{"id":34565,"date":"2025-07-15T13:29:32","date_gmt":"2025-07-15T11:29:32","guid":{"rendered":"https:\/\/www.geopostcodes.com\/en-GB\/?p=34565"},"modified":"2026-04-01T07:01:01","modified_gmt":"2026-04-01T07:01:01","slug":"nominatim-geocode","status":"publish","type":"post","link":"https:\/\/www.geopostcodes.com\/en-GB\/blog\/nominatim-geocode\/","title":{"rendered":"Geocoding with Python using Nominatim: A Beginner\u2019s Guide"},"content":{"rendered":"\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Key takeaways<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Geocoding converts addresses to coordinates; reverse geocoding does the opposite.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Clean, well-formatted address data is essential for accurate geocoding results.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Rate limiting and error handling are critical for reliable geocoding applications.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Choose geocoding solutions based on accuracy needs, data volume, and budget.<\/li>\n<\/ul>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>How does your delivery app know exactly where to find you? It&#8217;s thanks to <a href=\"https:\/\/www.geopostcodes.com\/en-GB\/international-geocoding\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>geocoding<\/strong><\/a>, the process of turning &#8220;123 Main Street&#8221; into precise latitude and longitude coordinates.<\/p>\n\n\n\n<p>In today&#8217;s location-driven digital landscape, the ability to convert addresses into geographic data is essential for businesses worldwide. Whether for delivery platforms, customer distribution analysis, or location-based marketing campaigns, geocoding is the bridge between human-readable addresses and machine-processable geographic information.<\/p>\n\n\n\n<p>\ud83d\udca1 Simplify your geocoding challenges with comprehensive <a href=\"https:\/\/www.geopostcodes.com\/en-GB\/street-address-database\/\" target=\"_blank\" rel=\"noreferrer noopener\">global address data<\/a>. For over 15 years, GeoPostcodes has delivered the most accurate worldwide geocoded Postcode database, handling complex address formats seamlessly. Browse our datasets and <a href=\"https:\/\/public.geopostcodes.com\/portal-signup\" target=\"_blank\" rel=\"noreferrer noopener\">download a free sample here<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Introduction to Geocoding and Reverse Geocoding<\/h2>\n\n\n\n<p><a href=\"https:\/\/www.geopostcodes.com\/en-GB\/blog\/geocoding-building-a-postcode-to-coordinates-converter\/\" target=\"_blank\" rel=\"noreferrer noopener\">Geocoding<\/a> turns an address into geographic coordinates (latitude and longitude). Reverse geocoding does the opposite: it takes coordinates and gives you a readable address.<\/p>\n\n\n\n<p>Behind the scenes, geocoding uses <strong>algorithms<\/strong> to parse address components, match them to a geographic database, and return exact latitude and longitude. Reverse geocoding takes those coordinates and finds the closest formatted address component\u2014super helpful for mobile applications that track user locations.<\/p>\n\n\n\n<p>Its accuracy depends on the quality of the data you&#8217;re using. Knowing when to use each process helps you select the right tool: geocoding is ideal for converting addresses into map points, and reverse geocoding is crucial for showing users their current location.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Understanding Nominatim API<\/h2>\n\n\n\n<p>Now, let&#8217;s explore how we can utilize geocoding and reverse geocoding. Once you understand the basics, the Nominatim API is a perfect option to consider.<\/p>\n\n\n\n<p>It is a free, open-source geocoding tool powered by OpenStreetMap, generating synthetic addresses from OSM points.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/images.surferseo.art\/ab66fcca-b934-453c-9014-4c66b79ee153.png\" alt=\"\" \/><figcaption class=\"wp-element-caption\">The homepage of Nominatim<\/figcaption><\/figure>\n\n\n\n<p>It works globally, supports most countries and languages, and handles both forward and reverse geocoding through simple API endpoints: <strong>\/search<\/strong> for addresses and <strong>\/reverse<\/strong> for coordinates. Each endpoint offers extensive customization options for different geographic precision levels.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Free and open-source access<\/li>\n\n\n\n<li>Multiple output formats (JSON, XML, GeoJSON)<\/li>\n\n\n\n<li>Basic batch processing capabilities<\/li>\n<\/ul>\n\n\n\n<p>Nominatim supports both free-form queries for natural language input and structured address searches with more control over address component matching. This dual approach accommodates various data input formats and user preferences.