gimi9 Pandas Profiling

Dataset statistics

Number of variables	20
Number of observations	58
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	10.3 KiB
Average record size in memory	182.3 B

Variable types

Numeric	16
Categorical	4

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-15738/S/1/datasetView.do

Alerts

`파키스탄어(우르두어)` has constant value ""	Constant
`년월` is highly overall correlated with `기관/유형` and 12 other fields	High correlation
`기관/유형` is highly overall correlated with `년월` and 12 other fields	High correlation
`한국어` is highly overall correlated with `년월` and 11 other fields	High correlation
`영어` is highly overall correlated with `년월` and 13 other fields	High correlation
`일본어` is highly overall correlated with `년월` and 13 other fields	High correlation
`중국어` is highly overall correlated with `년월` and 11 other fields	High correlation
`베트남어` is highly overall correlated with `년월` and 12 other fields	High correlation
`타갈로그어` is highly overall correlated with `년월` and 10 other fields	High correlation
`몽골어` is highly overall correlated with `년월` and 13 other fields	High correlation
`러시아어` is highly overall correlated with `년월` and 12 other fields	High correlation
`우즈벡어` is highly overall correlated with `영어` and 5 other fields	High correlation
`태국어` is highly overall correlated with `년월` and 13 other fields	High correlation
`인도네시아어` is highly overall correlated with `년월` and 12 other fields	High correlation
`아랍어` is highly overall correlated with `년월` and 11 other fields	High correlation
`합계` is highly overall correlated with `년월` and 13 other fields	High correlation
`프랑스어` is highly overall correlated with `베트남어`	High correlation
`네팔어` is highly overall correlated with `몽골어` and 1 other fields	High correlation
`기타언어` is highly overall correlated with `네팔어`	High correlation
`프랑스어` is highly imbalanced (87.4%)	Imbalance
`네팔어` is highly imbalanced (78.4%)	Imbalance
`기타언어` is highly imbalanced (73.6%)	Imbalance
`년월` has unique values	Unique
`기관/유형` has unique values	Unique
`합계` has unique values	Unique
`베트남어` has 10 (17.2%) zeros	Zeros
`몽골어` has 13 (22.4%) zeros	Zeros
`러시아어` has 1 (1.7%) zeros	Zeros
`우즈벡어` has 11 (19.0%) zeros	Zeros
`태국어` has 13 (22.4%) zeros	Zeros
`인도네시아어` has 18 (31.0%) zeros	Zeros
`아랍어` has 19 (32.8%) zeros	Zeros
`스페인어` has 6 (10.3%) zeros	Zeros

Reproduction

Analysis started	2024-05-18 05:52:58.754230
Analysis finished	2024-05-18 05:54:24.284242
Duration	1 minute and 25.53 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

년월
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	58
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	202147.91

Minimum	201907
Maximum	202404
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	654.0 B

Quantile statistics

Minimum	201907
5-th percentile	201909.85
Q1	202009.25
median	202111.5
Q3	202301.75
95-th percentile	202401.15
Maximum	202404
Range	497
Interquartile range (IQR)	292.5

Descriptive statistics

Standard deviation	145.36322
Coefficient of variation (CV)	0.00071909335
Kurtosis	-1.0339855
Mean	202147.91
Median Absolute Deviation (MAD)	104
Skewness	0.0010912413
Sum	11724579
Variance	21130.466
Monotonicity	Strictly decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
202404	1	1.7%
202008	1	1.7%
202108	1	1.7%
202107	1	1.7%
202106	1	1.7%
202105	1	1.7%
202104	1	1.7%
202103	1	1.7%
202102	1	1.7%
202101	1	1.7%
Other values (48)	48	82.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
201907	1	1.7%
201908	1	1.7%
201909	1	1.7%
201910	1	1.7%
201911	1	1.7%
201912	1	1.7%
202001	1	1.7%
202002	1	1.7%
202003	1	1.7%
202004	1	1.7%

Value	Count	Frequency (%)
202404	1	1.7%
202403	1	1.7%
202402	1	1.7%
202401	1	1.7%
202312	1	1.7%
202311	1	1.7%
202310	1	1.7%
202309	1	1.7%
202308	1	1.7%
202307	1	1.7%

기관/유형
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	58
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	202147.91

Minimum	201907
Maximum	202404
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	654.0 B

Quantile statistics

Minimum	201907
5-th percentile	201909.85
Q1	202009.25
median	202111.5
Q3	202301.75
95-th percentile	202401.15
Maximum	202404
Range	497
Interquartile range (IQR)	292.5

