Dataset statistics
| Number of variables | 7 |
|---|---|
| Number of observations | 393543 |
| Missing cells | 128961 |
| Missing cells (%) | 4.7% |
| Total size in memory | 21.0 MiB |
| Average record size in memory | 56.0 B |
Variable types
| Categorical | 6 |
|---|---|
| Numeric | 1 |
Alerts
pid has a high cardinality: 393543 distinct values | High cardinality |
abstract has a high cardinality: 328057 distinct values | High cardinality |
institution has a high cardinality: 2281 distinct values | High cardinality |
keywords has a high cardinality: 254884 distinct values | High cardinality |
link has a high cardinality: 393543 distinct values | High cardinality |
title has a high cardinality: 351389 distinct values | High cardinality |
abstract has 20307 (5.2%) missing values | Missing |
keywords has 104723 (26.6%) missing values | Missing |
year is highly skewed (γ1 = -71.07400689) | Skewed |
pid has unique values | Unique |
link has unique values | Unique |
Reproduction
| Analysis started | 2023-05-04 15:12:52.518078 |
|---|---|
| Analysis finished | 2023-05-04 15:13:09.406794 |
| Duration | 16.89 seconds |
| Software version | ydata-profiling vv4.1.2 |
| Download configuration | config.json |
pid
Categorical
HIGH CARDINALITY UNIQUE
| Distinct | 393543 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 MiB |
| ospwpaper/22j004 | 1 |
|---|---|
| agsiafepa/311259 | 1 |
| oececoaaa/1191-en | 1 |
| bojbojwps/13-e-15 | 1 |
| udedoctra/47 | 1 |
| Other values (393538) |
Unique
| Unique | 393543 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | ospwpaper/22j004 |
|---|---|
| 2nd row | risadbiwp/1312 |
| 3rd row | ergwpaper/sprr20222 |
| 4th row | ergwpaper/swp20225 |
| 5th row | nstsamfok/19422 |
Common Values
| Value | Count | Frequency (%) |
| ospwpaper/22j004 | 1 | < 0.1% |
| agsiafepa/311259 | 1 | < 0.1% |
| oececoaaa/1191-en | 1 | < 0.1% |
| bojbojwps/13-e-15 | 1 | < 0.1% |
| udedoctra/47 | 1 | < 0.1% |
| risduthrp/2019_5f012 | 1 | < 0.1% |
| grewpaper/2020-04 | 1 | < 0.1% |
| laawpaper/29 | 1 | < 0.1% |
| frzwpaper/wp2013_5f08.rdf | 1 | < 0.1% |
| pkewpaper/pkwp2007 | 1 | < 0.1% |
| Other values (393533) | 393533 |
abstract
Categorical
HIGH CARDINALITY MISSING
| Distinct | 328057 |
|---|---|
| Distinct (%) | 87.9% |
| Missing | 20307 |
| Missing (%) | 5.2% |
| Memory size | 3.0 MiB |
| Online appendix for the Review of Economic Dynamics article | 79 |
|---|---|
| Selected Issues | 43 |
| - | 41 |
| . | 35 |
| The 2015 series of RIO Country Reports analyse and assess the policy and the national research and innovation system developments in relation to natio | 30 |
| Other values (328052) |
Unique
| Unique | 293342 ? |
|---|---|
| Unique (%) | 78.6% |
Sample
| 1st row | This study aims to describe the extent to which class size affects student performance using five years of panel data on both elementary and junior hi |
|---|---|
| 2nd row | The outbreak of the COVID-19 virus and the resulting falls in demand due both to uncertainty and policy interventions such as lockdowns, “social dista |
| 3rd row | Morocco adopted a very stringent lockdown regime relative to other parts of the developing world in response to COVID-19 outbreak, as we show below. T |
| 4th row | The COVID-19 pandemic has been accompanied by widespread child care and school closures.Emerging evidence – primarily from high-income countries – sug |
| 5th row | How much young children should be tested and graded is a highly contentious issue in education policy. Opponents consider it detrimental to child ment |
Common Values
| Value | Count | Frequency (%) |
| Online appendix for the Review of Economic Dynamics article | 79 | < 0.1% |
| Selected Issues | 43 | < 0.1% |
| - | 41 | < 0.1% |
| . | 35 | < 0.1% |
| The 2015 series of RIO Country Reports analyse and assess the policy and the national research and innovation system developments in relation to natio | 30 | < 0.1% |
| Makalah ini merupakan hasil laporan Foreign Case Study untuk syarat publikasi ilmiah di Sekolah Tinggi Pariwasata Ambarrukmo Yogyakarta dengan judul P | 25 | < 0.1% |
