Overview

Dataset statistics

Number of variables15
Number of observations22
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory3.0 KiB
Average record size in memory140.0 B

Variable types

Numeric6
Categorical9

Dataset

Description특수교육 담당 전문직 집계현황
Author경기복지재단(경기도장애인복지종합지원센터)
URLhttps://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=TNRDR17F56YEJ6UT7ZQG25281620&infSeq=1

Alerts

인턴파견교사특수및기타겸임인원수(명) has constant value ""Constant
장학관특수교육전담인원수(명) is highly overall correlated with 기관명 and 4 other fieldsHigh correlation
장학관특수및기타겸임인원수(명) is highly overall correlated with 장학관특수교육전담인원수(명) and 1 other fieldsHigh correlation
장학관전체인원수(명) is highly overall correlated with 장학사전체인원수(명) and 5 other fieldsHigh correlation
기관명 is highly overall correlated with 장학사전체인원수(명) and 5 other fieldsHigh correlation
인턴파견교사특수교육전담인원수(명) is highly overall correlated with 장학관전체인원수(명) and 1 other fieldsHigh correlation
인턴파견교사전체인원수(명) is highly overall correlated with 장학관전체인원수(명) and 1 other fieldsHigh correlation
기준년도 is highly overall correlated with 장학사특수교육전담인원수(명) and 1 other fieldsHigh correlation
장학사전체인원수(명) is highly overall correlated with 장학사특수및기타겸임인원수(명) and 4 other fieldsHigh correlation
장학사특수교육전담인원수(명) is highly overall correlated with 기준년도 and 1 other fieldsHigh correlation
장학사특수및기타겸임인원수(명) is highly overall correlated with 장학사전체인원수(명) and 3 other fieldsHigh correlation
장학사특수교육자격소지인원수(명) is highly overall correlated with 기준년도 and 3 other fieldsHigh correlation
장학사특수교육자격미소지인원수(명) is highly overall correlated with 장학사전체인원수(명) and 2 other fieldsHigh correlation
장학관특수교육자격소지인원수(명) is highly overall correlated with 기관명 and 2 other fieldsHigh correlation
장학관특수교육자격미소지인원수(명) is highly overall correlated with 장학관특수교육전담인원수(명) and 1 other fieldsHigh correlation
장학관특수및기타겸임인원수(명) is highly imbalanced (73.3%)Imbalance
장학관특수교육자격미소지인원수(명) is highly imbalanced (55.8%)Imbalance
인턴파견교사전체인원수(명) is highly imbalanced (60.5%)Imbalance
인턴파견교사특수교육전담인원수(명) is highly imbalanced (60.5%)Imbalance
장학사특수및기타겸임인원수(명) has 11 (50.0%) zerosZeros
장학사특수교육자격미소지인원수(명) has 11 (50.0%) zerosZeros

Reproduction

Analysis started2023-12-10 21:05:33.593385
Analysis finished2023-12-10 21:05:37.745829
Duration4.15 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

기준년도
Real number (ℝ)

HIGH CORRELATION 

Distinct11
Distinct (%)50.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2018
Minimum2013
Maximum2023
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size330.0 B
2023-12-11T06:05:37.796562image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum2013
5-th percentile2013.05
Q12015.25
median2018
Q32020.75
95-th percentile2022.95
Maximum2023
Range10
Interquartile range (IQR)5.5

Descriptive statistics

Standard deviation3.2366944
Coefficient of variation (CV)0.001603912
Kurtosis-1.2191053
Mean2018
Median Absolute Deviation (MAD)3
Skewness0
Sum44396
Variance10.47619
MonotonicityDecreasing
2023-12-11T06:05:37.914235image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%)
2023 2
9.1%
2022 2
9.1%
2021 2
9.1%
2020 2
9.1%
2019 2
9.1%
2018 2
9.1%
2017 2
9.1%
2016 2
9.1%
2015 2
9.1%
2014 2
9.1%
ValueCountFrequency (%)
2013 2
9.1%
2014 2
9.1%
2015 2
9.1%
2016 2
9.1%
2017 2
9.1%
2018 2
9.1%
2019 2
9.1%
2020 2
9.1%
2021 2
9.1%
2022 2
9.1%
ValueCountFrequency (%)
2023 2
9.1%
2022 2
9.1%
2021 2
9.1%
2020 2
9.1%
2019 2
9.1%
2018 2
9.1%
2017 2
9.1%
2016 2
9.1%
2015 2
9.1%
2014 2
9.1%

