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Please explore the provided notebook to learn about the dataset:
🔗 IPinfo IP to Country ASN Demo Notebook for Kaggle
Detailed documentation for the IP to Country ASN database can be found on IPinfo's documentation page. Database samples are also available on IPinfo's GitHub repo.
🔗 Documentation: https://ipinfo.io/developers/ip-to-country-asn-database
| Field Name | Example | Description |
|---|---|---|
start_ip | 194.87.139.0 | The starting IP address of an IP address range |
end_ip | 194.87.139.255 | The ending IP address of an IP address range |
country | NL | The ISO 3166 country code of the location |
country_name | Netherlands | The name of the country |
continent | EU | The continent code of the country |
continent_name | Europe | The name of the continent |
asn | AS1239 | The Autonomous System Number |
as_name | Sprint | The name of the AS (Autonomous System) organization |
as_domain | sprint.net | The official domain or website of the AS organization |
The IPinfo IP to Country ASN database is a subset of IPinfo's IP to Geolocation database and the ASN database.
The database provides daily updates, complete IPv4 and IPv6 coverage, and full accuracy, just like its parent databases. The database is crucial for:
Whether you are running a web service or a server connected to the internet, this enterprise-ready database should be part of your tech stack.
In this dataset, we include 3 files:
country_asn.csv → For reverse IP look-ups and running IP-based analyticscountry_asn.mmdb → For IP address information look-upsips.txt → Sample IP addressesUsing the CSV dataset
As the CSV dataset has a relatively small size (~120 MB), any dataframe and database should be adequate. However, we recommend users not use the CSV file for IP address lookups. For everything else, feel free to explore the CSV file format.
Using the MMDB dataset
The MMDB dataset requires a special third-party library called the MMDB reader library. The MMDB reader library enables you to look up IP addresses at the most efficient speed possible. However, as this is a third-party library, you should install it via pip install in your notebook, which requires an internet connection to be enabled in your notebook settings.
Please see our attached demo notebook for usage examples.
IP to Country ASN provides many diverse solutions, so we encourage and share those ideas with the Kaggle community!
The geolocation data is produced by IPinfo's ProbeNet, a globe-spanning probe network infrastructure with 400+ servers. The ASN data is collected from public datasets like WHOIS, Geofeed etc. The ASN data is later parsed and structured to make it more data-friendly.
See the Data Provenance section below to learn more.
Please note that this Kaggle Dataset is not updated daily. We recommend users download our free IP to Country ASN database from IPinfo's website directly for daily updates.
AS Organization - An AS (Autonomous System) organization is an organization that owns a block or range of IP addresses. These IP addresses are sold to them by the Regional Internet Organizations (RIRs). Even though this AS organization may own an IP address, they sometimes do not operate IP addresses directly and may rent them out to other organizations. You can check out our IP to Company data or ASN database to learn more about them.
ASN - ASN or Autonomous System Number is the unique identifying number assigned to an AS organization.
IP to ASN - Get ASN and AS organizat...
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The IP address lookup market is experiencing robust growth, driven by the increasing reliance on online services and the expanding digital footprint across various sectors. The market's size in 2025 is estimated at $1.5 billion, projecting a Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033. This expansion is fueled by several key factors: the proliferation of connected devices (IoT), the heightened demand for precise geolocation data for cybersecurity and fraud prevention, and the escalating need for personalized online experiences. Furthermore, the growing adoption of cloud-based solutions simplifies deployment and reduces costs, bolstering market growth. The market is segmented by application (SMEs and large enterprises) and type (cloud-based and on-premises). Cloud-based solutions currently dominate due to their scalability and cost-effectiveness, although on-premises deployments remain significant for organizations with stringent data security requirements. Large enterprises currently represent a larger share of the market due to their greater need for comprehensive IP address lookup solutions, but the SME segment is predicted to show faster growth due to increasing digital adoption. Geographic distribution showcases strong growth across North America and Europe, driven by mature digital infrastructures and high adoption rates. However, emerging markets in Asia-Pacific and the Middle East & Africa are anticipated to demonstrate significant growth potential in the coming years due to increasing internet penetration and digital transformation initiatives. Market restraints include concerns surrounding data privacy and regulations like GDPR, which necessitate robust compliance measures. Competition among numerous players, including MaxMind, IP2Location, and IPinfo, is intense, requiring continuous innovation and value-added service offerings to maintain a competitive edge. Despite these challenges, the long-term outlook for the IP address lookup market remains positive, with consistent growth projected throughout the forecast period driven by continuous technological advancements and increasing demand for location-based services. The rise of AI and machine learning will further enhance the accuracy and efficiency of IP address lookup technologies, shaping future market trends.
