Dataset statistics
Number of variables | 8 |
---|---|
Number of observations | 100 |
Missing cells | 0 |
Missing cells (%) | 0.0% |
Duplicate rows | 0 |
Duplicate rows (%) | 0.0% |
Total size in memory | 6.6 KiB |
Average record size in memory | 67.3 B |
Variable types
Numeric | 1 |
---|---|
Categorical | 5 |
Text | 2 |
Dataset
Description | 샘플 데이터 |
---|---|
Author | 국립생태원 |
URL | https://www.bigdata-environment.kr/user/data_market/detail.do?id=261a83b0-2fb5-11eb-a877-a5b67dc5814b |
조사분야구분코드명 has constant value "" | Constant |
조사년도 has constant value "" | Constant |
지오메트리 is highly overall correlated with 공간아이디 and 2 other fields | High correlation |
조사시작일자 is highly overall correlated with 공간아이디 and 2 other fields | High correlation |
조사종료일자 is highly overall correlated with 공간아이디 and 2 other fields | High correlation |
공간아이디 is highly overall correlated with 조사시작일자 and 2 other fields | High correlation |
공간아이디 has unique values | Unique |
Reproduction
Analysis started | 2023-12-10 11:08:00.680255 |
---|---|
Analysis finished | 2023-12-10 11:08:04.564875 |
Duration | 3.88 seconds |
Software version | ydata-profiling vv4.5.1 |
Download configuration | config.json |
공간아이디
Real number (ℝ)
HIGH CORRELATION
  UNIQUE
 
Distinct | 100 |
---|---|
Distinct (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 4 × 1015 |
Minimum | 4 × 1015 |
---|---|
Maximum | 4 × 1015 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 4 × 1015 |
---|---|
5-th percentile | 4 × 1015 |
Q1 | 4 × 1015 |
median | 4 × 1015 |
Q3 | 4 × 1015 |
95-th percentile | 4 × 1015 |
Maximum | 4 × 1015 |
Range | 99 |
Interquartile range (IQR) | 49 |
Descriptive statistics
Standard deviation | 29.015844 |
---|---|
Coefficient of variation (CV) | 7.253961 × 10-15 |
Kurtosis | -1.199243 |
Mean | 4 × 1015 |
Median Absolute Deviation (MAD) | 25 |
Skewness | -0.052740365 |
Sum | 4 × 1017 |
Variance | 841.91919 |
Monotonicity | Strictly increasing |
Value | Count | Frequency (%) |
4000000000003848 | 1 | 1.0% |
4000000000003912 | 1 | 1.0% |
4000000000003922 | 1 | 1.0% |
4000000000003921 | 1 | 1.0% |
4000000000003920 | 1 | 1.0% |
4000000000003919 | 1 | 1.0% |
4000000000003918 | 1 | 1.0% |
4000000000003917 | 1 | 1.0% |
4000000000003916 | 1 | 1.0% |
4000000000003915 | 1 | 1.0% |
Other values (90) | 90 |
Value | Count | Frequency (%) |
4000000000003848 | 1 | |
4000000000003849 | 1 | |
4000000000003850 | 1 | |
4000000000003851 | 1 | |
4000000000003852 | 1 | |
4000000000003853 | 1 | |
4000000000003854 | 1 | |
4000000000003855 | 1 | |
4000000000003856 | 1 | |
4000000000003857 | 1 |
Value | Count | Frequency (%) |
4000000000003947 | 1 | |
4000000000003946 | 1 | |
4000000000003945 | 1 | |
4000000000003944 | 1 | |
4000000000003943 | 1 | |
4000000000003942 | 1 | |
4000000000003941 | 1 | |
