gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	588
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	87.4 KiB
Average record size in memory	152.2 B

Variable types

DateTime	1
Numeric	16

Dataset

Description	강원특별자치도 홍천군 코로나바이러스 발생동향 데이터공개항목: 기준일, 확진자 수, 확진_격리자 수, 확진_퇴원자 수, 확진_사망자 수, 자가격리_누적 수, 자가격리_격리해제 수, 검사자 수, 백신 접종률 등
Author	강원특별자치도 홍천군
URL	https://www.data.go.kr/data/15099045/fileData.do

Alerts

`확진자` is highly overall correlated with `확진_퇴원` and 11 other fields	High correlation
`신규_확진자` is highly overall correlated with `확진_격리중`	High correlation
`확진_격리중` is highly overall correlated with `신규_확진자`	High correlation
`확진_퇴원` is highly overall correlated with `확진자` and 11 other fields	High correlation
`확진_사망` is highly overall correlated with `확진자` and 11 other fields	High correlation
`자가격리_누적` is highly overall correlated with `확진자` and 11 other fields	High correlation
`자가격리_격리중` is highly overall correlated with `확진자` and 11 other fields	High correlation
`자가격리_격리해제` is highly overall correlated with `확진자` and 11 other fields	High correlation
`검사자` is highly overall correlated with `확진자` and 11 other fields	High correlation
`전일검사자` is highly overall correlated with `확진자` and 11 other fields	High correlation
`전일검사 음성` is highly overall correlated with `확진자` and 11 other fields	High correlation
`2차접종자수` is highly overall correlated with `확진자` and 11 other fields	High correlation
`1차접종자수` is highly overall correlated with `확진자` and 11 other fields	High correlation
`3차접종자수` is highly overall correlated with `확진자` and 11 other fields	High correlation
`3차접종률` is highly overall correlated with `확진자` and 11 other fields	High correlation
`자가격리_격리해제` is highly skewed (γ1 = 20.37496605)	Skewed
`기준일` has unique values	Unique
`신규_확진자` has 10 (1.7%) zeros	Zeros
`자가격리_격리중` has 230 (39.1%) zeros	Zeros
`전일검사 음성` has 70 (11.9%) zeros	Zeros
`3차접종자수` has 59 (10.0%) zeros	Zeros
`3차접종률` has 60 (10.2%) zeros	Zeros

Reproduction

Analysis started	2024-03-14 23:31:47.583104
Analysis finished	2024-03-14 23:33:03.312907
Duration	1 minute and 15.73 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준일
Date

UNIQUE

Distinct	588
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	4.7 KiB

Minimum	2021-09-30 00:00:00
Maximum	2023-06-24 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

확진자
Real number (ℝ)

HIGH CORRELATION

Distinct	576
Distinct (%)	98.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24261.497

Minimum	368
Maximum	39542
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	368
5-th percentile	467.6
Q1	16021
median	29302
Q3	37664.75
95-th percentile	39154
Maximum	39542
Range	39174
Interquartile range (IQR)	21643.75

Descriptive statistics

Standard deviation	13968.846
Coefficient of variation (CV)	0.57576191
Kurtosis	-1.0575093
Mean	24261.497
Median Absolute Deviation (MAD)	8936
Skewness	-0.61516262
Sum	14265760
Variance	1.9512865 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
396	3	0.5%
771	3	0.5%
21139	2	0.3%
431	2	0.3%
407	2	0.3%
32171	2	0.3%
401	2	0.3%
773	2	0.3%
747	2	0.3%
377	2	0.3%
Other values (566)	566	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
368	1	0.2%
373	1	0.2%
375	1	0.2%
377	2	0.3%
378	1	0.2%
383	1	0.2%
394	1	0.2%
396	3	0.5%
397	1	0.2%
401	2	0.3%

Value	Count	Frequency (%)
39542	1	0.2%
39537	1	0.2%
39530	1	0.2%
39522	1	0.2%
39512	1	0.2%
39490	1	0.2%
39477	1	0.2%
39470	1	0.2%
39458	1	0.2%
39447	1	0.2%

신규_확진자
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	181
Distinct (%)	30.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.409864

Minimum	0
Maximum	975
Zeros	10
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	11
median	28
Q3	82
95-th percentile	295.15
Maximum	975
Range	975
Interquartile range (IQR)	71

