gimi9 Pandas Profiling

Dataset statistics

Number of variables	20
Number of observations	409
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	71.6 KiB
Average record size in memory	179.3 B

Variable types

Numeric	15
Categorical	5

Dataset

Description	년월,기관/유형,한국어,영어,일본어,중국어,베트남어,타갈로그어,몽골어,프랑스어,러시아어,우즈벡어,태국어,네팔어,인도네시아어,파키스탄어(우르두어),아랍어,스페인어,기타언어,합계
Author	서울특별시
URL	https://data.seoul.go.kr/dataList/OA-15736/S/1/datasetView.do

Alerts

`파키스탄어(우르두어)` has constant value ""	Constant
`한국어` is highly overall correlated with `영어` and 10 other fields	High correlation
`영어` is highly overall correlated with `한국어` and 12 other fields	High correlation
`일본어` is highly overall correlated with `한국어` and 12 other fields	High correlation
`중국어` is highly overall correlated with `한국어` and 12 other fields	High correlation
`베트남어` is highly overall correlated with `한국어` and 14 other fields	High correlation
`타갈로그어` is highly overall correlated with `한국어` and 12 other fields	High correlation
`몽골어` is highly overall correlated with `한국어` and 12 other fields	High correlation
`러시아어` is highly overall correlated with `한국어` and 12 other fields	High correlation
`우즈벡어` is highly overall correlated with `한국어` and 12 other fields	High correlation
`태국어` is highly overall correlated with `영어` and 11 other fields	High correlation
`인도네시아어` is highly overall correlated with `한국어` and 12 other fields	High correlation
`아랍어` is highly overall correlated with `영어` and 11 other fields	High correlation
`스페인어` is highly overall correlated with `한국어` and 12 other fields	High correlation
`합계` is highly overall correlated with `한국어` and 12 other fields	High correlation
`네팔어` is highly overall correlated with `베트남어` and 1 other fields	High correlation
`기타언어` is highly overall correlated with `베트남어` and 1 other fields	High correlation
`프랑스어` is highly imbalanced (97.5%)	Imbalance
`네팔어` is highly imbalanced (95.5%)	Imbalance
`기타언어` is highly imbalanced (94.5%)	Imbalance
`한국어` has 244 (59.7%) zeros	Zeros
`영어` has 199 (48.7%) zeros	Zeros
`일본어` has 250 (61.1%) zeros	Zeros
`중국어` has 281 (68.7%) zeros	Zeros
`베트남어` has 288 (70.4%) zeros	Zeros
`타갈로그어` has 269 (65.8%) zeros	Zeros
`몽골어` has 289 (70.7%) zeros	Zeros
`러시아어` has 285 (69.7%) zeros	Zeros
`우즈벡어` has 299 (73.1%) zeros	Zeros
`태국어` has 277 (67.7%) zeros	Zeros
`인도네시아어` has 313 (76.5%) zeros	Zeros
`아랍어` has 309 (75.6%) zeros	Zeros
`스페인어` has 222 (54.3%) zeros	Zeros
`합계` has 162 (39.6%) zeros	Zeros

Reproduction

Analysis started	2024-05-17 22:51:40.750646
Analysis finished	2024-05-17 22:53:03.266134
Duration	1 minute and 22.52 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

년월
Real number (ℝ)

Distinct	58
Distinct (%)	14.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	202163.72

Minimum	201907
Maximum	202404
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	201907
5-th percentile	201910
Q1	202012
median	202202
Q3	202304
95-th percentile	202402
Maximum	202404
Range	497
Interquartile range (IQR)	292

Descriptive statistics

Standard deviation	142.88217
Coefficient of variation (CV)	0.00070676464
Kurtosis	-0.99418798
Mean	202163.72
Median Absolute Deviation (MAD)	102
Skewness	-0.13895374
Sum	82684962
Variance	20415.314
Monotonicity	Decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
202404	8	2.0%
202305	8	2.0%
202207	8	2.0%
202208	8	2.0%
202209	8	2.0%
202210	8	2.0%
202211	8	2.0%
202212	8	2.0%
202302	8	2.0%
202303	8	2.0%
Other values (48)	329	80.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
201907	6	1.5%
201908	6	1.5%
201909	6	1.5%
201910	6	1.5%
201911	6	1.5%
201912	6	1.5%
202001	6	1.5%
202002	6	1.5%
202003	6	1.5%
202004	6	1.5%

