gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	277
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	36.4 KiB
Average record size in memory	134.5 B

Variable types

Text	1
Numeric	14

Dataset

Description	경찰청 교통분야 치안고객만족도(관서별) 분야(응답자 특성, 종합만족도, 전반적만족도, 요소만족도, 업무처리절차 및 과정, 담당자응대태도, 서비스품질, 시설및이용환경, 신속성 지원성, 성실성, 청렴성, 전문성, 공정성, 편리성)
Author	경찰청
URL	https://www.data.go.kr/data/15064404/fileData.do

Alerts

`종합만족도` is highly overall correlated with `전반적만족도` and 12 other fields	High correlation
`전반적만족도` is highly overall correlated with `종합만족도` and 12 other fields	High correlation
`요소만족도` is highly overall correlated with `종합만족도` and 12 other fields	High correlation
`업무처리 절차 및 과정` is highly overall correlated with `종합만족도` and 12 other fields	High correlation
`담당자응대태도` is highly overall correlated with `종합만족도` and 12 other fields	High correlation
`서비스품질` is highly overall correlated with `종합만족도` and 12 other fields	High correlation
`시설 및 이용환경` is highly overall correlated with `종합만족도` and 12 other fields	High correlation
`신속성` is highly overall correlated with `종합만족도` and 12 other fields	High correlation
`지원성` is highly overall correlated with `종합만족도` and 12 other fields	High correlation
`성실성` is highly overall correlated with `종합만족도` and 12 other fields	High correlation
`청렴성` is highly overall correlated with `종합만족도` and 12 other fields	High correlation
`전문성` is highly overall correlated with `종합만족도` and 12 other fields	High correlation
`공정성` is highly overall correlated with `종합만족도` and 12 other fields	High correlation
`편리성` is highly overall correlated with `종합만족도` and 12 other fields	High correlation
`응답자특성` has unique values	Unique

Reproduction

Analysis started	2024-03-23 04:20:11.464116
Analysis finished	2024-03-23 04:21:25.383797
Duration	1 minute and 13.92 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

응답자특성
Text

UNIQUE

Distinct	277
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	2.3 KiB

Length

Max length	10
Median length	8
Mean length	6.1046931
Min length	5

Characters and Unicode

Total characters	1691
Distinct characters	148
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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

Unique

Unique	277 ?
Unique (%)	100.0%

Sample

1st row	서울특별시경찰청
2nd row	부산광역시경찰청
3rd row	대구광역시경찰청
4th row	인천광역시경찰청
5th row	광주광역시경찰청

Value	Count	Frequency (%)
서울특별시경찰청	1	0.4%
천안서북경찰서	1	0.4%
태안경찰서	1	0.4%
청양경찰서	1	0.4%
금산경찰서	1	0.4%
서천경찰서	1	0.4%
부여경찰서	1	0.4%
예산경찰서	1	0.4%
당진경찰서	1	0.4%
양주경찰서	1	0.4%
Other values (267)	267	96.4%

Most occurring characters

Value	Count	Frequency (%)
서	315	18.6%
경	285	16.9%
찰	277	16.4%
부	72	4.3%
산	45	2.7%
울	41	2.4%
천	36	2.1%
주	32	1.9%
청	28	1.7%
남	25	1.5%
Other values (138)	535	31.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	1691	100.0%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	315	18.6%
경	285	16.9%
찰	277	16.4%
부	72	4.3%
산	45	2.7%
울	41	2.4%
천	36	2.1%
주	32	1.9%
청	28	1.7%
남	25	1.5%
Other values (138)	535	31.6%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	1691	100.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	315	18.6%
경	285	16.9%
찰	277	16.4%
부	72	4.3%
산	45	2.7%
울	41	2.4%
천	36	2.1%
주	32	1.9%
청	28	1.7%
남	25	1.5%
Other values (138)	535	31.6%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	1691	100.0%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
서	315	18.6%
경	285	16.9%
찰	277	16.4%
부	72	4.3%
산	45	2.7%
울	41	2.4%
천	36	2.1%
주	32	1.9%
청	28	1.7%
남	25	1.5%
Other values (138)	535	31.6%

종합만족도
Real number (ℝ)

HIGH CORRELATION

Distinct	151
Distinct (%)	54.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	86.745848

