gimi9 Pandas Profiling

Dataset statistics

Number of variables	14
Number of observations	28
Missing cells	1
Missing cells (%)	0.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.5 KiB
Average record size in memory	128.6 B

Variable types

DateTime	1
Numeric	12
Categorical	1

Dataset

Description	2021년 이후 방위사업청 사무용 전산장비 사용현황을 파악하기 위하여 PC 정비 요청처리 기간, 각 장애 유형별 건수와 만족도,만족도 점수 합의 정보를 제공함
Author	방위사업청
URL	https://www.data.go.kr/data/15038441/fileData.do

Alerts

`컴퓨터(PC) 장애` is highly overall correlated with `변경설치` and 4 other fields	High correlation
`기타문의` is highly overall correlated with `컴퓨터(PC)정비 요청처리 만족도 회신 건수` and 1 other fields	High correlation
`변경설치` is highly overall correlated with `컴퓨터(PC) 장애` and 4 other fields	High correlation
`신규설치` is highly overall correlated with `컴퓨터(PC) 장애` and 4 other fields	High correlation
`프린터 장애` is highly overall correlated with `컴퓨터(PC)정비 요청처리 완료건수`	High correlation
`컴퓨터(PC)정비 요청처리 완료건수` is highly overall correlated with `컴퓨터(PC) 장애` and 5 other fields	High correlation
`컴퓨터(PC)정비 요청처리 만족도 회신 건수` is highly overall correlated with `컴퓨터(PC) 장애` and 5 other fields	High correlation
`컴퓨터(PC)정비 요청처리만족도 점수 합` is highly overall correlated with `컴퓨터(PC) 장애` and 5 other fields	High correlation
`변경설치` has 1 (3.6%) missing values	Missing
`기간` has unique values	Unique
`컴퓨터(PC)정비 요청처리만족도 점수 합` has unique values	Unique

Reproduction

Analysis started	2024-03-15 00:28:53.300260
Analysis finished	2024-03-15 00:29:30.061424
Duration	36.76 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기간
Date

UNIQUE

Distinct	28
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	352.0 B

Minimum	2024-01-22 00:00:00
Maximum	2024-12-22 00:00:00

Histogram

Histogram with fixed size bins (bins=28)

컴퓨터(PC) 장애
Real number (ℝ)

HIGH CORRELATION

Distinct	24
Distinct (%)	85.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	132.64286

Minimum	77
Maximum	197
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	380.0 B

Quantile statistics

Minimum	77
5-th percentile	95.1
Q1	113.5
median	130.5
Q3	147
95-th percentile	185.85
Maximum	197
Range	120
Interquartile range (IQR)	33.5

Descriptive statistics

Standard deviation	29.46588
Coefficient of variation (CV)	0.22214449
Kurtosis	-0.012776286
Mean	132.64286
Median Absolute Deviation (MAD)	18.5
Skewness	0.45423533
Sum	3714
Variance	868.2381
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
167	2	7.1%
133	2	7.1%
128	2	7.1%
101	2	7.1%
117	1	3.6%
196	1	3.6%
93	1	3.6%
109	1	3.6%
137	1	3.6%
99	1	3.6%
Other values (14)	14	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
77	1	3.6%
93	1	3.6%
99	1	3.6%
101	2	7.1%
105	1	3.6%
109	1	3.6%
115	1	3.6%
117	1	3.6%
119	1	3.6%
121	1	3.6%

Value	Count	Frequency (%)
197	1	3.6%
196	1	3.6%
167	2	7.1%
163	1	3.6%
162	1	3.6%
159	1	3.6%
143	1	3.6%
142	1	3.6%
140	1	3.6%
139	1	3.6%

기타 장애
Real number (ℝ)

Distinct	12
Distinct (%)	42.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.571429

Minimum	9
Maximum	22
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	380.0 B

Quantile statistics

Minimum	9
5-th percentile	9.35
Q1	12.75
median	14
Q3	17
95-th percentile	21
Maximum	22
Range	13
Interquartile range (IQR)	4.25

