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2022-11-29 13:20:32 | 2024-07-02 19:13:57 | 2024-07-02 19:13:57 | 2022-12-01 11:41:43 | ETL 74 | Charlie Giattino 48 | 1 | Annual global corporate investment in artificial intelligence, by type | This data is expressed in US dollars, adjusted for inflation. | Data is expressed in constant 2021 US$. Inflation adjustment is based on the US Consumer Price Index (CPI). | Annual global corporate investment in artificial intelligence, by type () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "owid-distinct", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 43, "logo": "owid", "entityType": "type", "facettingLabelByYVariables": "metric", "addCountryMode": "disabled", "compareEndPointsOnly": false, "type": "StackedBar", "hasMapTab": false, "stackMode": "absolute", "minTime": "earliest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "types", "missingDataStrategy": "auto", "id": 6285, "note": "Data is expressed in constant 2021 US$. Inflation adjustment is based on the US Consumer Price Index (CPI).", "slug": "corporate-investment-in-artificial-intelligence-by-type", "title": "Annual global corporate investment in artificial intelligence, by type", "subtitle": "This data is expressed in US dollars, adjusted for inflation.", "originUrl": "https://ourworldindata.org/artificial-intelligence", "dimensions": [ { "property": "y", "variableId": 946939 } ], "sourceDesc": "NetBase Quid via AI Index Report (2023)", "variantName": "", "selectedEntityNames": [ " Merger/acquisition", "Private investment", "Public offering", "Minority stake" ], "selectedEntityColors": { "Minority Stake": "#883039", "Public Offering": "#4c6a9c", "Merger/Acquisition": "#b13507", "Private Investment": "#578145" } } |
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2022-11-27 18:08:21 | 2024-07-10 09:51:26 | 2024-07-10 09:51:26 | 2022-12-01 13:44:14 | Veronika Samborska 72 | Charlie Giattino 48 | 1 | Newly-funded artificial intelligence companies | Newly-funded AI companies in each year that received an investment of more than $1.5 million (not adjusted for inflation). | Newly-funded artificial intelligence companies () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 36, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "add-country", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": false, "stackMode": "absolute", "minTime": "earliest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "auto", "id": 6281, "slug": "newly-funded-artificial-intelligence-companies", "title": "Newly-funded artificial intelligence companies", "subtitle": "Newly-funded AI companies in each year that received an investment of more than $1.5 million (not adjusted for inflation).", "originUrl": "http://ourworldindata.org/artificial-intelligence", "dimensions": [ { "property": "y", "variableId": 946936 } ], "sourceDesc": "NetBase Quid via AI Index Report (2022)", "selectedEntityNames": [ "European Union and United Kingdom", "United States", "China", "World" ] } |
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2022-10-27 09:03:20 | 2024-07-10 09:36:01 | 2024-07-10 09:36:01 | 2022-12-01 13:47:02 | ETL 74 | Charlie Giattino 48 | 1 | Share of women among new computer science PhDs, United States and Canada | Since 2004, total response rates for the Taulbee Survey have ranged between 61–83%. This means that not every graduate is included, and the share who are varies from year to year. | Share of women among new computer science PhDs, United States and Canada () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": true, "hideLogo": false, "hideTimeline": true, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 34, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "disabled", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": false, "stackMode": "absolute", "minTime": "earliest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "auto", "id": 6250, "note": "Since 2004, total response rates for the Taulbee Survey have ranged between 61\u201383%. This means that not every graduate is included, and the share who are varies from year to year.", "slug": "share-new-artificial-intelligence-cs-phds-female", "title": "Share of women among new computer science PhDs, United States and Canada", "originUrl": "http://ourworldindata.org/artificial-intelligence", "dimensions": [ { "property": "y", "variableId": 949116 } ], "sourceDesc": "Computing Research Association via AI Index Report (2022)", "hideRelativeToggle": false, "selectedEntityNames": [ "United States and Canada" ] } |
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2022-10-26 21:45:56 | 2024-07-10 09:36:00 | 2024-07-10 09:36:00 | 2022-12-01 13:46:24 | ETL 74 | Charlie Giattino 48 | 1 | Employer of new AI PhDs in the United States and Canada | Only includes PhDs who graduated in the given year; who specialized in artificial intelligence from academic units of computer science, computer engineering, and information that responded to the Computing Research Association's Taulbee Survey; and who gained employment in government, academia, or industry. | Since 2004, total response rates for the Taulbee Survey have ranged between 61–83%. This means that not every graduate is included, and the share who are varies from year to year. | Employer of new AI PhDs in the United States and Canada () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "owid-distinct", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 41, "logo": "owid", "entityType": "employer", "facettingLabelByYVariables": "metric", "addCountryMode": "add-country", "compareEndPointsOnly": false, "type": "StackedArea", "hasMapTab": false, "stackMode": "absolute", "minTime": "earliest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "employers", "missingDataStrategy": "auto", "id": 6244, "note": "Since 2004, total response rates for the Taulbee Survey have ranged between 61\u201383%. This means that not every graduate is included, and the share who are varies from year to year.", "slug": "employer-new-artificial-intelligence-phds-stacked-area", "title": "Employer of new AI PhDs in the United States and Canada", "subtitle": "Only includes PhDs who graduated in the given year; who specialized in artificial intelligence from academic units of computer science, computer engineering, and information that responded to the Computing Research Association's Taulbee Survey; and who gained employment in government, academia, or industry.", "originUrl": "http://ourworldindata.org/artificial-intelligence", "dimensions": [ { "display": { "name": "Government", "includeInTable": true }, "property": "y", "variableId": 949117 }, { "display": { "name": "Academia", "includeInTable": true }, "property": "y", "variableId": 949115 }, { "display": { "name": "Industry", "includeInTable": true }, "property": "y", "variableId": 949118 } ], "sourceDesc": "Computing Research Association via AI Index Report (2022)", "variantName": "", "hideRelativeToggle": false, "selectedEntityNames": [ "United States and Canada" ] } |
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2022-10-26 08:55:35 | 2024-07-17 16:46:47 | 2024-07-17 16:46:47 | 2022-12-01 13:41:53 | ETL 74 | Charlie Giattino 48 | 1 | Affiliation of research teams building notable AI systems, by year of publication | Describes the sector where the authors of a notable AI system have their primary affiliations. | A research collective is a group of AI researchers not organized under an academic or industry affiliation. Systems are defined as "notable" by the authors based on several criteria, such as advancing the state of the art or being of historical importance. | Affiliation of research teams building notable AI systems, by year of publication () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "OwidCategoricalB", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 153, "logo": "owid", "entityType": "affiliation", "facettingLabelByYVariables": "metric", "addCountryMode": "add-country", "compareEndPointsOnly": false, "type": "StackedBar", "hasMapTab": false, "stackMode": "absolute", "minTime": "earliest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "affiliations", "missingDataStrategy": "auto", "id": 6241, "note": "A research collective is a group of AI researchers not organized under an academic or industry affiliation. Systems are defined as \"notable\" by the authors based on several criteria, such as advancing the state of the art or being of historical importance.", "slug": "affiliation-researchers-building-artificial-intelligence-systems-all", "title": "Affiliation of research teams building notable AI systems, by year of publication", "subtitle": "Describes the sector where the authors of a notable AI system have their primary affiliations.", "originUrl": "http://ourworldindata.org/artificial-intelligence", "dimensions": [ { "property": "y", "variableId": 953914 } ], "variantName": "", "timelineMaxTime": 2023, "selectedEntityNames": [ "Other", "Academia", "Academia and industry collaboration", "Industry" ], "selectedEntityColors": { "Collaboration": "#f5c2ff", "Not specified": "#99979f" } } |