Descriptive statistics

Standard deviation	145.36322
Coefficient of variation (CV)	0.00071909335
Kurtosis	-1.0339855
Mean	202147.91
Median Absolute Deviation (MAD)	104
Skewness	0.0010912413
Sum	11724579
Variance	21130.466
Monotonicity	Strictly decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
202404	1	1.7%
202008	1	1.7%
202108	1	1.7%
202107	1	1.7%
202106	1	1.7%
202105	1	1.7%
202104	1	1.7%
202103	1	1.7%
202102	1	1.7%
202101	1	1.7%
Other values (48)	48	82.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
201907	1	1.7%
201908	1	1.7%
201909	1	1.7%
201910	1	1.7%
201911	1	1.7%
201912	1	1.7%
202001	1	1.7%
202002	1	1.7%
202003	1	1.7%
202004	1	1.7%

Value	Count	Frequency (%)
202404	1	1.7%
202403	1	1.7%
202402	1	1.7%
202401	1	1.7%
202312	1	1.7%
202311	1	1.7%
202310	1	1.7%
202309	1	1.7%
202308	1	1.7%
202307	1	1.7%

한국어
Real number (ℝ)

HIGH CORRELATION

Distinct	46
Distinct (%)	79.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75.241379

Minimum	22
Maximum	547
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	654.0 B

Quantile statistics

Minimum	22
5-th percentile	28
Q1	41.25
median	62
Q3	79
95-th percentile	135.35
Maximum	547
Range	525
Interquartile range (IQR)	37.75

Descriptive statistics

Standard deviation	74.159693
Coefficient of variation (CV)	0.98562378
Kurtosis	29.56744
Mean	75.241379
Median Absolute Deviation (MAD)	18.5
Skewness	4.9612768
Sum	4364
Variance	5499.66
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
79	3	5.2%
40	2	3.4%
62	2	3.4%
63	2	3.4%
64	2	3.4%
58	2	3.4%
72	2	3.4%
34	2	3.4%
28	2	3.4%
60	2	3.4%
Other values (36)	37	63.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22	1	1.7%
23	1	1.7%
28	2	3.4%
31	2	3.4%
32	1	1.7%
33	1	1.7%
34	2	3.4%
35	1	1.7%
37	1	1.7%
40	2	3.4%

Value	Count	Frequency (%)
547	1	1.7%
246	1	1.7%
211	1	1.7%
122	1	1.7%
114	1	1.7%
112	1	1.7%
109	1	1.7%
102	1	1.7%
98	1	1.7%
91	1	1.7%

영어
Real number (ℝ)

HIGH CORRELATION

Distinct	56
Distinct (%)	96.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	330.51724

Minimum	50
Maximum	978
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	654.0 B

Quantile statistics

Minimum	50
5-th percentile	79.7
Q1	172.25
median	333.5
Q3	414
95-th percentile	675.35
Maximum	978
Range	928
Interquartile range (IQR)	241.75

Descriptive statistics

Standard deviation	182.2061
Coefficient of variation (CV)	0.55127561
Kurtosis	1.8875075
Mean	330.51724
Median Absolute Deviation (MAD)	83.5
Skewness	0.83004443
Sum	19170
Variance	33199.061
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
340	2	3.4%
414	2	3.4%
137	1	1.7%
329	1	1.7%
290	1	1.7%
978	1	1.7%
668	1	1.7%
307	1	1.7%
312	1	1.7%
419	1	1.7%
Other values (46)	46	79.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
50	1	1.7%
51	1	1.7%
61	1	1.7%
83	1	1.7%
85	1	1.7%
92	1	1.7%
107	1	1.7%
114	1	1.7%
115	1	1.7%
123	1	1.7%

Value	Count	Frequency (%)
978	1	1.7%
726	1	1.7%
717	1	1.7%
668	1	1.7%
542	1	1.7%
541	1	1.7%
475	1	1.7%
467	1	1.7%
460	1	1.7%
432	1	1.7%

일본어
Real number (ℝ)

HIGH CORRELATION

Distinct	47
Distinct (%)	81.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	71.258621

Minimum	10
Maximum	190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	654.0 B

Quantile statistics

Minimum	10
5-th percentile	18.7
Q1	50.5
median	76
Q3	91
95-th percentile	112.45
Maximum	190
Range	180
Interquartile range (IQR)	40.5