<\/p>\n\n\n\n<p><strong>Important Note:<\/strong> When using Nominatim for free, you must follow the usage rules and provide proper credit to maintain access.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Understanding OpenStreetMap Data<\/h2>\n\n\n\n<p>Nominatim generates synthetic addresses, which are are computer-generated address representations created from geographic data points rather than official postal addresses. <\/p>\n\n\n\n<p>And how do they do it? Nominatim relies on <strong>OpenStreetMap (OSM)<\/strong>, a collaborative mapping project built by volunteers using aerial imagery, GPS, and other sources. This community effort provides wide coverage.<\/p>\n\n\n\n<p>OSM data includes points (nodes), lines (ways), and groups (relations), which together create a detailed, comprehensive, free, and editable map of the planet. Nominatim then combines OSM location data (like building positions, street names, and administrative boundaries) to produce readable address formats, even when no formal address exists in postal systems.<\/p>\n\n\n\n<p>Because of the open nature of OSM, anyone can edit it to keep the map up to date, especially after events like natural disasters or new construction. However, quality can vary between regions: urban areas are usually well-covered, while rural or less-populated regions may have less complete or outdated information.<\/p>\n\n\n\n<p>Knowing this helps you set the right expectations when using Nominatim in different regions.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Working with the Nominatim API<\/h2>\n\n\n\n<p>Want to give it a try? You can use Nominatim to create custom geocoding applications, such as searching for locations by name or address. However, before getting started, you only need a minimal setup using Python&#8217;s geopy library and import the necessary modules to explore its functionality.<\/p>\n\n\n\n<p>For example, you can refer to the following code that demonstrates a complete working example of geocoding. This example shows how to convert the White House address into precise coordinates:<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">from geopy.geocoders import Nominatim\nfrom geopy.exc import GeocoderTimedOut, GeocoderServiceError\n\n# Initialize the geocoder with a unique user agent\ngeolocator = Nominatim(user_agent=\"your_unique_app_name\")\n\n# Forward geocoding example\ntry:\n    location = geolocator.geocode(\"1600 Pennsylvania Avenue, Washington, DC\")\n    if location:\n        print(f\"Address: {location.address}\")\n        print(f\"Coordinates: {location.latitude}, {location.longitude}\")\n    else:\n        print(\"Address not found\")\nexcept (GeocoderTimedOut, GeocoderServiceError) as e:\n    print(f\"Geocoding error: {e}\")\n<\/pre>\n\n\n\n<p>This code creates a geocoder instance, queries an address, handles the response and potential errors, then extracts coordinates from the result. When run, it outputs the full formatted address and precise latitude\/longitude coordinates.<\/p>\n\n\n\n<p>For reverse geocoding, the process reverses with coordinate input:<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># Reverse geocoding example\ntry:\n    coordinates = \"38.8977, -77.0365\"  # White House coordinates\n    location = geolocator.reverse(coordinates)\n    if location:\n        print(f\"Address: {location.address}\")\n        print(f\"Raw data: {location.raw}\")\nexcept (GeocoderTimedOut, GeocoderServiceError) as e:\n    print(f\"Reverse geocoding error: {e}\")\n<\/pre>\n\n\n\n<p>Use structured searches when you have clean, separated address components and free-form searches for user-entered addresses.<\/p>\n\n\n\n<p>The <a href=\"https:\/\/nominatim.org\/release-docs\/latest\/api\/Overview\/\">API&#8217;s documentation<\/a> (available on the Nominatim website) provides comprehensive guidance for implementing custom geocoding solutions with various output formats and precision levels.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Best Practices for Geocoding<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Start with <strong>clean, well-formatted address data<\/strong>. Garbage in equals garbage out \u2013 this principle applies to geocoding operations where poor input data yields unreliable results.<\/li>\n\n\n\n<li>Always implement <strong>rate limiting<\/strong> to respect API usage policies. Nominatim&#8217;s free service has reasonable limits, but exceeding them can result in blocked access, halting your operational needs.