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2022-10-24 13:08:19 | 2024-07-29 17:27:43 | 2024-07-29 17:27:43 | 2022-12-01 13:44:42 | ETL 74 | Charlie Giattino 48 | 1 | Share of companies using artificial intelligence technology | Companies represent a range of industries, sizes, functional specialties, and tenures. To adjust for differences in response rates, the data are weighted by the contribution of each respondent’s nation to global GDP. | Share of companies using artificial intelligence technology () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 35, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "disabled", "compareEndPointsOnly": false, "type": "SlopeChart", "hasMapTab": false, "stackMode": "absolute", "minTime": 2021, "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "auto", "id": 6219, "note": "Companies represent a range of industries, sizes, functional specialties, and tenures. To adjust for differences in response rates, the data are weighted by the contribution of each respondent\u2019s nation to global GDP.", "slug": "share-companies-using-artificial-intelligence", "title": "Share of companies using artificial intelligence technology", "originUrl": "http://ourworldindata.org/artificial-intelligence", "dimensions": [ { "property": "y", "variableId": 959834 } ], "sourceDesc": "McKinsey & Company Survey via AI Index (2023, 2024)", "hideRelativeToggle": false, "selectedEntityNames": [ "Europe", "North America", "All geographies", "Asia-Pacific", "Developing markets", "Greater China (incl. Hong Kong, Taiwan)" ], "selectedEntityColors": { "Europe": "#6d3e91", "Asia-Pacific": "#286bbb", "North America": "#c05917", "All geographies": "#58ac8c", "Developing markets": "#883039", "Greater China (incl. Hong Kong, Taiwan)": "#bc8e5a" } } |
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2022-10-01 18:05:57 | 2024-04-08 12:13:54 | 2022-12-01 13:39:23 | 2022-12-01 13:39:23 | Charlie Giattino 48 | Charlie Giattino 48 | 1 | Protein folding prediction accuracy | Median accuracy of predictions in the free modeling category for the best team in each year's Critical Assessment of Protein Structure (CASP) competition. Ranges from 0–100 (100 = best). Large advances were made in 2018 and 2020 by [DeepMind's AlphaFold](https://www.deepmind.com/research/highlighted-research/alphafold) AI systems. | Measured using best-of-5 Global Distance Test, which scores the similarity between a predicted protein structure and the actual structure. | Protein folding prediction accuracy () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": true, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 35.0, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "add-country", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": false, "stackMode": "absolute", "minTime": "earliest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "auto", "id": 6063, "note": "Measured using best-of-5 Global Distance Test, which scores the similarity between a predicted protein structure and the actual structure.", "slug": "protein-folding-prediction-accuracy", "title": "Protein folding prediction accuracy", "subtitle": "Median accuracy of predictions in the free modeling category for the best team in each year's Critical Assessment of Protein Structure (CASP) competition. Ranges from 0\u2013100 (100 = best).\nLarge advances were made in 2018 and 2020 by [DeepMind's AlphaFold](https://www.deepmind.com/research/highlighted-research/alphafold) AI systems.", "originUrl": "http://ourworldindata.org/artificial-intelligence", "dimensions": [ { "property": "y", "variableId": 526995 } ], "sourceDesc": "DeepMind via AI Index Report (2021)", "selectedEntityNames": [ "Best team" ] } |
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2022-09-29 16:10:11 | 2024-07-02 19:13:57 | 2024-07-02 19:13:57 | 2022-12-01 13:45:10 | ETL 74 | Charlie Giattino 48 | 1 | Share of artificial intelligence jobs among all job postings | A job posting is considered an AI job if it requests one or more AI skills, e.g., "natural language processing", "neural networks", "machine learning", or "robotics". | Share of artificial intelligence jobs among all job postings () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 32, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "add-country", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": true, "stackMode": "absolute", "minTime": 2013, "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "auto", "id": 6060, "slug": "share-artificial-intelligence-job-postings", "title": "Share of artificial intelligence jobs among all job postings", "subtitle": "A job posting is considered an AI job if it requests one or more AI skills, e.g., \"natural language processing\", \"neural networks\", \"machine learning\", or \"robotics\".", "originUrl": "http://ourworldindata.org/artificial-intelligence", "dimensions": [ { "property": "y", "variableId": 946938 } ], "selectedEntityNames": [ "United States", "United Kingdom", "Austria", "Italy", "Netherlands", "New Zealand", "Spain", "Sweden" ] } |
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2022-09-29 12:51:59 | 2024-07-10 09:35:59 | 2024-07-10 09:35:59 | 2022-12-01 13:47:57 | ETL 74 | Charlie Giattino 48 | 1 | Cumulative AI-related bills passed into law since 2016, as of 2023 | Bills passed into law by national legislative bodies (e.g., congress, parliament) with the keyword “artificial intelligence” (translated to the respective languages) in the title or body of the bill. | For example, the [Identifying Outputs of Generative Adversarial Networks Act](https://www.govinfo.gov/content/pkg/PLAW-116publ258/pdf/PLAW-116publ258.pdf) passed into law by the US Congress. | Cumulative AI-related bills passed into law since 2016, as of 2023 () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "map", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 38, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "add-country", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": true, "stackMode": "absolute", "minTime": "earliest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "auto", "id": 6058, "note": "For example, the [Identifying Outputs of Generative Adversarial Networks Act](https://www.govinfo.gov/content/pkg/PLAW-116publ258/pdf/PLAW-116publ258.pdf) passed into law by the US Congress.", "slug": "cumulative-number-artificial-intelligence-bills-passed", "title": "Cumulative AI-related bills passed into law since 2016, as of 2023", "subtitle": "Bills passed into law by national legislative bodies (e.g., congress, parliament) with the keyword \u201cartificial intelligence\u201d (translated to the respective languages) in the title or body of the bill.", "originUrl": "http://ourworldindata.org/artificial-intelligence", "dimensions": [ { "property": "y", "variableId": 949113 } ], "selectedEntityNames": [ "United States", "Spain", "Russia", "Portugal", "United Kingdom", "China" ] } |
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2022-09-29 12:11:49 | 2024-07-02 20:02:29 | 2024-07-02 20:02:29 | 2022-12-01 13:43:49 | Veronika Samborska 72 | Charlie Giattino 48 | 1 | Annual private investment in artificial intelligence, by focus area | Includes companies that received more than $1.5 million in investment. This data is expressed in US dollars, adjusted for inflation. | Data is expressed in constant 2021 US$. Inflation adjustment is based on the US Consumer Price Index (CPI). | Annual private investment in artificial intelligence, by focus area (NetBase Quid) | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "entity", "isPublished": true, "invertColorScheme": false, "version": 49, "logo": "owid", "entityType": "focus area", "facettingLabelByYVariables": "country or region", "addCountryMode": "add-country", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": false, "stackMode": "absolute", "minTime": "earliest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "focus area", "missingDataStrategy": "auto", "id": 6057, "note": "Data is expressed in constant 2021 US$. Inflation adjustment is based on the US Consumer Price Index (CPI).", "slug": "private-investment-in-artificial-intelligence-by-focus-area", "title": "Annual private investment in artificial intelligence, by focus area", "subtitle": "Includes companies that received more than $1.5 million in investment. This data is expressed in US dollars, adjusted for inflation.", "originUrl": "http://ourworldindata.org/artificial-intelligence", "dimensions": [ { "display": { "name": "United States", "includeInTable": true }, "property": "y", "variableId": 946941 }, { "display": { "name": "World", "includeInTable": true }, "property": "y", "variableId": 946943 }, { "display": { "name": "European Union and United Kingdom", "includeInTable": true }, "property": "y", "variableId": 946942 }, { "display": { "name": "China", "includeInTable": true }, "property": "y", "variableId": 946940 } ], "sourceDesc": "NetBase Quid via AI Index Report (2023)", "variantName": "NetBase Quid", "hideRelativeToggle": false, "selectedEntityNames": [ "Medical and healthcare", "AI infrastructure and governance", "Facial recognition", "Drones" ] } |