| Makalah ini merupakan hasil laporan Foreign Case Study untuk syarat publikasi ilmiah di Sekolah Tinggi Pariwasata Ambarrukmo Yogyakarta dengan Judul P | 24 | < 0.1% |
| The R Observatory country report 2017 provides a brief analysis of the R system covering the economic context, main actors, funding trends human reso | 23 | < 0.1% |
| Makalah ini merupakan hasil laporan Foreign Case Study untuk syarat publikasi ilmiah di Sekolah Tinggi Pariwasata Ambarrukmo Yogyakarta dengan Judul D | 22 | < 0.1% |
| Not available. | 22 | < 0.1% |
| Other values (328047) | 372892 | |
| (Missing) | 20307 | 5.2% |
institution
Categorical
| Distinct | 2281 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 152 |
| Missing (%) | < 0.1% |
| Memory size | 3.0 MiB |
| University Library of Munich, Germany | 30027 |
|---|---|
| National Bureau of Economic Research, Inc | 20463 |
| Institute of Labor Economics (IZA) | 14808 |
| HAL | 13249 |
| arXiv.org | 10906 |
| Other values (2276) |
Unique
| Unique | 109 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Osaka School of International Public Policy, Osaka University |
|---|---|
| 2nd row | Asian Development Bank Institute |
| 3rd row | Economic Research Forum |
| 4th row | Economic Research Forum |
| 5th row | Department of Economics, Norwegian University of Science and Technology |
Common Values
| Value | Count | Frequency (%) |
| University Library of Munich, Germany | 30027 | 7.6% |
| National Bureau of Economic Research, Inc | 20463 | 5.2% |
| Institute of Labor Economics (IZA) | 14808 | 3.8% |
| HAL | 13249 | 3.4% |
| arXiv.org | 10906 | 2.8% |
| C.E.P.R. Discussion Papers | 10373 | 2.6% |
| Agricultural and Applied Economics Association | 5529 | 1.4% |
| The World Bank | 5236 | 1.3% |
| CESifo | 4575 | 1.2% |
| Center for Open Science | 4359 | 1.1% |
| Other values (2271) | 273866 |
keywords
Categorical
HIGH CARDINALITY MISSING
| Distinct | 254884 |
|---|---|
| Distinct (%) | 88.3% |
| Missing | 104723 |
| Missing (%) | 26.6% |
| Memory size | 3.0 MiB |
| Environmental Economics and Policy | 717 |
|---|---|
| Agricultural and Food Policy | 627 |
| Resource /Energy Economics and Policy | 296 |
| Agribusiness | 269 |
| International Relations/Trade | 247 |
| Other values (254879) |
Unique
| Unique | 237015 ? |
|---|---|
| Unique (%) | 82.1% |
Sample
| 1st row | class size; deviation value; panel data |
|---|---|
| 2nd row | COVID-19; ASEAN; household income; employment; consumption; household finance; government aid |
| 3rd row | student assessment; testing; student achievement |
| 4th row | Resource rent; Aquaculture; National Accounts; System of Environmental-Economic Accounting |
| 5th row | inflation; aggregate demand and supply; factor model; sign restrictions; monetary policy |
Common Values
| Value | Count | Frequency (%) |
| Environmental Economics and Policy | 717 | 0.2% |
| Agricultural and Food Policy | 627 | 0.2% |
| Resource /Energy Economics and Policy | 296 | 0.1% |
| Agribusiness | 269 | 0.1% |
| International Relations/Trade | 247 | 0.1% |
| Food Consumption/Nutrition/Food Safety | 234 | 0.1% |
| Crop Production/Industries | 205 | 0.1% |
| Community/Rural/Urban Development | 201 | 0.1% |
| Agricultural and Food Policy; International Relations/Trade | 183 | < 0.1% |
| Land Economics/Use | 181 | < 0.1% |
| Other values (254874) | 285660 | |
| (Missing) | 104723 | 26.6% |
link
Categorical
HIGH CARDINALITY UNIQUE
| Distinct | 393543 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 MiB |
| https://econpapers.repec.org/paper/ospwpaper/22j004.htm | 1 |
|---|---|
| https://econpapers.repec.org/paper/agsiafepa/311259.htm | 1 |
| https://econpapers.repec.org/paper/oececoaaa/1191-en.htm | 1 |
| https://econpapers.repec.org/paper/bojbojwps/13-e-15.htm | 1 |
| https://econpapers.repec.org/paper/udedoctra/47.htm | 1 |
| Other values (393538) |
Unique
| Unique | 393543 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | https://econpapers.repec.org/paper/ospwpaper/22j004.htm |
|---|---|
| 2nd row | https://econpapers.repec.org/paper/risadbiwp/1312.htm |
| 3rd row | https://econpapers.repec.org/paper/ergwpaper/sprr20222.htm |
| 4th row | https://econpapers.repec.org/paper/ergwpaper/swp20225.htm |
| 5th row | https://econpapers.repec.org/paper/nstsamfok/19422.htm |
Common Values
| Value | Count | Frequency (%) |
| https://econpapers.repec.org/paper/ospwpaper/22j004.htm | 1 | < 0.1% |
| https://econpapers.repec.org/paper/agsiafepa/311259.htm | 1 | < 0.1% |
| https://econpapers.repec.org/paper/oececoaaa/1191-en.htm | 1 | < 0.1% |
| https://econpapers.repec.org/paper/bojbojwps/13-e-15.htm | 1 | < 0.1% |
| https://econpapers.repec.org/paper/udedoctra/47.htm | 1 | < 0.1% |
| https://econpapers.repec.org/paper/risduthrp/2019_5f012.htm | 1 | < 0.1% |
| https://econpapers.repec.org/paper/grewpaper/2020-04.htm | 1 | < 0.1% |
| https://econpapers.repec.org/paper/laawpaper/29.htm | 1 | < 0.1% |
| https://econpapers.repec.org/paper/frzwpaper/wp2013_5f08.rdf.htm | 1 | < 0.1% |
| https://econpapers.repec.org/paper/pkewpaper/pkwp2007.htm | 1 | < 0.1% |
| Other values (393533) | 393533 |
title
Categorical
| Distinct | 351389 |
|---|---|
| Distinct (%) | 89.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 MiB |
| Climate Risk Country Profile | 19 |
|---|---|
| HUBUNGAN PEMERINTAH DENGAN GERAKAN KOPERASI | 14 |
| KELEMBAGAAN DAN IDENTITAS KOPERASI | 12 |
| INSTRUMEN KEBIJAKAN MONETER ISLAM DI INDONESIA | 10 |
| PERBEDAAN KOPERASI DENGAN ORGANISASI LAINNYA | 10 |
| Other values (351384) |
Unique
| Unique | 318281 ? |
|---|---|
| Unique (%) | 80.9% |
Sample
| 1st row | The Effects of Class Size on Primary and Secondary Education Outcomes |
|---|---|
| 2nd row | Impacts of COVID-19 on Households in ASEAN Countries and Their Implications for Human Capital Development: Medium-Run Impacts and the Role of Government Support |
| 3rd row | Morocco COVID-19 Country Case Study |
| 4th row | The Impact of the COVID-19 Pandemic on Women’s Care Work And Employment in the Middle East and North Africa |
| 5th row | How does testing young children influence educational attainment and well-being? |
Common Values
| Value | Count | Frequency (%) |
| Climate Risk Country Profile | 19 | < 0.1% |
| HUBUNGAN PEMERINTAH DENGAN GERAKAN KOPERASI | 14 | < 0.1% |
| KELEMBAGAAN DAN IDENTITAS KOPERASI | 12 | < 0.1% |
| INSTRUMEN KEBIJAKAN MONETER ISLAM DI INDONESIA | 10 | < 0.1% |
| PERBEDAAN KOPERASI DENGAN ORGANISASI LAINNYA | 10 | < 0.1% |
| Non-Standard Errors | 10 | < 0.1% |
| PENGEMBANGAN PRODUK BANK SYARIAH | 9 | < 0.1% |
| The Production Function for Housing: Evidence from France | 9 | < 0.1% |
| OJK DAN SISTEM MONETER INDONESIA | 9 | < 0.1% |
| Diversity and Conflict | 9 | < 0.1% |
| Other values (351379) | 393432 |
year
Real number (ℝ)
| Distinct | 66 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3779 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2013.931115 |
| Minimum | 2 |
|---|---|
| Maximum | 3025 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.0 MiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 2004 |
| Q1 | 2010 |
| median | 2015 |
| Q3 | 2019 |
| 95-th percentile | 2022 |
| Maximum | 3025 |
| Range | 3023 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.550484587 |
|---|---|
| Coefficient of variation (CV) | 0.003749127531 |
| Kurtosis | 22694.85519 |
| Mean | 2013.931115 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -71.07400689 |
| Sum | 784957847 |
| Variance | 57.0098175 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2020 | 27591 | 7.0% |
| 2021 | 26959 | 6.9% |
| 2014 | 25073 | 6.4% |
| 2015 | 24720 | 6.3% |
| 2019 | 23959 | 6.1% |
| 2016 | 23834 | 6.1% |
| 2018 | 23531 | 6.0% |
| 2017 | 23339 | 5.9% |
| 2022 | 22296 | 5.7% |
| 2013 | 21507 | 5.5% |
| Other values (56) | 146955 |
| Value | Count | Frequency (%) |
| 2 | 1 | |
| 222 | 1 | |
| 1710 | 1 | |
| 1899 | 1 | |
| 1960 | 1 |
| Value | Count | Frequency (%) |
| 3025 | 1 | |
| 3014 | 1 | |
| 2203 | 1 | |
| 2109 | 1 | |
| 2106 | 1 |