Descriptive statistics

Standard deviation	33.18611
Coefficient of variation (CV)	0.46571362
Kurtosis	1.6071236
Mean	71.258621
Median Absolute Deviation (MAD)	17.5
Skewness	0.33665039
Sum	4133
Variance	1101.3179
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
22	2	3.4%
79	2	3.4%
97	2	3.4%
66	2	3.4%
101	2	3.4%
99	2	3.4%
83	2	3.4%
60	2	3.4%
89	2	3.4%
74	2	3.4%
Other values (37)	38	65.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	1.7%
15	1	1.7%
17	1	1.7%
19	1	1.7%
20	1	1.7%
21	1	1.7%
22	2	3.4%
24	1	1.7%
31	1	1.7%
34	1	1.7%

Value	Count	Frequency (%)
190	1	1.7%
117	1	1.7%
115	1	1.7%
112	1	1.7%
110	1	1.7%
109	1	1.7%
101	2	3.4%
99	2	3.4%
97	2	3.4%
95	1	1.7%

중국어
Real number (ℝ)

HIGH CORRELATION

Distinct	52
Distinct (%)	89.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	206.37931

Minimum	47
Maximum	594
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	654.0 B

Quantile statistics

Minimum	47
5-th percentile	67.7
Q1	138
median	201.5
Q3	238.5
95-th percentile	481.95
Maximum	594
Range	547
Interquartile range (IQR)	100.5

Descriptive statistics

Standard deviation	109.79963
Coefficient of variation (CV)	0.53202828
Kurtosis	3.6134872
Mean	206.37931
Median Absolute Deviation (MAD)	42
Skewness	1.5933597
Sum	11970
Variance	12055.959
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
209	2	3.4%
170	2	3.4%
250	2	3.4%
203	2	3.4%
122	2	3.4%
279	2	3.4%
176	1	1.7%
510	1	1.7%
278	1	1.7%
226	1	1.7%
Other values (42)	42	72.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
47	1	1.7%
58	1	1.7%
66	1	1.7%
68	1	1.7%
75	1	1.7%
80	1	1.7%
81	1	1.7%
84	1	1.7%
86	1	1.7%
119	1	1.7%

Value	Count	Frequency (%)
594	1	1.7%
525	1	1.7%
510	1	1.7%
477	1	1.7%
330	1	1.7%
279	2	3.4%
278	1	1.7%
275	1	1.7%
270	1	1.7%
266	1	1.7%

베트남어
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	44
Distinct (%)	75.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	193.65517

Minimum	0
Maximum	377
Zeros	10
Zeros (%)	17.2%
Negative	0
Negative (%)	0.0%
Memory size	654.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	170.5
median	220.5
Q3	258
95-th percentile	341
Maximum	377
Range	377
Interquartile range (IQR)	87.5

Descriptive statistics

Standard deviation	109.7884
Coefficient of variation (CV)	0.56692729
Kurtosis	-0.45582336
Mean	193.65517
Median Absolute Deviation (MAD)	43.5
Skewness	-0.76166608
Sum	11232
Variance	12053.493
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
0	10	17.2%
258	2	3.4%
209	2	3.4%
341	2	3.4%
218	2	3.4%
204	2	3.4%
224	1	1.7%
183	1	1.7%
232	1	1.7%
140	1	1.7%
Other values (34)	34	58.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	17.2%
12	1	1.7%
16	1	1.7%
132	1	1.7%
140	1	1.7%
169	1	1.7%
175	1	1.7%
183	1	1.7%
185	1	1.7%
196	1	1.7%

Value	Count	Frequency (%)
377	1	1.7%
353	1	1.7%
341	2	3.4%
332	1	1.7%
326	1	1.7%
296	1	1.7%
290	1	1.7%
289	1	1.7%
288	1	1.7%
287	1	1.7%

타갈로그어
Real number (ℝ)

HIGH CORRELATION

Distinct	56
Distinct (%)	96.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	252.7069

Minimum	108
Maximum	463
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	654.0 B

Quantile statistics

Minimum	108
5-th percentile	135.25
Q1	194.5
median	232
Q3	324.5
95-th percentile	373.7
Maximum	463
Range	355
Interquartile range (IQR)	130

Descriptive statistics

Standard deviation	80.991879
Coefficient of variation (CV)	0.32049731
Kurtosis	-0.52179107
Mean	252.7069
Median Absolute Deviation (MAD)	45.5
Skewness	0.47575645
Sum	14657
Variance	6559.6845
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
194	2	3.4%
314	2	3.4%
358	1	1.7%
276	1	1.7%
308	1	1.7%
328	1	1.7%
245	1	1.7%
229	1	1.7%
412	1	1.7%
343	1	1.7%
Other values (46)	46	79.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
108	1	1.7%
130	1	1.7%
131	1	1.7%
136	1	1.7%
148	1	1.7%
153	1	1.7%
159	1	1.7%
173	1	1.7%
178	1	1.7%
185	1	1.7%

