gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	100
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	14.0 KiB
Average record size in memory	143.3 B

Variable types

Categorical	3
Numeric	13

Dataset

Description	Sample
Author	국립중앙도서관
URL	https://www.bigdata-culture.kr/bigdata/user/data_market/detail.do?id=92136420-3e8c-11eb-af9a-4b03f0a582d6

Alerts

`anals_trget_year` has constant value ""	Constant
`two_area_nm` is highly overall correlated with `all_lon_fq_co` and 7 other fields	High correlation
`one_area_nm` is highly overall correlated with `setler_base_mnuri_setle_fq_co` and 2 other fields	High correlation
`setler_base_mnuri_setle_fq_co` is highly overall correlated with `mrhst_base_mnuri_setle_fq_co` and 11 other fields	High correlation
`mrhst_base_mnuri_setle_fq_co` is highly overall correlated with `setler_base_mnuri_setle_fq_co` and 11 other fields	High correlation
`all_lon_fq_co` is highly overall correlated with `setler_base_mnuri_setle_fq_co` and 11 other fields	High correlation
`age_seven_below_lon_fq_co` is highly overall correlated with `setler_base_mnuri_setle_fq_co` and 11 other fields	High correlation
`age_thirteen_below_lon_fq_co` is highly overall correlated with `setler_base_mnuri_setle_fq_co` and 10 other fields	High correlation
`age_nineteen_below_lon_fq_co` is highly overall correlated with `setler_base_mnuri_setle_fq_co` and 10 other fields	High correlation
`n20s_lon_fq_co` is highly overall correlated with `setler_base_mnuri_setle_fq_co` and 11 other fields	High correlation
`n30s_lon_fq_co` is highly overall correlated with `setler_base_mnuri_setle_fq_co` and 11 other fields	High correlation
`n40s_lon_fq_co` is highly overall correlated with `setler_base_mnuri_setle_fq_co` and 11 other fields	High correlation
`n50s_lon_fq_co` is highly overall correlated with `setler_base_mnuri_setle_fq_co` and 11 other fields	High correlation
`n60s_lon_fq_co` is highly overall correlated with `setler_base_mnuri_setle_fq_co` and 10 other fields	High correlation
`n70s_above_lon_fq_co` is highly overall correlated with `setler_base_mnuri_setle_fq_co` and 11 other fields	High correlation
`one_area_nm` is highly imbalanced (80.6%)	Imbalance
`all_lon_fq_co` has unique values	Unique
`age_thirteen_below_lon_fq_co` has unique values	Unique

Reproduction

Analysis started	2023-12-10 09:58:38.608730
Analysis finished	2023-12-10 09:59:15.555311
Duration	36.95 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

anals_trget_year
Categorical

CONSTANT

Distinct	1
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

2019	100

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2019
2nd row	2019
3rd row	2019
4th row	2019
5th row	2019

Common Values

Value	Count	Frequency (%)
2019	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2019	100	100.0%

anals_trget_mt
Real number (ℝ)

Distinct	11
Distinct (%)	11.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.05

Minimum	2
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	2
5-th percentile	2
Q1	4
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	10
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.2235716
Coefficient of variation (CV)	0.4572442
Kurtosis	-1.236526
Mean	7.05
Median Absolute Deviation (MAD)	3
Skewness	-0.021946665
Sum	705
Variance	10.391414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2	10	10.0%
10	10	10.0%
12	10	10.0%
4	9	9.0%
5	9	9.0%
6	9	9.0%
7	9	9.0%
8	9	9.0%
11	9	9.0%
3	8	8.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	10	10.0%
3	8	8.0%
4	9	9.0%
5	9	9.0%
6	9	9.0%
7	9	9.0%
8	9	9.0%
9	8	8.0%
10	10	10.0%
11	9	9.0%