Descriptive statistics

Standard deviation	3.4364988
Coefficient of variation (CV)	0.23583815
Kurtosis	-0.1060674
Mean	14.571429
Median Absolute Deviation (MAD)	2
Skewness	0.40508077
Sum	408
Variance	11.809524
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
17	4	14.3%
14	4	14.3%
13	4	14.3%
15	3	10.7%
16	2	7.1%
12	2	7.1%
21	2	7.1%
9	2	7.1%
10	2	7.1%
22	1	3.6%
Other values (2)	2	7.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9	2	7.1%
10	2	7.1%
11	1	3.6%
12	2	7.1%
13	4	14.3%
14	4	14.3%
15	3	10.7%
16	2	7.1%
17	4	14.3%
18	1	3.6%

Value	Count	Frequency (%)
22	1	3.6%
21	2	7.1%
18	1	3.6%
17	4	14.3%
16	2	7.1%
15	3	10.7%
14	4	14.3%
13	4	14.3%
12	2	7.1%
11	1	3.6%

기타문의
Real number (ℝ)

HIGH CORRELATION

Distinct	11
Distinct (%)	39.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.4642857

Minimum	1
Maximum	14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	380.0 B

Quantile statistics

Minimum	1
5-th percentile	3
Q1	3
median	5
Q3	8
95-th percentile	14
Maximum	14
Range	13
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.9579469
Coefficient of variation (CV)	0.61227908
Kurtosis	-0.54088998
Mean	6.4642857
Median Absolute Deviation (MAD)	2
Skewness	0.83954591
Sum	181
Variance	15.665344
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
3	7	25.0%
4	5	17.9%
8	4	14.3%
14	3	10.7%
5	2	7.1%
6	2	7.1%
13	1	3.6%
12	1	3.6%
7	1	3.6%
11	1	3.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	3.6%
3	7	25.0%
4	5	17.9%
5	2	7.1%
6	2	7.1%
7	1	3.6%
8	4	14.3%
11	1	3.6%
12	1	3.6%
13	1	3.6%

Value	Count	Frequency (%)
14	3	10.7%
13	1	3.6%
12	1	3.6%
11	1	3.6%
8	4	14.3%
7	1	3.6%
6	2	7.1%
5	2	7.1%
4	5	17.9%
3	7	25.0%

변경설치
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	11
Distinct (%)	40.7%
Missing	1
Missing (%)	3.6%
Infinite	0
Infinite (%)	0.0%
Mean	6.2222222

Minimum	2
Maximum	16
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	380.0 B

Quantile statistics

Minimum	2
5-th percentile	2
Q1	3
median	6
Q3	8
95-th percentile	13.1
Maximum	16
Range	14
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.7757662
Coefficient of variation (CV)	0.60681956
Kurtosis	0.41070506
Mean	6.2222222
Median Absolute Deviation (MAD)	3
Skewness	0.9064052
Sum	168
Variance	14.25641
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
3	6	21.4%
2	4	14.3%
7	4	14.3%
10	3	10.7%
6	3	10.7%
8	2	7.1%
11	1	3.6%
14	1	3.6%
16	1	3.6%
5	1	3.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	4	14.3%
3	6	21.4%
4	1	3.6%
5	1	3.6%
6	3	10.7%
7	4	14.3%
8	2	7.1%
10	3	10.7%
11	1	3.6%
14	1	3.6%

Value	Count	Frequency (%)
16	1	3.6%
14	1	3.6%
11	1	3.6%
10	3	10.7%
8	2	7.1%
7	4	14.3%
6	3	10.7%
5	1	3.6%
4	1	3.6%
3	6	21.4%

신규설치
Real number (ℝ)

HIGH CORRELATION

Distinct	11
Distinct (%)	39.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.25

