Address Frame Requirements: Alistair Calder , Office for National Statistics
•Download as PPTX, PDF•
2 likes•856 views
Presentation at the Open Addresses Symposium by Alistair Calder Research, Development and Infrastructure Office for National Statistics
Report
Share
Report
Share
Recommended
Two's a Crowd: Jerry Clough @ Open Addresses Symposium
The document summarizes the experience of crowdsourcing addresses in OpenStreetMap in the UK. Primary data collection is done through bicycle or foot surveys of 250-1000 addresses per hour. Address data in OSM provides the largest openly licensed geolocated address dataset for the UK, though coverage remains patchy. While a small dedicated group contributes address data, growing the community and number of contributors remains a challenge. Various tools have been created to help with address mapping and quality assurance.
ODI 2015 06 opentech - Gavin Starks
Gavin Starks, CEO of theODI.org, discusses the growing importance of open data and how it is changing politics, business, and society by reflecting a cultural shift towards more openness. Open data initiatives are driving innovation in areas like smart cities and are creating economic growth opportunities for startups and large companies. Open data also allows for improved transparency and rebuilding of trust between citizens and institutions.
Cartagena Data Festival – Gavin Starks keynote ODI 2015-04
This document discusses how open data reflects a cultural shift towards more open and collaborative societies. It notes that open data is not just a change in organizations and governments, but represents greater transparency. It then provides several examples of large-scale open data and collaboration initiatives across technology, science, business and society that have involved millions of people worldwide. These include Wikipedia, Linux, WordPress, GitHub, blockchain technologies, and more. The document advocates applying open data principles to support achieving global sustainable development goals.
Democracy and Data by Anthony Zacharzewski
The data of democracy and what we can learn from thirty thousand Poles standing in a field.
Anthony Zacharzewski, founder of the Democratic Society, talks about the interface between open data and democratic decision-making, and what we can learn from thirty thousand Poles standing in a field.
ODI 2014-10 – update for KTN & UK ecosystem
The document provides an overview of the Open Data Institute (ODI) and its global network, innovation unit, and core operations. The ODI has a global network of members and trainers in open data, an innovation unit that provides services, research, and tools to support open data projects, and a core team that manages strategy, culture, and other operations. It is headquartered in London with 40 full-time employees and has 20 operational franchises in 13 countries.
How can Open Data Revolutionise your Rail Travel?
Friday Lunchtime Lectures at the Open Data Institute. For our fourth lecture... How can open data revolutionise your rail travel? The release of open data on public transport over the last year has laid bare the the secrets of cheap fares, true timekeeping records and the best alternative routes the official journey planners don't tell you. Jonathan Raper, digital geographer and founder of Placr, will draw back the curtain on this new era and reveal how you can make the most of it.
Building the web of open data to solve global challenges - ODI 20140601 Marke...
Presentation by Gavin Starks at the Bill & Melinda Gates Foundation "Markets for Good" workshop in Seattle. http://www.marketsforgood.org
Digital Utopias – ODI Open Data workshop – Julie Freeman – 2015-01
The document discusses open data and introduces key concepts. It defines open data as data that is freely available for anyone to use for any purpose. Open data principles are explored along with challenges around personal and anonymized data. Case studies are presented on how open data has enabled transparency, enhanced society, created new revenue streams, improved services and more. The session aims to provide a foundation on open data principles and examples of its usage.
Recommended
Two's a Crowd: Jerry Clough @ Open Addresses Symposium
The document summarizes the experience of crowdsourcing addresses in OpenStreetMap in the UK. Primary data collection is done through bicycle or foot surveys of 250-1000 addresses per hour. Address data in OSM provides the largest openly licensed geolocated address dataset for the UK, though coverage remains patchy. While a small dedicated group contributes address data, growing the community and number of contributors remains a challenge. Various tools have been created to help with address mapping and quality assurance.
ODI 2015 06 opentech - Gavin Starks
Gavin Starks, CEO of theODI.org, discusses the growing importance of open data and how it is changing politics, business, and society by reflecting a cultural shift towards more openness. Open data initiatives are driving innovation in areas like smart cities and are creating economic growth opportunities for startups and large companies. Open data also allows for improved transparency and rebuilding of trust between citizens and institutions.
Cartagena Data Festival – Gavin Starks keynote ODI 2015-04
This document discusses how open data reflects a cultural shift towards more open and collaborative societies. It notes that open data is not just a change in organizations and governments, but represents greater transparency. It then provides several examples of large-scale open data and collaboration initiatives across technology, science, business and society that have involved millions of people worldwide. These include Wikipedia, Linux, WordPress, GitHub, blockchain technologies, and more. The document advocates applying open data principles to support achieving global sustainable development goals.
Democracy and Data by Anthony Zacharzewski
The data of democracy and what we can learn from thirty thousand Poles standing in a field.
Anthony Zacharzewski, founder of the Democratic Society, talks about the interface between open data and democratic decision-making, and what we can learn from thirty thousand Poles standing in a field.
ODI 2014-10 – update for KTN & UK ecosystem
The document provides an overview of the Open Data Institute (ODI) and its global network, innovation unit, and core operations. The ODI has a global network of members and trainers in open data, an innovation unit that provides services, research, and tools to support open data projects, and a core team that manages strategy, culture, and other operations. It is headquartered in London with 40 full-time employees and has 20 operational franchises in 13 countries.
How can Open Data Revolutionise your Rail Travel?
Friday Lunchtime Lectures at the Open Data Institute. For our fourth lecture... How can open data revolutionise your rail travel? The release of open data on public transport over the last year has laid bare the the secrets of cheap fares, true timekeeping records and the best alternative routes the official journey planners don't tell you. Jonathan Raper, digital geographer and founder of Placr, will draw back the curtain on this new era and reveal how you can make the most of it.
Building the web of open data to solve global challenges - ODI 20140601 Marke...