Value	Count	Frequency (%)
463	1	1.7%
412	1	1.7%
389	1	1.7%
371	1	1.7%
368	1	1.7%
364	1	1.7%
362	1	1.7%
358	1	1.7%
357	1	1.7%
349	1	1.7%

몽골어
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	44
Distinct (%)	75.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	172.91379

Minimum	0
Maximum	580
Zeros	13
Zeros (%)	22.4%
Negative	0
Negative (%)	0.0%
Memory size	654.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	108.75
median	159.5
Q3	219
95-th percentile	505.15
Maximum	580
Range	580
Interquartile range (IQR)	110.25

Descriptive statistics

Standard deviation	142.15624
Coefficient of variation (CV)	0.82212203
Kurtosis	1.4418412
Mean	172.91379
Median Absolute Deviation (MAD)	53
Skewness	1.0712521
Sum	10029
Variance	20208.396
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
0	13	22.4%
130	2	3.4%
177	2	3.4%
499	1	1.7%
259	1	1.7%
147	1	1.7%
224	1	1.7%
170	1	1.7%
300	1	1.7%
421	1	1.7%
Other values (34)	34	58.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	22.4%
106	1	1.7%
107	1	1.7%
114	1	1.7%
118	1	1.7%
125	1	1.7%
127	1	1.7%
130	2	3.4%
136	1	1.7%
139	1	1.7%

Value	Count	Frequency (%)
580	1	1.7%
560	1	1.7%
540	1	1.7%
499	1	1.7%
421	1	1.7%
321	1	1.7%
308	1	1.7%
304	1	1.7%
300	1	1.7%
271	1	1.7%

프랑스어
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Memory size	596.0 B

0	57
1	1

Length

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

Unique

Unique	1 ?
Unique (%)	1.7%

Sample

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

Common Values

Value	Count	Frequency (%)
0	57	98.3%
1	1	1.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	57	98.3%
1	1	1.7%

러시아어
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	53
Distinct (%)	91.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	326.17241

Minimum	0
Maximum	654
Zeros	1
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	654.0 B

Quantile statistics

Minimum	0
5-th percentile	42.55
Q1	227.5
median	329
Q3	418.5
95-th percentile	617.3
Maximum	654
Range	654
Interquartile range (IQR)	191

Descriptive statistics

Standard deviation	178.90438
Coefficient of variation (CV)	0.54849635
Kurtosis	-0.70555204
Mean	326.17241
Median Absolute Deviation (MAD)	99
Skewness	-0.059584591
Sum	18918
Variance	32006.777
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
354	2	3.4%
58	2	3.4%
501	2	3.4%
270	2	3.4%
591	2	3.4%
83	1	1.7%
437	1	1.7%
328	1	1.7%
370	1	1.7%
405	1	1.7%
Other values (43)	43	74.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	1.7%
19	1	1.7%
40	1	1.7%
43	1	1.7%
51	1	1.7%
58	2	3.4%
62	1	1.7%
77	1	1.7%
83	1	1.7%
85	1	1.7%

Value	Count	Frequency (%)
654	1	1.7%
625	1	1.7%
619	1	1.7%
617	1	1.7%
609	1	1.7%
591	2	3.4%
590	1	1.7%
578	1	1.7%
501	2	3.4%
469	1	1.7%

우즈벡어
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	42
Distinct (%)	72.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	199.91379

Minimum	0
Maximum	476
Zeros	11
Zeros (%)	19.0%
Negative	0
Negative (%)	0.0%
Memory size	654.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	146.75
median	224
Q3	275
95-th percentile	388.3
Maximum	476
Range	476
Interquartile range (IQR)	128.25

Descriptive statistics

Standard deviation	124.24259
Coefficient of variation (CV)	0.62148082
Kurtosis	-0.49192638
Mean	199.91379
Median Absolute Deviation (MAD)	60.5
Skewness	-0.30312202
Sum	11595
Variance	15436.221
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	11	19.0%
238	2	3.4%
203	2	3.4%
290	2	3.4%
219	2	3.4%
337	2	3.4%
173	2	3.4%
235	1	1.7%
239	1	1.7%
70	1	1.7%
Other values (32)	32	55.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	19.0%
9	1	1.7%
70	1	1.7%
133	1	1.7%
142	1	1.7%
161	1	1.7%
166	1	1.7%
173	2	3.4%
177	1	1.7%
191	1	1.7%

