Slick, quick vector maps for use as a customisable, contextual base, with a focus on web and mobile apps.

Benefit from unrivalled levels of detail in your web or mobile app. OS Vector Tile API contains OS MasterMap Topography Layer including building heights.

Integrate Ordnance Survey's up-to-date, detailed maps in your applications, enabling you to make location-based decisions with confidence. You can customise the content and style to make your perfect map.

With OS Names API, you’ll have access to a straightforward, rapid lookup service: drilling down into the details we hold in our OS Open Names dataset. The API uses the OS Open Names dataset, a gazetteer or directory hosting detailed information about 2.5 million identifiable places in Great Britain including postcodes, roads and settlements. A free, searchable, reliable database to help you find and verify populated places, road names, road numbers and postcodes. OS Names API is a reliable way of supporting the discovery or identification and visualisation of a named place; geocoding; routing and navigation, and linking diverse information such as statistics or descriptions. OS Names can locate a feature using just its name, or it can find the closest location to a given point.

🇬🇧 영국

The OS Linked Identifiers API allows you to access the valuable relationships between properties, streets and OS MasterMap identifiers (TOIDs). Benefit from the valuable relationship found in OS Premium products. Link together datasets that are using different identifiers; for example, linking a property address (UPRN) to the street that it’s on (USRN). The OS Linked Identifiers API allows users to access the valuable relationships between properties, streets and OS MasterMap identifiers for free. An identifier is a unique reference assigned to a specific thing, so when you are talking to someone else you can use it to ensure you're talking about the same thing. They are used all the time, such as telephone numbers, postcodes and customer reference numbers. OS is striving to make its identifiers more accessible and useful for its customers. The OS Linked Identifiers API takes this further by enabling the linking together of datasets that are using different identifiers; for example, linking a property address (UPRN - Unique Property Reference Number) to the street that it is on (USRN - Unique Street Reference Number).

OS Places API - Cascade (DPA, LPI) Search (Find)

🇬🇧 영국 English With OS Names API, you’ll have access to a straightforward, rapid lookup service: drilling down into the details we hold in our OS Open Names dataset. The API uses the OS Open Names dataset, a gazetteer or directory hosting detailed information about 2.5 million identifiable places in Great Britain including postcodes, roads and settlements. A free, searchable, reliable database to help you find and verify populated places, road names, road numbers and postcodes. OS Names API is a reliable way of supporting the discovery or identification and visualisation of a named place; geocoding; routing and navigation, and linking diverse information such as statistics or descriptions. OS Names can locate a feature using just its name, or it can find the closest location to a given point.

OS NGD API – Features gives you simple access to the OS National Geographic Database (OS NGD). Get started quickly and request the data you need, as and when you need it, using the latest in API standards (based on the OGC API – Features specification). This API is self-documenting and allows you to easily discover what OS NGD data is available before using it. Explore the various data collections for free to decide what best suits your needs. The data is ideal for geospatial analysis, provided in GeoJSON format and ready to use in many applications (desktop, web and mobile). With OS NGD API – Features, you can filter by attribute, location and time to create your own customised data selections.

Atrast UK adreses uzreiz tiešsaistē un būt pārliecināti, ka jūs saņemat visvairāk up-to-jaunāko informāciju ar mūsu adresi API.

Veiciet precīzu ģeokodēšanu un reverso ģeokodēšanu, izmantojot mūsu drošo, mērogojamo un elastīgo adrešu meklēšanas tīmekļa pakalpojumu.

Meklēt pēc pasta indeksa, UPRN, pilna vai daļēja adrese un pārliecinieties, ka pirmo reizi saņemat pareizo adresi. Saglabājiet savus ierakstus precīzi, lai nodrošinātu efektīvus pilsoņu pakalpojumus. Mūsu drošais, mērogojamais un elastīgais adrešu meklēšanas tīmekļa pakalpojums OS Places API ļauj jums meklēt Lielbritānijas visaptverošāko tiešsaistes adrešu datubāzi. Izmantojot OS Places API, klientu datu pārvaldība ir brīze. Zibens-ātrs pasta indekss un adrešu meklēšana nozīmē, ka jūsu ieraksti ir precīzi un klientu piegādēm vienmēr vajadzētu nokļūt pareizajās priekšējās durvīs.Kad notiek starpgadījums, vadības telpas personālam ir jāzina, kuras īpašības ir vistuvāk. OS vietu GeoSearch rīki sniedz tūlītējas atbildes. Tas palīdz izveidot vienotu darbības ainu, kas ir vitāli svarīga neatliekamās palīdzības dienestiem. Atrast UK adreses uzreiz tiešsaistē un būt pārliecināti, ka jūs saņemat visvairāk up-to-jaunāko informāciju ar mūsu adresi API. Veiciet precīzu ģeokodēšanu un reverso ģeokodēšanu, izmantojot mūsu drošo, mērogojamo un elastīgo adrešu meklēšanas tīmekļa pakalpojumu.