Presentation by Gavin Starks at the Bill & Melinda Gates Foundation "Markets for Good" workshop in Seattle. http://www.marketsforgood.org
Digital Utopias – ODI Open Data workshop – Julie Freeman – 2015-01
The document discusses open data and introduces key concepts. It defines open data as data that is freely available for anyone to use for any purpose. Open data principles are explored along with challenges around personal and anonymized data. Case studies are presented on how open data has enabled transparency, enhanced society, created new revenue streams, improved services and more. The session aims to provide a foundation on open data principles and examples of its usage.
ODI London Sport event presentation 2016-02-03
1) The document discusses the Open Data Institute (ODI) and its mission to unlock trillions through connecting data across countries, companies, and people to build a web of machine-readable data.
2) It highlights some of ODI's programs like challenges and incubators that help startups innovate with open data and notes successes like its transport platform with 1,800 developers.
3) It argues that open data reflects a cultural shift to a more open, networked society and that the ODI connects, equips and inspires people around the world to innovate with data.
London - City Data Strategy launch presentation 2016-03-01
Gavin Starks presentation slides at the launch of London's City Data Strategy with the Greater London Authority (GLA).
ODI Stories 2014-03
The document summarizes several projects conducted by the Open Data Institute (ODI) to analyze large datasets and create visualizations and tools. It discusses projects involving health data, financial data, government procurement data, smart city data, and an open data readiness index. The projects convened domain experts, analyzed millions of records from public and anonymized sources, and created tools with national and international reach that provide insights and opportunities for further development.
Open Addresses Symposium: 8th August 2014
The Open Data Institute held the Open Addresses Symposium for those interested in shaping the creation of an Open Address Database for the UK
EDF2013: Selected Talk John Sheridan: Good Law from Open Data
Selected Talk by John Sheridan, The National Archives UK, at the European Data Forum 2013, 10 April 2013 in Dublin, Ireland: Good Law from Open Data
ODI overview
The Open Data Institute (ODI) connects commercial, non-commercial, and government actors to address global challenges through the use of open data and a robust data infrastructure. The ODI works with sectors to identify how the web of data can impact businesses and the economy. It inspires innovation through various programs including training, startup acceleration, research, and events. The goal is to build a strong data infrastructure that enables open innovation on a global scale.
Legislation as Data
The document discusses legislation as data and linked data. It notes that legislation contains structured data like definitions, changes, duties, and offenses that can be represented semantically using URIs, RDF, and linked data principles. This allows different pieces of legislation and related concepts and facts to be linked together to enable new types of analyses. For example, it could link changes to legislation to conviction rate statistics. Representing legislation as linked open data follows the model of open source software and could create a new "impossible public good" by openly sharing high-quality legal information.
Ons households july 17 addressing ac mj
This document discusses building an address index for the 2021 UK census and beyond. It outlines the challenges of addressing, including that addresses are complicated and change frequently, making quality difficult to check. It also notes that communals are particularly challenging. The emerging strategy involves building on existing address lists but improving quality through techniques like probabilistic modeling of address attributes and linking addresses to other administrative data. The goal is to create a high quality address register to support various government statistical operations and surveys.
Building an address register for the 2021 Census and beyond
The document discusses building an address register for the 2021 UK Census and beyond. It notes that while there is an excellent starting point from the 2011 Census, addresses are complicated and change frequently. The key challenges include errors in high priority areas, difficulty extracting the correct addresses, challenges with communal establishments, and complex address matching. The emerging strategy involves linking multiple data sources, field checking, testing, and building a probabilistic register to improve quality and inform census operations. The goal is to establish a long-term Government Address Register Service.
Addresses vs Households : Who needs Household statistics?
Although definitions have changed, the concept of households have always been fundamental to the census and social statistics in the UK. The increasing move to the use of administrative data and other sources brings obvious opportunities - but also challenges in defining households. This event will provide an opportunity to discuss the issues and help inform ONS's future research in this area. It will be of interest to anyone who uses or cares about household statistics or is interested in the future of the statistical system.
GIS Expo 2014: Progress on the GSSI Initiative & Updates on the Census.gov We...
GIS Expo 2014: Progress on the GSSI Initiative & Updates on the Census.gov We...Hawaii Geographic Information Coordinating Council
The GSSI initiative provides annual address and spatial feature updates through a partnership program. The partnership program allows tribal, state, county, and local governments to exchange address and spatial data with the Census Bureau. As of February 2014, 247 partners had provided address lists and street centerlines to the Census Bureau. The Census Bureau uses the partner data to update the Master Address File and TIGER/Line files through an interactive review process. The American Community Survey produces annual population and housing characteristic estimates for small areas and groups. Census data products like TIGER/Line files and American FactFinder are available on the Census Bureau website.Address Standard
The document summarizes a draft United States address data standard being submitted to the Federal Geographic Data Committee. The standard was developed through a collaborative process and provides guidelines for address element definitions, address classes, quality assurance testing, and data exchange formats. Implementing the standard will help facilitate consistent address data management and sharing across organizations.
Efficiently Connecting Address, Property, and POI Data
Location data is everywhere – but with millions of data points, how do you confidently keep track of it all and ensure you are learning everything you can from it?
Geographic data experts know that everything is related, but near things are more related than distant things. Address, property, and points of interest (POI) data can help you uncover how specific locations are related and turn that information into actionable insight.
View this on-demand webinar to explore leveraging a unique identifier to uncover links between address, property, and points of interest data. See how a unique identifier can streamline analytic processes, facilitate data management, and produce results with higher accuracy.
During this webinar, you will learn more on how to:
• Leverage a unique identifier for faster and more confident analytics
• Link multiple datasets together efficiently with the PreciselyID
• Connect address, property, and POI information for detailed insight at a specific location
Adopting addressbase-premium in the energy sector
This briefing document has been created to help energy suppliers who are considering adopting AddressBase Premium. It will inform stakeholders on why better address management is important, why AddressBase Premium should be considered and how other organisations implement it. Finally, it summarises the key benefits of adopting AddressBase Premium and provides guidance on what to do next.