Value	Count	Frequency (%)
476	1	1.7%
423	1	1.7%
390	1	1.7%
388	1	1.7%
382	1	1.7%
337	2	3.4%
315	1	1.7%
313	1	1.7%
300	1	1.7%
290	2	3.4%

태국어
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	44
Distinct (%)	75.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	179.46552

Minimum	0
Maximum	914
Zeros	13
Zeros (%)	22.4%
Negative	0
Negative (%)	0.0%
Memory size	654.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	62
median	184.5
Q3	265.25
95-th percentile	369.7
Maximum	914
Range	914
Interquartile range (IQR)	203.25

Descriptive statistics

Standard deviation	154.06779
Coefficient of variation (CV)	0.85848131
Kurtosis	7.7018381
Mean	179.46552
Median Absolute Deviation (MAD)	88.5
Skewness	1.7925751
Sum	10409
Variance	23736.885
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
0	13	22.4%
170	2	3.4%
189	2	3.4%
270	1	1.7%
251	1	1.7%
293	1	1.7%
218	1	1.7%
239	1	1.7%
248	1	1.7%
385	1	1.7%
Other values (34)	34	58.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	22.4%
19	1	1.7%
58	1	1.7%
74	1	1.7%
100	1	1.7%
106	1	1.7%
107	1	1.7%
110	1	1.7%
139	1	1.7%
141	1	1.7%

Value	Count	Frequency (%)
914	1	1.7%
409	1	1.7%
385	1	1.7%
367	1	1.7%
330	1	1.7%
325	1	1.7%
320	1	1.7%
303	1	1.7%
301	1	1.7%
296	1	1.7%

네팔어
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Memory size	596.0 B

0	56
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	56	96.6%
1	2	3.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	56	96.6%
1	2	3.4%

인도네시아어
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	46.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.586207

Minimum	0
Maximum	59
Zeros	18
Zeros (%)	31.0%
Negative	0
Negative (%)	0.0%
Memory size	654.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	18
Q3	28
95-th percentile	43.3
Maximum	59
Range	59
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	14.917357
Coefficient of variation (CV)	0.84824184
Kurtosis	-0.41573091
Mean	17.586207
Median Absolute Deviation (MAD)	13
Skewness	0.39703632
Sum	1020
Variance	222.52753
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	18	31.0%
18	5	8.6%
28	3	5.2%
22	2	3.4%
23	2	3.4%
17	2	3.4%
27	2	3.4%
12	2	3.4%
45	2	3.4%
31	2	3.4%
Other values (17)	18	31.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	31.0%
5	1	1.7%
10	1	1.7%
12	2	3.4%
15	1	1.7%
16	1	1.7%
17	2	3.4%
18	5	8.6%
19	1	1.7%
20	1	1.7%

Value	Count	Frequency (%)
59	1	1.7%
45	2	3.4%
43	1	1.7%
40	1	1.7%
37	1	1.7%
35	1	1.7%
33	1	1.7%
32	1	1.7%
31	2	3.4%
29	2	3.4%

파키스탄어(우르두어)
Categorical

CONSTANT

Distinct	1
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Memory size	596.0 B

0	58

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	58	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	58	100.0%

아랍어
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	30
Distinct (%)	51.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.982759

Minimum	0
Maximum	90
Zeros	19
Zeros (%)	32.8%
Negative	0
Negative (%)	0.0%
Memory size	654.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	16.5
Q3	29.75
95-th percentile	51.75
Maximum	90
Range	90
Interquartile range (IQR)	29.75

Descriptive statistics

Standard deviation	20.23068
Coefficient of variation (CV)	1.0657397
Kurtosis	1.6044249
Mean	18.982759
Median Absolute Deviation (MAD)	16.5
Skewness	1.2304501
Sum	1101
Variance	409.2804
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	19	32.8%
22	3	5.2%
51	3	5.2%
6	2	3.4%
31	2	3.4%
21	2	3.4%
19	2	3.4%
12	2	3.4%
11	2	3.4%
33	1	1.7%
Other values (20)	20	34.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	32.8%
4	1	1.7%
6	2	3.4%
7	1	1.7%
8	1	1.7%
11	2	3.4%
12	2	3.4%
16	1	1.7%
17	1	1.7%
18	1	1.7%

