Dataset statistics
Number of variables | 9 |
---|---|
Number of observations | 49 |
Missing cells | 0 |
Missing cells (%) | 0.0% |
Duplicate rows | 0 |
Duplicate rows (%) | 0.0% |
Total size in memory | 3.7 KiB |
Average record size in memory | 77.6 B |
Variable types
Categorical | 2 |
---|---|
Text | 4 |
Numeric | 3 |
Dataset
Description | 광주광역시 자치구별 5대 범죄현황에 대한 데이터로 (살인/강도/강간 및 강제추행/절도/폭력) 관련 데이터를 제공합니다 |
---|---|
Author | 경찰청 광주광역시경찰청 |
URL | https://www.data.go.kr/data/15086190/fileData.do |
살인 is highly overall correlated with 강도 | High correlation |
강도 is highly overall correlated with 살인 and 1 other fields | High correlation |
강간·강제추행 is highly overall correlated with 강도 | High correlation |
폭력 has unique values | Unique |
살인 has 25 (51.0%) zeros | Zeros |
강도 has 14 (28.6%) zeros | Zeros |
강간·강제추행 has 1 (2.0%) zeros | Zeros |
Reproduction
Analysis started | 2024-04-20 13:48:25.931622 |
---|---|
Analysis finished | 2024-04-20 13:48:29.244229 |
Duration | 3.31 seconds |
Software version | ydata-profiling vv4.5.1 |
Download configuration | config.json |
관서명
Categorical
Distinct | 7 |
---|---|
Distinct (%) | 14.3% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 520.0 B |
광주경찰청계 | |
---|---|
광주광역시경찰청 | |
광주동부경찰서 | |
광주서부경찰서 | |
광주북부경찰서 | |
Other values (2) |
Length
Max length | 8 |
---|---|
Median length | 7 |
Mean length | 7 |
Min length | 6 |
Unique
Unique | 0 ? |
---|---|
Unique (%) | 0.0% |
Sample
1st row | 광주경찰청계 |
---|---|
2nd row | 광주경찰청계 |
3rd row | 광주경찰청계 |
4th row | 광주경찰청계 |
5th row | 광주경찰청계 |
Common Values
Value | Count | Frequency (%) |
광주경찰청계 | 7 | |
광주광역시경찰청 | 7 | |
광주동부경찰서 | 7 | |
광주서부경찰서 | 7 | |
광주북부경찰서 | 7 | |
광주광산경찰서 | 7 | |
광주남부경찰서 | 7 |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
광주경찰청계 | 7 | |
광주광역시경찰청 | 7 | |
광주동부경찰서 | 7 | |
광주서부경찰서 | 7 | |
광주북부경찰서 | 7 | |
광주광산경찰서 | 7 | |
광주남부경찰서 | 7 |
구분
Categorical
Distinct | 7 |
---|---|
Distinct (%) | 14.3% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 520.0 B |
발생건수 | |
---|---|
검거건수 | |
검거인원 | |
구속 | |
불구속 | |
Other values (2) |
Length
Max length | 4 |
---|---|
Median length | 3 |
Mean length | 3.1428571 |
Min length | 2 |
Unique
Unique | 0 ? |
---|---|
Unique (%) | 0.0% |
Sample
1st row | 발생건수 |
---|---|
2nd row | 검거건수 |
3rd row | 검거인원 |
4th row | 구속 |
5th row | 불구속 |
Common Values
Value | Count | Frequency (%) |
발생건수 | 7 | |
검거건수 | 7 | |
검거인원 | 7 | |
구속 | 7 | |
불구속 | 7 | |
기타 | 7 | |
미검거 | 7 |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
발생건수 | 7 | |
검거건수 | 7 | |
