gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	54
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.1 KiB
Average record size in memory	135.4 B

Variable types

Categorical	2
Numeric	13

Dataset

Description	경남도내 시군별 착공별 착공 통계 현황입니다.
Author	경상남도
URL	https://www.data.go.kr/data/15071409/fileData.do

Alerts

`계` is highly overall correlated with `1월` and 11 other fields	High correlation
`1월` is highly overall correlated with `계` and 11 other fields	High correlation
`2월` is highly overall correlated with `계` and 11 other fields	High correlation
`3월` is highly overall correlated with `계` and 11 other fields	High correlation
`4월` is highly overall correlated with `계` and 11 other fields	High correlation
`5월` is highly overall correlated with `계` and 11 other fields	High correlation
`6월` is highly overall correlated with `계` and 11 other fields	High correlation
`7월` is highly overall correlated with `계` and 11 other fields	High correlation
`8월` is highly overall correlated with `계` and 11 other fields	High correlation
`9월` is highly overall correlated with `계` and 11 other fields	High correlation
`10월` is highly overall correlated with `계` and 11 other fields	High correlation
`11월` is highly overall correlated with `계` and 11 other fields	High correlation
`12월` is highly overall correlated with `계` and 11 other fields	High correlation
`계` has unique values	Unique

Reproduction

Analysis started	2023-12-12 15:37:02.249646
Analysis finished	2023-12-12 15:37:24.138451
Duration	21.89 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

시군
Categorical

Distinct	18
Distinct (%)	33.3%
Missing	0
Missing (%)	0.0%
Memory size	564.0 B

창원시	3
진주시	3
통영시	3
사천시	3
김해시	3
Other values (13)	39

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	창원시
2nd row	창원시
3rd row	창원시
4th row	진주시
5th row	진주시

Common Values

Value	Count	Frequency (%)
창원시	3	5.6%
진주시	3	5.6%
통영시	3	5.6%
사천시	3	5.6%
김해시	3	5.6%
밀양시	3	5.6%
거제시	3	5.6%
양산시	3	5.6%
의령군	3	5.6%
함안군	3	5.6%
Other values (8)	24	44.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
창원시	3	5.6%
진주시	3	5.6%
거창군	3	5.6%
함양군	3	5.6%
산청군	3	5.6%
하동군	3	5.6%
남해군	3	5.6%
고성군	3	5.6%
창녕군	3	5.6%
함안군	3	5.6%
Other values (8)	24	44.4%

구분
Categorical

Distinct	3
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Memory size	564.0 B

건수	18
동수	18
연면적	18

Length

Max length	3
Median length	2
Mean length	2.3333333
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	건수
2nd row	동수
3rd row	연면적
4th row	건수
5th row	동수

Common Values

Value	Count	Frequency (%)
건수	18	33.3%
동수	18	33.3%
연면적	18	33.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
건수	18	33.3%
동수	18	33.3%
연면적	18	33.3%

계
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	54
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	144672.07

Minimum	316
Maximum	1812337
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	316
5-th percentile	457.5
Q1	643
median	1158.5
Q3	123267.25
95-th percentile	788755
Maximum	1812337
Range	1812021
Interquartile range (IQR)	122624.25

Descriptive statistics

Standard deviation	335574.92
Coefficient of variation (CV)	2.3195556
Kurtosis	12.527886
Mean	144672.07
Median Absolute Deviation (MAD)	675.5
Skewness	3.349988
Sum	7812292
Variance	1.1261053 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1859	1	1.9%
72936	1	1.9%
572	1	1.9%
845	1	1.9%
177156	1	1.9%
562	1	1.9%
832	1	1.9%
146842	1	1.9%
461	1	1.9%
636	1	1.9%
Other values (44)	44	81.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
316	1	1.9%
442	1	1.9%
451	1	1.9%
461	1	1.9%
471	1	1.9%
473	1	1.9%
524	1	1.9%
545	1	1.9%
562	1	1.9%
572	1	1.9%

