	3.4%
1.0	60	1.5%
1.5	43	1.1%
2.0	39	1.0%
2.5	28	0.7%
3.0	22	0.5%
3.5	24	0.6%
4.0	21	0.5%
4.5	14	0.3%

Value	Count	Frequency (%)
203.5	1	< 0.1%
192.0	1	< 0.1%
187.0	1	< 0.1%
184.0	1	< 0.1%
178.0	1	< 0.1%
170.5	1	< 0.1%
169.0	1	< 0.1%
149.0	1	< 0.1%
140.0	1	< 0.1%
136.5	1	< 0.1%

고전면
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	183
Distinct (%)	4.6%
Missing	14
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	4.8762513

Minimum	0
Maximum	275
Zeros	2977
Zeros (%)	74.2%
Negative	0
Negative (%)	0.0%
Memory size	35.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.5
95-th percentile	30.625
Maximum	275
Range	275
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	17.326949
Coefficient of variation (CV)	3.553334
Kurtosis	56.904637
Mean	4.8762513
Median Absolute Deviation (MAD)	0
Skewness	6.3793527
Sum	19485.5
Variance	300.22317
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	2977	74.2%
0.5	142	3.5%
1.0	61	1.5%
1.5	45	1.1%
2.0	45	1.1%
2.5	31	0.8%
3.0	30	0.7%
5.0	29	0.7%
3.5	27	0.7%
6.0	23	0.6%
Other values (173)	586	14.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2977	74.2%
0.5	142	3.5%
1.0	61	1.5%
1.5	45	1.1%
2.0	45	1.1%
2.5	31	0.8%
3.0	30	0.7%
3.5	27	0.7%
4.0	21	0.5%
4.5	21	0.5%

Value	Count	Frequency (%)
275.0	1	< 0.1%
255.0	1	< 0.1%
216.5	1	< 0.1%
205.5	1	< 0.1%
177.0	1	< 0.1%
165.0	1	< 0.1%
164.5	1	< 0.1%
152.5	1	< 0.1%
147.5	1	< 0.1%
146.0	1	< 0.1%

금남면
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	153
Distinct (%)	4.2%
Missing	375
Missing (%)	9.4%
Infinite	0
Infinite (%)	0.0%
Mean	4.1295736

Minimum	0
Maximum	244.5
Zeros	2786
Zeros (%)	69.5%
Negative	0
Negative (%)	0.0%
Memory size	35.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	25.15
Maximum	244.5
Range	244.5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	15.598842
Coefficient of variation (CV)	3.7773494
Kurtosis	66.360539
Mean	4.1295736
Median Absolute Deviation (MAD)	0
Skewness	6.9887617
Sum	15011
Variance	243.32388
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	2786	69.5%
0.5	115	2.9%
1.0	49	1.2%
2.5	47	1.2%
1.5	39	1.0%
2.0	32	0.8%
3.0	29	0.7%
3.5	22	0.5%
5.0	22	0.5%
4.5	20	0.5%
Other values (143)	474	11.8%
(Missing)	375	9.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2786	69.5%
0.5	115	2.9%
1.0	49	1.2%
1.5	39	1.0%
2.0	32	0.8%
2.5	47	1.2%
3.0	29	0.7%
3.5	22	0.5%
4.0	17	0.4%
4.5	20	0.5%

Value	Count	Frequency (%)
244.5	1	< 0.1%
228.5	1	< 0.1%
212.5	1	< 0.1%
173.5	1	< 0.1%
169.0	1	< 0.1%
160.0	1	< 0.1%
155.5	1	< 0.1%
142.5	1	< 0.1%
139.0	1	< 0.1%
135.0	1	< 0.1%

금성면
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	149
Distinct (%)	3.7%
Missing	7
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	3.9502873

Minimum	0
Maximum	225
Zeros	3020
Zeros (%)	75.3%
Negative	0
Negative (%)	0.0%
Memory size	35.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	24
Maximum	225
Range	225
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	14.569416
Coefficient of variation (CV)	3.6881916
Kurtosis	62.429086
Mean	3.9502873
Median Absolute Deviation (MAD)	0
Skewness	6.7788052
Sum	15813
Variance	212.26789
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	3020	75.3%
0.5	139	3.5%
1.0	80	2.0%
2.5	42	1.0%
1.5	41	1.0%
2.0	41	1.0%
3.0	28	0.7%
4.5	27	0.7%
5.0	26	0.6%
3.5	25	0.6%
Other values (139)	534	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3020	75.3%
0.5	139	3.5%
1.0	80	2.0%
1.5	41	1.0%
2.0	41	1.0%
2.5	42	1.0%
3.0	28	0.7%
3.5	25	0.6%
4.0	20	0.5%
4.5	27	0.7%