기관명
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)9.1%
Missing0
Missing (%)0.0%
Memory size308.0 B
교육지원청
11 
시도교육청
11 

Length

Max length5
Median length5
Mean length5
Min length5

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row교육지원청
2nd row시도교육청
3rd row교육지원청
4th row시도교육청
5th row교육지원청

Common Values

ValueCountFrequency (%)
교육지원청 11
50.0%
시도교육청 11
50.0%

Length

2023-12-11T06:05:38.053766image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T06:05:38.196858image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
교육지원청 11
50.0%
시도교육청 11
50.0%

장학관전체인원수(명)
Categorical

HIGH CORRELATION 

Distinct4
Distinct (%)18.2%
Missing0
Missing (%)0.0%
Memory size308.0 B
0
11 
3
7 
2
3 
6
 
1

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique1 ?
Unique (%)4.5%

Sample

1st row0
2nd row3
3rd row0
4th row3
5th row0

Common Values

ValueCountFrequency (%)
0 11
50.0%
3 7
31.8%
2 3
 
13.6%
6 1
 
4.5%

Length

2023-12-11T06:05:38.315785image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T06:05:38.409098image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 11
50.0%
3 7
31.8%
2 3
 
13.6%
6 1
 
4.5%

장학관특수교육전담인원수(명)
Categorical

HIGH CORRELATION 

Distinct4
Distinct (%)18.2%
Missing0
Missing (%)0.0%
Memory size308.0 B
0
11 
3
8 
2
2 
1
 
1

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique1 ?
Unique (%)4.5%

Sample

1st row0
2nd row3
3rd row0
4th row3
5th row0

Common Values

ValueCountFrequency (%)
0 11
50.0%
3 8
36.4%
2 2
 
9.1%
1 1
 
4.5%

Length

2023-12-11T06:05:38.552672image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T06:05:38.664492image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 11
50.0%
3 8
36.4%
2 2
 
9.1%
1 1
 
4.5%

장학관특수및기타겸임인원수(명)
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct2
Distinct (%)9.1%
Missing0
Missing (%)0.0%
Memory size308.0 B
0
21 
1
 
1

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique1 ?
Unique (%)4.5%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
0 21
95.5%
1 1
 
4.5%

Length

2023-12-11T06:05:38.853622image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T06:05:38.979639image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 21
95.5%
1 1
 
4.5%

장학관특수교육자격소지인원수(명)
Categorical

HIGH CORRELATION 

Distinct3
Distinct (%)13.6%
Missing0
Missing (%)0.0%
Memory size308.0 B
0
13 
3
7 
2
2 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0
2nd row3
3rd row0
4th row3
5th row0

Common Values

ValueCountFrequency (%)
0 13
59.1%
3 7
31.8%
2 2
 
9.1%

Length

2023-12-11T06:05:39.108167image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T06:05:39.248057image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 13
59.1%
3 7
31.8%
2 2
 
9.1%

장학관특수교육자격미소지인원수(명)
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct3
Distinct (%)13.6%
Missing0
Missing (%)0.0%
Memory size308.0 B
0
19 
2
2 
1
 
1

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique1 ?
Unique (%)4.5%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
0 19
86.4%
2 2
 
9.1%
1 1
 
4.5%

Length

2023-12-11T06:05:39.394721image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T06:05:39.508437image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 19
86.4%
2 2
 
9.1%
1 1
 
4.5%

장학사전체인원수(명)
Real number (ℝ)

HIGH CORRELATION 

Distinct9
Distinct (%)40.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean17.272727
Minimum3
Maximum50
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size330.0 B
2023-12-11T06:05:39.631884image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum3
5-th percentile3
Q16
median16
Q325
95-th percentile45.9
Maximum50
Range47
Interquartile range (IQR)19