Value	Count	Frequency (%)
1812337	1	1.9%
1163918	1	1.9%
940309	1	1.9%
707149	1	1.9%
693038	1	1.9%
356401	1	1.9%
338853	1	1.9%
338719	1	1.9%
243209	1	1.9%
219723	1	1.9%

1월
Real number (ℝ)

HIGH CORRELATION

Distinct	50
Distinct (%)	92.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6614.3889

Minimum	-500
Maximum	79510
Zeros	0
Zeros (%)	0.0%
Negative	1
Negative (%)	1.9%
Memory size	618.0 B

Quantile statistics

Minimum	-500
5-th percentile	14.6
Q1	36.5
median	59
Q3	3857
95-th percentile	34073.2
Maximum	79510
Range	80010
Interquartile range (IQR)	3820.5

Descriptive statistics

Standard deviation	14619.685
Coefficient of variation (CV)	2.2102851
Kurtosis	11.591314
Mean	6614.3889
Median Absolute Deviation (MAD)	41.5
Skewness	3.1095961
Sum	357177
Variance	2.1373519 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	2	3.7%
35	2	3.7%
59	2	3.7%
76	2	3.7%
83	1	1.9%
4042	1	1.9%
27920	1	1.9%
29	1	1.9%
43	1	1.9%
16592	1	1.9%
Other values (40)	40	74.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-500	1	1.9%
11	1	1.9%
12	1	1.9%
16	2	3.7%
17	1	1.9%
18	1	1.9%
19	1	1.9%
26	1	1.9%
29	1	1.9%
32	1	1.9%

Value	Count	Frequency (%)
79510	1	1.9%
44206	1	1.9%
36057	1	1.9%
33005	1	1.9%
27920	1	1.9%
23721	1	1.9%
20784	1	1.9%
19777	1	1.9%
18069	1	1.9%
16592	1	1.9%

2월
Real number (ℝ)

HIGH CORRELATION

Distinct	49
Distinct (%)	90.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7366.1667

Minimum	19
Maximum	106715
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	19
5-th percentile	24
Q1	34.5
median	72
Q3	4322.75
95-th percentile	34667.85
Maximum	106715
Range	106696
Interquartile range (IQR)	4288.25

Descriptive statistics

Standard deviation	19154.606
Coefficient of variation (CV)	2.6003492
Kurtosis	16.341816
Mean	7366.1667
Median Absolute Deviation (MAD)	45
Skewness	3.8653169
Sum	397773
Variance	3.6689892 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
27	3	5.6%
24	2	3.7%
34	2	3.7%
42	2	3.7%
4292	1	1.9%
49	1	1.9%
18238	1	1.9%
52	1	1.9%
5870	1	1.9%
4333	1	1.9%
Other values (39)	39	72.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	1	1.9%
23	1	1.9%
24	2	3.7%
27	3	5.6%
28	1	1.9%
29	1	1.9%
30	1	1.9%
31	1	1.9%
32	1	1.9%
34	2	3.7%

Value	Count	Frequency (%)
106715	1	1.9%
77961	1	1.9%
41981	1	1.9%
30730	1	1.9%
28499	1	1.9%
21494	1	1.9%
18238	1	1.9%
15110	1	1.9%
11937	1	1.9%
8120	1	1.9%

3월
Real number (ℝ)

HIGH CORRELATION

Distinct	50
Distinct (%)	92.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18421.111

Minimum	26
Maximum	404589
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	26
5-th percentile	29.65
Q1	51.25
median	106.5
Q3	9278
95-th percentile	64714.45
Maximum	404589
Range	404563
Interquartile range (IQR)	9226.75

Descriptive statistics

Standard deviation	60840.777
Coefficient of variation (CV)	3.3027745
Kurtosis	32.225654
Mean	18421.111
Median Absolute Deviation (MAD)	69
Skewness	5.3983485
Sum	994740
Variance	3.7016001 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47	2	3.7%
46	2	3.7%
59	2	3.7%
88	2	3.7%
34	1	1.9%
50173	1	1.9%
70	1	1.9%
11427	1	1.9%
52	1	1.9%
77	1	1.9%
Other values (40)	40	74.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26	1	1.9%
28	1	1.9%
29	1	1.9%
30	1	1.9%
33	1	1.9%
34	1	1.9%
39	1	1.9%
40	1	1.9%
46	2	3.7%
47	2	3.7%

Value	Count	Frequency (%)
404589	1	1.9%
180118	1	1.9%
91720	1	1.9%
50173	1	1.9%
44898	1	1.9%
41833	1	1.9%
35562	1	1.9%
28385	1	1.9%
23750	1	1.9%
17533	1	1.9%

4월
Real number (ℝ)

HIGH CORRELATION

Distinct	52
Distinct (%)	96.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16719.87

Minimum	32
Maximum	259410
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	32
5-th percentile	52.9
Q1	74.25
median	118.5
Q3	10774.5
95-th percentile	90199.15
Maximum	259410
Range	259378
Interquartile range (IQR)	10700.25

Descriptive statistics

Standard deviation	42364.942
Coefficient of variation (CV)	2.5338081
Kurtosis	20.547288
Mean	16719.87
Median Absolute Deviation (MAD)	60.5
Skewness	4.1247572
Sum	902873
Variance	1.7947884 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
61	3	5.6%
195	1	1.9%
35403	1	1.9%
75	1	1.9%
97	1	1.9%
13998	1	1.9%
72	1	1.9%
96	1	1.9%
9876	1	1.9%
70	1	1.9%
Other values (42)	42	77.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
32	1	1.9%
35	1	1.9%
49	1	1.9%
55	1	1.9%
61	3	5.6%
65	1	1.9%
66	1	1.9%
70	1	1.9%
71	1	1.9%
72	1	1.9%

Value	Count	Frequency (%)
259410	1	1.9%
105955	1	1.9%
98473	1	1.9%
85744	1	1.9%
68215	1	1.9%
67386	1	1.9%
40249	1	1.9%
37009	1	1.9%
35403	1	1.9%
17336	1	1.9%

5월
Real number (ℝ)

HIGH CORRELATION

Distinct	48
Distinct (%)	88.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12608.611

Minimum	37
Maximum	192123
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	37
5-th percentile	48.3
Q1	70.25
median	124
Q3	9807.75
95-th percentile	76498.55
Maximum	192123
Range	192086
Interquartile range (IQR)	9737.5

Descriptive statistics

Standard deviation	32043.275
Coefficient of variation (CV)	2.5413802
Kurtosis	19.371397
Mean	12608.611
Median Absolute Deviation (MAD)	69.5
Skewness	4.0920465
Sum	680865
Variance	1.0267714 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
47	2	3.7%
70	2	3.7%
124	2	3.7%
52	2	3.7%
88	2	3.7%
117	2	3.7%
55	1	1.9%
30283	1	1.9%
60	1	1.9%
93	1	1.9%
Other values (38)	38	70.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
37	1	1.9%
47	2	3.7%
49	1	1.9%
52	2	3.7%
54	1	1.9%
55	1	1.9%
57	1	1.9%
60	1	1.9%
61	1	1.9%
69	1	1.9%

Value	Count	Frequency (%)
192123	1	1.9%
91584	1	1.9%
90235	1	1.9%
69102	1	1.9%
31961	1	1.9%
30283	1	1.9%
26126	1	1.9%
22184	1	1.9%
18513	1	1.9%
17189	1	1.9%

6월
Real number (ℝ)

HIGH CORRELATION

Distinct	50
Distinct (%)	92.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11499.111

Minimum	29
Maximum	178869
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	29
5-th percentile	40.65
Q1	60
median	99.5
Q3	9817.75
95-th percentile	41089.15
Maximum	178869
Range	178840
Interquartile range (IQR)	9757.75