Value	Count	Frequency (%)
202404	8	2.0%
202403	8	2.0%
202402	8	2.0%
202401	8	2.0%
202312	8	2.0%
202311	8	2.0%
202310	8	2.0%
202309	8	2.0%
202308	8	2.0%
202307	8	2.0%

기관/유형
Categorical

Distinct	9
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Memory size	3.3 KiB

방문	58
이동상담	58
이메일	58
전화	58
화상상담	58
Other values (4)	119

Length

Max length	4
Median length	3
Mean length	2.992665
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SNS
2nd row	게시판
3rd row	문자
4th row	방문
5th row	이동상담

Common Values

Value	Count	Frequency (%)
방문	58	14.2%
이동상담	58	14.2%
이메일	58	14.2%
전화	58	14.2%
화상상담	58	14.2%
SNS	39	9.5%
게시판	39	9.5%
문자	22	5.4%
홈페이지	19	4.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
방문	58	14.2%
이동상담	58	14.2%
이메일	58	14.2%
전화	58	14.2%
화상상담	58	14.2%
sns	39	9.5%
게시판	39	9.5%
문자	22	5.4%
홈페이지	19	4.6%

한국어
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	61
Distinct (%)	14.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.669927

Minimum	0
Maximum	483
Zeros	244
Zeros (%)	59.7%
Negative	0
Negative (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	9
95-th percentile	52.6
Maximum	483
Range	483
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	30.883654
Coefficient of variation (CV)	2.894458
Kurtosis	136.28691
Mean	10.669927
Median Absolute Deviation (MAD)	0
Skewness	9.6969223
Sum	4364
Variance	953.8001
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	244	59.7%
1	18	4.4%
2	9	2.2%
3	7	1.7%
17	7	1.7%
7	6	1.5%
16	6	1.5%
6	6	1.5%
4	6	1.5%
8	5	1.2%
Other values (51)	95	23.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	244	59.7%
1	18	4.4%
2	9	2.2%
3	7	1.7%
4	6	1.5%
5	3	0.7%
6	6	1.5%
7	6	1.5%
8	5	1.2%
9	3	0.7%

Value	Count	Frequency (%)
483	1	0.2%
173	1	0.2%
111	2	0.5%
99	1	0.2%
93	1	0.2%
81	1	0.2%
75	1	0.2%
73	2	0.5%
70	1	0.2%
68	2	0.5%

영어
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	117
Distinct (%)	28.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.870416

Minimum	0
Maximum	612
Zeros	199
Zeros (%)	48.7%
Negative	0
Negative (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	48
95-th percentile	253
Maximum	612
Range	612
Interquartile range (IQR)	48

Descriptive statistics

Standard deviation	90.278655
Coefficient of variation (CV)	1.926133
Kurtosis	8.8468834
Mean	46.870416
Median Absolute Deviation (MAD)	1
Skewness	2.720347
Sum	19170
Variance	8150.2356
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	199	48.7%
1	15	3.7%
2	13	3.2%
3	7	1.7%
4	6	1.5%
86	5	1.2%
32	4	1.0%
60	4	1.0%
22	4	1.0%
35	3	0.7%
Other values (107)	149	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	199	48.7%
1	15	3.7%
2	13	3.2%
3	7	1.7%
4	6	1.5%
5	2	0.5%
6	1	0.2%
7	2	0.5%
9	1	0.2%
10	1	0.2%

Value	Count	Frequency (%)
612	1	0.2%
567	1	0.2%
499	1	0.2%
356	1	0.2%
347	1	0.2%
345	1	0.2%
324	1	0.2%
313	2	0.5%
311	1	0.2%
308	1	0.2%

일본어
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	57
Distinct (%)	13.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.105134