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Geo Open is an IP address geolocation per country in MMDB format. The database can be used as a replacement for software using the MMDB format. Information about MMDB format: https://maxmind.github.io/MaxMind-DB/ Open source server using Geo Open: https://github.com/adulau/mmdb-server Open source library to read MMDB file: https://github.com/maxmind/MaxMind-DB-Reader-python Historical dataset: https://cra.circl.lu/opendata/geo-open/ The database is automatically generated from public BGP AS announces matching the country code. The precision is at country level.
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The IP address lookup market is experiencing robust growth, driven by the increasing reliance on location-based services, cybersecurity advancements, and the expanding digital footprint across various industries. The market, currently valued at approximately $250 million in 2025, is projected to exhibit a Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033. This growth is fueled by several key factors. Firstly, the rising demand for precise geolocation data for targeted advertising, fraud prevention, and personalized user experiences is a major catalyst. Secondly, the heightened concern regarding data privacy and security necessitates advanced IP address lookup solutions, leading to increased adoption among businesses of all sizes. Finally, the proliferation of IoT devices and the expanding use of cloud-based services further amplify the need for efficient and accurate IP address lookups. The market is segmented by application (SMEs and large enterprises) and by type (cloud-based and on-premises solutions), with cloud-based solutions dominating due to their scalability, cost-effectiveness, and ease of implementation. The competitive landscape features a mix of established players and emerging vendors, each offering diverse solutions to meet varying market demands. While some companies focus on comprehensive databases offering granular location details, others concentrate on providing APIs for seamless integration into existing systems. Regional growth varies, with North America and Europe currently holding a significant market share. However, rapidly developing economies in Asia-Pacific are expected to exhibit accelerated growth in the coming years, driven by increasing internet penetration and digital transformation initiatives. Restraints on market growth include concerns about data accuracy, potential privacy violations, and the emergence of new technologies that may offer alternative approaches to geolocation. Despite these challenges, the overall outlook for the IP address lookup market remains positive, with strong growth anticipated throughout the forecast period.
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Discover the booming IP address lookup market! Our in-depth analysis reveals a $250M (2025) market projected to reach $800M by 2033, driven by cybersecurity, location-based services, and IoT growth. Explore key players, market trends, and regional insights.
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Maxmind IP Geolocation Archival Data Because of GDPR concerns, Maxmind doesn't provide historical data. We have used this data to do historical studies of IP data for MTurk, etc. and it is quite possible that such data would be useful elsewhere. Maxmind changed its db format from geolite to geolite2 and you will need to use its respective packages for the two formats to read the binary files. The data is provided for research purposes alone.
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TwitterThis IP2Location IP Geolocation LITE database in BIN format provides a solution to determine the country of origin for any IP address for IPv4.
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Accurate, daily-updated country-level IP geolocation database. GeoIP-compatible, open license, free to download and use for any purpose.