검거인원 | 7 | |
구속 | 7 | |
불구속 | 7 | |
기타 | 7 | |
미검거 | 7 |
총범죄
Text
Distinct | 48 |
---|---|
Distinct (%) | 98.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 520.0 B |
Value | Count | Frequency (%) |
674 | 2 | 4.1% |
876 | 2 | 4.1% |
124 | 1 | 2.0% |
11,572 | 1 | 2.0% |
11,706 | 1 | 2.0% |
9,874 | 1 | 2.0% |
13,092 | 1 | 2.0% |
174 | 1 | 2.0% |
6,863 | 1 | 2.0% |
6,055 | 1 | 2.0% |
Other values (37) | 37 |
Most occurring characters
Value | Count | Frequency (%) |
, | 36 | |
1 | 27 | |
7 | 25 | |
2 | 21 | |
9 | 20 | |
6 | 19 | |
3 | 18 | |
0 | 18 | |
4 | 17 | |
5 | 13 | 5.7% |
Other values (2) | 13 | 5.7% |
Most occurring categories
Value | Count | Frequency (%) |
Decimal Number | 190 | |
Other Punctuation | 36 | 15.9% |
Dash Punctuation | 1 | 0.4% |
Most frequent character per category
Decimal Number
Value | Count | Frequency (%) |
1 | 27 | |
7 | 25 | |
2 | 21 | |
9 | 20 | |
6 | 19 | |
3 | 18 | |
0 | 18 | |
4 | 17 | |
5 | 13 | |
8 | 12 |
Other Punctuation
Value | Count | Frequency (%) |
, | 36 |
Dash Punctuation
Value | Count | Frequency (%) |
- | 1 |
Most occurring scripts
Value | Count | Frequency (%) |
Common | 227 |
Most frequent character per script
Common
Value | Count | Frequency (%) |
, | 36 | |
1 | 27 | |
7 | 25 | |
2 | 21 | |
9 | 20 | |
6 | 19 | |
3 | 18 | |
0 | 18 | |
4 | 17 | |
5 | 13 | 5.7% |
Other values (2) | 13 | 5.7% |
Most occurring blocks
Value | Count | Frequency (%) |
ASCII | 227 |
Most frequent character per block
ASCII
Value | Count | Frequency (%) |
, | 36 | |
1 | 27 | |
7 | 25 | |
2 | 21 | |
9 | 20 | |
6 | 19 | |
3 | 18 | |
0 | 18 | |
4 | 17 | |
5 | 13 | 5.7% |
Other values (2) | 13 | 5.7% |
소계
Text
Distinct | 48 |
---|---|
Distinct (%) | 98.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 520.0 B |
Value | Count | Frequency (%) |
1,469 | 2 | 4.1% |
97 | 2 | 4.1% |
2,640 | 1 | 2.0% |
1,984 | 1 | 2.0% |
560 | 1 | 2.0% |
3,521 | 1 | 2.0% |
2,874 | 1 | 2.0% |
3,621 | 1 | 2.0% |
82 | 1 | 2.0% |
2,194 | 1 | 2.0% |
Other values (37) | 37 |
Most occurring characters
Value | Count | Frequency (%) |
, | 27 | |
1 | 25 | |
2 | 25 | |
5 | 18 | |
9 | 17 | |
4 | 16 | |
3 | 16 | |
6 | 15 | |
7 | 13 | |
8 | 10 | 5.2% |
Other values (2) | 11 |
Most occurring categories
Value | Count | Frequency (%) |
Decimal Number | 165 | |
Other Punctuation | 27 | 14.0% |
Dash Punctuation | 1 | 0.5% |
Most frequent character per category
Decimal Number
Value | Count | Frequency (%) |
1 | 25 | |
2 | 25 | |
5 | 18 | |
9 | 17 | |
4 | 16 | |
3 | 16 | |
6 | 15 | |