Minimum	67
Maximum	99.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	67
5-th percentile	77.2
Q1	83.6
median	86.8
Q3	90.4
95-th percentile	95.96
Maximum	99.8
Range	32.8
Interquartile range (IQR)	6.8

Descriptive statistics

Standard deviation	5.5119132
Coefficient of variation (CV)	0.063540946
Kurtosis	0.089361752
Mean	86.745848
Median Absolute Deviation (MAD)	3.4
Skewness	-0.23041136
Sum	24028.6
Variance	30.381187
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
84.8	6	2.2%
91.0	5	1.8%
90.4	5	1.8%
86.0	4	1.4%
88.5	4	1.4%
86.8	4	1.4%
85.4	4	1.4%
87.7	4	1.4%
85.5	4	1.4%
84.4	4	1.4%
Other values (141)	233	84.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
67.0	1	0.4%
72.3	1	0.4%
73.5	1	0.4%
74.2	1	0.4%
75.0	1	0.4%
75.2	1	0.4%
75.4	1	0.4%
76.0	1	0.4%
76.9	1	0.4%
77.1	3	1.1%

Value	Count	Frequency (%)
99.8	1	0.4%
99.1	1	0.4%
97.8	2	0.7%
97.6	1	0.4%
97.4	1	0.4%
97.2	1	0.4%
97.0	1	0.4%
96.8	2	0.7%
96.5	2	0.7%
96.3	1	0.4%

전반적만족도
Real number (ℝ)

HIGH CORRELATION

Distinct	153
Distinct (%)	55.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	84.742238

Minimum	58
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	58
5-th percentile	73.08
Q1	80.7
median	84.7
Q3	88.9
95-th percentile	97.5
Maximum	100
Range	42
Interquartile range (IQR)	8.2

Descriptive statistics

Standard deviation	7.1987207
Coefficient of variation (CV)	0.084948437
Kurtosis	0.4388972
Mean	84.742238
Median Absolute Deviation (MAD)	4
Skewness	-0.1262953
Sum	23473.6
Variance	51.821579
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100.0	9	3.2%
81.8	6	2.2%
85.7	5	1.8%
75.0	5	1.8%
80.7	5	1.8%
83.0	4	1.4%
85.0	4	1.4%
95.0	4	1.4%
87.9	4	1.4%
81.7	4	1.4%
Other values (143)	227	81.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
58.0	1	0.4%
63.7	1	0.4%
66.0	1	0.4%
67.0	1	0.4%
69.5	1	0.4%
69.8	1	0.4%
71.5	1	0.4%
71.6	1	0.4%
72.0	1	0.4%
72.4	3	1.1%

Value	Count	Frequency (%)
100.0	9	3.2%
98.8	3	1.1%
98.0	1	0.4%
97.5	2	0.7%
97.1	2	0.7%
97.0	1	0.4%
96.8	1	0.4%
96.7	1	0.4%
96.6	1	0.4%
96.0	1	0.4%

요소만족도
Real number (ℝ)

HIGH CORRELATION

Distinct	144
Distinct (%)	52.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	87.812996

Minimum	68.4
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	68.4
5-th percentile	78.96
Q1	84.6
median	87.6
Q3	91.1
95-th percentile	98.34
Maximum	100
Range	31.6
Interquartile range (IQR)	6.5

Descriptive statistics

Standard deviation	5.7447497
Coefficient of variation (CV)	0.065420268
Kurtosis	0.26475689
Mean	87.812996
Median Absolute Deviation (MAD)	3.3
Skewness	-0.038696407
Sum	24324.2
Variance	33.002149
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
87.7	6	2.2%
87.0	6	2.2%
100.0	6	2.2%
86.4	5	1.8%
89.0	5	1.8%
85.3	5	1.8%
79.1	4	1.4%
85.7	4	1.4%
89.4	4	1.4%
85.9	4	1.4%
Other values (134)	228	82.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
68.4	1	0.4%
69.7	1	0.4%
74.6	1	0.4%
75.2	2	0.7%
76.7	2	0.7%
77.2	1	0.4%
77.7	1	0.4%
77.8	1	0.4%
78.4	1	0.4%
78.7	1	0.4%