4000000000003940 | 1 | |
4000000000003939 | 1 | |
4000000000003938 | 1 |
조사분야구분코드명
Categorical
CONSTANT
 
Distinct | 1 |
---|---|
Distinct (%) | 1.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 932.0 B |
저서무척추동물 |
---|
Length
Max length | 7 |
---|---|
Median length | 7 |
Mean length | 7 |
Min length | 7 |
Unique
Unique | 0 ? |
---|---|
Unique (%) | 0.0% |
Sample
1st row | 저서무척추동물 |
---|---|
2nd row | 저서무척추동물 |
3rd row | 저서무척추동물 |
4th row | 저서무척추동물 |
5th row | 저서무척추동물 |
Common Values
Value | Count | Frequency (%) |
저서무척추동물 | 100 |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
저서무척추동물 | 100 |
종국명
Text
Distinct | 58 |
---|---|
Distinct (%) | 58.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 932.0 B |
Value | Count | Frequency (%) |
kua | 13 | 11.4% |
피라미하루살이 | 4 | 3.5% |
무늬하루살이 | 4 | 3.5% |
큰등그물강도래 | 3 | 2.6% |
흰부채하루살이 | 3 | 2.6% |
플라나리아 | 3 | 2.6% |
두갈래하루살이 | 3 | 2.6% |
민하루살이 | 3 | 2.6% |
개똥하루살이 | 3 | 2.6% |
두점하루살이 | 3 | 2.6% |
Other values (50) | 72 |
Most occurring characters
Value | Count | Frequency (%) |
이 | 54 | 8.3% |
하 | 50 | 7.7% |
루 | 50 | 7.7% |
살 | 50 | 7.7% |
래 | 27 | 4.1% |
도 | 24 | 3.7% |
날 | 17 | 2.6% |
K | 15 | 2.3% |
U | 15 | 2.3% |
a | 14 | 2.1% |
Other values (119) | 336 |
Most occurring categories
Value | Count | Frequency (%) |
Other Letter | 582 | |
Uppercase Letter | 31 | 4.8% |
Lowercase Letter | 25 | 3.8% |
Space Separator | 14 | 2.1% |
Most frequent character per category
Other Letter
Value | Count | Frequency (%) |
이 | 54 | 9.3% |
하 | 50 | 8.6% |
루 | 50 | 8.6% |
살 | 50 | 8.6% |
래 | 27 | 4.6% |
도 | 24 | 4.1% |
날 | 17 | 2.9% |
리 | 12 | 2.1% |
물 | 12 | 2.1% |
강 | 11 | 1.9% |
Other values (106) | 275 |
Lowercase Letter
Value | Count | Frequency (%) |
a | 14 | |
b | 2 | 8.0% |
e | 2 | 8.0% |
o | 2 | 8.0% |
r | 1 | 4.0% |
d | 1 | 4.0% |
s | 1 | 4.0% |
k | 1 | 4.0% |
u | 1 | 4.0% |
Uppercase Letter
Value | Count | Frequency (%) |
K | 15 | |
U | 15 | |
G | 1 | 3.2% |
Space Separator
Value | Count | Frequency (%) |
14 |
Most occurring scripts
Value | Count | Frequency (%) |
Hangul | 582 | |
Latin | 56 | 8.6% |
Common | 14 | 2.1% |
Most frequent character per script
Hangul
Value | Count | Frequency (%) |
이 | 54 | 9.3% |
하 | 50 | 8.6% |
루 | 50 | 8.6% |
살 | 50 | 8.6% |
래 | 27 | 4.6% |
도 | 24 | 4.1% |
날 | 17 | 2.9% |
리 | 12 | 2.1% |
물 | 12 | 2.1% |
강 | 11 | 1.9% |
Other values (106) | 275 |
Latin
Value | Count | Frequency (%) |
K | 15 | |
U | 15 | |
a | 14 | |
b | 2 | 3.6% |
e | 2 | 3.6% |
o | 2 | 3.6% |
G | 1 | 1.8% |
r | 1 | 1.8% |
d | 1 | 1.8% |
s | 1 | 1.8% |
Other values (2) | 2 | 3.6% |
Common
Value | Count | Frequency (%) |
14 |
Most occurring blocks
Value | Count | Frequency (%) |
Hangul | 582 | |
ASCII | 70 | 10.7% |
Most frequent character per block
Hangul
