--- title: Room Occupancy Detection | daily.dev description: This project aims to predict room occupancy based on sensor data. The dataset contains attributes such as date, temperature, humidity, light, CO2, humidity... canonical: https://daily.dev/posts/room-occupancy-detection-jhojoim7c twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Room Occupancy Detection | daily.dev og:description: This project aims to predict room occupancy based on sensor data. The dataset contains attributes such as date, temperature, humidity, light, CO2, humidity... og:url: https://daily.dev/posts/room-occupancy-detection-jhojoim7c og:image: https://api.daily.dev/og/posts/JHojOim7c.png og:image:alt: Room Occupancy Detection og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Room Occupancy Detection **[HEARTBEAT](https://daily.dev/sources/hrb)** · 7 min read · 5 upvotes · 0 comments ## Summary This project aims to predict room occupancy based on sensor data. The dataset contains attributes such as date, temperature, humidity, light, CO2, humidity ratio, and occupancy. The exploratory data analysis shows correlations between temperature, light, CO2, and occupancy. The Random Forest Classifier is used as the final model with an accuracy score of 98%. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#data-science](https://daily.dev/tags/data-science), [#data-analysis](https://daily.dev/tags/data-analysis), [#classification](https://daily.dev/tags/classification), [#data-visualization](https://daily.dev/tags/data-visualization), [#random-forest](https://daily.dev/tags/random-forest), [#exploratory-data-analysis](https://daily.dev/tags/exploratory-data-analysis) [View this post on daily.dev](https://daily.dev/posts/room-occupancy-detection-jhojoim7c) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Room Occupancy Detection","url":"https://daily.dev/posts/room-occupancy-detection-jhojoim7c","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/room-occupancy-detection-jhojoim7c"},"datePublished":"2024-02-07T11:54:44.690Z","dateModified":"2024-05-09T09:28:18.744Z","description":"This project aims to predict room occupancy based on sensor data. The dataset contains attributes such as date, temperature, humidity, light, CO2, humidity...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/d67f06f7330d1b8e6cf2507b2bb1957b?_a=AQAEufR","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/d67f06f7330d1b8e6cf2507b2bb1957b?_a=AQAEufR","isAccessibleForFree":true,"articleSection":"HEARTBEAT","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"HEARTBEAT","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/hrb","url":"https://daily.dev/sources/hrb"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/room-occupancy-detection-jhojoim7c","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":5},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"data-science,data-analysis,classification,data-visualization,random-forest,exploratory-data-analysis","timeRequired":"PT7M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"HEARTBEAT","item":"https://daily.dev/sources/hrb"},{"@type":"ListItem","position":3,"name":"Room Occupancy Detection"}]} ```