Value	Count	Frequency (%)
100.0	6	2.2%
99.7	1	0.4%
99.4	1	0.4%
99.3	2	0.7%
99.2	2	0.7%
98.6	1	0.4%
98.5	1	0.4%
98.3	2	0.7%
98.1	3	1.1%
97.9	1	0.4%

업무처리 절차 및 과정
Real number (ℝ)

HIGH CORRELATION

Distinct	158
Distinct (%)	57.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	85.701444

Minimum	60
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	60
5-th percentile	75.08
Q1	81.9
median	85.3
Q3	89.6
95-th percentile	98.92
Maximum	100
Range	40
Interquartile range (IQR)	7.7

Descriptive statistics

Standard deviation	6.9217729
Coefficient of variation (CV)	0.080766117
Kurtosis	0.73798419
Mean	85.701444
Median Absolute Deviation (MAD)	4.1
Skewness	-0.15197572
Sum	23739.3
Variance	47.91094
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100.0	10	3.6%
84.8	5	1.8%
88.3	5	1.8%
86.5	5	1.8%
90.0	5	1.8%
83.1	4	1.4%
84.0	4	1.4%
84.6	4	1.4%
84.2	4	1.4%
83.7	4	1.4%
Other values (148)	227	81.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
60.0	1	0.4%
62.0	1	0.4%
64.5	1	0.4%
70.6	1	0.4%
71.0	1	0.4%
71.8	1	0.4%
72.5	1	0.4%
72.8	1	0.4%
73.3	1	0.4%
73.9	2	0.7%

Value	Count	Frequency (%)
100.0	10	3.6%
99.4	4	1.4%
98.8	1	0.4%
98.3	1	0.4%
98.1	1	0.4%
97.7	1	0.4%
97.6	1	0.4%
97.0	1	0.4%
96.9	2	0.7%
96.8	1	0.4%

담당자응대태도
Real number (ℝ)

HIGH CORRELATION

Distinct	140
Distinct (%)	50.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	89.231047

Minimum	70
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	70
5-th percentile	80.8
Q1	86.1
median	89.1
Q3	92.3
95-th percentile	99.84
Maximum	100
Range	30
Interquartile range (IQR)	6.2

Descriptive statistics

Standard deviation	5.5266066
Coefficient of variation (CV)	0.061935916
Kurtosis	0.34990553
Mean	89.231047
Median Absolute Deviation (MAD)	3.2
Skewness	-0.1339947
Sum	24717
Variance	30.54338
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100.0	14	5.1%
88.3	6	2.2%
89.1	5	1.8%
88.4	5	1.8%
88.2	5	1.8%
88.8	4	1.4%
84.6	4	1.4%
92.1	4	1.4%
90.0	4	1.4%
89.4	4	1.4%
Other values (130)	222	80.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
70.0	1	0.4%
72.0	1	0.4%
74.5	1	0.4%
75.3	1	0.4%
76.0	1	0.4%
77.7	1	0.4%
78.2	1	0.4%
78.6	1	0.4%
78.8	1	0.4%
79.7	1	0.4%

Value	Count	Frequency (%)
100.0	14	5.1%
99.8	1	0.4%
99.4	2	0.7%
99.0	2	0.7%
98.7	1	0.4%
98.6	1	0.4%
98.3	3	1.1%
97.6	1	0.4%
97.5	3	1.1%
96.9	2	0.7%

서비스품질
Real number (ℝ)

HIGH CORRELATION

Distinct	148
Distinct (%)	53.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88.350181

Minimum	66
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	66
5-th percentile	78.84
Q1	85.2
median	88.2
Q3	91.7
95-th percentile	99.42
Maximum	100
Range	34
Interquartile range (IQR)	6.5

Descriptive statistics

Standard deviation	5.8320493
Coefficient of variation (CV)	0.06601061
Kurtosis	0.70835144
Mean	88.350181
Median Absolute Deviation (MAD)	3.2
Skewness	-0.19214053
Sum	24473
Variance	34.012799
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100.0	13	4.7%
85.8	6	2.2%
86.8	5	1.8%
86.3	5	1.8%
87.4	5	1.8%
89.8	5	1.8%
85.6	4	1.4%
87.3	4	1.4%
89.9	4	1.4%
93.8	4	1.4%
Other values (138)	222	80.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
66.0	1	0.4%
67.3	1	0.4%
74.8	1	0.4%
75.9	1	0.4%
76.3	1	0.4%
77.0	1	0.4%
77.8	1	0.4%
77.9	1	0.4%
78.0	1	0.4%
78.1	1	0.4%