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The IP address lookup market is experiencing robust growth, driven by increasing demand for geolocation services, cybersecurity solutions, and fraud prevention measures across various industries. The market's expansion is fueled by the proliferation of internet-connected devices, the rise of big data analytics, and the growing need for accurate user identification and location tracking. While cloud-based solutions dominate due to scalability and cost-effectiveness, on-premises deployments remain significant for organizations with stringent data security requirements. Large enterprises are major consumers, leveraging IP address lookups for targeted advertising, network security, and compliance purposes. SMEs, however, are increasingly adopting these solutions to improve customer experience and optimize online operations. The market is geographically diverse, with North America and Europe currently leading, but Asia-Pacific is projected to witness significant growth in the coming years due to rapid digitalization and expanding internet penetration. Competition is intense, with a mix of established players and emerging startups offering a range of services, from basic IP geolocation to advanced data intelligence and fraud detection tools. Factors hindering market growth include data privacy concerns, increasing regulatory scrutiny, and the potential for inaccurate or outdated IP data. The forecast period (2025-2033) anticipates continued market expansion, with a projected Compound Annual Growth Rate (CAGR) driving substantial revenue increases. This growth will be fueled by technological advancements in IP geolocation accuracy, integration with other analytical tools, and the emergence of innovative applications within industries like e-commerce, fintech, and advertising. While challenges related to data privacy and accuracy persist, ongoing innovation and industry consolidation are poised to mitigate these risks and drive wider adoption. The market segmentation will likely remain stable, with the continued dominance of cloud-based solutions and strong demand from both large enterprises and SMEs. Regional variations will persist, reflecting differing levels of digital infrastructure and regulatory frameworks across the globe. However, emerging economies in Asia-Pacific are likely to significantly increase their market share throughout the forecast period.
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Accurate, daily-updated country-level IP geolocation and IP to Autonomous System (ASN) databases. GeoIP-compatible, open license, free to download and use for any purpose.
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The IP Address Lookup market is booming, projected to reach $610 million by 2033 with a 15% CAGR. Driven by cybersecurity, IoT, and location-based services, this in-depth analysis explores market trends, key players (MaxMind, IP2Location), and regional growth. Discover the future of IP geolocation data.
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Leverage our IP to geolocation data solutions for the following use cases: - Targeted, Data-Driven Advertising - Data Validation & Model Building - Travel & Location-Based Targeting - Fraud Detection & Prevention
With AdPreference, expect the following key benefits through our partnership: - Augment Data Attributes - Enrich CRM - Personalize Audience - Audience Curation
Access the largest and most customizable IP to geolocation data with AdPreference. Supercharge your needs with unique and enriched IP to geolocation intelligence not found anywhere else.
For more information, please visit https://www.adpreference.co/
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TwitterThe Visible and Infrared Imager/Radiometer Suite (VIIRS) Geolocation (GEO) Products are data containing terrain corrected solar zenith and azimuth angles, satellite zenith and azimuth angles, as well as latitudes and longitudes for each VIIRS grid point for each of the three VIIRS resolutions. (375m, 750m, and DNB).
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Discover the booming IP lookup tool market! This comprehensive analysis reveals key trends, drivers, and restraints shaping this dynamic sector, including market size projections, CAGR, and leading companies. Learn about the opportunities and challenges in this rapidly growing market.
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According to our latest research, the global IP Geolocation Services market size in 2024 stands at USD 2.4 billion, reflecting robust adoption across diverse industries. The market is projected to grow at a CAGR of 12.8% from 2025 to 2033, reaching an estimated USD 7.1 billion by 2033. This rapid growth is primarily driven by increasing demand for location-based analytics, enhanced cybersecurity, and personalized digital experiences across sectors. The proliferation of digital transformation initiatives, coupled with the rising sophistication of cyber threats, is compelling organizations to integrate advanced IP geolocation services into their operational and security frameworks. These trends underscore the pivotal role of IP geolocation in modern business environments, as organizations seek to leverage location intelligence for competitive advantage and regulatory compliance.
One of the primary growth factors for the IP Geolocation Services market is the surge in demand for fraud detection and prevention solutions. As businesses expand their digital footprints, the need to authenticate user locations and detect anomalies in real-time has become increasingly critical. Financial institutions, e-commerce platforms, and online service providers are leveraging IP geolocation to identify suspicious activity, mitigate risks, and comply with stringent regulatory requirements. The integration of artificial intelligence and machine learning with IP geolocation technologies has further enhanced the accuracy and efficiency of fraud detection systems, enabling proactive threat mitigation. This evolution is particularly significant in sectors such as BFSI and retail, where the cost of data breaches and fraudulent transactions can be substantial, driving sustained investment in advanced geolocation solutions.