Descriptive statistics

Standard deviation13.750089
Coefficient of variation (CV)0.79605776
Kurtosis0.41485446
Mean17.272727
Median Absolute Deviation (MAD)9.5
Skewness0.92829336
Sum380
Variance189.06494
MonotonicityNot monotonic
2023-12-11T06:05:39.767598image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
25 8
36.4%
6 5
22.7%
3 3
 
13.6%
5 1
 
4.5%
7 1
 
4.5%
50 1
 
4.5%
12 1
 
4.5%
47 1
 
4.5%
20 1
 
4.5%
ValueCountFrequency (%)
3 3
 
13.6%
5 1
 
4.5%
6 5
22.7%
7 1
 
4.5%
12 1
 
4.5%
20 1
 
4.5%
25 8
36.4%
47 1
 
4.5%
50 1
 
4.5%
ValueCountFrequency (%)
50 1
 
4.5%
47 1
 
4.5%
25 8
36.4%
20 1
 
4.5%
12 1
 
4.5%
7 1
 
4.5%
6 5
22.7%
5 1
 
4.5%
3 3
 
13.6%

장학사특수교육전담인원수(명)
Real number (ℝ)

HIGH CORRELATION 

Distinct7
Distinct (%)31.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.1363636
Minimum3
Maximum14
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size330.0 B
2023-12-11T06:05:39.875238image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum3
5-th percentile3
Q15
median6
Q36
95-th percentile9.9
Maximum14
Range11
Interquartile range (IQR)1

Descriptive statistics

Standard deviation2.3963356
Coefficient of variation (CV)0.39051395
Kurtosis4.9213701
Mean6.1363636
Median Absolute Deviation (MAD)1
Skewness1.7419171
Sum135
Variance5.7424242
MonotonicityNot monotonic
2023-12-11T06:05:40.015402image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
6 9
40.9%
5 5
22.7%
3 3
 
13.6%
8 2
 
9.1%
10 1
 
4.5%
7 1
 
4.5%
14 1
 
4.5%
ValueCountFrequency (%)
3 3
 
13.6%
5 5
22.7%
6 9
40.9%
7 1
 
4.5%
8 2
 
9.1%
10 1
 
4.5%
14 1
 
4.5%
ValueCountFrequency (%)
14 1
 
4.5%
10 1
 
4.5%
8 2
 
9.1%
7 1
 
4.5%
6 9
40.9%
5 5
22.7%
3 3
 
13.6%

장학사특수및기타겸임인원수(명)
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct7
Distinct (%)31.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9.7272727
Minimum0
Maximum33
Zeros11
Zeros (%)50.0%
Negative0
Negative (%)0.0%
Memory size330.0 B
2023-12-11T06:05:40.133308image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median7
Q319
95-th percentile20
Maximum33
Range33
Interquartile range (IQR)19

Descriptive statistics

Standard deviation10.529694
Coefficient of variation (CV)1.0824919
Kurtosis-1.1198817
Mean9.7272727
Median Absolute Deviation (MAD)7
Skewness0.42199439
Sum214
Variance110.87446
MonotonicityNot monotonic
2023-12-11T06:05:40.257983image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 11
50.0%
20 4
 
18.2%
17 2
 
9.1%
19 2
 
9.1%
15 1
 
4.5%
33 1
 
4.5%
14 1
 
4.5%
ValueCountFrequency (%)
0 11
50.0%
14 1
 
4.5%
15 1
 
4.5%
17 2
 
9.1%
19 2
 
9.1%
20 4
 
18.2%
33 1
 
4.5%
ValueCountFrequency (%)
33 1
 
4.5%
20 4
 
18.2%
19 2
 
9.1%
17 2
 
9.1%
15 1
 
4.5%
14 1
 
4.5%
0 11
50.0%

장학사특수교육자격소지인원수(명)
Real number (ℝ)

HIGH CORRELATION 

Distinct10
Distinct (%)45.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.9090909
Minimum2
Maximum16
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size330.0 B
2023-12-11T06:05:40.385056image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum2
5-th percentile3
Q15.25
median6
Q38.75
95-th percentile11
Maximum16
Range14
Interquartile range (IQR)3.5

Descriptive statistics

Standard deviation3.2646606
Coefficient of variation (CV)0.47251666
Kurtosis1.4898217
Mean6.9090909
Median Absolute Deviation (MAD)1.5
Skewness0.96506488
Sum152
Variance10.658009
MonotonicityNot monotonic
2023-12-11T06:05:40.513182image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
6 7
31.8%
3 3
13.6%
11 2
 