Meklēt pēc pasta indeksa, UPRN, pilna vai daļēja adrese un pārliecinieties, ka pirmo reizi saņemat pareizo adresi. Saglabājiet savus ierakstus precīzi, lai nodrošinātu efektīvus pilsoņu pakalpojumus.

Mūsu drošais, mērogojamais un elastīgais adrešu meklēšanas tīmekļa pakalpojums OS Places API ļauj jums meklēt Lielbritānijas visaptverošāko tiešsaistes adrešu datubāzi. Izmantojot OS Places API, klientu datu pārvaldība ir brīze. Zibens-ātrs pasta indekss un adrešu meklēšana nozīmē, ka jūsu ieraksti ir precīzi un klientu piegādēm vienmēr vajadzētu nokļūt pareizajās priekšējās durvīs. Kad notiek starpgadījums, vadības telpas personālam ir jāzina, kuras īpašības ir vistuvāk. OS vietu GeoSearch rīki sniedz tūlītējas atbildes. Tas palīdz izveidot vienotu darbības ainu, kas ir vitāli svarīga neatliekamās palīdzības dienestiem.

Production-grade Python client for integrating with the MVR API to measure relational readiness in African ventures. Includes full typing, utilities, and compliance hooks. Compatible with AI training pipelines and machine learning models.

Βρείτε τις διευθύνσεις του Ηνωμένου Βασιλείου αμέσως στο διαδίκτυο και να είστε σίγουροι ότι λαμβάνετε τις πιο ενημερωμένες πληροφορίες με τη διεύθυνσή μας API.

Εκτελέστε ακριβή γεωκωδικοποίηση και αντιστρέψτε τη γεωκωδικοποίηση με την ασφαλή, επεκτάσιμη και ανθεκτική διαδικτυακή υπηρεσία αναζήτησης διευθύνσεων.

Αναζητήστε με ταχυδρομικό κώδικα, UPRN, πλήρη ή μερική διεύθυνση και βεβαιωθείτε ότι έχετε τη σωστή διεύθυνση για πρώτη φορά. Διατηρήστε τα αρχεία σας ακριβή για την παροχή αποτελεσματικών υπηρεσιών στους πολίτες.

Η ασφαλής, επεκτάσιμη και ανθεκτική διαδικτυακή υπηρεσία αναζήτησης διευθύνσεων, OS Places API, σας επιτρέπει να αναζητήσετε την πιο ολοκληρωμένη ηλεκτρονική βάση δεδομένων διευθύνσεων του Ηνωμένου Βασιλείου. Με το OS Places API, η διαχείριση των δεδομένων των πελατών είναι ένα αεράκι. Αστραπή-γρήγορος ταχυδρομικός κώδικας και αναζήτηση διευθύνσεων σημαίνει ότι τα αρχεία σας είναι ακριβή και οι παραδόσεις των πελατών θα πρέπει πάντα να φτάνουν στη δεξιά μπροστινή πόρτα. Όταν συμβαίνει ένα περιστατικό, το προσωπικό της αίθουσας ελέγχου πρέπει να γνωρίζει ποια ακίνητα είναι πιο κοντά. Τα εργαλεία GeoSearch της OS Places δίνουν άμεσες απαντήσεις. Αυτό βοηθά στη δημιουργία της κοινής λειτουργικής εικόνας που είναι ζωτικής σημασίας για τις υπηρεσίες έκτακτης ανάγκης.

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Windows Malware Dataset with PE API Calls

Our public malware dataset generated by Cuckoo Sandbox based on Windows OS API calls analysis for cyber security researchers for malware analysis in cvs file format for machine learning applications.