Value | Count | Frequency (%) |
이 | 54 | 9.3% |
하 | 50 | 8.6% |
루 | 50 | 8.6% |
살 | 50 | 8.6% |
래 | 27 | 4.6% |
도 | 24 | 4.1% |
날 | 17 | 2.9% |
리 | 12 | 2.1% |
물 | 12 | 2.1% |
강 | 11 | 1.9% |
Other values (106) | 275 |
ASCII
Value | Count | Frequency (%) |
K | 15 | |
U | 15 | |
a | 14 | |
14 | ||
b | 2 | 2.9% |
e | 2 | 2.9% |
o | 2 | 2.9% |
G | 1 | 1.4% |
r | 1 | 1.4% |
d | 1 | 1.4% |
Other values (3) | 3 | 4.3% |
종학명
Text
Distinct | 59 |
---|---|
Distinct (%) | 59.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 932.0 B |
Length
Max length | 50 |
---|---|
Median length | 38 |
Mean length | 28.55 |
Min length | 10 |
Characters and Unicode
Total characters | 2855 |
---|---|
Distinct characters | 60 |
Distinct categories | 7 ? |
Distinct scripts | 2 ? |
Distinct blocks | 1 ? |
Unique
Unique | 30 ? |
---|---|
Unique (%) | 30.0% |
Sample
1st row | Asellus (Asellus) hilgendorfii Bovalius, 1886 |
---|---|
2nd row | Ameletus costalis (Matsumura), 1931 |
3rd row | Ephemera strigata Eaton, 1892 |
4th row | Sialis KUa |
5th row | Dugesia japonica |
Value | Count | Frequency (%) |
kua | 14 | 4.1% |
1931 | 11 | 3.3% |
japonica | 8 | 2.4% |
matsumura | 8 | 2.4% |
ecdyonurus | 7 | 2.1% |
ephemera | 6 | 1.8% |
eaton | 6 | 1.8% |
tshernova | 6 | 1.8% |
1952 | 5 | 1.5% |
drunella | 5 | 1.5% |
Other values (134) | 262 |
Most occurring characters
Value | Count | Frequency (%) |
a | 279 | 9.8% |
238 | 8.3% | |
e | 176 | 6.2% |
s | 171 | 6.0% |
i | 146 | 5.1% |
o | 144 | 5.0% |
n | 137 | 4.8% |
u | 126 | 4.4% |
t | 118 | 4.1% |
l | 117 | 4.1% |
Other values (50) | 1203 |
Most occurring categories
Value | Count | Frequency (%) |
Lowercase Letter | 2009 | |
Decimal Number | 268 | 9.4% |
Space Separator | 238 | 8.3% |
Uppercase Letter | 199 | 7.0% |
Other Punctuation | 69 | 2.4% |
Close Punctuation | 36 | 1.3% |
Open Punctuation | 36 | 1.3% |
Most frequent character per category
Lowercase Letter
Value | Count | Frequency (%) |
a | 279 | |
e | 176 | 8.8% |
s | 171 | 8.5% |
i | 146 | 7.3% |
o | 144 | 7.2% |
n | 137 | 6.8% |
u | 126 | 6.3% |
t | 118 | 5.9% |
l | 117 | 5.8% |
r | 110 | 5.5% |
Other values (15) | 485 |
Uppercase Letter
Value | Count | Frequency (%) |
E | 27 | |
K | 20 | |
U | 19 | 9.5% |
M | 15 | 7.5% |
A | 15 | 7.5% |
B | 12 | 6.0% |
N | 11 | 5.5% |
D | 11 | 5.5% |
S | 11 | 5.5% |
C | 9 | 4.5% |
Other values (10) | 49 |
Decimal Number
Value | Count | Frequency (%) |
1 | 94 | |
9 | 60 | |
3 | 24 | 9.0% |
2 | 21 | 7.8% |
8 | 18 | 6.7% |
6 | 18 | 6.7% |
7 | 15 | 5.6% |
5 | 8 | 3.0% |
4 | 7 | 2.6% |
0 | 3 | 1.1% |
Other Punctuation
Value | Count | Frequency (%) |
, | 67 | |
? | 2 | 2.9% |
Space Separator
Value | Count | Frequency (%) |
238 |
Close Punctuation
Value | Count | Frequency (%) |
) | 36 |
Open Punctuation
Value | Count | Frequency (%) |