Descriptive statistics

Standard deviation	99.773322
Coefficient of variation (CV)	1.4800997
Kurtosis	15.82379
Mean	67.409864
Median Absolute Deviation (MAD)	22
Skewness	3.2441473
Sum	39637
Variance	9954.7159
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11	23	3.9%
15	18	3.1%
4	16	2.7%
1	14	2.4%
14	14	2.4%
16	13	2.2%
13	13	2.2%
12	13	2.2%
9	13	2.2%
2	12	2.0%
Other values (171)	439	74.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	1.7%
1	14	2.4%
2	12	2.0%
3	12	2.0%
4	16	2.7%
5	11	1.9%
6	11	1.9%
7	9	1.5%
8	9	1.5%
9	13	2.2%

Value	Count	Frequency (%)
975	1	0.2%
557	1	0.2%
506	1	0.2%
470	1	0.2%
469	1	0.2%
461	1	0.2%
446	1	0.2%
428	1	0.2%
412	2	0.3%
405	1	0.2%

확진_격리중
Real number (ℝ)

HIGH CORRELATION

Distinct	356
Distinct (%)	60.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9351.3044

Minimum	8
Maximum	543355
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	8
5-th percentile	20
Q1	52
median	134.5
Q3	395
95-th percentile	5729.35
Maximum	543355
Range	543347
Interquartile range (IQR)	343

Descriptive statistics

Standard deviation	55808.586
Coefficient of variation (CV)	5.9680001
Kurtosis	64.102922
Mean	9351.3044
Median Absolute Deviation (MAD)	109
Skewness	7.7373902
Sum	5498567
Variance	3.1145982 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	10	1.7%
21	8	1.4%
52	8	1.4%
34	7	1.2%
19	7	1.2%
42	7	1.2%
50	7	1.2%
22	6	1.0%
86	6	1.0%
46	6	1.0%
Other values (346)	516	87.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	1	0.2%
10	2	0.3%
11	1	0.2%
12	4	0.7%
13	3	0.5%
15	5	0.9%
16	2	0.3%
17	2	0.3%
18	2	0.3%
19	7	1.2%

Value	Count	Frequency (%)
543355	1	0.2%
540155	1	0.2%
539449	1	0.2%
534340	1	0.2%
429935	1	0.2%
328632	1	0.2%
326831	1	0.2%
252054	1	0.2%
245852	1	0.2%
221123	1	0.2%

확진_퇴원
Real number (ℝ)

HIGH CORRELATION

Distinct	507
Distinct (%)	86.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21187.337

Minimum	357
Maximum	34882
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	357
5-th percentile	417.45
Q1	12565.25
median	25472
Q3	33209
95-th percentile	34519.6
Maximum	34882
Range	34525
Interquartile range (IQR)	20643.75

Descriptive statistics

Standard deviation	12458.568
Coefficient of variation (CV)	0.58801954
Kurtosis	-1.1124415
Mean	21187.337
Median Absolute Deviation (MAD)	8172.5
Skewness	-0.58868177
Sum	12458154
Variance	1.5521592 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
479	6	1.0%
357	5	0.9%
1481	5	0.9%
425	4	0.7%
405	4	0.7%
389	4	0.7%
941	3	0.5%
2174	3	0.5%
3479	3	0.5%
17438	3	0.5%
Other values (497)	548	93.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
357	5	0.9%
358	2	0.3%
370	2	0.3%
374	2	0.3%
377	2	0.3%
378	2	0.3%
384	1	0.2%
389	4	0.7%
394	1	0.2%
398	2	0.3%

Value	Count	Frequency (%)
34882	1	0.2%
34871	1	0.2%
34855	1	0.2%
34847	1	0.2%
34840	1	0.2%
34836	1	0.2%
34822	1	0.2%
34813	1	0.2%
34803	1	0.2%
34790	1	0.2%

확진_사망
Real number (ℝ)

HIGH CORRELATION

Distinct	27
Distinct (%)	4.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.869048