Descriptive statistics

Standard deviation	29817.962
Coefficient of variation (CV)	2.5930667
Kurtosis	20.865687
Mean	11499.111
Median Absolute Deviation (MAD)	51.5
Skewness	4.3030995
Sum	620952
Variance	8.8911085 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53	2	3.7%
109	2	3.7%
50	2	3.7%
79	2	3.7%
63	1	1.9%
25018	1	1.9%
18154	1	1.9%
38	1	1.9%
66	1	1.9%
14420	1	1.9%
Other values (40)	40	74.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
29	1	1.9%
38	1	1.9%
40	1	1.9%
41	1	1.9%
43	1	1.9%
45	1	1.9%
46	1	1.9%
50	2	3.7%
53	2	3.7%
55	1	1.9%

Value	Count	Frequency (%)
178869	1	1.9%
114065	1	1.9%
51196	1	1.9%
35647	1	1.9%
35376	1	1.9%
34014	1	1.9%
26846	1	1.9%
25018	1	1.9%
21084	1	1.9%
18154	1	1.9%

7월
Real number (ℝ)

HIGH CORRELATION

Distinct	48
Distinct (%)	88.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13122.13

Minimum	25
Maximum	237599
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	25
5-th percentile	37.65
Q1	63
median	98
Q3	8119
95-th percentile	66954.8
Maximum	237599
Range	237574
Interquartile range (IQR)	8056

Descriptive statistics

Standard deviation	36505.159
Coefficient of variation (CV)	2.7819538
Kurtosis	27.483683
Mean	13122.13
Median Absolute Deviation (MAD)	54
Skewness	4.8049308
Sum	708595
Variance	1.3326266 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
98	2	3.7%
63	2	3.7%
60	2	3.7%
74	2	3.7%
49	2	3.7%
46	2	3.7%
178	1	1.9%
37	1	1.9%
66861	1	1.9%
59	1	1.9%
Other values (38)	38	70.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25	1	1.9%
27	1	1.9%
37	1	1.9%
38	1	1.9%
40	1	1.9%
42	1	1.9%
46	2	3.7%
49	2	3.7%
59	1	1.9%
60	2	3.7%

Value	Count	Frequency (%)
237599	1	1.9%
72978	1	1.9%
67129	1	1.9%
66861	1	1.9%
57608	1	1.9%
52825	1	1.9%
41280	1	1.9%
20679	1	1.9%
17745	1	1.9%
10894	1	1.9%

8월
Real number (ℝ)

HIGH CORRELATION

Distinct	47
Distinct (%)	87.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12489.981

Minimum	28
Maximum	173776
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	28
5-th percentile	31.65
Q1	44.75
median	91
Q3	10019.25
95-th percentile	49418.35
Maximum	173776
Range	173748
Interquartile range (IQR)	9974.5

Descriptive statistics

Standard deviation	34093.369
Coefficient of variation (CV)	2.7296573
Kurtosis	17.205219
Mean	12489.981
Median Absolute Deviation (MAD)	57
Skewness	4.0672734
Sum	674459
Variance	1.1623578 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
35	3	5.6%
41	2	3.7%
80	2	3.7%
64	2	3.7%
33	2	3.7%
58	2	3.7%
145	1	1.9%
18771	1	1.9%
19473	1	1.9%
10588	1	1.9%
Other values (37)	37	68.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
28	1	1.9%
29	1	1.9%
31	1	1.9%
32	1	1.9%
33	2	3.7%
35	3	5.6%
38	1	1.9%
41	2	3.7%
43	1	1.9%
44	1	1.9%

Value	Count	Frequency (%)
173776	1	1.9%
170210	1	1.9%
58779	1	1.9%
44378	1	1.9%
43575	1	1.9%
36766	1	1.9%
23697	1	1.9%
19473	1	1.9%
18771	1	1.9%
14653	1	1.9%

9월
Real number (ℝ)

HIGH CORRELATION

Distinct	47
Distinct (%)	87.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11179.315

Minimum	17
Maximum	205620
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	17
5-th percentile	28
Q1	45.25
median	92
Q3	5807.75
95-th percentile	65610.35
Maximum	205620
Range	205603
Interquartile range (IQR)	5762.5