Value	Count	Frequency (%)
225.0	1	< 0.1%
207.0	1	< 0.1%
193.0	1	< 0.1%
180.0	1	< 0.1%
162.5	1	< 0.1%
153.5	1	< 0.1%
150.0	1	< 0.1%
147.5	1	< 0.1%
145.0	1	< 0.1%
137.0	1	< 0.1%

진교면
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	169
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4157107

Minimum	0
Maximum	233
Zeros	3040
Zeros (%)	75.8%
Negative	0
Negative (%)	0.0%
Memory size	35.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	28
Maximum	233
Range	233
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	15.883831
Coefficient of variation (CV)	3.5971176
Kurtosis	49.382213
Mean	4.4157107
Median Absolute Deviation (MAD)	0
Skewness	6.0932952
Sum	17707
Variance	252.29609
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	3040	75.8%
0.5	135	3.4%
1.0	61	1.5%
2.0	50	1.2%
1.5	38	0.9%
2.5	32	0.8%
3.0	31	0.8%
3.5	28	0.7%
6.0	23	0.6%
4.5	23	0.6%
Other values (159)	549	13.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3040	75.8%
0.5	135	3.4%
1.0	61	1.5%
1.5	38	0.9%
2.0	50	1.2%
2.5	32	0.8%
3.0	31	0.8%
3.5	28	0.7%
4.0	20	0.5%
4.5	23	0.6%

Value	Count	Frequency (%)
233.0	1	< 0.1%
217.5	1	< 0.1%
187.0	1	< 0.1%
179.5	1	< 0.1%
155.0	1	< 0.1%
151.0	1	< 0.1%
148.5	1	< 0.1%
145.5	1	< 0.1%
134.0	1	< 0.1%
131.5	1	< 0.1%

양보면
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	172
Distinct (%)	4.3%
Missing	31
Missing (%)	0.8%
Infinite	0
Infinite (%)	0.0%
Mean	4.6540588

Minimum	0
Maximum	236
Zeros	2946
Zeros (%)	73.5%
Negative	0
Negative (%)	0.0%
Memory size	35.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.5
95-th percentile	30
Maximum	236
Range	236
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	16.613649
Coefficient of variation (CV)	3.5697119
Kurtosis	50.29897
Mean	4.6540588
Median Absolute Deviation (MAD)	0
Skewness	6.1612284
Sum	18518.5
Variance	276.01334
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	2946	73.5%
0.5	165	4.1%
1.0	62	1.5%
2.0	56	1.4%
1.5	55	1.4%
3.0	30	0.7%
4.0	28	0.7%
5.0	26	0.6%
2.5	24	0.6%
4.5	22	0.5%
Other values (162)	565	14.1%
(Missing)	31	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2946	73.5%
0.5	165	4.1%
1.0	62	1.5%
1.5	55	1.4%
2.0	56	1.4%
2.5	24	0.6%
3.0	30	0.7%
3.5	22	0.5%
4.0	28	0.7%
4.5	22	0.5%

Value	Count	Frequency (%)
236.0	1	< 0.1%
225.5	1	< 0.1%
203.5	1	< 0.1%
186.0	1	< 0.1%
175.5	1	< 0.1%
165.0	1	< 0.1%
158.5	1	< 0.1%
153.5	1	< 0.1%
142.0	2	< 0.1%
140.5	1	< 0.1%

북천면
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	174
Distinct (%)	4.3%
Missing	9
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.6892027

Minimum	0
Maximum	285.5
Zeros	2953
Zeros (%)	73.6%
Negative	0
Negative (%)	0.0%
Memory size	35.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.5
95-th percentile	29
Maximum	285.5
Range	285.5
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	16.70661
Coefficient of variation (CV)	3.5627827
Kurtosis	62.23609
Mean	4.6892027
Median Absolute Deviation (MAD)	0
Skewness	6.5703202
Sum	18761.5
Variance	279.11082
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	2953	73.6%
0.5	169	4.2%
1.0	69	1.7%
1.5	44	1.1%
2.0	39	1.0%
2.5	38	0.9%
3.5	37	0.9%
3.0	27	0.7%
4.5	25	0.6%
4.0	21	0.5%
Other values (164)	579	14.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2953	73.6%
0.5	169	4.2%
1.0	69	1.7%
1.5	44	1.1%
2.0	39	1.0%
2.5	38	0.9%
3.0	27	0.7%
3.5	37	0.9%
4.0	21	0.5%
4.5	25	0.6%