Another key driver is the escalating demand for content personalization and targeted advertising. Organizations are increasingly utilizing IP geolocation data to deliver tailored content, optimize user experiences, and increase engagement rates. By understanding the geographic context of users, companies can localize content, adapt marketing strategies, and ensure compliance with regional regulations. This capability is especially valuable for global enterprises seeking to navigate the complexities of cross-border digital marketing and data privacy laws. The adoption of cloud-based IP geolocation services has further democratized access to these capabilities, allowing small and medium enterprises to compete effectively with larger counterparts in delivering personalized and context-aware services to their customers.
Additionally, the growing emphasis on network security and compliance is fueling the adoption of IP geolocation services worldwide. Enterprises are increasingly concerned about securing their digital assets against unauthorized access and cyberattacks originating from specific geographic regions. IP geolocation enables organizations to implement geo-fencing, restrict access based on location, and monitor network traffic for suspicious activities. Regulatory mandates such as GDPR, CCPA, and other regional data protection laws require organizations to track and manage data flows based on user locations, further amplifying the need for accurate and reliable geolocation solutions. As organizations strive to build resilient and compliant digital infrastructures, the demand for comprehensive IP geolocation services is expected to witness sustained growth over the forecast period.
Geolocation Fraud Detection has emerged as a critical component in the arsenal of tools used by organizations to combat cyber threats. As digital transactions become more prevalent, the sophistication of fraudulent activities has increased, making it imperative for businesses to adopt advanced geolocation technologies. These technologies allow companies to pinpoint the location of users with high precision, enabling them to identify and block potentially fraudulent transactions in real-time. By leveraging geolocation data, businesses can enhance their fraud detection capabilities, ensuring that only legitimate transactions are processed. This not only protects the financial interests of companies but also builds trust with customers, who are increasingly concerned about the security of their online interactions. The integration of geolocat
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These datasets contain the database of the local television channels in the greater manila area (GMA) in the Philippines as of 2020.
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The global IP geolocation solution market size was valued at approximately USD 2.3 billion in 2023 and is expected to reach an estimated USD 6.8 billion by 2032, growing at a compound annual growth rate (CAGR) of around 12.7% during the forecast period. This impressive growth can be attributed to the increasing need for precise geolocation data for various applications, including fraud detection, content personalization, and geomarketing.
One of the primary growth factors driving the IP geolocation solution market is the rising demand for enhanced cybersecurity measures. With the proliferation of digital platforms and online services, the need for secure and accurate geolocation data has become crucial to counteract cyber threats such as fraud and identity theft. Organizations are increasingly deploying IP geolocation solutions to verify user locations and detect suspicious activities, thereby safeguarding sensitive information and maintaining trust among their users.
Another significant growth driver is the expanding adoption of IP geolocation solutions in digital marketing and advertising. Businesses are leveraging geolocation data to create targeted and personalized marketing campaigns, which are more effective in reaching the right audience. By understanding the geographical context of their users, companies can tailor their content and advertisements to match local preferences and trends, resulting in higher engagement and conversion rates. This trend is particularly evident in the retail sector, where location-based marketing is proving to be a game-changer.
The rise of remote work and online gaming has also contributed to the market's growth. With more people working from home and engaging in online gaming, the demand for reliable IP geolocation solutions has surged. These solutions help ensure compliance with regional regulations, optimize gaming experiences by reducing latency, and enhance user safety by preventing unauthorized access. Additionally, the growth of the e-commerce sector has necessitated the use of geolocation data to improve logistics and delivery services, further propelling market demand.
Regionally, North America holds a significant share in the IP geolocation solution market, primarily due to the presence of major technology companies and early adoption of advanced technologies. Europe and Asia Pacific are also witnessing substantial growth, driven by increased investments in digital infrastructure and rising awareness about the benefits of geolocation solutions. The Asia Pacific region, in particular, is expected to exhibit the highest growth rate during the forecast period, fueled by the rapid digital transformation and expanding internet user base in countries like China and India.