Minimum	1
Maximum	15
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	380.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4.5
Q3	8
95-th percentile	11.6
Maximum	15
Range	14
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.6679291
Coefficient of variation (CV)	0.69865316
Kurtosis	0.51021558
Mean	5.25
Median Absolute Deviation (MAD)	2.5
Skewness	0.92961511
Sum	147
Variance	13.453704
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2	6	21.4%
1	3	10.7%
8	3	10.7%
9	3	10.7%
3	3	10.7%
7	2	7.1%
6	2	7.1%
4	2	7.1%
5	2	7.1%
13	1	3.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	10.7%
2	6	21.4%
3	3	10.7%
4	2	7.1%
5	2	7.1%
6	2	7.1%
7	2	7.1%
8	3	10.7%
9	3	10.7%
13	1	3.6%

Value	Count	Frequency (%)
15	1	3.6%
13	1	3.6%
9	3	10.7%
8	3	10.7%
7	2	7.1%
6	2	7.1%
5	2	7.1%
4	2	7.1%
3	3	10.7%
2	6	21.4%

업무지원
Real number (ℝ)

Distinct	15
Distinct (%)	53.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.75

Minimum	2
Maximum	23
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	380.0 B

Quantile statistics

Minimum	2
5-th percentile	3.35
Q1	7
median	10
Q3	11.25
95-th percentile	15.65
Maximum	23
Range	21
Interquartile range (IQR)	4.25

Descriptive statistics

Standard deviation	4.3000861
Coefficient of variation (CV)	0.44103448
Kurtosis	2.2244168
Mean	9.75
Median Absolute Deviation (MAD)	2
Skewness	0.82864142
Sum	273
Variance	18.490741
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
11	5	17.9%
10	4	14.3%
8	4	14.3%
7	3	10.7%
12	2	7.1%
14	1	3.6%
3	1	3.6%
2	1	3.6%
6	1	3.6%
4	1	3.6%
Other values (5)	5	17.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	3.6%
3	1	3.6%
4	1	3.6%
5	1	3.6%
6	1	3.6%
7	3	10.7%
8	4	14.3%
10	4	14.3%
11	5	17.9%
12	2	7.1%

Value	Count	Frequency (%)
23	1	3.6%
16	1	3.6%
15	1	3.6%
14	1	3.6%
13	1	3.6%
12	2	7.1%
11	5	17.9%
10	4	14.3%
8	4	14.3%
7	3	10.7%

프로그램 장애
Real number (ℝ)

Distinct	20
Distinct (%)	71.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.464286

Minimum	5
Maximum	46
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	380.0 B

Quantile statistics

Minimum	5
5-th percentile	11.35
Q1	14.75
median	21.5
Q3	25
95-th percentile	37.9
Maximum	46
Range	41
Interquartile range (IQR)	10.25

Descriptive statistics

Standard deviation	8.9504072
Coefficient of variation (CV)	0.41699068
Kurtosis	1.1818191
Mean	21.464286
Median Absolute Deviation (MAD)	6
Skewness	0.8092465
Sum	601
Variance	80.109788
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
25	3	10.7%
21	2	7.1%
13	2	7.1%
24	2	7.1%
22	2	7.1%
12	2	7.1%
15	2	7.1%
14	1	3.6%
29	1	3.6%
20	1	3.6%
Other values (10)	10	35.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	3.6%
11	1	3.6%
12	2	7.1%
13	2	7.1%
14	1	3.6%
15	2	7.1%
17	1	3.6%
18	1	3.6%
20	1	3.6%
21	2	7.1%

Value	Count	Frequency (%)
46	1	3.6%
40	1	3.6%
34	1	3.6%
29	1	3.6%
28	1	3.6%
27	1	3.6%
25	3	10.7%
24	2	7.1%
23	1	3.6%
22	2	7.1%

프린터 장애
Real number (ℝ)

HIGH CORRELATION

Distinct	25
Distinct (%)	89.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65.25

Minimum	43
Maximum	95
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	380.0 B

Quantile statistics

Minimum	43
5-th percentile	45.7
Q1	53
median	63
Q3	75.5
95-th percentile	90.95
Maximum	95
Range	52
Interquartile range (IQR)	22.5

