Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 725 |
| Missing cells | 6 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 104.2 KiB |
| Average record size in memory | 147.2 B |
Variable types
| Categorical | 4 |
|---|---|
| Text | 2 |
| Numeric | 11 |
Dataset
| Description | 한국광해광업공단에서는 대륙별 국가별 주요 광물자원(연,아연,동,금,니켈,은,주석,알루미늄,코발트,몰리브덴,안티모니,카드뮴)의 2011~2022년 생산량 자료 등 국가별 개발동향 정보를 제공합니다. |
|---|---|
| URL | https://www.data.go.kr/data/3070609/fileData.do |
단위 is highly overall correlated with 광종 | High correlation |
광종 is highly overall correlated with 품목 and 1 other fields | High correlation |
2011 생산량 is highly overall correlated with 2012 생산량 and 9 other fields | High correlation |
2012 생산량 is highly overall correlated with 2011 생산량 and 9 other fields | High correlation |
2013 생산량 is highly overall correlated with 2011 생산량 and 9 other fields | High correlation |
2014 생산량 is highly overall correlated with 2011 생산량 and 9 other fields | High correlation |
2015 생산량 is highly overall correlated with 2011 생산량 and 9 other fields | High correlation |
2016 생산량 is highly overall correlated with 2011 생산량 and 9 other fields | High correlation |
2017 생산량 is highly overall correlated with 2011 생산량 and 9 other fields | High correlation |
2018 생산량 is highly overall correlated with 2011 생산량 and 9 other fields | High correlation |
2019 생산량 is highly overall correlated with 2011 생산량 and 9 other fields | High correlation |
2020 생산량 is highly overall correlated with 2011 생산량 and 9 other fields | High correlation |
2021 생산량 is highly overall correlated with 2011 생산량 and 9 other fields | High correlation |
품목 is highly overall correlated with 광종 | High correlation |
2011 생산량 has 91 (12.6%) zeros | Zeros |
2012 생산량 has 82 (11.3%) zeros | Zeros |
2013 생산량 has 75 (10.3%) zeros | Zeros |
2014 생산량 has 77 (10.6%) zeros | Zeros |
2015 생산량 has 72 (9.9%) zeros | Zeros |
2016 생산량 has 79 (10.9%) zeros | Zeros |
2017 생산량 has 80 (11.0%) zeros | Zeros |
2018 생산량 has 88 (12.1%) zeros | Zeros |
2019 생산량 has 92 (12.7%) zeros | Zeros |
2020 생산량 has 93 (12.8%) zeros | Zeros |
2021 생산량 has 95 (13.1%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-11 23:41:15.439655 |
|---|---|
| Analysis finished | 2023-12-11 23:41:31.658682 |
| Duration | 16.22 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
대륙
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 KiB |
| ASIA | |
|---|---|
| EUROPE | |
| AMERICA | |
| AFRICA | |
| OCEANIA |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.6468966 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | AFRICA |
|---|---|
| 2nd row | AFRICA |
| 3rd row | AFRICA |
| 4th row | AFRICA |
| 5th row | AFRICA |
Common Values
| Value | Count | Frequency (%) |
| ASIA | 223 | |
| EUROPE | 193 | |
| AMERICA | 156 | |
| AFRICA | 119 | |
| OCEANIA | 34 | 4.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| asia | 223 | |
| europe | 193 | |
| america | 156 | |
| africa | 119 | |
| oceania | 34 | 4.7% |
국가
Text
| Distinct | 141 |
|---|---|
| Distinct (%) | 19.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 KiB |
Length
| Max length | 25 |
|---|---|
| Median length | 21 |
| Mean length | 7.8786207 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5712 |
|---|---|
| Distinct characters | 53 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 30 ? |
|---|---|
| Unique (%) | 4.1% |
Sample
| 1st row | Algeria |
|---|---|
| 2nd row | Algeria |
| 3rd row | Algeria |
| 4th row | Botswana |
| 5th row | Botswana |
| Value | Count | Frequency (%) |
| south | 23 | 2.7% |
| korea | 19 | 2.3% |
| russia | 18 | 2.1% |
| australia | 18 | 2.1% |
| china | 18 | 2.1% |
| canada | 15 | 1.8% |
| brazil | 15 | 1.8% |
| kazakhstan | 15 | 1.8% |
| africa | 15 | 1.8% |
| republic | 15 | 1.8% |
| Other values (141) | 671 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 901 | |
| i | 518 | 9.1% |
| n | 445 | 7.8% |
| e | 371 | 6.5% |
| r | 328 | 5.7% |
| o | 300 | 5.3% |
| u | 201 | 3.5% |
| l | 197 | 3.4% |
| t | 193 | 3.4% |
| s | 176 | 3.1% |
| Other values (43) | 2082 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4672 | |
| Uppercase Letter | 869 | 15.2% |
| Space Separator | 122 | 2.1% |