Value	Count	Frequency (%)
100.0	13	4.7%
99.5	1	0.4%
99.4	2	0.7%
98.9	1	0.4%
98.8	1	0.4%
98.6	1	0.4%
98.3	1	0.4%
98.1	2	0.7%
98.0	1	0.4%
97.9	1	0.4%

시설 및 이용환경
Real number (ℝ)

HIGH CORRELATION

Distinct	144
Distinct (%)	52.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88.042238

Minimum	68
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	68
5-th percentile	78.68
Q1	84.8
median	87.9
Q3	91.3
95-th percentile	97.62
Maximum	100
Range	32
Interquartile range (IQR)	6.5

Descriptive statistics

Standard deviation	5.5862006
Coefficient of variation (CV)	0.063449098
Kurtosis	0.35083782
Mean	88.042238
Median Absolute Deviation (MAD)	3.2
Skewness	-0.11233425
Sum	24387.7
Variance	31.205637
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100.0	10	3.6%
87.5	7	2.5%
87.9	6	2.2%
93.3	5	1.8%
84.7	5	1.8%
85.7	5	1.8%
85.6	5	1.8%
89.3	4	1.4%
90.0	4	1.4%
90.3	4	1.4%
Other values (134)	222	80.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
68.0	1	0.4%
70.3	1	0.4%
74.4	1	0.4%
77.3	1	0.4%
77.4	1	0.4%
77.5	2	0.7%
77.9	2	0.7%
78.1	1	0.4%
78.5	1	0.4%
78.6	3	1.1%

Value	Count	Frequency (%)
100.0	10	3.6%
99.6	1	0.4%
98.9	1	0.4%
97.9	1	0.4%
97.7	1	0.4%
97.6	1	0.4%
97.5	1	0.4%
97.2	1	0.4%
97.1	1	0.4%
97.0	1	0.4%

신속성
Real number (ℝ)

HIGH CORRELATION

Distinct	154
Distinct (%)	55.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	85.236823

Minimum	55
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	55
5-th percentile	73.72
Q1	81.1
median	85
Q3	89.3
95-th percentile	98.8
Maximum	100
Range	45
Interquartile range (IQR)	8.2

Descriptive statistics

Standard deviation	7.2900877
Coefficient of variation (CV)	0.085527445
Kurtosis	1.0128832
Mean	85.236823
Median Absolute Deviation (MAD)	4.2
Skewness	-0.22868468
Sum	23610.6
Variance	53.145378
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100.0	12	4.3%
85.0	6	2.2%
89.2	6	2.2%
80.0	5	1.8%
82.7	4	1.4%
87.4	4	1.4%
84.5	4	1.4%
85.1	4	1.4%
98.8	4	1.4%
81.4	4	1.4%
Other values (144)	224	80.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
55.0	1	0.4%
62.0	1	0.4%
64.0	1	0.4%
66.0	1	0.4%
69.4	1	0.4%
69.8	1	0.4%
70.1	1	0.4%
71.6	1	0.4%
72.3	1	0.4%
72.4	1	0.4%

Value	Count	Frequency (%)
100.0	12	4.3%
98.9	1	0.4%
98.8	4	1.4%
98.7	1	0.4%
98.2	1	0.4%
97.5	1	0.4%
97.4	1	0.4%
97.1	1	0.4%
97.0	1	0.4%
96.7	1	0.4%

지원성
Real number (ℝ)

HIGH CORRELATION

Distinct	152
Distinct (%)	54.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	86.164621

Minimum	62
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	62
5-th percentile	75.56
Q1	82.6
median	85.9
Q3	90
95-th percentile	98.4
Maximum	100
Range	38
Interquartile range (IQR)	7.4

Descriptive statistics

Standard deviation	6.7417242
Coefficient of variation (CV)	0.078242371
Kurtosis	0.54959876
Mean	86.164621
Median Absolute Deviation (MAD)	3.8
Skewness	-0.14157568
Sum	23867.6
Variance	45.450845
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100.0	14	5.1%
85.1	7	2.5%
82.6	6	2.2%
90.0	5	1.8%
83.3	5	1.8%
83.8	5	1.8%
78.8	5	1.8%
84.0	4	1.4%
87.5	4	1.4%
84.2	4	1.4%
Other values (142)	218	78.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
62.0	1	0.4%
64.9	1	0.4%
65.0	1	0.4%
71.1	1	0.4%
72.3	1	0.4%
72.6	1	0.4%
73.8	1	0.4%
73.9	1	0.4%
74.0	1	0.4%
74.2	1	0.4%