Minimum	1
Maximum	35
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	23
median	33
Q3	35
95-th percentile	35
Maximum	35
Range	34
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	12.315342
Coefficient of variation (CV)	0.47606478
Kurtosis	-0.23039658
Mean	25.869048
Median Absolute Deviation (MAD)	2
Skewness	-1.2041725
Sum	15211
Variance	151.66766
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
35	178	30.3%
34	75	12.8%
29	74	12.6%
1	50	8.5%
33	44	7.5%
2	29	4.9%
27	23	3.9%
28	22	3.7%
30	14	2.4%
5	9	1.5%
Other values (17)	70	11.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	50	8.5%
2	29	4.9%
3	7	1.2%
4	4	0.7%
5	9	1.5%
6	6	1.0%
8	6	1.0%
9	8	1.4%
11	1	0.2%
12	2	0.3%

Value	Count	Frequency (%)
35	178	30.3%
34	75	12.8%
33	44	7.5%
32	4	0.7%
31	5	0.9%
30	14	2.4%
29	74	12.6%
28	22	3.7%
27	23	3.9%
23	5	0.9%

자가격리_누적
Real number (ℝ)

HIGH CORRELATION

Distinct	184
Distinct (%)	31.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6941.7619

Minimum	1967
Maximum	7329
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	1967
5-th percentile	3924
Q1	7224
median	7310
Q3	7324
95-th percentile	7328
Maximum	7329
Range	5362
Interquartile range (IQR)	100

Descriptive statistics

Standard deviation	919.84289
Coefficient of variation (CV)	0.13250856
Kurtosis	7.3792352
Mean	6941.7619
Median Absolute Deviation (MAD)	19
Skewness	-2.8617011
Sum	4081756
Variance	846110.94
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7324	124	21.1%
7318	40	6.8%
7329	27	4.6%
7322	18	3.1%
7275	17	2.9%
7317	15	2.6%
7323	11	1.9%
7321	10	1.7%
7274	9	1.5%
7326	8	1.4%
Other values (174)	309	52.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1967	1	0.2%
3535	1	0.2%
3542	1	0.2%
3549	1	0.2%
3554	1	0.2%
3555	1	0.2%
3575	1	0.2%
3589	1	0.2%
3728	1	0.2%
3729	2	0.3%

Value	Count	Frequency (%)
7329	27	4.6%
7328	4	0.7%
7327	5	0.9%
7326	8	1.4%
7325	2	0.3%
7324	124	21.1%
7323	11	1.9%
7322	18	3.1%
7321	10	1.7%
7320	6	1.0%

자가격리_격리중
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	83
Distinct (%)	14.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.668367

Minimum	0
Maximum	1069
Zeros	230
Zeros (%)	39.1%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	7
95-th percentile	143.2
Maximum	1069
Range	1069
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	95.47898
Coefficient of variation (CV)	3.4508354
Kurtosis	60.935336
Mean	27.668367
Median Absolute Deviation (MAD)	1
Skewness	7.0214354
Sum	16269
Variance	9116.2357
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	230	39.1%
1	100	17.0%
2	35	6.0%
3	25	4.3%
4	25	4.3%
5	15	2.6%
6	9	1.5%
13	9	1.5%
8	7	1.2%
9	6	1.0%
Other values (73)	127	21.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	230	39.1%
1	100	17.0%
2	35	6.0%
3	25	4.3%
4	25	4.3%
5	15	2.6%
6	9	1.5%
7	4	0.7%
8	7	1.2%
9	6	1.0%

Value	Count	Frequency (%)
1069	1	0.2%
978	1	0.2%
855	2	0.3%
553	1	0.2%
365	2	0.3%
339	1	0.2%
308	1	0.2%
300	3	0.5%
297	1	0.2%
263	2	0.3%

자가격리_격리해제
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	195
Distinct (%)	33.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7022.3537

Minimum	1082
Maximum	77270
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	1082
5-th percentile	3766.95
Q1	7218.75
median	7308
Q3	7324
95-th percentile	7327
Maximum	77270
Range	76188
Interquartile range (IQR)	105.25

Descriptive statistics

Standard deviation	3069.6502
Coefficient of variation (CV)	0.43712555
Kurtosis	469.15677
Mean	7022.3537
Median Absolute Deviation (MAD)	20
Skewness	20.374966
Sum	4129144
Variance	9422752.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7324	123	20.9%
7318	39	6.6%
7329	23	3.9%
7322	18	3.1%
7317	13	2.2%
7323	12	2.0%
7274	11	1.9%
7275	10	1.7%
7326	9	1.5%
7321	9	1.5%
Other values (185)	321	54.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1082	1	0.2%
1222	1	0.2%
3493	1	0.2%
3511	1	0.2%
3513	3	0.5%
3527	2	0.3%
3546	1	0.2%
3578	1	0.2%
3591	1	0.2%
3594	1	0.2%