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2022-09-29 11:47:21 | 2024-07-02 19:13:56 | 2024-07-02 19:13:56 | 2022-12-01 13:43:28 | ETL 74 | Charlie Giattino 48 | 1 | Annual private investment in artificial intelligence | Includes companies that received more than $1.5 million in investment. This data is expressed in US dollars, adjusted for inflation. | Data is expressed in constant 2021 US$. Inflation adjustment is based on the US Consumer Price Index (CPI). | Annual private investment in artificial intelligence (NetBase Quid) | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 47, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "change-country", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": false, "stackMode": "absolute", "minTime": "earliest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "auto", "id": 6056, "note": "Data is expressed in constant 2021 US$. Inflation adjustment is based on the US Consumer Price Index (CPI).", "slug": "private-investment-in-artificial-intelligence", "title": "Annual private investment in artificial intelligence", "subtitle": "Includes companies that received more than $1.5 million in investment. This data is expressed in US dollars, adjusted for inflation.", "originUrl": "http://ourworldindata.org/artificial-intelligence", "dimensions": [ { "display": { "name": "China", "includeInTable": true }, "property": "y", "variableId": 946940 }, { "display": { "name": "United States", "includeInTable": true }, "property": "y", "variableId": 946941 }, { "display": { "name": "European Union and United Kingdom", "includeInTable": true }, "property": "y", "variableId": 946942 }, { "display": { "name": "World", "includeInTable": true }, "property": "y", "variableId": 946943 } ], "sourceDesc": "NetBase Quid via AI Index Report (2023)", "variantName": "NetBase Quid", "selectedEntityNames": [ "Total" ] } |
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2022-07-12 20:07:47 | 2024-07-29 11:40:13 | 2024-07-29 11:40:13 | 2022-12-01 13:40:50 | ETL 74 | Charlie Giattino 48 | 1 | GPU computational performance per dollar | FLOP/s values refer to 32-bit (full) precision. Data is expressed in constant 2023 US$. Inflation adjustment is based on the US Consumer Price Index (CPI). | GPU computational performance per dollar () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 152, "logo": "owid", "entityType": "GPU", "facettingLabelByYVariables": "metric", "addCountryMode": "add-country", "compareEndPointsOnly": false, "type": "ScatterPlot", "hasMapTab": false, "stackMode": "absolute", "minTime": "earliest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "GPUs", "missingDataStrategy": "auto", "id": 5885, "note": "FLOP/s values refer to 32-bit (full) precision. Data is expressed in constant 2023 US$. Inflation adjustment is based on the US Consumer Price Index (CPI).", "slug": "gpu-price-performance", "title": "GPU computational performance per dollar", "originUrl": "http://ourworldindata.org/artificial-intelligence", "dimensions": [ { "display": { "name": "FLOP/s/$", "unit": "FLOP/s/$", "shortUnit": "", "includeInTable": true }, "property": "y", "variableId": 959817 }, { "property": "color", "variableId": 959815 } ] } |
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2022-07-10 11:38:33 | 2024-07-17 16:46:47 | 2024-07-17 16:46:47 | 2022-12-01 13:42:53 | ETL 74 | Charlie Giattino 48 | 1 | Datapoints used to train notable artificial intelligence systems | Each domain has a specific data point unit; for example, for vision it is images, for language it is words, and for games it is timesteps. This means systems can only be compared directly within the same domain. | Datapoints used to train notable artificial intelligence systems () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 182, "logo": "owid", "entityType": "system", "facettingLabelByYVariables": "metric", "addCountryMode": "add-country", "compareEndPointsOnly": false, "type": "ScatterPlot", "hasMapTab": false, "stackMode": "absolute", "minTime": "earliest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "systems", "missingDataStrategy": "auto", "id": 5881, "slug": "artificial-intelligence-number-training-datapoints", "title": "Datapoints used to train notable artificial intelligence systems", "subtitle": "Each domain has a specific data point unit; for example, for vision it is images, for language it is words, and for games it is timesteps. This means systems can only be compared directly within the same domain.", "originUrl": "http://ourworldindata.org/artificial-intelligence", "dimensions": [ { "property": "y", "variableId": 953910 }, { "property": "color", "variableId": 953913 } ] } |
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2022-07-09 10:07:24 | 2024-07-17 16:46:46 | 2024-07-17 16:46:46 | 2022-12-01 13:41:20 | ETL 74 | Charlie Giattino 48 | 1 | Parameters in notable artificial intelligence systems | Parameters are variables in an AI system whose values are adjusted during training to establish how input data gets transformed into the desired output; for example, the connection weights in an artificial neural network. | 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. | Parameters in notable artificial intelligence systems () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 166, "logo": "owid", "entityType": "system", "facettingLabelByYVariables": "metric", "addCountryMode": "add-country", "compareEndPointsOnly": false, "type": "ScatterPlot", "hasMapTab": false, "stackMode": "absolute", "minTime": "earliest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "systems", "missingDataStrategy": "auto", "id": 5879, "note": "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.", "slug": "artificial-intelligence-parameter-count", "title": "Parameters in notable artificial intelligence systems", "subtitle": "Parameters are variables in an AI system whose values are adjusted during training to establish how input data gets transformed into the desired output; for example, the connection weights in an artificial neural network.", "originUrl": "http://ourworldindata.org/artificial-intelligence", "dimensions": [ { "property": "y", "variableId": 953911 }, { "property": "color", "variableId": 953913 } ] } |
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2022-05-10 15:15:35 | 2024-07-26 15:18:23 | 2024-07-26 15:18:23 | 2022-05-26 01:01:19 | ETL 74 | Charlie Giattino 48 | 1 | Estimated cumulative excess deaths during COVID, from the WHO | Cumulative difference between the number of reported or estimated deaths in 2020–2021 and the projected number of deaths for the same period based on previous years. For comparison, cumulative confirmed COVID-19 deaths are shown. | Estimated cumulative excess deaths during COVID, from the WHO () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": 1134, "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "entity", "isPublished": true, "invertColorScheme": false, "version": 1726, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "change-country", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": false, "stackMode": "absolute", "minTime": "earliest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "auto", "id": 5711, "slug": "excess-deaths-cumulative-who", "title": "Estimated cumulative excess deaths during COVID, from the WHO", "subtitle": "Cumulative difference between the number of reported or estimated deaths in 2020\u20132021 and the projected number of deaths for the same period based on previous years. For comparison, cumulative confirmed COVID-19 deaths are shown.", "originUrl": "ourworldindata.org/coronavirus", "dimensions": [ { "display": { "name": "Confirmed COVID-19 deaths", "color": "#000000", "includeInTable": true }, "property": "y", "variableId": 954531 }, { "display": { "name": "Upper bound, 95% uncertainty interval", "color": "#c8c8c8", "includeInTable": true }, "property": "y", "variableId": 427538 }, { "display": { "name": "Mean excess death estimate", "color": "#6d3e91", "includeInTable": true }, "property": "y", "variableId": 427536 }, { "display": { "name": "Lower bound", "color": "#c8c8c8", "includeInTable": true }, "property": "y", "variableId": 427537 } ], "variantName": "", "timelineMaxTime": 710, "selectedEntityNames": [ "World" ] } |