( | 36 |
Most occurring scripts
Value | Count | Frequency (%) |
Latin | 2208 | |
Common | 647 | 22.7% |
Most frequent character per script
Latin
Value | Count | Frequency (%) |
a | 279 | |
e | 176 | 8.0% |
s | 171 | 7.7% |
i | 146 | 6.6% |
o | 144 | 6.5% |
n | 137 | 6.2% |
u | 126 | 5.7% |
t | 118 | 5.3% |
l | 117 | 5.3% |
r | 110 | 5.0% |
Other values (35) | 684 |
Common
Value | Count | Frequency (%) |
238 | ||
1 | 94 | 14.5% |
, | 67 | 10.4% |
9 | 60 | 9.3% |
) | 36 | 5.6% |
( | 36 | 5.6% |
3 | 24 | 3.7% |
2 | 21 | 3.2% |
8 | 18 | 2.8% |
6 | 18 | 2.8% |
Other values (5) | 35 | 5.4% |
Most occurring blocks
Value | Count | Frequency (%) |
ASCII | 2855 |
Most frequent character per block
ASCII
Value | Count | Frequency (%) |
a | 279 | 9.8% |
238 | 8.3% | |
e | 176 | 6.2% |
s | 171 | 6.0% |
i | 146 | 5.1% |
o | 144 | 5.0% |
n | 137 | 4.8% |
u | 126 | 4.4% |
t | 118 | 4.1% |
l | 117 | 4.1% |
Other values (50) | 1203 |
조사년도
Categorical
CONSTANT
 
Distinct | 1 |
---|---|
Distinct (%) | 1.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 932.0 B |
2015 |
---|
Length
Max length | 4 |
---|---|
Median length | 4 |
Mean length | 4 |
Min length | 4 |
Unique
Unique | 0 ? |
---|---|
Unique (%) | 0.0% |
Sample
1st row | 2015 |
---|---|
2nd row | 2015 |
3rd row | 2015 |
4th row | 2015 |
5th row | 2015 |
Common Values
Value | Count | Frequency (%) |
2015 | 100 |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
2015 | 100 |
조사시작일자
Categorical
HIGH CORRELATION
 
Distinct | 2 |
---|---|
Distinct (%) | 2.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 932.0 B |
2015-04-18 | |
---|---|
2015-04-17 |
Length
Max length | 10 |
---|---|
Median length | 10 |
Mean length | 10 |
Min length | 10 |
Unique
Unique | 0 ? |
---|---|
Unique (%) | 0.0% |
Sample
1st row | 2015-04-18 |
---|---|
2nd row | 2015-04-18 |
3rd row | 2015-04-18 |
4th row | 2015-04-18 |
5th row | 2015-04-18 |
Common Values
Value | Count | Frequency (%) |
2015-04-18 | 61 | |
2015-04-17 | 39 |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
2015-04-18 | 61 | |
2015-04-17 | 39 |
조사종료일자
Categorical
HIGH CORRELATION
 
Distinct | 2 |
---|---|
Distinct (%) | 2.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 932.0 B |
2015-04-18 | |
---|---|
2015-04-17 |
Length
Max length | 10 |
---|---|
Median length | 10 |
Mean length | 10 |
Min length | 10 |
Unique
Unique | 0 ? |
---|---|
Unique (%) | 0.0% |
Sample
1st row | 2015-04-18 |
---|---|
2nd row | 2015-04-18 |
3rd row | 2015-04-18 |
4th row | 2015-04-18 |
5th row | 2015-04-18 |
Common Values
Value | Count | Frequency (%) |
2015-04-18 | 61 | |
2015-04-17 | 39 |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
2015-04-18 | 61 | |
2015-04-17 | 39 |
지오메트리
Categorical
HIGH CORRELATION
 
Distinct | 5 |
---|---|