Minimum	0
Maximum	180
Zeros	250
Zeros (%)	61.1%
Negative	0
Negative (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	9
95-th percentile	62.2
Maximum	180
Range	180
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	21.465229
Coefficient of variation (CV)	2.1241904
Kurtosis	12.250914
Mean	10.105134
Median Absolute Deviation (MAD)	0
Skewness	2.9991157
Sum	4133
Variance	460.75608
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	250	61.1%
1	19	4.6%
2	13	3.2%
66	6	1.5%
3	6	1.5%
17	6	1.5%
18	6	1.5%
15	5	1.2%
4	5	1.2%
10	4	1.0%
Other values (47)	89	21.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	250	61.1%
1	19	4.6%
2	13	3.2%
3	6	1.5%
4	5	1.2%
5	2	0.5%
6	2	0.5%
7	4	1.0%
8	2	0.5%
9	4	1.0%

Value	Count	Frequency (%)
180	1	0.2%
104	1	0.2%
101	1	0.2%
82	1	0.2%
79	3	0.7%
75	1	0.2%
72	1	0.2%
68	1	0.2%
66	6	1.5%
65	2	0.5%

중국어
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	96
Distinct (%)	23.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.266504

Minimum	0
Maximum	558
Zeros	281
Zeros (%)	68.7%
Negative	0
Negative (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	16
95-th percentile	190.2
Maximum	558
Range	558
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	71.548385
Coefficient of variation (CV)	2.4447193
Kurtosis	17.723659
Mean	29.266504
Median Absolute Deviation (MAD)	0
Skewness	3.7197047
Sum	11970
Variance	5119.1714
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	281	68.7%
1	11	2.7%
25	3	0.7%
26	3	0.7%
191	3	0.7%
2	3	0.7%
29	3	0.7%
3	3	0.7%
64	2	0.5%
35	2	0.5%
Other values (86)	95	23.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	281	68.7%
1	11	2.7%
2	3	0.7%
3	3	0.7%
4	1	0.2%
5	1	0.2%
6	2	0.5%
9	1	0.2%
10	1	0.2%
11	1	0.2%

Value	Count	Frequency (%)
558	1	0.2%
489	1	0.2%
460	1	0.2%
454	1	0.2%
274	1	0.2%
254	1	0.2%
253	1	0.2%
240	1	0.2%
233	1	0.2%
231	1	0.2%

베트남어
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	69
Distinct (%)	16.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.462103

Minimum	0
Maximum	358
Zeros	288
Zeros (%)	70.4%
Negative	0
Negative (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	213
Maximum	358
Range	358
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	72.112923
Coefficient of variation (CV)	2.6259068
Kurtosis	6.118548
Mean	27.462103
Median Absolute Deviation (MAD)	0
Skewness	2.7097885
Sum	11232
Variance	5200.2737
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	288	70.4%
2	9	2.2%
1	7	1.7%
25	5	1.2%
17	5	1.2%
3	5	1.2%
6	4	1.0%
18	4	1.0%
28	4	1.0%
19	3	0.7%
Other values (59)	75	18.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	288	70.4%
1	7	1.7%
2	9	2.2%
3	5	1.2%
4	2	0.5%
5	3	0.7%
6	4	1.0%
7	3	0.7%
9	2	0.5%
11	2	0.5%

Value	Count	Frequency (%)
358	1	0.2%
339	1	0.2%
327	1	0.2%
306	1	0.2%
305	1	0.2%
303	1	0.2%
270	1	0.2%
269	1	0.2%
264	1	0.2%
261	1	0.2%

타갈로그어
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	99
Distinct (%)	24.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.836186

Minimum	0
Maximum	353
Zeros	269
Zeros (%)	65.8%
Negative	0
Negative (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	29
95-th percentile	218
Maximum	353
Range	353
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	74.118083
Coefficient of variation (CV)	2.068247
Kurtosis	4.2594825
Mean	35.836186
Median Absolute Deviation (MAD)	0
Skewness	2.2545239
Sum	14657
Variance	5493.4903
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	269	65.8%
1	10	2.4%
2	6	1.5%
233	3	0.7%
23	3	0.7%
136	3	0.7%
44	3	0.7%
34	3	0.7%
101	2	0.5%
83	2	0.5%
Other values (89)	105	25.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	269	65.8%
1	10	2.4%
2	6	1.5%
3	1	0.2%
5	2	0.5%
6	2	0.5%
11	1	0.2%
12	1	0.2%
14	1	0.2%
15	1	0.2%