9.1%
10 2
 
9.1%
5 2
 
9.1%
7 2
 
9.1%
9 1
 
4.5%
8 1
 
4.5%
16 1
 
4.5%
2 1
 
4.5%
ValueCountFrequency (%)
2 1
 
4.5%
3 3
13.6%
5 2
 
9.1%
6 7
31.8%
7 2
 
9.1%
8 1
 
4.5%
9 1
 
4.5%
10 2
 
9.1%
11 2
 
9.1%
16 1
 
4.5%
ValueCountFrequency (%)
16 1
 
4.5%
11 2
 
9.1%
10 2
 
9.1%
9 1
 
4.5%
8 1
 
4.5%
7 2
 
9.1%
6 7
31.8%
5 2
 
9.1%
3 3
13.6%
2 1
 
4.5%

장학사특수교육자격미소지인원수(명)
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct9
Distinct (%)40.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean10.181818
Minimum0
Maximum50
Zeros11
Zeros (%)50.0%
Negative0
Negative (%)0.0%
Memory size330.0 B
2023-12-11T06:05:40.633502image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median7
Q315.75
95-th percentile30.4
Maximum50
Range50
Interquartile range (IQR)15.75

Descriptive statistics

Standard deviation12.867961
Coefficient of variation (CV)1.2638176
Kurtosis3.0746642
Mean10.181818
Median Absolute Deviation (MAD)7
Skewness1.5405802
Sum224
Variance165.58442
MonotonicityNot monotonic
2023-12-11T06:05:40.771492image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
0 11
50.0%
15 3
 
13.6%
14 2
 
9.1%
16 1
 
4.5%
17 1
 
4.5%
31 1
 
4.5%
18 1
 
4.5%
19 1
 
4.5%
50 1
 
4.5%
ValueCountFrequency (%)
0 11
50.0%
14 2
 
9.1%
15 3
 
13.6%
16 1
 
4.5%
17 1
 
4.5%
18 1
 
4.5%
19 1
 
4.5%
31 1
 
4.5%
50 1
 
4.5%
ValueCountFrequency (%)
50 1
 
4.5%
31 1
 
4.5%
19 1
 
4.5%
18 1
 
4.5%
17 1
 
4.5%
16 1
 
4.5%
15 3
 
13.6%
14 2
 
9.1%
0 11
50.0%

인턴파견교사전체인원수(명)
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct4
Distinct (%)18.2%
Missing0
Missing (%)0.0%
Memory size308.0 B
0
19 
3
 
1
2
 
1
1
 
1

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique3 ?
Unique (%)13.6%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
0 19
86.4%
3 1
 
4.5%
2 1
 
4.5%
1 1
 
4.5%

Length

2023-12-11T06:05:40.889634image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T06:05:41.008682image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 19
86.4%
3 1
 
4.5%
2 1
 
4.5%
1 1
 
4.5%

인턴파견교사특수교육전담인원수(명)
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct4
Distinct (%)18.2%
Missing0
Missing (%)0.0%
Memory size308.0 B
0
19 
3
 
1
2
 
1
1
 
1

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique3 ?
Unique (%)13.6%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
0 19
86.4%
3 1
 
4.5%
2 1
 
4.5%
1 1
 
4.5%

Length

2023-12-11T06:05:41.118940image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T06:05:41.226877image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 19
86.4%
3 1
 
4.5%
2 1
 
4.5%
1 1
 
4.5%

인턴파견교사특수및기타겸임인원수(명)
Categorical

CONSTANT 

Distinct1
Distinct (%)4.5%
Missing0
Missing (%)0.0%
Memory size308.0 B
0
22 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
0 22
100.0%

Length

2023-12-11T06:05:41.394209image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T06:05:41.514724image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 22
100.0%