Value	Count	Frequency (%)
90	1	1.7%
69	1	1.7%
56	1	1.7%
51	3	5.2%
47	1	1.7%
45	1	1.7%
43	1	1.7%
36	1	1.7%
33	1	1.7%
32	1	1.7%

스페인어
Real number (ℝ)

ZEROS

Distinct	27
Distinct (%)	46.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.896552

Minimum	0
Maximum	35
Zeros	6
Zeros (%)	10.3%
Negative	0
Negative (%)	0.0%
Memory size	654.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	15
median	20
Q3	25.75
95-th percentile	31.15
Maximum	35
Range	35
Interquartile range (IQR)	10.75

Descriptive statistics

Standard deviation	9.3089085
Coefficient of variation (CV)	0.49262472
Kurtosis	-0.22226949
Mean	18.896552
Median Absolute Deviation (MAD)	5.5
Skewness	-0.68150076
Sum	1096
Variance	86.655777
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	6	10.3%
20	5	8.6%
21	4	6.9%
15	3	5.2%
22	3	5.2%
18	3	5.2%
19	3	5.2%
28	3	5.2%
25	3	5.2%
26	3	5.2%
Other values (17)	22	37.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	10.3%
4	1	1.7%
5	1	1.7%
7	1	1.7%
9	1	1.7%
11	2	3.4%
13	1	1.7%
14	1	1.7%
15	3	5.2%
16	1	1.7%

Value	Count	Frequency (%)
35	1	1.7%
33	1	1.7%
32	1	1.7%
31	1	1.7%
30	2	3.4%
29	1	1.7%
28	3	5.2%
27	2	3.4%
26	3	5.2%
25	3	5.2%

기타언어
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Memory size	596.0 B

0	54
1	3
2	1

Length

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

Unique

Unique	1 ?
Unique (%)	1.7%

Sample

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

Common Values

Value	Count	Frequency (%)
0	54	93.1%
1	3	5.2%
2	1	1.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	54	93.1%
1	3	5.2%
2	1	1.7%

합계
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	58
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2063.8276

Minimum	363
Maximum	4450
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	654.0 B

Quantile statistics

Minimum	363
5-th percentile	442.55
Q1	1386.25
median	2170.5
Q3	2701.75
95-th percentile	3451.5
Maximum	4450
Range	4087
Interquartile range (IQR)	1315.5

Descriptive statistics

Standard deviation	1008.7278
Coefficient of variation (CV)	0.48876554
Kurtosis	-0.31915138
Mean	2063.8276
Median Absolute Deviation (MAD)	584.5
Skewness	-0.10478686
Sum	119702
Variance	1017531.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
664	1	1.7%
2916	1	1.7%
4353	1	1.7%
3298	1	1.7%
2228	1	1.7%
2111	1	1.7%
2703	1	1.7%
2635	1	1.7%
1941	1	1.7%
2698	1	1.7%
Other values (48)	48	82.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
363	1	1.7%
387	1	1.7%
406	1	1.7%
449	1	1.7%
486	1	1.7%
518	1	1.7%
519	1	1.7%
545	1	1.7%
580	1	1.7%
586	1	1.7%

Value	Count	Frequency (%)
4450	1	1.7%
4353	1	1.7%
3630	1	1.7%
3420	1	1.7%
3393	1	1.7%
3298	1	1.7%
2916	1	1.7%
2915	1	1.7%
2913	1	1.7%
2847	1	1.7%