Descriptive statistics

Standard deviation	32595.645
Coefficient of variation (CV)	2.9157105
Kurtosis	24.724418
Mean	11179.315
Median Absolute Deviation (MAD)	61
Skewness	4.6271219
Sum	603683
Variance	1.0624761 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
29	2	3.7%
31	2	3.7%
46	2	3.7%
28	2	3.7%
32	2	3.7%
50	2	3.7%
92	2	3.7%
11895	1	1.9%
38	1	1.9%
7010	1	1.9%
Other values (37)	37	68.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17	1	1.9%
26	1	1.9%
28	2	3.7%
29	2	3.7%
31	2	3.7%
32	2	3.7%
37	1	1.9%
38	1	1.9%
39	1	1.9%
45	1	1.9%

Value	Count	Frequency (%)
205620	1	1.9%
91830	1	1.9%
65728	1	1.9%
65547	1	1.9%
39525	1	1.9%
28485	1	1.9%
25327	1	1.9%
16200	1	1.9%
11895	1	1.9%
7810	1	1.9%

10월
Real number (ℝ)

HIGH CORRELATION

Distinct	50
Distinct (%)	92.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10464.87

Minimum	29
Maximum	111212
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	29
5-th percentile	37.6
Q1	56.25
median	105.5
Q3	9715
95-th percentile	59610.45
Maximum	111212
Range	111183
Interquartile range (IQR)	9658.75

Descriptive statistics

Standard deviation	22130.898
Coefficient of variation (CV)	2.1147799
Kurtosis	8.5631053
Mean	10464.87
Median Absolute Deviation (MAD)	65.5
Skewness	2.810475
Sum	565103
Variance	4.8977663 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68	2	3.7%
50	2	3.7%
46	2	3.7%
57	2	3.7%
172	1	1.9%
51	1	1.9%
99	1	1.9%
20728	1	1.9%
84	1	1.9%
11542	1	1.9%
Other values (40)	40	74.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
29	1	1.9%
30	1	1.9%
35	1	1.9%
39	1	1.9%
41	1	1.9%
43	1	1.9%
44	1	1.9%
46	2	3.7%
47	1	1.9%
50	2	3.7%

Value	Count	Frequency (%)
111212	1	1.9%
72321	1	1.9%
61474	1	1.9%
58607	1	1.9%
49164	1	1.9%
38702	1	1.9%
28961	1	1.9%
25328	1	1.9%
20728	1	1.9%
17835	1	1.9%

11월
Real number (ℝ)

HIGH CORRELATION

Distinct	52
Distinct (%)	96.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11802.407

Minimum	31
Maximum	134907
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	31
5-th percentile	36.95
Q1	61.25
median	97
Q3	6640
95-th percentile	76593.45
Maximum	134907
Range	134876
Interquartile range (IQR)	6578.75

Descriptive statistics

Standard deviation	28548.295
Coefficient of variation (CV)	2.4188535
Kurtosis	9.546751
Mean	11802.407
Median Absolute Deviation (MAD)	56.5
Skewness	3.1151873
Sum	637330
Variance	8.1500515 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
65	3	5.6%
167	1	1.9%
58	1	1.9%
45	1	1.9%
6340	1	1.9%
51	1	1.9%
62	1	1.9%
6740	1	1.9%
50	1	1.9%
66	1	1.9%
Other values (42)	42	77.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
31	1	1.9%
34	1	1.9%
35	1	1.9%
38	1	1.9%
43	1	1.9%
44	1	1.9%
45	1	1.9%
47	1	1.9%
48	1	1.9%
50	1	1.9%

Value	Count	Frequency (%)
134907	1	1.9%
112652	1	1.9%
98243	1	1.9%
64936	1	1.9%
49895	1	1.9%
32410	1	1.9%
27373	1	1.9%
26447	1	1.9%
19003	1	1.9%
15298	1	1.9%

12월
Real number (ℝ)

HIGH CORRELATION

Distinct	53
Distinct (%)	98.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12384.111

