Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 96 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 14.4 KiB |
| Average record size in memory | 153.4 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 16 |
Dataset
| Description | 해당 데어티는 반도체, 디스플레이 등 반도체/디스플레이에 대한 수출액과 전년 동월비 증감현황 제공하고 있습니다. ex) 메모리(억불), 메모리 D램(억불) 등 |
|---|---|
| URL | https://www.data.go.kr/data/15051126/fileData.do |
반도체(억불) is highly overall correlated with 메모리(억불) and 7 other fields | High correlation |
반도체_전년동월대비_증감률(퍼센트) is highly overall correlated with 메모리(억불) and 7 other fields | High correlation |
메모리(억불) is highly overall correlated with 반도체(억불) and 8 other fields | High correlation |
메모리_전년동월대비_증감률(퍼센트) is highly overall correlated with 반도체_전년동월대비_증감률(퍼센트) and 5 other fields | High correlation |
메모리_D램(억불) is highly overall correlated with 반도체(억불) and 7 other fields | High correlation |
메모리_D램_전년동월대비_증감률(퍼센트) is highly overall correlated with 반도체_전년동월대비_증감률(퍼센트) and 5 other fields | High correlation |
메모리_낸드(억불) is highly overall correlated with 반도체(억불) and 6 other fields | High correlation |
메모리_낸드_전년동월대비_증감률(퍼센트) is highly overall correlated with 반도체(억불) and 6 other fields | High correlation |
메모리_MCP(억불) is highly overall correlated with 반도체(억불) and 6 other fields | High correlation |
메모리_MCP_전년동월대비_증감률(퍼센트) is highly overall correlated with 반도체_전년동월대비_증감률(퍼센트) and 1 other fields | High correlation |
시스템_반도체(억불) is highly overall correlated with 반도체(억불) and 6 other fields | High correlation |
시스템_반도체_전년동월대비_증감률(퍼센트) is highly overall correlated with 반도체(억불) and 4 other fields | High correlation |
개별소자(억불) is highly overall correlated with 반도체(억불) and 8 other fields | High correlation |
디스플레이_패널_전년동월대비_증감률(퍼센트) is highly overall correlated with 반도체_전년동월대비_증감률(퍼센트) and 2 other fields | High correlation |
년월 has unique values | Unique |
반도체_전년동월대비_증감률(퍼센트) has 1 (1.0%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-12 23:14:58.903965 |
|---|---|
| Analysis finished | 2023-12-12 23:15:24.212206 |
| Duration | 25.31 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
년월
Date
UNIQUE
| Distinct | 96 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 900.0 B |
| Minimum | 2015-01-01 00:00:00 |
|---|---|
| Maximum | 2022-12-01 00:00:00 |
Histogram with fixed size bins (bins=50)
반도체(억불)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 89 |
|---|---|
| Distinct (%) | 92.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 83.34375 |
| Minimum | 41.5 |
|---|---|
| Maximum | 131.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 996.0 B |
Quantile statistics
| Minimum | 41.5 |
|---|---|
| 5-th percentile | 48.65 |
| Q1 | 62.05 |
| median | 84 |
| Q3 | 101.225 |
| 95-th percentile | 120.75 |
| Maximum | 131.2 |
| Range | 89.7 |
| Interquartile range (IQR) | 39.175 |
Descriptive statistics
| Standard deviation | 23.432163 |
|---|---|
| Coefficient of variation (CV) | 0.28115082 |
| Kurtosis | -1.0115056 |
| Mean | 83.34375 |
| Median Absolute Deviation (MAD) | 19.9 |
| Skewness | 0.040003233 |
| Sum | 8001 |
| Variance | 549.06628 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 108.2 | 2 | 2.1% |
| 90.0 | 2 | 2.1% |
| 84.3 | 2 | 2.1% |
| 87.6 | 2 | 2.1% |
| 55.9 | 2 | 2.1% |
| 58.6 | 2 | 2.1% |
| 111.6 | 2 | 2.1% |
| 95.0 | 1 | 1.0% |
| 82.0 | 1 | 1.0% |
| 78.8 | 1 | 1.0% |
| Other values (79) | 79 |
| Value | Count | Frequency (%) |
| 41.5 | 1 | |
| 45.3 | 1 | |
| 45.5 | 1 | |
| 47.6 | 1 | |
| 47.9 | 1 | |
| 48.9 | 1 | |
| 50.0 | 1 | |
| 51.1 | 1 | |
| 51.4 | 1 | |
| 51.6 | 1 |
| Value | Count | Frequency (%) |
| 131.2 | 1 | |
| 127.8 | 1 | |
| 124.3 | 1 | |
| 123.5 | 1 | |
| 121.8 | 1 | |
| 120.4 | 1 | |
| 117.0 | 1 | |
| 115.8 | 1 | |
| 115.4 | 1 | |
| 115.1 | 1 |
반도체_전년동월대비_증감률(퍼센트)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 92 |
|---|---|
| Distinct (%) | 95.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.603125 |
| Minimum | -32.1 |
|---|---|
| Maximum | 69.9 |
| Zeros | 1 |
| Zeros (%) | 1.0% |
| Negative | 32 |
| Negative (%) | 33.3% |
| Memory size | 996.0 B |
Quantile statistics
| Minimum | -32.1 |
|---|---|
| 5-th percentile | -30.05 |
| Q1 | -6.075 |
| median | 8.9 |
| Q3 | 32.3 |
| 95-th percentile | 57.025 |
| Maximum | 69.9 |
| Range | 102 |
| Interquartile range (IQR) | 38.375 |
Descriptive statistics
| Standard deviation | 26.739726 |
|---|---|
| Coefficient of variation (CV) | 2.1216743 |
| Kurtosis | -0.74145707 |
| Mean | 12.603125 |