Value	Count	Frequency (%)
77270	1	0.2%
7329	23	3.9%
7328	3	0.5%
7327	4	0.7%
7326	9	1.5%
7325	1	0.2%
7324	123	20.9%
7323	12	2.0%
7322	18	3.1%
7321	9	1.5%

검사자
Real number (ℝ)

HIGH CORRELATION

Distinct	563
Distinct (%)	95.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	195872.21

Minimum	85406
Maximum	237280
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	85406
5-th percentile	98381
Q1	187703.75
median	211010.5
Q3	227605.75
95-th percentile	236236.45
Maximum	237280
Range	151874
Interquartile range (IQR)	39902

Descriptive statistics

Standard deviation	41996.743
Coefficient of variation (CV)	0.21440889
Kurtosis	0.44833452
Mean	195872.21
Median Absolute Deviation (MAD)	18179.5
Skewness	-1.2550538
Sum	1.1517286 × 10⁸
Variance	1.7637264 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
196439	2	0.3%
123127	2	0.3%
96124	2	0.3%
205178	2	0.3%
109837	2	0.3%
142236	2	0.3%
117308	2	0.3%
118058	2	0.3%
120222	2	0.3%
234524	2	0.3%
Other values (553)	568	96.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
85406	1	0.2%
85640	1	0.2%
85841	1	0.2%
86029	1	0.2%
86461	1	0.2%
86743	1	0.2%
87044	1	0.2%
88194	1	0.2%
88227	1	0.2%
88335	1	0.2%

Value	Count	Frequency (%)
237280	1	0.2%
237235	1	0.2%
237215	1	0.2%
237205	1	0.2%
237183	1	0.2%
237166	1	0.2%
237139	1	0.2%
237127	1	0.2%
237110	1	0.2%
237087	1	0.2%

전일검사자
Real number (ℝ)

HIGH CORRELATION

Distinct	335
Distinct (%)	57.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	247.02381

Minimum	1
Maximum	2046
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	1
5-th percentile	17
Q1	41.75
median	107.5
Q3	358.5
95-th percentile	908.3
Maximum	2046
Range	2045
Interquartile range (IQR)	316.75

Descriptive statistics

Standard deviation	300.84829
Coefficient of variation (CV)	1.2178919
Kurtosis	4.5100463
Mean	247.02381
Median Absolute Deviation (MAD)	84.5
Skewness	1.9546717
Sum	145250
Variance	90509.693
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23	10	1.7%
35	9	1.5%
44	9	1.5%
17	8	1.4%
55	8	1.4%
33	7	1.2%
46	7	1.2%
28	7	1.2%
61	7	1.2%
22	7	1.2%
Other values (325)	509	86.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.2%
3	1	0.2%
7	1	0.2%
9	2	0.3%
10	1	0.2%
11	4	0.7%
12	5	0.9%
13	3	0.5%
14	3	0.5%
15	1	0.2%

Value	Count	Frequency (%)
2046	1	0.2%
1663	1	0.2%
1576	1	0.2%
1366	1	0.2%
1261	1	0.2%
1251	1	0.2%
1228	1	0.2%
1202	1	0.2%
1181	1	0.2%
1168	1	0.2%

전일검사 음성
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	249
Distinct (%)	42.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	181.07823

Minimum	0
Maximum	1550
Zeros	70
Zeros (%)	11.9%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	11
median	35
Q3	306.75
95-th percentile	665
Maximum	1550
Range	1550
Interquartile range (IQR)	295.75

Descriptive statistics

Standard deviation	255.70037
Coefficient of variation (CV)	1.4120989
Kurtosis	3.918662
Mean	181.07823
Median Absolute Deviation (MAD)	35
Skewness	1.8519866
Sum	106474
Variance	65382.679
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	70	11.9%
15	13	2.2%
11	13	2.2%
3	12	2.0%
17	11	1.9%
7	11	1.9%
18	10	1.7%
665	10	1.7%
14	9	1.5%
5	8	1.4%
Other values (239)	421	71.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	70	11.9%
1	1	0.2%
2	6	1.0%
3	12	2.0%
4	5	0.9%
5	8	1.4%
6	7	1.2%
7	11	1.9%
8	5	0.9%
9	6	1.0%