Value	Count	Frequency (%)
353	1	0.2%
328	1	0.2%
313	1	0.2%
308	1	0.2%
306	1	0.2%
305	1	0.2%
286	1	0.2%
285	1	0.2%
281	1	0.2%
271	1	0.2%

몽골어
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	74
Distinct (%)	18.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.520782

Minimum	0
Maximum	464
Zeros	289
Zeros (%)	70.7%
Negative	0
Negative (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	143.4
Maximum	464
Range	464
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	61.991264
Coefficient of variation (CV)	2.5281112
Kurtosis	20.16672
Mean	24.520782
Median Absolute Deviation (MAD)	0
Skewness	3.9548574
Sum	10029
Variance	3842.9168
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	289	70.7%
1	20	4.9%
2	4	1.0%
75	3	0.7%
98	3	0.7%
72	3	0.7%
67	2	0.5%
117	2	0.5%
145	2	0.5%
238	2	0.5%
Other values (64)	79	19.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	289	70.7%
1	20	4.9%
2	4	1.0%
3	2	0.5%
4	1	0.2%
5	1	0.2%
7	2	0.5%
14	1	0.2%
19	1	0.2%
26	2	0.5%

Value	Count	Frequency (%)
464	1	0.2%
456	1	0.2%
429	1	0.2%
413	1	0.2%
254	1	0.2%
238	2	0.5%
234	1	0.2%
208	1	0.2%
199	1	0.2%
180	1	0.2%

프랑스어
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	3.3 KiB

0	408
1	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	1 ?
Unique (%)	0.2%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	408	99.8%
1	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	408	99.8%
1	1	0.2%

러시아어
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	80
Distinct (%)	19.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.254279

Minimum	0
Maximum	645
Zeros	285
Zeros (%)	69.7%
Negative	0
Negative (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	7
95-th percentile	366.8
Maximum	645
Range	645
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	126.31376
Coefficient of variation (CV)	2.7308557
Kurtosis	7.8744736
Mean	46.254279
Median Absolute Deviation (MAD)	0
Skewness	2.9452945
Sum	18918
Variance	15955.166
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	285	69.7%
1	13	3.2%
13	7	1.7%
8	5	1.2%
7	5	1.2%
10	4	1.0%
12	4	1.0%
22	3	0.7%
14	3	0.7%
16	3	0.7%
Other values (70)	77	18.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	285	69.7%
1	13	3.2%
3	2	0.5%
4	1	0.2%
5	1	0.2%
6	2	0.5%
7	5	1.2%
8	5	1.2%
9	3	0.7%
10	4	1.0%

Value	Count	Frequency (%)
645	1	0.2%
616	1	0.2%
597	1	0.2%
586	1	0.2%
576	1	0.2%
569	1	0.2%
560	1	0.2%
555	1	0.2%
541	1	0.2%
494	1	0.2%

우즈벡어
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	63
Distinct (%)	15.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.349633

Minimum	0
Maximum	457
Zeros	299
Zeros (%)	73.1%
Negative	0
Negative (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	233
Maximum	457
Range	457
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	80.165683
Coefficient of variation (CV)	2.8277503
Kurtosis	7.9817829
Mean	28.349633
Median Absolute Deviation (MAD)	0
Skewness	2.9579086
Sum	11595
Variance	6426.5368
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	299	73.1%
1	12	2.9%
5	12	2.9%
9	4	1.0%
7	4	1.0%
6	4	1.0%
14	3	0.7%
3	3	0.7%
4	3	0.7%
11	3	0.7%
Other values (53)	62	15.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	299	73.1%
1	12	2.9%
2	1	0.2%
3	3	0.7%
4	3	0.7%
5	12	2.9%
6	4	1.0%
7	4	1.0%
8	3	0.7%
9	4	1.0%

Value	Count	Frequency (%)
457	1	0.2%
404	1	0.2%
379	1	0.2%
369	2	0.5%
332	1	0.2%
325	1	0.2%
310	1	0.2%
301	1	0.2%
295	1	0.2%
289	1	0.2%