Value	Count	Frequency (%)
100.0	14	5.1%
98.0	1	0.4%
97.5	2	0.7%
97.2	1	0.4%
97.1	2	0.7%
96.8	1	0.4%
96.7	2	0.7%
96.6	1	0.4%
96.4	1	0.4%
96.3	2	0.7%

성실성
Real number (ℝ)

HIGH CORRELATION

Distinct	150
Distinct (%)	54.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	87.719495

Minimum	66
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	66
5-th percentile	77.6
Q1	83.9
median	87.5
Q3	91.2
95-th percentile	100
Maximum	100
Range	34
Interquartile range (IQR)	7.3

Descriptive statistics

Standard deviation	6.3693317
Coefficient of variation (CV)	0.072610219
Kurtosis	0.37026073
Mean	87.719495
Median Absolute Deviation (MAD)	3.7
Skewness	-0.12375421
Sum	24298.3
Variance	40.568387
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100.0	19	6.9%
90.0	6	2.2%
89.0	6	2.2%
84.9	5	1.8%
86.7	5	1.8%
91.1	5	1.8%
86.3	4	1.4%
87.2	4	1.4%
89.3	3	1.1%
91.7	3	1.1%
Other values (140)	217	78.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
66.0	1	0.4%
67.9	1	0.4%
70.3	1	0.4%
70.6	1	0.4%
72.3	1	0.4%
75.4	1	0.4%
75.5	1	0.4%
76.2	1	0.4%
76.3	1	0.4%
76.5	1	0.4%

Value	Count	Frequency (%)
100.0	19	6.9%
98.8	2	0.7%
98.1	1	0.4%
98.0	2	0.7%
97.6	3	1.1%
97.5	1	0.4%
97.2	1	0.4%
97.1	1	0.4%
96.9	1	0.4%
96.3	1	0.4%

청렴성
Real number (ℝ)

HIGH CORRELATION

Distinct	137
Distinct (%)	49.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	90.741155

Minimum	74
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	74
5-th percentile	83.18
Q1	88
median	90.5
Q3	93.5
95-th percentile	100
Maximum	100
Range	26
Interquartile range (IQR)	5.5

Descriptive statistics

Standard deviation	4.8488721
Coefficient of variation (CV)	0.053436306
Kurtosis	0.39353339
Mean	90.741155
Median Absolute Deviation (MAD)	2.8
Skewness	-0.19201019
Sum	25135.3
Variance	23.511561
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100.0	17	6.1%
90.0	8	2.9%
89.5	6	2.2%
90.3	6	2.2%
92.4	5	1.8%
92.3	5	1.8%
90.7	4	1.4%
89.8	4	1.4%
88.9	4	1.4%
91.4	4	1.4%
Other values (127)	214	77.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
74.0	1	0.4%
76.1	1	0.4%
78.1	1	0.4%
78.2	1	0.4%
78.4	1	0.4%
78.6	1	0.4%
80.0	1	0.4%
81.1	1	0.4%
81.5	1	0.4%
81.7	1	0.4%

Value	Count	Frequency (%)
100.0	17	6.1%
99.6	1	0.4%
99.5	1	0.4%
99.4	1	0.4%
99.0	1	0.4%
98.6	1	0.4%
98.5	1	0.4%
98.0	2	0.7%
97.5	1	0.4%
97.1	1	0.4%

전문성
Real number (ℝ)

HIGH CORRELATION

Distinct	138
Distinct (%)	49.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88.036823

Minimum	66.8
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	66.8
5-th percentile	78.58
Q1	84.9
median	87.8
Q3	91.4
95-th percentile	100
Maximum	100
Range	33.2
Interquartile range (IQR)	6.5

