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 수사분야 치안고객만족도(관서별) 분야(응답자 특성, 종합만족도, 전반적만족도, 요소만족도, 업무처리절차 및 과정, 담당자 응대 태도, 서비스 품질, 시설 및 이용환경, 신속성, 지원성, 성실성, 청렴성, 전문성, 공정성, 편리성)
Author	경찰청
URL	https://www.data.go.kr/data/15064409/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 06:50:22.957999
Analysis finished	2024-03-23 06:51:39.292761
Duration	1 minute and 16.33 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	138
Distinct (%)	49.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.820578

Minimum	54.1
Maximum	82.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	54.1
5-th percentile	59.54
Q1	64.7
median	67.9
Q3	70.6
95-th percentile	76.4
Maximum	82.8
Range	28.7
Interquartile range (IQR)	5.9

Descriptive statistics

Standard deviation	5.0750857
Coefficient of variation (CV)	0.07483106
Kurtosis	0.5006592
Mean	67.820578
Median Absolute Deviation (MAD)	3
Skewness	-0.046173555
Sum	18786.3
Variance	25.756495
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
69.3	6	2.2%
65.4	5	1.8%
67.1	5	1.8%
62.9	5	1.8%
65.6	5	1.8%
69.7	5	1.8%
66.9	4	1.4%
64.3	4	1.4%
71.6	4	1.4%
69.9	4	1.4%
Other values (128)	230	83.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
54.1	1	0.4%
54.3	1	0.4%
54.6	1	0.4%
54.8	1	0.4%
55.1	1	0.4%
56.6	2	0.7%
56.8	2	0.7%
57.6	1	0.4%
58.1	1	0.4%
58.2	1	0.4%

Value	Count	Frequency (%)
82.8	1	0.4%
82.4	1	0.4%
82.1	1	0.4%
79.2	1	0.4%
78.8	1	0.4%
78.5	1	0.4%
78.3	1	0.4%
78.0	1	0.4%
77.8	2	0.7%
77.4	1	0.4%

전반적만족도
Real number (ℝ)

HIGH CORRELATION

Distinct	162
Distinct (%)	58.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.956679

Minimum	36
Maximum	95.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	36
5-th percentile	49.94
Q1	58.7
median	63.1
Q3	66.7
95-th percentile	74.38
Maximum	95.3
Range	59.3
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	7.8498223
Coefficient of variation (CV)	0.12468609
Kurtosis	2.5718855
Mean	62.956679
Median Absolute Deviation (MAD)	3.8
Skewness	0.10064696
Sum	17439
Variance	61.619711
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
62.6	6	2.2%
62.4	6	2.2%
67.0	5	1.8%
63.8	5	1.8%
65.2	4	1.4%
65.5	4	1.4%
66.4	4	1.4%
60.2	4	1.4%
64.3	4	1.4%
56.8	4	1.4%
Other values (152)	231	83.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36.0	2	0.7%
40.6	1	0.4%
42.0	1	0.4%
43.1	1	0.4%
44.0	1	0.4%
44.4	1	0.4%
45.2	1	0.4%
48.8	1	0.4%
49.0	1	0.4%
49.2	1	0.4%

Value	Count	Frequency (%)
95.3	1	0.4%
91.8	1	0.4%
90.5	1	0.4%
82.4	1	0.4%
81.0	1	0.4%
80.0	1	0.4%
79.7	1	0.4%
79.3	1	0.4%
77.4	1	0.4%
76.5	1	0.4%

요소만족도
Real number (ℝ)

HIGH CORRELATION

Distinct	157
Distinct (%)	56.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	69.63935

Minimum	39
Maximum	94.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	39
5-th percentile	58.64
Q1	66.5
median	69.9
Q3	73
95-th percentile	78.78
Maximum	94.9
Range	55.9
Interquartile range (IQR)	6.5