태국어
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	78
Distinct (%)	19.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.449878

Minimum	0
Maximum	566
Zeros	277
Zeros (%)	67.7%
Negative	0
Negative (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4
95-th percentile	170.8
Maximum	566
Range	566
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	63.8754
Coefficient of variation (CV)	2.509851
Kurtosis	16.347328
Mean	25.449878
Median Absolute Deviation (MAD)	0
Skewness	3.4692447
Sum	10409
Variance	4080.0667
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	277	67.7%
1	14	3.4%
2	8	2.0%
3	7	1.7%
5	5	1.2%
8	4	1.0%
12	3	0.7%
161	3	0.7%
115	3	0.7%
9	2	0.5%
Other values (68)	83	20.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	277	67.7%
1	14	3.4%
2	8	2.0%
3	7	1.7%
4	2	0.5%
5	5	1.2%
6	2	0.5%
7	2	0.5%
8	4	1.0%
9	2	0.5%

Value	Count	Frequency (%)
566	1	0.2%
337	1	0.2%
277	1	0.2%
275	1	0.2%
267	1	0.2%
258	1	0.2%
241	1	0.2%
233	1	0.2%
226	1	0.2%
216	1	0.2%

네팔어
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	3.3 KiB

0	407
1	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	407	99.5%
1	2	0.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	407	99.5%
1	2	0.5%

인도네시아어
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	30
Distinct (%)	7.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.4938875

Minimum	0
Maximum	52
Zeros	313
Zeros (%)	76.5%
Negative	0
Negative (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	19.6
Maximum	52
Range	52
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.0690285
Coefficient of variation (CV)	2.8345418
Kurtosis	13.645121
Mean	2.4938875
Median Absolute Deviation (MAD)	0
Skewness	3.5639616
Sum	1020
Variance	49.971164
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	313	76.5%
1	20	4.9%
3	12	2.9%
2	9	2.2%
5	6	1.5%
24	4	1.0%
16	4	1.0%
6	4	1.0%
7	3	0.7%
20	3	0.7%
Other values (20)	31	7.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	313	76.5%
1	20	4.9%
2	9	2.2%
3	12	2.9%
4	3	0.7%
5	6	1.5%
6	4	1.0%
7	3	0.7%
8	1	0.2%
9	1	0.2%

Value	Count	Frequency (%)
52	1	0.2%
38	2	0.5%
35	1	0.2%
34	1	0.2%
31	2	0.5%
30	1	0.2%
28	1	0.2%
27	2	0.5%
26	1	0.2%
25	1	0.2%

파키스탄어(우르두어)
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	3.3 KiB

0	409

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	409	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	409	100.0%

아랍어
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	7.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6919315

Minimum	0
Maximum	74
Zeros	309
Zeros (%)	75.6%
Negative	0
Negative (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	17.6
Maximum	74
Range	74
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.3185876
Coefficient of variation (CV)	2.7187124
Kurtosis	27.01704
Mean	2.6919315
Median Absolute Deviation (MAD)	0
Skewness	4.3437671
Sum	1101
Variance	53.561724
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	309	75.6%
1	18	4.4%
4	7	1.7%
9	6	1.5%
2	6	1.5%
10	5	1.2%
16	5	1.2%
8	5	1.2%
3	5	1.2%
5	4	1.0%
Other values (21)	39	9.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	309	75.6%
1	18	4.4%
2	6	1.5%
3	5	1.2%
4	7	1.7%
5	4	1.0%
6	3	0.7%
7	4	1.0%
8	5	1.2%
9	6	1.5%

Value	Count	Frequency (%)
74	1	0.2%
37	1	0.2%
35	1	0.2%
34	2	0.5%
32	1	0.2%
31	1	0.2%
29	2	0.5%
27	1	0.2%
26	1	0.2%
24	1	0.2%

스페인어
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22
Distinct (%)	5.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6797066