Distinct (%) | 5.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 932.0 B |
POINT (316880.4672395752 479586.75579616614) | |
---|---|
POINT (316053.2204866735 477405.9025693582) | |
POINT (314196.1671657277 478214.53178796865) | |
POINT (314784.8683120534 477937.2377623521) | |
POINT (316016.5581539987 477406.3271925916) | 2 |
Length
Max length | 44 |
---|---|
Median length | 44 |
Mean length | 43.58 |
Min length | 43 |
Unique
Unique | 0 ? |
---|---|
Unique (%) | 0.0% |
Sample
1st row | POINT (314784.8683120534 477937.2377623521) |
---|---|
2nd row | POINT (314784.8683120534 477937.2377623521) |
3rd row | POINT (314784.8683120534 477937.2377623521) |
4th row | POINT (314784.8683120534 477937.2377623521) |
5th row | POINT (316053.2204866735 477405.9025693582) |
Common Values
Value | Count | Frequency (%) |
POINT (316880.4672395752 479586.75579616614) | 39 | |
POINT (316053.2204866735 477405.9025693582) | 36 | |
POINT (314196.1671657277 478214.53178796865) | 19 | |
POINT (314784.8683120534 477937.2377623521) | 4 | 4.0% |
POINT (316016.5581539987 477406.3271925916) | 2 | 2.0% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
point | 100 | |
316880.4672395752 | 39 | 13.0% |
479586.75579616614 | 39 | 13.0% |
316053.2204866735 | 36 | 12.0% |
477405.9025693582 | 36 | 12.0% |
314196.1671657277 | 19 | 6.3% |
478214.53178796865 | 19 | 6.3% |
314784.8683120534 | 4 | 1.3% |
477937.2377623521 | 4 | 1.3% |
316016.5581539987 | 2 | 0.7% |
공간아이디 | 종국명 | 종학명 | 조사시작일자 | 조사종료일자 | 지오메트리 | |
---|---|---|---|---|---|---|
공간아이디 | 1.000 | 0.000 | 0.000 | 0.995 | 0.995 | 0.964 |
종국명 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 |
종학명 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 |
조사시작일자 | 0.995 | 0.000 | 0.000 | 1.000 | 0.999 | 1.000 |
조사종료일자 | 0.995 | 0.000 | 0.000 | 0.999 | 1.000 | 1.000 |
지오메트리 | 0.964 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 |
지오메트리 | 조사시작일자 | 조사종료일자 | |
---|---|---|---|
지오메트리 | 1.000 | 0.985 | 0.985 |
조사시작일자 | 0.985 | 1.000 | 0.979 |
조사종료일자 | 0.985 | 0.979 | 1.000 |
공간아이디 | 조사시작일자 | 조사종료일자 | 지오메트리 | |
---|---|---|---|---|
공간아이디 | 1.000 | 0.900 | 0.900 | 0.715 |
조사시작일자 | 0.900 | 1.000 | 0.979 | 0.985 |
조사종료일자 | 0.900 | 0.979 | 1.000 | 0.985 |
지오메트리 | 0.715 | 0.985 | 0.985 | 1.000 |
공간아이디 | 조사분야구분코드명 | 종국명 | 종학명 | 조사년도 | 조사시작일자 | 조사종료일자 | 지오메트리 | |
---|---|---|---|---|---|---|---|---|
0 | 4000000000003848 | 저서무척추동물 | 물벌레 | Asellus (Asellus) hilgendorfii Bovalius, 1886 | 2015 | 2015-04-18 | 2015-04-18 | POINT (314784.8683120534 477937.2377623521) |
1 | 4000000000003849 | 저서무척추동물 | 피라미하루살이 | Ameletus costalis (Matsumura), 1931 | 2015 | 2015-04-18 | 2015-04-18 | POINT (314784.8683120534 477937.2377623521) |
2 | 4000000000003850 | 저서무척추동물 | 무늬하루살이 | Ephemera strigata Eaton, 1892 | 2015 | 2015-04-18 | 2015-04-18 | POINT (314784.8683120534 477937.2377623521) |