Cite The DataSet
If you find those results useful please cite them :

@article{10.7717/peerj-cs.285,
 title = {Deep learning based Sequential model for malware analysis using Windows exe API Calls},
 author = {Catak, Ferhat Ozgur and Yazı, Ahmet Faruk and Elezaj, Ogerta and Ahmed, Javed},
 year = 2020,
 month = jul,
 keywords = {Malware analysis, Sequential models, Network security, Long-short-term memory, Malware dataset},
 volume = 6,
 pages = {e285},
 journal = {PeerJ Computer Science},
 issn = {2376-5992},
 url = {https://doi.org/10.7717/peerj-cs.285},
 doi = {10.7717/peerj-cs.285}
}

Publications

The details of the Mal-API-2019 dataset are published in following the papers: * [Link] AF. Yazı, FÖ Çatak, E. Gül, Classification of Metamorphic Malware with Deep Learning (LSTM), IEEE Signal Processing and Applications Conference, 2019. * [Link] Catak, FÖ., Yazi, AF., A Benchmark API Call Dataset for Windows PE Malware Classification, arXiv:1905.01999, 2019.

Introduction

This study seeks to obtain data which will help to address machine learning based malware research gaps. The specific objective of this study is to build a benchmark dataset for Windows operating system API calls of various malware. This is the first study to undertake metamorphic malware to build sequential API calls. It is hoped that this research will contribute to a deeper understanding of how metamorphic malware change their behavior (i.e. API calls) by adding meaningless opcodes with their own dissembler/assembler parts.

Malware Types and System Overall

In our research, we have translated the families produced by each of the software into 8 main malware families: Trojan, Backdoor, Downloader, Worms, Spyware Adware, Dropper, Virus. Table 1 shows the number of malware belonging to malware families in our data set. As you can see in the table, the number of samples of other malware families except AdWare is quite close to each other. There is such a difference because we don't find too much of malware from the adware malware family.

Figure shows the general flow of the generation of the malware data set. As shown in the figure, we have obtained the MD5 hash values of the malware we collect from Github. We searched these hash values using the VirusTotal API, and we have obtained the families of these malicious software from the reports of 67 different antivirus software in VirusTotal. We have observed that the malicious software families found in the reports of these 67 different antivirus software in VirusTotal are different.

Data Description

• Sample dataset
• labels
• all dataset

Os Linos Export Import Data. Follow the Eximpedia platform for HS code, importer-exporter records, and customs shipment details.

Os Studio Export Import Data. Follow the Eximpedia platform for HS code, importer-exporter records, and customs shipment details.

Precīzas, atjauninātas kartes, kas piedāvā ērtāko veidu, kā pievienot detalizētus OS datus jūsu pieteikumu.

Izmantojiet priekšrocības, ko sniedz nepārspējams detalizācijas līmenis jūsu ĢIS, tīmekļa vai mobilajā lietotnē.OS Maps API satur OS MasterMap Topography Layer, 1:25 000 Scale Colour Raster un citus datu slāņus. Izmantojiet priekšrocības, ko sniedz nepārspējams detalizācijas līmenis jūsu ĢIS, tīmekļa vai mobilajā lietotnē. OS Maps API satur OS MasterMap Topography Layer, 1:25 000 Scale Colour Raster un citus datu slāņus.

Os Electronics Co Limited Export Import Data. Follow the Eximpedia platform for HS code, importer-exporter records, and customs shipment details.

Znajdź adresy UK natychmiast online i upewnij się, że otrzymujesz najbardziej aktualne informacje dzięki naszemu API adresowemu.

Wykonuj dokładne geokodowanie i odwróć geokodowanie dzięki naszej bezpiecznej, skalowalnej i odpornej usłudze wyszukiwania adresów. Wyszukaj według kodu pocztowego, UPRN, pełnego lub częściowego adresu i upewnij się, że po raz pierwszy otrzymałeś właściwy adres. Zachowaj dokładność swoich danych, aby zapewnić skuteczne usługi dla obywateli. Nasza bezpieczna, skalowalna i odporna usługa wyszukiwania adresów, OS Places API pozwala przeszukiwać najbardziej wszechstronną bazę adresów online w Wielkiej Brytanii. Dzięki API OS Places zarządzanie danymi klientów jest proste. Szybkie wyszukiwanie kodów pocztowych i adresów oznacza, że Twoje dane są dokładne, a dostawy do klientów powinny zawsze trafiać do prawych drzwi wejściowych.Kiedy dochodzi do incydentu, personel sterowni musi wiedzieć, które nieruchomości są najbliżej. Narzędzia GeoSearch SO Places dają natychmiastowe odpowiedzi. Pomaga to stworzyć wspólny obraz operacyjny, który ma kluczowe znaczenie dla służb ratunkowych. Znajdź adresy UK natychmiast online i upewnij się, że otrzymujesz najbardziej aktualne informacje dzięki naszemu API adresowemu. Wykonuj dokładne geokodowanie i odwróć geokodowanie dzięki naszej bezpiecznej, skalowalnej i odpornej usłudze wyszukiwania adresów.
Wyszukaj według kodu pocztowego, UPRN, pełnego lub częściowego adresu i upewnij się, że po raz pierwszy otrzymałeś właściwy adres. Zachowaj dokładność swoich danych, aby zapewnić skuteczne usługi dla obywateli.