Minimum	0
Maximum	23
Zeros	222
Zeros (%)	54.3%
Negative	0
Negative (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4
95-th percentile	13
Maximum	23
Range	23
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	4.4899238
Coefficient of variation (CV)	1.6755281
Kurtosis	4.1628513
Mean	2.6797066
Median Absolute Deviation (MAD)	0
Skewness	2.1010435
Sum	1096
Variance	20.159416
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	222	54.3%
1	38	9.3%
3	29	7.1%
4	19	4.6%
2	15	3.7%
8	12	2.9%
6	12	2.9%
5	11	2.7%
7	11	2.7%
11	7	1.7%
Other values (12)	33	8.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	222	54.3%
1	38	9.3%
2	15	3.7%
3	29	7.1%
4	19	4.6%
5	11	2.7%
6	12	2.9%
7	11	2.7%
8	12	2.9%
9	2	0.5%

Value	Count	Frequency (%)
23	1	0.2%
21	1	0.2%
20	2	0.5%
19	2	0.5%
17	6	1.5%
16	2	0.5%
15	3	0.7%
14	2	0.5%
13	3	0.7%
12	6	1.5%

기타언어
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	3.3 KiB

0	405
1	3
2	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	1 ?
Unique (%)	0.2%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	405	99.0%
1	3	0.7%
2	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	405	99.0%
1	3	0.7%
2	1	0.2%

합계
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	184
Distinct (%)	45.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	292.6577

Minimum	0
Maximum	3957
Zeros	162
Zeros (%)	39.6%
Negative	0
Negative (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	13
Q3	222
95-th percentile	1925
Maximum	3957
Range	3957
Interquartile range (IQR)	222

Descriptive statistics

Standard deviation	634.18671
Coefficient of variation (CV)	2.1669914
Kurtosis	7.0888217
Mean	292.6577
Median Absolute Deviation (MAD)	13
Skewness	2.7140653
Sum	119697
Variance	402192.79
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	162	39.6%
1	9	2.2%
3	8	2.0%
2	6	1.5%
4	6	1.5%
94	4	1.0%
8	3	0.7%
32	3	0.7%
81	3	0.7%
33	3	0.7%
Other values (174)	202	49.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	162	39.6%
1	9	2.2%
2	6	1.5%
3	8	2.0%
4	6	1.5%
5	3	0.7%
6	1	0.2%
7	3	0.7%
8	3	0.7%
10	1	0.2%

Value	Count	Frequency (%)
3957	1	0.2%
3382	1	0.2%
2731	1	0.2%
2694	1	0.2%
2537	1	0.2%
2402	1	0.2%
2317	1	0.2%
2287	2	0.5%
2259	1	0.2%
2253	1	0.2%