Value	Count	Frequency (%)
1550	1	0.2%
1455	1	0.2%
1421	1	0.2%
1138	1	0.2%
1052	1	0.2%
1050	1	0.2%
1033	1	0.2%
1017	1	0.2%
1015	1	0.2%
987	1	0.2%

2차접종자수
Real number (ℝ)

HIGH CORRELATION

Distinct	174
Distinct (%)	29.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	57204.682

Minimum	49975
Maximum	57746
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	49975
5-th percentile	53914
Q1	57510
median	57686
Q3	57736
95-th percentile	57746
Maximum	57746
Range	7771
Interquartile range (IQR)	226

Descriptive statistics

Standard deviation	1312.1775
Coefficient of variation (CV)	0.022938288
Kurtosis	11.028852
Mean	57204.682
Median Absolute Deviation (MAD)	60
Skewness	-3.2920509
Sum	33636353
Variance	1721809.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
57746	80	13.6%
57741	25	4.3%
57711	14	2.4%
57742	13	2.2%
57680	11	1.9%
56959	11	1.9%
57736	11	1.9%
57718	10	1.7%
57745	10	1.7%
57714	8	1.4%
Other values (164)	395	67.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
49975	4	0.7%
51182	1	0.2%
51265	1	0.2%
51325	1	0.2%
51609	1	0.2%
51872	1	0.2%
52125	2	0.3%
52475	4	0.7%
52949	3	0.5%
53238	4	0.7%

Value	Count	Frequency (%)
57746	80	13.6%
57745	10	1.7%
57744	6	1.0%
57743	1	0.2%
57742	13	2.2%
57741	25	4.3%
57740	1	0.2%
57737	3	0.5%
57736	11	1.9%
57734	7	1.2%

2차접종률
Real number (ℝ)

Distinct	20
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	86.182483

Minimum	72.7
Maximum	88
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	72.7
5-th percentile	82
Q1	85.9
median	85.9
Q3	88
95-th percentile	88
Maximum	88
Range	15.3
Interquartile range (IQR)	2.1

Descriptive statistics

Standard deviation	1.9854023
Coefficient of variation (CV)	0.02303719
Kurtosis	14.565505
Mean	86.182483
Median Absolute Deviation (MAD)	0
Skewness	-2.9185341
Sum	50675.3
Variance	3.9418221
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
85.9	353	60.0%
88.0	190	32.3%
82.7	7	1.2%
82.0	6	1.0%
81.4	5	0.9%
72.7	4	0.7%
81.6	4	0.7%
80.7	4	0.7%
82.2	2	0.3%
81.1	2	0.3%
Other values (10)	11	1.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
72.7	4	0.7%
79.6	1	0.2%
79.7	1	0.2%
79.8	1	0.2%
80.0	1	0.2%
80.2	1	0.2%
80.3	2	0.3%
80.7	4	0.7%
81.0	1	0.2%
81.1	2	0.3%

Value	Count	Frequency (%)
88.0	190	32.3%
85.9	353	60.0%
82.7	7	1.2%
82.5	1	0.2%
82.4	1	0.2%
82.3	1	0.2%
82.2	2	0.3%
82.0	6	1.0%
81.6	4	0.7%
81.4	5	0.9%

1차접종자수
Real number (ℝ)

HIGH CORRELATION

Distinct	154
Distinct (%)	26.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	61050.723

Minimum	54478
Maximum	85750
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	54478
5-th percentile	56327
Q1	58574
median	58693
Q3	58742
95-th percentile	85750
Maximum	85750
Range	31272
Interquartile range (IQR)	168

Descriptive statistics

Standard deviation	8217.4756
Coefficient of variation (CV)	0.13460079
Kurtosis	5.153608
Mean	61050.723
Median Absolute Deviation (MAD)	54
Skewness	2.6476229
Sum	35897825
Variance	67526905
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
85750	58	9.9%
58748	34	5.8%
58750	22	3.7%
58714	16	2.7%
58731	14	2.4%
58745	13	2.2%
58732	11	1.9%
58663	11	1.9%
58660	11	1.9%
56939	11	1.9%
Other values (144)	387	65.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
54478	4	0.7%
54714	1	0.2%
54784	1	0.2%
54826	1	0.2%
54971	1	0.2%
55117	1	0.2%
55196	2	0.3%
55449	4	0.7%
55714	3	0.5%
55941	5	0.9%