Minimum	16
Maximum	161227
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	16
5-th percentile	22.3
Q1	47.5
median	95
Q3	8756.25
95-th percentile	68038.5
Maximum	161227
Range	161211
Interquartile range (IQR)	8708.75

Descriptive statistics

Standard deviation	29893.662
Coefficient of variation (CV)	2.4138722
Kurtosis	12.637028
Mean	12384.111
Median Absolute Deviation (MAD)	60.5
Skewness	3.3748067
Sum	668742
Variance	8.9363103 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
45	2	3.7%
153	1	1.9%
14231	1	1.9%
36	1	1.9%
47	1	1.9%
19688	1	1.9%
56	1	1.9%
86	1	1.9%
9918	1	1.9%
16	1	1.9%
Other values (43)	43	79.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16	1	1.9%
20	1	1.9%
21	1	1.9%
23	1	1.9%
26	1	1.9%
34	1	1.9%
36	1	1.9%
38	1	1.9%
39	1	1.9%
40	1	1.9%

Value	Count	Frequency (%)
161227	1	1.9%
100249	1	1.9%
91055	1	1.9%
55645	1	1.9%
53620	1	1.9%
43575	1	1.9%
41989	1	1.9%
19688	1	1.9%
19452	1	1.9%
16378	1	1.9%

Heatmap
Table

	시군	구분	계	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월
시군	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
구분	0.000	1.000	0.742	0.580	0.654	0.297	0.654	0.398	0.474	0.352	0.438	0.352	0.596	0.466	0.474
계	0.000	0.742	1.000	0.878	0.979	0.935	0.967	0.924	0.955	0.957	0.819	0.892	0.965	0.979	0.931
1월	0.000	0.580	0.878	1.000	0.891	0.846	0.820	0.834	0.901	0.864	0.922	0.846	0.960	0.905	0.973
2월	0.000	0.654	0.979	0.891	1.000	0.855	0.952	0.904	0.887	0.904	0.780	0.923	0.933	0.941	0.884
3월	0.000	0.297	0.935	0.846	0.855	1.000	0.772	0.985	0.993	0.995	0.927	0.953	1.000	0.929	0.957
4월	0.000	0.654	0.967	0.820	0.952	0.772	1.000	0.854	0.825	0.815	0.940	0.824	0.889	0.913	0.883
5월	0.000	0.398	0.924	0.834	0.904	0.985	0.854	1.000	0.992	0.993	0.931	0.990	0.931	0.974	0.915
6월	0.000	0.474	0.955	0.901	0.887	0.993	0.825	0.992	1.000	0.998	0.953	0.976	0.954	0.976	0.965
7월	0.000	0.352	0.957	0.864	0.904	0.995	0.815	0.993	0.998	1.000	0.946	0.977	0.978	0.963	0.926
8월	0.000	0.438	0.819	0.922	0.780	0.927	0.940	0.931	0.953	0.946	1.000	0.918	0.896	0.880	0.892
9월	0.000	0.352	0.892	0.846	0.923	0.953	0.824	0.990	0.976	0.977	0.918	1.000	0.913	0.970	0.908
10월	0.000	0.596	0.965	0.960	0.933	1.000	0.889	0.931	0.954	0.978	0.896	0.913	1.000	0.981	0.933
11월	0.000	0.466	0.979	0.905	0.941	0.929	0.913	0.974	0.976	0.963	0.880	0.970	0.981	1.000	0.921
12월	0.000	0.474	0.931	0.973	0.884	0.957	0.883	0.915	0.965	0.926	0.892	0.908	0.933	0.921	1.000