Heatmap
Table

	년월	기관/유형	한국어	영어	일본어	중국어	베트남어	타갈로그어	몽골어	프랑스어	러시아어	우즈벡어	태국어	네팔어	인도네시아어	아랍어	스페인어	기타언어	합계
년월	1.000	0.217	0.303	0.190	0.149	0.250	0.134	0.267	0.264	0.073	0.396	0.279	0.211	0.032	0.271	0.310	0.245	0.175	0.291
기관/유형	0.217	1.000	0.402	0.575	0.613	0.597	0.687	0.675	0.560	0.000	0.556	0.531	0.546	0.102	0.617	0.558	0.509	0.000	0.724
한국어	0.303	0.402	1.000	0.674	0.823	0.743	0.614	0.794	0.497	0.000	0.778	0.836	0.546	0.000	0.652	0.461	0.641	0.197	0.784
영어	0.190	0.575	0.674	1.000	0.774	0.776	0.688	0.721	0.809	0.000	0.707	0.782	0.696	0.000	0.719	0.610	0.595	0.537	0.840
일본어	0.149	0.613	0.823	0.774	1.000	0.943	0.705	0.779	0.685	0.000	0.787	0.783	0.816	0.000	0.714	0.573	0.604	0.000	0.855
중국어	0.250	0.597	0.743	0.776	0.943	1.000	0.736	0.767	0.666	0.000	0.754	0.795	0.864	0.000	0.743	0.553	0.642	0.191	0.861
베트남어	0.134	0.687	0.614	0.688	0.705	0.736	1.000	0.714	0.683	0.000	0.739	0.791	0.653	0.689	0.867	0.707	0.586	0.937	0.874
타갈로그어	0.267	0.675	0.794	0.721	0.779	0.767	0.714	1.000	0.702	0.000	0.860	0.827	0.639	0.260	0.732	0.717	0.747	0.310	0.772
몽골어	0.264	0.560	0.497	0.809	0.685	0.666	0.683	0.702	1.000	0.000	0.657	0.773	0.668	0.464	0.699	0.491	0.524	0.201	0.780
프랑스어	0.073	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
러시아어	0.396	0.556	0.778	0.707	0.787	0.754	0.739	0.860	0.657	0.000	1.000	0.899	0.679	0.000	0.777	0.671	0.746	0.031	0.849
우즈벡어	0.279	0.531	0.836	0.782	0.783	0.795	0.791	0.827	0.773	0.000	0.899	1.000	0.818	0.000	0.818	0.631	0.780	0.000	0.851
태국어	0.211	0.546	0.546	0.696	0.816	0.864	0.653	0.639	0.668	0.000	0.679	0.818	1.000	0.000	0.813	0.577	0.587	0.000	0.815
네팔어	0.032	0.102	0.000	0.000	0.000	0.000	0.689	0.260	0.464	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.342	0.455	0.270
인도네시아어	0.271	0.617	0.652	0.719	0.714	0.743	0.867	0.732	0.699	0.000	0.777	0.818	0.813	0.000	1.000	0.708	0.648	0.187	0.922
아랍어	0.310	0.558	0.461	0.610	0.573	0.553	0.707	0.717	0.491	0.000	0.671	0.631	0.577	0.000	0.708	1.000	0.547	0.278	0.675
스페인어	0.245	0.509	0.641	0.595	0.604	0.642	0.586	0.747	0.524	0.000	0.746	0.780	0.587	0.342	0.648	0.547	1.000	0.474	0.642
기타언어	0.175	0.000	0.197	0.537	0.000	0.191	0.937	0.310	0.201	0.000	0.031	0.000	0.000	0.455	0.187	0.278	0.474	1.000	0.422
합계	0.291	0.724	0.784	0.840	0.855	0.861	0.874	0.772	0.780	0.000	0.849	0.851	0.815	0.270	0.922	0.675	0.642	0.422	1.000

Heatmap
Table

	프랑스어	기타언어	네팔어	기관/유형
프랑스어	1.000	0.000	0.000	0.000
기타언어	0.000	1.000	0.704	0.000
네팔어	0.000	0.704	1.000	0.101
기관/유형	0.000	0.000	0.101	1.000