| Median Absolute Deviation (MAD) | 20.25 |
| Skewness | 0.24616461 |
| Sum | 1209.9 |
| Variance | 715.01294 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.9 | 2 | 2.1% |
| 11.6 | 2 | 2.1% |
| 28.2 | 2 | 2.1% |
| -2.6 | 2 | 2.1% |
| 13.3 | 1 | 1.0% |
| 7.0 | 1 | 1.0% |
| 30.0 | 1 | 1.0% |
| 16.4 | 1 | 1.0% |
| 10.4 | 1 | 1.0% |
| 11.8 | 1 | 1.0% |
| Other values (82) | 82 |
| Value | Count | Frequency (%) |
| -32.1 | 1 | |
| -31.6 | 1 | |
| -30.8 | 1 | |
| -30.7 | 1 | |
| -30.5 | 1 | |
| -29.9 | 1 | |
| -29.1 | 1 | |
| -28.1 | 1 | |
| -25.6 | 1 | |
| -24.8 | 1 |
| Value | Count | Frequency (%) |
| 69.9 | 1 | |
| 69.6 | 1 | |
| 65.2 | 1 | |
| 64.9 | 1 | |
| 57.7 | 1 | |
| 56.8 | 1 | |
| 56.7 | 1 | |
| 54.1 | 1 | |
| 53.6 | 1 | |
| 53.2 | 1 |
메모리(억불)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 89 |
|---|---|
| Distinct (%) | 92.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.482292 |
| Minimum | 22.6 |
|---|---|
| Maximum | 96.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 996.0 B |
Quantile statistics
| Minimum | 22.6 |
|---|---|
| 5-th percentile | 26.55 |
| Q1 | 38 |
| median | 52.7 |
| Q3 | 66.3 |
| 95-th percentile | 82.6 |
| Maximum | 96.2 |
| Range | 73.6 |
| Interquartile range (IQR) | 28.3 |
Descriptive statistics
| Standard deviation | 18.461767 |
|---|---|
| Coefficient of variation (CV) | 0.34519402 |
| Kurtosis | -0.90042385 |
| Mean | 53.482292 |
| Median Absolute Deviation (MAD) | 14.1 |
| Skewness | 0.062683957 |
| Sum | 5134.3 |
| Variance | 340.83684 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 63.8 | 2 | 2.1% |
| 27.4 | 2 | 2.1% |
| 51.9 | 2 | 2.1% |
| 32.7 | 2 | 2.1% |
| 76.4 | 2 | 2.1% |
| 65.4 | 2 | 2.1% |
| 52.2 | 2 | 2.1% |
| 56.4 | 1 | 1.0% |
| 57.8 | 1 | 1.0% |
| 61.9 | 1 | 1.0% |
| Other values (79) | 79 |
| Value | Count | Frequency (%) |
| 22.6 | 1 | |
| 24.3 | 1 | |
| 24.8 | 1 | |
| 25.8 | 1 | |
| 26.1 | 1 | |
| 26.7 | 1 | |
| 26.9 | 1 | |
| 27.4 | 2 | |
| 27.5 | 1 | |
| 27.7 | 1 |
| Value | Count | Frequency (%) |
| 96.2 | 1 | |
| 87.7 | 1 | |
| 86.0 | 1 | |
| 85.0 | 1 | |
| 84.1 | 1 | |
| 82.1 | 1 | |
| 82.0 | 1 | |
| 80.5 | 1 | |
| 80.4 | 1 | |
| 79.5 | 1 |
메모리_전년동월대비_증감률(퍼센트)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 91 |
|---|---|
| Distinct (%) | 94.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.13125 |
| Minimum | -49.7 |
|---|---|
| Maximum | 112.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 36 |
| Negative (%) | 37.5% |
| Memory size | 996.0 B |
Quantile statistics
| Minimum | -49.7 |
|---|---|
| 5-th percentile | -39.675 |
| Q1 | -11.05 |
| median | 7.85 |
| Q3 | 42.675 |
| 95-th percentile | 92.175 |
| Maximum | 112.1 |
| Range | 161.8 |
| Interquartile range (IQR) | 53.725 |
Descriptive statistics
| Standard deviation | 38.736775 |
|---|---|
| Coefficient of variation (CV) | 2.4013499 |
| Kurtosis | -0.24914944 |
| Mean | 16.13125 |
| Median Absolute Deviation (MAD) | 21.95 |
| Skewness | 0.60803098 |
| Sum | 1548.6 |
| Variance | 1500.5377 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -13.5 | 2 | 2.1% |
| 4.6 | 2 | 2.1% |
| 26.5 | 2 | 2.1% |
| -16.7 | 2 | 2.1% |
| 9.8 | 2 | 2.1% |
| 17.6 | 1 | 1.0% |
| 25.2 | 1 | 1.0% |
| 7.3 | 1 | 1.0% |
| 9.0 | 1 | 1.0% |
| -2.3 | 1 | 1.0% |
| Other values (81) | 81 |
| Value | Count | Frequency (%) |
| -49.7 | 1 | |
| -47.2 | 1 | |
| -43.2 | 1 | |
| -41.4 | 1 | |
| -39.9 | 1 | |
| -39.6 | 1 | |
| -37.2 | 1 | |
| -36.4 | 1 | |
| -35.7 | 1 | |
| -31.1 | 1 |
| Value | Count | Frequency (%) |
| 112.1 | 1 | |
| 103.8 | 1 | |
| 97.7 | 1 | |
| 95.6 | 1 | |
| 93.3 | 1 | |
| 91.8 | 1 | |
| 89.4 | 1 | |
| 88.3 | 1 | |
| 85.1 | 1 | |
| 79.5 | 1 |
메모리_D램(억불)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 83 |
|---|---|
| Distinct (%) | 86.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.651042 |
| Minimum | 11.7 |
|---|---|
| Maximum | 44.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 996.0 B |
Quantile statistics
| Minimum | 11.7 |
|---|---|
| 5-th percentile | 13.725 |
| Q1 | 17.925 |
| median | 24.75 |
| Q3 | 31.85 |
| 95-th percentile | 41.3 |
| Maximum | 44.9 |
| Range | 33.2 |
| Interquartile range (IQR) | 13.925 |
Descriptive statistics
| Standard deviation | 8.7047355 |
|---|---|
| Coefficient of variation (CV) | 0.33935212 |
| Kurtosis | -0.86533585 |
| Mean | 25.651042 |
| Median Absolute Deviation (MAD) | 7.05 |
| Skewness | 0.29386467 |
| Sum | 2462.5 |