Descriptive statistics

Standard deviation	6.681247
Coefficient of variation (CV)	0.095940686
Kurtosis	3.4887079
Mean	69.63935
Median Absolute Deviation (MAD)	3.2
Skewness	-0.1816596
Sum	19290.1
Variance	44.639062
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70.8	7	2.5%
73.0	7	2.5%
72.5	6	2.2%
70.3	5	1.8%
69.5	5	1.8%
73.9	5	1.8%
67.8	4	1.4%
71.9	4	1.4%
68.2	4	1.4%
70.7	4	1.4%
Other values (147)	226	81.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
39.0	1	0.4%
47.2	1	0.4%
47.9	1	0.4%
49.4	1	0.4%
52.5	1	0.4%
56.2	1	0.4%
56.7	2	0.7%
56.8	1	0.4%
57.0	1	0.4%
57.1	1	0.4%

Value	Count	Frequency (%)
94.9	1	0.4%
92.9	1	0.4%
92.5	1	0.4%
88.9	1	0.4%
88.8	1	0.4%
85.2	1	0.4%
84.1	1	0.4%
82.3	2	0.7%
80.3	1	0.4%
79.6	1	0.4%

업무처리 절차 및 과정
Real number (ℝ)

HIGH CORRELATION

Distinct	163
Distinct (%)	58.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	63.719134

Minimum	34.5
Maximum	92.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	34.5
5-th percentile	52.1
Q1	60.2
median	63.8
Q3	67.3
95-th percentile	73.84
Maximum	92.3
Range	57.8
Interquartile range (IQR)	7.1

Descriptive statistics

Standard deviation	7.1286187
Coefficient of variation (CV)	0.11187564
Kurtosis	2.6998298
Mean	63.719134
Median Absolute Deviation (MAD)	3.6
Skewness	0.084903776
Sum	17650.2
Variance	50.817205
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
63.2	7	2.5%
64.6	6	2.2%
61.8	6	2.2%
61.2	4	1.4%
66.8	4	1.4%
64.3	4	1.4%
63.3	4	1.4%
64.1	4	1.4%
63.5	4	1.4%
64.4	4	1.4%
Other values (153)	230	83.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34.5	1	0.4%
40.0	1	0.4%
44.6	1	0.4%
46.8	1	0.4%
48.5	1	0.4%
48.9	1	0.4%
49.5	1	0.4%
49.6	2	0.7%
49.8	1	0.4%
50.3	1	0.4%

Value	Count	Frequency (%)
92.3	1	0.4%
90.2	1	0.4%
87.0	1	0.4%
84.0	1	0.4%
83.0	1	0.4%
78.9	1	0.4%
78.3	1	0.4%
77.6	1	0.4%
77.4	1	0.4%
76.9	1	0.4%

담당자응대태도
Real number (ℝ)

HIGH CORRELATION

Distinct	156
Distinct (%)	56.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72.308664

Minimum	40
Maximum	98.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	40
5-th percentile	60.98
Q1	69.1
median	72.5
Q3	75.6
95-th percentile	82.42
Maximum	98.7
Range	58.7
Interquartile range (IQR)	6.5

Descriptive statistics

Standard deviation	7.1153129
Coefficient of variation (CV)	0.098401941
Kurtosis	3.767566
Mean	72.308664
Median Absolute Deviation (MAD)	3.3
Skewness	-0.3930268
Sum	20029.5
Variance	50.627678
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
71.4	5	1.8%
80.2	5	1.8%
73.0	5	1.8%
73.3	5	1.8%
69.8	4	1.4%
71.7	4	1.4%
71.6	4	1.4%
75.3	4	1.4%
74.1	4	1.4%
72.5	4	1.4%
Other values (146)	233	84.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
40.0	1	0.4%
45.6	1	0.4%
46.3	1	0.4%
49.5	1	0.4%
53.5	1	0.4%
54.3	1	0.4%
56.1	1	0.4%
57.9	1	0.4%
58.2	1	0.4%
59.1	1	0.4%

Value	Count	Frequency (%)
98.7	1	0.4%
96.7	1	0.4%
94.5	1	0.4%
90.9	1	0.4%
90.8	1	0.4%
89.5	1	0.4%
89.2	1	0.4%
86.3	1	0.4%
84.0	1	0.4%
83.7	1	0.4%

서비스품질
Real number (ℝ)

HIGH CORRELATION

Distinct	159
Distinct (%)	57.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.777256

Minimum	38
Maximum	95.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	38
5-th percentile	55.12
Q1	64.6
median	68.1
Q3	71.1
95-th percentile	78.42
Maximum	95.3
Range	57.3
Interquartile range (IQR)	6.5