Interactions

2023-12-11T06:05:36.885903image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:34.254564image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:34.770255image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:35.268791image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:35.706017image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:36.371806image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:36.958317image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:34.341964image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:34.857489image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:35.340168image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:35.777009image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:36.447111image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:37.035889image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:34.423510image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:34.930811image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:35.411013image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:35.846046image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:36.520210image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:37.115973image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:34.499615image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:35.005431image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:35.483877image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:35.924553image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:36.593686image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:37.202992image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:34.581973image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:35.096647image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:35.557825image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:36.208670image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:36.690902image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:37.298515image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:34.675560image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:35.185449image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:35.636189image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:36.288985image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T06:05:36.787512image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-11T06:05:41.586514image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
기준년도기관명장학관전체인원수(명)장학관특수교육전담인원수(명)장학관특수및기타겸임인원수(명)장학관특수교육자격소지인원수(명)장학관특수교육자격미소지인원수(명)장학사전체인원수(명)장학사특수교육전담인원수(명)장학사특수및기타겸임인원수(명)장학사특수교육자격소지인원수(명)장학사특수교육자격미소지인원수(명)인턴파견교사전체인원수(명)인턴파견교사특수교육전담인원수(명)
기준년도1.0000.0000.0000.0000.2710.0000.3180.0000.1610.0000.0000.0000.3160.316
기관명0.0001.0001.0001.0000.0000.5460.1651.0000.5101.0000.5091.0000.2380.238
장학관전체인원수(명)0.0001.0001.0000.9750.6290.6520.5130.8080.6650.5020.5850.5020.8830.883
장학관특수교육전담인원수(명)0.0001.0000.9751.0001.0000.6810.5480.5200.6530.5020.5790.5020.0000.000
장학관특수및기타겸임인원수(명)0.2710.0000.6291.0001.0000.0000.4150.0000.1860.0000.0000.0000.0000.000
장학관특수교육자격소지인원수(명)0.0000.5460.6520.6810.0001.0000.7820.5360.0000.5120.2940.5120.2050.205
장학관특수교육자격미소지인원수(명)0.3180.1650.5130.5480.4150.7821.0000.0000.4310.0000.0000.0000.0000.000
장학사전체인원수(명)0.0001.0000.8080.5200.0000.5360.0001.0000.2620.9230.3110.8570.5550.555
장학사특수교육전담인원수(명)0.1610.5100.6650.6530.1860.0000.4310.2621.0000.8420.9560.8080.5190.519
장학사특수및기타겸임인원수(명)0.0001.0000.5020.5020.0000.5120.0000.9230.8421.0000.7330.9660.0000.000
장학사특수교육자격소지인원수(명)0.0000.5090.5850.5790.0000.2940.0000.3110.9560.7331.0000.8410.0000.000
장학사특수교육자격미소지인원수(명)0.0001.0000.5020.5020.0000.5120.0000.8570.8080.9660.8411.0000.0000.000
인턴파견교사전체인원수(명)0.3160.2380.8830.0000.0000.2050.0000.5550.5190.0000.0000.0001.0001.000
인턴파견교사특수교육전담인원수(명)0.3160.2380.8830.0000.0000.2050.0000.5550.5190.0000.0000.0001.0001.000
2023-12-11T06:05:41.796981image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
장학관특수교육전담인원수(명)장학관특수및기타겸임인원수(명)장학관특수교육자격미소지인원수(명)장학관전체인원수(명)기관명장학관특수교육자격소지인원수(명)인턴파견교사특수교육전담인원수(명)인턴파견교사전체인원수(명)
장학관특수교육전담인원수(명)1.0000.9490.5340.7820.9490.6910.0000.000
장학관특수및기타겸임인원수(명)0.9491.0000.6320.4080.0000.0000.0000.000
장학관특수교육자격미소지인원수(명)0.5340.6321.0000.4950.2560.4390.0000.000
장학관전체인원수(명)0.7820.4080.4951.0000.9490.6560.5510.551
기관명0.9490.0000.2560.9491.0000.7920.1260.126
장학관특수교육자격소지인원수(명)0.6910.0000.4390.6560.7921.0000.1710.171
인턴파견교사특수교육전담인원수(명)0.0000.0000.0000.5510.1260.1711.0001.000
인턴파견교사전체인원수(명)0.0000.0000.0000.5510.1260.1711.0001.000
2023-12-11T06:05:41.957399image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
기준년도장학사전체인원수(명)장학사특수교육전담인원수(명)장학사특수및기타겸임인원수(명)장학사특수교육자격소지인원수(명)장학사특수교육자격미소지인원수(명)기관명장학관전체인원수(명)장학관특수교육전담인원수(명)장학관특수및기타겸임인원수(명)장학관특수교육자격소지인원수(명)장학관특수교육자격미소지인원수(명)인턴파견교사전체인원수(명)인턴파견교사특수교육전담인원수(명)
기준년도1.0000.1530.573-0.1230.570-0.2170.0000.0000.0000.0000.0000.1880.2290.229
장학사전체인원수(명)0.1531.0000.4510.9050.7230.8640.9220.7450.4260.0000.4420.0000.4600.460
장학사특수교육전담인원수(명)0.5730.4511.0000.1440.7560.1200.4640.4700.4580.1290.0000.2620.3320.332
장학사특수및기타겸임인원수(명)-0.1230.9050.1441.0000.5030.9740.9220.4080.4080.0000.4150.0000.0000.000
장학사특수교육자격소지인원수(명)0.5700.7230.7560.5031.0000.3830.4630.3900.3850.0000.1410.0000.0000.000
장학사특수교육자격미소지인원수(명)-0.2170.8640.1200.9740.3831.0000.9220.4080.4080.0000.4150.0000.0000.000
기관명0.0000.9220.4640.9220.4630.9221.0000.9490.9490.0000.7920.2560.1260.126
장학관전체인원수(명)0.0000.7450.4700.4080.3900.4080.9491.0000.7820.4080.6560.4950.5510.551
장학관특수교육전담인원수(명)0.0000.4260.4580.4080.3850.4080.9490.7821.0000.9490.6910.5340.0000.000
장학관특수및기타겸임인원수(명)0.0000.0000.1290.0000.0000.0000.0000.4080.9491.0000.0000.6320.0000.000
장학관특수교육자격소지인원수(명)0.0000.4420.0000.4150.1410.4150.7920.6560.6910.0001.0000.4390.1710.171
장학관특수교육자격미소지인원수(명)0.1880.0000.2620.0000.0000.0000.2560.4950.5340.6320.4391.0000.0000.000
인턴파견교사전체인원수(명)0.2290.4600.3320.0000.0000.0000.1260.5510.0000.0000.1710.0001.0001.000
인턴파견교사특수교육전담인원수(명)0.2290.4600.3320.0000.0000.0000.1260.5510.0000.0000.1710.0001.0001.000