Gov Whitepaper Book 2
Infogroup is a leading provider of business and residential data. They compile their databases from hundreds of public sources and make over 90,000 phone calls daily to verify accuracy. Infogroup's databases contain over 24 million U.S. businesses and 235 million U.S. consumers. Their data changes rapidly, with approximately 80% of business data changing annually. Infogroup emphasizes coverage, accuracy, and recency in their geocoded data sets to help customers make informed decisions.
Ciphex west attendees email list 07 08 nov 2018
Global B2B Contacts is a leading provider of quality Business to Business and Information Technology mailing, email and telemarketing lists.
info@globalb2bcontacts.com
http://www.globalb2bcontacts.com
Le grand rendez vous attendees email list 07-08 nov 2018
Our mission is to create successful business relationships built on trust. This requires providing you with not only inexpensive solutions but high-quality marketing campaigns as well.
info@globalb2bcontacts.com
http://www.globalb2bcontacts.com
Singapore international robo expo attendees email list 01 02 nov 2018
Multi-Channel Marketing has emerged as a powerful strategy for customer development and relationship management. Multi-Channelmarketing a new Revolution in Sales.
info@globalb2bcontacts.com
http://www.globalb2bcontacts.com
DCLG Statistics User Engagement Day - House Building and Supply
The document provides an overview of a team that produces housing statistics and publications. It discusses their recent publications, future publications, and gets feedback from users on key areas. The team produces statistics on house building, net housing supply, dwelling stock estimates, and household projections. Recent publications include quarterly house building statistics and annual net supply and dwelling stock estimates. Future publications will include housing market indicators and updated household projections. The team seeks feedback on which publications are used, how to make them easier to use, what additional analysis would be helpful, and what is good and bad about how they currently present data.
Le grand rendez vous attendees email list 07-08 nov 2019
Multi-Channel Marketing has emerged as a powerful strategy for customer development and relationship management. Multi-Channelmarketing a new Revolution in Sales.
info@globalb2bcontacts.com
http://www.globalb2bcontacts.com
Further Details
Contact us: https://globalb2bcontacts.com/need-of-email-database-for-insightful-marketing.html
Domain Disruption
Directors at Public Interest Registry, Lauren Price & Ulrich Retzlaff give us a general overview of the changing domain name industry and how you can benefit.
From Call Center to Field: Improving the Customer Experience with Location In...
Struggling to accurately determine what services are available for new and existing customers?
Working hard to share network and customer location information across your organization to inform planning?
Need to increase Customer Satisfaction?
With the amount of data available being continuously collected, and the need for this data to be shared and actionable across the organization, businesses must have a strategy in place to capitalize on the insight and value of these assets.
View this on-demand webinar to explore industry best practices which help the Communication Service Provider (CSP) quickly, accurately, and efficiently determine what services are available to whom, where marketing and network investments should be made, and how to best share this information in a seamless, efficient manner.
During this webinar you will learn how to:
• Increase customer satisfaction from day 1 – including qualification, installation, billing, and servicing
• Identify new customer acquisition and existing customer upsell prospects
• Deliver foundational location insight across the organization
More Related Content
Viewers also liked
ODI London Sport event presentation 2016-02-03
1) The document discusses the Open Data Institute (ODI) and its mission to unlock trillions through connecting data across countries, companies, and people to build a web of machine-readable data.
2) It highlights some of ODI's programs like challenges and incubators that help startups innovate with open data and notes successes like its transport platform with 1,800 developers.
3) It argues that open data reflects a cultural shift to a more open, networked society and that the ODI connects, equips and inspires people around the world to innovate with data.
London - City Data Strategy launch presentation 2016-03-01
Gavin Starks presentation slides at the launch of London's City Data Strategy with the Greater London Authority (GLA).
ODI Stories 2014-03
The document summarizes several projects conducted by the Open Data Institute (ODI) to analyze large datasets and create visualizations and tools. It discusses projects involving health data, financial data, government procurement data, smart city data, and an open data readiness index. The projects convened domain experts, analyzed millions of records from public and anonymized sources, and created tools with national and international reach that provide insights and opportunities for further development.
Open Addresses Symposium: 8th August 2014
The Open Data Institute held the Open Addresses Symposium for those interested in shaping the creation of an Open Address Database for the UK
EDF2013: Selected Talk John Sheridan: Good Law from Open Data
Selected Talk by John Sheridan, The National Archives UK, at the European Data Forum 2013, 10 April 2013 in Dublin, Ireland: Good Law from Open Data
ODI overview
The Open Data Institute (ODI) connects commercial, non-commercial, and government actors to address global challenges through the use of open data and a robust data infrastructure. The ODI works with sectors to identify how the web of data can impact businesses and the economy. It inspires innovation through various programs including training, startup acceleration, research, and events. The goal is to build a strong data infrastructure that enables open innovation on a global scale.
Legislation as Data
The document discusses legislation as data and linked data. It notes that legislation contains structured data like definitions, changes, duties, and offenses that can be represented semantically using URIs, RDF, and linked data principles. This allows different pieces of legislation and related concepts and facts to be linked together to enable new types of analyses. For example, it could link changes to legislation to conviction rate statistics. Representing legislation as linked open data follows the model of open source software and could create a new "impossible public good" by openly sharing high-quality legal information.
Viewers also liked (7)
London - City Data Strategy launch presentation 2016-03-01
London - City Data Strategy launch presentation 2016-03-01
EDF2013: Selected Talk John Sheridan: Good Law from Open Data
EDF2013: Selected Talk John Sheridan: Good Law from Open Data
Similar to Address Frame Requirements: Alistair Calder , Office for National Statistics
Ons households july 17 addressing ac mj
This document discusses building an address index for the 2021 UK census and beyond. It outlines the challenges of addressing, including that addresses are complicated and change frequently, making quality difficult to check. It also notes that communals are particularly challenging. The emerging strategy involves building on existing address lists but improving quality through techniques like probabilistic modeling of address attributes and linking addresses to other administrative data. The goal is to create a high quality address register to support various government statistical operations and surveys.