Descriptive statistics

Standard deviation	14.663194
Coefficient of variation (CV)	0.22472328
Kurtosis	-0.78527969
Mean	65.25
Median Absolute Deviation (MAD)	12
Skewness	0.33023216
Sum	1827
Variance	215.00926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
53	2	7.1%
75	2	7.1%
49	2	7.1%
77	1	3.6%
89	1	3.6%
64	1	3.6%
61	1	3.6%
95	1	3.6%
45	1	3.6%
62	1	3.6%
Other values (15)	15	53.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
43	1	3.6%
45	1	3.6%
47	1	3.6%
48	1	3.6%
49	2	7.1%
53	2	7.1%
56	1	3.6%
57	1	3.6%
58	1	3.6%
60	1	3.6%

Value	Count	Frequency (%)
95	1	3.6%
92	1	3.6%
89	1	3.6%
80	1	3.6%
79	1	3.6%
78	1	3.6%
77	1	3.6%
75	2	7.1%
72	1	3.6%
71	1	3.6%

컴퓨터(PC)정비 요청처리 완료건수
Real number (ℝ)

HIGH CORRELATION

Distinct	27
Distinct (%)	96.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	261.39286

Minimum	193
Maximum	370
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	380.0 B

Quantile statistics

Minimum	193
5-th percentile	207.4
Q1	232.75
median	249.5
Q3	290.5
95-th percentile	332.55
Maximum	370
Range	177
Interquartile range (IQR)	57.75

Descriptive statistics

Standard deviation	44.396646
Coefficient of variation (CV)	0.16984644
Kurtosis	-0.17143368
Mean	261.39286
Median Absolute Deviation (MAD)	24.5
Skewness	0.73383293
Sum	7319
Variance	1971.0622
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
234	2	7.1%
253	1	3.6%
239	1	3.6%
218	1	3.6%
238	1	3.6%
304	1	3.6%
206	1	3.6%
193	1	3.6%
248	1	3.6%
323	1	3.6%
Other values (17)	17	60.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
193	1	3.6%
206	1	3.6%
210	1	3.6%
218	1	3.6%
222	1	3.6%
225	1	3.6%
229	1	3.6%
234	2	7.1%
235	1	3.6%
238	1	3.6%

Value	Count	Frequency (%)
370	1	3.6%
335	1	3.6%
328	1	3.6%
323	1	3.6%
316	1	3.6%
305	1	3.6%
304	1	3.6%
286	1	3.6%
274	1	3.6%
273	1	3.6%

컴퓨터(PC)정비 요청처리 만족도 회신 건수
Real number (ℝ)

HIGH CORRELATION

Distinct	24
Distinct (%)	85.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	138.39286

Minimum	105
Maximum	199
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	380.0 B

Quantile statistics

Minimum	105
5-th percentile	106.35
Q1	114.75
median	129
Q3	150.25
95-th percentile	196.2
Maximum	199
Range	94
Interquartile range (IQR)	35.5

Descriptive statistics

Standard deviation	29.280684
Coefficient of variation (CV)	0.21157656
Kurtosis	-0.30711668
Mean	138.39286
Median Absolute Deviation (MAD)	18
Skewness	0.8787544
Sum	3875
Variance	857.35847
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
199	2	7.1%
111	2	7.1%
129	2	7.1%
142	2	7.1%
135	1	3.6%
106	1	3.6%
157	1	3.6%
109	1	3.6%
145	1	3.6%
184	1	3.6%
Other values (14)	14	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
105	1	3.6%
106	1	3.6%
107	1	3.6%
109	1	3.6%
111	2	7.1%
114	1	3.6%
115	1	3.6%
118	1	3.6%
120	1	3.6%
121	1	3.6%

Value	Count	Frequency (%)
199	2	7.1%
191	1	3.6%
184	1	3.6%
180	1	3.6%
159	1	3.6%
157	1	3.6%
148	1	3.6%
147	1	3.6%
145	1	3.6%
142	2	7.1%