3 | 4000000000003851 | 저서무척추동물 | 좀뱀잠자리 KUa | Sialis KUa | 2015 | 2015-04-18 | 2015-04-18 | POINT (314784.8683120534 477937.2377623521) |
4 | 4000000000003852 | 저서무척추동물 | 플라나리아 | Dugesia japonica | 2015 | 2015-04-18 | 2015-04-18 | POINT (316053.2204866735 477405.9025693582) |
5 | 4000000000003853 | 저서무척추동물 | 다슬기 | Semisulcospira libertina | 2015 | 2015-04-18 | 2015-04-18 | POINT (316053.2204866735 477405.9025693582) |
6 | 4000000000003854 | 저서무척추동물 | 왼돌이물달팽이 | Physa acuta | 2015 | 2015-04-18 | 2015-04-18 | POINT (316053.2204866735 477405.9025693582) |
7 | 4000000000003855 | 저서무척추동물 | 피라미하루살이 | Ameletus costalis (Matsumura), 1931 | 2015 | 2015-04-18 | 2015-04-18 | POINT (316053.2204866735 477405.9025693582) |
8 | 4000000000003856 | 저서무척추동물 | 개똥하루살이 | Baetis fuscatus (Linnaeus), 1761 | 2015 | 2015-04-18 | 2015-04-18 | POINT (316053.2204866735 477405.9025693582) |
9 | 4000000000003857 | 저서무척추동물 | 방울하루살이 | Baetis ursinus Kazlauskas, 1963 | 2015 | 2015-04-18 | 2015-04-18 | POINT (316053.2204866735 477405.9025693582) |
공간아이디 | 조사분야구분코드명 | 종국명 | 종학명 | 조사년도 | 조사시작일자 | 조사종료일자 | 지오메트리 | |
---|---|---|---|---|---|---|---|---|
90 | 4000000000003938 | 저서무척추동물 | 무늬하루살이 | Ephemera strigata Eaton, 1892 | 2015 | 2015-04-18 | 2015-04-18 | POINT (314196.1671657277 478214.53178796865) |
91 | 4000000000003939 | 저서무척추동물 | 가는무늬하루살이 | Ephemera separigata Bae, 1995 | 2015 | 2015-04-18 | 2015-04-18 | POINT (314196.1671657277 478214.53178796865) |
92 | 4000000000003940 | 저서무척추동물 | 두점하루살이 | Ecdyonurus kibunensis Imanishi, 1936 | 2015 | 2015-04-18 | 2015-04-18 | POINT (314196.1671657277 478214.53178796865) |
93 | 4000000000003941 | 저서무척추동물 | 흰부채하루살이 | Epeorus nipponicus (Ueno), 1931 | 2015 | 2015-04-18 | 2015-04-18 | POINT (314196.1671657277 478214.53178796865) |
94 | 4000000000003942 | 저서무척추동물 | 봄처녀하루살이 | Cinygmula grandifolia Tshernova, 1952 | 2015 | 2015-04-18 | 2015-04-18 | POINT (314196.1671657277 478214.53178796865) |
95 | 4000000000003943 | 저서무척추동물 | 두갈래하루살이 | Paraleptophlebia japonica (Matsumura), 1931 | 2015 | 2015-04-18 | 2015-04-18 | POINT (314196.1671657277 478214.53178796865) |
96 | 4000000000003944 | 저서무척추동물 | 쇠측범잠자리 | Davidius lunatus (Bartenef), 1914 | 2015 | 2015-04-18 | 2015-04-18 | POINT (314196.1671657277 478214.53178796865) |
97 | 4000000000003945 | 저서무척추동물 | 녹색강도래 | Sweltsa nikkoensis (Okamoto), 1912 | 2015 | 2015-04-18 | 2015-04-18 | POINT (314196.1671657277 478214.53178796865) |
98 | 4000000000003946 | 저서무척추동물 | 총채민강도래 | Amphinemura coreana Zwick, 1973 | 2015 | 2015-04-18 | 2015-04-18 | POINT (314196.1671657277 478214.53178796865) |
99 | 4000000000003947 | 저서무척추동물 | 토우민강도래 | Nemoura tau Zwick, 1973 | 2015 | 2015-04-18 | 2015-04-18 | POINT (314196.1671657277 478214.53178796865) |