Descriptive statistics

Standard deviation	7.3853917
Coefficient of variation (CV)	0.10896563
Kurtosis	3.004502
Mean	67.777256
Median Absolute Deviation (MAD)	3.5
Skewness	-0.29157797
Sum	18774.3
Variance	54.54401
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
66.9	6	2.2%
67.7	6	2.2%
68.4	5	1.8%
70.8	4	1.4%
68.3	4	1.4%
61.4	4	1.4%
71.1	4	1.4%
70.3	4	1.4%
67.3	4	1.4%
72.2	4	1.4%
Other values (149)	232	83.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
38.0	1	0.4%
39.3	1	0.4%
43.5	1	0.4%
46.4	1	0.4%
48.5	1	0.4%
49.3	1	0.4%
50.5	1	0.4%
51.2	1	0.4%
53.0	1	0.4%
53.5	2	0.7%

Value	Count	Frequency (%)
95.3	1	0.4%
91.5	1	0.4%
91.0	1	0.4%
88.8	1	0.4%
88.0	1	0.4%
84.0	1	0.4%
83.9	1	0.4%
81.5	1	0.4%
80.5	1	0.4%
80.4	1	0.4%

시설 및 이용환경
Real number (ℝ)

HIGH CORRELATION

Distinct	152
Distinct (%)	54.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75.792419

Minimum	38
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	38
5-th percentile	66.18
Q1	73.2
median	76.1
Q3	79.1
95-th percentile	84.8
Maximum	100
Range	62
Interquartile range (IQR)	5.9

Descriptive statistics

Standard deviation	6.3132579
Coefficient of variation (CV)	0.083296693
Kurtosis	5.4369784
Mean	75.792419
Median Absolute Deviation (MAD)	2.9
Skewness	-0.52036736
Sum	20994.5
Variance	39.857225
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
76.1	9	3.2%
75.4	6	2.2%
79.6	5	1.8%
75.3	5	1.8%
76.5	5	1.8%
73.5	5	1.8%
77.4	5	1.8%
75.7	4	1.4%
77.0	4	1.4%
76.8	4	1.4%
Other values (142)	225	81.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
38.0	1	0.4%
58.0	1	0.4%
59.7	1	0.4%
60.0	1	0.4%
62.5	2	0.7%
63.0	1	0.4%
63.6	1	0.4%
64.0	2	0.7%
64.5	1	0.4%
65.7	1	0.4%

Value	Count	Frequency (%)
100.0	1	0.4%
98.0	1	0.4%
95.3	1	0.4%
91.8	1	0.4%
89.5	1	0.4%
88.3	1	0.4%
87.9	1	0.4%
87.6	1	0.4%
87.0	2	0.7%
86.5	1	0.4%

신속성
Real number (ℝ)

HIGH CORRELATION

Distinct	166
Distinct (%)	59.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.179422

Minimum	33
Maximum	90.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	33
5-th percentile	50.14
Q1	58.9
median	62.3
Q3	66.2
95-th percentile	72.96
Maximum	90.7
Range	57.7
Interquartile range (IQR)	7.3

Descriptive statistics

Standard deviation	7.4244974
Coefficient of variation (CV)	0.11940441
Kurtosis	2.4297043
Mean	62.179422
Median Absolute Deviation (MAD)	3.6
Skewness	-0.13655001
Sum	17223.7
Variance	55.123162
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
61.2	5	1.8%
66.6	5	1.8%
65.4	5	1.8%
59.8	5	1.8%
65.2	5	1.8%
61.0	4	1.4%
61.6	4	1.4%
59.5	4	1.4%
61.7	4	1.4%
64.8	4	1.4%
Other values (156)	232	83.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33.0	1	0.4%
37.0	1	0.4%
40.0	1	0.4%
42.9	1	0.4%
43.8	1	0.4%
44.3	1	0.4%
45.7	1	0.4%
45.8	1	0.4%
45.9	1	0.4%
47.8	1	0.4%

Value	Count	Frequency (%)
90.7	1	0.4%
89.4	1	0.4%
84.8	1	0.4%
82.0	1	0.4%
78.8	1	0.4%
77.2	1	0.4%
76.6	1	0.4%
75.2	1	0.4%
75.0	1	0.4%
74.7	1	0.4%

지원성
Real number (ℝ)