| Other Punctuation | 48 | 0.8% |
| Decimal Number | 1 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 901 | |
| i | 518 | |
| n | 445 | |
| e | 371 | 7.9% |
| r | 328 | 7.0% |
| o | 300 | 6.4% |
| u | 201 | 4.3% |
| l | 197 | 4.2% |
| t | 193 | 4.1% |
| s | 176 | 3.8% |
| Other values (16) | 1042 |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 92 | 10.6% |
| S | 88 | 10.1% |
| C | 73 | 8.4% |
| M | 62 | 7.1% |
| B | 55 | 6.3% |
| I | 52 | 6.0% |
| P | 51 | 5.9% |
| K | 50 | 5.8% |
| N | 49 | 5.6% |
| R | 45 | 5.2% |
| Other values (13) | 252 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 46 | |
| & | 2 | 4.2% |
Space Separator
| Value | Count | Frequency (%) |
| 122 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5541 | |
| Common | 171 | 3.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 901 | |
| i | 518 | 9.3% |
| n | 445 | 8.0% |
| e | 371 | 6.7% |
| r | 328 | 5.9% |
| o | 300 | 5.4% |
| u | 201 | 3.6% |
| l | 197 | 3.6% |
| t | 193 | 3.5% |
| s | 176 | 3.2% |
| Other values (39) | 1911 |
Common
| Value | Count | Frequency (%) |
| 122 | ||
| . | 46 | 26.9% |
| & | 2 | 1.2% |
| 1 | 1 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5712 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 901 | |
| i | 518 | 9.1% |
| n | 445 | 7.8% |
| e | 371 | 6.5% |
| r | 328 | 5.7% |
| o | 300 | 5.3% |
| u | 201 | 3.5% |
| l | 197 | 3.4% |
| t | 193 | 3.4% |
| s | 176 | 3.1% |
| Other values (43) | 2082 |
광종
Categorical
HIGH CORRELATION
| Distinct | 12 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 KiB |
| 연 | |
|---|---|
| 동 | |
| 아연 | |
| 알루미늄 | |
| 금 | |
| Other values (7) |
Length
| Max length | 4 |
|---|---|
| Median length | 1 |
| Mean length | 1.8744828 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 연 |
|---|---|
| 2nd row | 아연 |
| 3rd row | 아연 |
| 4th row | 동 |
| 5th row | 금 |
Common Values
| Value | Count | Frequency (%) |
| 연 | 121 | |
| 동 | 108 | |
| 아연 | 90 | |
| 알루미늄 | 83 | |
| 금 | 79 | |
| 니켈 | 63 | |
| 은 | 61 | |
| 주석 | 44 | 6.1% |
| 코발트 | 21 | 2.9% |
| 안티모니 | 20 | 2.8% |
| Other values (2) | 35 | 4.8% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 연 | 121 | |
| 동 | 108 | |
| 아연 | 90 | |
| 알루미늄 | 83 | |
| 금 | 79 | |
| 니켈 | 63 | |
| 은 | 61 | |
| 주석 | 44 | 6.1% |
| 코발트 | 21 | 2.9% |
| 안티모니 | 20 | 2.8% |
| Other values (2) | 35 | 4.8% |
품목
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 KiB |
| mine | |
|---|---|
| refined | |
| bauxite | 34 |
| slab | 32 |
Length
| Max length | 7 |
|---|---|
| Median length | 4 |
| Mean length | 5.1131034 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | refined |
|---|---|
| 2nd row | mine |
| 3rd row | slab |
| 4th row | mine |
| 5th row | mine |
Common Values
| Value | Count | Frequency (%) |
| mine | 424 | |
| refined | 235 | |
| bauxite | 34 | 4.7% |
| slab | 32 | 4.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| mine | 424 | |
| refined | 235 | |
| bauxite | 34 | 4.7% |
| slab | 32 | 4.4% |
단위
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 KiB |
| 천톤 | |
|---|---|
| kg | |
| 톤 | 60 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.9172414 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 천톤 |
|---|---|
| 2nd row | 천톤 |
| 3rd row | 천톤 |
| 4th row | 천톤 |
| 5th row | 천톤 |
Common Values
| Value | Count | Frequency (%) |
| 천톤 | 604 | |
| kg | 61 | 8.4% |
| 톤 | 60 | 8.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 천톤 | 604 | |
| kg | 61 | 8.4% |
| 톤 | 60 | 8.3% |
2011 생산량
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 589 |
|---|---|
| Distinct (%) | 81.8% |
| Missing | 5 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 919.98706 |
| Minimum | 0 |
|---|---|
| Maximum | 123900 |
| Zeros | 91 |
| Zeros (%) | 12.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3.287 |
| median | 33.3305 |
| Q3 | 248.1 |
| 95-th percentile | 2988.8158 |
| Maximum | 123900 |
| Range | 123900 |
| Interquartile range (IQR) | 244.813 |
Descriptive statistics
| Standard deviation | 6110.11 |
|---|---|
| Coefficient of variation (CV) | 6.6415173 |
| Kurtosis | 257.04363 |
| Mean | 919.98706 |
| Median Absolute Deviation (MAD) | 33.3305 |
| Skewness | 14.616469 |
| Sum | 662390.68 |