| Variance | 75.77242 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 37.1 | 3 | 3.1% |
| 29.0 | 2 | 2.1% |
| 41.3 | 2 | 2.1% |
| 31.1 | 2 | 2.1% |
| 29.9 | 2 | 2.1% |
| 14.0 | 2 | 2.1% |
| 23.5 | 2 | 2.1% |
| 25.2 | 2 | 2.1% |
| 17.6 | 2 | 2.1% |
| 32.4 | 2 | 2.1% |
| Other values (73) | 75 |
| Value | Count | Frequency (%) |
| 11.7 | 1 | |
| 11.9 | 1 | |
| 12.0 | 1 | |
| 13.0 | 1 | |
| 13.2 | 1 | |
| 13.9 | 1 | |
| 14.0 | 2 | |
| 14.1 | 1 | |
| 14.4 | 1 | |
| 14.5 | 1 |
| Value | Count | Frequency (%) |
| 44.9 | 1 | |
| 42.6 | 1 | |
| 42.0 | 1 | |
| 41.4 | 1 | |
| 41.3 | 2 | |
| 40.7 | 1 | |
| 38.9 | 1 | |
| 38.8 | 1 | |
| 38.7 | 1 | |
| 37.8 | 1 |
메모리_D램_전년동월대비_증감률(퍼센트)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 93 |
|---|---|
| Distinct (%) | 96.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.13125 |
| Minimum | -51.1 |
|---|---|
| Maximum | 117.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 35 |
| Negative (%) | 36.5% |
| Memory size | 996.0 B |
Quantile statistics
| Minimum | -51.1 |
|---|---|
| 5-th percentile | -44.45 |
| Q1 | -18.625 |
| median | 9.95 |
| Q3 | 40.775 |
| 95-th percentile | 94.625 |
| Maximum | 117.1 |
| Range | 168.2 |
| Interquartile range (IQR) | 59.4 |
Descriptive statistics
| Standard deviation | 41.687889 |
|---|---|
| Coefficient of variation (CV) | 2.7550856 |
| Kurtosis | -0.61152174 |
| Mean | 15.13125 |
| Median Absolute Deviation (MAD) | 30.25 |
| Skewness | 0.42041959 |
| Sum | 1452.6 |
| Variance | 1737.8801 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.8 | 2 | 2.1% |
| -29.9 | 2 | 2.1% |
| -22.0 | 2 | 2.1% |
| 32.8 | 1 | 1.0% |
| 20.2 | 1 | 1.0% |
| 19.7 | 1 | 1.0% |
| 19.1 | 1 | 1.0% |
| 8.4 | 1 | 1.0% |
| 14.2 | 1 | 1.0% |
| 24.8 | 1 | 1.0% |
| Other values (83) | 83 |
| Value | Count | Frequency (%) |
| -51.1 | 1 | |
| -48.1 | 1 | |
| -47.8 | 1 | |
| -47.6 | 1 | |
| -45.5 | 1 | |
| -44.1 | 1 | |
| -42.1 | 1 | |
| -41.9 | 1 | |
| -40.7 | 1 | |
| -39.6 | 1 |
| Value | Count | Frequency (%) |
| 117.1 | 1 | |
| 100.7 | 1 | |
| 100.6 | 1 | |
| 99.3 | 1 | |
| 95.6 | 1 | |
| 94.3 | 1 | |
| 83.2 | 1 | |
| 81.0 | 1 | |
| 77.4 | 1 | |
| 73.3 | 1 |
메모리_낸드(억불)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 45 |
|---|---|
| Distinct (%) | 46.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.6427083 |
| Minimum | 1.9 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 996.0 B |
Quantile statistics
| Minimum | 1.9 |
|---|---|
| 5-th percentile | 2.175 |
| Q1 | 3 |
| median | 4.9 |
| Q3 | 5.925 |
| 95-th percentile | 7.4 |
| Maximum | 8 |
| Range | 6.1 |
| Interquartile range (IQR) | 2.925 |
Descriptive statistics
| Standard deviation | 1.726435 |
|---|---|
| Coefficient of variation (CV) | 0.37185946 |
| Kurtosis | -1.1393735 |
| Mean | 4.6427083 |
| Median Absolute Deviation (MAD) | 1.4 |
| Skewness | -0.056631978 |
| Sum | 445.7 |
| Variance | 2.9805779 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 2.2 | 6 | 6.2% |
| 4.9 | 6 | 6.2% |
| 5.7 | 6 | 6.2% |
| 2.3 | 5 | 5.2% |
| 5.0 | 5 | 5.2% |
| 3.0 | 3 | 3.1% |
| 5.1 | 3 | 3.1% |
| 4.8 | 3 | 3.1% |
| 6.2 | 3 | 3.1% |
| 6.3 | 3 | 3.1% |
| Other values (35) | 53 |
| Value | Count | Frequency (%) |
| 1.9 | 1 | 1.0% |
| 2.0 | 2 | 2.1% |
| 2.1 | 2 | 2.1% |
| 2.2 | 6 | |
| 2.3 | 5 | |
| 2.4 | 1 | 1.0% |
| 2.5 | 3 | |
| 2.6 | 2 | 2.1% |
| 2.9 | 1 | 1.0% |
| 3.0 | 3 |
| Value | Count | Frequency (%) |
| 8.0 | 1 | 1.0% |
| 7.9 | 1 | 1.0% |
| 7.5 | 1 | 1.0% |
| 7.4 | 3 | |
| 7.1 | 2 | |
| 7.0 | 2 | |
| 6.8 | 1 | 1.0% |
| 6.7 | 2 | |
| 6.6 | 2 | |
| 6.4 | 1 | 1.0% |
메모리_낸드_전년동월대비_증감률(퍼센트)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 90 |
|---|---|
| Distinct (%) | 93.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.964583 |
| Minimum | -45.8 |
|---|---|
| Maximum | 134 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 36 |
| Negative (%) | 37.5% |
| Memory size | 996.0 B |
Quantile statistics
| Minimum | -45.8 |
|---|---|
| 5-th percentile | -39.4 |
| Q1 | -16.7 |
| median | 11.8 |
| Q3 | 34.35 |
| 95-th percentile | 112.475 |
| Maximum | 134 |
| Range | 179.8 |
| Interquartile range (IQR) | 51.05 |
Descriptive statistics
| Standard deviation | 44.330389 |
|---|---|
| Coefficient of variation (CV) | 2.7767958 |
| Kurtosis | 0.45023889 |
| Mean | 15.964583 |
| Median Absolute Deviation (MAD) | 25.2 |
| Skewness | 0.91579694 |
| Sum | 1532.6 |
| Variance | 1965.1834 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 50.1 | 2 | 2.1% |
| -13.4 | 2 | 2.1% |
| -38.2 | 2 | 2.1% |