<\/li>\n\n\n\n<li><strong>Validate addresses<\/strong> before sending them by fixing formatting issues, trimming spaces, and standardizing abbreviations. Cache repeated addresses to save time and reduce API calls.<\/li>\n\n\n\n<li><strong>Handle errors<\/strong>, such as timeouts or incorrect responses, gracefully to maintain your app&#8217;s stability. For large datasets, use <strong>batch processing<\/strong> with delays to avoid hitting rate limits.<\/li>\n\n\n\n<li>And don&#8217;t forget: always <strong>credit OpenStreetMap<\/strong> when you use its data.<\/li>\n\n\n\n<li>Important: Using a <strong>custom user agent<\/strong> and providing clear attribution is also essential for ensuring compliance with the usage policy.<\/li>\n\n\n\n<li>Geocode at a <strong>relevant granularity<\/strong> for your needs: If your end use case does not require rooftop coordinates, you may find street or Postcode coordinates to be sufficient and easier to obtain.<\/li>\n<\/ul>\n\n\n\n<p>By following these practices, users can employ geocoding effectively and efficiently.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Troubleshooting Common Issues<\/h2>\n\n\n\n<p>Geocoding failures often stem from fundamental limitations in how Nominatim processes OpenStreetMap data. While the community-driven approach of OpenStreetMap generates vast amounts of geographic data, it also introduces several challenges that can impact business applications and user experiences.<\/p>\n\n\n\n<p>Understanding these potential drawbacks helps you make informed decisions about whether Nominatim meets your project requirements. Here are the key limitations to consider:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Unreliable Synthetic Addresses<\/strong>: While the synthetic address generation approach of OSM helps improve search functionality, these inferred addresses can be inaccurate or misleading, making them unsuitable for applications that require verified, authoritative address data, such as shipping, compliance, or location-based billing.<\/li>\n\n\n\n<li><strong>Data Inconsistency and Vandalism Risks:<\/strong> OSM&#8217;s open-edit model means anyone can alter your location data, creating reliability risks for business operations. The Pok\u00e9mon Go incident proved this vulnerability\u2014users manipulated map data for gaming purposes, compromising data integrity for legitimate applications.<\/li>\n\n\n\n<li><strong>Inconsistent Data Quality:<\/strong> OSM coverage varies dramatically by region\u2014Western Europe offers detailed mapping while developing markets often lack comprehensive data. This inconsistency becomes problematic when your business operates globally or expands into new territories.<\/li>\n\n\n\n<li><strong>Time-Consuming Data Processing:<\/strong> Raw OSM data isn&#8217;t always clean or standardized, making it difficult for companies to process automatically or meet their specific needs. Consequently, additional work, such as validation and enrichment, is often required, adding time and cost.<\/li>\n\n\n\n<li><strong>Commercial Licensing and Legal Issues:<\/strong> It is important to note that open-source data does not mean you may use it for everything. Each dataset is available through specific license terms, indicating what use of the data is permitted. It is critical that you check the license before working with the data.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Alternatives to Nominatim<\/h2>\n\n\n\n<p>The selection of geocoding tools depends on several factors, from budget to accuracy requirements. While Nominatim provides free access to global mapping data, due to its limitations mentioned above, many businesses choose to invest in commercial solutions for the mission-critical applications. <\/p>\n\n\n\n<p><strong>When to Consider Commercial Solutions<\/strong><\/p>\n\n\n\n<p>For high-stakes applications where accuracy is paramount, commercial providers offer several advantages:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Curated, authoritative data<\/strong>: Professional services like <strong>GeoPostcodes<\/strong> provide comprehensive global <a href=\"https:\/\/www.geopostcodes.com\/en-GB\/street-address-database\/\">address databases<\/a> with precise coordinates, sourced from 1,500+ authoritative sources, eliminating the data inconsistencies inherent in crowd-sourced mapping<\/li>\n\n\n\n<li><strong>Consistent global coverage<\/strong>: Unlike OSM&#8217;s regional variations, commercial solutions offer standardized data quality