Descriptive statistics

Standard deviation	5.8576608
Coefficient of variation (CV)	0.066536485
Kurtosis	0.41501891
Mean	88.036823
Median Absolute Deviation (MAD)	3.3
Skewness	-0.069965728
Sum	24386.2
Variance	34.31219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100.0	16	5.8%
88.8	6	2.2%
86.8	6	2.2%
88.7	6	2.2%
86.2	5	1.8%
87.0	5	1.8%
85.8	4	1.4%
84.4	4	1.4%
93.1	4	1.4%
86.4	4	1.4%
Other values (128)	217	78.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
66.8	1	0.4%
70.0	1	0.4%
74.2	1	0.4%
75.1	1	0.4%
76.3	1	0.4%
77.0	1	0.4%
77.1	2	0.7%
77.3	1	0.4%
77.8	1	0.4%
78.1	1	0.4%

Value	Count	Frequency (%)
100.0	16	5.8%
99.0	1	0.4%
98.8	2	0.7%
98.1	1	0.4%
97.9	1	0.4%
97.8	1	0.4%
97.6	1	0.4%
97.5	1	0.4%
96.7	1	0.4%
96.0	3	1.1%

공정성
Real number (ℝ)

HIGH CORRELATION

Distinct	140
Distinct (%)	50.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88.667509

Minimum	62
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	62
5-th percentile	78.8
Q1	85.3
median	88.6
Q3	91.9
95-th percentile	100
Maximum	100
Range	38
Interquartile range (IQR)	6.6

Descriptive statistics

Standard deviation	5.9222155
Coefficient of variation (CV)	0.066791269
Kurtosis	1.2570808
Mean	88.667509
Median Absolute Deviation (MAD)	3.3
Skewness	-0.347797
Sum	24560.9
Variance	35.072636
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100.0	16	5.8%
91.7	6	2.2%
90.5	5	1.8%
90.0	5	1.8%
85.3	5	1.8%
87.4	4	1.4%
85.1	4	1.4%
90.2	4	1.4%
87.0	4	1.4%
88.1	4	1.4%
Other values (130)	220	79.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
62.0	1	0.4%
67.7	1	0.4%
75.4	1	0.4%
75.5	1	0.4%
76.2	1	0.4%
76.7	1	0.4%
76.8	1	0.4%
77.9	1	0.4%
78.2	1	0.4%
78.5	1	0.4%

Value	Count	Frequency (%)
100.0	16	5.8%
99.5	1	0.4%
98.8	3	1.1%
98.1	1	0.4%
97.9	1	0.4%
97.6	1	0.4%
97.2	1	0.4%
97.1	1	0.4%
97.0	1	0.4%
96.8	1	0.4%

편리성
Real number (ℝ)

HIGH CORRELATION

Distinct	144
Distinct (%)	52.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88.042238

Minimum	68
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	68
5-th percentile	78.68
Q1	84.8
median	87.9
Q3	91.3
95-th percentile	97.62
Maximum	100
Range	32
Interquartile range (IQR)	6.5

Descriptive statistics

Standard deviation	5.5862006
Coefficient of variation (CV)	0.063449098
Kurtosis	0.35083782
Mean	88.042238
Median Absolute Deviation (MAD)	3.2
Skewness	-0.11233425
Sum	24387.7
Variance	31.205637
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100.0	10	3.6%
87.5	7	2.5%
87.9	6	2.2%
93.3	5	1.8%
84.7	5	1.8%
85.7	5	1.8%
85.6	5	1.8%
89.3	4	1.4%
90.0	4	1.4%
90.3	4	1.4%
Other values (134)	222	80.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
68.0	1	0.4%
70.3	1	0.4%
74.4	1	0.4%
77.3	1	0.4%
77.4	1	0.4%
77.5	2	0.7%
77.9	2	0.7%
78.1	1	0.4%
78.5	1	0.4%
78.6	3	1.1%

Value	Count	Frequency (%)
100.0	10	3.6%
99.6	1	0.4%
98.9	1	0.4%
97.9	1	0.4%
97.7	1	0.4%
97.6	1	0.4%
97.5	1	0.4%
97.2	1	0.4%
97.1	1	0.4%
97.0	1	0.4%