컴퓨터(PC)정비 요청처리 만족도 응답률
Categorical

Distinct	12
Distinct (%)	42.9%
Missing	0
Missing (%)	0.0%
Memory size	352.0 B

54%	5
50%	4
52%	4
47%	3
57%	3
Other values (7)	9

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Unique

Unique	5 ?
Unique (%)	17.9%

Sample

1st row	79%
2nd row	50%
3rd row	48%
4th row	47%
5th row	51%

Common Values

Value	Count	Frequency (%)
54%	5	17.9%
50%	4	14.3%
52%	4	14.3%
47%	3	10.7%
57%	3	10.7%
48%	2	7.1%
49%	2	7.1%
79%	1	3.6%
51%	1	3.6%
55%	1	3.6%
Other values (2)	2	7.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
54	5	17.9%
50	4	14.3%
52	4	14.3%
47	3	10.7%
57	3	10.7%
48	2	7.1%
49	2	7.1%
79	1	3.6%
51	1	3.6%
55	1	3.6%
Other values (2)	2	7.1%

컴퓨터(PC)정비 요청처리 만족도
Real number (ℝ)

Distinct	12
Distinct (%)	42.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9446429

Minimum	4.83
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	380.0 B

Quantile statistics

Minimum	4.83
5-th percentile	4.8835
Q1	4.92
median	4.95
Q3	4.97
95-th percentile	5
Maximum	5
Range	0.17
Interquartile range (IQR)	0.05

Descriptive statistics

Standard deviation	0.040504425
Coefficient of variation (CV)	0.0081915775
Kurtosis	0.96419362
Mean	4.9446429
Median Absolute Deviation (MAD)	0.025
Skewness	-0.71353948
Sum	138.45
Variance	0.0016406085
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
5.0	4	14.3%
4.92	4	14.3%
4.96	4	14.3%
4.93	4	14.3%
4.95	3	10.7%
4.97	2	7.1%
4.99	2	7.1%
4.9	1	3.6%
4.89	1	3.6%
4.94	1	3.6%
Other values (2)	2	7.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.83	1	3.6%
4.88	1	3.6%
4.89	1	3.6%
4.9	1	3.6%
4.92	4	14.3%
4.93	4	14.3%
4.94	1	3.6%
4.95	3	10.7%
4.96	4	14.3%
4.97	2	7.1%

Value	Count	Frequency (%)
5.0	4	14.3%
4.99	2	7.1%
4.97	2	7.1%
4.96	4	14.3%
4.95	3	10.7%
4.94	1	3.6%
4.93	4	14.3%
4.92	4	14.3%
4.9	1	3.6%
4.89	1	3.6%

컴퓨터(PC)정비 요청처리만족도 점수 합
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	28
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	684.39286

Minimum	512
Maximum	989
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	380.0 B

Quantile statistics

Minimum	512
5-th percentile	527.1
Q1	573
median	640
Q3	744.25
95-th percentile	971.6
Maximum	989
Range	477
Interquartile range (IQR)	171.25

Descriptive statistics

Standard deviation	145.55598
Coefficient of variation (CV)	0.21267899
Kurtosis	-0.24508021
Mean	684.39286
Median Absolute Deviation (MAD)	86.5
Skewness	0.90120034
Sum	19163
Variance	21186.544
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
989	1	3.6%
582	1	3.6%
512	1	3.6%
547	1	3.6%
772	1	3.6%
551	1	3.6%
536	1	3.6%
708	1	3.6%
918	1	3.6%
891	1	3.6%
Other values (18)	18	64.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
512	1	3.6%
525	1	3.6%
531	1	3.6%
536	1	3.6%
547	1	3.6%
551	1	3.6%
570	1	3.6%
574	1	3.6%
582	1	3.6%
592	1	3.6%

Value	Count	Frequency (%)
989	1	3.6%
987	1	3.6%
943	1	3.6%
918	1	3.6%
891	1	3.6%
783	1	3.6%
772	1	3.6%
735	1	3.6%
724	1	3.6%
708	1	3.6%