Nasza bezpieczna, skalowalna i odporna usługa wyszukiwania adresów, OS Places API pozwala przeszukiwać najbardziej wszechstronną bazę adresów online w Wielkiej Brytanii. Dzięki API OS Places zarządzanie danymi klientów jest proste. Szybkie wyszukiwanie kodów pocztowych i adresów oznacza, że Twoje dane są dokładne, a dostawy do klientów powinny zawsze trafiać do prawych drzwi wejściowych. Kiedy dochodzi do incydentu, personel sterowni musi wiedzieć, które nieruchomości są najbliżej. Narzędzia GeoSearch SO Places dają natychmiastowe odpowiedzi. Pomaga to stworzyć wspólny obraz operacyjny, który ma kluczowe znaczenie dla służb ratunkowych.

OS Names API:n avulla saat käyttöösi yksinkertaisen ja nopean hakupalvelun: poraus alas yksityiskohtiin, joita pidämme OS Open Names -tietojoukossamme.

API käyttää OS Open Names -datajoukkoa, lehteä tai hakemistoa, jossa on yksityiskohtaisia tietoja 2,5 miljoonasta tunnistettavasta paikasta Isossa-Britanniassa, mukaan lukien postinumerot, tiet ja asutusalueet.

Ilmainen, haettavissa oleva ja luotettava tietokanta, jonka avulla voit etsiä ja tarkistaa asuttuja paikkoja, tiennimiä, tienumeroita ja postinumeroita. OS Names API on luotettava tapa tukea nimetyn paikan löytämistä tai tunnistamista ja visualisointia; geokoodaus; reititys ja navigointi sekä erilaisten tietojen, kuten tilastojen tai kuvausten, linkittäminen. OS-nimet voivat etsiä ominaisuuden käyttämällä vain sen nimeä, tai se voi löytää lähimmän sijainnin tietylle pisteelle.

API OS Linked Identifiers vam omogoča dostop do dragocenih razmerij med lastnostmi, ulicami in identifikatorji OS MasterMap (TOID).

Izkoristite dragocen odnos, ki ga najdemo v izdelkih OS Premium. povezati podatkovne nize, ki uporabljajo različne identifikatorje; na primer povezava naslova nepremičnine (UPRN) z ulico, na kateri je (USRN).

API OS Linked Identifiers omogoča uporabnikom brezplačen dostop do dragocenih razmerij med nepremičninami, ulicami in identifikatorji OS MasterMap. Identifikator je edinstven sklic, dodeljen določeni stvari, zato ga lahko uporabite, ko se pogovarjate z nekom drugim, da zagotovite, da govorite o isti stvari. Uporabljajo se ves čas, kot so telefonske številke, poštne številke in referenčne številke strank. OS si prizadeva, da bi bili njegovi identifikatorji dostopnejši in uporabnejši za njegove stranke. API za identifikatorje, povezane z operacijskim sistemom, to nadgradi tako, da omogoča povezovanje naborov podatkov, ki uporabljajo različne identifikatorje; na primer povezava naslova nepremičnine (UPRN – enotna referenčna številka nepremičnine) z ulico, na kateri je (USRN – enotna referenčna številka ulice).

Natural Resources Wales (NRW) holds copies of Ordnance Survey (OS) basemaps for the whole of Wales, in paper and digital format. NRW obtain much of it's OS data, initially, as part of the Public Sector Mapping Agreement (PSMA) and from 2020 as part of the Public Sector Geospatial Agreement (PSGA), which is a collective agreement between OS and the government.