Value	Count	Frequency (%)
85750	58	9.9%
58750	22	3.7%
58749	2	0.3%
58748	34	5.8%
58747	7	1.2%
58746	8	1.4%
58745	13	2.2%
58742	5	0.9%
58740	7	1.2%
58739	1	0.2%

3차접종자수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	194
Distinct (%)	33.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41375.755

Minimum	0
Maximum	46933
Zeros	59
Zeros (%)	10.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45945
median	46809
Q3	46933
95-th percentile	46933
Maximum	46933
Range	46933
Interquartile range (IQR)	988

Descriptive statistics

Standard deviation	14020.649
Coefficient of variation (CV)	0.33886147
Kurtosis	4.7056576
Mean	41375.755
Median Absolute Deviation (MAD)	124
Skewness	-2.5507634
Sum	24328944
Variance	1.9657861 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
46933	191	32.5%
0	59	10.0%
39155	11	1.9%
46859	6	1.0%
46818	5	0.9%
44168	5	0.9%
46865	5	0.9%
46926	5	0.9%
46325	4	0.7%
46573	4	0.7%
Other values (184)	293	49.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	59	10.0%
31379	4	0.7%
34226	2	0.3%
34973	1	0.2%
35517	3	0.5%
36267	1	0.2%
36559	1	0.2%
36999	1	0.2%
37146	1	0.2%
37768	1	0.2%

Value	Count	Frequency (%)
46933	191	32.5%
46932	1	0.2%
46930	1	0.2%
46928	2	0.3%
46926	5	0.9%
46925	1	0.2%
46924	4	0.7%
46923	1	0.2%
46922	1	0.2%
46921	2	0.3%

3차접종률
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	58
Distinct (%)	9.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.408673

Minimum	0
Maximum	68.8
Zeros	60
Zeros (%)	10.2%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	67.2
median	68.5
Q3	68.6
95-th percentile	68.6
Maximum	68.8
Range	68.8
Interquartile range (IQR)	1.4

Descriptive statistics

Standard deviation	20.652229
Coefficient of variation (CV)	0.34187523
Kurtosis	4.5638213
Mean	60.408673
Median Absolute Deviation (MAD)	0.1
Skewness	-2.5247505
Sum	35520.3
Variance	426.51456
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68.6	252	42.9%
0.0	60	10.2%
68.5	50	8.5%
68.1	28	4.8%
68.2	27	4.6%
68.0	18	3.1%
68.4	15	2.6%
57.3	11	1.9%
68.3	8	1.4%
67.8	7	1.2%
Other values (48)	112	19.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	60	10.2%
45.9	4	0.7%
50.1	2	0.3%
51.2	1	0.2%
52.0	3	0.5%
53.0	1	0.2%
53.5	1	0.2%
54.1	1	0.2%
54.3	1	0.2%
55.2	1	0.2%

Value	Count	Frequency (%)
68.8	3	0.5%
68.6	252	42.9%
68.5	50	8.5%
68.4	15	2.6%
68.3	8	1.4%
68.2	27	4.6%
68.1	28	4.8%
68.0	18	3.1%
67.9	7	1.2%
67.8	7	1.2%