Phik (φk)
Auto

Heatmap
Table

	기간	컴퓨터(PC) 장애	기타 장애	기타문의	변경설치	신규설치	업무지원	프로그램 장애	프린터 장애	컴퓨터(PC)정비 요청처리 완료건수	컴퓨터(PC)정비 요청처리 만족도 회신 건수	컴퓨터(PC)정비 요청처리 만족도 응답률	컴퓨터(PC)정비 요청처리 만족도	컴퓨터(PC)정비 요청처리만족도 점수 합
기간	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
컴퓨터(PC) 장애	1.000	1.000	0.000	0.000	0.498	0.444	0.526	0.732	0.464	0.829	0.757	0.565	0.000	0.749
기타 장애	1.000	0.000	1.000	0.000	0.000	0.000	0.000	0.631	0.000	0.000	0.000	0.516	0.000	0.000
기타문의	1.000	0.000	0.000	1.000	0.756	0.384	0.000	0.608	0.000	0.000	0.000	0.790	0.793	0.000
변경설치	1.000	0.498	0.000	0.756	1.000	0.603	0.723	0.000	0.341	0.700	0.808	0.000	0.406	0.694
신규설치	1.000	0.444	0.000	0.384	0.603	1.000	0.000	0.000	0.290	0.732	0.236	0.000	0.657	0.359
업무지원	1.000	0.526	0.000	0.000	0.723	0.000	1.000	0.000	0.321	0.663	0.807	0.000	0.000	0.826
프로그램 장애	1.000	0.732	0.631	0.608	0.000	0.000	0.000	1.000	0.000	0.036	0.811	0.699	0.000	0.640
프린터 장애	1.000	0.464	0.000	0.000	0.341	0.290	0.321	0.000	1.000	0.688	0.000	0.000	0.507	0.000
컴퓨터(PC)정비 요청처리 완료건수	1.000	0.829	0.000	0.000	0.700	0.732	0.663	0.036	0.688	1.000	0.651	0.000	0.154	0.715
컴퓨터(PC)정비 요청처리 만족도 회신 건수	1.000	0.757	0.000	0.000	0.808	0.236	0.807	0.811	0.000	0.651	1.000	0.000	0.000	0.998
컴퓨터(PC)정비 요청처리 만족도 응답률	1.000	0.565	0.516	0.790	0.000	0.000	0.000	0.699	0.000	0.000	0.000	1.000	0.547	0.000
컴퓨터(PC)정비 요청처리 만족도	1.000	0.000	0.000	0.793	0.406	0.657	0.000	0.000	0.507	0.154	0.000	0.547	1.000	0.000
컴퓨터(PC)정비 요청처리만족도 점수 합	1.000	0.749	0.000	0.000	0.694	0.359	0.826	0.640	0.000	0.715	0.998	0.000	0.000	1.000

Heatmap
Table

	컴퓨터(PC) 장애	기타 장애	기타문의	변경설치	신규설치	업무지원	프로그램 장애	프린터 장애	컴퓨터(PC)정비 요청처리 완료건수	컴퓨터(PC)정비 요청처리 만족도 회신 건수	컴퓨터(PC)정비 요청처리 만족도	컴퓨터(PC)정비 요청처리만족도 점수 합	컴퓨터(PC)정비 요청처리 만족도 응답률
컴퓨터(PC) 장애	1.000	-0.164	0.375	0.658	0.562	-0.182	-0.149	0.301	0.857	0.741	0.069	0.744	0.274
기타 장애	-0.164	1.000	0.167	0.119	0.108	0.369	0.073	-0.153	0.042	0.073	0.324	0.099	0.175
기타문의	0.375	0.167	1.000	0.436	0.179	0.072	0.133	0.038	0.483	0.532	0.121	0.531	0.429
변경설치	0.658	0.119	0.436	1.000	0.583	0.176	0.187	0.366	0.804	0.605	-0.204	0.598	0.000
신규설치	0.562	0.108	0.179	0.583	1.000	0.142	-0.058	0.356	0.614	0.563	-0.039	0.549	0.000
업무지원	-0.182	0.369	0.072	0.176	0.142	1.000	0.417	-0.097	0.058	0.089	-0.288	0.085	0.000
프로그램 장애	-0.149	0.073	0.133	0.187	-0.058	0.417	1.000	-0.178	0.029	0.043	-0.032	0.043	0.330
프린터 장애	0.301	-0.153	0.038	0.366	0.356	-0.097	-0.178	1.000	0.561	0.449	-0.315	0.420	0.000
컴퓨터(PC)정비 요청처리 완료건수	0.857	0.042	0.483	0.804	0.614	0.058	0.029	0.561	1.000	0.897	-0.071	0.892	0.000
컴퓨터(PC)정비 요청처리 만족도 회신 건수	0.741	0.073	0.532	0.605	0.563	0.089	0.043	0.449	0.897	1.000	-0.034	0.998	0.000
컴퓨터(PC)정비 요청처리 만족도	0.069	0.324	0.121	-0.204	-0.039	-0.288	-0.032	-0.315	-0.071	-0.034	1.000	0.012	0.204
컴퓨터(PC)정비 요청처리만족도 점수 합	0.744	0.099	0.531	0.598	0.549	0.085	0.043	0.420	0.892	0.998	0.012	1.000	0.000
컴퓨터(PC)정비 요청처리 만족도 응답률	0.274	0.175	0.429	0.000	0.000	0.000	0.330	0.000	0.000	0.000	0.204	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