Value	Count	Frequency (%)
12	10	10.0%
11	9	9.0%
10	10	10.0%
9	8	8.0%
8	9	9.0%
7	9	9.0%
6	9	9.0%
5	9	9.0%
4	9	9.0%
3	8	8.0%

one_area_nm
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

강원도	97
충청북도	3

Length

Max length	4
Median length	3
Mean length	3.03
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	강원도
2nd row	충청북도
3rd row	강원도
4th row	강원도
5th row	강원도

Common Values

Value	Count	Frequency (%)
강원도	97	97.0%
충청북도	3	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
강원도	97	97.0%
충청북도	3	3.0%

two_area_nm
Categorical

HIGH CORRELATION

Distinct	11
Distinct (%)	11.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

고성군	11
삼척시	11
속초시	11
양구군	11
양양군	11
Other values (6)	45

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Unique

Unique	1 ?
Unique (%)	1.0%

Sample

1st row	강릉시
2nd row	충주시
3rd row	강릉시
4th row	강릉시
5th row	강릉시

Common Values

Value	Count	Frequency (%)
고성군	11	11.0%
삼척시	11	11.0%
속초시	11	11.0%
양구군	11	11.0%
양양군	11	11.0%
영월군	11	11.0%
원주시	11	11.0%
동해시	10	10.0%
강릉시	9	9.0%
충주시	3	3.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
고성군	11	11.0%
삼척시	11	11.0%
속초시	11	11.0%
양구군	11	11.0%
양양군	11	11.0%
영월군	11	11.0%
원주시	11	11.0%
동해시	10	10.0%
강릉시	9	9.0%
충주시	3	3.0%

setler_base_mnuri_setle_fq_co
Real number (ℝ)

HIGH CORRELATION

Distinct	98
Distinct (%)	98.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	651.79

Minimum	64
Maximum	3276
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	64
5-th percentile	96.85
Q1	191
median	323
Q3	1073.25
95-th percentile	1898.1
Maximum	3276
Range	3212
Interquartile range (IQR)	882.25

Descriptive statistics

Standard deviation	712.49128
Coefficient of variation (CV)	1.0931301
Kurtosis	3.7615992
Mean	651.79
Median Absolute Deviation (MAD)	179
Skewness	1.9084137
Sum	65179
Variance	507643.82
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	2	2.0%
434	2	2.0%
1344	1	1.0%
152	1	1.0%
226	1	1.0%
188	1	1.0%
242	1	1.0%
206	1	1.0%
256	1	1.0%
210	1	1.0%
Other values (88)	88	88.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
64	1	1.0%
72	1	1.0%
87	1	1.0%
92	1	1.0%
94	1	1.0%
97	1	1.0%
99	1	1.0%
108	1	1.0%
113	1	1.0%
116	1	1.0%

Value	Count	Frequency (%)
3276	1	1.0%
3252	1	1.0%
3237	1	1.0%
2434	1	1.0%
1976	1	1.0%
1894	1	1.0%
1806	1	1.0%
1734	1	1.0%
1682	1	1.0%
1588	1	1.0%

mrhst_base_mnuri_setle_fq_co
Real number (ℝ)

HIGH CORRELATION

Distinct	97
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	625.89

Minimum	27
Maximum	3422
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	27
5-th percentile	66.9
Q1	137.75
median	241
Q3	891.5
95-th percentile	1828.15
Maximum	3422
Range	3395
Interquartile range (IQR)	753.75

Descriptive statistics

Standard deviation	750.97878
Coefficient of variation (CV)	1.1998575
Kurtosis	3.4647245
Mean	625.89
Median Absolute Deviation (MAD)	145.5
Skewness	1.8525806
Sum	62589
Variance	563969.13
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1514	2	2.0%
96	2	2.0%
215	2	2.0%
1417	1	1.0%
162	1	1.0%
132	1	1.0%
187	1	1.0%
180	1	1.0%
138	1	1.0%
98	1	1.0%
Other values (87)	87	87.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27	1	1.0%
30	1	1.0%
53	1	1.0%
63	1	1.0%
65	1	1.0%
67	1	1.0%
77	1	1.0%
79	1	1.0%
80	1	1.0%
91	1	1.0%