HIGH CORRELATION

Distinct	166
Distinct (%)	59.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65.254874

Minimum	36
Maximum	94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	36
5-th percentile	54.8
Q1	61.1
median	65.3
Q3	68.6
95-th percentile	76.48
Maximum	94
Range	58
Interquartile range (IQR)	7.5

Descriptive statistics

Standard deviation	7.2211811
Coefficient of variation (CV)	0.11066118
Kurtosis	3.0021237
Mean	65.254874
Median Absolute Deviation (MAD)	3.5
Skewness	0.28247663
Sum	18075.6
Variance	52.145456
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
63.7	5	1.8%
63.5	5	1.8%
66.8	5	1.8%
64.4	4	1.4%
65.6	4	1.4%
63.0	4	1.4%
68.6	4	1.4%
64.7	4	1.4%
54.8	4	1.4%
61.0	4	1.4%
Other values (156)	234	84.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36.0	1	0.4%
40.0	1	0.4%
46.3	1	0.4%
47.7	1	0.4%
49.9	1	0.4%
51.1	1	0.4%
51.5	1	0.4%
51.6	1	0.4%
52.7	1	0.4%
53.0	1	0.4%

Value	Count	Frequency (%)
94.0	1	0.4%
92.0	1	0.4%
91.0	1	0.4%
88.8	1	0.4%
84.0	1	0.4%
83.2	1	0.4%
80.8	1	0.4%
80.0	1	0.4%
79.7	1	0.4%
79.0	1	0.4%

성실성
Real number (ℝ)

HIGH CORRELATION

Distinct	167
Distinct (%)	60.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	68.609025

Minimum	36
Maximum	97.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	36
5-th percentile	56.8
Q1	64.5
median	68.8
Q3	72.4
95-th percentile	79.12
Maximum	97.4
Range	61.4
Interquartile range (IQR)	7.9

Descriptive statistics

Standard deviation	7.7010698
Coefficient of variation (CV)	0.11224573
Kurtosis	3.3396585
Mean	68.609025
Median Absolute Deviation (MAD)	3.8
Skewness	-0.093351062
Sum	19004.7
Variance	59.306476
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70.0	8	2.9%
66.9	5	1.8%
70.6	5	1.8%
68.7	5	1.8%
67.3	4	1.4%
66.3	4	1.4%
68.9	4	1.4%
63.5	4	1.4%
68.4	4	1.4%
73.0	3	1.1%
Other values (157)	231	83.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36.0	1	0.4%
40.0	1	0.4%
44.9	1	0.4%
45.8	1	0.4%
47.0	1	0.4%
50.2	1	0.4%
51.9	1	0.4%
53.3	1	0.4%
53.8	1	0.4%
54.0	1	0.4%

Value	Count	Frequency (%)
97.4	1	0.4%
96.7	1	0.4%
94.0	1	0.4%
90.0	1	0.4%
89.0	1	0.4%
88.0	2	0.7%
85.3	1	0.4%
84.3	1	0.4%
83.6	1	0.4%
81.1	1	0.4%

청렴성
Real number (ℝ)

HIGH CORRELATION

Distinct	160
Distinct (%)	57.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	76.005415

Minimum	40
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	40
5-th percentile	64.52
Q1	73.1
median	76.3
Q3	79.3
95-th percentile	86.32
Maximum	100
Range	60
Interquartile range (IQR)	6.2

Descriptive statistics

Standard deviation	7.0182428
Coefficient of variation (CV)	0.09233872
Kurtosis	4.9344832
Mean	76.005415
Median Absolute Deviation (MAD)	3.2
Skewness	-0.84611488
Sum	21053.5
Variance	49.255731
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
75.0	7	2.5%
77.5	6	2.2%
76.5	6	2.2%
75.8	6	2.2%
76.3	5	1.8%
77.7	4	1.4%
76.1	4	1.4%
77.8	4	1.4%
72.0	4	1.4%
73.1	4	1.4%
Other values (150)	227	81.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
40.0	1	0.4%
45.4	1	0.4%
47.7	1	0.4%
55.3	1	0.4%
57.6	1	0.4%
60.0	2	0.7%
60.4	1	0.4%
60.5	1	0.4%
62.0	1	0.4%
62.8	1	0.4%