The IP geolocation solution market is segmented into software and services components. The software segment encompasses various geolocation software tools that are designed to provide precise location data based on IP addresses. This segment is expected to dominate the market due to the continuous advancements in software technology and the increasing deployment of IP geolocation software across various industries. These software solutions offer real-time location tracking, enhanced security features, and integration capabilities with other systems, making them indispensable for modern businesses.
On the other hand, the services segment includes professional services such as consulting, integration, and maintenance services. With the growing complexity of IP geolocation systems, businesses often require expert assistance to effectively implement and manage these solutions. Service providers offer valuable support in configuring geolocation tools, ensuring seamless integration with existing infrastructure, and providing ongoing maintenance to keep the systems running smoothly. The demand for these services is particularly high among small and medium enterprises (SMEs) that may lack the in-house expertise to handle geolocation solutions independently.
Moreover, the services segment is expected to witness significant growth due to the increasing trend of outsourcing geolocation-related tasks to specialized service providers. By outsourcing, businesses can focus on their core operations while leveraging the expertise of professionals to manage their geolocation needs. This trend is further driven by the rise of managed service providers (MSPs) that offer comprehensive geolocation solutions as part of their service portfolio, catering to the diverse requirem
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Please explore the provided notebook to learn about the dataset:
🔗 IPinfo IP to Country ASN Demo Notebook for Kaggle
Detailed documentation for the IP to Country ASN database can be found on IPinfo's documentation page. Database samples are also available on IPinfo's GitHub repo.
🔗 Documentation: https://ipinfo.io/developers/ip-to-country-asn-database
| Field Name | Example | Description |
|---|---|---|
start_ip | 194.87.139.0 | The starting IP address of an IP address range |
end_ip | 194.87.139.255 | The ending IP address of an IP address range |
country | NL | The ISO 3166 country code of the location |
country_name | Netherlands | The name of the country |
continent | EU | The continent code of the country |
continent_name | Europe | The name of the continent |
asn | AS1239 | The Autonomous System Number |
as_name | Sprint | The name of the AS (Autonomous System) organization |
as_domain | sprint.net | The official domain or website of the AS organization |
The IPinfo IP to Country ASN database is a subset of IPinfo's IP to Geolocation database and the ASN database.
The database provides daily updates, complete IPv4 and IPv6 coverage, and full accuracy, just like its parent databases. The database is crucial for:
Whether you are running a web service or a server connected to the internet, this enterprise-ready database should be part of your tech stack.
In this dataset, we include 3 files:
country_asn.csv → For reverse IP look-ups and running IP-based analyticscountry_asn.mmdb → For IP address information look-upsips.txt → Sample IP addressesUsing the CSV dataset
As the CSV dataset has a relatively small size (~120 MB), any dataframe and database should be adequate. However, we recommend users not use the CSV file for IP address lookups. For everything else, feel free to explore the CSV file format.
Using the MMDB dataset
The MMDB dataset requires a special third-party library called the MMDB reader library. The MMDB reader library enables you to look up IP addresses at the most efficient speed possible. However, as this is a third-party library, you should install it via pip install in your notebook, which requires an internet connection to be enabled in your notebook settings.
Please see our attached demo notebook for usage examples.
IP to Country ASN provides many diverse solutions, so we encourage and share those ideas with the Kaggle community!
The geolocation data is produced by IPinfo's ProbeNet, a globe-spanning probe network infrastructure with 400+ servers. The ASN data is collected from public datasets like WHOIS, Geofeed etc. The ASN data is later parsed and structured to make it more data-friendly.
See the Data Provenance section below to learn more.
Please note that this Kaggle Dataset is not updated daily. We recommend users download our free IP to Country ASN database from IPinfo's website directly for daily updates.
AS Organization - An AS (Autonomous System) organization is an organization that owns a block or range of IP addresses. These IP addresses are sold to them by the Regional Internet Organizations (RIRs). Even though this AS organization may own an IP address, they sometimes do not operate IP addresses directly and may rent them out to other organizations. You can check out our IP to Company data or ASN database to learn more about them.
ASN - ASN or Autonomous System Number is the unique identifying number assigned to an AS organization.
IP to ASN - Get ASN and AS organizat...