| Variance | 37333444 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0 | 91 | 12.6% |
| 7.0 | 5 | 0.7% |
| 36.0 | 4 | 0.6% |
| 4.0 | 3 | 0.4% |
| 7.5 | 3 | 0.4% |
| 12.0 | 3 | 0.4% |
| 18.0 | 3 | 0.4% |
| 10.0 | 3 | 0.4% |
| 13.0 | 2 | 0.3% |
| 0.216 | 2 | 0.3% |
| Other values (579) | 601 | |
| (Missing) | 5 | 0.7% |
| Value | Count | Frequency (%) |
| 0.0 | 91 | |
| 0.005 | 1 | 0.1% |
| 0.024 | 1 | 0.1% |
| 0.04 | 1 | 0.1% |
| 0.05 | 1 | 0.1% |
| 0.075 | 1 | 0.1% |
| 0.091 | 1 | 0.1% |
| 0.098 | 1 | 0.1% |
| 0.166 | 1 | 0.1% |
| 0.21 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 123900.0 | 1 | |
| 69977.0 | 1 | |
| 40643.852 | 1 | |
| 37173.844 | 1 | |
| 34969.0 | 1 | |
| 33624.6 | 1 | |
| 20072.0 | 1 | |
| 17695.39 | 1 | |
| 13000.0 | 1 | |
| 10441.0 | 1 |
2012 생산량
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 604 |
|---|---|
| Distinct (%) | 83.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 956.89446 |
| Minimum | 0 |
|---|---|
| Maximum | 135600 |
| Zeros | 82 |
| Zeros (%) | 11.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3.814 |
| median | 31.231 |
| Q3 | 249.183 |
| 95-th percentile | 2896.2686 |
| Maximum | 135600 |
| Range | 135600 |
| Interquartile range (IQR) | 245.369 |
Descriptive statistics
| Standard deviation | 6520.4006 |
|---|---|
| Coefficient of variation (CV) | 6.8141273 |
| Kurtosis | 280.25684 |
| Mean | 956.89446 |
| Median Absolute Deviation (MAD) | 31.231 |
| Skewness | 15.312328 |
| Sum | 693748.48 |
| Variance | 42515625 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0 | 82 | 11.3% |
| 0.8 | 4 | 0.6% |
| 6.0 | 3 | 0.4% |
| 90.0 | 3 | 0.4% |
| 3.0 | 3 | 0.4% |
| 4.0 | 3 | 0.4% |
| 1.8 | 2 | 0.3% |
| 27.0 | 2 | 0.3% |
| 36.0 | 2 | 0.3% |
| 32.0 | 2 | 0.3% |
| Other values (594) | 619 |
| Value | Count | Frequency (%) |
| 0.0 | 82 | |
| 0.001 | 1 | 0.1% |
| 0.005 | 1 | 0.1% |
| 0.006 | 1 | 0.1% |
| 0.019 | 1 | 0.1% |
| 0.024 | 1 | 0.1% |
| 0.026 | 1 | 0.1% |
| 0.042 | 1 | 0.1% |
| 0.087 | 1 | 0.1% |
| 0.125 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 135600.0 | 1 | |
| 76281.247 | 1 | |
| 44052.271 | 1 | |
| 34987.8 | 1 | |
| 31443.325 | 1 | |
| 29784.0 | 1 | |
| 23534.0 | 1 | |
| 19614.0 | 1 | |
| 16507.96 | 1 | |
| 10547.0 | 1 |
2013 생산량
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 606 |
|---|---|
| Distinct (%) | 83.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1061.9841 |
| Minimum | 0 |
|---|---|
| Maximum | 152100 |
| Zeros | 75 |
| Zeros (%) | 10.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.158 |
| median | 35.84 |
| Q3 | 251.854 |
| 95-th percentile | 2924.8712 |
| Maximum | 152100 |
| Range | 152100 |
| Interquartile range (IQR) | 247.696 |
Descriptive statistics
| Standard deviation | 7406.8155 |
|---|---|
| Coefficient of variation (CV) | 6.9745068 |
| Kurtosis | 265.64399 |
| Mean | 1061.9841 |
| Median Absolute Deviation (MAD) | 35.84 |
| Skewness | 14.881118 |
| Sum | 769938.49 |
| Variance | 54860915 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0 | 75 | 10.3% |
| 9.0 | 4 | 0.6% |
| 0.6 | 4 | 0.6% |
| 42.0 | 4 | 0.6% |
| 7.0 | 3 | 0.4% |
| 12.0 | 3 | 0.4% |
| 100.0 | 3 | 0.4% |
| 0.5 | 3 | 0.4% |
| 75.0 | 3 | 0.4% |
| 4.8 | 3 | 0.4% |
| Other values (596) | 620 |
| Value | Count | Frequency (%) |
| 0.0 | 75 | |
| 0.005 | 1 | 0.1% |
| 0.072 | 1 | 0.1% |
| 0.082 | 1 | 0.1% |
| 0.084 | 1 | 0.1% |
| 0.087 | 1 | 0.1% |
| 0.097 | 1 | 0.1% |
| 0.1 | 1 | 0.1% |
| 0.119 | 1 | 0.1% |
| 0.16 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 152100.0 | 1 | |
| 81119.334 | 1 | |
| 57023.8 | 1 | |
| 50339.383 | 1 | |
| 36062.0 | 1 | |
| 33896.0 | 1 | |
| 26534.0 | 1 | |
| 20498.0 | 1 | |
| 20421.0 | 1 | |
| 10010.0 | 1 |
2014 생산량
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 614 |
|---|---|
| Distinct (%) | 84.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 971.89274 |
| Minimum | 0 |
|---|---|
| Maximum | 123193 |
| Zeros | 77 |
| Zeros (%) | 10.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.2 |
| median | 35.8 |
| Q3 | 251.332 |
| 95-th percentile | 2903.6476 |
| Maximum | 123193 |
| Range | 123193 |
| Interquartile range (IQR) | 247.132 |
Descriptive statistics
| Standard deviation | 6412.2418 |