Value	Count	Frequency (%)
100.0	1	0.4%
96.7	1	0.4%
95.0	1	0.4%
93.7	1	0.4%
92.6	1	0.4%
91.8	1	0.4%
90.7	1	0.4%
90.4	1	0.4%
90.0	1	0.4%
88.9	1	0.4%

전문성
Real number (ℝ)

HIGH CORRELATION

Distinct	170
Distinct (%)	61.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.491697

Minimum	38
Maximum	94.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	38
5-th percentile	54.86
Q1	64
median	67.7
Q3	71.4
95-th percentile	78.44
Maximum	94.7
Range	56.7
Interquartile range (IQR)	7.4

Descriptive statistics

Standard deviation	7.5912542
Coefficient of variation (CV)	0.11247686
Kurtosis	2.7873798
Mean	67.491697
Median Absolute Deviation (MAD)	3.7
Skewness	-0.30292531
Sum	18695.2
Variance	57.627141
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68.9	5	1.8%
67.2	5	1.8%
69.8	5	1.8%
66.8	4	1.4%
73.9	4	1.4%
67.3	4	1.4%
66.1	4	1.4%
64.4	4	1.4%
67.4	4	1.4%
71.4	4	1.4%
Other values (160)	234	84.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
38.0	1	0.4%
40.0	1	0.4%
42.0	1	0.4%
43.6	1	0.4%
46.2	1	0.4%
49.6	1	0.4%
49.9	1	0.4%
50.3	1	0.4%
51.0	1	0.4%
51.3	1	0.4%

Value	Count	Frequency (%)
94.7	1	0.4%
93.0	1	0.4%
90.2	1	0.4%
89.0	1	0.4%
88.2	1	0.4%
86.3	1	0.4%
83.1	1	0.4%
82.0	1	0.4%
80.5	1	0.4%
80.0	1	0.4%

공정성
Real number (ℝ)

HIGH CORRELATION

Distinct	167
Distinct (%)	60.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	68.068231

Minimum	35
Maximum	96
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	35
5-th percentile	55.98
Q1	65
median	68.3
Q3	71.3
95-th percentile	78.84
Maximum	96
Range	61
Interquartile range (IQR)	6.3

Descriptive statistics

Standard deviation	7.4158957
Coefficient of variation (CV)	0.10894797
Kurtosis	3.7784853
Mean	68.068231
Median Absolute Deviation (MAD)	3.2
Skewness	-0.40509489
Sum	18854.9
Variance	54.995509
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
69.3	6	2.2%
68.3	5	1.8%
71.3	5	1.8%
67.5	5	1.8%
67.4	5	1.8%
68.2	5	1.8%
70.1	4	1.4%
70.2	4	1.4%
69.0	4	1.4%
62.1	4	1.4%
Other values (157)	230	83.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35.0	1	0.4%
36.0	1	0.4%
43.1	1	0.4%
49.0	1	0.4%
49.2	1	0.4%
50.8	1	0.4%
51.0	1	0.4%
52.3	1	0.4%
52.9	1	0.4%
53.2	1	0.4%

Value	Count	Frequency (%)
96.0	1	0.4%
93.9	1	0.4%
90.0	1	0.4%
87.4	1	0.4%
87.0	1	0.4%
84.6	1	0.4%
83.2	1	0.4%
81.7	1	0.4%
81.3	1	0.4%
81.0	2	0.7%

편리성
Real number (ℝ)

HIGH CORRELATION

Distinct	152
Distinct (%)	54.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75.792419

Minimum	38
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	38
5-th percentile	66.18
Q1	73.2
median	76.1
Q3	79.1
95-th percentile	84.8
Maximum	100
Range	62
Interquartile range (IQR)	5.9

Descriptive statistics

Standard deviation	6.3132579
Coefficient of variation (CV)	0.083296693
Kurtosis	5.4369784
Mean	75.792419
Median Absolute Deviation (MAD)	2.9
Skewness	-0.52036736
Sum	20994.5
Variance	39.857225
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
76.1	9	3.2%
75.4	6	2.2%
79.6	5	1.8%
75.3	5	1.8%
76.5	5	1.8%
73.5	5	1.8%
77.4	5	1.8%
75.7	4	1.4%
77.0	4	1.4%
76.8	4	1.4%
Other values (142)	225	81.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
38.0	1	0.4%
58.0	1	0.4%
59.7	1	0.4%
60.0	1	0.4%
62.5	2	0.7%
63.0	1	0.4%
63.6	1	0.4%
64.0	2	0.7%
64.5	1	0.4%
65.7	1	0.4%