Value	Count	Frequency (%)
3422	1	1.0%
3319	1	1.0%
3288	1	1.0%
2384	1	1.0%
2040	1	1.0%
1817	1	1.0%
1804	1	1.0%
1739	1	1.0%
1640	1	1.0%
1625	1	1.0%

all_lon_fq_co
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12810.47

Minimum	735
Maximum	64327
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	735
5-th percentile	938.6
Q1	3297.75
median	7321
Q3	15215.25
95-th percentile	53346.4
Maximum	64327
Range	63592
Interquartile range (IQR)	11917.5

Descriptive statistics

Standard deviation	15694.153
Coefficient of variation (CV)	1.2251036
Kurtosis	3.2114225
Mean	12810.47
Median Absolute Deviation (MAD)	4684.5
Skewness	2.0235465
Sum	1281047
Variance	2.4630643 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10441	1	1.0%
3527	1	1.0%
3306	1	1.0%
3630	1	1.0%
4813	1	1.0%
4327	1	1.0%
3665	1	1.0%
3550	1	1.0%
3759	1	1.0%
4329	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
735	1	1.0%
737	1	1.0%
785	1	1.0%
809	1	1.0%
912	1	1.0%
940	1	1.0%
987	1	1.0%
1057	1	1.0%
1082	1	1.0%
1249	1	1.0%

Value	Count	Frequency (%)
64327	1	1.0%
63101	1	1.0%
58877	1	1.0%
54598	1	1.0%
53715	1	1.0%
53327	1	1.0%
51508	1	1.0%
50871	1	1.0%
50659	1	1.0%
47694	1	1.0%

age_seven_below_lon_fq_co
Real number (ℝ)

HIGH CORRELATION

Distinct	99
Distinct (%)	99.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	920.34

Minimum	14
Maximum	5458
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	14
5-th percentile	30.7
Q1	139.25
median	575
Q3	1006.25
95-th percentile	3928.55
Maximum	5458
Range	5444
Interquartile range (IQR)	867

Descriptive statistics

Standard deviation	1212.045
Coefficient of variation (CV)	1.3169535
Kurtosis	3.363132
Mean	920.34
Median Absolute Deviation (MAD)	435
Skewness	2.019318
Sum	92034
Variance	1469053
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
141	2	2.0%
369	1	1.0%
99	1	1.0%
346	1	1.0%
450	1	1.0%
367	1	1.0%
334	1	1.0%
198	1	1.0%
281	1	1.0%
340	1	1.0%
Other values (89)	89	89.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14	1	1.0%
16	1	1.0%
19	1	1.0%
20	1	1.0%
25	1	1.0%
31	1	1.0%
34	1	1.0%
35	1	1.0%
40	1	1.0%
42	1	1.0%

Value	Count	Frequency (%)
5458	1	1.0%
4462	1	1.0%
4320	1	1.0%
4169	1	1.0%
4015	1	1.0%
3924	1	1.0%
3915	1	1.0%
3828	1	1.0%
3679	1	1.0%
3619	1	1.0%

age_thirteen_below_lon_fq_co
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1984.16

Minimum	77
Maximum	10341
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	77
5-th percentile	122.65
Q1	361.75
median	1153.5
Q3	2319.25
95-th percentile	8117.5
Maximum	10341
Range	10264
Interquartile range (IQR)	1957.5

Descriptive statistics

Standard deviation	2476.1963
Coefficient of variation (CV)	1.2479822
Kurtosis	3.2707273
Mean	1984.16
Median Absolute Deviation (MAD)	825.5
Skewness	1.9849083
Sum	198416
Variance	6131548.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1416	1	1.0%
362	1	1.0%
522	1	1.0%
488	1	1.0%
826	1	1.0%
649	1	1.0%
489	1	1.0%
546	1	1.0%
512	1	1.0%
571	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
77	1	1.0%
92	1	1.0%
98	1	1.0%
100	1	1.0%
116	1	1.0%
123	1	1.0%
125	1	1.0%
133	1	1.0%
134	1	1.0%
137	1	1.0%

Value	Count	Frequency (%)
10341	1	1.0%
10021	1	1.0%
9486	1	1.0%
9479	1	1.0%
8374	1	1.0%
8104	1	1.0%
7636	1	1.0%
7277	1	1.0%
7186	1	1.0%
7164	1	1.0%

age_nineteen_below_lon_fq_co
Real number (ℝ)

HIGH CORRELATION

Distinct	96
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	790.29

Minimum	15
Maximum	5902
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	15
5-th percentile	35.6
Q1	196.75
median	433
Q3	784
95-th percentile	3278.85
Maximum	5902
Range	5887
Interquartile range (IQR)	587.25

Descriptive statistics

Standard deviation	1088.6421
Coefficient of variation (CV)	1.3775223
Kurtosis	7.7741642
Mean	790.29
Median Absolute Deviation (MAD)	289
Skewness	2.7002099
Sum	79029
Variance	1185141.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
237	2	2.0%
552	2	2.0%
17	2	2.0%
50	2	2.0%
245	1	1.0%
136	1	1.0%
132	1	1.0%
150	1	1.0%
196	1	1.0%
148	1	1.0%
Other values (86)	86	86.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15	1	1.0%
17	2	2.0%
22	1	1.0%
28	1	1.0%
36	1	1.0%
38	1	1.0%
40	1	1.0%
50	2	2.0%
77	1	1.0%
94	1	1.0%

Value	Count	Frequency (%)
5902	1	1.0%
5213	1	1.0%
4100	1	1.0%
3817	1	1.0%
3333	1	1.0%
3276	1	1.0%
3089	1	1.0%
2825	1	1.0%
2457	1	1.0%
2409	1	1.0%

n20s_lon_fq_co
Real number (ℝ)

HIGH CORRELATION

Distinct	95
Distinct (%)	95.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	727.72

Minimum	25
Maximum	4385
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	25
5-th percentile	79.6
Q1	144
median	323.5
Q3	752
95-th percentile	3354.55
Maximum	4385
Range	4360
Interquartile range (IQR)	608

Descriptive statistics

Standard deviation	1005.9107
Coefficient of variation (CV)	1.3822771
Kurtosis	4.028628
Mean	727.72
Median Absolute Deviation (MAD)	219.5
Skewness	2.2383707
Sum	72772
Variance	1011856.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
106	2	2.0%
144	2	2.0%
204	2	2.0%
626	2	2.0%
34	2	2.0%
130	1	1.0%
114	1	1.0%
193	1	1.0%
258	1	1.0%
160	1	1.0%
Other values (85)	85	85.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25	1	1.0%
26	1	1.0%
32	1	1.0%
34	2	2.0%
82	1	1.0%
85	1	1.0%
88	1	1.0%
99	1	1.0%
104	1	1.0%
106	2	2.0%

Value	Count	Frequency (%)
4385	1	1.0%
3911	1	1.0%
3697	1	1.0%
3525	1	1.0%
3498	1	1.0%
3347	1	1.0%
3229	1	1.0%
3162	1	1.0%
3088	1	1.0%
3016	1	1.0%

n30s_lon_fq_co
Real number (ℝ)

HIGH CORRELATION

Distinct	99
Distinct (%)	99.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2613

Minimum	133
Maximum	12301
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	133
5-th percentile	215.9
Q1	753.5
median	1585.5
Q3	3019.5
95-th percentile	10818.1
Maximum	12301
Range	12168
Interquartile range (IQR)	2266

Descriptive statistics

Standard deviation	3045.0097
Coefficient of variation (CV)	1.1653309
Kurtosis	3.0602943
Mean	2613
Median Absolute Deviation (MAD)	1044
Skewness	2.0072754
Sum	261300
Variance	9272084.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
614	2	2.0%
1678	1	1.0%
1013	1	1.0%
906	1	1.0%
1148	1	1.0%
1045	1	1.0%
894	1	1.0%
754	1	1.0%
949	1	1.0%
1002	1	1.0%
Other values (89)	89	89.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
133	1	1.0%
166	1	1.0%
180	1	1.0%
194	1	1.0%
214	1	1.0%
216	1	1.0%
223	1	1.0%
245	1	1.0%
246	1	1.0%
279	1	1.0%

Value	Count	Frequency (%)
12301	1	1.0%
11368	1	1.0%
11355	1	1.0%
11038	1	1.0%
10953	1	1.0%
10811	1	1.0%
10240	1	1.0%
10136	1	1.0%
10059	1	1.0%
9782	1	1.0%

n40s_lon_fq_co
Real number (ℝ)

HIGH CORRELATION

Distinct	99
Distinct (%)	99.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3539.31

Minimum	210
Maximum	18618
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	210
5-th percentile	269.6
Q1	670.5
median	1956
Q3	4135
95-th percentile	15205.1
Maximum	18618
Range	18408
Interquartile range (IQR)	3464.5

Descriptive statistics

Standard deviation	4493.9462
Coefficient of variation (CV)	1.2697238
Kurtosis	3.3056295
Mean	3539.31
Median Absolute Deviation (MAD)	1373
Skewness	2.0404938
Sum	353931
Variance	20195553
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
827	2	2.0%
666	1	1.0%
901	1	1.0%
930	1	1.0%
1220	1	1.0%
1131	1	1.0%
1115	1	1.0%
1133	1	1.0%
1071	1	1.0%
1197	1	1.0%
Other values (89)	89	89.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
210	1	1.0%
221	1	1.0%
226	1	1.0%
232	1	1.0%
243	1	1.0%
271	1	1.0%
281	1	1.0%
353	1	1.0%
354	1	1.0%
386	1	1.0%

Value	Count	Frequency (%)
18618	1	1.0%
17629	1	1.0%
17310	1	1.0%
15494	1	1.0%
15492	1	1.0%
15190	1	1.0%
14222	1	1.0%
14089	1	1.0%
13975	1	1.0%
13897	1	1.0%

n50s_lon_fq_co
Real number (ℝ)

HIGH CORRELATION

Distinct	95
Distinct (%)	95.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1211.87

Minimum	80
Maximum	6041
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	80
5-th percentile	97.9
Q1	259
median	497
Q3	1601.5
95-th percentile	5129
Maximum	6041
Range	5961
Interquartile range (IQR)	1342.5

Descriptive statistics

Standard deviation	1516.3472
Coefficient of variation (CV)	1.2512458
Kurtosis	2.6914521
Mean	1211.87
Median Absolute Deviation (MAD)	338
Skewness	1.9019932
Sum	121187
Variance	2299308.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
259	2	2.0%
80	2	2.0%
322	2	2.0%
5129	2	2.0%
361	2	2.0%
234	1	1.0%
312	1	1.0%
296	1	1.0%
384	1	1.0%
359	1	1.0%
Other values (85)	85	85.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
80	2	2.0%
82	1	1.0%
83	1	1.0%
96	1	1.0%
98	1	1.0%
116	1	1.0%
123	1	1.0%
129	1	1.0%
138	1	1.0%
147	1	1.0%

Value	Count	Frequency (%)
6041	1	1.0%
5668	1	1.0%
5568	1	1.0%
5288	1	1.0%
5129	2	2.0%
4932	1	1.0%
4906	1	1.0%
4850	1	1.0%
4667	1	1.0%
3974	1	1.0%

n60s_lon_fq_co
Real number (ℝ)

HIGH CORRELATION

Distinct	93
Distinct (%)	93.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	542.86

Minimum	14
Maximum	2461
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	14
5-th percentile	43.9
Q1	178.25
median	270
Q3	691.75
95-th percentile	2183.2
Maximum	2461
Range	2447
Interquartile range (IQR)	513.5

Descriptive statistics

Standard deviation	623.27885
Coefficient of variation (CV)	1.1481392
Kurtosis	2.9283047
Mean	542.86
Median Absolute Deviation (MAD)	164.5
Skewness	1.9543531
Sum	54286
Variance	388476.53
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
258	2	2.0%
115	2	2.0%
261	2	2.0%
38	2	2.0%
199	2	2.0%
42	2	2.0%
270	2	2.0%
110	1	1.0%
324	1	1.0%
219	1	1.0%
Other values (83)	83	83.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14	1	1.0%
38	2	2.0%
42	2	2.0%
44	1	1.0%
46	1	1.0%
56	1	1.0%
61	1	1.0%
63	1	1.0%
70	1	1.0%
71	1	1.0%

Value	Count	Frequency (%)
2461	1	1.0%
2419	1	1.0%
2374	1	1.0%
2289	1	1.0%
2244	1	1.0%
2180	1	1.0%
2114	1	1.0%
2055	1	1.0%
2010	1	1.0%
1933	1	1.0%

n70s_above_lon_fq_co
Real number (ℝ)

HIGH CORRELATION

Distinct	85
Distinct (%)	85.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	203.69

Minimum	1
Maximum	911
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	1
5-th percentile	12.85
Q1	38
median	107
Q3	274.75
95-th percentile	806.3
Maximum	911
Range	910
Interquartile range (IQR)	236.75

Descriptive statistics

Standard deviation	238.86447
Coefficient of variation (CV)	1.1726863
Kurtosis	1.6512434
Mean	203.69
Median Absolute Deviation (MAD)	88.5
Skewness	1.5863786
Sum	20369
Variance	57056.236
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	4	4.0%
26	3	3.0%
38	2	2.0%
42	2	2.0%
25	2	2.0%
18	2	2.0%
40	2	2.0%
19	2	2.0%
39	2	2.0%
56	2	2.0%
Other values (75)	77	77.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	1.0%
3	1	1.0%
8	1	1.0%
9	1	1.0%
10	1	1.0%
13	4	4.0%
14	1	1.0%
17	1	1.0%
18	2	2.0%
19	2	2.0%

Value	Count	Frequency (%)
911	1	1.0%
869	1	1.0%
853	1	1.0%
821	1	1.0%
812	1	1.0%
806	1	1.0%
746	1	1.0%
745	1	1.0%
735	1	1.0%
700	1	1.0%

Heatmap
Table

	anals_trget_mt	one_area_nm	two_area_nm	setler_base_mnuri_setle_fq_co	mrhst_base_mnuri_setle_fq_co	all_lon_fq_co	age_seven_below_lon_fq_co	age_thirteen_below_lon_fq_co	age_nineteen_below_lon_fq_co	n20s_lon_fq_co	n30s_lon_fq_co	n40s_lon_fq_co	n50s_lon_fq_co	n60s_lon_fq_co	n70s_above_lon_fq_co
anals_trget_mt	1.000	0.000	0.000	0.068	0.102	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
one_area_nm	0.000	1.000	1.000	0.766	0.799	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
two_area_nm	0.000	1.000	1.000	0.671	0.717	0.824	0.788	0.778	0.649	0.795	0.832	0.791	0.834	0.770	0.814
setler_base_mnuri_setle_fq_co	0.068	0.766	0.671	1.000	0.988	0.772	0.616	0.613	0.587	0.592	0.792	0.787	0.794	0.794	0.649
mrhst_base_mnuri_setle_fq_co	0.102	0.799	0.717	0.988	1.000	0.796	0.607	0.683	0.585	0.648	0.807	0.773	0.814	0.848	0.727
all_lon_fq_co	0.000	0.000	0.824	0.772	0.796	1.000	0.878	0.950	0.833	0.900	0.991	0.991	0.986	0.958	0.893
age_seven_below_lon_fq_co	0.000	0.000	0.788	0.616	0.607	0.878	1.000	0.901	0.930	0.851	0.847	0.847	0.845	0.822	0.860
age_thirteen_below_lon_fq_co	0.000	0.000	0.778	0.613	0.683	0.950	0.901	1.000	0.859	0.926	0.920	0.946	0.916	0.896	0.958
age_nineteen_below_lon_fq_co	0.000	0.000	0.649	0.587	0.585	0.833	0.930	0.859	1.000	0.891	0.872	0.835	0.894	0.872	0.876
n20s_lon_fq_co	0.000	0.000	0.795	0.592	0.648	0.900	0.851	0.926	0.891	1.000	0.888	0.897	0.889	0.890	0.877
n30s_lon_fq_co	0.000	0.000	0.832	0.792	0.807	0.991	0.847	0.920	0.872	0.888	1.000	0.986	0.995	0.983	0.927
n40s_lon_fq_co	0.000	0.000	0.791	0.787	0.773	0.991	0.847	0.946	0.835	0.897	0.986	1.000	0.984	0.964	0.893
n50s_lon_fq_co	0.000	0.000	0.834	0.794	0.814	0.986	0.845	0.916	0.894	0.889	0.995	0.984	1.000	0.983	0.930
n60s_lon_fq_co	0.000	0.000	0.770	0.794	0.848	0.958	0.822	0.896	0.872	0.890	0.983	0.964	0.983	1.000	0.932
n70s_above_lon_fq_co	0.000	0.000	0.814	0.649	0.727	0.893	0.860	0.958	0.876	0.877	0.927	0.893	0.930	0.932	1.000

Heatmap
Table

	two_area_nm	one_area_nm
two_area_nm	1.000	0.953
one_area_nm	0.953	1.000

Heatmap
Table

	anals_trget_mt	setler_base_mnuri_setle_fq_co	mrhst_base_mnuri_setle_fq_co	all_lon_fq_co	age_seven_below_lon_fq_co	age_thirteen_below_lon_fq_co	age_nineteen_below_lon_fq_co	n20s_lon_fq_co	n30s_lon_fq_co	n40s_lon_fq_co	n50s_lon_fq_co	n60s_lon_fq_co	n70s_above_lon_fq_co	one_area_nm	two_area_nm
anals_trget_mt	1.000	0.129	0.167	-0.042	0.060	-0.043	-0.061	-0.154	-0.016	-0.053	-0.059	-0.037	-0.107	0.000	0.000
setler_base_mnuri_setle_fq_co	0.129	1.000	0.984	0.693	0.660	0.679	0.581	0.563	0.616	0.701	0.659	0.691	0.744	0.571	0.390
mrhst_base_mnuri_setle_fq_co	0.167	0.984	1.000	0.717	0.680	0.702	0.632	0.588	0.651	0.721	0.690	0.712	0.754	0.600	0.435
all_lon_fq_co	-0.042	0.693	0.717	1.000	0.949	0.985	0.893	0.942	0.975	0.993	0.940	0.908	0.947	0.000	0.572
age_seven_below_lon_fq_co	0.060	0.660	0.680	0.949	1.000	0.962	0.826	0.875	0.925	0.949	0.903	0.838	0.899	0.000	0.507
age_thirteen_below_lon_fq_co	-0.043	0.679	0.702	0.985	0.962	1.000	0.872	0.922	0.955	0.987	0.938	0.898	0.938	0.000	0.471
age_nineteen_below_lon_fq_co	-0.061	0.581	0.632	0.893	0.826	0.872	1.000	0.852	0.866	0.877	0.930	0.852	0.858	0.000	0.359
n20s_lon_fq_co	-0.154	0.563	0.588	0.942	0.875	0.922	0.852	1.000	0.952	0.929	0.897	0.840	0.866	0.000	0.544
n30s_lon_fq_co	-0.016	0.616	0.651	0.975	0.925	0.955	0.866	0.952	1.000	0.964	0.903	0.854	0.891	0.000	0.585
n40s_lon_fq_co	-0.053	0.701	0.721	0.993	0.949	0.987	0.877	0.929	0.964	1.000	0.934	0.909	0.951	0.000	0.525
n50s_lon_fq_co	-0.059	0.659	0.690	0.940	0.903	0.938	0.930	0.897	0.903	0.934	1.000	0.935	0.943	0.000	0.588
n60s_lon_fq_co	-0.037	0.691	0.712	0.908	0.838	0.898	0.852	0.840	0.854	0.909	0.935	1.000	0.930	0.000	0.497
n70s_above_lon_fq_co	-0.107	0.744	0.754	0.947	0.899	0.938	0.858	0.866	0.891	0.951	0.943	0.930	1.000	0.000	0.519
one_area_nm	0.000	0.571	0.600	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.953
two_area_nm	0.000	0.390	0.435	0.572	0.507	0.471	0.359	0.544	0.585	0.525	0.588	0.497	0.519	0.953	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

	anals_trget_year	anals_trget_mt	one_area_nm	two_area_nm	setler_base_mnuri_setle_fq_co	mrhst_base_mnuri_setle_fq_co	all_lon_fq_co	age_seven_below_lon_fq_co	age_thirteen_below_lon_fq_co	age_nineteen_below_lon_fq_co	n20s_lon_fq_co	n30s_lon_fq_co	n40s_lon_fq_co	n50s_lon_fq_co	n60s_lon_fq_co	n70s_above_lon_fq_co
0	2019	2	강원도	강릉시	1344	1417	10441	369	1416	741	543	1678	3273	1053	434	352
1	2019	10	충청북도	충주시	1065	992	5330	308	912	390	82	752	1225	259	185	50
2	2019	4	강원도	강릉시	1588	1625	11998	629	1653	552	476	2123	3519	1117	632	246
3	2019	5	강원도	강릉시	1682	1739	10576	573	1232	551	392	1944	3225	1008	590	323
4	2019	6	강원도	강릉시	1430	1514	12043	696	1741	662	478	2012	3819	1064	556	273
5	2019	7	강원도	강릉시	1291	1335	13056	717	1891	860	512	2035	3989	1285	602	470
6	2019	8	강원도	강릉시	1350	1477	15334	779	2106	836	626	2771	4792	1356	695	331
7	2019	11	충청북도	충주시	1448	1372	5922	512	954	462	113	918	1400	259	208	41
8	2019	10	강원도	강릉시	1170	1203	7009	681	1144	262	163	1600	1876	311	277	106
9	2019	11	강원도	강릉시	1466	1488	7166	648	1155	205	140	1592	1887	366	303	252

	anals_trget_year	anals_trget_mt	one_area_nm	two_area_nm	setler_base_mnuri_setle_fq_co	mrhst_base_mnuri_setle_fq_co	all_lon_fq_co	age_seven_below_lon_fq_co	age_thirteen_below_lon_fq_co	age_nineteen_below_lon_fq_co	n20s_lon_fq_co	n30s_lon_fq_co	n40s_lon_fq_co	n50s_lon_fq_co	n60s_lon_fq_co	n70s_above_lon_fq_co
90	2019	4	강원도	원주시	1976	2040	51508	3679	8104	2409	3347	10811	15190	4850	2114	735
91	2019	5	강원도	원주시	1894	1804	50659	4462	7164	3089	3162	10059	14089	4932	2180	745
92	2019	6	강원도	원주시	1806	1817	53715	4015	8374	3333	3498	11038	15494	4906	2010	812
93	2019	7	강원도	원주시	1493	1577	63101	4169	10021	5902	4385	11368	17629	5668	2244	911
94	2019	8	강원도	원주시	1432	1501	64327	4320	10341	5213	3911	12301	18618	6041	2374	821
95	2019	9	강원도	원주시	1098	1195	47694	3619	7277	2218	3088	9782	13897	4667	1933	700
96	2019	10	강원도	원주시	1201	1266	42059	3915	5544	2457	2662	8603	11720	3974	1645	619
97	2019	11	강원도	원주시	1349	1514	53327	5458	7636	2825	3229	10953	13975	5129	2055	746
98	2019	12	강원도	원주시	3252	3319	50871	3828	7186	3817	3016	10240	14222	5129	2289	853
99	2019	2	강원도	인제군	87	27	2702	175	403	114	85	822	743	169	63	20

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Interactions

Correlations

Missing values

Sample