|---|---|
| Coefficient of variation (CV) | 6.5976846 |
| Kurtosis | 224.04298 |
| Mean | 971.89274 |
| Median Absolute Deviation (MAD) | 35.8 |
| Skewness | 13.822041 |
| Sum | 704622.24 |
| Variance | 41116845 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0 | 77 | 10.6% |
| 2.0 | 5 | 0.7% |
| 9.0 | 3 | 0.4% |
| 8.0 | 3 | 0.4% |
| 18.0 | 3 | 0.4% |
| 3.324 | 2 | 0.3% |
| 27.0 | 2 | 0.3% |
| 72.0 | 2 | 0.3% |
| 44.0 | 2 | 0.3% |
| 37.054 | 2 | 0.3% |
| Other values (604) | 624 |
| Value | Count | Frequency (%) |
| 0.0 | 77 | |
| 0.003 | 1 | 0.1% |
| 0.012 | 1 | 0.1% |
| 0.014 | 1 | 0.1% |
| 0.043 | 1 | 0.1% |
| 0.072 | 1 | 0.1% |
| 0.075 | 1 | 0.1% |
| 0.093 | 1 | 0.1% |
| 0.1 | 1 | 0.1% |
| 0.118 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 123193.0 | 1 | |
| 78631.998 | 1 | |
| 59212.401 | 1 | |
| 39292.0 | 1 | |
| 36313.2 | 1 | |
| 28316.7 | 1 | |
| 20688.0 | 1 | |
| 20287.8 | 1 | |
| 11452.0 | 1 | |
| 9676.697 | 1 |
2015 생산량
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 612 |
|---|---|
| Distinct (%) | 84.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 987.88436 |
| Minimum | 0 |
|---|---|
| Maximum | 120700 |
| Zeros | 72 |
| Zeros (%) | 9.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.4 |
| median | 36.54 |
| Q3 | 257.148 |
| 95-th percentile | 2853.4296 |
| Maximum | 120700 |
| Range | 120700 |
| Interquartile range (IQR) | 252.748 |
Descriptive statistics
| Standard deviation | 6441.6294 |
|---|---|
| Coefficient of variation (CV) | 6.5206311 |
| Kurtosis | 210.24136 |
| Mean | 987.88436 |
| Median Absolute Deviation (MAD) | 36.453 |
| Skewness | 13.403936 |
| Sum | 716216.16 |
| Variance | 41494590 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0 | 72 | 9.9% |
| 15.0 | 4 | 0.6% |
| 18.0 | 4 | 0.6% |
| 8.0 | 4 | 0.6% |
| 0.9 | 3 | 0.4% |
| 12.0 | 3 | 0.4% |
| 42.0 | 2 | 0.3% |
| 43.0 | 2 | 0.3% |
| 22.902 | 2 | 0.3% |
| 200.0 | 2 | 0.3% |
| Other values (602) | 627 |
| Value | Count | Frequency (%) |
| 0.0 | 72 | |
| 0.005 | 1 | 0.1% |
| 0.022 | 1 | 0.1% |
| 0.04 | 1 | 0.1% |
| 0.042 | 1 | 0.1% |
| 0.045 | 1 | 0.1% |
| 0.054 | 1 | 0.1% |
| 0.087 | 1 | 0.1% |
| 0.1 | 2 | 0.3% |
| 0.104 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 120700.0 | 1 | |
| 80909.262 | 1 | |
| 60787.599 | 1 | |
| 37057.0 | 1 | |
| 36062.0 | 1 | |
| 31518.0 | 1 | |
| 26383.0 | 1 | |
| 20904.708 | 1 | |
| 10010.0 | 1 | |
| 10000.0 | 1 |
2016 생산량
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 597 |
|---|---|
| Distinct (%) | 82.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1031.5622 |
| Minimum | 0 |
|---|---|
| Maximum | 108000 |
| Zeros | 79 |
| Zeros (%) | 10.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.287 |
| median | 35.186 |
| Q3 | 241.271 |
| 95-th percentile | 2796 |
| Maximum | 108000 |
| Range | 108000 |
| Interquartile range (IQR) | 236.984 |
Descriptive statistics
| Standard deviation | 6482.3111 |
|---|---|
| Coefficient of variation (CV) | 6.2839753 |
| Kurtosis | 157.8524 |
| Mean | 1031.5622 |
| Median Absolute Deviation (MAD) | 35.186 |
| Skewness | 11.705224 |
| Sum | 747882.57 |
| Variance | 42020357 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0 | 79 | 10.9% |
| 12.0 | 5 | 0.7% |
| 8.0 | 4 | 0.6% |
| 100.0 | 4 | 0.6% |
| 22.6 | 3 | 0.4% |
| 28.0 | 3 | 0.4% |
| 400.0 | 3 | 0.4% |
| 60.0 | 3 | 0.4% |
| 135.0 | 3 | 0.4% |
| 5.0 | 3 | 0.4% |
| Other values (587) | 615 |
| Value | Count | Frequency (%) |
| 0.0 | 79 | |
| 0.004 | 1 | 0.1% |
| 0.007 | 1 | 0.1% |
| 0.036 | 1 | 0.1% |
| 0.041 | 1 | 0.1% |
| 0.051 | 1 | 0.1% |
| 0.054 | 1 | 0.1% |
| 0.058 | 1 | 0.1% |
| 0.071 | 1 | 0.1% |
| 0.073 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 108000.0 | 1 | |
| 83517.148 | 1 | |
| 66157.689 | 1 | |
| 45046.0 | 1 | |
| 39244.2 | 1 | |
| 32697.996 | 1 | |
| 32423.932 | 1 | |
| 28280.0 | 1 | |
| 24219.0 | 1 | |
| 11888.0 | 1 |
2017 생산량
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 605 |
|---|---|
| Distinct (%) | 83.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1097.8266 |
| Minimum | 0 |
|---|---|
| Maximum | 97683 |
| Zeros | 80 |
| Zeros (%) | 11.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.5 |
| median | 35.671 |
| Q3 | 245.2 |
| 95-th percentile | 2896.2 |
| Maximum | 97683 |
| Range | 97683 |
| Interquartile range (IQR) | 240.7 |
Descriptive statistics
| Standard deviation | 6865.8551 |
|---|---|
| Coefficient of variation (CV) | 6.2540432 |
| Kurtosis | 122.99732 |
| Mean | 1097.8266 |
| Median Absolute Deviation (MAD) | 35.671 |
| Skewness | 10.584129 |
| Sum | 795924.29 |
| Variance | 47139966 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0 | 80 | 11.0% |
| 12.0 | 5 | 0.7% |
| 9.0 | 3 | 0.4% |
| 10.0 | 3 | 0.4% |
| 25.0 | 3 | 0.4% |
| 43.0 | 3 | 0.4% |
| 4.5 | 3 | 0.4% |
| 15.0 | 3 | 0.4% |
| 70.0 | 2 | 0.3% |
| 4.0 | 2 | 0.3% |
| Other values (595) | 618 |
| Value | Count | Frequency (%) |
| 0.0 | 80 | |
| 0.004 | 1 | 0.1% |
| 0.013 | 1 | 0.1% |
| 0.021 | 1 | 0.1% |
| 0.023 | 1 | 0.1% |
| 0.05 | 1 | 0.1% |
| 0.066 | 1 | 0.1% |
| 0.068 | 1 | 0.1% |
| 0.079 | 1 | 0.1% |
| 0.092 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 97683.0 | 1 | |
| 89420.586 | 1 | |
| 69600.0 | 1 | |
| 68392.954 | 1 | |
| 51701.564 | 1 | |
| 38242.1 | 1 | |
| 35189.054 | 1 | |
| 28100.0 | 1 | |
| 22775.993 | 1 | |
| 16533.0 | 1 |
2018 생산량
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 585 |
|---|---|
| Distinct (%) | 80.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1150.4995 |
| Minimum | 0 |
|---|---|
| Maximum | 95947.593 |
| Zeros | 88 |
| Zeros (%) | 12.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.23 |
| median | 34.9 |
| Q3 | 249.884 |
| 95-th percentile | 2931.792 |
| Maximum | 95947.593 |
| Range | 95947.593 |
| Interquartile range (IQR) | 245.654 |
Descriptive statistics
| Standard deviation | 7115.4116 |
|---|---|
| Coefficient of variation (CV) | 6.184628 |
| Kurtosis | 114.55021 |
| Mean | 1150.4995 |
| Median Absolute Deviation (MAD) | 34.9 |
| Skewness | 10.259437 |
| Sum | 834112.17 |
| Variance | 50629083 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0 | 88 | 12.1% |
| 9.0 | 6 | 0.8% |
| 12.0 | 5 | 0.7% |
| 8.0 | 4 | 0.6% |
| 10.0 | 4 | 0.6% |
| 0.7 | 3 | 0.4% |
| 5.0 | 3 | 0.4% |
| 30.0 | 3 | 0.4% |
| 15.0 | 3 | 0.4% |
| 6.0 | 3 | 0.4% |
| Other values (575) | 603 |
| Value | Count | Frequency (%) |
| 0.0 | 88 | |
| 0.002 | 1 | 0.1% |
| 0.006 | 1 | 0.1% |
| 0.01 | 1 | 0.1% |
| 0.032 | 1 | 0.1% |
| 0.053 | 1 | 0.1% |
| 0.06 | 1 | 0.1% |
| 0.062 | 1 | 0.1% |
| 0.073 | 1 | 0.1% |
| 0.077 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 95947.593 | 1 | |
| 89584.0 | 1 | |
| 78360.0 | 1 | |
| 70751.214 | 1 | |
| 59573.707 | 1 | |
| 36447.29 | 1 | |
| 32377.0 | 1 | |
| 29700.0 | 1 | |
| 25233.0 | 1 | |
| 23228.82 | 1 |
2019 생산량
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 588 |
|---|---|
| Distinct (%) | 81.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1144.6537 |
| Minimum | 0 |
|---|---|
| Maximum | 105543.79 |
| Zeros | 92 |
| Zeros (%) | 12.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.478 |
| median | 34.4 |
| Q3 | 233.832 |
| 95-th percentile | 2853.0168 |
| Maximum | 105543.79 |
| Range | 105543.79 |
| Interquartile range (IQR) | 229.354 |
Descriptive statistics
| Standard deviation | 7110.5949 |
|---|---|
| Coefficient of variation (CV) | 6.2120055 |
| Kurtosis | 124.20302 |
| Mean | 1144.6537 |
| Median Absolute Deviation (MAD) | 34.4 |
| Skewness | 10.595301 |
| Sum | 829873.91 |
| Variance | 50560560 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0 | 92 | 12.7% |
| 12.0 | 6 | 0.8% |
| 16.0 | 4 | 0.6% |
| 8.0 | 4 | 0.6% |
| 9.0 | 3 | 0.4% |
| 30.0 | 3 | 0.4% |
| 50.0 | 3 | 0.4% |
| 10.0 | 3 | 0.4% |
| 5.0 | 3 | 0.4% |
| 200.0 | 2 | 0.3% |
| Other values (578) | 602 |
| Value | Count | Frequency (%) |
| 0.0 | 92 | |
| 0.003 | 1 | 0.1% |
| 0.009 | 1 | 0.1% |
| 0.018 | 1 | 0.1% |
| 0.03 | 1 | 0.1% |
| 0.05 | 2 | 0.3% |
| 0.055 | 1 | 0.1% |
| 0.076 | 1 | 0.1% |
| 0.105 | 1 | 0.1% |
| 0.12 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 105543.789 | 1 | |
| 85000.0 | 1 | |
| 73323.663 | 1 | |
| 70173.327 | 1 | |
| 60229.0 | 1 | |
| 35974.528 | 1 | |
| 31937.9 | 1 | |
| 27950.0 | 1 | |
| 22307.024 | 1 | |
| 16592.7 | 1 |
2020 생산량
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 565 |
|---|---|
| Distinct (%) | 78.0% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1150.0788 |
| Minimum | 0 |
|---|---|
| Maximum | 103626.81 |
| Zeros | 93 |
| Zeros (%) | 12.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3.9985 |
| median | 30.218 |
| Q3 | 237.375 |
| 95-th percentile | 2612.65 |
| Maximum | 103626.81 |
| Range | 103626.81 |
| Interquartile range (IQR) | 233.3765 |
Descriptive statistics
| Standard deviation | 7324.0556 |
|---|---|
| Coefficient of variation (CV) | 6.3683076 |
| Kurtosis | 119.04133 |
| Mean | 1150.0788 |
| Median Absolute Deviation (MAD) | 30.218 |
| Skewness | 10.461674 |
| Sum | 832657.05 |
| Variance | 53641790 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0 | 93 | 12.8% |
| 8.0 | 5 | 0.7% |
| 28.0 | 4 | 0.6% |
| 200.0 | 4 | 0.6% |
| 12.0 | 4 | 0.6% |
| 100.0 | 4 | 0.6% |
| 0.1 | 4 | 0.6% |
| 0.12 | 3 | 0.4% |
| 25.0 | 3 | 0.4% |
| 10.0 | 3 | 0.4% |
| Other values (555) | 597 |
| Value | Count | Frequency (%) |
| 0.0 | 93 | |
| 0.002 | 1 | 0.1% |
| 0.026 | 1 | 0.1% |
| 0.094 | 1 | 0.1% |
| 0.1 | 4 | 0.6% |
| 0.101 | 1 | 0.1% |
| 0.106 | 1 | 0.1% |
| 0.12 | 3 | 0.4% |
| 0.124 | 1 | 0.1% |
| 0.142 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 103626.811 | 1 | |
| 87766.199 | 1 | |
| 80000.0 | 1 | |
| 73200.0 | 1 | |
| 64530.0 | 1 | |
| 37080.401 | 1 | |
| 32897.8 | 1 | |
| 25859.0 | 1 | |
| 22543.0 | 1 | |
| 20315.303 | 1 |
2021 생산량
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 571 |
|---|---|
| Distinct (%) | 78.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1149.0399 |
| Minimum | 0 |
|---|---|
| Maximum | 103266.4 |
| Zeros | 95 |
| Zeros (%) | 13.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.5 |
| median | 31.224 |
| Q3 | 215.069 |
| 95-th percentile | 3020.1746 |
| Maximum | 103266.4 |
| Range | 103266.4 |
| Interquartile range (IQR) | 210.569 |
Descriptive statistics
| Standard deviation | 7421.6047 |
|---|---|
| Coefficient of variation (CV) | 6.4589616 |
| Kurtosis | 128.84707 |
| Mean | 1149.0399 |
| Median Absolute Deviation (MAD) | 31.224 |
| Skewness | 10.879547 |
| Sum | 833053.94 |
| Variance | 55080217 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0 | 95 | 13.1% |
| 10.0 | 7 | 1.0% |
| 12.0 | 6 | 0.8% |
| 0.72 | 4 | 0.6% |
| 200.0 | 4 | 0.6% |
| 0.7 | 4 | 0.6% |
| 6.0 | 4 | 0.6% |
| 9.0 | 3 | 0.4% |
| 15.0 | 3 | 0.4% |
| 20.0 | 3 | 0.4% |
| Other values (561) | 592 |
| Value | Count | Frequency (%) |
| 0.0 | 95 | |
| 0.06 | 1 | 0.1% |
| 0.1 | 2 | 0.3% |
| 0.108 | 2 | 0.3% |
| 0.12 | 2 | 0.3% |
| 0.127 | 1 | 0.1% |
| 0.144 | 1 | 0.1% |
| 0.169 | 1 | 0.1% |
| 0.18 | 1 | 0.1% |
| 0.228 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 103266.404 | 1 | |
| 95000.0 | 1 | |
| 90621.577 | 1 | |
| 75000.0 | 1 | |
| 42622.0 | 1 | |
| 38502.609 | 1 | |
| 35949.6 | 1 | |
| 25781.0 | 1 | |
| 22152.195 | 1 | |
| 16800.0 | 1 |
2022 생산량
Text
| Distinct | 560 |
|---|---|
| Distinct (%) | 77.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 KiB |
Length
| Max length | 10 |
|---|---|
| Median length | 8 |
| Mean length | 4.3475862 |
| Min length | 1 |
Characters and Unicode
| Total characters | 3152 |
|---|---|
| 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 | 522 ? |
|---|---|
| Unique (%) | 72.0% |
Sample
| 1st row | 9.6 |
|---|---|
| 2nd row | 1.2 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0.572 |
| Value | Count | Frequency (%) |
| 0 | 93 | 12.8% |
| 21 | 2.9% | |
| 12 | 8 | 1.1% |
| 0.72 | 5 | 0.7% |
| 15 | 4 | 0.6% |
| 3 | 3 | 0.4% |
| 9.6 | 3 | 0.4% |
| 120 | 3 | 0.4% |
| 1.8 | 3 | 0.4% |
| 6 | 3 | 0.4% |
| Other values (550) | 579 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 501 | |
| 1 | 374 | |
| 0 | 319 | |
| 2 | 311 | |
| 3 | 271 | |
| 6 | 246 | |
| 4 | 240 | |
| 5 | 238 | |
| 7 | 219 | |
| 8 | 212 | |
| Other values (2) | 221 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2630 | |
| Other Punctuation | 501 | 15.9% |
| Dash Punctuation | 21 | 0.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 374 | |
| 0 | 319 | |
| 2 | 311 | |
| 3 | 271 | |
| 6 | 246 | |
| 4 | 240 | |
| 5 | 238 | |
| 7 | 219 | |
| 8 | 212 | |
| 9 | 200 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 501 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 21 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3152 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 501 | |
| 1 | 374 | |
| 0 | 319 | |
| 2 | 311 | |
| 3 | 271 | |
| 6 | 246 | |
| 4 | 240 | |
| 5 | 238 | |
| 7 | 219 | |
| 8 | 212 | |
| Other values (2) | 221 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3152 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 501 | |
| 1 | 374 | |
| 0 | 319 | |
| 2 | 311 | |
| 3 | 271 | |
| 6 | 246 | |
| 4 | 240 | |
| 5 | 238 | |
| 7 | 219 | |
| 8 | 212 | |
| Other values (2) | 221 |
| 대륙 | 광종 | 품목 | 단위 | 2011 생산량 | 2012 생산량 | 2013 생산량 | 2014 생산량 | 2015 생산량 | 2016 생산량 | 2017 생산량 | 2018 생산량 | 2019 생산량 | 2020 생산량 | 2021 생산량 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 대륙 | 1.000 | 0.117 | 0.071 | 0.000 | 0.097 | 0.092 | 0.098 | 0.082 | 0.118 | 0.101 | 0.082 | 0.000 | 0.092 | 0.113 | 0.037 |
| 광종 | 0.117 | 1.000 | 0.883 | 1.000 | 0.284 | 0.262 | 0.283 | 0.218 | 0.143 | 0.298 | 0.224 | 0.248 | 0.282 | 0.243 | 0.268 |
| 품목 | 0.071 | 0.883 | 1.000 | 0.198 | 0.304 | 0.293 | 0.299 | 0.268 | 0.259 | 0.356 | 0.204 | 0.372 | 0.382 | 0.350 | 0.415 |
| 단위 | 0.000 | 1.000 | 0.198 | 1.000 | 0.166 | 0.138 | 0.167 | 0.133 | 0.063 | 0.244 | 0.194 | 0.180 | 0.215 | 0.191 | 0.211 |
| 2011 생산량 | 0.097 | 0.284 | 0.304 | 0.166 | 1.000 | 0.998 | 1.000 | 0.951 | 0.944 | 0.945 | 0.839 | 0.891 | 0.939 | 0.936 | 0.925 |
| 2012 생산량 | 0.092 | 0.262 | 0.293 | 0.138 | 0.998 | 1.000 | 0.998 | 0.962 | 0.957 | 0.960 | 0.847 | 0.907 | 0.936 | 0.936 | 0.939 |
| 2013 생산량 | 0.098 | 0.283 | 0.299 | 0.167 | 1.000 | 0.998 | 1.000 | 0.951 | 0.944 | 0.945 | 0.839 | 0.891 | 0.939 | 0.936 | 0.925 |
| 2014 생산량 | 0.082 | 0.218 | 0.268 | 0.133 | 0.951 | 0.962 | 0.951 | 1.000 | 0.994 | 0.967 | 0.982 | 0.943 | 0.964 | 0.953 | 0.956 |
| 2015 생산량 | 0.118 | 0.143 | 0.259 | 0.063 | 0.944 | 0.957 | 0.944 | 0.994 | 1.000 | 0.938 | 0.977 | 0.923 | 0.933 | 0.945 | 0.947 |
| 2016 생산량 | 0.101 | 0.298 | 0.356 | 0.244 | 0.945 | 0.960 | 0.945 | 0.967 | 0.938 | 1.000 | 0.964 | 0.986 | 0.998 | 0.992 | 0.990 |
| 2017 생산량 | 0.082 | 0.224 | 0.204 | 0.194 | 0.839 | 0.847 | 0.839 | 0.982 | 0.977 | 0.964 | 1.000 | 0.945 | 0.962 | 0.967 | 0.942 |
| 2018 생산량 | 0.000 | 0.248 | 0.372 | 0.180 | 0.891 | 0.907 | 0.891 | 0.943 | 0.923 | 0.986 | 0.945 | 1.000 | 0.986 | 0.988 | 0.986 |
| 2019 생산량 | 0.092 | 0.282 | 0.382 | 0.215 | 0.939 | 0.936 | 0.939 | 0.964 | 0.933 | 0.998 | 0.962 | 0.986 | 1.000 | 0.994 | 0.990 |
| 2020 생산량 | 0.113 | 0.243 | 0.350 | 0.191 | 0.936 | 0.936 | 0.936 | 0.953 | 0.945 | 0.992 | 0.967 | 0.988 | 0.994 | 1.000 | 0.992 |
| 2021 생산량 | 0.037 | 0.268 | 0.415 | 0.211 | 0.925 | 0.939 | 0.925 | 0.956 | 0.947 | 0.990 | 0.942 | 0.986 | 0.990 | 0.992 | 1.000 |
| 대륙 | 품목 | 단위 | 광종 | |
|---|---|---|---|---|
| 대륙 | 1.000 | 0.058 | 0.000 | 0.064 |
| 품목 | 0.058 | 1.000 | 0.187 | 0.591 |
| 단위 | 0.000 | 0.187 | 1.000 | 0.994 |
| 광종 | 0.064 | 0.591 | 0.994 | 1.000 |
| 2011 생산량 | 2012 생산량 | 2013 생산량 | 2014 생산량 | 2015 생산량 | 2016 생산량 | 2017 생산량 | 2018 생산량 | 2019 생산량 | 2020 생산량 | 2021 생산량 | 대륙 | 광종 | 품목 | 단위 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2011 생산량 | 1.000 | 0.972 | 0.929 | 0.901 | 0.879 | 0.865 | 0.852 | 0.836 | 0.812 | 0.793 | 0.788 | 0.066 | 0.114 | 0.200 | 0.069 |
| 2012 생산량 | 0.972 | 1.000 | 0.957 | 0.931 | 0.906 | 0.889 | 0.870 | 0.853 | 0.830 | 0.810 | 0.813 | 0.062 | 0.105 | 0.192 | 0.057 |
| 2013 생산량 | 0.929 | 0.957 | 1.000 | 0.969 | 0.930 | 0.909 | 0.887 | 0.878 | 0.856 | 0.839 | 0.836 | 0.066 | 0.114 | 0.196 | 0.069 |
| 2014 생산량 | 0.901 | 0.931 | 0.969 | 1.000 | 0.961 | 0.932 | 0.913 | 0.890 | 0.859 | 0.847 | 0.849 | 0.052 | 0.107 | 0.187 | 0.089 |
| 2015 생산량 | 0.879 | 0.906 | 0.930 | 0.961 | 1.000 | 0.965 | 0.948 | 0.924 | 0.892 | 0.878 | 0.856 | 0.075 | 0.069 | 0.180 | 0.042 |
| 2016 생산량 | 0.865 | 0.889 | 0.909 | 0.932 | 0.965 | 1.000 | 0.983 | 0.960 | 0.930 | 0.915 | 0.896 | 0.061 | 0.130 | 0.165 | 0.158 |
| 2017 생산량 | 0.852 | 0.870 | 0.887 | 0.913 | 0.948 | 0.983 | 1.000 | 0.978 | 0.947 | 0.932 | 0.908 | 0.052 | 0.110 | 0.141 | 0.131 |
| 2018 생산량 | 0.836 | 0.853 | 0.878 | 0.890 | 0.924 | 0.960 | 0.978 | 1.000 | 0.972 | 0.953 | 0.920 | 0.000 | 0.107 | 0.173 | 0.115 |
| 2019 생산량 | 0.812 | 0.830 | 0.856 | 0.859 | 0.892 | 0.930 | 0.947 | 0.972 | 1.000 | 0.975 | 0.941 | 0.056 | 0.122 | 0.178 | 0.138 |
| 2020 생산량 | 0.793 | 0.810 | 0.839 | 0.847 | 0.878 | 0.915 | 0.932 | 0.953 | 0.975 | 1.000 | 0.963 | 0.069 | 0.105 | 0.162 | 0.122 |
| 2021 생산량 | 0.788 | 0.813 | 0.836 | 0.849 | 0.856 | 0.896 | 0.908 | 0.920 | 0.941 | 0.963 | 1.000 | 0.022 | 0.116 | 0.195 | 0.136 |
| 대륙 | 0.066 | 0.062 | 0.066 | 0.052 | 0.075 | 0.061 | 0.052 | 0.000 | 0.056 | 0.069 | 0.022 | 1.000 | 0.064 | 0.058 | 0.000 |
| 광종 | 0.114 | 0.105 | 0.114 | 0.107 | 0.069 | 0.130 | 0.110 | 0.107 | 0.122 | 0.105 | 0.116 | 0.064 | 1.000 | 0.591 | 0.994 |
| 품목 | 0.200 | 0.192 | 0.196 | 0.187 | 0.180 | 0.165 | 0.141 | 0.173 | 0.178 | 0.162 | 0.195 | 0.058 | 0.591 | 1.000 | 0.187 |
| 단위 | 0.069 | 0.057 | 0.069 | 0.089 | 0.042 | 0.158 | 0.131 | 0.115 | 0.138 | 0.122 | 0.136 | 0.000 | 0.994 | 0.187 | 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.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| 대륙 | 국가 | 광종 | 품목 | 단위 | 2011 생산량 | 2012 생산량 | 2013 생산량 | 2014 생산량 | 2015 생산량 | 2016 생산량 | 2017 생산량 | 2018 생산량 | 2019 생산량 | 2020 생산량 | 2021 생산량 | 2022 생산량 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | AFRICA | Algeria | 연 | refined | 천톤 | 10.0 | 6.0 | 9.0 | 9.0 | 9.0 | 8.0 | 9.0 | 9.0 | 9.0 | 8.0 | 9.0 | 9.6 |
| 1 | AFRICA | Algeria | 아연 | mine | 천톤 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 0.3 | 0.5 | 0.5 | 0.498 | 1.6 | 0.93 | 1.2 |
| 2 | AFRICA | Algeria | 아연 | slab | 천톤 | 33.461 | 21.977 | 14.687 | 13.171 | 7.557 | 3.1 | 1.472 | 0.0 | 0.0 | 0.0 | 0.0 | 0 |
| 3 | AFRICA | Botswana | 동 | mine | 천톤 | 22.253 | 32.103 | 48.49 | 47.655 | 13.888 | 12.415 | 1.239 | 1.462 | 0.0 | 0.0 | 0.0 | 0 |
| 4 | AFRICA | Botswana | 금 | mine | 천톤 | 1.562 | 1.522 | 1.206 | 0.958 | 0.756 | 0.833 | 0.913 | 1.105 | 0.943 | 0.852 | 0.659 | 0.572 |
| 5 | AFRICA | Botswana | 니켈 | mine | 천톤 | 15.675 | 17.948 | 22.848 | 14.952 | 16.788 | 16.878 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 |
| 6 | AFRICA | Botswana | 은 | mine | kg | 0.0 | 7.564 | 22.591 | 22.228 | 2.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 10.4 | 0.04 |
| 7 | AFRICA | Burkina Faso | 금 | mine | 천톤 | 31.766 | 28.9 | 33.713 | 37.2 | 36.54 | 38.52 | 46.436 | 53.234 | 51.406 | 58.375 | 58.923 | 57.6 |
| 8 | AFRICA | Burkina Faso | 연 | mine | 천톤 | 0.0 | 0.0 | 2.2 | 1.947 | 2.0 | 2.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 |
| 9 | AFRICA | Burkina Faso | 은 | mine | kg | 0.0 | 0.0 | 0.0 | 0.0 | 5.5 | 5.8 | 7.0 | 8.0 | 8.0 | 8.0 | 8.9 | 8.6 |
| 대륙 | 국가 | 광종 | 품목 | 단위 | 2011 생산량 | 2012 생산량 | 2013 생산량 | 2014 생산량 | 2015 생산량 | 2016 생산량 | 2017 생산량 | 2018 생산량 | 2019 생산량 | 2020 생산량 | 2021 생산량 | 2022 생산량 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 715 | OCEANIA | New Zealand | 금 | mine | 천톤 | 11.76 | 10.049 | 12.468 | 11.989 | 12.687 | 9.866 | 10.288 | 10.045 | 8.217 | 5.86 | 6.003 | 5.625 |
| 716 | OCEANIA | New Zealand | 연 | refined | 천톤 | 13.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 |
| 717 | OCEANIA | New Zealand | 은 | mine | kg | 14.324 | 5.63 | 11.223 | 15.812 | 12.498 | 7.96 | 8.02 | 6.332 | 4.06 | 1.393 | 1.393 | 1392 |
| 718 | OCEANIA | Other Oceania | 금 | mine | 천톤 | 1.589 | 1.886 | 1.682 | 0.488 | 0.6 | 0.6 | 0.6 | 0.6 | 0.6 | 0.6 | 0.6 | 0.6 |
| 719 | OCEANIA | Other Oceania | 은 | mine | kg | 0.592 | 0.902 | 0.9 | 0.9 | 0.9 | 0.9 | 0.9 | 0.9 | 0.9 | 0.9 | 0.9 | 0.9 |
| 720 | OCEANIA | Papua New Guinea | 동 | mine | 천톤 | 130.456 | 125.325 | 105.483 | 75.902 | 45.2 | 80.0 | 104.978 | 96.3 | 99.4 | 82.8 | 63.2 | 62.7 |
| 721 | OCEANIA | Papua New Guinea | 금 | mine | 천톤 | 62.271 | 57.616 | 63.479 | 56.279 | 57.64 | 61.952 | 65.246 | 67.562 | 74.386 | 52.5 | 44.9 | 40.4 |
| 722 | OCEANIA | Papua New Guinea | 니켈 | mine | 천톤 | 0.0 | 5.283 | 11.37 | 20.987 | 25.581 | 22.269 | 34.666 | 35.355 | 32.722 | 33.659 | 31.594 | 34.304 |
| 723 | OCEANIA | Papua New Guinea | 은 | mine | kg | 93.31 | 81.3 | 90.192 | 84.3 | 71.6 | 100.0 | 66.0 | 93.0 | 147.0 | 130.0 | 90.2 | 90.1 |
| 724 | OCEANIA | Solomon Islands | 알루미늄 | bauxite | 천톤 | 0.0 | 0.0 | 0.0 | 0.0 | 291.889 | 240.0 | 1520.0 | 1650.0 | 1234.0 | 843.0 | 0.0 | 155.4 |