Value	Count	Frequency (%)
100.0	1	0.4%
98.0	1	0.4%
95.3	1	0.4%
91.8	1	0.4%
89.5	1	0.4%
88.3	1	0.4%
87.9	1	0.4%
87.6	1	0.4%
87.0	2	0.7%
86.5	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	0.811	0.914	0.906	0.870	0.891	0.695	0.875	0.875	0.890	0.815	0.906	0.907	0.695
전반적만족도	0.811	1.000	0.883	0.883	0.862	0.889	0.758	0.812	0.859	0.881	0.842	0.865	0.861	0.758
요소만족도	0.914	0.883	1.000	0.950	0.981	0.979	0.895	0.906	0.956	0.978	0.951	0.950	0.978	0.895
업무처리 절차 및 과정	0.906	0.883	0.950	1.000	0.934	0.946	0.791	0.971	0.986	0.958	0.908	0.936	0.940	0.791
담당자응대태도	0.870	0.862	0.981	0.934	1.000	0.965	0.831	0.899	0.950	0.976	0.974	0.939	0.973	0.831
서비스품질	0.891	0.889	0.979	0.946	0.965	1.000	0.849	0.896	0.958	0.979	0.949	0.984	0.980	0.849
시설 및 이용환경	0.695	0.758	0.895	0.791	0.831	0.849	1.000	0.702	0.832	0.846	0.832	0.737	0.842	1.000
신속성	0.875	0.812	0.906	0.971	0.899	0.896	0.702	1.000	0.934	0.894	0.875	0.918	0.916	0.702
지원성	0.875	0.859	0.956	0.986	0.950	0.958	0.832	0.934	1.000	0.968	0.921	0.948	0.935	0.832
성실성	0.890	0.881	0.978	0.958	0.976	0.979	0.846	0.894	0.968	1.000	0.942	0.952	0.956	0.846
청렴성	0.815	0.842	0.951	0.908	0.974	0.949	0.832	0.875	0.921	0.942	1.000	0.913	0.972	0.832
전문성	0.906	0.865	0.950	0.936	0.939	0.984	0.737	0.918	0.948	0.952	0.913	1.000	0.937	0.737
공정성	0.907	0.861	0.978	0.940	0.973	0.980	0.842	0.916	0.935	0.956	0.972	0.937	1.000	0.842
편리성	0.695	0.758	0.895	0.791	0.831	0.849	1.000	0.702	0.832	0.846	0.832	0.737	0.842	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	0.929	0.943	0.915	0.891	0.915	0.788	0.876	0.899	0.907	0.802	0.907	0.887	0.788
전반적만족도	0.929	1.000	0.946	0.932	0.885	0.927	0.766	0.895	0.908	0.914	0.791	0.918	0.899	0.766
요소만족도	0.943	0.946	1.000	0.948	0.960	0.971	0.842	0.902	0.931	0.963	0.880	0.959	0.945	0.842
업무처리 절차 및 과정	0.915	0.932	0.948	1.000	0.884	0.925	0.733	0.965	0.967	0.913	0.787	0.915	0.895	0.733
담당자응대태도	0.891	0.885	0.960	0.884	1.000	0.940	0.755	0.833	0.873	0.965	0.952	0.918	0.929	0.755
서비스품질	0.915	0.927	0.971	0.925	0.940	1.000	0.743	0.865	0.921	0.938	0.870	0.982	0.977	0.743
시설 및 이용환경	0.788	0.766	0.842	0.733	0.755	0.743	1.000	0.714	0.714	0.766	0.688	0.743	0.723	1.000
신속성	0.876	0.895	0.902	0.965	0.833	0.865	0.714	1.000	0.875	0.859	0.745	0.849	0.847	0.714
지원성	0.899	0.908	0.931	0.967	0.873	0.921	0.714	0.875	1.000	0.908	0.771	0.921	0.882	0.714
성실성	0.907	0.914	0.963	0.913	0.965	0.938	0.766	0.859	0.908	1.000	0.847	0.935	0.906	0.766
청렴성	0.802	0.791	0.880	0.787	0.952	0.870	0.688	0.745	0.771	0.847	1.000	0.830	0.883	0.688
전문성	0.907	0.918	0.959	0.915	0.918	0.982	0.743	0.849	0.921	0.935	0.830	1.000	0.924	0.743
공정성	0.887	0.899	0.945	0.895	0.929	0.977	0.723	0.847	0.882	0.906	0.883	0.924	1.000	0.723
편리성	0.788	0.766	0.842	0.733	0.755	0.743	1.000	0.714	0.714	0.766	0.688	0.743	0.723	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	64.1	58.4	66.5	59.6	69.8	65.0	72.5	57.8	61.5	65.0	74.6	64.9	65.1	72.5
1	부산광역시경찰청	69.9	65.9	71.6	66.5	73.9	70.7	76.1	65.1	67.8	70.2	77.5	70.2	71.3	76.1
2	대구광역시경찰청	65.7	60.6	67.9	63.0	70.6	65.9	73.2	61.5	64.5	66.1	75.0	64.9	66.9	73.2
3	인천광역시경찰청	67.0	62.8	68.8	62.4	71.5	67.7	74.7	61.3	63.6	67.9	75.1	67.2	68.2	74.7
4	광주광역시경찰청	69.3	64.3	71.5	66.2	74.2	69.9	76.5	65.4	67.0	70.5	77.9	69.7	70.1	76.5
5	대전광역시경찰청	67.1	62.4	69.2	64.1	70.5	67.0	76.2	62.7	65.4	66.7	74.3	66.8	67.2	76.2
6	울산광역시경찰청	71.7	67.2	73.6	68.3	75.8	72.0	79.2	67.8	68.8	72.7	78.9	71.8	72.2	79.2
7	세종특별자치시경찰청	63.2	56.9	66.0	58.9	68.7	62.8	74.9	57.2	60.7	62.9	74.5	61.7	63.9	74.9
8	경기도남부경찰청	65.6	60.2	68.0	62.0	71.1	66.4	73.5	60.6	63.3	66.8	75.4	66.1	66.7	73.5
9	경기도북부경찰청	68.1	62.9	70.3	64.6	73.2	68.4	76.1	63.9	65.3	68.8	77.5	68.1	68.6	76.1