Phik (φk)
Auto

Heatmap
Table

	종합만족도	전반적만족도	요소만족도	업무처리 절차 및 과정	담당자응대태도	서비스품질	시설 및 이용환경	신속성	지원성	성실성	청렴성	전문성	공정성	편리성
종합만족도	1.000	0.964	0.984	0.948	0.941	0.902	0.875	0.923	0.861	0.964	0.914	0.886	0.899	0.875
전반적만족도	0.964	1.000	0.967	0.962	0.946	0.911	0.870	0.973	0.887	0.961	0.914	0.903	0.908	0.870
요소만족도	0.984	0.967	1.000	0.960	0.971	0.926	0.864	0.946	0.897	0.975	0.950	0.925	0.897	0.864
업무처리 절차 및 과정	0.948	0.962	0.960	1.000	0.943	0.878	0.805	0.976	0.951	0.953	0.912	0.871	0.895	0.805
담당자응대태도	0.941	0.946	0.971	0.943	1.000	0.926	0.805	0.930	0.890	0.989	0.979	0.924	0.904	0.805
서비스품질	0.902	0.911	0.926	0.878	0.926	1.000	0.921	0.861	0.965	0.923	0.894	0.989	0.973	0.921
시설 및 이용환경	0.875	0.870	0.864	0.805	0.805	0.921	1.000	0.830	0.910	0.817	0.753	0.934	0.910	1.000
신속성	0.923	0.973	0.946	0.976	0.930	0.861	0.830	1.000	0.879	0.943	0.899	0.846	0.886	0.830
지원성	0.861	0.887	0.897	0.951	0.890	0.965	0.910	0.879	1.000	0.911	0.831	0.959	0.952	0.910
성실성	0.964	0.961	0.975	0.953	0.989	0.923	0.817	0.943	0.911	1.000	0.954	0.912	0.907	0.817
청렴성	0.914	0.914	0.950	0.912	0.979	0.894	0.753	0.899	0.831	0.954	1.000	0.881	0.888	0.753
전문성	0.886	0.903	0.925	0.871	0.924	0.989	0.934	0.846	0.959	0.912	0.881	1.000	0.964	0.934
공정성	0.899	0.908	0.897	0.895	0.904	0.973	0.910	0.886	0.952	0.907	0.888	0.964	1.000	0.910
편리성	0.875	0.870	0.864	0.805	0.805	0.921	1.000	0.830	0.910	0.817	0.753	0.934	0.910	1.000

Heatmap
Table

	종합만족도	전반적만족도	요소만족도	업무처리 절차 및 과정	담당자응대태도	서비스품질	시설 및 이용환경	신속성	지원성	성실성	청렴성	전문성	공정성	편리성
종합만족도	1.000	0.978	0.992	0.952	0.964	0.977	0.941	0.932	0.947	0.967	0.927	0.969	0.966	0.941
전반적만족도	0.978	1.000	0.974	0.949	0.922	0.947	0.915	0.935	0.932	0.928	0.884	0.935	0.940	0.915
요소만족도	0.992	0.974	1.000	0.964	0.967	0.976	0.942	0.943	0.959	0.968	0.933	0.971	0.963	0.942
업무처리 절차 및 과정	0.952	0.949	0.964	1.000	0.906	0.916	0.866	0.988	0.980	0.921	0.858	0.911	0.905	0.866
담당자응대태도	0.964	0.922	0.967	0.906	1.000	0.969	0.889	0.878	0.922	0.987	0.980	0.971	0.950	0.889
서비스품질	0.977	0.947	0.976	0.916	0.969	1.000	0.910	0.893	0.926	0.966	0.941	0.989	0.990	0.910
시설 및 이용환경	0.941	0.915	0.942	0.866	0.889	0.910	1.000	0.844	0.862	0.893	0.857	0.905	0.898	1.000
신속성	0.932	0.935	0.943	0.988	0.878	0.893	0.844	1.000	0.941	0.893	0.831	0.890	0.881	0.844
지원성	0.947	0.932	0.959	0.980	0.922	0.926	0.862	0.941	1.000	0.936	0.875	0.921	0.916	0.862
성실성	0.967	0.928	0.968	0.921	0.987	0.966	0.893	0.893	0.936	1.000	0.937	0.966	0.948	0.893
청렴성	0.927	0.884	0.933	0.858	0.980	0.941	0.857	0.831	0.875	0.937	1.000	0.944	0.921	0.857
전문성	0.969	0.935	0.971	0.911	0.971	0.989	0.905	0.890	0.921	0.966	0.944	1.000	0.961	0.905
공정성	0.966	0.940	0.963	0.905	0.950	0.990	0.898	0.881	0.916	0.948	0.921	0.961	1.000	0.898
편리성	0.941	0.915	0.942	0.866	0.889	0.910	1.000	0.844	0.862	0.893	0.857	0.905	0.898	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