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2022-03-20 22:17:03 | 2024-07-17 16:46:45 | 2024-07-17 16:46:45 | 2022-12-01 13:42:28 | ETL 74 | Charlie Giattino 48 | 1 | Computation used to train notable AI systems, by affiliation of researchers | Computation is measured in total petaFLOP, which is 10¹⁵ [floating-point operations](#dod:flop) estimated from AI literature, albeit with some uncertainty. Estimates are expected to be accurate within a factor of 2, or a factor of 5 for recent undisclosed models like GPT-4. | The Executive Order on AI refers to a directive issued by President Biden on October 30, 2023, aimed at establishing guidelines and standards for the responsible development and use of artificial intelligence within the United States. | Computation used to train notable AI systems, by affiliation of researchers () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "owid-distinct", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 176, "logo": "owid", "entityType": "system", "facettingLabelByYVariables": "metric", "addCountryMode": "add-country", "compareEndPointsOnly": false, "type": "ScatterPlot", "hasMapTab": false, "stackMode": "absolute", "minTime": "earliest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "systems", "missingDataStrategy": "auto", "id": 5627, "note": "The Executive Order on AI refers to a directive issued by President Biden on October 30, 2023, aimed at establishing guidelines and standards for the responsible development and use of artificial intelligence within the United States.", "slug": "artificial-intelligence-training-computation-by-researcher-affiliation", "title": "Computation used to train notable AI systems, by affiliation of researchers", "subtitle": "Computation is measured in total petaFLOP, which is 10\u00b9\u2075 [floating-point operations](#dod:flop) estimated from AI literature, albeit with some uncertainty. Estimates are expected to be accurate within a factor of 2, or a factor of 5 for recent undisclosed models like GPT-4.", "originUrl": "http://ourworldindata.org/artificial-intelligence", "dimensions": [ { "property": "y", "variableId": 953916 }, { "property": "color", "variableId": 953912 } ], "comparisonLines": [ { "label": "disclosure required at 100 billion petaFLOP under the Executive Order", "yEquals": "10^11" } ] } |
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2022-03-08 18:37:51 | 2024-07-26 15:18:21 | 2024-07-26 15:18:21 | 2022-03-08 18:49:41 | ETL 74 | Charlie Giattino 48 | 1 | Estimated daily excess deaths during COVID | For countries that have not reported all-cause mortality data for a given week, an estimate is shown, with uncertainty interval. If reported data is available, that value only is shown. For comparison, daily confirmed COVID-19 deaths are shown (7-day rolling average). | For some countries, all-cause deaths and COVID-19 deaths use different date schemes, in which one refers to when the death occurred and the other to when it was reported. This difference could produce an artificial lag between the two time series. | Estimated daily excess deaths during COVID (Non-Explorer, single-entity version) | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "entity", "isPublished": true, "invertColorScheme": false, "version": 1748, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "change-country", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": false, "stackMode": "absolute", "minTime": "earliest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "auto", "id": 5611, "note": "For some countries, all-cause deaths and COVID-19 deaths use different date schemes, in which one refers to when the death occurred and the other to when it was reported. This difference could produce an artificial lag between the two time series.", "slug": "excess-deaths-daily-economist-single-entity", "title": "Estimated daily excess deaths during COVID", "subtitle": "For countries that have not reported all-cause mortality data for a given week, an estimate is shown, with uncertainty interval. If reported data is available, that value only is shown. For comparison, daily confirmed COVID-19 deaths are shown (7-day rolling average).", "originUrl": "ourworldindata.org/coronavirus", "dimensions": [ { "display": { "name": "Central excess death estimate", "color": "#b13507", "includeInTable": true }, "property": "y", "variableId": 734422 }, { "display": { "name": "Upper bound, 95% uncertainty interval", "color": "#c8c8c8", "includeInTable": true }, "property": "y", "variableId": 734425 }, { "display": { "name": "Lower bound", "color": "#c8c8c8", "includeInTable": true }, "property": "y", "variableId": 734424 }, { "display": { "name": "Confirmed COVID-19 deaths", "color": "#000000", "includeInTable": true }, "property": "y", "variableId": 954549 } ], "variantName": "Non-Explorer, single-entity version", "selectedEntityNames": [ "World" ] } |
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2022-03-08 18:06:54 | 2024-04-08 12:13:54 | 2023-06-13 13:47:58 | 2022-03-08 18:35:36 | Mojmir Vinkler 59 | Charlie Giattino 48 | 1 | Estimated daily excess deaths per 100,000 people during COVID, from The Economist | For countries that have not reported all-cause mortality data for a given week, an estimate is shown, with uncertainty interval. If reported data is available, that value only is shown. On the map, only the central estimate is shown. | Estimated daily excess deaths per 100,000 people during COVID, from The Economist () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "map", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "entity", "isPublished": true, "invertColorScheme": false, "version": 163, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "change-country", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": true, "stackMode": "absolute", "minTime": "earliest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "auto", "id": 5610, "slug": "excess-deaths-daily-per-100k-economist", "title": "Estimated daily excess deaths per 100,000 people during COVID, from The Economist", "subtitle": "For countries that have not reported all-cause mortality data for a given week, an estimate is shown, with uncertainty interval. If reported data is available, that value only is shown. On the map, only the central estimate is shown.", "originUrl": "ourworldindata.org/coronavirus", "dimensions": [ { "display": { "name": "Central estimate", "color": "#b13507", "numDecimalPlaces": 2 }, "property": "y", "variableId": 734426 }, { "display": { "name": "Upper bound, 95% uncertainty interval", "color": "#c8c8c8" }, "property": "y", "variableId": 734427 }, { "display": { "name": "Lower bound", "color": "#c8c8c8" }, "property": "y", "variableId": 734428 } ], "selectedEntityNames": [ "World", "China", "India", "United States", "Indonesia", "Brazil" ], "selectedEntityColors": { "World": "#cf0a66" } } |
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2022-02-18 13:41:56 | 2024-04-10 10:04:30 | 2024-04-10 10:04:30 | 2022-02-20 10:14:25 | Saloni Dattani 50 | Charlie Giattino 48 | 1 | Share of deaths for which the cause is registered | The share of deaths registered with an [underlying cause](#dod:underlying-cause-of-death) of death, in a country's [vital registration system](#dod:crvs). The total number of deaths is estimated using data from household surveys and censuses. | Data points are taken as single-year observations between 2007 and 2016, depending on the country. | Share of deaths for which the cause is registered () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "map", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 41, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "add-country", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": true, "stackMode": "absolute", "minTime": "latest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "auto", "id": 5583, "note": "Data points are taken as single-year observations between 2007 and 2016, depending on the country.", "slug": "share-of-deaths-cause-is-registered", "title": "Share of deaths for which the cause is registered", "subtitle": "The share of deaths registered with an [underlying cause](#dod:underlying-cause-of-death) of death, in a country's [vital registration system](#dod:crvs). The total number of deaths is estimated using data from household surveys and censuses.", "originUrl": "https://ourworldindata.org/causes-of-death", "dimensions": [ { "display": { "name": "Completeness of cause-of-death data (%)", "unit": "%", "tolerance": 10, "numDecimalPlaces": 0 }, "property": "y", "variableId": 824773 } ], "relatedQuestions": [ { "url": "https://ourworldindata.org/how-are-causes-of-death-registered-around-the-world", "text": "How are deaths registered with a cause of death?" } ], "selectedEntityNames": [ "Russia", "New Zealand", "Egypt", "Nicaragua", "Iraq", "Qatar", "China", "United States", "Germany", "India", "Malaysia" ] } |