| 31.1 | 2 | 2.1% |
| -16.6 | 2 | 2.1% |
| -28.3 | 2 | 2.1% |
| -32.5 | 1 | 1.0% |
| 1.7 | 1 | 1.0% |
| 78.8 | 1 | 1.0% |
| 11.3 | 1 | 1.0% |
| Other values (80) | 80 |
| Value | Count | Frequency (%) |
| -45.8 | 1 | |
| -45.7 | 1 | |
| -43.4 | 1 | |
| -41.2 | 1 | |
| -40.3 | 1 | |
| -39.1 | 1 | |
| -38.2 | 2 | |
| -38.0 | 1 | |
| -37.3 | 1 | |
| -36.6 | 1 |
| Value | Count | Frequency (%) |
| 134.0 | 1 | |
| 127.3 | 1 | |
| 126.8 | 1 | |
| 126.6 | 1 | |
| 119.0 | 1 | |
| 110.3 | 1 | |
| 109.1 | 1 | |
| 96.1 | 1 | |
| 90.9 | 1 | |
| 86.3 | 1 |
메모리_MCP(억불)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 79 |
|---|---|
| Distinct (%) | 82.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.963542 |
| Minimum | 6.4 |
|---|---|
| Maximum | 32.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 996.0 B |
Quantile statistics
| Minimum | 6.4 |
|---|---|
| 5-th percentile | 8.45 |
| Q1 | 13.4 |
| median | 17.7 |
| Q3 | 21.5 |
| 95-th percentile | 28.7 |
| Maximum | 32.1 |
| Range | 25.7 |
| Interquartile range (IQR) | 8.1 |
Descriptive statistics
| Standard deviation | 6.1526566 |
|---|---|
| Coefficient of variation (CV) | 0.34250799 |
| Kurtosis | -0.51444712 |
| Mean | 17.963542 |
| Median Absolute Deviation (MAD) | 4.25 |
| Skewness | 0.32015712 |
| Sum | 1724.5 |
| Variance | 37.855183 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 14.4 | 4 | 4.2% |
| 27.1 | 3 | 3.1% |
| 19.6 | 3 | 3.1% |
| 17.7 | 2 | 2.1% |
| 11.4 | 2 | 2.1% |
| 12.5 | 2 | 2.1% |
| 18.2 | 2 | 2.1% |
| 24.8 | 2 | 2.1% |
| 15.1 | 2 | 2.1% |
| 24.1 | 2 | 2.1% |
| Other values (69) | 72 |
| Value | Count | Frequency (%) |
| 6.4 | 1 | |
| 6.7 | 1 | |
| 8.0 | 1 | |
| 8.2 | 1 | |
| 8.3 | 1 | |
| 8.5 | 1 | |
| 8.6 | 1 | |
| 9.3 | 1 | |
| 9.4 | 1 | |
| 9.8 | 1 |
| Value | Count | Frequency (%) |
| 32.1 | 1 | 1.0% |
| 31.3 | 1 | 1.0% |
| 30.5 | 1 | 1.0% |
| 30.3 | 1 | 1.0% |
| 30.2 | 1 | 1.0% |
| 28.2 | 1 | 1.0% |
| 28.1 | 1 | 1.0% |
| 27.3 | 1 | 1.0% |
| 27.1 | 3 | |
| 26.9 | 1 | 1.0% |
메모리_MCP_전년동월대비_증감률(퍼센트)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 95 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.603125 |
| Minimum | -55.4 |
|---|---|
| Maximum | 112.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 33 |
| Negative (%) | 34.4% |
| Memory size | 996.0 B |
Quantile statistics
| Minimum | -55.4 |
|---|---|
| 5-th percentile | -35.85 |
| Q1 | -6.925 |
| median | 20.05 |
| Q3 | 42.4 |
| 95-th percentile | 69.85 |
| Maximum | 112.2 |
| Range | 167.6 |
| Interquartile range (IQR) | 49.325 |
Descriptive statistics
| Standard deviation | 34.109778 |
|---|---|
| Coefficient of variation (CV) | 1.9377115 |
| Kurtosis | -0.32718197 |
| Mean | 17.603125 |
| Median Absolute Deviation (MAD) | 25.1 |
| Skewness | 0.0044848936 |
| Sum | 1689.9 |
| Variance | 1163.4769 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20.0 | 2 | 2.1% |
| -1.7 | 1 | 1.0% |
| 34.9 | 1 | 1.0% |
| 21.9 | 1 | 1.0% |
| 14.6 | 1 | 1.0% |
| 0.4 | 1 | 1.0% |
| 9.3 | 1 | 1.0% |
| -4.3 | 1 | 1.0% |
| 45.1 | 1 | 1.0% |
| -9.3 | 1 | 1.0% |
| Other values (85) | 85 |
| Value | Count | Frequency (%) |
| -55.4 | 1 | |
| -52.5 | 1 | |
| -49.8 | 1 | |
| -46.6 | 1 | |
| -45.6 | 1 | |
| -32.6 | 1 | |
| -32.5 | 1 | |
| -32.2 | 1 | |
| -30.8 | 1 | |
| -30.0 | 1 |
| Value | Count | Frequency (%) |
| 112.2 | 1 | |
| 86.9 | 1 | |
| 74.4 | 1 | |
| 73.4 | 1 | |
| 72.7 | 1 | |
| 68.9 | 1 | |
| 68.8 | 1 | |
| 60.9 | 1 | |
| 59.5 | 1 | |
| 58.9 | 1 |
시스템_반도체(억불)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 81 |
|---|---|
| Distinct (%) | 84.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.201042 |
| Minimum | 14.1 |
|---|---|
| Maximum | 46.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 996.0 B |
Quantile statistics
| Minimum | 14.1 |
|---|---|
| 5-th percentile | 16.625 |
| Q1 | 19.5 |
| median | 21.95 |
| Q3 | 29.025 |
| 95-th percentile | 42.975 |
| Maximum | 46.9 |
| Range | 32.8 |
| Interquartile range (IQR) | 9.525 |
Descriptive statistics
| Standard deviation | 8.3363945 |
|---|---|
| Coefficient of variation (CV) | 0.33079563 |
| Kurtosis | 0.31348221 |
| Mean | 25.201042 |
| Median Absolute Deviation (MAD) | 3.25 |
| Skewness | 1.1786198 |
| Sum | 2419.3 |
| Variance | 69.495473 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20.9 | 3 | 3.1% |
| 21.2 | 3 | 3.1% |
| 19.1 | 2 | 2.1% |
| 20.0 | 2 | 2.1% |
| 21.6 | 2 | 2.1% |
| 18.4 | 2 | 2.1% |
| 23.1 | 2 | 2.1% |
| 22.7 | 2 | 2.1% |
| 22.5 | 2 | 2.1% |
| 19.5 | 2 | 2.1% |
| Other values (71) | 74 |
| Value | Count | Frequency (%) |
| 14.1 | 1 | |
| 15.2 | 1 | |
| 15.9 | 1 | |
| 16.0 | 1 | |
| 16.4 | 1 | |
| 16.7 | 1 | |
| 17.1 | 1 | |
| 17.4 | 1 | |
| 17.5 | 1 | |
| 17.6 | 2 |
| Value | Count | Frequency (%) |
| 46.9 | 1 | |
| 46.6 | 1 | |
| 45.1 | 1 | |
| 44.5 | 1 | |
| 43.8 | 1 | |
| 42.7 | 1 | |
| 42.3 | 1 | |
| 41.8 | 1 | |
| 40.1 | 1 | |
| 39.1 | 1 |
시스템_반도체_전년동월대비_증감률(퍼센트)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 91 |
|---|---|
| Distinct (%) | 94.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.289583 |
| Minimum | -25.5 |
|---|---|
| Maximum | 58.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 31 |
| Negative (%) | 32.3% |
| Memory size | 996.0 B |
Quantile statistics
| Minimum | -25.5 |
|---|---|
| 5-th percentile | -13.725 |
| Q1 | -2.975 |
| median | 10.3 |
| Q3 | 26.875 |
| 95-th percentile | 42.625 |
| Maximum | 58.7 |
| Range | 84.2 |
| Interquartile range (IQR) | 29.85 |
Descriptive statistics
| Standard deviation | 18.786056 |
|---|---|
| Coefficient of variation (CV) | 1.5286162 |
| Kurtosis | -0.56450498 |
| Mean | 12.289583 |
| Median Absolute Deviation (MAD) | 14.75 |
| Skewness | 0.27671451 |
| Sum | 1179.8 |
| Variance | 352.91589 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9.4 | 2 | 2.1% |
| -13.1 | 2 | 2.1% |
| 15.0 | 2 | 2.1% |
| 19.5 | 2 | 2.1% |
| -6.8 | 2 | 2.1% |
| 32.6 | 1 | 1.0% |
| 44.8 | 1 | 1.0% |
| 39.1 | 1 | 1.0% |
| 16.8 | 1 | 1.0% |
| 15.9 | 1 | 1.0% |
| Other values (81) | 81 |
| Value | Count | Frequency (%) |
| -25.5 | 1 | |
| -21.0 | 1 | |
| -19.1 | 1 | |
| -17.1 | 1 | |
| -13.8 | 1 | |
| -13.7 | 1 | |
| -13.1 | 2 | |
| -12.8 | 1 | |
| -11.8 | 1 | |
| -10.9 | 1 |
| Value | Count | Frequency (%) |
| 58.7 | 1 | |
| 55.5 | 1 | |
| 53.6 | 1 | |
| 46.5 | 1 | |
| 44.8 | 1 | |
| 41.9 | 1 | |
| 40.3 | 1 | |
| 39.1 | 1 | |
| 36.3 | 1 | |
| 35.8 | 1 |
개별소자(억불)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 25 |
|---|---|
| Distinct (%) | 26.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6822917 |
| Minimum | 1 |
|---|---|
| Maximum | 5.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 996.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.2 |
| Q1 | 2.875 |
| median | 4.3 |
| Q3 | 4.8 |
| 95-th percentile | 5.2 |
| Maximum | 5.5 |
| Range | 4.5 |
| Interquartile range (IQR) | 1.925 |
Descriptive statistics
| Standard deviation | 1.491096 |
|---|---|
| Coefficient of variation (CV) | 0.40493697 |
| Kurtosis | -0.87546716 |
| Mean | 3.6822917 |
| Median Absolute Deviation (MAD) | 0.6 |
| Skewness | -0.86385873 |
| Sum | 353.5 |
| Variance | 2.2233673 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 1.3 | 12 | |
| 1.2 | 10 | 10.4% |
| 4.8 | 8 | 8.3% |
| 4.3 | 8 | 8.3% |
| 4.7 | 6 | 6.2% |
| 4.9 | 5 | 5.2% |
| 4.6 | 5 | 5.2% |
| 4.4 | 5 | 5.2% |
| 5.2 | 5 | 5.2% |
| 4.5 | 4 | 4.2% |
| Other values (15) | 28 |
| Value | Count | Frequency (%) |
| 1.0 | 1 | 1.0% |
| 1.1 | 1 | 1.0% |
| 1.2 | 10 | |
| 1.3 | 12 | |
| 3.4 | 1 | 1.0% |
| 3.5 | 3 | 3.1% |
| 3.6 | 2 | 2.1% |
| 3.7 | 2 | 2.1% |
| 3.8 | 3 | 3.1% |
| 3.9 | 3 | 3.1% |
| Value | Count | Frequency (%) |
| 5.5 | 3 | 3.1% |
| 5.4 | 1 | 1.0% |
| 5.2 | 5 | |
| 5.1 | 2 | 2.1% |
| 5.0 | 1 | 1.0% |
| 4.9 | 5 | |
| 4.8 | 8 | |
| 4.7 | 6 | |
| 4.6 | 5 | |
| 4.5 | 4 |
개별소자_전년동월대비_증감률(퍼센트)
Real number (ℝ)
| Distinct | 85 |
|---|---|
| Distinct (%) | 88.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -4.4947917 |
| Minimum | -31.1 |
|---|---|
| Maximum | 41.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 61 |
| Negative (%) | 63.5% |
| Memory size | 996.0 B |
Quantile statistics
| Minimum | -31.1 |
|---|---|
| 5-th percentile | -25.8 |
| Q1 | -17.5 |
| median | -5.4 |
| Q3 | 5.25 |
| 95-th percentile | 22.05 |
| Maximum | 41.2 |
| Range | 72.3 |
| Interquartile range (IQR) | 22.75 |
Descriptive statistics
| Standard deviation | 15.627212 |
|---|---|
| Coefficient of variation (CV) | -3.4767378 |
| Kurtosis | -0.17983412 |
| Mean | -4.4947917 |
| Median Absolute Deviation (MAD) | 11.15 |
| Skewness | 0.57055876 |
| Sum | -431.5 |
| Variance | 244.20976 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -14.2 | 3 | 3.1% |
| -5.4 | 2 | 2.1% |
| -17.5 | 2 | 2.1% |
| -2.8 | 2 | 2.1% |
| -5.0 | 2 | 2.1% |
| -15.3 | 2 | 2.1% |
| -21.5 | 2 | 2.1% |
| -4.7 | 2 | 2.1% |
| -26.1 | 2 | 2.1% |
| -19.5 | 2 | 2.1% |
| Other values (75) | 75 |
| Value | Count | Frequency (%) |
| -31.1 | 1 | |
| -31.0 | 1 | |
| -27.5 | 1 | |
| -26.1 | 2 | |
| -25.7 | 1 | |
| -24.8 | 1 | |
| -23.3 | 1 | |
| -22.9 | 1 | |
| -22.0 | 1 | |
| -21.5 | 2 |
| Value | Count | Frequency (%) |
| 41.2 | 1 | |
| 34.1 | 1 | |
| 30.7 | 1 | |
| 23.0 | 1 | |
| 22.8 | 1 | |
| 21.8 | 1 | |
| 20.2 | 1 | |
| 19.7 | 1 | |
| 18.8 | 1 | |
| 16.6 | 1 |
디스플레이_패널(억불)
Real number (ℝ)
| Distinct | 68 |
|---|---|
| Distinct (%) | 70.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.573958 |
| Minimum | 10 |
|---|---|
| Maximum | 26.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 996.0 B |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 13.5 |
| Q1 | 17.225 |
| median | 19.55 |
| Q3 | 22.525 |
| 95-th percentile | 25.975 |
| Maximum | 26.9 |
| Range | 16.9 |
| Interquartile range (IQR) | 5.3 |
Descriptive statistics
| Standard deviation | 3.8892631 |
|---|---|
| Coefficient of variation (CV) | 0.19869579 |
| Kurtosis | -0.44063675 |
| Mean | 19.573958 |
| Median Absolute Deviation (MAD) | 2.9 |
| Skewness | -0.10690765 |
| Sum | 1879.1 |
| Variance | 15.126367 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 18.1 | 3 | 3.1% |
| 22.8 | 3 | 3.1% |
| 20.2 | 3 | 3.1% |
| 16.4 | 3 | 3.1% |
| 19.5 | 2 | 2.1% |
| 19.6 | 2 | 2.1% |
| 15.7 | 2 | 2.1% |
| 21.5 | 2 | 2.1% |
| 21.2 | 2 | 2.1% |
| 19.0 | 2 | 2.1% |
| Other values (58) | 72 |
| Value | Count | Frequency (%) |
| 10.0 | 1 | |
| 11.0 | 1 | |
| 11.4 | 1 | |
| 13.0 | 1 | |
| 13.2 | 1 | |
| 13.6 | 1 | |
| 13.7 | 1 | |
| 13.8 | 1 | |
| 14.1 | 1 | |
| 14.3 | 2 |
| Value | Count | Frequency (%) |
| 26.9 | 1 | |
| 26.7 | 2 | |
| 26.6 | 1 | |
| 26.2 | 1 | |
| 25.9 | 1 | |
| 25.8 | 1 | |
| 25.6 | 2 | |
| 25.1 | 1 | |
| 24.9 | 2 | |
| 24.5 | 1 |
디스플레이_패널_전년동월대비_증감률(퍼센트)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 87 |
|---|---|
| Distinct (%) | 90.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -3.6885417 |
| Minimum | -90.3 |
|---|---|
| Maximum | 48.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 59 |
| Negative (%) | 61.5% |
| Memory size | 996.0 B |
Quantile statistics
| Minimum | -90.3 |
|---|---|
| 5-th percentile | -28.75 |
| Q1 | -17.025 |
| median | -5.2 |
| Q3 | 10.025 |
| 95-th percentile | 33.65 |
| Maximum | 48.4 |
| Range | 138.7 |
| Interquartile range (IQR) | 27.05 |
Descriptive statistics
| Standard deviation | 20.790037 |
|---|---|
| Coefficient of variation (CV) | -5.6363841 |
| Kurtosis | 2.4266031 |
| Mean | -3.6885417 |
| Median Absolute Deviation (MAD) | 12.5 |
| Skewness | -0.22732684 |
| Sum | -354.1 |
| Variance | 432.22566 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.4 | 4 | 4.2% |
| -1.8 | 3 | 3.1% |
| 10.1 | 2 | 2.1% |
| -2.7 | 2 | 2.1% |
| -12.1 | 2 | 2.1% |
| -7.9 | 2 | 2.1% |
| -39.1 | 1 | 1.0% |
| 32.2 | 1 | 1.0% |
| 27.9 | 1 | 1.0% |
| 21.4 | 1 | 1.0% |
| Other values (77) | 77 |
| Value | Count | Frequency (%) |
| -90.3 | 1 | |
| -39.1 | 1 | |
| -35.9 | 1 | |
| -31.5 | 1 | |
| -29.8 | 1 | |
| -28.4 | 1 | |
| -27.3 | 1 | |
| -26.8 | 1 | |
| -25.3 | 1 | |
| -25.2 | 1 |
| Value | Count | Frequency (%) |
| 48.4 | 1 | |
| 43.5 | 1 | |
| 39.2 | 1 | |
| 38.6 | 1 | |
| 38.0 | 1 | |
| 32.2 | 1 | |
| 28.2 | 1 | |
| 27.9 | 1 | |
| 23.7 | 1 | |
| 21.9 | 1 |
| 년월 | 반도체(억불) | 반도체_전년동월대비_증감률(퍼센트) | 메모리(억불) | 메모리_전년동월대비_증감률(퍼센트) | 메모리_D램(억불) | 메모리_D램_전년동월대비_증감률(퍼센트) | 메모리_낸드(억불) | 메모리_낸드_전년동월대비_증감률(퍼센트) | 메모리_MCP(억불) | 메모리_MCP_전년동월대비_증감률(퍼센트) | 시스템_반도체(억불) | 시스템_반도체_전년동월대비_증감률(퍼센트) | 개별소자(억불) | 개별소자_전년동월대비_증감률(퍼센트) | 디스플레이_패널(억불) | 디스플레이_패널_전년동월대비_증감률(퍼센트) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 년월 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| 반도체(억불) | 1.000 | 1.000 | 0.730 | 0.908 | 0.662 | 0.893 | 0.715 | 0.851 | 0.653 | 0.821 | 0.457 | 0.856 | 0.724 | 0.727 | 0.548 | 0.557 | 0.294 |
| 반도체_전년동월대비_증감률(퍼센트) | 1.000 | 0.730 | 1.000 | 0.714 | 0.947 | 0.807 | 0.902 | 0.721 | 0.822 | 0.705 | 0.703 | 0.545 | 0.625 | 0.573 | 0.680 | 0.341 | 0.494 |
| 메모리(억불) | 1.000 | 0.908 | 0.714 | 1.000 | 0.655 | 0.921 | 0.688 | 0.846 | 0.622 | 0.882 | 0.368 | 0.720 | 0.637 | 0.756 | 0.568 | 0.548 | 0.145 |
| 메모리_전년동월대비_증감률(퍼센트) | 1.000 | 0.662 | 0.947 | 0.655 | 1.000 | 0.708 | 0.929 | 0.718 | 0.792 | 0.689 | 0.736 | 0.499 | 0.000 | 0.583 | 0.704 | 0.370 | 0.456 |
| 메모리_D램(억불) | 1.000 | 0.893 | 0.807 | 0.921 | 0.708 | 1.000 | 0.714 | 0.797 | 0.536 | 0.777 | 0.348 | 0.706 | 0.647 | 0.709 | 0.699 | 0.308 | 0.356 |
| 메모리_D램_전년동월대비_증감률(퍼센트) | 1.000 | 0.715 | 0.902 | 0.688 | 0.929 | 0.714 | 1.000 | 0.692 | 0.721 | 0.497 | 0.495 | 0.517 | 0.403 | 0.537 | 0.502 | 0.424 | 0.453 |
| 메모리_낸드(억불) | 1.000 | 0.851 | 0.721 | 0.846 | 0.718 | 0.797 | 0.692 | 1.000 | 0.720 | 0.594 | 0.279 | 0.678 | 0.459 | 0.714 | 0.476 | 0.585 | 0.392 |
| 메모리_낸드_전년동월대비_증감률(퍼센트) | 1.000 | 0.653 | 0.822 | 0.622 | 0.792 | 0.536 | 0.721 | 0.720 | 1.000 | 0.538 | 0.642 | 0.000 | 0.475 | 0.272 | 0.559 | 0.494 | 0.199 |
| 메모리_MCP(억불) | 1.000 | 0.821 | 0.705 | 0.882 | 0.689 | 0.777 | 0.497 | 0.594 | 0.538 | 1.000 | 0.597 | 0.723 | 0.716 | 0.599 | 0.391 | 0.513 | 0.265 |
| 메모리_MCP_전년동월대비_증감률(퍼센트) | 1.000 | 0.457 | 0.703 | 0.368 | 0.736 | 0.348 | 0.495 | 0.279 | 0.642 | 0.597 | 1.000 | 0.685 | 0.000 | 0.406 | 0.581 | 0.457 | 0.000 |
| 시스템_반도체(억불) | 1.000 | 0.856 | 0.545 | 0.720 | 0.499 | 0.706 | 0.517 | 0.678 | 0.000 | 0.723 | 0.685 | 1.000 | 0.782 | 0.669 | 0.510 | 0.418 | 0.549 |
| 시스템_반도체_전년동월대비_증감률(퍼센트) | 1.000 | 0.724 | 0.625 | 0.637 | 0.000 | 0.647 | 0.403 | 0.459 | 0.475 | 0.716 | 0.000 | 0.782 | 1.000 | 0.393 | 0.558 | 0.400 | 0.632 |
| 개별소자(억불) | 1.000 | 0.727 | 0.573 | 0.756 | 0.583 | 0.709 | 0.537 | 0.714 | 0.272 | 0.599 | 0.406 | 0.669 | 0.393 | 1.000 | 0.645 | 0.505 | 0.419 |
| 개별소자_전년동월대비_증감률(퍼센트) | 1.000 | 0.548 | 0.680 | 0.568 | 0.704 | 0.699 | 0.502 | 0.476 | 0.559 | 0.391 | 0.581 | 0.510 | 0.558 | 0.645 | 1.000 | 0.445 | 0.474 |
| 디스플레이_패널(억불) | 1.000 | 0.557 | 0.341 | 0.548 | 0.370 | 0.308 | 0.424 | 0.585 | 0.494 | 0.513 | 0.457 | 0.418 | 0.400 | 0.505 | 0.445 | 1.000 | 0.417 |
| 디스플레이_패널_전년동월대비_증감률(퍼센트) | 1.000 | 0.294 | 0.494 | 0.145 | 0.456 | 0.356 | 0.453 | 0.392 | 0.199 | 0.265 | 0.000 | 0.549 | 0.632 | 0.419 | 0.474 | 0.417 | 1.000 |
| 반도체(억불) | 반도체_전년동월대비_증감률(퍼센트) | 메모리(억불) | 메모리_전년동월대비_증감률(퍼센트) | 메모리_D램(억불) | 메모리_D램_전년동월대비_증감률(퍼센트) | 메모리_낸드(억불) | 메모리_낸드_전년동월대비_증감률(퍼센트) | 메모리_MCP(억불) | 메모리_MCP_전년동월대비_증감률(퍼센트) | 시스템_반도체(억불) | 시스템_반도체_전년동월대비_증감률(퍼센트) | 개별소자(억불) | 개별소자_전년동월대비_증감률(퍼센트) | 디스플레이_패널(억불) | 디스플레이_패널_전년동월대비_증감률(퍼센트) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 반도체(억불) | 1.000 | 0.455 | 0.953 | 0.371 | 0.942 | 0.471 | 0.897 | 0.500 | 0.848 | -0.091 | 0.797 | 0.568 | 0.761 | 0.269 | -0.209 | 0.343 |
| 반도체_전년동월대비_증감률(퍼센트) | 0.455 | 1.000 | 0.522 | 0.976 | 0.492 | 0.948 | 0.322 | 0.740 | 0.485 | 0.540 | 0.192 | 0.581 | 0.549 | 0.353 | 0.356 | 0.603 |
| 메모리(억불) | 0.953 | 0.522 | 1.000 | 0.469 | 0.970 | 0.567 | 0.876 | 0.563 | 0.834 | -0.015 | 0.620 | 0.456 | 0.827 | 0.331 | -0.170 | 0.294 |
| 메모리_전년동월대비_증감률(퍼센트) | 0.371 | 0.976 | 0.469 | 1.000 | 0.424 | 0.947 | 0.244 | 0.738 | 0.420 | 0.576 | 0.058 | 0.422 | 0.514 | 0.386 | 0.416 | 0.548 |
| 메모리_D램(억불) | 0.942 | 0.492 | 0.970 | 0.424 | 1.000 | 0.574 | 0.882 | 0.517 | 0.754 | -0.132 | 0.644 | 0.481 | 0.784 | 0.271 | -0.198 | 0.255 |
| 메모리_D램_전년동월대비_증감률(퍼센트) | 0.471 | 0.948 | 0.567 | 0.947 | 0.574 | 1.000 | 0.369 | 0.725 | 0.448 | 0.394 | 0.151 | 0.467 | 0.560 | 0.310 | 0.363 | 0.471 |
| 메모리_낸드(억불) | 0.897 | 0.322 | 0.876 | 0.244 | 0.882 | 0.369 | 1.000 | 0.575 | 0.706 | -0.240 | 0.701 | 0.458 | 0.661 | 0.191 | -0.319 | 0.154 |
| 메모리_낸드_전년동월대비_증감률(퍼센트) | 0.500 | 0.740 | 0.563 | 0.738 | 0.517 | 0.725 | 0.575 | 1.000 | 0.455 | 0.269 | 0.207 | 0.380 | 0.474 | 0.274 | 0.116 | 0.294 |
| 메모리_MCP(억불) | 0.848 | 0.485 | 0.834 | 0.420 | 0.754 | 0.448 | 0.706 | 0.455 | 1.000 | 0.279 | 0.682 | 0.582 | 0.657 | 0.313 | -0.249 | 0.385 |
| 메모리_MCP_전년동월대비_증감률(퍼센트) | -0.091 | 0.540 | -0.015 | 0.576 | -0.132 | 0.394 | -0.240 | 0.269 | 0.279 | 1.000 | -0.180 | 0.165 | 0.102 | 0.364 | 0.206 | 0.307 |
| 시스템_반도체(억불) | 0.797 | 0.192 | 0.620 | 0.058 | 0.644 | 0.151 | 0.701 | 0.207 | 0.682 | -0.180 | 1.000 | 0.707 | 0.507 | 0.079 | -0.308 | 0.338 |
| 시스템_반도체_전년동월대비_증감률(퍼센트) | 0.568 | 0.581 | 0.456 | 0.422 | 0.481 | 0.467 | 0.458 | 0.380 | 0.582 | 0.165 | 0.707 | 1.000 | 0.395 | 0.047 | -0.036 | 0.597 |
| 개별소자(억불) | 0.761 | 0.549 | 0.827 | 0.514 | 0.784 | 0.560 | 0.661 | 0.474 | 0.657 | 0.102 | 0.507 | 0.395 | 1.000 | 0.474 | -0.118 | 0.335 |
| 개별소자_전년동월대비_증감률(퍼센트) | 0.269 | 0.353 | 0.331 | 0.386 | 0.271 | 0.310 | 0.191 | 0.274 | 0.313 | 0.364 | 0.079 | 0.047 | 0.474 | 1.000 | -0.012 | 0.230 |
| 디스플레이_패널(억불) | -0.209 | 0.356 | -0.170 | 0.416 | -0.198 | 0.363 | -0.319 | 0.116 | -0.249 | 0.206 | -0.308 | -0.036 | -0.118 | -0.012 | 1.000 | 0.356 |
| 디스플레이_패널_전년동월대비_증감률(퍼센트) | 0.343 | 0.603 | 0.294 | 0.548 | 0.255 | 0.471 | 0.154 | 0.294 | 0.385 | 0.307 | 0.338 | 0.597 | 0.335 | 0.230 | 0.356 | 1.000 |
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.
| 년월 | 반도체(억불) | 반도체_전년동월대비_증감률(퍼센트) | 메모리(억불) | 메모리_전년동월대비_증감률(퍼센트) | 메모리_D램(억불) | 메모리_D램_전년동월대비_증감률(퍼센트) | 메모리_낸드(억불) | 메모리_낸드_전년동월대비_증감률(퍼센트) | 메모리_MCP(억불) | 메모리_MCP_전년동월대비_증감률(퍼센트) | 시스템_반도체(억불) | 시스템_반도체_전년동월대비_증감률(퍼센트) | 개별소자(억불) | 개별소자_전년동월대비_증감률(퍼센트) | 디스플레이_패널(억불) | 디스플레이_패널_전년동월대비_증감률(퍼센트) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2015-01 | 52.6 | 13.3 | 28.3 | 17.6 | 18.6 | 32.8 | 3.0 | -7.4 | 6.7 | -1.7 | 19.1 | 9.4 | 1.3 | -5.4 | 26.6 | -90.3 |
| 1 | 2015-02 | 47.6 | 6.4 | 26.7 | 15.7 | 17.6 | 35.5 | 2.6 | -13.4 | 6.4 | -8.2 | 16.4 | -2.0 | 1.1 | -21.0 | 22.9 | -13.6 |
| 2 | 2015-03 | 53.9 | 2.9 | 27.7 | 1.8 | 17.3 | 9.1 | 2.1 | -28.3 | 8.2 | -0.8 | 20.9 | 7.1 | 1.3 | -15.2 | 26.2 | 14.3 |
| 3 | 2015-04 | 51.6 | 6.9 | 26.9 | 4.6 | 16.1 | 10.8 | 2.2 | -29.1 | 8.5 | 6.6 | 19.8 | 14.8 | 1.3 | -18.7 | 26.9 | 2.4 |
| 4 | 2015-05 | 51.1 | 4.3 | 26.1 | -4.0 | 15.9 | 3.9 | 2.1 | -40.3 | 8.0 | -2.8 | 20.5 | 23.5 | 1.2 | -19.5 | 26.7 | -0.4 |
| 5 | 2015-06 | 53.1 | 2.9 | 28.7 | -0.9 | 18.0 | 13.2 | 2.3 | -43.4 | 8.3 | -6.2 | 19.3 | 10.8 | 1.2 | -16.4 | 25.8 | -3.5 |
| 6 | 2015-07 | 51.4 | 6.2 | 28.2 | -1.4 | 16.7 | 0.3 | 2.2 | -39.1 | 9.3 | 11.9 | 17.6 | 19.7 | 1.3 | -12.2 | 25.6 | -0.7 |
| 7 | 2015-08 | 54.5 | 4.0 | 30.2 | -1.5 | 15.4 | -13.7 | 2.3 | -30.6 | 12.4 | 31.5 | 19.1 | 15.0 | 1.3 | -11.3 | 24.9 | -2.7 |
| 8 | 2015-09 | 58.6 | 0.8 | 32.3 | 4.6 | 15.5 | -17.3 | 2.2 | -28.3 | 14.6 | 60.9 | 21.1 | -3.7 | 1.2 | -14.2 | 24.5 | -1.8 |
| 9 | 2015-10 | 55.0 | -7.5 | 29.4 | -4.6 | 14.7 | -20.3 | 2.0 | -36.6 | 12.6 | 38.1 | 20.6 | -12.8 | 1.2 | -14.2 | 25.1 | 2.4 |
| 년월 | 반도체(억불) | 반도체_전년동월대비_증감률(퍼센트) | 메모리(억불) | 메모리_전년동월대비_증감률(퍼센트) | 메모리_D램(억불) | 메모리_D램_전년동월대비_증감률(퍼센트) | 메모리_낸드(억불) | 메모리_낸드_전년동월대비_증감률(퍼센트) | 메모리_MCP(억불) | 메모리_MCP_전년동월대비_증감률(퍼센트) | 시스템_반도체(억불) | 시스템_반도체_전년동월대비_증감률(퍼센트) | 개별소자(억불) | 개별소자_전년동월대비_증감률(퍼센트) | 디스플레이_패널(억불) | 디스플레이_패널_전년동월대비_증감률(퍼센트) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 86 | 2022-03 | 131.2 | 37.9 | 82.0 | 34.0 | 38.9 | 44.4 | 7.5 | 69.6 | 30.5 | 20.0 | 44.5 | 53.6 | 4.6 | -5.4 | 20.9 | 48.4 |
| 87 | 2022-04 | 108.2 | 15.8 | 63.8 | 7.6 | 32.4 | 12.7 | 7.4 | 51.4 | 19.8 | -10.1 | 40.1 | 36.3 | 4.3 | -10.3 | 17.4 | 21.9 |
| 88 | 2022-05 | 115.4 | 15.0 | 72.8 | 10.8 | 37.1 | 27.9 | 8.0 | 36.2 | 24.1 | -11.9 | 38.3 | 26.7 | 4.4 | -4.1 | 15.2 | 0.1 |
| 89 | 2022-06 | 123.5 | 10.7 | 77.9 | 3.3 | 38.8 | 15.0 | 7.9 | 31.1 | 25.1 | -22.0 | 41.8 | 33.1 | 3.8 | -20.2 | 15.7 | -5.9 |
| 90 | 2022-07 | 112.1 | 2.1 | 61.7 | -13.5 | 32.7 | -7.0 | 7.4 | 50.6 | 18.3 | -32.6 | 46.9 | 40.3 | 3.5 | -31.1 | 17.7 | -2.7 |
| 91 | 2022-08 | 107.8 | -7.8 | 57.5 | -24.7 | 27.9 | -25.9 | 6.2 | 8.5 | 20.8 | -26.4 | 46.6 | 31.0 | 3.7 | -26.1 | 18.4 | -5.7 |
| 92 | 2022-09 | 115.0 | -5.6 | 66.2 | -16.7 | 31.1 | -17.7 | 6.7 | 2.0 | 24.7 | -18.6 | 45.1 | 20.2 | 3.7 | -23.3 | 17.4 | -19.9 |
| 93 | 2022-10 | 92.3 | -17.4 | 44.7 | -35.7 | 20.7 | -41.9 | 5.7 | -10.0 | 16.5 | -30.0 | 43.8 | 17.5 | 3.8 | -22.9 | 18.1 | -7.9 |
| 94 | 2022-11 | 84.3 | -29.9 | 38.4 | -49.7 | 18.2 | -51.1 | 5.2 | -16.6 | 13.5 | -55.4 | 42.3 | 8.2 | 3.6 | -26.1 | 18.0 | -15.6 |
| 95 | 2022-12 | 90.6 | -29.1 | 44.4 | -47.2 | 24.5 | -40.7 | 3.5 | -45.8 | 14.9 | -52.5 | 42.7 | 9.8 | 3.5 | -27.5 | 13.8 | -35.9 |