	응답자특성	종합만족도	전반적만족도	요소만족도	업무처리 절차 및 과정	담당자응대태도	서비스품질	시설 및 이용환경	신속성	지원성	성실성	청렴성	전문성	공정성	편리성
267	경남고성경찰서	71.8	72.8	75.8	69.4	80.5	77.9	75.3	64.4	74.5	77.0	83.9	78.8	77.0	75.3
268	하동경찰서	71.6	69.5	78.7	73.8	80.8	79.9	80.7	69.3	78.2	79.7	82.0	80.5	79.3	80.7
269	남해경찰서	78.0	79.3	85.2	78.3	90.8	84.0	88.3	72.7	84.0	88.0	93.7	86.3	81.7	88.3
270	함양경찰서	62.5	52.9	66.6	53.8	73.6	65.1	75.4	51.3	56.3	67.3	79.9	59.4	70.7	75.4
271	산청경찰서	72.5	80.0	82.3	77.6	89.2	80.4	82.4	75.2	80.0	88.0	90.4	77.6	83.2	82.4
272	함안경찰서	68.4	62.8	70.8	63.8	75.4	68.1	76.9	63.7	63.8	74.5	76.2	67.3	69.0	76.9
273	의령경찰서	69.7	57.4	70.6	60.0	81.3	64.3	78.3	60.3	59.7	70.0	92.6	62.3	66.3	78.3
274	제주동부경찰서	70.6	66.5	72.4	67.0	76.5	70.4	76.4	65.5	68.6	72.8	80.2	69.5	71.3	76.4
275	제주서부경찰서	67.2	62.4	69.2	61.8	71.6	67.7	77.2	59.8	63.7	67.3	75.8	67.1	68.2	77.2
276	서귀포경찰서	65.6	60.4	67.8	61.0	71.4	64.7	75.4	58.9	63.1	66.9	75.9	63.9	65.6	75.4

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