	기간	컴퓨터(PC) 장애	기타 장애	기타문의	변경설치	신규설치	업무지원	프로그램 장애	프린터 장애	컴퓨터(PC)정비 요청처리 완료건수	컴퓨터(PC)정비 요청처리 만족도 회신 건수	컴퓨터(PC)정비 요청처리 만족도 응답률	컴퓨터(PC)정비 요청처리 만족도	컴퓨터(PC)정비 요청처리만족도 점수 합
0	2024-06-21	117	16	8	2	2	10	21	77	253	199	79%	4.97	989
1	2024-07-21	101	17	3	2	2	11	25	49	210	105	50%	5.0	525
2	2024-08-21	167	22	13	11	7	10	27	71	328	159	48%	4.92	783
3	2024-09-21	105	14	8	2	2	14	28	56	229	107	47%	4.96	531
4	2024-10-21	133	12	5	3	1	3	25	43	225	114	51%	5.0	570
5	2024-11-21	128	21	12	3	6	7	11	47	235	129	55%	5.0	645
6	2024-12-21	139	17	14	8	13	11	14	57	273	148	54%	4.97	735
7	2024-01-22	167	13	7	10	8	8	13	79	305	142	47%	4.95	703
8	2024-02-22	123	14	3	2	8	2	12	58	222	115	52%	4.99	574
9	2024-03-22	197	9	14	14	9	6	29	92	370	199	54%	4.96	987

	기간	컴퓨터(PC) 장애	기타 장애	기타문의	변경설치	신규설치	업무지원	프로그램 장애	프린터 장애	컴퓨터(PC)정비 요청처리 완료건수	컴퓨터(PC)정비 요청처리 만족도 회신 건수	컴퓨터(PC)정비 요청처리 만족도 응답률	컴퓨터(PC)정비 요청처리 만족도	컴퓨터(PC)정비 요청처리만족도 점수 합
18	2024-12-22	140	10	6	6	6	11	22	70	271	147	54%	4.93	724
19	2024-01-23	196	13	4	10	15	10	25	62	335	191	57%	4.94	943
20	2024-02-23	163	17	14	16	8	23	22	53	316	180	57%	4.95	891
21	2024-03-23	142	21	4	10	9	16	46	75	323	184	57%	4.99	918
22	2024-04-23	115	14	11	6	1	12	40	49	248	145	58%	4.88	708
23	2024-05-23	77	12	3	3	3	8	34	53	193	109	56%	4.92	536
24	2024-06-23	99	16	3	5	2	12	24	45	206	111	54%	4.96	551
25	2024-07-23	137	15	5	7	9	15	21	95	304	157	52%	4.92	772
26	2024-08-23	109	15	8	8	2	11	24	61	238	111	47%	4.93	547
27	2024-09-23	93	13	1	4	7	13	23	64	218	106	49%	4.83	512

Overview

Variables

Common Values

Length

Interactions

Correlations

Missing values

Sample