Phik (φk)
Auto

Heatmap
Table

	확진자	신규_확진자	확진_격리중	확진_퇴원	확진_사망	자가격리_누적	자가격리_격리중	자가격리_격리해제	검사자	전일검사자	전일검사 음성	2차접종자수	2차접종률	1차접종자수	3차접종자수	3차접종률
확진자	1.000	0.728	0.324	0.992	0.972	0.574	0.369	0.000	0.963	0.791	0.588	0.523	0.692	0.712	0.768	0.768
신규_확진자	0.728	1.000	0.294	0.699	0.714	0.000	0.000	0.000	0.631	0.483	0.287	0.000	0.211	0.213	0.068	0.068
확진_격리중	0.324	0.294	1.000	0.234	0.223	0.000	0.000	0.000	0.173	0.000	0.000	0.000	0.000	0.000	0.000	0.000
확진_퇴원	0.992	0.699	0.234	1.000	0.964	0.554	0.360	0.000	0.960	0.733	0.566	0.504	0.837	0.701	0.748	0.748
확진_사망	0.972	0.714	0.223	0.964	1.000	0.630	0.413	0.000	0.956	0.782	0.615	0.593	0.707	0.713	0.823	0.823
자가격리_누적	0.574	0.000	0.000	0.554	0.630	1.000	0.742	0.000	0.889	0.605	0.643	0.902	0.850	0.749	0.852	0.857
자가격리_격리중	0.369	0.000	0.000	0.360	0.413	0.742	1.000	0.000	0.633	0.639	0.644	0.677	0.553	0.554	0.505	0.491
자가격리_격리해제	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.033	0.000	0.000	0.000	0.000	0.000
검사자	0.963	0.631	0.173	0.960	0.956	0.889	0.633	0.000	1.000	0.814	0.678	0.807	0.853	0.811	0.949	0.951
전일검사자	0.791	0.483	0.000	0.733	0.782	0.605	0.639	0.000	0.814	1.000	0.877	0.502	0.559	0.474	0.613	0.611
전일검사 음성	0.588	0.287	0.000	0.566	0.615	0.643	0.644	0.033	0.678	0.877	1.000	0.710	0.638	0.677	0.564	0.568
2차접종자수	0.523	0.000	0.000	0.504	0.593	0.902	0.677	0.000	0.807	0.502	0.710	1.000	0.932	0.911	0.855	0.838
2차접종률	0.692	0.211	0.000	0.837	0.707	0.850	0.553	0.000	0.853	0.559	0.638	0.932	1.000	0.655	0.604	0.600
1차접종자수	0.712	0.213	0.000	0.701	0.713	0.749	0.554	0.000	0.811	0.474	0.677	0.911	0.655	1.000	0.643	0.641
3차접종자수	0.768	0.068	0.000	0.748	0.823	0.852	0.505	0.000	0.949	0.613	0.564	0.855	0.604	0.643	1.000	0.996
3차접종률	0.768	0.068	0.000	0.748	0.823	0.857	0.491	0.000	0.951	0.611	0.568	0.838	0.600	0.641	0.996	1.000

Heatmap
Table

	확진자	신규_확진자	확진_격리중	확진_퇴원	확진_사망	자가격리_누적	자가격리_격리중	자가격리_격리해제	검사자	전일검사자	전일검사 음성	2차접종자수	2차접종률	1차접종자수	3차접종자수	3차접종률
확진자	1.000	-0.117	-0.250	1.000	0.983	0.995	-0.833	0.990	1.000	-0.736	-0.629	0.999	-0.375	0.999	0.982	0.954
신규_확진자	-0.117	1.000	0.902	-0.117	-0.106	-0.107	0.111	-0.114	-0.117	0.331	-0.045	-0.119	0.283	-0.121	-0.077	-0.009
확진_격리중	-0.250	0.902	1.000	-0.250	-0.227	-0.237	0.234	-0.244	-0.250	0.395	0.045	-0.248	0.259	-0.252	-0.194	-0.126
확진_퇴원	1.000	-0.117	-0.250	1.000	0.983	0.995	-0.833	0.990	1.000	-0.736	-0.629	0.999	-0.375	0.999	0.982	0.954
확진_사망	0.983	-0.106	-0.227	0.983	1.000	0.987	-0.851	0.982	0.983	-0.734	-0.636	0.984	-0.376	0.983	0.991	0.966
자가격리_누적	0.995	-0.107	-0.237	0.995	0.987	1.000	-0.830	0.993	0.995	-0.736	-0.635	0.992	-0.378	0.993	0.986	0.958
자가격리_격리중	-0.833	0.111	0.234	-0.833	-0.851	-0.830	1.000	-0.841	-0.833	0.723	0.623	-0.835	0.313	-0.832	-0.854	-0.858
자가격리_격리해제	0.990	-0.114	-0.244	0.990	0.982	0.993	-0.841	1.000	0.990	-0.735	-0.627	0.987	-0.373	0.988	0.981	0.953
검사자	1.000	-0.117	-0.250	1.000	0.983	0.995	-0.833	0.990	1.000	-0.736	-0.629	0.999	-0.375	0.999	0.982	0.954
전일검사자	-0.736	0.331	0.395	-0.736	-0.734	-0.736	0.723	-0.735	-0.736	1.000	0.840	-0.733	0.275	-0.736	-0.724	-0.701
전일검사 음성	-0.629	-0.045	0.045	-0.629	-0.636	-0.635	0.623	-0.627	-0.629	0.840	1.000	-0.626	0.275	-0.629	-0.644	-0.664
2차접종자수	0.999	-0.119	-0.248	0.999	0.984	0.992	-0.835	0.987	0.999	-0.733	-0.626	1.000	-0.376	0.998	0.983	0.955
2차접종률	-0.375	0.283	0.259	-0.375	-0.376	-0.378	0.313	-0.373	-0.375	0.275	0.275	-0.376	1.000	-0.375	-0.391	-0.403
1차접종자수	0.999	-0.121	-0.252	0.999	0.983	0.993	-0.832	0.988	0.999	-0.736	-0.629	0.998	-0.375	1.000	0.982	0.954
3차접종자수	0.982	-0.077	-0.194	0.982	0.991	0.986	-0.854	0.981	0.982	-0.724	-0.644	0.983	-0.391	0.982	1.000	0.971
3차접종률	0.954	-0.009	-0.126	0.954	0.966	0.958	-0.858	0.953	0.954	-0.701	-0.664	0.955	-0.403	0.954	0.971	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