	응답자특성	종합만족도	전반적만족도	요소만족도	업무처리 절차 및 과정	담당자응대태도	서비스품질	시설 및 이용환경	신속성	지원성	성실성	청렴성	전문성	공정성	편리성
0	서울특별시경찰청	82.2	79.3	83.4	80.7	85.2	84.1	83.7	80.3	81.2	82.5	87.8	83.7	84.5	83.7
1	부산광역시경찰청	88.3	86.6	89.1	87.3	90.6	89.6	88.7	87.4	87.2	89.0	92.2	89.0	90.3	88.7
2	대구광역시경찰청	84.9	82.7	85.8	84.0	86.8	86.0	86.7	83.5	84.4	85.1	88.4	85.9	86.1	86.7
3	인천광역시경찰청	86.1	83.8	87.0	84.6	88.3	87.4	87.9	84.0	85.3	86.7	90.0	87.4	87.3	87.9
4	광주광역시경찰청	89.6	87.7	90.4	89.6	91.4	90.8	89.7	90.1	89.2	89.8	93.0	90.2	91.3	89.7
5	대전광역시경찰청	87.3	85.7	88.0	85.9	89.6	89.0	87.5	84.9	86.9	88.1	91.2	88.8	89.2	87.5
6	울산광역시경찰청	86.3	84.3	87.2	84.7	89.0	88.1	87.0	84.4	84.9	87.2	90.9	87.9	88.4	87.0
7	세종특별자치시경찰청	82.5	79.6	83.8	80.8	84.9	83.3	86.4	79.2	82.3	83.0	86.9	83.8	82.7	86.4
8	경기도남부경찰청	80.6	77.2	82.0	79.2	84.2	82.8	81.8	78.8	79.5	81.6	86.9	82.5	83.2	81.8
9	경기도북부경찰청	86.0	83.6	87.1	84.8	88.4	87.4	87.9	84.4	85.2	86.7	90.0	87.5	87.4	87.9

	응답자특성	종합만족도	전반적만족도	요소만족도	업무처리 절차 및 과정	담당자응대태도	서비스품질	시설 및 이용환경	신속성	지원성	성실성	청렴성	전문성	공정성	편리성
267	경남고성경찰서	96.5	96.8	96.4	96.3	96.9	96.3	96.2	97.4	95.3	97.6	96.2	95.9	96.8	96.2
268	하동경찰서	94.2	93.3	94.6	93.1	95.5	94.5	95.2	91.4	94.8	92.4	98.6	93.8	95.2	95.2
269	남해경찰서	92.8	91.5	93.4	87.7	95.4	94.6	96.2	84.6	90.8	93.8	96.9	93.8	95.4	96.2
270	함양경찰서	97.4	98.8	99.3	99.4	100.0	100.0	97.5	98.8	100.0	100.0	100.0	100.0	100.0	97.5
271	산청경찰서	89.5	87.3	90.5	86.4	95.0	91.4	89.1	85.5	87.3	93.6	96.4	92.7	90.0	89.1
272	함안경찰서	89.1	88.1	89.5	89.2	90.0	89.8	89.1	89.1	89.4	89.7	90.3	89.4	90.3	89.1
273	의령경찰서	94.4	100.0	100.0	100.0	100.0	100.0	100.0	100.0	100.0	100.0	100.0	100.0	100.0	100.0
274	제주동부경찰서	87.2	85.5	87.9	85.7	89.3	88.7	87.9	85.0	86.4	87.5	91.2	88.7	88.7	87.9
275	제주서부경찰서	87.5	85.9	88.2	86.2	89.7	88.4	88.7	85.3	87.1	88.1	91.4	87.8	88.9	88.7
276	서귀포경찰서	89.9	88.5	90.5	89.4	91.8	90.4	90.5	88.5	90.3	91.1	92.4	90.0	90.8	90.5

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Most occurring scripts

Most frequent character per script

Hangul

Most occurring blocks

Most frequent character per block

Hangul

Interactions

Correlations

Missing values

Sample