Heatmap
Table

	년월	한국어	영어	일본어	중국어	베트남어	타갈로그어	몽골어	러시아어	우즈벡어	태국어	인도네시아어	아랍어	스페인어	합계	기관/유형	프랑스어	네팔어	기타언어
년월	1.000	-0.155	-0.228	-0.160	-0.127	-0.251	-0.111	-0.314	-0.123	-0.300	-0.362	-0.379	-0.414	-0.236	-0.257	0.103	0.058	0.031	0.101
한국어	-0.155	1.000	0.889	0.853	0.875	0.655	0.825	0.701	0.844	0.704	0.490	0.553	0.469	0.637	0.854	0.245	0.000	0.000	0.150
영어	-0.228	0.889	1.000	0.839	0.815	0.671	0.760	0.727	0.794	0.714	0.570	0.615	0.518	0.696	0.911	0.327	0.000	0.000	0.400
일본어	-0.160	0.853	0.839	1.000	0.898	0.807	0.869	0.747	0.888	0.802	0.611	0.586	0.543	0.673	0.854	0.360	0.000	0.000	0.000
중국어	-0.127	0.875	0.815	0.898	1.000	0.783	0.898	0.754	0.942	0.802	0.571	0.555	0.541	0.628	0.820	0.368	0.000	0.000	0.129
베트남어	-0.251	0.655	0.671	0.807	0.783	1.000	0.789	0.810	0.801	0.897	0.795	0.649	0.654	0.633	0.763	0.282	0.000	0.693	0.701
타갈로그어	-0.111	0.825	0.760	0.869	0.898	0.789	1.000	0.713	0.910	0.782	0.579	0.530	0.542	0.621	0.831	0.387	0.000	0.197	0.194
몽골어	-0.314	0.701	0.727	0.747	0.754	0.810	0.713	1.000	0.771	0.830	0.690	0.645	0.600	0.611	0.735	0.315	0.000	0.346	0.128
러시아어	-0.123	0.844	0.794	0.888	0.942	0.801	0.910	0.771	1.000	0.816	0.573	0.544	0.565	0.607	0.803	0.291	0.000	0.000	0.016
우즈벡어	-0.300	0.704	0.714	0.802	0.802	0.897	0.782	0.830	0.816	1.000	0.723	0.689	0.669	0.618	0.753	0.274	0.000	0.000	0.000
태국어	-0.362	0.490	0.570	0.611	0.571	0.795	0.579	0.690	0.573	0.723	1.000	0.663	0.715	0.689	0.723	0.326	0.000	0.000	0.000
인도네시아어	-0.379	0.553	0.615	0.586	0.555	0.649	0.530	0.645	0.544	0.689	0.663	1.000	0.551	0.587	0.619	0.239	0.000	0.000	0.052
아랍어	-0.414	0.469	0.518	0.543	0.541	0.654	0.542	0.600	0.565	0.669	0.715	0.551	1.000	0.549	0.627	0.315	0.000	0.000	0.119
스페인어	-0.236	0.637	0.696	0.673	0.628	0.633	0.621	0.611	0.607	0.618	0.689	0.587	0.549	1.000	0.795	0.260	0.000	0.260	0.321
합계	-0.257	0.854	0.911	0.854	0.820	0.763	0.831	0.735	0.803	0.753	0.723	0.619	0.627	0.795	1.000	0.309	0.000	0.267	0.204
기관/유형	0.103	0.245	0.327	0.360	0.368	0.282	0.387	0.315	0.291	0.274	0.326	0.239	0.315	0.260	0.309	1.000	0.000	0.101	0.000
프랑스어	0.058	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000
네팔어	0.031	0.000	0.000	0.000	0.000	0.693	0.197	0.346	0.000	0.000	0.000	0.000	0.000	0.260	0.267	0.101	0.000	1.000	0.704
기타언어	0.101	0.150	0.400	0.000	0.129	0.701	0.194	0.128	0.016	0.000	0.000	0.052	0.119	0.321	0.204	0.000	0.000	0.704	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

	년월	기관/유형	한국어	영어	일본어	중국어	베트남어	타갈로그어	러시아어	합계
0	202404	SNS	0	0	0	0	0	0	0	0
1	202404	게시판	0	0	0	0	0	0	0	0
2	202404	문자	0	0	0	0	0	0	0	0
3	202404	방문	8	30	8	48	1	42	13	150
4	202404	이동상담	0	0	0	0	0	0	0	0
5	202404	이메일	0	0	0	0	0	0	0	0
6	202404	전화	32	107	14	128	11	152	70	514
7	202404	화상상담	0	0	0	0	0	0	0	0
8	202403	SNS	0	0	0	0	0	0	0	0
9	202403	게시판	0	0	0	0	0	0	0	0

	년월	기관/유형	한국어	영어	일본어	중국어	베트남어	타갈로그어	몽골어	러시아어	우즈벡어	태국어	인도네시아어	아랍어	스페인어	합계
399	201908	이메일	1	27	2	0	0	0	0	0	1	0	3	29	0	63
400	201908	전화	93	289	53	155	242	147	97	326	166	214	20	31	7	1840
401	201908	홈페이지	0	1	0	0	0	0	0	0	0	0	0	0	0	1
402	201908	화상상담	0	0	0	0	0	0	0	0	0	0	0	0	0	0
403	201907	방문	16	118	43	64	28	100	27	57	27	3	7	12	2	504
404	201907	이동상담	0	0	0	0	0	0	0	0	0	0	0	0	0	0
405	201907	이메일	2	75	1	0	0	0	0	0	0	0	0	10	3	91
406	201907	전화	61	347	66	133	234	258	112	560	223	164	24	29	10	2221
407	201907	홈페이지	0	2	0	0	0	0	0	0	0	0	0	0	0	2
408	201907	화상상담	0	0	0	0	0	0	0	0	0	0	0	0	0	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample