gimi9 Pandas Profiling

Dataset statistics

Number of variables	29
Number of observations	3349
Missing cells	234
Missing cells (%)	0.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	758.9 KiB
Average record size in memory	232.0 B

Variable types

Text	17
Categorical	11
DateTime	1

Dataset

Description	2021-05-01
Author	부산시공공데이터포털
URL	https://bigdata.busan.go.kr/data/bigDataDetailView.do?menuCode=M00000000007&hdfs_file_sn=20230901060801142000

Alerts

`last_load_dttm` has constant value ""	Constant
`soil12` has a high cardinality: 51 distinct values	High cardinality
`soil11` is highly imbalanced (59.6%)	Imbalance
`soil12` is highly imbalanced (60.2%)	Imbalance
`soil16` is highly imbalanced (59.1%)	Imbalance
`soil17` is highly imbalanced (55.2%)	Imbalance
`inspec_deep` is highly imbalanced (58.5%)	Imbalance
`soil19` is highly imbalanced (59.3%)	Imbalance
`soil20` is highly imbalanced (78.5%)	Imbalance
`soil21` is highly imbalanced (94.3%)	Imbalance

Reproduction

Analysis started	2024-04-17 15:51:18.925404
Analysis finished	2024-04-17 15:51:19.884640
Duration	0.96 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

skey
Text

Distinct	3337
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Memory size	26.3 KiB

Length

Max length	7
Median length	7
Mean length	6.9805912
Min length	2

Characters and Unicode

Total characters	23378
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3336 ?
Unique (%)	99.6%

Sample

1st row	1812740
2nd row	1812741
3rd row	1812742
4th row	1812743
5th row	1812744

Value	Count	Frequency (%)
용지	13	0.4%
1810612	1	< 0.1%
1810557	1	< 0.1%
1810571	1	< 0.1%
1810560	1	< 0.1%
1810562	1	< 0.1%
1810563	1	< 0.1%
1810564	1	< 0.1%
1810565	1	< 0.1%
1810566	1	< 0.1%
Other values (3327)	3327	99.3%

Most occurring characters

Value	Count	Frequency (%)
1	8107	34.7%
8	4317	18.5%
0	2499	10.7%
2	1772	7.6%
9	1501	6.4%
7	1072	4.6%
5	1064	4.6%
6	1064	4.6%
4	992	4.2%
3	964	4.1%
Other values (2)	26	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23352	99.9%
Other Letter	26	0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	8107	34.7%
8	4317	18.5%
0	2499	10.7%
2	1772	7.6%
9	1501	6.4%
7	1072	4.6%
5	1064	4.6%
6	1064	4.6%
4	992	4.2%
3	964	4.1%

Other Letter

Value	Count	Frequency (%)
용	13	50.0%
지	13	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	23352	99.9%
Hangul	26	0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	8107	34.7%
8	4317	18.5%
0	2499	10.7%
2	1772	7.6%
9	1501	6.4%
7	1072	4.6%
5	1064	4.6%
6	1064	4.6%
4	992	4.2%
3	964	4.1%

Hangul

Value	Count	Frequency (%)
용	13	50.0%
지	13	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23352	99.9%
Hangul	26	0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	8107	34.7%
8	4317	18.5%
0	2499	10.7%
2	1772	7.6%
9	1501	6.4%
7	1072	4.6%
5	1064	4.6%
6	1064	4.6%
4	992	4.2%
3	964	4.1%

Hangul

Value	Count	Frequency (%)
용	13	50.0%
지	13	50.0%

inspec_yy
Categorical

Distinct	24
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	26.3 KiB

2012	263
2008	248
2007	234
2010	225
2011	225
Other values (19)	2154

Length

Max length	14
Median length	4
Mean length	4.0352344
Min length	4

Unique

Unique	3 ?
Unique (%)	0.1%

Sample

1st row	2002
2nd row	2002
3rd row	2002
4th row	2002
5th row	2002

Common Values

Value	Count	Frequency (%)
2012	263	7.9%
2008	248	7.4%
2007	234	7.0%
2010	225	6.7%
2011	225	6.7%
2006	222	6.6%
2009	217	6.5%
2013	207	6.2%
2017	188	5.6%
2016	183	5.5%
Other values (14)	1137	34.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2012	263	7.8%
2008	248	7.3%
2007	234	6.9%
2010	225	6.7%
2011	225	6.7%
2006	222	6.6%
2009	217	6.4%
2013	207	6.1%
2017	188	5.6%
2016	183	5.4%
Other values (20)	1163	34.5%

inspec_kb
Text

Distinct	65
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Memory size	26.3 KiB

Length

Max length	10
Median length	9
Mean length	2.5586742
Min length	1

Characters and Unicode

Total characters	8569
Distinct characters	53
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	25 ?
Unique (%)	0.7%

Sample

1st row	대지
2nd row	공장용지
3rd row	공장용지
4th row	공장용지
5th row	공원

Value	Count	Frequency (%)
잡종지	573	16.7%
공원	517	15.1%
공장용지	421	12.3%
대지	418	12.2%
답	233	6.8%
대	201	5.9%
철도용지	181	5.3%
임야	161	4.7%
학교용지	137	4.0%
공장	84	2.5%
Other values (58)	496	14.5%

Most occurring characters

Value	Count	Frequency (%)
지	1835	21.4%
공	1046	12.2%
용	777	9.1%
대	624	7.3%
종	590	6.9%
잡	587	6.9%
장	526	6.1%
원	521	6.1%
도	241	2.8%
답	234	2.7%
Other values (43)	1588	18.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	8247	96.2%
Decimal Number	145	1.7%
Space Separator	131	1.5%
Other Punctuation	44	0.5%
Close Punctuation	1	< 0.1%
Open Punctuation	1	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
지	1835	22.3%
공	1046	12.7%
용	777	9.4%
대	624	7.6%
종	590	7.2%
잡	587	7.1%
장	526	6.4%
원	521	6.3%
도	241	2.9%
답	234	2.8%
Other values (28)	1266	15.4%

Decimal Number

Value	Count	Frequency (%)
2	32	22.1%
3	31	21.4%
1	31	21.4%
4	30	20.7%
7	6	4.1%
6	4	2.8%
0	4	2.8%
9	3	2.1%
8	2	1.4%
5	2	1.4%

Other Punctuation

Value	Count	Frequency (%)
,	31	70.5%
.	13	29.5%

Space Separator

Value	Count	Frequency (%)
	131	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	8247	96.2%
Common	322	3.8%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
지	1835	22.3%
공	1046	12.7%
용	777	9.4%
대	624	7.6%
종	590	7.2%
잡	587	7.1%
장	526	6.4%
원	521	6.3%
도	241	2.9%
답	234	2.8%
Other values (28)	1266	15.4%

Common

Value	Count	Frequency (%)
	131	40.7%
2	32	9.9%
3	31	9.6%
,	31	9.6%
1	31	9.6%
4	30	9.3%
.	13	4.0%
7	6	1.9%
6	4	1.2%
0	4	1.2%
Other values (5)	9	2.8%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	8247	96.2%
ASCII	322	3.8%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
지	1835	22.3%
공	1046	12.7%
용	777	9.4%
대	624	7.6%
종	590	7.2%
잡	587	7.1%
장	526	6.4%
원	521	6.3%
도	241	2.9%
답	234	2.8%
Other values (28)	1266	15.4%

ASCII

Value	Count	Frequency (%)
	131	40.7%
2	32	9.9%
3	31	9.6%
,	31	9.6%
1	31	9.6%
4	30	9.3%
.	13	4.0%
7	6	1.9%
6	4	1.2%
0	4	1.2%
Other values (5)	9	2.8%

inspec_area
Text

Distinct	1692
Distinct (%)	50.7%
Missing	13
Missing (%)	0.4%
Memory size	26.3 KiB

Length

Max length	24
Median length	19
Mean length	11.645084
Min length	2

Characters and Unicode

Total characters	38848
Distinct characters	337
Distinct categories	10 ?
Distinct scripts	3 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1131 ?
Unique (%)	33.9%

Sample

1st row	고려제강
2nd row	염색단지조합
3rd row	연합철강공업(주)
4th row	신일금속공업
5th row	어울림공원

Value	Count	Frequency (%)
강서구	227	2.8%
사하구	194	2.4%
표토	192	2.3%
사상구	168	2.0%
m	159	1.9%
및	149	1.8%
기장군	145	1.8%
해운대구	134	1.6%
부산진구	103	1.3%
수영구	101	1.2%
Other values (1495)	6645	80.9%

Most occurring characters

Value	Count	Frequency (%)
	4905	12.6%
1	1932	5.0%
동	1793	4.6%
구	1556	4.0%
2	1023	2.6%
-	942	2.4%
0	828	2.1%
3	816	2.1%
4	737	1.9%
5	707	1.8%
Other values (327)	23609	60.8%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	22431	57.7%
Decimal Number	7924	20.4%
Space Separator	4905	12.6%
Dash Punctuation	942	2.4%
Other Punctuation	617	1.6%
Close Punctuation	554	1.4%
Open Punctuation	554	1.4%
Lowercase Letter	423	1.1%
Other Symbol	299	0.8%
Uppercase Letter	199	0.5%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
동	1793	8.0%
구	1556	6.9%
산	688	3.1%
지	665	3.0%
사	583	2.6%
대	511	2.3%
장	492	2.2%
광	368	1.6%
기	351	1.6%
역	350	1.6%
Other values (294)	15074	67.2%

Decimal Number

Value	Count	Frequency (%)
1	1932	24.4%
2	1023	12.9%
0	828	10.4%
3	816	10.3%
4	737	9.3%
5	707	8.9%
8	545	6.9%
9	484	6.1%
6	455	5.7%
7	397	5.0%

Uppercase Letter

Value	Count	Frequency (%)
M	91	45.7%
K	34	17.1%
S	31	15.6%
B	16	8.0%
C	9	4.5%
J	8	4.0%
Y	6	3.0%
G	2	1.0%
L	2	1.0%

Lowercase Letter

Value	Count	Frequency (%)
m	363	85.8%
a	30	7.1%
b	28	6.6%
c	1	0.2%
d	1	0.2%

Other Punctuation

Value	Count	Frequency (%)
.	451	73.1%
·	96	15.6%
,	62	10.0%
?	8	1.3%

Space Separator

Value	Count	Frequency (%)
	4905	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	942	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	554	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	554	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	299	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	22730	58.5%
Common	15496	39.9%
Latin	622	1.6%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
동	1793	7.9%
구	1556	6.8%
산	688	3.0%
지	665	2.9%
사	583	2.6%
대	511	2.2%
장	492	2.2%
광	368	1.6%
기	351	1.5%
역	350	1.5%
Other values (295)	15373	67.6%

Common

Value	Count	Frequency (%)
	4905	31.7%
1	1932	12.5%
2	1023	6.6%
-	942	6.1%
0	828	5.3%
3	816	5.3%
4	737	4.8%
5	707	4.6%
)	554	3.6%
(	554	3.6%
Other values (8)	2498	16.1%

Latin

Value	Count	Frequency (%)
m	363	58.4%
M	91	14.6%
K	34	5.5%
S	31	5.0%
a	30	4.8%
b	28	4.5%
B	16	2.6%
C	9	1.4%
J	8	1.3%
Y	6	1.0%
Other values (4)	6	1.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	22431	57.7%
ASCII	16022	41.2%
None	395	1.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	4905	30.6%
1	1932	12.1%
2	1023	6.4%
-	942	5.9%
0	828	5.2%
3	816	5.1%
4	737	4.6%
5	707	4.4%
)	554	3.5%
(	554	3.5%
Other values (21)	3024	18.9%

Hangul

Value	Count	Frequency (%)
동	1793	8.0%
구	1556	6.9%
산	688	3.1%
지	665	3.0%
사	583	2.6%
대	511	2.3%
장	492	2.2%
광	368	1.6%
기	351	1.6%
역	350	1.6%
Other values (294)	15074	67.2%

None

Value	Count	Frequency (%)
㈜	299	75.7%
·	96	24.3%

soil01
Text

Distinct	539
Distinct (%)	16.2%
Missing	13
Missing (%)	0.4%
Memory size	26.3 KiB

Length

Max length	6
Median length	4
Mean length	3.8696043
Min length	1

Characters and Unicode

Total characters	12909
Distinct characters	14
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	153 ?
Unique (%)	4.6%

Sample

1st row	0.34
2nd row	0.07
3rd row	0
4th row	0.32
5th row	0.1

Value	Count	Frequency (%)
2	72	2.2%
0.00	68	2.0%
0	65	1.9%
1	62	1.9%
	30	0.9%
1.43	26	0.8%
1.37	26	0.8%
0.26	25	0.7%
0.25	25	0.7%
0.11	23	0.7%
Other values (529)	2914	87.4%

Most occurring characters

Value	Count	Frequency (%)
.	3101	24.0%
0	2208	17.1%
1	1665	12.9%
2	1285	10.0%
5	1084	8.4%
3	892	6.9%
7	679	5.3%
4	597	4.6%
6	501	3.9%
8	435	3.4%
Other values (4)	462	3.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	9776	75.7%
Other Punctuation	3101	24.0%
Dash Punctuation	30	0.2%
Other Letter	2	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2208	22.6%
1	1665	17.0%
2	1285	13.1%
5	1084	11.1%
3	892	9.1%
7	679	6.9%
4	597	6.1%
6	501	5.1%
8	435	4.4%
9	430	4.4%

Other Letter

Value	Count	Frequency (%)
공	1	50.0%
원	1	50.0%

Other Punctuation

Value	Count	Frequency (%)
.	3101	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	30	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	12907	> 99.9%
Hangul	2	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	3101	24.0%
0	2208	17.1%
1	1665	12.9%
2	1285	10.0%
5	1084	8.4%
3	892	6.9%
7	679	5.3%
4	597	4.6%
6	501	3.9%
8	435	3.4%
Other values (2)	460	3.6%

Hangul

Value	Count	Frequency (%)
공	1	50.0%
원	1	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12907	> 99.9%
Hangul	2	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	3101	24.0%
0	2208	17.1%
1	1665	12.9%
2	1285	10.0%
5	1084	8.4%
3	892	6.9%
7	679	5.3%
4	597	4.6%
6	501	3.9%
8	435	3.4%
Other values (2)	460	3.6%

Hangul

Value	Count	Frequency (%)
공	1	50.0%
원	1	50.0%

soil02
Text

Distinct	2357
Distinct (%)	70.7%
Missing	13
Missing (%)	0.4%
Memory size	26.3 KiB

Length

Max length	7
Median length	5
Mean length	4.4253597
Min length	1

Characters and Unicode

Total characters	14763
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1789 ?
Unique (%)	53.6%

Sample

1st row	43.1
2nd row	0.57
3rd row	0
4th row	104
5th row	6.19

Value	Count	Frequency (%)
0	48	1.4%
17	14	0.4%
16	13	0.4%
14	13	0.4%
9	11	0.3%
13	9	0.3%
	8	0.2%
25	8	0.2%
26	8	0.2%
20	8	0.2%
Other values (2347)	3196	95.8%

Most occurring characters

Value	Count	Frequency (%)
.	3119	21.1%
1	1715	11.6%
5	1517	10.3%
2	1450	9.8%
3	1394	9.4%
4	1021	6.9%
0	993	6.7%
7	979	6.6%
6	901	6.1%
8	862	5.8%
Other values (2)	812	5.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	11636	78.8%
Other Punctuation	3119	21.1%
Dash Punctuation	8	0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1715	14.7%
5	1517	13.0%
2	1450	12.5%
3	1394	12.0%
4	1021	8.8%
0	993	8.5%
7	979	8.4%
6	901	7.7%
8	862	7.4%
9	804	6.9%

Other Punctuation

Value	Count	Frequency (%)
.	3119	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	8	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	14763	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	3119	21.1%
1	1715	11.6%
5	1517	10.3%
2	1450	9.8%
3	1394	9.4%
4	1021	6.9%
0	993	6.7%
7	979	6.6%
6	901	6.1%
8	862	5.8%
Other values (2)	812	5.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	14763	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	3119	21.1%
1	1715	11.6%
5	1517	10.3%
2	1450	9.8%
3	1394	9.4%
4	1021	6.9%
0	993	6.7%
7	979	6.6%
6	901	6.1%
8	862	5.8%
Other values (2)	812	5.5%

soil03
Text

Distinct	1304
Distinct (%)	39.1%
Missing	13
Missing (%)	0.4%
Memory size	26.3 KiB

Length

Max length	7
Median length	4
Mean length	3.9574341
Min length	1

Characters and Unicode

Total characters	13202
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	645 ?
Unique (%)	19.3%

Sample

1st row	0.71
2nd row	0
3rd row	0
4th row	0.8
5th row	0.24

Value	Count	Frequency (%)
0	96	2.9%
8.2	34	1.0%
8.1	32	1.0%
8	17	0.5%
8.3	15	0.4%
0.01	13	0.4%
0.68	12	0.4%
5.3	11	0.3%
0.29	11	0.3%
0.22	11	0.3%
Other values (1294)	3084	92.4%

Most occurring characters

Value	Count	Frequency (%)
.	3165	24.0%
0	1426	10.8%
5	1341	10.2%
1	1184	9.0%
3	1116	8.5%
2	1028	7.8%
4	952	7.2%
7	908	6.9%
6	774	5.9%
8	740	5.6%
Other values (2)	568	4.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10029	76.0%
Other Punctuation	3165	24.0%
Dash Punctuation	8	0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1426	14.2%
5	1341	13.4%
1	1184	11.8%
3	1116	11.1%
2	1028	10.3%
4	952	9.5%
7	908	9.1%
6	774	7.7%
8	740	7.4%
9	560	5.6%

Other Punctuation

Value	Count	Frequency (%)
.	3165	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	8	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	13202	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	3165	24.0%
0	1426	10.8%
5	1341	10.2%
1	1184	9.0%
3	1116	8.5%
2	1028	7.8%
4	952	7.2%
7	908	6.9%
6	774	5.9%
8	740	5.6%
Other values (2)	568	4.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	13202	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	3165	24.0%
0	1426	10.8%
5	1341	10.2%
1	1184	9.0%
3	1116	8.5%
2	1028	7.8%
4	952	7.2%
7	908	6.9%
6	774	5.9%
8	740	5.6%
Other values (2)	568	4.3%

soil04
Text

Distinct	585
Distinct (%)	17.5%
Missing	13
Missing (%)	0.4%
Memory size	26.3 KiB

Length

Max length	7
Median length	6
Mean length	4.0683453
Min length	1

Characters and Unicode

Total characters	13572
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	360 ?
Unique (%)	10.8%

Sample

1st row	0.01
2nd row	0.008
3rd row	0
4th row	0.022
5th row	0.01

Value	Count	Frequency (%)
0	442	13.2%
0.01	257	7.7%
0.02	231	6.9%
0.03	181	5.4%
0.04	127	3.8%
0.00	99	3.0%
0.05	94	2.8%
0.07	50	1.5%
0.06	47	1.4%
0.006	35	1.0%
Other values (575)	1773	53.1%

Most occurring characters

Value	Count	Frequency (%)
0	5897	43.4%
.	2874	21.2%
1	1110	8.2%
2	788	5.8%
3	628	4.6%
4	483	3.6%
5	416	3.1%
6	366	2.7%
8	351	2.6%
7	342	2.5%
Other values (2)	317	2.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10690	78.8%
Other Punctuation	2874	21.2%
Dash Punctuation	8	0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	5897	55.2%
1	1110	10.4%
2	788	7.4%
3	628	5.9%
4	483	4.5%
5	416	3.9%
6	366	3.4%
8	351	3.3%
7	342	3.2%
9	309	2.9%

Other Punctuation

Value	Count	Frequency (%)
.	2874	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	8	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	13572	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	5897	43.4%
.	2874	21.2%
1	1110	8.2%
2	788	5.8%
3	628	4.6%
4	483	3.6%
5	416	3.1%
6	366	2.7%
8	351	2.6%
7	342	2.5%
Other values (2)	317	2.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	13572	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	5897	43.4%
.	2874	21.2%
1	1110	8.2%
2	788	5.8%
3	628	4.6%
4	483	3.6%
5	416	3.1%
6	366	2.7%
8	351	2.6%
7	342	2.5%
Other values (2)	317	2.3%

soil05
Text

Distinct	2073
Distinct (%)	62.1%
Missing	13
Missing (%)	0.4%
Memory size	26.3 KiB

Length

Max length	7
Median length	6
Mean length	4.1882494
Min length	1

Characters and Unicode

Total characters	13972
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1537 ?
Unique (%)	46.1%

Sample

1st row	92
2nd row	1.5
3rd row	0
4th row	31.1
5th row	17.5

Value	Count	Frequency (%)
0	142	4.3%
0.1	35	1.0%
0.05	35	1.0%
1.4	22	0.7%
1.8	16	0.5%
1.6	16	0.5%
1.7	16	0.5%
1.5	15	0.4%
1.3	15	0.4%
1.2	12	0.4%
Other values (2063)	3012	90.3%

Most occurring characters

Value	Count	Frequency (%)
.	3076	22.0%
1	1705	12.2%
3	1426	10.2%
2	1416	10.1%
5	1263	9.0%
7	1028	7.4%
4	930	6.7%
0	909	6.5%
6	793	5.7%
8	743	5.3%
Other values (2)	683	4.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10888	77.9%
Other Punctuation	3076	22.0%
Dash Punctuation	8	0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1705	15.7%
3	1426	13.1%
2	1416	13.0%
5	1263	11.6%
7	1028	9.4%
4	930	8.5%
0	909	8.3%
6	793	7.3%
8	743	6.8%
9	675	6.2%

Other Punctuation

Value	Count	Frequency (%)
.	3076	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	8	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	13972	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	3076	22.0%
1	1705	12.2%
3	1426	10.2%
2	1416	10.1%
5	1263	9.0%
7	1028	7.4%
4	930	6.7%
0	909	6.5%
6	793	5.7%
8	743	5.3%
Other values (2)	683	4.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	13972	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	3076	22.0%
1	1705	12.2%
3	1426	10.2%
2	1416	10.1%
5	1263	9.0%
7	1028	7.4%
4	930	6.7%
0	909	6.5%
6	793	5.7%
8	743	5.3%
Other values (2)	683	4.9%

soil06
Text

Distinct	162
Distinct (%)	4.9%
Missing	13
Missing (%)	0.4%
Memory size	26.3 KiB

Length

Max length	6
Median length	1
Mean length	1.508693
Min length	1

Characters and Unicode

Total characters	5033
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	126 ?
Unique (%)	3.8%

Sample

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

Value	Count	Frequency (%)
0	2672	80.1%
0.0	275	8.2%
0.00	146	4.4%
	13	0.4%
0.8	13	0.4%
0.7	9	0.3%
0.6	9	0.3%
1.2	7	0.2%
1.0	7	0.2%
1.6	4	0.1%
Other values (151)	181	5.4%

Most occurring characters

Value	Count	Frequency (%)
0	3838	76.3%
.	651	12.9%
2	112	2.2%
1	75	1.5%
3	64	1.3%
5	54	1.1%
7	49	1.0%
4	49	1.0%
6	48	1.0%
8	40	0.8%
Other values (2)	53	1.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4355	86.5%
Other Punctuation	651	12.9%
Dash Punctuation	27	0.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3838	88.1%
2	112	2.6%
1	75	1.7%
3	64	1.5%
5	54	1.2%
7	49	1.1%
4	49	1.1%
6	48	1.1%
8	40	0.9%
9	26	0.6%

Other Punctuation

Value	Count	Frequency (%)
.	651	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	27	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	5033	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3838	76.3%
.	651	12.9%
2	112	2.2%
1	75	1.5%
3	64	1.3%
5	54	1.1%
7	49	1.0%
4	49	1.0%
6	48	1.0%
8	40	0.8%
Other values (2)	53	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5033	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3838	76.3%
.	651	12.9%
2	112	2.2%
1	75	1.5%
3	64	1.3%
5	54	1.1%
7	49	1.0%
4	49	1.0%
6	48	1.0%
8	40	0.8%
Other values (2)	53	1.1%

soil07
Text

Distinct	1386
Distinct (%)	41.5%
Missing	13
Missing (%)	0.4%
Memory size	26.3 KiB

Length

Max length	10
Median length	7
Mean length	3.4151679
Min length	1

Characters and Unicode

Total characters	11393
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1205 ?
Unique (%)	36.1%

Sample

1st row	0
2nd row	0.028
3rd row	0
4th row	0.117
5th row	0

Value	Count	Frequency (%)
0	1145	34.3%
	223	6.7%
99999	117	3.5%
0.03	37	1.1%
0.02	27	0.8%
0.002	14	0.4%
0.01	14	0.4%
0.025	14	0.4%
0.04	13	0.4%
0.028	10	0.3%
Other values (1375)	1722	51.6%

Most occurring characters

Value	Count	Frequency (%)
0	2553	22.4%
.	1770	15.5%
1	1137	10.0%
9	1041	9.1%
3	839	7.4%
2	813	7.1%
7	657	5.8%
5	560	4.9%
6	549	4.8%
4	533	4.7%
Other values (2)	941	8.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	9210	80.8%
Other Punctuation	1770	15.5%
Dash Punctuation	413	3.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2553	27.7%
1	1137	12.3%
9	1041	11.3%
3	839	9.1%
2	813	8.8%
7	657	7.1%
5	560	6.1%
6	549	6.0%
4	533	5.8%
8	528	5.7%

Other Punctuation

Value	Count	Frequency (%)
.	1770	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	413	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	11393	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2553	22.4%
.	1770	15.5%
1	1137	10.0%
9	1041	9.1%
3	839	7.4%
2	813	7.1%
7	657	5.8%
5	560	4.9%
6	549	4.8%
4	533	4.7%
Other values (2)	941	8.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11393	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2553	22.4%
.	1770	15.5%
1	1137	10.0%
9	1041	9.1%
3	839	7.4%
2	813	7.1%
7	657	5.8%
5	560	4.9%
6	549	4.8%
4	533	4.7%
Other values (2)	941	8.3%

soil08
Text

Distinct	1018
Distinct (%)	30.5%
Missing	13
Missing (%)	0.4%
Memory size	26.3 KiB

Length

Max length	6
Median length	5
Mean length	2.6936451
Min length	1

Characters and Unicode

Total characters	8986
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	791 ?
Unique (%)	23.7%

Sample

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

Value	Count	Frequency (%)
0	1555	46.6%
99999	251	7.5%
	165	4.9%
5.8	8	0.2%
9.43	6	0.2%
11.5	6	0.2%
4.9	6	0.2%
9.13	5	0.1%
9.2	5	0.1%
12.53	5	0.1%
Other values (1007)	1324	39.7%

Most occurring characters

Value	Count	Frequency (%)
0	1890	21.0%
9	1612	17.9%
.	1344	15.0%
1	907	10.1%
3	530	5.9%
2	469	5.2%
7	444	4.9%
5	400	4.5%
6	371	4.1%
4	364	4.1%
Other values (2)	655	7.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7345	81.7%
Other Punctuation	1344	15.0%
Dash Punctuation	297	3.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1890	25.7%
9	1612	21.9%
1	907	12.3%
3	530	7.2%
2	469	6.4%
7	444	6.0%
5	400	5.4%
6	371	5.1%
4	364	5.0%
8	358	4.9%

Other Punctuation

Value	Count	Frequency (%)
.	1344	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	297	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	8986	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1890	21.0%
9	1612	17.9%
.	1344	15.0%
1	907	10.1%
3	530	5.9%
2	469	5.2%
7	444	4.9%
5	400	4.5%
6	371	4.1%
4	364	4.1%
Other values (2)	655	7.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8986	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1890	21.0%
9	1612	17.9%
.	1344	15.0%
1	907	10.1%
3	530	5.9%
2	469	5.2%
7	444	4.9%
5	400	4.5%
6	371	4.1%
4	364	4.1%
Other values (2)	655	7.3%

soil09
Text

Distinct	660
Distinct (%)	19.8%
Missing	13
Missing (%)	0.4%
Memory size	26.3 KiB

Length

Max length	8
Median length	1
Mean length	2.0467626
Min length	1

Characters and Unicode

Total characters	6828
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	353 ?
Unique (%)	10.6%

Sample

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

Value	Count	Frequency (%)
0	926	27.8%
	878	26.3%
99999	106	3.2%
6	13	0.4%
1	11	0.3%
66	10	0.3%
87	10	0.3%
35	9	0.3%
5	9	0.3%
93	9	0.3%
Other values (649)	1355	40.6%

Most occurring characters

Value	Count	Frequency (%)
0	1200	17.6%
-	977	14.3%
9	857	12.6%
1	721	10.6%
2	574	8.4%
3	539	7.9%
4	426	6.2%
5	387	5.7%
6	340	5.0%
7	338	5.0%
Other values (2)	469	6.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5704	83.5%
Dash Punctuation	977	14.3%
Other Punctuation	147	2.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1200	21.0%
9	857	15.0%
1	721	12.6%
2	574	10.1%
3	539	9.4%
4	426	7.5%
5	387	6.8%
6	340	6.0%
7	338	5.9%
8	322	5.6%

Dash Punctuation

Value	Count	Frequency (%)
-	977	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	147	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	6828	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1200	17.6%
-	977	14.3%
9	857	12.6%
1	721	10.6%
2	574	8.4%
3	539	7.9%
4	426	6.2%
5	387	5.7%
6	340	5.0%
7	338	5.0%
Other values (2)	469	6.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6828	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1200	17.6%
-	977	14.3%
9	857	12.6%
1	721	10.6%
2	574	8.4%
3	539	7.9%
4	426	6.2%
5	387	5.7%
6	340	5.0%
7	338	5.0%
Other values (2)	469	6.9%

soil10
Categorical

Distinct	7
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	26.3 KiB

0	1604
-	1040
-0	317
99999	154
0.00	141
Other values (2)	93

Length

Max length	5
Median length	1
Mean length	1.5120932
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	1604	47.9%
-	1040	31.1%
-0	317	9.5%
99999	154	4.6%
0.00	141	4.2%
0.000	80	2.4%
<NA>	13	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1921	57.4%
	1040	31.1%
99999	154	4.6%
0.00	141	4.2%
0.000	80	2.4%
na	13	0.4%

soil11
Categorical

IMBALANCE

Distinct	46
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	26.3 KiB

0	1511
-	1026
-0	317
99999	154
0.00	141
Other values (41)	200

Length

Max length	5
Median length	1
Mean length	1.5771872
Min length	1

Unique

Unique	17 ?
Unique (%)	0.5%

Sample

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

Common Values

Value	Count	Frequency (%)
0	1511	45.1%
-	1026	30.6%
-0	317	9.5%
99999	154	4.6%
0.00	141	4.2%
0.000	81	2.4%
<NA>	13	0.4%
300	10	0.3%
800	9	0.3%
500	8	0.2%
Other values (36)	79	2.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
0	1828	54.6%
	1026	30.6%
99999	154	4.6%
0.00	141	4.2%
0.000	81	2.4%
na	13	0.4%
300	10	0.3%
800	9	0.3%
500	8	0.2%
4	6	0.2%
Other values (35)	73	2.2%

soil12
Categorical

HIGH CARDINALITY IMBALANCE

Distinct	51
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	26.3 KiB

0	1507
-	992
-0	339
99999	165
0.00	137
Other values (46)	209

Length

Max length	6
Median length	1
Mean length	1.5807704
Min length	1

Unique

Unique	24 ?
Unique (%)	0.7%

Sample

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

Common Values

Value	Count	Frequency (%)
0	1507	45.0%
-	992	29.6%
-0	339	10.1%
99999	165	4.9%
0.00	137	4.1%
0.0	88	2.6%
0.01	20	0.6%
<NA>	13	0.4%
0.02	11	0.3%
0.04	8	0.2%
Other values (41)	69	2.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
0	1846	55.1%
	992	29.6%
99999	165	4.9%
0.00	137	4.1%
0.0	88	2.6%
0.01	20	0.6%
na	13	0.4%
0.02	11	0.3%
0.04	8	0.2%
0.03	6	0.2%
Other values (40)	63	1.9%

soil13
Text

Distinct	1147
Distinct (%)	34.4%
Missing	13
Missing (%)	0.4%
Memory size	26.3 KiB

Length

Max length	8
Median length	7
Mean length	2.9760192
Min length	1

Characters and Unicode

Total characters	9928
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	767 ?
Unique (%)	23.0%

Sample

1st row	11.333
2nd row	0
3rd row	0
4th row	60.333
5th row	0

Value	Count	Frequency (%)
	819	24.6%
0	630	18.9%
0.00	163	4.9%
7.4	8	0.2%
16	7	0.2%
7.9	7	0.2%
6.7	7	0.2%
10.2	7	0.2%
6	6	0.2%
2.5	5	0.1%
Other values (1137)	1677	50.3%

Most occurring characters

Value	Count	Frequency (%)
.	1820	18.3%
0	1400	14.1%
3	1186	11.9%
1	846	8.5%
-	819	8.2%
7	806	8.1%
6	769	7.7%
2	615	6.2%
5	453	4.6%
4	452	4.6%
Other values (2)	762	7.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7289	73.4%
Other Punctuation	1820	18.3%
Dash Punctuation	819	8.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1400	19.2%
3	1186	16.3%
1	846	11.6%
7	806	11.1%
6	769	10.6%
2	615	8.4%
5	453	6.2%
4	452	6.2%
9	384	5.3%
8	378	5.2%

Other Punctuation

Value	Count	Frequency (%)
.	1820	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	819	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	9928	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	1820	18.3%
0	1400	14.1%
3	1186	11.9%
1	846	8.5%
-	819	8.2%
7	806	8.1%
6	769	7.7%
2	615	6.2%
5	453	4.6%
4	452	4.6%
Other values (2)	762	7.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	9928	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	1820	18.3%
0	1400	14.1%
3	1186	11.9%
1	846	8.5%
-	819	8.2%
7	806	8.1%
6	769	7.7%
2	615	6.2%
5	453	4.6%
4	452	4.6%
Other values (2)	762	7.7%

soil14
Text

Distinct	1554
Distinct (%)	46.6%
Missing	13
Missing (%)	0.4%
Memory size	26.3 KiB

Length

Max length	8
Median length	7
Mean length	3.4442446
Min length	1

Characters and Unicode

Total characters	11490
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1396 ?
Unique (%)	41.8%

Sample

1st row	490
2nd row	0
3rd row	0
4th row	556.667
5th row	0

Value	Count	Frequency (%)
0	882	26.4%
	485	14.5%
0.0	224	6.7%
250	7	0.2%
136.667	5	0.1%
55.333	5	0.1%
58	4	0.1%
88.667	4	0.1%
101.2	4	0.1%
196	4	0.1%
Other values (1544)	1712	51.3%

Most occurring characters

Value	Count	Frequency (%)
0	1749	15.2%
.	1730	15.1%
3	1439	12.5%
6	1113	9.7%
1	998	8.7%
7	926	8.1%
2	803	7.0%
4	598	5.2%
5	597	5.2%
8	559	4.9%
Other values (2)	978	8.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	9275	80.7%
Other Punctuation	1730	15.1%
Dash Punctuation	485	4.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1749	18.9%
3	1439	15.5%
6	1113	12.0%
1	998	10.8%
7	926	10.0%
2	803	8.7%
4	598	6.4%
5	597	6.4%
8	559	6.0%
9	493	5.3%

Other Punctuation

Value	Count	Frequency (%)
.	1730	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	485	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	11490	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1749	15.2%
.	1730	15.1%
3	1439	12.5%
6	1113	9.7%
1	998	8.7%
7	926	8.1%
2	803	7.0%
4	598	5.2%
5	597	5.2%
8	559	4.9%
Other values (2)	978	8.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11490	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1749	15.2%
.	1730	15.1%
3	1439	12.5%
6	1113	9.7%
1	998	8.7%
7	926	8.1%
2	803	7.0%
4	598	5.2%
5	597	5.2%
8	559	4.9%
Other values (2)	978	8.5%

soil15
Text

Distinct	587
Distinct (%)	17.6%
Missing	13
Missing (%)	0.4%
Memory size	26.3 KiB

Length

Max length	10
Median length	1
Mean length	2.0257794
Min length	1

Characters and Unicode

Total characters	6758
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	441 ?
Unique (%)	13.2%

Sample

1st row	441.207
2nd row	0
3rd row	0
4th row	564.776
5th row	0

Value	Count	Frequency (%)
0	1549	46.4%
	656	19.7%
0.0	222	6.7%
99999	119	3.6%
0.1	6	0.2%
0.2	6	0.2%
26	5	0.1%
48	5	0.1%
41	4	0.1%
101	4	0.1%
Other values (576)	760	22.8%

Most occurring characters

Value	Count	Frequency (%)
0	2169	32.1%
-	884	13.1%
9	791	11.7%
.	589	8.7%
5	403	6.0%
1	377	5.6%
2	360	5.3%
3	334	4.9%
4	238	3.5%
7	217	3.2%
Other values (2)	396	5.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5285	78.2%
Dash Punctuation	884	13.1%
Other Punctuation	589	8.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2169	41.0%
9	791	15.0%
5	403	7.6%
1	377	7.1%
2	360	6.8%
3	334	6.3%
4	238	4.5%
7	217	4.1%
8	202	3.8%
6	194	3.7%

Dash Punctuation

Value	Count	Frequency (%)
-	884	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	589	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	6758	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2169	32.1%
-	884	13.1%
9	791	11.7%
.	589	8.7%
5	403	6.0%
1	377	5.6%
2	360	5.3%
3	334	4.9%
4	238	3.5%
7	217	3.2%
Other values (2)	396	5.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6758	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2169	32.1%
-	884	13.1%
9	791	11.7%
.	589	8.7%
5	403	6.0%
1	377	5.6%
2	360	5.3%
3	334	4.9%
4	238	3.5%
7	217	3.2%
Other values (2)	396	5.9%

soil16
Categorical

IMBALANCE

Distinct	23
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	26.3 KiB

0	1899
-	680
-0	301
0.0	278
99999	158
Other values (18)	33

Length

Max length	6
Median length	1
Mean length	1.469991
Min length	1

Unique

Unique	15 ?
Unique (%)	0.4%

Sample

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

Common Values

Value	Count	Frequency (%)
0	1899	56.7%
-	680	20.3%
-0	301	9.0%
0.0	278	8.3%
99999	158	4.7%
<NA>	13	0.4%
0.1	3	0.1%
0.3	2	0.1%
385	1	< 0.1%
28.589	1	< 0.1%
Other values (13)	13	0.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
0	2200	65.7%
	680	20.3%
0.0	278	8.3%
99999	158	4.7%
na	13	0.4%
0.1	3	0.1%
0.3	2	0.1%
401	1	< 0.1%
253	1	< 0.1%
189	1	< 0.1%
Other values (12)	12	0.4%

soil17
Categorical

IMBALANCE

Distinct	19
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	26.3 KiB

0	1882
-	679
-0	301
0.0	270
99999	158
Other values (14)	59

Length

Max length	6
Median length	1
Mean length	1.4765602
Min length	1

Unique

Unique	8 ?
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	1882	56.2%
-	679	20.3%
-0	301	9.0%
0.0	270	8.1%
99999	158	4.7%
<NA>	13	0.4%
0.1	13	0.4%
중구	12	0.4%
0.2	7	0.2%
0.3	4	0.1%
Other values (9)	10	0.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
0	2183	65.2%
	679	20.3%
0.0	270	8.1%
99999	158	4.7%
na	13	0.4%
0.1	13	0.4%
중구	12	0.4%
0.2	7	0.2%
0.3	4	0.1%
0.4	2	0.1%
Other values (8)	8	0.2%

soil18
Text

Distinct	531
Distinct (%)	15.9%
Missing	13
Missing (%)	0.4%
Memory size	26.3 KiB

Length

Max length	5
Median length	3
Mean length	2.4718225
Min length	1

Characters and Unicode

Total characters	8246
Distinct characters	16
Distinct categories	5 ?
Distinct scripts	3 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	250 ?
Unique (%)	7.5%

Sample

1st row	7.2
2nd row	8.5
3rd row	0
4th row	7.5
5th row	6.9

Value	Count	Frequency (%)
0	397	11.9%
	353	10.6%
8.6	77	2.3%
8.4	70	2.1%
8.5	68	2.0%
8.7	65	1.9%
8.1	65	1.9%
8.2	60	1.8%
8.9	57	1.7%
7.8	55	1.6%
Other values (521)	2069	62.0%

Most occurring characters

Value	Count	Frequency (%)
.	1554	18.8%
8	968	11.7%
1	886	10.7%
7	764	9.3%
0	649	7.9%
6	580	7.0%
2	578	7.0%
9	566	6.9%
5	481	5.8%
3	419	5.1%
Other values (6)	801	9.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6307	76.5%
Other Punctuation	1568	19.0%
Dash Punctuation	353	4.3%
Other Letter	16	0.2%
Lowercase Letter	2	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
8	968	15.3%
1	886	14.0%
7	764	12.1%
0	649	10.3%
6	580	9.2%
2	578	9.2%
9	566	9.0%
5	481	7.6%
3	419	6.6%
4	416	6.6%

Other Punctuation

Value	Count	Frequency (%)
.	1554	99.1%
,	14	0.9%

Other Letter

Value	Count	Frequency (%)
표	8	50.0%
토	8	50.0%

Dash Punctuation

Value	Count	Frequency (%)
-	353	100.0%

Lowercase Letter

Value	Count	Frequency (%)
m	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	8228	99.8%
Hangul	16	0.2%
Latin	2	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	1554	18.9%
8	968	11.8%
1	886	10.8%
7	764	9.3%
0	649	7.9%
6	580	7.0%
2	578	7.0%
9	566	6.9%
5	481	5.8%
3	419	5.1%
Other values (3)	783	9.5%

Hangul

Value	Count	Frequency (%)
표	8	50.0%
토	8	50.0%

Latin

Value	Count	Frequency (%)
m	2	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8230	99.8%
Hangul	16	0.2%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	1554	18.9%
8	968	11.8%
1	886	10.8%
7	764	9.3%
0	649	7.9%
6	580	7.0%
2	578	7.0%
9	566	6.9%
5	481	5.8%
3	419	5.1%
Other values (4)	785	9.5%

Hangul

Value	Count	Frequency (%)
표	8	50.0%
토	8	50.0%

inspec_gu
Categorical

Distinct	28
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	26.3 KiB

-	2080
강서구	133
사하구	104
사상구	97
기장군	89
Other values (23)	846

Length

Max length	8
Median length	1
Mean length	1.9172887
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
-	2080	62.1%
강서구	133	4.0%
사하구	104	3.1%
사상구	97	2.9%
기장군	89	2.7%
해운대구	80	2.4%
부산진구	75	2.2%
교통관련	70	2.1%
어린이	66	2.0%
폐기물처리	63	1.9%
Other values (18)	492	14.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	2080	62.1%
강서구	133	4.0%
사하구	104	3.1%
사상구	97	2.9%
기장군	89	2.7%
해운대구	80	2.4%
부산진구	75	2.2%
교통관련	70	2.1%
어린이	66	2.0%
폐기물처리	63	1.9%
Other values (18)	492	14.7%

inspec_deep
Categorical

IMBALANCE

Distinct	18
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	26.3 KiB

-	2080
표토	778
중간토	129
심토	114
1.5	100
Other values (13)	148

Length

Max length	4
Median length	1
Mean length	1.4493879
Min length	1

Unique

Unique	3 ?
Unique (%)	0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
-	2080	62.1%
표토	778	23.2%
중간토	129	3.9%
심토	114	3.4%
1.5	100	3.0%
3	58	1.7%
3.0	34	1.0%
<NA>	13	0.4%
2	10	0.3%
1	9	0.3%
Other values (8)	24	0.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	2080	62.1%
표토	778	23.2%
중간토	129	3.9%
심토	114	3.4%
1.5	100	3.0%
3	58	1.7%
3.0	34	1.0%
na	13	0.4%
2	10	0.3%
1	9	0.3%
Other values (8)	24	0.7%

soil19
Categorical

IMBALANCE

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.3 KiB

-	2802
0	358
0.0	176
<NA>	13

Length

Max length	4
Median length	1
Mean length	1.1167513
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
-	2802	83.7%
0	358	10.7%
0.0	176	5.3%
<NA>	13	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
	2802	83.7%
0	358	10.7%
0.0	176	5.3%
na	13	0.4%

soil20
Categorical

IMBALANCE

Distinct	16
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	26.3 KiB

-	2793
0	355
0.0	175
<NA>	13
8.4	2
Other values (11)	11

Length

Max length	4
Median length	1
Mean length	1.125112
Min length	1

Unique

Unique	11 ?
Unique (%)	0.3%

Sample

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

Common Values

Value	Count	Frequency (%)
-	2793	83.4%
0	355	10.6%
0.0	175	5.2%
<NA>	13	0.4%
8.4	2	0.1%
5.3	1	< 0.1%
8.6	1	< 0.1%
5.6	1	< 0.1%
7.36	1	< 0.1%
8.2	1	< 0.1%
Other values (6)	6	0.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	2793	83.4%
0	355	10.6%
0.0	175	5.2%
na	13	0.4%
8.4	2	0.1%
5.3	1	< 0.1%
8.6	1	< 0.1%
5.6	1	< 0.1%
7.36	1	< 0.1%
8.2	1	< 0.1%
Other values (6)	6	0.2%

soil21
Categorical

IMBALANCE

Distinct	16
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	26.3 KiB

-	3269
0	28
0.000	15
<NA>	13
2021-05-01 06:08:03	13
Other values (11)	11

Length

Max length	19
Median length	1
Mean length	1.1125709
Min length	1

Unique

Unique	11 ?
Unique (%)	0.3%

Sample

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

Common Values

Value	Count	Frequency (%)
-	3269	97.6%
0	28	0.8%
0.000	15	0.4%
<NA>	13	0.4%
2021-05-01 06:08:03	13	0.4%
0.124	1	< 0.1%
0.028	1	< 0.1%
0.083	1	< 0.1%
0.340	1	< 0.1%
0.005	1	< 0.1%
Other values (6)	6	0.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	3269	97.2%
0	28	0.8%
0.000	15	0.4%
na	13	0.4%
2021-05-01	13	0.4%
06:08:03	13	0.4%
0.894	1	< 0.1%
0.059	1	< 0.1%
0.007	1	< 0.1%
0.115	1	< 0.1%
Other values (7)	7	0.2%

soil22
Text

Distinct	314
Distinct (%)	9.4%
Missing	26
Missing (%)	0.8%
Memory size	26.3 KiB

Length

Max length	5
Median length	1
Mean length	1.8696961
Min length	1

Characters and Unicode

Total characters	6213
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	118 ?
Unique (%)	3.6%

Sample

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

Value	Count	Frequency (%)
	2081	62.6%
8.8	40	1.2%
8.5	38	1.1%
8.4	33	1.0%
8.2	30	0.9%
8.9	29	0.9%
8.7	29	0.9%
7.8	29	0.9%
8.1	28	0.8%
7.7	28	0.8%
Other values (304)	958	28.8%

Most occurring characters

Value	Count	Frequency (%)
-	2081	33.5%
.	1197	19.3%
8	687	11.1%
7	564	9.1%
9	352	5.7%
6	348	5.6%
5	205	3.3%
2	201	3.2%
1	179	2.9%
4	178	2.9%
Other values (2)	221	3.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2935	47.2%
Dash Punctuation	2081	33.5%
Other Punctuation	1197	19.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
8	687	23.4%
7	564	19.2%
9	352	12.0%
6	348	11.9%
5	205	7.0%
2	201	6.8%
1	179	6.1%
4	178	6.1%
3	144	4.9%
0	77	2.6%

Dash Punctuation

Value	Count	Frequency (%)
-	2081	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	1197	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	6213	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
-	2081	33.5%
.	1197	19.3%
8	687	11.1%
7	564	9.1%
9	352	5.7%
6	348	5.6%
5	205	3.3%
2	201	3.2%
1	179	2.9%
4	178	2.9%
Other values (2)	221	3.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6213	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
-	2081	33.5%
.	1197	19.3%
8	687	11.1%
7	564	9.1%
9	352	5.7%
6	348	5.6%
5	205	3.3%
2	201	3.2%
1	179	2.9%
4	178	2.9%
Other values (2)	221	3.6%

last_load_dttm
Date

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	26
Missing (%)	0.8%
Memory size	26.3 KiB

Minimum	2021-05-01 06:08:03
Maximum	2021-05-01 06:08:03

Histogram

Histogram with fixed size bins (bins=1)

First rows
Last rows

	skey	inspec_yy	inspec_kb	inspec_area	soil01	soil02	soil03	soil04	soil05	soil07	soil08	soil13	soil14	soil15	soil18	inspec_gu	inspec_deep	soil19	soil20	soil21	soil22	last_load_dttm
0	1812740	2002	대지	고려제강	0.34	43.1	0.71	0.01	92	0	0	11.333	490	441.207	7.2	-	-	-	-	-	-	2021-05-01 06:08:03
1	1812741	2002	공장용지	염색단지조합	0.07	0.57	0	0.008	1.5	0.028	0	0	0	0	8.5	-	-	-	-	-	-	2021-05-01 06:08:03
2	1812742	2002	공장용지	연합철강공업(주)	0	0	0	0	0	0	0	0	0	0	0	-	-	-	-	-	-	2021-05-01 06:08:03
3	1812743	2002	공장용지	신일금속공업	0.32	104	0.8	0.022	31.1	0.117	0	60.333	556.667	564.776	7.5	-	-	-	-	-	-	2021-05-01 06:08:03
4	1812744	2002	공원	어울림공원	0.1	6.19	0.24	0.01	17.5	0	0	0	0	0	6.9	-	-	-	-	-	-	2021-05-01 06:08:03
5	1812745	2002	공장용지	(주)강남	0.38	169.05	0.35	0.078	6.05	0.112	0	41	450	0	8.6	-	-	-	-	-	-	2021-05-01 06:08:03
6	1812746	2002	공장용지	(주)대우인터내셔날	0.345	5.86	0.23	0.011	5.1	0.102	0	0	0	0	7.4	-	-	-	-	-	-	2021-05-01 06:08:03
7	1812747	2002	공장용지	SK(주)부산저유소	0	0	0	0	0	0	0.594	0	0	0	0	-	-	-	-	-	-	2021-05-01 06:08:03
8	1812748	2002	공장용지	건설사업소	1.1	4.945	0.22	0.024	12.8	0	0	6.667	133.333	0	7.2	-	-	-	-	-	-	2021-05-01 06:08:03
9	1812749	2002	공장용지	경기색소(주)	0.105	8.63	0.35	0.025	341.5	0	0	0	0	0	7	-	-	-	-	-	-	2021-05-01 06:08:03

	skey	inspec_yy	inspec_kb	inspec_area	soil01	soil02	soil03	soil04	soil05	soil07	soil08	soil09	soil10	soil11	soil12	soil13	soil14	soil15	soil16	soil17	soil18	inspec_gu	inspec_deep	soil19	soil20	soil21	soil22	last_load_dttm
3339	1809523	2019	학교용지	어린이 놀이시설지역	1.78	6.42	6.4	0.035	25.67	88.46	5.91	-	-	-	-	-	-	-	-	-	-	어린이	표토	-	-	-	7.64	2021-05-01 06:08:03
3340	1812799	2002	대지	한국동도공업	0.085	0.775	0.42	0.012	0.8	0.025	0	0	0	0	0	10.333	230	0	0	0	8.2	-	-	-	-	-	-	2021-05-01 06:08:03
3341	1812800	2002	도로	구, 동국제강	3.19	0.81	0.11	0.098	0.3	0	0	0	0	0	0	4.9	33.333	0	0	0	9.1	-	-	-	-	-	-	2021-05-01 06:08:03
3342	1812801	2002	도로	송정해수욕장	0.075	0.215	0	0.003	2.145	0	0	0	0	0	0	0	0	0	0	0	9.2	-	-	-	-	-	-	2021-05-01 06:08:03
3343	1812802	2002	임야	경창광산	0.17	5.94	0.87	0.012	26.9	0	0	0	0	0	0	4.433	236.667	0	0	0	7.8	-	-	-	-	-	-	2021-05-01 06:08:03
3344	1812803	2002	임야	반룡매립장	0.065	0.51	0.06	0.005	0.475	0	0	0	0	0	0	10.833	46.667	265.609	0	0	8.2	-	-	-	-	-	-	2021-05-01 06:08:03
3345	1812804	2002	임야	송정천	0.18	4.755	0	0.008	6.95	0	0	0	0	0	0	0	0	0	0	0	6.2	-	-	-	-	-	-	2021-05-01 06:08:03
3346	1812805	2002	임야	일광광산	1.27	191.4	2.32	0.062	18.88	0	0	0	0	0	0	8.833	86.667	0	0	0	5.2	-	-	-	-	-	-	2021-05-01 06:08:03
3347	1812806	2002	임야	임기납석	0.82	1.46	3.12	0.017	0.6	0	0	0	0	0	0	12.733	216.667	0	0	0	5	-	-	-	-	-	-	2021-05-01 06:08:03
3348	1812807	2002	국유지	학장천	0.43	18.33	1.27	0.082	36.9	0	0	0	0	0	0	0	0	0	0	0	7.2	-	-	-	-	-	-	2021-05-01 06:08:03

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Letter

Most occurring scripts

Most frequent character per script

Common

Hangul

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Other Punctuation

Space Separator

Close Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Uppercase Letter

Lowercase Letter

Other Punctuation

Space Separator

Dash Punctuation

Close Punctuation

Open Punctuation

Other Symbol

Most occurring scripts

Most frequent character per script

Hangul

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Hangul

None

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Letter

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Hangul

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script