Value	Count	Frequency (%)
285.5	1	< 0.1%
258.5	1	< 0.1%
187.0	1	< 0.1%
185.5	1	< 0.1%
178.0	1	< 0.1%
168.5	1	< 0.1%
163.5	1	< 0.1%
145.0	1	< 0.1%
141.0	1	< 0.1%
137.5	1	< 0.1%

청암면
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	144
Distinct (%)	5.2%
Missing	1262
Missing (%)	31.5%
Infinite	0
Infinite (%)	0.0%
Mean	4.6052948

Minimum	0
Maximum	212
Zeros	2043
Zeros (%)	50.9%
Negative	0
Negative (%)	0.0%
Memory size	35.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.5
95-th percentile	29
Maximum	212
Range	212
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	16.262279
Coefficient of variation (CV)	3.5312134
Kurtosis	48.958793
Mean	4.6052948
Median Absolute Deviation (MAD)	0
Skewness	6.1114666
Sum	12655.35
Variance	264.46171
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	2043	50.9%
0.5	91	2.3%
1.0	51	1.3%
1.5	39	1.0%
2.0	33	0.8%
2.5	30	0.7%
4.0	20	0.5%
3.5	17	0.4%
5.0	17	0.4%
3.0	16	0.4%
Other values (134)	391	9.8%
(Missing)	1262	31.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2043	50.9%
0.5	91	2.3%
1.0	51	1.3%
1.5	39	1.0%
2.0	33	0.8%
2.5	30	0.7%
3.0	16	0.4%
3.5	17	0.4%
4.0	20	0.5%
4.5	14	0.3%

Value	Count	Frequency (%)
212.0	1	< 0.1%
203.5	1	< 0.1%
196.5	1	< 0.1%
166.5	1	< 0.1%
158.0	1	< 0.1%
153.5	1	< 0.1%
143.5	1	< 0.1%
141.0	1	< 0.1%
131.0	1	< 0.1%
122.5	1	< 0.1%

옥종면
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	166
Distinct (%)	4.1%
Missing	7
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.6393955

Minimum	0
Maximum	268
Zeros	2940
Zeros (%)	73.3%
Negative	0
Negative (%)	0.0%
Memory size	35.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.5
95-th percentile	28
Maximum	268
Range	268
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	16.720785
Coefficient of variation (CV)	3.6040869
Kurtosis	59.50582
Mean	4.6393955
Median Absolute Deviation (MAD)	0
Skewness	6.5882322
Sum	18571.5
Variance	279.58464
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	2940	73.3%
0.5	159	4.0%
1.0	89	2.2%
2.0	48	1.2%
1.5	47	1.2%
2.5	42	1.0%
3.0	34	0.8%
4.0	26	0.6%
3.5	25	0.6%
5.0	23	0.6%
Other values (156)	570	14.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2940	73.3%
0.5	159	4.0%
1.0	89	2.2%
1.5	47	1.2%
2.0	48	1.2%
2.5	42	1.0%
3.0	34	0.8%
3.5	25	0.6%
4.0	26	0.6%
4.5	22	0.5%

Value	Count	Frequency (%)
268.0	1	< 0.1%
217.5	1	< 0.1%
210.5	1	< 0.1%
207.0	1	< 0.1%
202.5	1	< 0.1%
171.0	1	< 0.1%
164.5	2	< 0.1%
156.0	1	< 0.1%
153.5	1	< 0.1%
147.0	1	< 0.1%