Building an address register for the 2021 Census and beyond
The document discusses building an address register for the 2021 UK Census and beyond. It notes that while there is an excellent starting point from the 2011 Census, addresses are complicated and change frequently. The key challenges include errors in high priority areas, difficulty extracting the correct addresses, challenges with communal establishments, and complex address matching. The emerging strategy involves linking multiple data sources, field checking, testing, and building a probabilistic register to improve quality and inform census operations. The goal is to establish a long-term Government Address Register Service.
Addresses vs Households : Who needs Household statistics?
Although definitions have changed, the concept of households have always been fundamental to the census and social statistics in the UK. The increasing move to the use of administrative data and other sources brings obvious opportunities - but also challenges in defining households. This event will provide an opportunity to discuss the issues and help inform ONS's future research in this area. It will be of interest to anyone who uses or cares about household statistics or is interested in the future of the statistical system.
GIS Expo 2014: Progress on the GSSI Initiative & Updates on the Census.gov We...
GIS Expo 2014: Progress on the GSSI Initiative & Updates on the Census.gov We...Hawaii Geographic Information Coordinating Council
The GSSI initiative provides annual address and spatial feature updates through a partnership program. The partnership program allows tribal, state, county, and local governments to exchange address and spatial data with the Census Bureau. As of February 2014, 247 partners had provided address lists and street centerlines to the Census Bureau. The Census Bureau uses the partner data to update the Master Address File and TIGER/Line files through an interactive review process. The American Community Survey produces annual population and housing characteristic estimates for small areas and groups. Census data products like TIGER/Line files and American FactFinder are available on the Census Bureau website.Address Standard
The document summarizes a draft United States address data standard being submitted to the Federal Geographic Data Committee. The standard was developed through a collaborative process and provides guidelines for address element definitions, address classes, quality assurance testing, and data exchange formats. Implementing the standard will help facilitate consistent address data management and sharing across organizations.
Efficiently Connecting Address, Property, and POI Data
Location data is everywhere – but with millions of data points, how do you confidently keep track of it all and ensure you are learning everything you can from it?
Geographic data experts know that everything is related, but near things are more related than distant things. Address, property, and points of interest (POI) data can help you uncover how specific locations are related and turn that information into actionable insight.
View this on-demand webinar to explore leveraging a unique identifier to uncover links between address, property, and points of interest data. See how a unique identifier can streamline analytic processes, facilitate data management, and produce results with higher accuracy.
During this webinar, you will learn more on how to:
• Leverage a unique identifier for faster and more confident analytics
• Link multiple datasets together efficiently with the PreciselyID
• Connect address, property, and POI information for detailed insight at a specific location
Adopting addressbase-premium in the energy sector
This briefing document has been created to help energy suppliers who are considering adopting AddressBase Premium. It will inform stakeholders on why better address management is important, why AddressBase Premium should be considered and how other organisations implement it. Finally, it summarises the key benefits of adopting AddressBase Premium and provides guidance on what to do next.
Gov Whitepaper Book 2
Infogroup is a leading provider of business and residential data. They compile their databases from hundreds of public sources and make over 90,000 phone calls daily to verify accuracy. Infogroup's databases contain over 24 million U.S. businesses and 235 million U.S. consumers. Their data changes rapidly, with approximately 80% of business data changing annually. Infogroup emphasizes coverage, accuracy, and recency in their geocoded data sets to help customers make informed decisions.
Ciphex west attendees email list 07 08 nov 2018
Global B2B Contacts is a leading provider of quality Business to Business and Information Technology mailing, email and telemarketing lists.
info@globalb2bcontacts.com
http://www.globalb2bcontacts.com
Le grand rendez vous attendees email list 07-08 nov 2018
Our mission is to create successful business relationships built on trust. This requires providing you with not only inexpensive solutions but high-quality marketing campaigns as well.
info@globalb2bcontacts.com
http://www.globalb2bcontacts.com
Singapore international robo expo attendees email list 01 02 nov 2018
Multi-Channel Marketing has emerged as a powerful strategy for customer development and relationship management. Multi-Channelmarketing a new Revolution in Sales.
info@globalb2bcontacts.com
http://www.globalb2bcontacts.com
DCLG Statistics User Engagement Day - House Building and Supply
The document provides an overview of a team that produces housing statistics and publications. It discusses their recent publications, future publications, and gets feedback from users on key areas. The team produces statistics on house building, net housing supply, dwelling stock estimates, and household projections. Recent publications include quarterly house building statistics and annual net supply and dwelling stock estimates. Future publications will include housing market indicators and updated household projections. The team seeks feedback on which publications are used, how to make them easier to use, what additional analysis would be helpful, and what is good and bad about how they currently present data.
Le grand rendez vous attendees email list 07-08 nov 2019
Multi-Channel Marketing has emerged as a powerful strategy for customer development and relationship management. Multi-Channelmarketing a new Revolution in Sales.
info@globalb2bcontacts.com
http://www.globalb2bcontacts.com
Further Details
Contact us: https://globalb2bcontacts.com/need-of-email-database-for-insightful-marketing.html
Domain Disruption
Directors at Public Interest Registry, Lauren Price & Ulrich Retzlaff give us a general overview of the changing domain name industry and how you can benefit.
From Call Center to Field: Improving the Customer Experience with Location In...
Struggling to accurately determine what services are available for new and existing customers?
Working hard to share network and customer location information across your organization to inform planning?
Need to increase Customer Satisfaction?
With the amount of data available being continuously collected, and the need for this data to be shared and actionable across the organization, businesses must have a strategy in place to capitalize on the insight and value of these assets.