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	1.000	0.551	0.705	0.718	0.731	0.650	0.631	0.675	0.000	0.889	0.787	0.692	0.000	0.699	0.637	0.570	0.348	0.769
기관/유형	1.000	1.000	0.551	0.705	0.718	0.731	0.650	0.631	0.675	0.000	0.889	0.787	0.692	0.000	0.699	0.637	0.570	0.348	0.769
한국어	0.551	0.551	1.000	0.527	0.693	0.662	0.438	0.863	0.257	0.000	0.176	0.617	0.403	0.176	0.481	0.445	0.471	0.000	0.602
영어	0.705	0.705	0.527	1.000	0.741	0.906	0.627	0.259	0.846	0.000	0.558	0.772	0.849	0.000	0.845	0.672	0.000	0.000	0.918
일본어	0.718	0.718	0.693	0.741	1.000	0.773	0.694	0.313	0.692	0.000	0.675	0.728	0.617	0.000	0.573	0.472	0.449	0.000	0.819
중국어	0.731	0.731	0.662	0.906	0.773	1.000	0.644	0.000	0.819	0.000	0.586	0.691	0.792	0.446	0.798	0.803	0.000	0.000	0.893
베트남어	0.650	0.650	0.438	0.627	0.694	0.644	1.000	0.479	0.575	0.829	0.604	0.736	0.575	0.000	0.393	0.576	0.431	0.000	0.712
타갈로그어	0.631	0.631	0.863	0.259	0.313	0.000	0.479	1.000	0.606	0.000	0.708	0.000	0.482	0.335	0.588	0.646	0.000	0.000	0.564
몽골어	0.675	0.675	0.257	0.846	0.692	0.819	0.575	0.606	1.000	0.000	0.798	0.715	0.785	0.709	0.820	0.734	0.000	0.365	0.895
프랑스어	0.000	0.000	0.000	0.000	0.000	0.000	0.829	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.128	0.000	0.000	0.000	0.000
러시아어	0.889	0.889	0.176	0.558	0.675	0.586	0.604	0.708	0.798	0.000	1.000	0.742	0.590	0.291	0.660	0.560	0.354	0.328	0.769
우즈벡어	0.787	0.787	0.617	0.772	0.728	0.691	0.736	0.000	0.715	0.000	0.742	1.000	0.862	0.000	0.738	0.000	0.600	0.000	0.798
태국어	0.692	0.692	0.403	0.849	0.617	0.792	0.575	0.482	0.785	0.000	0.590	0.862	1.000	0.535	0.854	0.510	0.000	0.420	0.799
네팔어	0.000	0.000	0.176	0.000	0.000	0.446	0.000	0.335	0.709	0.000	0.291	0.000	0.535	1.000	0.345	0.407	0.000	0.443	0.524
인도네시아어	0.699	0.699	0.481	0.845	0.573	0.798	0.393	0.588	0.820	0.128	0.660	0.738	0.854	0.345	1.000	0.690	0.000	0.508	0.812
아랍어	0.637	0.637	0.445	0.672	0.472	0.803	0.576	0.646	0.734	0.000	0.560	0.000	0.510	0.407	0.690	1.000	0.000	0.000	0.606
스페인어	0.570	0.570	0.471	0.000	0.449	0.000	0.431	0.000	0.000	0.000	0.354	0.600	0.000	0.000	0.000	0.000	1.000	0.000	0.572
기타언어	0.348	0.348	0.000	0.000	0.000	0.000	0.000	0.000	0.365	0.000	0.328	0.000	0.420	0.443	0.508	0.000	0.000	1.000	0.463
합계	0.769	0.769	0.602	0.918	0.819	0.893	0.712	0.564	0.895	0.000	0.769	0.798	0.799	0.524	0.812	0.606	0.572	0.463	1.000

Heatmap
Table

	네팔어	기타언어	프랑스어
네팔어	1.000	0.682	0.000
기타언어	0.682	1.000	0.000
프랑스어	0.000	0.000	1.000