Phik (φk)
Auto

Heatmap
Table

	하동읍	화개면	악양면	적량면	횡천면	고전면	금남면	금성면	진교면	양보면	북천면	청암면	옥종면
하동읍	1.000	0.915	0.833	0.908	0.920	0.856	0.826	0.927	0.918	0.948	0.837	0.943	0.919
화개면	0.915	1.000	0.861	0.812	0.827	0.760	0.745	0.888	0.817	0.898	0.796	0.907	0.921
악양면	0.833	0.861	1.000	0.894	0.937	0.860	0.904	0.928	0.931	0.921	0.854	0.886	0.957
적량면	0.908	0.812	0.894	1.000	0.967	0.888	0.927	0.885	0.962	0.884	0.861	0.896	0.874
횡천면	0.920	0.827	0.937	0.967	1.000	0.845	0.903	0.913	0.926	0.932	0.882	0.901	0.954
고전면	0.856	0.760	0.860	0.888	0.845	1.000	0.870	0.870	0.900	0.906	0.843	0.801	0.832
금남면	0.826	0.745	0.904	0.927	0.903	0.870	1.000	0.948	0.939	0.955	0.849	0.779	0.904
금성면	0.927	0.888	0.928	0.885	0.913	0.870	0.948	1.000	0.967	0.964	0.815	0.892	0.927
진교면	0.918	0.817	0.931	0.962	0.926	0.900	0.939	0.967	1.000	0.958	0.851	0.813	0.908
양보면	0.948	0.898	0.921	0.884	0.932	0.906	0.955	0.964	0.958	1.000	0.862	0.916	0.949
북천면	0.837	0.796	0.854	0.861	0.882	0.843	0.849	0.815	0.851	0.862	1.000	0.865	0.890
청암면	0.943	0.907	0.886	0.896	0.901	0.801	0.779	0.892	0.813	0.916	0.865	1.000	0.955
옥종면	0.919	0.921	0.957	0.874	0.954	0.832	0.904	0.927	0.908	0.949	0.890	0.955	1.000

Heatmap
Table

	하동읍	화개면	악양면	적량면	횡천면	고전면	금남면	금성면	진교면	양보면	북천면	청암면	옥종면
하동읍	1.000	0.850	0.879	0.918	0.908	0.901	0.888	0.895	0.900	0.904	0.894	0.890	0.876
화개면	0.850	1.000	0.913	0.863	0.858	0.829	0.827	0.821	0.841	0.830	0.846	0.880	0.844
악양면	0.879	0.913	1.000	0.898	0.894	0.871	0.855	0.852	0.862	0.867	0.878	0.915	0.883
적량면	0.918	0.863	0.898	1.000	0.934	0.897	0.877	0.881	0.898	0.901	0.910	0.921	0.905
횡천면	0.908	0.858	0.894	0.934	1.000	0.906	0.878	0.885	0.905	0.910	0.931	0.916	0.901
고전면	0.901	0.829	0.871	0.897	0.906	1.000	0.909	0.909	0.927	0.935	0.907	0.880	0.875
금남면	0.888	0.827	0.855	0.877	0.878	0.909	1.000	0.927	0.926	0.911	0.880	0.871	0.866
금성면	0.895	0.821	0.852	0.881	0.885	0.909	0.927	1.000	0.912	0.913	0.882	0.870	0.859
진교면	0.900	0.841	0.862	0.898	0.905	0.927	0.926	0.912	1.000	0.925	0.912	0.892	0.887
양보면	0.904	0.830	0.867	0.901	0.910	0.935	0.911	0.913	0.925	1.000	0.912	0.884	0.880
북천면	0.894	0.846	0.878	0.910	0.931	0.907	0.880	0.882	0.912	0.912	1.000	0.908	0.904
청암면	0.890	0.880	0.915	0.921	0.916	0.880	0.871	0.870	0.892	0.884	0.908	1.000	0.911
옥종면	0.876	0.844	0.883	0.905	0.901	0.875	0.866	0.859	0.887	0.880	0.904	0.911	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

	날짜	화개면	악양면	적량면	횡천면	금남면	청암면
0	2012-01-01	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
1	2012-01-02	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2	2012-01-03	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
3	2012-01-04	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
4	2012-01-05	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
5	2012-01-06	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
6	2012-01-07	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
7	2012-01-08	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
8	2012-01-09	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
9	2012-01-10	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

	날짜	하동읍	화개면	악양면	적량면	횡천면	고전면	금남면	금성면	진교면	양보면	북천면	청암면	옥종면
4000	2022-12-22	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
4001	2022-12-23	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
4002	2022-12-24	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
4003	2022-12-25	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
4004	2022-12-26	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
4005	2022-12-27	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
4006	2022-12-28	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
4007	2022-12-29	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
4008	2022-12-30	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
4009	2022-12-31	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0

Overview

Variables

Interactions

Correlations

Missing values

Sample