	기준일	확진자	신규_확진자	확진_격리중	확진_퇴원	확진_사망	자가격리_누적	자가격리_격리해제	검사자	전일검사자	전일검사 음성	2차접종자수	2차접종률	1차접종자수	3차접종자수	3차접종률
0	2023-06-24	39542	5	10	34882	35	7329	7329	237280	20	15	57746	85.9	85750	46933	68.6
1	2023-06-23	39537	7	15	34871	35	7329	7329	237235	10	3	57746	85.9	85750	46933	68.6
2	2023-06-22	39530	8	21	34855	35	7329	7329	237215	22	14	57746	85.9	85750	46933	68.6
3	2023-06-21	39522	10	22	34847	35	7329	7329	237205	17	7	57746	85.9	85750	46933	68.6
4	2023-06-20	39512	22	20	34840	35	7329	7329	237183	27	5	57746	85.9	85750	46933	68.6
5	2023-06-19	39490	13	12	34836	35	7329	7329	237166	12	0	57746	85.9	85750	46933	68.6
6	2023-06-18	39477	7	19	34822	35	7329	7329	237139	17	10	57746	85.9	85750	46933	68.6
7	2023-06-17	39470	12	21	34813	35	7329	7329	237127	23	11	57746	85.9	85750	46933	68.6
8	2023-06-16	39458	11	24	34803	35	7329	7329	237110	19	8	57746	85.9	85750	46933	68.6
9	2023-06-15	39447	15	26	34790	35	7329	7329	237087	33	18	57746	85.9	85750	46933	68.6

	기준일	확진자	신규_확진자	확진_격리중	확진_퇴원	확진_사망	자가격리_누적	자가격리_격리중	자가격리_격리해제	검사자	전일검사자	전일검사 음성	2차접종자수	2차접종률	1차접종자수
578	2021-11-10	396	0	21	374	1	3729	138	3591	88227	225	225	52125	80.3	55196
579	2021-11-09	396	2	25	370	1	3729	151	3578	88335	361	359	51872	80.2	55117
580	2021-11-08	394	5	23	370	1	3728	182	3546	88194	236	232	51609	80.0	54971
581	2021-11-04	383	4	24	358	1	3589	62	3527	87044	288	284	51325	79.8	54826
582	2021-11-03	378	1	19	358	1	3575	60	3527	86743	283	282	51265	79.7	54784
583	2021-11-02	377	0	19	357	1	3555	42	3513	86461	428	428	51182	79.6	54714
584	2021-11-01	377	2	19	357	1	3554	41	3513	86029	188	188	49975	72.7	54478
585	2021-10-31	375	2	15	357	1	3549	36	3513	85841	201	199	49975	72.7	54478
586	2021-10-29	368	3	10	357	1	3535	42	3493	85406	271	269	49975	72.7	54478
587	2021-09-30	373	5	15	357	1	3542	31	3511	85640	249	243	49975	72.7	54478

Overview

Variables

Interactions

Correlations

Missing values

Sample