Missing values

2023-12-11T06:05:37.420004image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-11T06:05:37.666912image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

기준년도기관명장학관전체인원수(명)장학관특수교육전담인원수(명)장학관특수및기타겸임인원수(명)장학관특수교육자격소지인원수(명)장학관특수교육자격미소지인원수(명)장학사전체인원수(명)장학사특수교육전담인원수(명)장학사특수및기타겸임인원수(명)장학사특수교육자격소지인원수(명)장학사특수교육자격미소지인원수(명)인턴파견교사전체인원수(명)인턴파견교사특수교육전담인원수(명)인턴파견교사특수및기타겸임인원수(명)
02023교육지원청00000258171114000
12023시도교육청3303066060000
22022교육지원청00000258171114000
32022시도교육청3303066060000
42021교육지원청000002510151015000
52021시도교육청3303055050000
62020교육지원청00000256191015000
72020시도교육청3303077070330
82019교육지원청0000050520916000
92019시도교육청63030126060220
기준년도기관명장학관전체인원수(명)장학관특수교육전담인원수(명)장학관특수및기타겸임인원수(명)장학관특수교육자격소지인원수(명)장학관특수교육자격미소지인원수(명)장학사전체인원수(명)장학사특수교육전담인원수(명)장학사특수및기타겸임인원수(명)장학사특수교육자격소지인원수(명)장학사특수교육자격미소지인원수(명)인턴파견교사전체인원수(명)인턴파견교사특수교육전담인원수(명)인턴파견교사특수및기타겸임인원수(명)
122017교육지원청000004714331631000
132017시도교육청2202033030000
142016교육지원청0000025520718000
152016시도교육청3303066060000
162015교육지원청0000020614515000
172015시도교육청3302166060000
182014교육지원청0000025520619000
192014시도교육청2110233030000
202013교육지원청0000025520250000
212013시도교육청2200233030000