across all markets<\/li>\n\n\n\n<li><strong>Verified address accuracy<\/strong>: No synthetic or inferred addresses\u2014only verified, deliverable locations suitable for shipping and billing<\/li>\n\n\n\n<li><strong>Enterprise support and reliability<\/strong>: Dedicated support teams for business-critical operations<\/li>\n<\/ul>\n\n\n\n<p><strong>Choosing the Right Solution<\/strong><\/p>\n\n\n\n<p>Evaluate your specific requirements and choose the best solutions for you:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Budget-conscious projects<\/strong>: Nominatim works well for educational, non-profit, or basic mapping needs<\/li>\n\n\n\n<li><strong>Business applications<\/strong>: Commercial solutions provide the reliability and accuracy required for customer-facing services<\/li>\n\n\n\n<li><strong>Hybrid approach<\/strong>: Use multiple geocoding solutions simultaneously for validation and fallback in high-stakes scenarios<\/li>\n<\/ul>\n\n\n\n<p>For businesses requiring systematic batch geocoding of large datasets without the specialized bandwidth to manage OSM&#8217;s complexities internally, you can build your scalable self-hosted solution, sourcing data from a professional data provider. This will eliminate the ongoing maintenance burden while ensuring consistent, accurate results across global operations.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Conclusion and Further Resources<\/h2>\n\n\n\n<p>Geocoding isn&#8217;t one-size-fits-all. The right solution depends on your precise needs, data volume, and budget. While free tools like Nominatim are powerful, managing them at scale takes time and requires a deep understanding of geocoding and reverse geocoding, as well as ongoing maintenance efforts.<\/p>\n\n\n\n<p>For businesses that need systematic batch geocoding of large datasets and don&#8217;t have the specialized bandwidth to deal with them internally, you can explore commercial providers to create accurate geocoding applications or use a reference database to obtain less granular geocoding at a fraction of the complexity.<\/p>\n\n\n\n<p>For over 15 years, GeoPostcodes\u2019 data and boundaries have helped businesses worldwide simplify geocoding and reverse geocoding through highly accurate latitude and longitude coordinates.&nbsp;<a href=\"https:\/\/public.geopostcodes.com\/portal-signup\">Browse our databases for free<\/a>&nbsp;or&nbsp;<a href=\"https:\/\/public.geopostcodes.com\/request-a-quote\">request a quote<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">FAQ<\/h2>\n\n\n\n<div id=\"wp-block-themeisle-blocks-accordion-aa5641a4\" class=\"wp-block-themeisle-blocks-accordion exclusive has-light-content-bg is-style-default\">\n<details class=\"wp-block-themeisle-blocks-accordion-item\"><summary class=\"wp-block-themeisle-blocks-accordion-item__title\"><div><strong>What is Nominatim geocoding?<\/strong><\/div><\/summary><div class=\"wp-block-themeisle-blocks-accordion-item__content\">\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Nominatim is a geocoder software tool that uses OpenStreetMap data to convert addresses into geographic coordinates. It processes OSM data to find locations and can perform reverse geocoding, transforming coordinates back into readable addresses using OSM object information.<\/p>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><\/details>\n\n\n\n<details class=\"wp-block-themeisle-blocks-accordion-item\"><summary class=\"wp-block-themeisle-blocks-accordion-item__title\"><div><strong>What is the difference between Nominatim and OSRL?<\/strong><\/div><\/summary><div class=\"wp-block-themeisle-blocks-accordion-item__content\">\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Nominatim geocode focuses on converting addresses to geographic coordinates using OSM data, while OSRL is a routing tool. Nominatim handles geocoding software functions and reverse geocoding, whereas OSRM calculates routes between OSM points for navigation purposes.<br><\/p>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><\/details>\n\n\n\n<details class=\"wp-block-themeisle-blocks-accordion-item\"><summary class=\"wp-block-themeisle-blocks-accordion-item__title\"><div><strong>How to get the latitude and longitude of a location?