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2024-04-02 22:17:19 | 2024-04-10 16:52:25 | 2024-04-10 16:52:25 | 2024-04-05 13:35:33 | Edouard Mathieu 46 | Edouard Mathieu 46 | 1 | Test scores of AI systems on various capabilities relative to human performance | Within each domain, the initial performance of the AI is set to –100. Human performance is used as a baseline, set to zero. When the AI’s performance crosses the zero line, it scored more points than humans. | For each capability, the first year always shows a baseline of –100, even if better performance was recorded later that year. | Test scores of AI systems on various capabilities relative to human performance () | {
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2024-01-05 16:03:49 | 2024-05-31 07:04:42 | 2024-05-31 07:04:42 | 2024-01-05 16:03:49 | Mojmir Vinkler 59 | Edouard Mathieu 46 | 1 | Total market capitalization of listed domestic companies as a share of GDP | End-of-year total market capitalization of listed domestic companies, divided by gross domestic product, expressed as a percentage. | Investment funds, unit trusts, and companies whose only business goal is to hold shares of other listed companies are excluded. | Total market capitalization of listed domestic companies as a share of GDP () | {
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2023-11-27 14:07:59 | 2024-05-26 13:19:23 | 2024-05-26 13:19:23 | 2023-11-27 14:09:09 | Edouard Mathieu 46 | Edouard Mathieu 46 | 1 | Unemployment rate | Share of the labor force without work but available for and seeking employment. | Unemployment rate (IMF) | {
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2023-11-23 16:56:46 | 2024-07-18 10:33:38 | 2024-07-18 10:33:38 | 2023-11-23 16:59:37 | Edouard Mathieu 46 | Edouard Mathieu 46 | 1 | Share of employment in agriculture, industry, and services | Distribution of total employment between the [agriculture](#dod:employment_agriculture), [industry](#dod:employment_industry), and [services](#dod:employment_services) sectors. This data consists of reported observations for some countries and estimates modeled by the source for others, and includes employment in the informal economy. | Share of employment in agriculture, industry, and services () | {
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2023-08-17 18:22:24 | 2024-07-25 13:04:31 | 2024-07-25 13:04:31 | 2023-09-01 14:02:39 | ETL 74 | Edouard Mathieu 46 | 1 | Annual patent applications related to AI per million people | Patents related to artificial intelligence submitted in the selected country's patent office, per million people in the population. | Annual patent applications related to AI per million people () | {
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2023-07-10 10:01:25 | 2024-07-17 16:46:48 | 2024-07-17 16:46:48 | 2023-09-01 13:36:10 | ETL 74 | Edouard Mathieu 46 | 1 | Training computation vs. parameters in notable AI systems, by researcher affiliation | Computation is measured in total petaFLOP, which is 10¹⁵ [floating-point operations](#dod:flop) estimated from AI literature, albeit with some uncertainty. Parameters are variables in an AI system whose values are adjusted during training to establish how input data gets transformed into the desired output. | Training computation vs. parameters in notable AI systems, by researcher affiliation () | {
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2023-07-08 12:24:07 | 2024-07-17 16:46:48 | 2024-07-17 16:46:48 | 2023-09-01 13:35:07 | ETL 74 | Edouard Mathieu 46 | 1 | Training computation vs. parameters in notable AI systems, by domain | Computation is measured in total petaFLOP, which is 10¹⁵ [floating-point operations](#dod:flop) estimated from AI literature, albeit with some uncertainty. Parameters are variables in an AI system whose values are adjusted during training to establish how input data gets transformed into the desired output. | Parameters are estimated based on published results in the AI literature and come with some uncertainty. The authors expect the estimates to be correct within a factor of 10. | Training computation vs. parameters in notable AI systems, by domain () | {
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2023-06-30 14:45:48 | 2024-04-08 12:13:54 | 2023-08-18 08:20:18 | 2023-06-30 14:45:55 | Fiona Spooner 54 | Edouard Mathieu 46 | 1 | Proportion of countries with migration policies that facilitate orderly, safe, regular and responsible migration and mobility of people | The United Nations measures whether national migration policies meet International Organization for Migration criteria in various policy domains, to ensure orderly, safe, regular, and responsible migration. | Proportion of countries with migration policies that facilitate orderly, safe, regular and responsible migration and mobility of people () | {