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2022-02-17 14:36:23 | 2024-04-10 10:04:38 | 2024-04-10 10:04:38 | 2022-02-18 12:34:57 | Saloni Dattani 50 | Charlie Giattino 48 | 1 | Share of deaths that are registered | The number of deaths reported in a country's [vital registration system](#dod:crvs) as a share of total expected deaths. Expected deaths are estimated by three international sources: UN, WHO, and IHME, using data from household surveys and censuses. | Share of deaths that are registered () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "map", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 62, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "add-country", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": true, "stackMode": "absolute", "minTime": "latest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "auto", "id": 5572, "slug": "share-of-deaths-registered", "title": "Share of deaths that are registered", "subtitle": "The number of deaths reported in a country's [vital registration system](#dod:crvs) as a share of total expected deaths. Expected deaths are estimated by three international sources: UN, WHO, and IHME, using data from household surveys and censuses.", "originUrl": "https://ourworldindata.org/causes-of-death", "dimensions": [ { "display": { "tolerance": 4, "includeInTable": true, "numDecimalPlaces": 1 }, "property": "y", "variableId": 792296 } ], "sourceDesc": "Karlinsky, A. (2023)", "selectedEntityNames": [ "United States", "United Kingdom", "China", "Russia", "Indonesia", "Nigeria" ] } |
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2022-01-20 16:47:02 | 2024-04-08 12:13:54 | 2024-01-16 12:52:00 | 2022-01-20 17:05:16 | Charlie Giattino 48 | Charlie Giattino 48 | 1 | Excess mortality: Raw number of deaths from all causes compared to projection based on previous years | The reported number of weekly or monthly deaths in 2020–2024 and the projected number of deaths for the same period based on previous years. | The reported number of deaths might not count all deaths that occurred due to incomplete coverage and delays in reporting. | Excess mortality: Raw number of deaths from all causes compared to projection based on previous years (Raw death counts, extended series) | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 286, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "change-country", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": false, "stackMode": "absolute", "minTime": "earliest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "auto", "id": 5529, "note": "The reported number of deaths might not count all deaths that occurred due to incomplete coverage and delays in reporting.", "slug": "excess-mortality-raw-death-count-single-series", "title": "Excess mortality: Raw number of deaths from all causes compared to projection based on previous years", "subtitle": "The reported number of weekly or monthly deaths in 2020\u20132024 and the projected number of deaths for the same period based on previous years.", "originUrl": "https://ourworldindata.org/coronavirus", "dimensions": [ { "display": { "name": "Projected", "color": "#646464", "includeInTable": true }, "property": "y", "variableId": 541435 }, { "display": { "name": "Reported", "color": "#0f739c", "includeInTable": true }, "property": "y", "variableId": 541436 } ], "sourceDesc": "Human Mortality Database (2023), World Mortality Dataset (2023)", "variantName": "Raw death counts, extended series", "selectedEntityNames": [ "United States" ] } |
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2021-12-07 19:33:26 | 2024-07-26 15:18:20 | 2024-07-26 15:18:20 | 2021-12-07 19:36:11 | ETL 74 | Charlie Giattino 48 | 1 | Estimated cumulative excess deaths during COVID-19 | For countries that have not reported all-cause mortality data for a given week, an estimate is shown, with uncertainty interval. If reported data is available, that value only is shown. For comparison, cumulative confirmed COVID-19 deaths are shown. | Estimated cumulative excess deaths during COVID-19 (Non-Explorer, single-entity version) | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "entity", "isPublished": true, "invertColorScheme": false, "version": 1739, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "change-country", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": false, "stackMode": "absolute", "minTime": "earliest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "hide", "id": 5465, "slug": "excess-deaths-cumulative-economist-single-entity", "title": "Estimated cumulative excess deaths during COVID-19", "subtitle": "For countries that have not reported all-cause mortality data for a given week, an estimate is shown, with uncertainty interval. If reported data is available, that value only is shown. For comparison, cumulative confirmed COVID-19 deaths are shown.", "originUrl": "ourworldindata.org/coronavirus", "dimensions": [ { "display": { "name": "Central estimate", "unit": "deaths", "color": "#b13507", "shortUnit": "", "includeInTable": true }, "property": "y", "variableId": 734417 }, { "display": { "name": "Confirmed deaths", "color": "#000000", "includeInTable": true, "numDecimalPlaces": 0 }, "property": "y", "variableId": 954531 }, { "display": { "name": "Upper bound, 95% uncertainty interval", "unit": "deaths", "color": "#b4b4b4", "includeInTable": true }, "property": "y", "variableId": 734419 }, { "display": { "name": "Lower bound", "unit": "deaths", "color": "#b4b4b4", "shortUnit": "", "includeInTable": true }, "property": "y", "variableId": 734418 } ], "variantName": "Non-Explorer, single-entity version", "relatedQuestions": [ { "url": "https://ourworldindata.org/excess-mortality-covid#what-is-excess-mortality", "text": "What is 'excess mortality'?" } ], "selectedEntityNames": [ "World" ] } |
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2021-09-20 22:04:55 | 2024-04-08 12:13:54 | 2024-01-16 12:48:45 | 2021-09-20 22:11:30 | Charlie Giattino 48 | Charlie Giattino 48 | 1 | Excess mortality: Deaths from all causes compared to projection based on previous years, by age | The percentage difference between the reported number of weekly or monthly deaths in 2020–2024 — broken down by age group — and the projected number of deaths for the same period based on previous years. | The reported number of deaths might not count all deaths that occurred due to incomplete coverage and delays in reporting. | Excess mortality: Deaths from all causes compared to projection based on previous years, by age (P-scores, projected baseline) | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "metric", "isPublished": true, "invertColorScheme": false, "version": 318, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "change-country", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": false, "stackMode": "absolute", "minTime": "earliest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "auto", "id": 5313, "note": "The reported number of deaths might not count all deaths that occurred due to incomplete coverage and delays in reporting.", "slug": "excess-mortality-p-scores-projected-baseline-by-age", "title": "Excess mortality: Deaths from all causes compared to projection based on previous years, by age", "subtitle": "The percentage difference between the reported number of weekly or monthly deaths in 2020\u20132024 \u2014 broken down by age group \u2014 and the projected number of deaths for the same period based on previous years.", "originUrl": "https://ourworldindata.org/coronavirus", "dimensions": [ { "display": { "tableDisplay": { "hideRelativeChange": true }, "includeInTable": true }, "property": "y", "variableId": 541203 }, { "display": { "tableDisplay": { "hideRelativeChange": true }, "includeInTable": true }, "property": "y", "variableId": 541204 }, { "display": { "tableDisplay": { "hideRelativeChange": true }, "includeInTable": true }, "property": "y", "variableId": 541205 }, { "display": { "tableDisplay": { "hideRelativeChange": true }, "includeInTable": true }, "property": "y", "variableId": 541206 }, { "display": { "tableDisplay": { "hideRelativeChange": true }, "includeInTable": true }, "property": "y", "variableId": 541207 }, { "display": { "name": "All ages", "tableDisplay": { "hideRelativeChange": true }, "includeInTable": true }, "property": "y", "variableId": 541208 } ], "variantName": "P-scores, projected baseline", "selectedEntityNames": [ "Germany", "United Kingdom" ] } |