<\/strong><\/div><\/summary><div class=\"wp-block-themeisle-blocks-accordion-item__content\">\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>There are several approaches to obtain geographic coordinates from addresses. For basic needs, you can use free geocoding tools like Nominatim &#8211; simply input your address to receive the corresponding latitude and longitude coordinates. However, for businesses requiring high accuracy, large-scale processing, or reliable support, commercial geocoding solutions offer significant advantages. Professional services like GeoPostcodes provide comprehensive global datasets with verified coordinates, better coverage in rural areas, and consistent data quality. These commercial alternatives eliminate the complexity of managing rate limits, handling data inconsistencies, and dealing with coverage gaps that can occur with free services. Choose based on your accuracy requirements, data volume, and whether you need enterprise-level reliability and support.<\/p>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><\/details>\n\n\n\n<details class=\"wp-block-themeisle-blocks-accordion-item\"><summary class=\"wp-block-themeisle-blocks-accordion-item__title\"><div><strong>What is Photon vs Nominatim?<\/strong><\/div><\/summary><div class=\"wp-block-themeisle-blocks-accordion-item__content\">\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Both are geocoding software tools using OSM data for converting addresses to geographic coordinates. Photon offers faster search capabilities and can generate synthetic addresses, while Nominatim geocode provides more detailed OSM object information and handles bug reports more comprehensively.<\/p>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><\/details>\n\n\n\n<details class=\"wp-block-themeisle-blocks-accordion-item\"><summary class=\"wp-block-themeisle-blocks-accordion-item__title\"><div><strong>What are the key features of Nominatim geocode for developers?<\/strong><\/div><\/summary><div class=\"wp-block-themeisle-blocks-accordion-item__content\">\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Nominatim geocode offers comprehensive geocoding capabilities, including forward address geocoding to obtain geographic coordinates and reverse geocoding to convert coordinates back to addresses. The tool can generate synthetic addresses for testing applications, utilizing OSM data for location information. Developers can create synthetic addresses for development purposes while accessing reliable geographic coordinates for mapping applications.<\/p>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><\/details>\n\n\n\n<details class=\"wp-block-themeisle-blocks-accordion-item\"><summary class=\"wp-block-themeisle-blocks-accordion-item__title\"><div><strong>How does Nominatim geocode handle address conversion?<\/strong><\/div><\/summary><div class=\"wp-block-themeisle-blocks-accordion-item__content\">\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Nominatim geocode converts addresses to geographic coordinates and performs reverse geocoding to transform coordinates back to readable addresses.<\/p>\n\n\n\n<p>It can generate synthetic addresses from OSM data. Always follow the Nominatim usage policy by providing proper attribution, using rate limiting, and including a unique user agent.<\/p>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><\/details>\n\n\n\n<details class=\"wp-block-themeisle-blocks-accordion-item\"><summary class=\"wp-block-themeisle-blocks-accordion-item__title\"><div><strong>What geocoding capabilities does Nominatim offer for coordinate conversion?<\/strong><\/div><\/summary><div class=\"wp-block-themeisle-blocks-accordion-item__content\">\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Nominatim geocode provides comprehensive geocoding to obtain geographic coordinates from addresses and reverse geocoding for the opposite conversion.<\/p>\n\n\n\n<p>The tool can generate synthetic addresses for testing purposes using OpenStreetMap data. Developers must comply with the Nominatim usage policy, including proper attribution and rate-limiting practices.<\/p>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><\/details>\n<\/div>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Learn how to effectively use Nominatim for geocoding in your projects. Enhance your development skills with practical tips.<\/p>\n","protected":false},"author":37,"featured_media":35386,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","_themeisle_gutenberg_block_has_review":false,"footnotes":""},"categories":[29,33],"tags":[],"class_list":["post-34565","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-processing","category-location-intelligence"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Geocoding with Python using Nominatim: A Beginner\u2019s Guide<\/title>\n<meta name=\"description\" content=\"Learn how to effectively use Nominatim for geocoding in your projects. 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