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2023-05-19 14:23:51 | 2024-04-08 12:13:54 | 2023-08-18 08:07:38 | 2023-06-21 14:44:32 | Fiona Spooner 54 | Edouard Mathieu 46 | 1 | Share in multidimensional poverty according to national definitions | This data is not comparable across countries, as national definitions of multidimensional poverty vary widely. | Share in multidimensional poverty according to national definitions () | {
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2023-05-05 17:22:22 | 2024-05-31 07:02:50 | 2024-05-31 07:02:50 | 2023-05-05 17:23:20 | Mojmir Vinkler 59 | Edouard Mathieu 46 | 1 | Annual patent applications | Each country's data includes patent applications for which the first-named applicant is a country resident. | Annual patent applications () | {
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2023-05-03 13:49:41 | 2024-04-17 13:00:58 | 2024-04-17 12:21:14 | 2023-05-03 13:58:25 | Edouard Mathieu 46 | Edouard Mathieu 46 | 1 | Record number of quantum bits per processor | Highest number of [quantum bits](#dod:qubits) in a single circuit-based quantum processor over time. | Record number of quantum bits per processor () | {
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2023-03-16 17:06:23 | 2024-04-08 12:13:54 | 2023-03-16 17:59:14 | 2023-03-16 17:12:13 | Edouard Mathieu 46 | Edouard Mathieu 46 | 1 | Technology and infrastructure diffusion in the United States | Technology and infrastructure diffusion in the United States () | {
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2023-03-16 16:57:41 | 2024-04-08 12:13:54 | 2023-03-16 17:59:10 | 2023-03-16 17:12:15 | Edouard Mathieu 46 | Edouard Mathieu 46 | 1 | Technology and infrastructure diffusion in the United Kingdom | Technology and infrastructure diffusion in the United Kingdom () | {
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2023-01-05 11:19:50 | 2024-04-08 12:13:54 | 2024-01-03 16:43:34 | 2023-01-05 13:21:05 | Edouard Mathieu 46 | Edouard Mathieu 46 | 1 | Cumulative number of gravitational wave observations | [Gravitational wave](#dod:gravitational_waves) observations confidently detected by the world's three largest gravitational wave interferometers: LIGO (United States), Virgo (Italy), and KAGRA (Japan). | Cumulative number of gravitational wave observations () | {
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2022-12-20 15:16:23 | 2024-04-08 12:13:54 | 2022-12-20 15:19:52 | 2022-12-20 15:19:52 | Edouard Mathieu 46 | Edouard Mathieu 46 | 1 | Share of US adults who use the Internet, by age | Share of US adults who use the Internet, by age () | {
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2022-12-20 13:39:28 | 2024-05-31 07:02:00 | 2024-05-31 07:02:00 | 2022-12-20 13:41:38 | Mojmir Vinkler 59 | Edouard Mathieu 46 | 1 | Landline phone subscriptions | Landline phone subscriptions () | {
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2022-12-20 13:31:45 | 2024-05-31 07:02:00 | 2024-05-31 07:02:00 | 2022-12-20 13:34:53 | Mojmir Vinkler 59 | Edouard Mathieu 46 | 1 | Landline Internet subscriptions | Subscriptions to fixed access to the public Internet with a download speed of at least 256 kbit/s. | Landline Internet subscriptions () | {
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2022-10-13 17:04:36 | 2024-04-08 12:13:54 | 2024-03-29 10:26:57 | 2022-10-13 17:04:36 | Edouard Mathieu 46 | Edouard Mathieu 46 | 1 | Share of students at the end of primary education achieving minimum reading proficiency | Minimum proficiency for the end of [primary](#dod:primary-education) education is defined as: _"Students interpret and give some explanations about the main and secondary ideas in different types of texts. They establish connections between main ideas on a text and their personal experiences as well as general knowledge"_. | Data from international providers and national agencies. Learning outcomes over time should still be interpreted with caution. | Share of students at the end of primary education achieving minimum reading proficiency () | {
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2022-10-10 11:57:19 | 2024-06-17 15:49:31 | 2024-06-17 15:49:31 | 2022-10-10 12:11:13 | Pablo Arriagada 62 | Edouard Mathieu 46 | 1 | People living in countries with marriage for same-sex partners | People living in countries with marriage for same-sex partners (Pew Research Center) | {
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2022-06-13 08:04:51 | 2024-07-11 12:54:03 | 2024-07-11 12:54:03 | 2022-06-13 20:29:57 | Edouard Mathieu 46 | Edouard Mathieu 46 | 1 | Cumulative number of exoplanets discovered, by method | Cumulative number of planets discovered outside the Solar System, broken down by their first identification method: [transit](#dod:exoplanet_transit), [radial velocity](#dod:exoplanet_radial_velocity), [microlensing](#dod:exoplanet_microlensing), or other. | Cumulative number of exoplanets discovered, by method () | {
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2022-06-10 11:26:50 | 2024-04-08 12:13:54 | 2024-01-03 18:56:49 | 2022-06-13 20:30:13 | Edouard Mathieu 46 | Edouard Mathieu 46 | 1 | Payloads and rocket bodies in space, by orbit | Debris from launches or collisions is not counted. Objects are subtracted from the time series after they have reentered the Earth's atmosphere. | [Low Earth orbit](#dod:low_earth_orbit) is defined here by a closest approach to Earth below 2,000 kilometers; [medium Earth orbit](#dod:medium_earth_orbit) between 2,000 and 35,586 kilometers; [geostationary orbit](#dod:geostationary_orbit) between 35,586 and 35,986 kilometers; [high Earth orbit](#dod:high_earth_orbit) above 35,986 kilometers. | Payloads and rocket bodies in space, by orbit () | {
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2022-06-10 11:23:28 | 2024-04-08 12:13:54 | 2024-01-03 18:57:37 | 2022-06-13 20:29:50 | Edouard Mathieu 46 | Edouard Mathieu 46 | 1 | Tracked objects in low Earth orbit, by type | Objects are subtracted from the time series after they have reentered the Earth's atmosphere. Not all objects are tracked: in 2021, the European Space Agency estimated there were more than 130 million space debris objects larger than 1 millimeter. | [Low Earth orbit](#dod:low_earth_orbit) is defined by a point of closest approach to Earth below 2,000 kilometers. Debris are assigned to the launch date of the original object from which they were separated. | Tracked objects in low Earth orbit, by type () | {
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2022-06-09 17:40:39 | 2024-04-08 12:13:54 | 2023-11-15 00:31:36 | 2022-06-13 20:29:15 | Edouard Mathieu 46 | Edouard Mathieu 46 | 1 | Annual budget of NASA | This data is expressed in US dollars, adjusted for inflation. | This data is expressed in constant 2020 US$. | Annual budget of NASA () | {
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2022-06-09 16:10:06 | 2024-04-08 12:13:54 | 2023-03-03 10:52:35 | 2022-06-13 20:29:31 | Edouard Mathieu 46 | Edouard Mathieu 46 | 1 | Cost of space launches to low Earth orbit | Cost to launch one kilogram of payload mass to [low Earth orbit](#dod:low_earth_orbit) as part of a dedicated launch. This data is adjusted for inflation. | Small vehicles carry up to 2,000 kg to [low Earth orbit](#dod:low_earth_orbit), medium ones between 2,000 and 20,000 kg, and heavy ones more than 20,000 kg. | Cost of space launches to low Earth orbit () | {
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2022-06-07 12:58:30 | 2024-04-08 12:13:54 | 2024-01-04 10:07:52 | 2022-06-13 20:30:01 | Edouard Mathieu 46 | Edouard Mathieu 46 | 1 | Cumulative number of people who have been to space | For individuals who went to space multiple times, only the first visit is counted. Country-level data is assigned according to the individual's nationality. | Cumulative number of people who have been to space () | {
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2022-06-06 14:57:35 | 2024-04-08 12:13:54 | 2024-01-04 10:07:51 | 2022-06-13 20:30:06 | Edouard Mathieu 46 | Edouard Mathieu 46 | 1 | Cumulative number of human visits to space | For individuals who went to space multiple times, each visit is counted. Country-level data is assigned according to the individual's nationality. | Cumulative number of human visits to space () | {
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2022-04-19 10:39:42 | 2024-04-08 12:13:54 | 2024-02-06 12:57:58 | 2022-05-03 17:30:27 | Veronika Samborska 72 | Edouard Mathieu 46 | 1 | Chess ability of the best computers | Chess ability is measured with the Elo rating system, which is calculated based on game results. A higher rating indicates that a player is more likely to win a game. | Chess ability of the best computers () | {
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2022-03-03 15:44:08 | 2024-04-08 12:13:54 | 2023-11-30 17:55:05 | 2022-03-03 15:46:22 | Pablo Arriagada 62 | Edouard Mathieu 46 | 1 | Share of people who trust science | Share of respondents who answered "a lot" or "some" to the question: "How much do you trust science?" | Share of people who trust science () | {
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2022-03-03 15:38:02 | 2024-04-08 12:13:54 | 2024-01-11 13:55:37 | 2022-03-03 15:42:11 | Edouard Mathieu 46 | Edouard Mathieu 46 | 1 | Share of people who trust journalists in their country | Share of respondents who answered "a lot" or "some" to the question: "How much do you trust journalists in your country?" | Share of people who trust journalists in their country () | {
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2022-01-24 19:25:20 | 2024-07-17 09:55:29 | 2024-07-17 09:55:29 | 2022-01-24 19:30:48 | Pablo Rosado 58 | Edouard Mathieu 46 | 1 | National average learning outcomes | Learning outcomes in 2015, measured against outcomes in 1985. Average scores across standardized, psychometrically-robust international and regional student achievement tests. | National average learning outcomes (1985 vs. 2015) | {
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2022-01-11 12:02:25 | 2024-04-08 12:13:54 | 2023-08-04 10:32:06 | 2022-01-11 12:02:45 | Mojmir Vinkler 59 | Edouard Mathieu 46 | 1 | COVID-19: Where are the world's unvaccinated people? | Total number of people of all ages who have not received any dose of a COVID-19 vaccine. | COVID-19: Where are the world's unvaccinated people? () | {
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2022-01-10 14:01:37 | 2024-07-31 15:43:29 | 2024-07-31 15:43:29 | 2022-01-10 14:09:38 | ETL 74 | Edouard Mathieu 46 | 1 | How do key COVID-19 metrics compare to the early 2021 peak in Spain? | Each metric is shown as a percentage of its peak value in early 2021, and is shifted to account for the observed delay between case confirmation, hospital admission, ICU admission, and death. | How do key COVID-19 metrics compare to the early 2021 peak in Spain? () | {
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2022-01-07 16:21:25 | 2024-07-31 15:43:28 | 2024-07-31 15:43:28 | 2022-01-08 16:11:31 | ETL 74 | Edouard Mathieu 46 | 1 | How do key COVID-19 metrics compare to the early 2021 peak in Israel? | Each metric is shown as a percentage of its peak value in early 2021, and is shifted to account for the observed delay between case confirmation, hospital admission, ICU admission, and death. | How do key COVID-19 metrics compare to the early 2021 peak in Israel? () | {
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2022-01-07 11:48:23 | 2024-04-08 12:13:54 | 2023-08-04 10:23:12 | 2022-01-07 14:08:28 | Mojmir Vinkler 59 | Edouard Mathieu 46 | 1 | How do key COVID-19 metrics compare to the early 2021 peak? | Each metric is shown as a percentage of its peak value in early 2021, and is shifted to account for the observed delay between case confirmation, hospitalization, ventilation, and death. | How do key COVID-19 metrics compare to the early 2021 peak? () | {
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2021-10-27 16:04:22 | 2024-05-22 10:24:10 | 2024-05-22 10:24:10 | 2021-10-27 16:18:15 | Edouard Mathieu 46 | Edouard Mathieu 46 | 1 | Annual GDP growth | Annual percent change in [gross domestic product](#dod:gdp). This data is adjusted for inflation. | Annual GDP growth (IMF) | {
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2021-10-04 17:17:28 | 2024-07-17 09:55:23 | 2024-07-17 09:55:23 | 2021-10-14 08:47:10 | Pablo Rosado 58 | Edouard Mathieu 46 | 1 | COVID-19 vaccination coverage worldwide | Share of people who received at least one dose of COVID-19 vaccine. | COVID-19 vaccination coverage worldwide (Marimekko) | {
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2021-09-30 12:01:49 | 2024-04-08 12:13:54 | 2023-04-26 08:07:55 | 2021-09-30 12:04:19 | Sophia Mersmann 70 | Edouard Mathieu 46 | 1 | COVID-19 vaccine doses donated to COVAX, per dose administered | Doses donated to the COVAX initiative by each country, per dose administered domestically. | COVAX is a worldwide initiative aimed at equitable access to COVID-19 vaccines. It is directed by Gavi, CEPI, and the WHO. Gross domestic product is expressed in U.S. Dollars; it is sourced from the World Bank and OECD. | COVID-19 vaccine doses donated to COVAX, per dose administered () | {
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2021-09-29 16:21:23 | 2024-04-08 12:13:54 | 2023-08-04 10:31:50 | 2021-09-29 16:26:36 | Mojmir Vinkler 59 | Edouard Mathieu 46 | 1 | Share of global daily COVID-19 vaccine doses administered as boosters | 14-day rolling average. Booster doses are doses administered beyond those prescribed by the original vaccination protocol. | Share of global daily COVID-19 vaccine doses administered as boosters () | {
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2021-09-24 13:20:29 | 2024-04-08 12:13:54 | 2023-08-04 10:31:45 | 2021-09-24 13:22:49 | Mojmir Vinkler 59 | Edouard Mathieu 46 | 1 | COVID-19 vaccine boosters administered per 100 people | Total number of vaccine booster doses administered, divided by the total population of the country. Booster doses are doses administered beyond those prescribed by the original vaccination protocol. | COVID-19 vaccine boosters administered per 100 people () | {
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2021-09-13 12:40:20 | 2024-04-08 12:13:54 | 2023-04-26 08:07:22 | 2021-09-13 17:11:04 | Sophia Mersmann 70 | Edouard Mathieu 46 | 1 | COVID-19 vaccine doses donated to COVAX, per million dollars of GDP | Doses donated to the COVAX initiative by each country, per million dollars of GDP of the donating country. | COVAX is a worldwide initiative aimed at equitable access to COVID-19 vaccines. It is directed by Gavi, CEPI, and the WHO. Gross domestic product is expressed in U.S. Dollars; it is sourced from the World Bank and OECD. | COVID-19 vaccine doses donated to COVAX, per million dollars of GDP () | {
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2021-09-13 11:35:21 | 2024-04-08 12:13:54 | 2023-04-26 08:07:04 | 2021-09-13 17:10:59 | Sophia Mersmann 70 | Edouard Mathieu 46 | 1 | COVID-19 vaccine doses donated to COVAX | Doses donated to the COVAX initiative by each country. | COVAX is a worldwide initiative aimed at equitable access to COVID-19 vaccines. It is directed by Gavi, CEPI, and the WHO. | COVID-19 vaccine doses donated to COVAX () | {
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2021-09-04 06:16:38 | 2024-04-15 18:27:30 | 2024-04-15 18:27:30 | 2021-09-04 06:23:29 | Pablo Arriagada 62 | Edouard Mathieu 46 | 1 | Number of people living in extreme poverty | Extreme poverty is defined as living below the International Poverty Line of $2.15 per day. This data is adjusted for inflation and for differences in the cost of living between countries. | This data is expressed in [international-$](#dod:int_dollar_abbreviation) at 2017 prices. Depending on the country and year, it relates to income measured after taxes and benefits, or to consumption, [per capita](#dod:per-capita). | Number of people living in extreme poverty (Line chart) | {
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2021-07-20 13:38:33 | 2024-04-08 12:13:54 | 2023-01-03 11:47:55 | 2021-07-20 13:38:33 | Hannah Ritchie 14 | Edouard Mathieu 46 | 1 | Annual per capita consumption of books | A book is defined as a published title with more than 49 pages. | Observations are plotted at the midpoint of the 50-year-period they refer to. | Annual per capita consumption of books () | {
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2021-07-20 13:37:14 | 2024-04-08 12:13:54 | 2023-01-03 11:47:37 | 2021-07-20 13:37:14 | Hannah Ritchie 14 | Edouard Mathieu 46 | 1 | Production of printed books per half century | A book is defined as a published title with more than 49 pages. | Observations are plotted at the midpoint of the 50-year-period they refer to. | Production of printed books per half century () | {
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2021-07-20 13:29:12 | 2024-04-08 12:13:54 | 2023-01-03 11:19:20 | 2021-07-20 13:29:12 | Hannah Ritchie 14 | Edouard Mathieu 46 | 1 | Manuscript production per century, 6th to 15th century | Data is shown for the start year of the century they refer to e.g. '500' is production in the 6th century. | Manuscript production per century, 6th to 15th century () | {
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2020-04-03 16:00:13 | 2024-04-19 17:01:53 | 2024-04-19 17:01:53 | 2024-01-09 17:17:15 | Edouard Mathieu 46 | Edouard Mathieu 46 | 1 | Critical care beds per 1,000 people | Critical care beds are the sum of intensive care beds, and intermediate care beds (ICU and IMCU beds). | This is an ongoing project to build a global dataset of healthcare capacity. If you know of data which is not yet included, please submit it here: https://docs.google.com/spreadsheets/d/1nSDwFWmnqvcP5Ut_epcntxjZrR8PcnU6enupT8G5d0s/edit | Critical care beds per 1,000 people () | {
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2017-08-14 09:53:13 | 2024-07-17 09:50:34 | 2024-07-17 09:50:34 | 2023-05-23 10:30:21 | Pablo Rosado 58 | Edouard Mathieu 46 | 1 | Land use vs. yield change in cereal production | Indexed change in land used for cereal production versus cereal yields, from 1961 to 2014. Both indexes are measured relative to values in 1961 (i.e. 1961 = 100). | Land use vs. yield change in cereal production () | {
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Advanced export
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