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2021-09-20 21:35:41 | 2024-04-08 12:13:54 | 2024-01-16 12:46:17 | 2021-09-20 21:56:52 | Charlie Giattino 48 | Charlie Giattino 48 | 1 | Excess mortality: Deaths from all causes compared to projection | The percentage difference between the reported number of weekly or monthly deaths in 2020–2024 and the projected number of deaths for the same period based on previous years. | The reported number of deaths might not count all deaths that occurred due to incomplete coverage and delays in reporting. | Excess mortality: Deaths from all causes compared to projection (P-scores, projected baseline) | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 328, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "add-country", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": true, "stackMode": "absolute", "minTime": "earliest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "auto", "id": 5312, "note": "The reported number of deaths might not count all deaths that occurred due to incomplete coverage and delays in reporting.", "slug": "excess-mortality-p-scores-projected-baseline", "title": "Excess mortality: Deaths from all causes compared to projection", "subtitle": "The percentage difference between the reported number of weekly or monthly deaths in 2020\u20132024 and the projected number of deaths for the same period based on previous years.", "originUrl": "https://ourworldindata.org/coronavirus", "dimensions": [ { "display": { "tolerance": 30, "tableDisplay": { "hideRelativeChange": true }, "includeInTable": true }, "property": "y", "variableId": 541208 } ], "variantName": "P-scores, projected baseline", "selectedEntityNames": [ "Mexico", "Russia", "South Africa" ] } |
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2021-02-03 18:27:53 | 2024-07-26 15:18:20 | 2024-07-26 15:18:20 | 2021-02-03 18:37:35 | ETL 74 | Charlie Giattino 48 | 1 | Weekly confirmed COVID-19 deaths per million people | Weekly confirmed deaths refer to the cumulative number of confirmed deaths over the previous week. Due to varying protocols and challenges in the attribution of the cause of death, the number of confirmed deaths may not accurately represent the true number of deaths caused by COVID-19. | Weekly confirmed COVID-19 deaths per million people () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "map", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 2589, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "add-country", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": true, "stackMode": "absolute", "minTime": -13, "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "auto", "id": 4772, "slug": "weekly-covid-deaths-per-million-people", "title": "Weekly confirmed COVID-19 deaths per million people", "subtitle": "Weekly confirmed deaths refer to the cumulative number of confirmed deaths over the previous week. Due to varying protocols and challenges in the attribution of the cause of death, the number of confirmed deaths may not accurately represent the true number of deaths caused by COVID-19.", "originUrl": "ourworldindata.org/coronavirus", "dimensions": [ { "property": "y", "variableId": 954545 } ], "selectedEntityNames": [ "United States", "United Kingdom", "Brazil", "Russia", "South Africa", "Italy", "Sweden" ] } |
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2020-11-11 03:54:58 | 2024-07-17 09:54:54 | 2024-07-17 09:54:54 | 2020-11-18 21:53:29 | Pablo Rosado 58 | Charlie Giattino 48 | 1 | Annual working hours vs. GDP per capita | Working hours are the annual average per worker. GDP per capita is adjusted for inflation and differences in the cost of living between countries. | This data is expressed in [international-$](#dod:int_dollar_abbreviation) at 2017 prices, using multiple benchmark years to adjust for differences in the cost of living between countries over time. | Annual working hours vs. GDP per capita (Penn World Table) | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": true, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 65, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "add-country", "compareEndPointsOnly": false, "type": "ScatterPlot", "hasMapTab": false, "stackMode": "absolute", "minTime": "latest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "auto", "id": 4645, "note": "This data is expressed in [international-$](#dod:int_dollar_abbreviation) at 2017 prices, using multiple benchmark years to adjust for differences in the cost of living between countries over time.", "slug": "annual-working-hours-vs-gdp-per-capita-pwt", "title": "Annual working hours vs. GDP per capita", "subtitle": "Working hours are the annual average per worker. GDP per capita is adjusted for inflation and differences in the cost of living between countries.", "originUrl": "https://ourworldindata.org/working-hours", "dimensions": [ { "display": { "includeInTable": true, "numDecimalPlaces": 0 }, "property": "y", "variableId": 539739 }, { "property": "x", "variableId": 539760 }, { "display": { "name": "Population", "includeInTable": true }, "property": "size", "variableId": 953903 }, { "property": "color", "variableId": 123 } ], "variantName": "Penn World Table", "timelineMinTime": 0, "excludedEntities": [], "relatedQuestions": [ { "url": "https://ourworldindata.org/rich-poor-working-hours", "text": "Do workers in richer countries work longer hours?" } ], "hideRelativeToggle": false } |
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2020-10-23 22:17:04 | 2024-04-08 12:13:54 | 2022-04-13 12:28:24 | 2020-11-17 22:37:14 | Edouard Mathieu 46 | Charlie Giattino 48 | 1 | Days off from work for vacations and holidays | Number of days off from full-time work in a year for vacations and national holidays | In addition to vacations and holidays, workers had regular days off each week. Huberman and Minns estimated these numbers as 1 day each week from 1870–1913, 1.5 days from 1929–1950, and 2 days from 1960–2000. | Days off from work for vacations and holidays () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 42, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "add-country", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": false, "stackMode": "absolute", "minTime": "earliest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "auto", "id": 4612, "note": "In addition to vacations and holidays, workers had regular days off each week. Huberman and Minns estimated these numbers as 1 day each week from 1870\u20131913, 1.5 days from 1929\u20131950, and 2 days from 1960\u20132000.", "slug": "days-of-vacation-and-holidays", "title": "Days off from work for vacations and holidays", "subtitle": "Number of days off from full-time work in a year for vacations and national holidays", "originUrl": "https://ourworldindata.org/working-hours", "dimensions": [ { "display": { "unit": "days", "shortUnit": "days", "includeInTable": true, "numDecimalPlaces": 0 }, "property": "y", "variableId": 145323 } ], "selectedEntityNames": [ "United States", "United Kingdom", "Netherlands", "France", "Germany" ] } |
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2020-09-15 19:16:46 | 2024-04-08 12:13:54 | 2023-04-10 10:48:46 | 2020-12-10 22:08:47 | Lucas Rodés-Guirao 52 | Charlie Giattino 48 | 1 | Annual working hours per worker, various sources | Comparison of various sources of annual working hours estimates. Note that not all sources publish data for every country. | OECD data refers to average annual hours actually worked per worker; PWT data refers to average annual hours worked by persons engaged; Bick et al data refers to average annual hours worked per employed person; Huberman & Minns data refers to annual hours of full-time production workers (male and female) in non-agricultural activities | Annual working hours per worker, various sources () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "owid-distinct", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 94, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "change-country", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": false, "stackMode": "absolute", "minTime": "earliest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "auto", "id": 4536, "note": "OECD data refers to average annual hours actually worked per worker; PWT data refers to average annual hours worked by persons engaged; Bick et al data refers to average annual hours worked per employed person; Huberman & Minns data refers to annual hours of full-time production workers (male and female) in non-agricultural activities", "slug": "compare-sources-working-hours", "title": "Annual working hours per worker, various sources", "subtitle": "Comparison of various sources of annual working hours estimates. Note that not all sources publish data for every country.", "originUrl": "https://ourworldindata.org/working-hours", "dimensions": [ { "display": { "name": "Bick et al", "unit": "hours per worker", "color": "#6e3e91", "shortUnit": "h", "includeInTable": true, "numDecimalPlaces": 0 }, "property": "y", "variableId": 143569 }, { "display": { "name": "PWT", "unit": "hours per worker", "color": "#01847d", "shortUnit": "h", "includeInTable": true, "numDecimalPlaces": 0 }, "property": "y", "variableId": 539739 }, { "display": { "name": "Huberman & Minns", "unit": "hours per worker", "color": "#3d4e67", "includeInTable": true, "numDecimalPlaces": 0 }, "property": "y", "variableId": 143615 }, { "display": { "name": "OECD", "unit": "hours per worker", "color": "#b13609", "shortUnit": "h", "isProjection": false, "includeInTable": true, "numDecimalPlaces": 0 }, "property": "y", "variableId": 143616 } ], "sourceDesc": "OECD (2020); Feenstra et al. (2015), PWT (2021); Bick et al. (2019); Huberman & Minns (2007)", "relatedQuestions": [ { "url": "https://ourworldindata.org/measure-working-hours", "text": "How are working hours measured?" } ], "selectedEntityNames": [ "France" ], "selectedEntityColors": { "France": "#01847d" } } |
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2020-08-17 21:51:11 | 2024-04-08 12:13:54 | 2024-01-16 12:49:36 | 2020-08-19 14:29:43 | Charlie Giattino 48 | Charlie Giattino 48 | 1 | Excess mortality: Deaths from all causes compared to average over previous years, by age | The percentage difference between the reported number of weekly or monthly deaths in 2020–2024 — broken down by age group — and the average number of deaths in the same period over the years 2015–2019. | The reported number of deaths might not count all deaths that occurred due to incomplete coverage and delays in reporting. | Excess mortality: Deaths from all causes compared to average over previous years, by age (P-scores, average baseline) | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "metric", "isPublished": true, "invertColorScheme": false, "version": 313, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "change-country", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": false, "stackMode": "absolute", "minTime": "earliest", "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "show", "id": 4463, "note": "The reported number of deaths might not count all deaths that occurred due to incomplete coverage and delays in reporting.", "slug": "excess-mortality-p-scores-average-baseline-by-age", "title": "Excess mortality: Deaths from all causes compared to average over previous years, by age", "subtitle": "The percentage difference between the reported number of weekly or monthly deaths in 2020\u20132024 \u2014 broken down by age group \u2014 and the average number of deaths in the same period over the years 2015\u20132019.", "originUrl": "https://ourworldindata.org/coronavirus", "dimensions": [ { "display": { "tableDisplay": { "hideRelativeChange": true }, "includeInTable": true }, "property": "y", "variableId": 541198 }, { "display": { "tableDisplay": { "hideRelativeChange": true }, "includeInTable": true }, "property": "y", "variableId": 541194 }, { "display": { "tableDisplay": { "hideRelativeChange": true }, "includeInTable": true }, "property": "y", "variableId": 541196 }, { "display": { "tableDisplay": { "hideRelativeChange": true }, "includeInTable": true }, "property": "y", "variableId": 541199 }, { "display": { "tableDisplay": { "hideRelativeChange": true }, "includeInTable": true }, "property": "y", "variableId": 541200 }, { "display": { "name": "All ages", "tableDisplay": { "hideRelativeChange": true }, "includeInTable": true }, "property": "y", "variableId": 541201 } ], "sourceDesc": "Human Mortality Database (2023); World Mortality Dataset (2023)", "variantName": "P-scores, average baseline", "selectedEntityNames": [ "United Kingdom", "Germany" ] } |
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2020-07-27 00:54:15 | 2024-07-26 15:18:16 | 2024-07-26 15:18:16 | 2020-08-20 21:00:23 | ETL 74 | Charlie Giattino 48 | 1 | Daily new estimated COVID-19 infections from the LSHTM model | Estimates of the true number of infections. The "upper" and "lower" lines show the bounds of a 95% uncertainty interval. For comparison, confirmed cases are infections that have been confirmed with a test. | This chart shows the model estimates dated 25 August 2020. | Daily new estimated COVID-19 infections from the LSHTM model () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 2948, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "change-country", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": false, "stackMode": "absolute", "minTime": -13, "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "auto", "id": 4352, "note": "This chart shows the model estimates dated 25 August 2020.", "slug": "daily-new-estimated-covid-19-infections-lshtm-model", "title": "Daily new estimated COVID-19 infections from the LSHTM model", "subtitle": "Estimates of the true number of infections. The \"upper\" and \"lower\" lines show the bounds of a 95% uncertainty interval. For comparison, confirmed cases are infections that have been confirmed with a test.", "originUrl": "https://ourworldindata.org/covid-models", "dimensions": [ { "display": { "name": "Median estimate", "color": "#0942a1", "tableDisplay": {}, "includeInTable": true }, "property": "y", "variableId": 143510 }, { "display": { "color": "#b4b4b4", "tableDisplay": {}, "includeInTable": true }, "property": "y", "variableId": 143511 }, { "display": { "color": "#b4b4b4", "tableDisplay": {}, "includeInTable": true }, "property": "y", "variableId": 143512 }, { "display": { "name": "Confirmed cases", "color": "#050505", "tableDisplay": {}, "includeInTable": true }, "property": "y", "variableId": 954548 } ], "relatedQuestions": [ { "url": "https://ourworldindata.org/covid-models", "text": "How are COVID-19 models used to estimate the true number of infections?" } ], "selectedEntityNames": [ "United States" ], "selectedEntityColors": { "United States": "#050505" } } |
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2020-07-20 16:24:04 | 2024-07-26 15:18:14 | 2024-07-26 15:18:14 | 2020-08-20 20:52:05 | ETL 74 | Charlie Giattino 48 | 1 | Daily new estimated COVID-19 infections from the ICL model | Estimates of the true number of infections. The "upper" and "lower" lines show the bounds of a 95% uncertainty interval. For comparison, confirmed cases are infections that have been confirmed with a test. | This chart shows the model estimates dated 25 December 2022. | Daily new estimated COVID-19 infections from the ICL model () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 3116, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "change-country", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": false, "stackMode": "absolute", "minTime": 40, "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "hide", "id": 4329, "note": "This chart shows the model estimates dated 25 December 2022.", "slug": "daily-new-estimated-covid-19-infections-icl-model", "title": "Daily new estimated COVID-19 infections from the ICL model", "subtitle": "Estimates of the true number of infections. The \"upper\" and \"lower\" lines show the bounds of a 95% uncertainty interval. For comparison, confirmed cases are infections that have been confirmed with a test.", "originUrl": "https://ourworldindata.org/covid-models", "dimensions": [ { "display": { "name": "Mean estimate", "color": "#db7413", "tableDisplay": {}, "includeInTable": true }, "property": "y", "variableId": 142923 }, { "display": { "name": "Lower", "color": "#b4b4b4", "tableDisplay": {}, "includeInTable": true }, "property": "y", "variableId": 143107 }, { "display": { "name": "Upper", "color": "#b4b4b4", "tableDisplay": {}, "includeInTable": true }, "property": "y", "variableId": 143110 }, { "display": { "name": "Confirmed cases", "color": "#00295b", "includeInTable": true }, "property": "y", "variableId": 954548 } ], "relatedQuestions": [ { "url": "https://ourworldindata.org/covid-models", "text": "How are COVID-19 models used to estimate the true number of infections?" } ], "selectedEntityNames": [ "United States" ], "selectedEntityColors": { "United States": "#050505" } } |