View this on-demand webinar to explore industry best practices which help the Communication Service Provider (CSP) quickly, accurately, and efficiently determine what services are available to whom, where marketing and network investments should be made, and how to best share this information in a seamless, efficient manner.
During this webinar you will learn how to:
• Increase customer satisfaction from day 1 – including qualification, installation, billing, and servicing
• Identify new customer acquisition and existing customer upsell prospects
• Deliver foundational location insight across the organization
International linemans rodeo & expo attendees email list 10 13 oct 2018
Over the years, we have earned the most valued trust and respect from hundreds of our clients who have expressed their utter satisfaction after availing our products & services. Through our wide range of solutions we proudly claim to deliver some of the best quality services worldwide.
info@globalb2bcontacts.com
http://www.globalb2bcontacts.com
http://www.globalb2bcontacts.com/Technology-email-lists.html
Subcontracting tamper show attendees email list 25 27 sep 2018
Global B2B Contacts is a leading provider of quality Business to Business and Information Technology mailing, email and telemarketing lists.
info@globalb2bcontacts.com
http://www.globalb2bcontacts.com
http://globalb2bcontacts.com/cfo-mailing-lists.html
One-Stop Economic Development
Presentation by Karen Pollard, CEcD, EDP on local economic development to the New Hampshire Commercial Investment Board of Realtors & Affiliates at the Quarterly Meeting held in Portsmouth, NH on June 10, 2011.
PSMA Webinar OS AddressBase (1 December 2011)
PSMA Webinar OS AddressBase (1 December 2011).
See also the recording on our YouTube channel: http://bit.ly/rOjUlz
Tool tech attendees email list 30 oct 02 nov 2018
Global B2B Contacts LLC is a company that provides targeted mailing lists and databases for B2B marketing. They gather information from various sources to build comprehensive databases containing contact information for professionals in industries like tools and manufacturing. Their services include email appending and lists focused on titles like IT executives. They ensure high data accuracy and provide sample records for clients to review before purchasing a full list.
Similar to Address Frame Requirements: Alistair Calder , Office for National Statistics (20)
Building an address register for the 2021 Census and beyond
Building an address register for the 2021 Census and beyond
Addresses vs Households : Who needs Household statistics?
Addresses vs Households : Who needs Household statistics?
GIS Expo 2014: Progress on the GSSI Initiative & Updates on the Census.gov We...
GIS Expo 2014: Progress on the GSSI Initiative & Updates on the Census.gov We...
Efficiently Connecting Address, Property, and POI Data
Efficiently Connecting Address, Property, and POI Data
Le grand rendez vous attendees email list 07-08 nov 2018
Le grand rendez vous attendees email list 07-08 nov 2018
Singapore international robo expo attendees email list 01 02 nov 2018
Singapore international robo expo attendees email list 01 02 nov 2018
DCLG Statistics User Engagement Day - House Building and Supply
DCLG Statistics User Engagement Day - House Building and Supply
Le grand rendez vous attendees email list 07-08 nov 2019
Le grand rendez vous attendees email list 07-08 nov 2019
From Call Center to Field: Improving the Customer Experience with Location In...
From Call Center to Field: Improving the Customer Experience with Location In...
International linemans rodeo & expo attendees email list 10 13 oct 2018
International linemans rodeo & expo attendees email list 10 13 oct 2018
Subcontracting tamper show attendees email list 25 27 sep 2018
Subcontracting tamper show attendees email list 25 27 sep 2018
More from theODI
2015 ODI Summit — Embracing Generation Open & Network Thinking — Gavin Starks
Over 700 people came to the ODI Summit from around the world to celebrate Generation Open — the innovators and entrepreneurs, citizens and customers, students and parents who embrace network thinking.
Gavin Starks, CEO of the Open Data Institute, presented on Embracing Generation Open & Network Thinking.
About the ODI slides + notes for potential investors
v2015-09-17
An overview of the ODI's vision, team, progress and ambition in slide and notes format, for use by any potential grant or project investors, or by those interested in the ODI and its plans.
Digital Utopias, Hull, UK 2015-01 – Overview of Open Data
1) The document discusses the Open Data Institute (ODI), an organization that promotes open data. It provides examples of projects where the ODI convened experts to analyze large datasets and produce insights that had national and international impact.
2) The ODI aims to demonstrate how open data can generate social, environmental, and economic benefits. It does this through strategic projects, applied research, and helping startups.
3) The ODI has a global network of members, trainers, and franchises that work to promote open data and its potential impacts across different sectors.
Open Data & ODI Overview 2014-11 (long version)
This document discusses how open data can help address global challenges like sustaining the world's population. It outlines the importance of social, environmental, and economic open data. Open data can drive transparency, innovation, and efficiency. The Open Data Institute (ODI) works to build the global open data sector through training, standards, tools, and applying research to generate real-world impact from open data.
ODI Nodes - Overview (2013 November)
ODI Nodes connect organizations that support open data projects and people. There are different types of Nodes - Country Nodes work closely with government, City or Region Nodes deliver projects and research, and Communications Nodes share use cases around the world. To become an ODI Node, an organization must adopt the ODI charter, license the ODI Node brand, and be listed in the ODI Node registry. Nodes commit to supporting open data in their local communities.
ODI Overview 201306 iCity
The document discusses the mission and activities of the Open Data Institute (ODI). The ODI aims to catalyze open data culture to create economic, environmental, and social value. It does this through standards, research, training, incubation and other services. The ODI has received public and philanthropic funding and has trained leaders, incubated startups, run courses and events, and identified savings for the UK health service through its work.
A story of new climate data & old polar archives with Tony White
Tony White’s new novel Shackleton’s Man Goes South is published by the Science Museum as their Atmosphere commission 2013. The novel was inspired by Tony’s discovery in the archives of a little known science fiction story written in Antarctica in 1911 by Captain Scott’s surviving meteorologist George Clarke Simpson.
Novelist Tony White gave a short reading from Shackleton’s Man Goes South, and explains how he used contemporary climate data and old polar archives to tell a new kind of climate change story.
ODI Data as Culture 2013-04-26
The Open Data Institute's mission is to catalyze the evolution of open data culture to create economic, environmental, and social value. It works with governments, companies and researchers around the world to make data more open and usable. The Open Data Institute holds events and runs programs to promote innovation with open data.
ODI overview (with audio narration)
This document discusses open data and the Open Data Institute (ODI). It provides background on open data initiatives in dozens of countries and cities. It then discusses the ODI's mission to catalyze open data culture to create economic, environmental, and social value through standards, training, research, and helping unlock supply and demand for open data. It provides details on the ODI leadership team and highlights of its growth in funding since beginning operations in October 2012.
How to create more value from government open data
Has most of government data released openly so far been flytipping, little used and of little value? David Mitton, of ListPoint, will discuss how more value from government data can be realised. Using the national police database as a case study, he will examine how this data was made more widely usable and how IT implementation costs were reduced by 20%, just by surfacing and mapping the data standards.
Business considerations for privacy and open data: how not to get caught out
When all around you seems to be going "open", what should you know and bear in mind to avoid a privacy debacle. Unless your data is solely about inanimate objects, there will be privacy considerations for your business or organisation. Done properly, suitable consideration may be trivial; done badly, it can be catastrophic, and hindsight is always better when the stories are about a different organisation.With kittens and hopefully some humour, Sam Smith of Privacy International covers how your organisation can avoid a future audience laughing (uncomfortably) at the privacy choices you should have made for your users, your customers and citizens.
The business of Open Data, where's the benefit?
The business of Open Data: where's the benefit? 8, February 2013 The passion and excitement around Open Data is palpable across many sectors but what are the benefits and value for business? Jeni Tennison, Technical Director at the Open Data Institute, discussed business models that support publishing open data and what further work is required.
Big Data comes to the NHS
Friday Lunchtime Lectures at the Open Data Institute. For our second lecture... Big Data Comes to the NHS The NHS has been challenged to make £20 billion in efficiency savings by 2015. £10 billion a year are spent by the NHS on essential drugs. Often, there’s a choice between a cheap generic medication, or an expensive branded one, so reducing prescribing variation is a priority as a painless way to save money. Big Data specialists, Francine Bennett and Bruce Durling from Mastodon C took us on a journey through their work on Prescribing Analytics and showed how they identified £200m potential savings using 40 million rows of open data from the NHS.
Data as Culture
Introducing Friday Lunchtime Lectures at the Open Data Institute. 11 January 2013 For our first lecture... Curators of the ODI Data as Culture art commission, TED Senior Fellow, Julie Freeman, and MzTEK co-founder, Sophie McDonald, will provide a background of the data-driven art movement, why this commission is so timely, and take you on a tour of the art works installed at the ODI offices.
Getting to grips with the National Pupil Database; personal data in an open d...
This document summarizes a presentation about the National Pupil Database (NPD) in the UK and issues around opening its personal student data. It notes that while the NPD was created to collect school-level data, it now contains increasing amounts of personal information on students without their consent. There are concerns that further opening this data could allow re-identification of individuals, especially when combined with other available data sources, compromising student privacy. The presentation argues that personal data and open data require different approaches to protect individuals.
ODI Overview 2013-04-09
The document discusses open data and the Open Data Institute (ODI). It provides examples of open data success like Google, Wikipedia, and websites. It defines open data as making data available to create new uses, markets, and value while improving quality and lowering costs. An example is shown where open prescribing data in the UK could save over £1.5 billion. The ODI mission is outlined as catalyzing open data culture to create economic, environmental, and social value. It works to unlock supply and demand of data through various programs and training.
Building an open digital public space
The document discusses the BBC archive development and building the digital public space. It talks about digitizing the BBC archive, which includes more than just TV content. It also discusses working with partners, addressing big questions around topics like digitization, technology, and rights. The overall goal is to make the BBC archive accessible to more people through an open data approach.
More from theODI (17)
2015 ODI Summit — Embracing Generation Open & Network Thinking — Gavin Starks
2015 ODI Summit — Embracing Generation Open & Network Thinking — Gavin Starks
About the ODI slides + notes for potential investors
About the ODI slides + notes for potential investors
Digital Utopias, Hull, UK 2015-01 – Overview of Open Data
Digital Utopias, Hull, UK 2015-01 – Overview of Open Data
A story of new climate data & old polar archives with Tony White
A story of new climate data & old polar archives with Tony White
How to create more value from government open data
How to create more value from government open data
Business considerations for privacy and open data: how not to get caught out
Business considerations for privacy and open data: how not to get caught out
Getting to grips with the National Pupil Database; personal data in an open d...
Getting to grips with the National Pupil Database; personal data in an open d...
Recently uploaded
Telemetry Solution for Gaming (AWS Summit'24)
Discover the cutting-edge telemetry solution implemented for Alan Wake 2 by Remedy Entertainment in collaboration with AWS. This comprehensive presentation dives into our objectives, detailing how we utilized advanced analytics to drive gameplay improvements and player engagement.
Key highlights include:
Primary Goals: Implementing gameplay and technical telemetry to capture detailed player behavior and game performance data, fostering data-driven decision-making.
Tech Stack: Leveraging AWS services such as EKS for hosting, WAF for security, Karpenter for instance optimization, S3 for data storage, and OpenTelemetry Collector for data collection. EventBridge and Lambda were used for data compression, while Glue ETL and Athena facilitated data transformation and preparation.
Data Utilization: Transforming raw data into actionable insights with technologies like Glue ETL (PySpark scripts), Glue Crawler, and Athena, culminating in detailed visualizations with Tableau.
Achievements: Successfully managing 700 million to 1 billion events per month at a cost-effective rate, with significant savings compared to commercial solutions. This approach has enabled simplified scaling and substantial improvements in game design, reducing player churn through targeted adjustments.
Community Engagement: Enhanced ability to engage with player communities by leveraging precise data insights, despite having a small community management team.
This presentation is an invaluable resource for professionals in game development, data analytics, and cloud computing, offering insights into how telemetry and analytics can revolutionize player experience and game performance optimization.
Overview IFM June 2024 Consumer Confidence INDEX Report.pdf
Overview IFM June 2024 Consumer Confidence INDEX Report.pdf
社内勉強会資料_Hallucination of LLMs .
社内エンジニア・リサーチャー勉強会の発表資料「Hallucination of LLMs」を公開しました！
大規模言語モデル(LLM)に起こるハルシネーションのメカニズムと、それらを軽減する方法について紹介しています。
一比一原版南昆士兰大学毕业证如何办理
原版一模一样【微信：741003700 】【南昆士兰大学毕业证成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理南昆士兰大学毕业证【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理南昆士兰大学毕业证【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理南昆士兰大学毕业证【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理南昆士兰大学毕业证【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
8 things to know before you start to code in 2024
Things I wish I knew before I started coding.
Simple best practices that will save you time and effort in 2024.
一比一原版(uom毕业证书)曼彻斯特大学毕业证如何办理
原版一模一样【微信：741003700 】【(uom毕业证书)曼彻斯特大学毕业证成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理(uom毕业证书)曼彻斯特大学毕业证【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理(uom毕业证书)曼彻斯特大学毕业证【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理(uom毕业证书)曼彻斯特大学毕业证【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理(uom毕业证书)曼彻斯特大学毕业证【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
一比一原版斯威本理工大学毕业证（swinburne毕业证）如何办理
原版一模一样【微信：741003700 】【斯威本理工大学毕业证（swinburne毕业证）成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理斯威本理工大学毕业证（swinburne毕业证）【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理斯威本理工大学毕业证（swinburne毕业证）【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理斯威本理工大学毕业证（swinburne毕业证）【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理斯威本理工大学毕业证（swinburne毕业证）【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
一比一原版加拿大渥太华大学毕业证（uottawa毕业证书）如何办理
原版一模一样【微信：741003700 】【渥太华大学毕业证（uottawa毕业证书）成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理渥太华大学毕业证（uottawa毕业证书）【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理渥太华大学毕业证（uottawa毕业证书）【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理渥太华大学毕业证（uottawa毕业证书）【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理渥太华大学毕业证（uottawa毕业证书）【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
06-20-2024-AI Camp Meetup-Unstructured Data and Vector Databases
Tech Talk: Unstructured Data and Vector Databases
Speaker: Tim Spann (Zilliz)
Abstract: In this session, I will discuss the unstructured data and the world of vector databases, we will see how they different from traditional databases. In which cases you need one and in which you probably don’t. I will also go over Similarity Search, where do you get vectors from and an example of a Vector Database Architecture. Wrapping up with an overview of Milvus.
Introduction
Unstructured data, vector databases, traditional databases, similarity search
Vectors
Where, What, How, Why Vectors? We’ll cover a Vector Database Architecture
Introducing Milvus
What drives Milvus' Emergence as the most widely adopted vector database
Hi Unstructured Data Friends!
I hope this video had all the unstructured data processing, AI and Vector Database demo you needed for now. If not, there’s a ton more linked below.
My source code is available here
https://github.com/tspannhw/
Let me know in the comments if you liked what you saw, how I can improve and what should I show next? Thanks, hope to see you soon at a Meetup in Princeton, Philadelphia, New York City or here in the Youtube Matrix.
Get Milvused!
https://milvus.io/
Read my Newsletter every week!
https://github.com/tspannhw/FLiPStackWeekly/blob/main/141-10June2024.md
For more cool Unstructured Data, AI and Vector Database videos check out the Milvus vector database videos here
https://www.youtube.com/@MilvusVectorDatabase/videos
Unstructured Data Meetups -
https://www.meetup.com/unstructured-data-meetup-new-york/
https://lu.ma/calendar/manage/cal-VNT79trvj0jS8S7
https://www.meetup.com/pro/unstructureddata/
https://zilliz.com/community/unstructured-data-meetup
https://zilliz.com/event
Twitter/X: https://x.com/milvusio https://x.com/paasdev
LinkedIn: https://www.linkedin.com/company/zilliz/ https://www.linkedin.com/in/timothyspann/
GitHub: https://github.com/milvus-io/milvus https://github.com/tspannhw
Invitation to join Discord: https://discord.com/invite/FjCMmaJng6
Blogs: https://milvusio.medium.com/ https://www.opensourcevectordb.cloud/ https://medium.com/@tspann
https://www.meetup.com/unstructured-data-meetup-new-york/events/301383476/?slug=unstructured-data-meetup-new-york&eventId=301383476
https://www.aicamp.ai/event/eventdetails/W2024062014
一比一原版卡尔加里大学毕业证（uc毕业证）如何办理
原版一模一样【微信：741003700 】【卡尔加里大学毕业证（uc毕业证）成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理卡尔加里大学毕业证（uc毕业证）【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理卡尔加里大学毕业证（uc毕业证）【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理卡尔加里大学毕业证（uc毕业证）【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理卡尔加里大学毕业证（uc毕业证）【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
一比一原版兰加拉学院毕业证(Langara毕业证书)学历如何办理
原版办【微信号:BYZS866】【兰加拉学院毕业证(Langara毕业证书)】【微信号:BYZS866】《成绩单、外壳、雅思、offer、真实留信官方学历认证（永久存档/真实可查）》采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路）我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信号BYZS866】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信号BYZS866】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
一比一原版英国赫特福德大学毕业证（hertfordshire毕业证书）如何办理
原版一模一样【微信：741003700 】【英国赫特福德大学毕业证（hertfordshire毕业证书）成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理英国赫特福德大学毕业证（hertfordshire毕业证书）【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理英国赫特福德大学毕业证（hertfordshire毕业证书）【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理英国赫特福德大学毕业证（hertfordshire毕业证书）【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理英国赫特福德大学毕业证（hertfordshire毕业证书）【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
一比一原版加拿大麦吉尔大学毕业证（mcgill毕业证书）如何办理
原版一模一样【微信：741003700 】【加拿大麦吉尔大学毕业证（mcgill毕业证书）成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理加拿大麦吉尔大学毕业证（mcgill毕业证书）【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理加拿大麦吉尔大学毕业证（mcgill毕业证书）【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理加拿大麦吉尔大学毕业证（mcgill毕业证书）【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理加拿大麦吉尔大学毕业证（mcgill毕业证书）【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
原版一比一多伦多大学毕业证(UofT毕业证书)如何办理
原版制作【微信:41543339】【多伦多大学毕业证(UofT毕业证书)】【微信:41543339】《成绩单、外壳、雅思、offer、真实留信官方学历认证（永久存档/真实可查）》采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路）我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信41543339】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信41543339】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
一比一原版莱斯大学毕业证（rice毕业证）如何办理
原版一模一样【微信：741003700 】【莱斯大学毕业证（rice毕业证）成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理莱斯大学毕业证（rice毕业证）【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理莱斯大学毕业证（rice毕业证）【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理莱斯大学毕业证（rice毕业证）【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理莱斯大学毕业证（rice毕业证）【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
PyData London 2024: Mistakes were made (Dr. Rebecca Bilbro)
To honor ten years of PyData London, join Dr. Rebecca Bilbro as she takes us back in time to reflect on a little over ten years working as a data scientist. One of the many renegade PhDs who joined the fledgling field of data science of the 2010's, Rebecca will share lessons learned the hard way, often from watching data science projects go sideways and learning to fix broken things. Through the lens of these canon events, she'll identify some of the anti-patterns and red flags she's learned to steer around.
一比一原版马来西亚博特拉大学毕业证（upm毕业证）如何办理
原版一模一样【微信：741003700 】【马来西亚博特拉大学毕业证（upm毕业证）成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理马来西亚博特拉大学毕业证（upm毕业证）【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理马来西亚博特拉大学毕业证（upm毕业证）【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理马来西亚博特拉大学毕业证（upm毕业证）【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理马来西亚博特拉大学毕业证（upm毕业证）【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
Recently uploaded (20)
Digital Marketing Performance Marketing Sample .pdf
Digital Marketing Performance Marketing Sample .pdf
Overview IFM June 2024 Consumer Confidence INDEX Report.pdf
Overview IFM June 2024 Consumer Confidence INDEX Report.pdf
Econ3060_Screen Time and Success_ final_GroupProject.pdf
Econ3060_Screen Time and Success_ final_GroupProject.pdf
06-20-2024-AI Camp Meetup-Unstructured Data and Vector Databases
06-20-2024-AI Camp Meetup-Unstructured Data and Vector Databases
A gentle exploration of Retrieval Augmented Generation
A gentle exploration of Retrieval Augmented Generation
PyData London 2024: Mistakes were made (Dr. Rebecca Bilbro)
PyData London 2024: Mistakes were made (Dr. Rebecca Bilbro)
Address Frame Requirements: Alistair Calder , Office for National Statistics
- 1. Address Frame Requirements Alistair Calder
- 2. Postcode Address File PAF Valuation Office National Land & Property Gazetteer NLPG Address Layer 2 AL2 LLPGs LLPGs x 348 Council Tax TV License Utilities Emerg. Services etc Pre 2011 Census – multiple competing national lists – inefficiency & duplication
- 3. Address Register – Census 2011 PAF AL2 VOA Residential address list RULES CLERICAL Communal address list NLPG Very good Just about good enough
- 4. Future ..... • An address frame suitable for Census 2021 but also ... social surveys, business surveys, Admin Data Programme - & Government Statistical Service • Maximise the use of existing datasets (National Address Gazetteer, Open data ???) • NOT ONLY A MAILING LIST • A probabilistic frame for linking other sources
- 5. The ‘new’ NAG PAF AL2 VOA Residential address list RULES NLPG Residential address list PAF AL2 VOA RULES NLPG Communal address list 2011 Census Address Register National Address Gazetteer Additional CE sources
- 6. An integrated address frame 12 High St R Etc ......... 13 High St CE CE Id 14 High St R 15 High St R B CE Link to Business Register CE Id 16 High St B Link to Business Register 17 High St R 21A High St R 21B High St R 21/1 High St R 21/2 High St R (Residential, Business and Communal addresses coded to a single spine)
- 7. A probabilistic address frame Probability of • Existence of address • type - HH/B/CE • HH Size / structure • Change / churn • Hard to countness / category • (multivariate >> categorisation • Eg possible holiday home, carehome, student accommodation Address Register HH Structure 2011 Census HH structure, churn, names Activity data Energy, utilities, broadband, health, house sales Admin data HH structure, churn, names, house prices, phone numbers Other Shape / pattern recognition Survey paradata Geoplace And other CE sources CE New definition / schema Inform field planning / targetting Intelligent stratification Prioritise follow up (address level) Inform estimation & modelling B Business Reg Business structure, type, churn Conceptually – all subject to ethical and privacy discussion !
- 8. And some other stuff ... • Proper use of GI / aerial photography etc (QA / automatic change detection etc) • OS portal / API – for field / public QA • Self linking to address-list ??? • Wiki / crowd sourcing for CEs etc • Opendata – CEs & attributes (linked to national frame) definitely but residential & business lists – really ??
- 9. Complete Correctly coded Communals Accessible Used Definitive Complete Correctly coded Communals Accessible Used Definitive What I care about Open data ‘NAG’ OS A single, maintained, funded national list should be part of the national digital infrastructure Very supportive of open data for communals and attribution of addresses – but there should only be one national address list – a competing open data list has potential to lead to 2 classes of citizens and add inefficiency and confusion – could take us backwards when we were getting so close