7 | 13 | |
8 | 10 | 6.1% |
0 | 10 | 6.1% |
Other Punctuation
Value | Count | Frequency (%) |
, | 27 |
Dash Punctuation
Value | Count | Frequency (%) |
- | 1 |
Most occurring scripts
Value | Count | Frequency (%) |
Common | 193 |
Most frequent character per script
Common
Value | Count | Frequency (%) |
, | 27 | |
1 | 25 | |
2 | 25 | |
5 | 18 | |
9 | 17 | |
4 | 16 | |
3 | 16 | |
6 | 15 | |
7 | 13 | |
8 | 10 | 5.2% |
Other values (2) | 11 |
Most occurring blocks
Value | Count | Frequency (%) |
ASCII | 193 |
Most frequent character per block
ASCII
Value | Count | Frequency (%) |
, | 27 | |
1 | 25 | |
2 | 25 | |
5 | 18 | |
9 | 17 | |
4 | 16 | |
3 | 16 | |
6 | 15 | |
7 | 13 | |
8 | 10 | 5.2% |
Other values (2) | 11 |
살인
Real number (ℝ)
HIGH CORRELATION
  ZEROS
 
Distinct | 8 |
---|---|
Distinct (%) | 16.3% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 1.7959184 |
Minimum | 0 |
---|---|
Maximum | 12 |
Zeros | 25 |
Zeros (%) | 51.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 569.0 B |
Quantile statistics
Minimum | 0 |
---|---|
5-th percentile | 0 |
Q1 | 0 |
median | 0 |
Q3 | 3 |
95-th percentile | 9.2 |
Maximum | 12 |
Range | 12 |
Interquartile range (IQR) | 3 |
Descriptive statistics
Standard deviation | 2.8575893 |
---|---|
Coefficient of variation (CV) | 1.5911577 |
Kurtosis | 4.5056367 |
Mean | 1.7959184 |
Median Absolute Deviation (MAD) | 0 |
Skewness | 2.15238 |
Sum | 88 |
Variance | 8.1658163 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
0 | 25 | |
1 | 7 | 14.3% |
3 | 7 | 14.3% |
4 | 4 | 8.2% |
10 | 2 | 4.1% |
2 | 2 | 4.1% |
12 | 1 | 2.0% |
8 | 1 | 2.0% |
Value | Count | Frequency (%) |
0 | 25 | |
1 | 7 | 14.3% |
2 | 2 | 4.1% |
3 | 7 | 14.3% |
4 | 4 | 8.2% |
8 | 1 | 2.0% |
10 | 2 | 4.1% |
12 | 1 | 2.0% |
Value | Count | Frequency (%) |
12 | 1 | 2.0% |
10 | 2 | 4.1% |
8 | 1 | 2.0% |
4 | 4 | 8.2% |
3 | 7 | 14.3% |
2 | 2 | 4.1% |
1 | 7 | 14.3% |
0 | 25 |
강도
Real number (ℝ)
HIGH CORRELATION
  ZEROS
 
Distinct | 13 |
---|---|
Distinct (%) | 26.5% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 4.244898 |
Minimum | 0 |
---|---|
Maximum | 28 |
Zeros | 14 |
Zeros (%) | 28.6% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 569.0 B |
Quantile statistics
Minimum | 0 |
---|---|
5-th percentile | 0 |
Q1 | 0 |
median | 3 |
Q3 | 5 |
95-th percentile | 19.6 |
Maximum | 28 |
Range | 28 |
Interquartile range (IQR) | 5 |
Descriptive statistics
Standard deviation | 6.1492907 |
---|---|
Coefficient of variation (CV) | 1.448631 |
Kurtosis | 6.6345515 |
Mean | 4.244898 |
Median Absolute Deviation (MAD) | 2 |
Skewness | 2.535806 |
Sum | 208 |
Variance | 37.813776 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
0 | 14 | |
5 | 9 | |
1 | 8 | |
6 | 4 | 8.2% |
3 | 4 | 8.2% |
2 | 2 | 4.1% |
4 | 2 | 4.1% |
24 | 1 | 2.0% |
22 | 1 | 2.0% |
28 | 1 | 2.0% |
Other values (3) | 3 | 6.1% |
Value | Count | Frequency (%) |
0 | 14 | |
1 | 8 | |
2 | 2 | 4.1% |
3 | 4 | 8.2% |
4 | 2 | 4.1% |
5 | 9 | |
6 | 4 | 8.2% |
8 | 1 | 2.0% |
9 | 1 | 2.0% |
16 | 1 | 2.0% |
Value | Count | Frequency (%) |
28 | 1 | 2.0% |
24 | 1 | 2.0% |
22 | 1 | 2.0% |
16 | 1 | 2.0% |
9 | 1 | 2.0% |
8 | 1 | 2.0% |
6 | 4 | |
5 | 9 | |
4 | 2 | 4.1% |
3 | 4 |
강간·강제추행
Real number (ℝ)
HIGH CORRELATION
  ZEROS
 
Distinct | 47 |
---|---|
Distinct (%) | 95.9% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 104.97959 |
Minimum | -63 |
---|---|
Maximum | 704 |
Zeros | 1 |
Zeros (%) | 2.0% |
Negative | 2 |
Negative (%) | 4.1% |
Memory size | 569.0 B |
Quantile statistics
Minimum | -63 |
---|---|
5-th percentile | 0.4 |
Q1 | 13 |
median | 56 |
Q3 | 132 |
95-th percentile | 517.2 |
Maximum | 704 |
Range | 767 |
Interquartile range (IQR) | 119 |
Descriptive statistics
Standard deviation | 156.16451 |
---|---|
Coefficient of variation (CV) | 1.4875702 |
Kurtosis | 6.6125837 |
Mean | 104.97959 |
Median Absolute Deviation (MAD) | 45 |
Skewness | 2.5664838 |
Sum | 5144 |
Variance | 24387.354 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
13 | 2 | 4.1% |
132 | 2 | 4.1% |
582 | 1 | 2.0% |
587 | 1 | 2.0% |
64 | 1 | 2.0% |
153 | 1 | 2.0% |
161 | 1 | 2.0% |
11 | 1 | 2.0% |
95 | 1 | 2.0% |
55 | 1 | 2.0% |
Other values (37) | 37 |
Value | Count | Frequency (%) |
-63 | 1 | |
-5 | 1 | |
0 | 1 | |
1 | 1 | |
2 | 1 | |
3 | 1 | |
4 | 1 | |
6 | 1 | |
8 | 1 | |
11 | 1 |
Value | Count | Frequency (%) |
704 | 1 | |
587 | 1 | |
582 | 1 | |
420 | 1 | |
248 | 1 | |
173 | 1 | |
164 | 1 | |
161 | 1 | |
155 | 1 | |
153 | 1 |
절도
Text
Distinct | 42 |
---|---|
Distinct (%) | 85.7% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 520.0 B |
Value | Count | Frequency (%) |
0 | 5 | 10.2% |
27 | 2 | 4.1% |
2 | 2 | 4.1% |
89 | 2 | 4.1% |
1,151 | 1 | 2.0% |
701 | 1 | 2.0% |
4,939 | 1 | 2.0% |
15 | 1 | 2.0% |
823 | 1 | 2.0% |
673 | 1 | 2.0% |
Other values (32) | 32 |
Most occurring characters
Value | Count | Frequency (%) |
1 | 25 | |
2 | 17 | |
3 | 17 | |
4 | 13 | |
6 | 13 | |
0 | 12 | |
9 | 11 | |
8 | 9 | 6.5% |
7 | 8 | 5.8% |
, | 8 | 5.8% |
Most occurring categories
Value | Count | Frequency (%) |
Decimal Number | 131 | |
Other Punctuation | 8 | 5.8% |
Most frequent character per category
Decimal Number
Value | Count | Frequency (%) |
1 | 25 | |
2 | 17 | |
3 | 17 | |
4 | 13 | |
6 | 13 | |
0 | 12 | |
9 | 11 | |
8 | 9 | 6.9% |
7 | 8 | 6.1% |
5 | 6 | 4.6% |
Other Punctuation
Value | Count | Frequency (%) |
, | 8 |
Most occurring scripts
Value | Count | Frequency (%) |
Common | 139 |
Most frequent character per script
Common
Value | Count | Frequency (%) |
1 | 25 | |
2 | 17 | |
3 | 17 | |
4 | 13 | |
6 | 13 | |
0 | 12 | |
9 | 11 | |
8 | 9 | 6.5% |
7 | 8 | 5.8% |
, | 8 | 5.8% |
Most occurring blocks
Value | Count | Frequency (%) |
ASCII | 139 |
Most frequent character per block
ASCII
Value | Count | Frequency (%) |
1 | 25 | |
2 | 17 | |
3 | 17 | |
4 | 13 | |
6 | 13 | |
0 | 12 | |
9 | 11 | |
8 | 9 | 6.5% |
7 | 8 | 5.8% |
, | 8 | 5.8% |
폭력
Text
UNIQUE
 
Distinct | 49 |
---|---|
Distinct (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 520.0 B |
Value | Count | Frequency (%) |
34 | 2 | 4.1% |
7,366 | 1 | 2.0% |
2,495 | 1 | 2.0% |
2,042 | 1 | 2.0% |
1,823 | 1 | 2.0% |
2,627 | 1 | 2.0% |
37 | 1 | 2.0% |
1,423 | 1 | 2.0% |
1,167 | 1 | 2.0% |
219 | 1 | 2.0% |
Other values (38) | 38 |
Most occurring characters
Value | Count | Frequency (%) |
1 | 28 | |
, | 21 | |
7 | 17 | |
2 | 17 | |
3 | 15 | |
6 | 15 | |
4 | 15 | |
9 | 14 | |
8 | 14 | |
0 | 9 | 5.2% |
Other values (2) | 8 | 4.6% |
Most occurring categories
Value | Count | Frequency (%) |
Decimal Number | 151 | |
Other Punctuation | 21 | 12.1% |
Dash Punctuation | 1 | 0.6% |
Most frequent character per category
Decimal Number
Value | Count | Frequency (%) |
1 | 28 | |
7 | 17 | |
2 | 17 | |
3 | 15 | |
6 | 15 | |
4 | 15 | |
9 | 14 | |
8 | 14 | |
0 | 9 | 6.0% |
5 | 7 | 4.6% |
Other Punctuation
Value | Count | Frequency (%) |
, | 21 |
Dash Punctuation
Value | Count | Frequency (%) |
- | 1 |
Most occurring scripts
Value | Count | Frequency (%) |
Common | 173 |
Most frequent character per script
Common
Value | Count | Frequency (%) |
1 | 28 | |
, | 21 | |
7 | 17 | |
2 | 17 | |
3 | 15 | |
6 | 15 | |
4 | 15 | |
9 | 14 | |
8 | 14 | |
0 | 9 | 5.2% |
Other values (2) | 8 | 4.6% |
Most occurring blocks
Value | Count | Frequency (%) |
ASCII | 173 |
Most frequent character per block
ASCII
Value | Count | Frequency (%) |
1 | 28 | |
, | 21 | |
7 | 17 | |
2 | 17 | |
3 | 15 | |
6 | 15 | |
4 | 15 | |
9 | 14 | |
8 | 14 | |
0 | 9 | 5.2% |
Other values (2) | 8 | 4.6% |
관서명 | 구분 | 총범죄 | 소계 | 살인 | 강도 | 강간·강제추행 | 절도 | 폭력 | |
---|---|---|---|---|---|---|---|---|---|
관서명 | 1.000 | 0.000 | 0.905 | 0.905 | 0.730 | 0.295 | 0.465 | 0.985 | 1.000 |
구분 | 0.000 | 1.000 | 0.905 | 0.905 | 0.159 | 0.322 | 0.552 | 0.708 | 1.000 |
총범죄 | 0.905 | 0.905 | 1.000 | 0.996 | 0.000 | 0.000 | 1.000 | 0.998 | 1.000 |
소계 | 0.905 | 0.905 | 0.996 | 1.000 | 0.909 | 0.967 | 1.000 | 0.982 | 1.000 |
살인 | 0.730 | 0.159 | 0.000 | 0.909 | 1.000 | 0.857 | 0.792 | 0.886 | 1.000 |
강도 | 0.295 | 0.322 | 0.000 | 0.967 | 0.857 | 1.000 | 0.919 | 0.917 | 1.000 |
강간·강제추행 | 0.465 | 0.552 | 1.000 | 1.000 | 0.792 | 0.919 | 1.000 | 0.991 | 1.000 |
절도 | 0.985 | 0.708 | 0.998 | 0.982 | 0.886 | 0.917 | 0.991 | 1.000 | 1.000 |
폭력 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
구분 | 관서명 | |
---|---|---|
구분 | 1.000 | 0.000 |
관서명 | 0.000 | 1.000 |
살인 | 강도 | 강간·강제추행 | 관서명 | 구분 | |
---|---|---|---|---|---|
살인 | 1.000 | 0.605 | 0.496 | 0.328 | 0.016 |
강도 | 0.605 | 1.000 | 0.648 | 0.150 | 0.167 |
강간·강제추행 | 0.496 | 0.648 | 1.000 | 0.262 | 0.327 |
관서명 | 0.328 | 0.150 | 0.262 | 1.000 | 0.000 |
구분 | 0.016 | 0.167 | 0.327 | 0.000 | 1.000 |
관서명 | 구분 | 총범죄 | 소계 | 살인 | 강도 | 강간·강제추행 | 절도 | 폭력 | |
---|---|---|---|---|---|---|---|---|---|
0 | 광주경찰청계 | 발생건수 | 43,517 | 12,921 | 10 | 24 | 582 | 4,939 | 7,366 |
1 | 광주경찰청계 | 검거건수 | 37,472 | 10,589 | 10 | 22 | 587 | 3,307 | 6,663 |
2 | 광주경찰청계 | 검거인원 | 48,975 | 13,238 | 12 | 28 | 704 | 3,013 | 9,481 |
3 | 광주경찰청계 | 구속 | 674 | 248 | 8 | 16 | 36 | 89 | 99 |
4 | 광주경찰청계 | 불구속 | 26,389 | 7,775 | 1 | 6 | 420 | 2,431 | 4,917 |
5 | 광주경찰청계 | 기타 | 21,912 | 5,215 | 3 | 6 | 248 | 493 | 4,465 |
6 | 광주경찰청계 | 미검거 | 6,045 | 2,332 | 0 | 2 | -5 | 1,632 | 703 |
7 | 광주광역시경찰청 | 발생건수 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
8 | 광주광역시경찰청 | 검거건수 | 876 | 97 | 0 | 0 | 63 | 0 | 34 |
9 | 광주광역시경찰청 | 검거인원 | 2,296 | 181 | 0 | 0 | 82 | 2 | 97 |
관서명 | 구분 | 총범죄 | 소계 | 살인 | 강도 | 강간·강제추행 | 절도 | 폭력 | |
---|---|---|---|---|---|---|---|---|---|
39 | 광주광산경찰서 | 불구속 | 6,078 | 1,795 | 0 | 1 | 92 | 582 | 1,120 |
40 | 광주광산경찰서 | 기타 | 5,370 | 1,498 | 3 | 0 | 50 | 89 | 1,356 |
41 | 광주광산경찰서 | 미검거 | 1,999 | 645 | 0 | 0 | 12 | 450 | 183 |
42 | 광주남부경찰서 | 발생건수 | 5,133 | 1,577 | 3 | 3 | 56 | 615 | 900 |
43 | 광주남부경찰서 | 검거건수 | 4,307 | 1,264 | 3 | 3 | 52 | 424 | 782 |
44 | 광주남부경찰서 | 검거인원 | 5,393 | 1,469 | 4 | 1 | 60 | 326 | 1,078 |
45 | 광주남부경찰서 | 구속 | 27 | 16 | 3 | 1 | 2 | 9 | 1 |
46 | 광주남부경찰서 | 불구속 | 2,717 | 727 | 1 | 0 | 31 | 222 | 473 |
47 | 광주남부경찰서 | 기타 | 2,649 | 726 | 0 | 0 | 27 | 95 | 604 |
48 | 광주남부경찰서 | 미검거 | 826 | 313 | 0 | 0 | 4 | 191 | 118 |