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2020-07-19 20:58:32 | 2024-07-26 15:18:14 | 2024-07-26 15:18:14 | 2020-08-20 21:01:04 | ETL 74 | Charlie Giattino 48 | 1 | Daily new estimated COVID-19 infections from the YYG model | Estimates of the true number of infections. The "upper" and "lower" lines show the bounds of a 95% uncertainty interval. For comparison, confirmed cases are infections that have been confirmed with a test. | This chart shows the model estimates dated 4 October 2020. YYG announced that this is the final model update. | Daily new estimated COVID-19 infections from the YYG model () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 2954, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "change-country", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": false, "stackMode": "absolute", "minTime": -13, "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "auto", "id": 4328, "note": "This chart shows the model estimates dated 4 October 2020. YYG announced that this is the final model update.", "slug": "daily-new-estimated-covid-19-infections-yyg-model", "title": "Daily new estimated COVID-19 infections from the YYG model", "subtitle": "Estimates of the true number of infections. The \"upper\" and \"lower\" lines show the bounds of a 95% uncertainty interval. For comparison, confirmed cases are infections that have been confirmed with a test.", "originUrl": "https://ourworldindata.org/covid-models", "dimensions": [ { "display": { "name": "Mean estimate", "color": "#cf0a66", "tableDisplay": {}, "includeInTable": true }, "property": "y", "variableId": 142948 }, { "display": { "name": "Lower", "color": "#b4b4b4", "tableDisplay": {}, "includeInTable": true }, "property": "y", "variableId": 143055 }, { "display": { "name": "Upper", "color": "#b4b4b4", "tableDisplay": {}, "includeInTable": true }, "property": "y", "variableId": 143056 }, { "display": { "name": "Confirmed cases", "color": "#050505", "tableDisplay": {}, "includeInTable": true }, "property": "y", "variableId": 954548 } ], "relatedQuestions": [ { "url": "https://ourworldindata.org/covid-models", "text": "How are COVID-19 models used to estimate the true number of infections?" } ], "selectedEntityNames": [ "United States" ], "selectedEntityColors": { "United States": "#050505" } } |
4306 | daily-new-estimated-covid-19-infections-ihme-model | LineChart | { "id": 4306, "map": { "colorScale": { "binningStrategy": "equalInterval" }, "columnSlug": "142942" }, "note": "This chart shows the model estimates dated 16 December 2022.", "slug": "daily-new-estimated-covid-19-infections-ihme-model", "title": "Daily new estimated COVID-19 infections from the IHME model", "yAxis": { "max": 0, "min": 0, "canChangeScaleType": true }, "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "minTime": 40, "version": 3121, "subtitle": "Estimates of the true number of infections. The \"upper\" and \"lower\" lines show the bounds of a 95% uncertainty interval. For comparison, confirmed cases are infections that have been confirmed with a test.", "originUrl": "https://ourworldindata.org/covid-models", "colorScale": { "binningStrategy": "equalInterval" }, "dimensions": [ { "display": { "name": "Mean estimate", "color": "#00823f", "tableDisplay": {}, "includeInTable": true }, "property": "y", "variableId": 142942 }, { "display": { "name": "Lower", "color": "#b4b4b4", "tableDisplay": {}, "includeInTable": true }, "property": "y", "variableId": 143063 }, { "display": { "name": "Upper", "color": "#b4b4b4", "tableDisplay": {}, "includeInTable": true }, "property": "y", "variableId": 143064 }, { "display": { "name": "Confirmed cases", "color": "#00295b", "includeInTable": true }, "property": "y", "variableId": 954548 } ], "isPublished": true, "addCountryMode": "change-country", "relatedQuestions": [ { "url": "https://ourworldindata.org/covid-models", "text": "How are COVID-19 models used to estimate the true number of infections?" } ], "selectedEntityNames": [ "World" ], "selectedEntityColors": { "United States": "#050505" }, "hideAnnotationFieldsInTitle": { "time": true, "entity": true, "changeInPrefix": true } } |
2020-07-13 08:37:32 | 2024-07-26 15:18:12 | 2024-07-26 15:18:12 | 2020-08-20 20:58:14 | ETL 74 | Charlie Giattino 48 | 1 | Daily new estimated COVID-19 infections from the IHME model | Estimates of the true number of infections. The "upper" and "lower" lines show the bounds of a 95% uncertainty interval. For comparison, confirmed cases are infections that have been confirmed with a test. | This chart shows the model estimates dated 16 December 2022. | Daily new estimated COVID-19 infections from the IHME model () | { "$schema": "https://files.ourworldindata.org/schemas/grapher-schema.004.json", "map": { "projection": "World", "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "timeTolerance": 0, "toleranceStrategy": "closest", "tooltipUseCustomLabels": false, "time": "latest" }, "maxTime": "latest", "baseColorScheme": "default", "yAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "tab": "chart", "matchingEntitiesOnly": false, "hasChartTab": true, "hideLegend": false, "hideLogo": false, "hideTimeline": false, "colorScale": { "baseColorScheme": "default", "equalSizeBins": true, "binningStrategy": "ckmeans", "customNumericColorsActive": false, "colorSchemeInvert": false, "binningStrategyBinCount": 5 }, "scatterPointLabelStrategy": "year", "selectedFacetStrategy": "none", "isPublished": true, "invertColorScheme": false, "version": 3121, "logo": "owid", "entityType": "country or region", "facettingLabelByYVariables": "metric", "addCountryMode": "change-country", "compareEndPointsOnly": false, "type": "LineChart", "hasMapTab": false, "stackMode": "absolute", "minTime": 40, "hideAnnotationFieldsInTitle": { "entity": false, "time": false, "changeInPrefix": false }, "xAxis": { "removePointsOutsideDomain": false, "scaleType": "linear", "canChangeScaleType": false, "facetDomain": "shared" }, "hideConnectedScatterLines": false, "showNoDataArea": true, "zoomToSelection": false, "showYearLabels": false, "hideLinesOutsideTolerance": false, "hideTotalValueLabel": false, "hideScatterLabels": false, "sortBy": "total", "sortOrder": "desc", "hideFacetControl": true, "entityTypePlural": "countries", "missingDataStrategy": "auto", "id": 4306, "note": "This chart shows the model estimates dated 16 December 2022.", "slug": "daily-new-estimated-covid-19-infections-ihme-model", "title": "Daily new estimated COVID-19 infections from the IHME model", "subtitle": "Estimates of the true number of infections. The \"upper\" and \"lower\" lines show the bounds of a 95% uncertainty interval. For comparison, confirmed cases are infections that have been confirmed with a test.", "originUrl": "https://ourworldindata.org/covid-models", "dimensions": [ { "display": { "name": "Mean estimate", "color": "#00823f", "tableDisplay": {}, "includeInTable": true }, "property": "y", "variableId": 142942 }, { "display": { "name": "Lower", "color": "#b4b4b4", "tableDisplay": {}, "includeInTable": true }, "property": "y", "variableId": 143063 }, { "display": { "name": "Upper", "color": "#b4b4b4", "tableDisplay": {}, "includeInTable": true }, "property": "y", "variableId": 143064 }, { "display": { "name": "Confirmed cases", "color": "#00295b", "includeInTable": true }, "property": "y", "variableId": 954548 } ], "relatedQuestions": [ { "url": "https://ourworldindata.org/covid-models", "text": "How are COVID-19 models used to estimate the true number of infections?" } ], "selectedEntityNames": [ "World" ], "selectedEntityColors": { "United States": "#050505" } } |
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CREATE TABLE "charts" ( "id" INTEGER PRIMARY KEY AUTOINCREMENT, "slug" VARCHAR(255) NULL , "type" VARCHAR(255) NULL , "config" TEXT NOT NULL , "createdAt" DATETIME NOT NULL DEFAULT CURRENT_TIMESTAMP , "updatedAt" DATETIME NULL , "lastEditedAt" DATETIME NOT NULL , "publishedAt" DATETIME NULL , "lastEditedByUserId" INTEGER NOT NULL , "publishedByUserId" INTEGER NULL , "isIndexable" TINYINT NOT NULL DEFAULT '0', title TEXT GENERATED ALWAYS as (JSON_EXTRACT(config, '$.title')) VIRTUAL, subtitle TEXT GENERATED ALWAYS as (JSON_EXTRACT(config, '$.subtitle')) VIRTUAL, note TEXT GENERATED ALWAYS as (JSON_EXTRACT(config, '$.note')) VIRTUAL, title_plus_variant GENERATED ALWAYS as (printf("%s (%s)", title, json_extract(config, "$.variantName"))) VIRTUAL, configWithDefaults json, FOREIGN KEY("lastEditedByUserId") REFERENCES "users" ("id") ON UPDATE RESTRICT ON DELETE RESTRICT, FOREIGN KEY("publishedByUserId") REFERENCES "users" ("id") ON UPDATE RESTRICT ON DELETE RESTRICT ); CREATE INDEX "charts_lastEditedByUserId" ON "charts" ("lastEditedByUserId"); CREATE INDEX "charts_publishedByUserId" ON "charts" ("publishedByUserId"); CREATE INDEX "charts_slug" ON "charts" ("slug"); CREATE INDEX idx_title_plus_variant ON charts(title_plus_variant);