Heatmap
Table

	년월	기관/유형	한국어	영어	일본어	중국어	베트남어	타갈로그어	몽골어	러시아어	우즈벡어	태국어	인도네시아어	아랍어	스페인어	합계	프랑스어	네팔어	기타언어
년월	1.000	1.000	-0.818	-0.706	-0.768	-0.631	-0.599	-0.743	-0.763	-0.888	-0.383	-0.770	-0.855	-0.821	-0.321	-0.840	0.000	0.000	0.195
기관/유형	1.000	1.000	-0.818	-0.706	-0.768	-0.631	-0.599	-0.743	-0.763	-0.888	-0.383	-0.770	-0.855	-0.821	-0.321	-0.840	0.000	0.000	0.195
한국어	-0.818	-0.818	1.000	0.740	0.807	0.632	0.439	0.656	0.659	0.704	0.307	0.633	0.736	0.672	0.285	0.760	0.000	0.207	0.000
영어	-0.706	-0.706	0.740	1.000	0.828	0.736	0.704	0.613	0.762	0.771	0.568	0.769	0.758	0.663	0.168	0.888	0.000	0.000	0.000
일본어	-0.768	-0.768	0.807	0.828	1.000	0.750	0.615	0.646	0.757	0.791	0.513	0.734	0.763	0.687	0.148	0.852	0.000	0.000	0.000
중국어	-0.631	-0.631	0.632	0.736	0.750	1.000	0.675	0.430	0.799	0.693	0.514	0.735	0.692	0.491	0.189	0.794	0.000	0.415	0.000
베트남어	-0.599	-0.599	0.439	0.704	0.615	0.675	1.000	0.495	0.707	0.644	0.597	0.713	0.581	0.575	0.194	0.753	0.612	0.000	0.000
타갈로그어	-0.743	-0.743	0.656	0.613	0.646	0.430	0.495	1.000	0.617	0.740	0.185	0.608	0.669	0.548	0.142	0.757	0.000	0.232	0.000
몽골어	-0.763	-0.763	0.659	0.762	0.757	0.799	0.707	0.617	1.000	0.852	0.477	0.909	0.842	0.654	0.365	0.915	0.000	0.673	0.156
러시아어	-0.888	-0.888	0.704	0.771	0.791	0.693	0.644	0.740	0.852	1.000	0.471	0.818	0.853	0.768	0.238	0.917	0.000	0.200	0.187
우즈벡어	-0.383	-0.383	0.307	0.568	0.513	0.514	0.597	0.185	0.477	0.471	1.000	0.541	0.441	0.455	0.182	0.533	0.000	0.000	0.000
태국어	-0.770	-0.770	0.633	0.769	0.734	0.735	0.713	0.608	0.909	0.818	0.541	1.000	0.822	0.686	0.329	0.906	0.000	0.371	0.182
인도네시아어	-0.855	-0.855	0.736	0.758	0.763	0.692	0.581	0.669	0.842	0.853	0.441	0.822	1.000	0.699	0.393	0.872	0.109	0.319	0.241
아랍어	-0.821	-0.821	0.672	0.663	0.687	0.491	0.575	0.548	0.654	0.768	0.455	0.686	0.699	1.000	0.323	0.714	0.000	0.388	0.000
스페인어	-0.321	-0.321	0.285	0.168	0.148	0.189	0.194	0.142	0.365	0.238	0.182	0.329	0.393	0.323	1.000	0.252	0.000	0.000	0.000
합계	-0.840	-0.840	0.760	0.888	0.852	0.794	0.753	0.757	0.915	0.917	0.533	0.906	0.872	0.714	0.252	1.000	0.000	0.492	0.219
프랑스어	0.000	0.000	0.000	0.000	0.000	0.000	0.612	0.000	0.000	0.000	0.000	0.000	0.109	0.000	0.000	0.000	1.000	0.000	0.000
네팔어	0.000	0.000	0.207	0.000	0.000	0.415	0.000	0.232	0.673	0.200	0.000	0.371	0.319	0.388	0.000	0.492	0.000	1.000	0.682
기타언어	0.195	0.195	0.000	0.000	0.000	0.000	0.000	0.000	0.156	0.187	0.000	0.182	0.241	0.000	0.000	0.219	0.000	0.682	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	스페인어	합계
0	202404	202404	40	137	22	176	12	194	83	0	664
1	202403	202403	22	123	35	170	0	185	51	0	586
2	202402	202402	31	140	24	121	0	159	43	0	518
3	202401	202401	33	83	19	58	0	108	62	0	363
4	202312	202312	23	85	20	47	0	198	58	18	449
5	202311	202311	31	92	22	75	0	202	77	20	519
6	202310	202310	28	50	17	86	0	196	85	24	486
7	202309	202309	34	51	15	68	0	153	58	27	406
8	202308	202308	35	61	10	84	0	131	40	26	387
9	202307	202307	54	115	31	81	0	240	0	24	545

	년월	기관/유형	한국어	영어	일본어	중국어	베트남어	타갈로그어	몽골어	러시아어	우즈벡어	태국어	네팔어	인도네시아어	아랍어	스페인어	기타언어	합계
48	202004	202004	122	432	112	477	243	362	560	590	239	409	0	33	31	20	0	3630
49	202003	202003	60	313	91	270	222	371	321	625	142	272	0	29	28	21	0	2765
50	202002	202002	102	414	82	279	296	368	263	501	203	301	1	45	30	26	2	2913
51	202001	202001	91	395	85	178	204	344	247	462	251	282	0	43	33	30	0	2645
52	201912	201912	76	286	73	200	249	186	145	296	177	189	0	28	32	31	0	1968
53	201911	201911	72	335	89	209	229	389	142	469	236	189	0	27	22	11	1	2420
54	201910	201910	211	340	99	182	238	463	199	591	219	245	0	22	23	15	0	2847
55	201909	201909	246	414	91	211	202	364	192	609	161	170	0	35	21	29	0	2745
56	201908	201908	114	460	97	230	271	276	177	365	191	222	0	27	69	18	0	2517
57	201907	201907	79	542	110	197	262	358	139	617	250	167	0	31	51	15	0	2818

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)

Interactions

Correlations

Missing values

Sample