Heatmap
Table

	구분	시군
구분	1.000	0.000
시군	0.000	1.000

Heatmap
Table

	계	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월	시군	구분
계	1.000	0.877	0.975	0.954	0.972	0.975	0.985	0.976	0.972	0.971	0.975	0.960	0.962	0.000	0.410
1월	0.877	1.000	0.861	0.805	0.830	0.834	0.860	0.860	0.847	0.854	0.851	0.858	0.866	0.000	0.423
2월	0.975	0.861	1.000	0.918	0.953	0.970	0.968	0.943	0.947	0.945	0.956	0.952	0.926	0.000	0.331
3월	0.954	0.805	0.918	1.000	0.924	0.960	0.944	0.923	0.932	0.940	0.961	0.915	0.888	0.000	0.227
4월	0.972	0.830	0.953	0.924	1.000	0.943	0.970	0.939	0.943	0.925	0.953	0.940	0.925	0.000	0.331
5월	0.975	0.834	0.970	0.960	0.943	1.000	0.973	0.940	0.947	0.961	0.961	0.933	0.919	0.000	0.320
6월	0.985	0.860	0.968	0.944	0.970	0.973	1.000	0.948	0.961	0.948	0.962	0.950	0.927	0.000	0.397
7월	0.976	0.860	0.943	0.923	0.939	0.940	0.948	1.000	0.960	0.947	0.958	0.933	0.959	0.000	0.276
8월	0.972	0.847	0.947	0.932	0.943	0.947	0.961	0.960	1.000	0.948	0.956	0.945	0.942	0.000	0.360
9월	0.971	0.854	0.945	0.940	0.925	0.961	0.948	0.947	0.948	1.000	0.946	0.928	0.956	0.000	0.276
10월	0.975	0.851	0.956	0.961	0.953	0.961	0.962	0.958	0.956	0.946	1.000	0.934	0.922	0.000	0.438
11월	0.960	0.858	0.952	0.915	0.940	0.933	0.950	0.933	0.945	0.928	0.934	1.000	0.917	0.000	0.315
12월	0.962	0.866	0.926	0.888	0.925	0.919	0.927	0.959	0.942	0.956	0.922	0.917	1.000	0.000	0.344
시군	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000
구분	0.410	0.423	0.331	0.227	0.331	0.320	0.397	0.276	0.360	0.276	0.438	0.315	0.344	0.000	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

	시군	구분	계	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월
0	창원시	건수	1859	83	115	177	195	191	146	178	145	137	172	167	153
1	창원시	동수	2346	101	151	246	222	227	203	226	178	185	210	216	181
2	창원시	연면적	1812337	79510	106715	404589	85744	69102	178869	237599	173776	205620	72321	98243	100249
3	진주시	건수	1021	54	58	99	110	117	88	81	74	89	98	80	73
4	진주시	동수	1307	73	77	115	167	143	109	98	97	117	123	92	96
5	진주시	연면적	693038	-500	30730	41833	259410	31961	34014	67129	58779	39525	49164	27373	53620
6	통영시	건수	524	35	31	29	49	54	41	63	43	28	46	65	40
7	통영시	동수	708	44	39	39	80	61	69	93	64	32	56	71	60
8	통영시	연면적	338719	33005	8120	9638	105955	9944	26846	20679	43575	3726	7209	26447	43575
9	사천시	건수	598	39	42	51	66	77	50	42	33	47	46	61	44

	시군	구분	계	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월
44	산청군	연면적	134811	5977	15110	14163	10464	18513	8425	8659	8313	7369	17835	7065	12918
45	함양군	건수	471	18	29	28	61	52	43	46	41	39	35	34	45
46	함양군	동수	664	36	42	40	74	80	59	68	58	50	43	44	70
47	함양군	연면적	88636	10038	3740	6856	8090	12681	6628	8214	5316	7810	3842	5250	10171
48	거창군	건수	545	11	27	84	71	88	46	40	35	32	47	38	26
49	거창군	동수	770	17	30	120	86	107	81	63	60	46	68	54	38
50	거창군	연면적	219723	1836	5260	44898	17336	17189	14477	17745	10801	4565	25328	4643	55645
51	합천군	건수	473	35	23	30	61	47	55	49	35	31	30	43	34
52	합천군	동수	877	58	37	46	104	69	64	82	44	46	50	73	204
53	합천군	연면적	182622	20784	4612	17533	12299	6530	7527	10344	11194	6586	15006	64936	5271

Overview

Variables

Common Values

Length

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample