Identifying Graph-Shaped Problems

•

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Graph databases are an excellent choice for storing and querying your connected data. They allow you to store information in a logical and complementary way that’s reflective of the domain you’re working in. However, when faced with the questions you’re looking to answer, it may not be immediately obvious that what you’re looking at is a graph question. In this session we will show you tips and tricks for identifying graph-shaped problems. This webinar is for everybody who wants or needs to learn how to spot certain structures in their data and understand if the data you are working with lends itself to working with a graph.

Data & Analytics

Identifying graph-shaped
problems
Lju Lazarevic
lju@neoj4.com @ellazal

A graph is...
...a set of discrete objects, each of which has some set of relationships with
the other objects
Seven Bridges of Konigsberg problem. Leonhard Euler, 1735

Anything can be a graph
the Internet a water molecule
H
O
H

Reality
seldom
comes in
discrete
tables
Customer
Beverage
Mapping
Action
CI Name
BI Name AI Type
CI BI AIProblems are
best understood
with a
representation
of reality
Reality is often
about things
being
connected to
other things
drinks in store
A graph
provides a
better
approximation
of reality
Customer
Coffee
DRINKS
Reality does
not stop at
the border
of a data
silo
Customer
Product
Order
19 Jason
32 Ann
91 Dan
11 Filter
21 Latte
31 Flat W.
01 Buy
04 Preord.
09 Drink
91 21 01
91 21 09
32 11 04

Graphs in coﬀee
• Can I tailor special oﬀers based on
historical habits?
• Could my customers inﬂuence their
friends to visit?
• What happens if my supplier stops
selling a product?
• What happens if my supplier’s supplier’s
supplier has a poor harvest?
• What happens if my distribution centre
has problems?

Scenarios for identifying
graph-shaped problems

Scenario 1: Does our problem involve understanding relationships
between entities?
Identifying graph-shaped problems
● Recommendations
● Next best action
● Fraud detection
● Identity resolution
● Data lineage

Scenario 2: Does the problem involve a lot of self-referencing to the
same type of entity?
Identifying graph-shaped problems
● Organisational
hierarchies
● Social influencers
● Friends of friends
● Churn detection

Scenario 3: Does the problem explore relationships of varying or
unknown depth?
Identifying graph-shaped problems
● Supply chain
visibility
● Bill of Materials
● Network
management

Scenario 4: Does our problem involve discovering lots of diﬀerent
routes or paths?
Identifying graph-shaped problems
● Logistics and routing
● Infrastructure management
● Dependency tracing

A summary of scenarios
Scenario 1:
Does our problem involve
understanding relationships
between entities?
Scenario 2:
Does the problem involve a
lot of self-referencing to
the same type of entity?
Scenario 3:
Does the problem explore
relationships of varying or
unknown depth?
Scenario 4:
Does our problem involve
discovering lots of diﬀerent
routes or paths?

Where can I learn more
about graphs and
graph-shaped problems?

Free book:
neo4j.com/graph-databases-book
Free online training and certification:
neo4j.com/graphacademy/online-training
How to, best practices and customer
stories:
youtube.com/neo4j

Ljubica Lazarevic
Developer Relations
Advocate
@ElLazal
lju@neo4j.com
Join the conversation at community.neo4j.com

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BU毕业证【微信95270640】购买（波士顿大学毕业证成绩单硕士学历）Q微信95270640代办BU学历认证留信网伪造波士顿大学学位证书精仿波士顿大学本科/硕士文凭证书补办波士顿大学 diplomaoffer,Transcript购买波士顿大学毕业证成绩单购买BU假毕业证学位证书购买伪造波士顿大学文凭证书学位证书,专业办理雅思、托福成绩单，学生ID卡，在读证明，海外各大学offer录取通知书，毕业证书，成绩单，文凭等材料:1:1完美还原毕业证、offer录取通知书、学生卡等各种在读或毕业材料的防伪工艺（包括烫金、烫银、钢印、底纹、凹凸版、水印、防伪光标、热敏防伪、文字图案浮雕，激光镭射，紫外荧光，温感光标）学校原版上有的工艺我们一样不会少，不论是老版本还是最新版本，都能保证最高程度还原，力争完美以求让所有同学都能享受到完美的品质服务。专业为留学生办理波士顿大学波士顿大学毕业证offer【100%存档可查】留学全套申请材料办理。本公司承诺所有毕业证成绩单成品全部按照学校原版工艺对照一比一制作和学校一样的羊皮纸张保证您证书的质量！如果你回国在学历认证方面有以下难题请联系我们我们将竭诚为你解决认证瓶颈 1所有材料真实但资料不全无法提供完全齐整的原件。【如：成绩单丶毕业证丶回国证明等材料中有遗失的。】 2获得真实的国外最终学历学位但国外本科学历就读经历存在问题或缺陷。【如：国外本科是教育部不承认的或者是联合办学项目教育部没有备案的或者外本科没有正常毕业的。】 3学分转移联合办学等情况复杂不知道怎么整理材料的。时间紧迫自己不清楚递交流程的。如果你是以上情况之一请联系我们我们将在第一时间内给你免费咨询相关信息。我们将帮助你整理认证所需的各种材料.帮你解决国外学历认证难题。国外波士顿大学波士顿大学毕业证offer办理方法： 1客户提供办理信息：姓名生日专业学位毕业时间等（如信息不确定可以咨询顾问：我们有专业老师帮你查询波士顿大学波士顿大学毕业证offer）； 2开始安排制作波士顿大学毕业证成绩单电子图； 3波士顿大学毕业证成绩单电子版做好以后发送给您确认； 4波士顿大学毕业证成绩单电子版您确认信息无误之后安排制作成品； 5波士顿大学成品做好拍照或者视频给您确认； 6快递给客户（国内顺丰国外DHLUPS等快读邮寄）。二条巴掌般大的裤衩衩走出泳池山娃感觉透身粘粘乎乎散发着药水味有点痒山娃顿时留恋起家乡的小河潺潺活水清凉无比日子就这样孤寂而快乐地过着寂寞之余山娃最神往最开心就是晚上无论多晚多累父亲总要携山娃出去兜风逛夜市流光溢彩人潮涌动的都市夜生活总让山娃目不暇接惊叹不已父亲老问山娃想买什么想吃什么山娃知道父亲赚钱很辛苦除了书籍和文具山娃啥也不要能牵着父亲的手满城闲逛他已心满意足了父亲连挑了三套童装叫山娃试穿山伸

Empowering Data Analytics Ecosystem.pptx

benishzehra469

Show drafts volume_up Empowering the Data Analytics Ecosystem: A Laser Focus on Value The data analytics ecosystem thrives when every component functions at its peak, unlocking the true potential of data. Here's a laser focus on key areas for an empowered ecosystem: 1. Democratize Access, Not Data: Granular Access Controls: Provide users with self-service tools tailored to their specific needs, preventing data overload and misuse. Data Catalogs: Implement robust data catalogs for easy discovery and understanding of available data sources. 2. Foster Collaboration with Clear Roles: Data Mesh Architecture: Break down data silos by creating a distributed data ownership model with clear ownership and responsibilities. Collaborative Workspaces: Utilize interactive platforms where data scientists, analysts, and domain experts can work seamlessly together. 3. Leverage Advanced Analytics Strategically: AI-powered Automation: Automate repetitive tasks like data cleaning and feature engineering, freeing up data talent for higher-level analysis. Right-Tool Selection: Strategically choose the most effective advanced analytics techniques (e.g., AI, ML) based on specific business problems. 4. Prioritize Data Quality with Automation: Automated Data Validation: Implement automated data quality checks to identify and rectify errors at the source, minimizing downstream issues. Data Lineage Tracking: Track the flow of data throughout the ecosystem, ensuring transparency and facilitating root cause analysis for errors. 5. Cultivate a Data-Driven Mindset: Metrics-Driven Performance Management: Align KPIs and performance metrics with data-driven insights to ensure actionable decision making. Data Storytelling Workshops: Equip stakeholders with the skills to translate complex data findings into compelling narratives that drive action. Benefits of a Precise Ecosystem: Sharpened Focus: Precise access and clear roles ensure everyone works with the most relevant data, maximizing efficiency. Actionable Insights: Strategic analytics and automated quality checks lead to more reliable and actionable data insights. Continuous Improvement: Data-driven performance management fosters a culture of learning and continuous improvement. Sustainable Growth: Empowered by data, organizations can make informed decisions to drive sustainable growth and innovation. By focusing on these precise actions, organizations can create an empowered data analytics ecosystem that delivers real value by driving data-driven decisions and maximizing the return on their data investment.

一比一原版(NYU毕业证)纽约大学毕业证成绩单

ewymefz

NYU毕业证【微信95270640】《如何办理NYU毕业证纽约大学文凭学历》【Q微信95270640】《纽约大学文凭学历证书》《纽约大学毕业证书与成绩单样本图片》毕业证书补办 Fake Degree做学费单《毕业证明信-推荐信》成绩单，录取通知书，Offer，在读证明，雅思托福成绩单，真实大使馆教育部认证，回国人员证明，留信网认证。网上存档永久可查！【本科硕士】纽约大学纽约大学毕业证学位证（GPA修改）；学历认证（教育部认证）；大学Offer录取通知书留信认证使馆认证；雅思语言证书等高仿类证书。办理流程： 1客户提供办理纽约大学纽约大学毕业证学位证信息：姓名生日专业学位毕业时间等（如信息不确定可以咨询顾问：我们有专业老师帮你查询）； 2开始安排制作毕业证成绩单电子图； 3毕业证成绩单电子版做好以后发送给您确认； 4毕业证成绩单电子版您确认信息无误之后安排制作成品； 5成品做好拍照或者视频给您确认； 6快递给客户（国内顺丰国外DHLUPS等快读邮寄）真实网上可查的证明材料 1教育部学历学位认证留服官网真实存档可查永久存档。 2留学回国人员证明（使馆认证）使馆网站真实存档可查。我们对海外大学及学院的毕业证成绩单所使用的材料尺寸大小防伪结构（包括：纽约大学纽约大学毕业证学位证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）都有原版本文凭对照。质量得到了广大海外客户群体的认可同时和海外学校留学中介做到与时俱进及时掌握各大院校的（毕业证成绩单资格证结业证录取通知书在读证明等相关材料）的版本更新信息能够在第一时间掌握最新的海外学历文凭的样版尺寸大小纸张材质防伪技术等等并在第一时间收集到原版实物以求达到客户的需求。本公司还可以按照客户原版印刷制作且能够达到客户理想的要求。有需要办理证件的客户请联系我们在线客服中心微信：95270640 或咨询在线已转到了尽头他的城市生活也将划上一个不很圆满的句号了值得庆幸的是山娃早记下了他们的学校和联系方式说也奇怪在山娃离城的头一天父亲居然请假陪山娃耍了一天那一天父亲陪着山娃辗转长隆水上乐园疯了一整天水上漂流高空冲浪看大马戏大凡里面有的父亲都带着他去疯一把山娃算了算这一次足足花了老爸元够他挣上半个月的山娃很不解一向节俭的父亲啥时变得如此阔绰大方大把大把掏钱时居然连眉头也不皱一下车票早买好了直达卧铺车得经子

standardisation of garbhpala offhgfffghh

ArpitMalhotra16

一比一原版(CBU毕业证)卡普顿大学毕业证成绩单

nscud

CBU毕业证【微信95270640】☀《卡普顿大学毕业证购买》GoogleQ微信95270640《CBU毕业证模板办理》加拿大文凭、本科、硕士、研究生学历都可以做,二、业务范围： ★、全套服务：毕业证、成绩单、化学专业毕业证书伪造《卡普顿大学大学毕业证》Q微信95270640《CBU学位证书购买》专业为留学生办理卡普顿大学卡普顿大学本科毕业证成绩单【100%存档可查】留学全套申请材料办理。本公司承诺所有毕业证成绩单成品全部按照学校原版工艺对照一比一制作和学校一样的羊皮纸张保证您证书的质量！如果你回国在学历认证方面有以下难题请联系我们我们将竭诚为你解决认证瓶颈 1所有材料真实但资料不全无法提供完全齐整的原件。【如：成绩单丶毕业证丶回国证明等材料中有遗失的。】 2获得真实的国外最终学历学位但国外本科学历就读经历存在问题或缺陷。【如：国外本科是教育部不承认的或者是联合办学项目教育部没有备案的或者外本科没有正常毕业的。】 3学分转移联合办学等情况复杂不知道怎么整理材料的。时间紧迫自己不清楚递交流程的。如果你是以上情况之一请联系我们我们将在第一时间内给你免费咨询相关信息。我们将帮助你整理认证所需的各种材料.帮你解决国外学历认证难题。国外卡普顿大学卡普顿大学本科毕业证成绩单办理方法： 1客户提供办理信息：姓名生日专业学位毕业时间等（如信息不确定可以咨询顾问：我们有专业老师帮你查询卡普顿大学卡普顿大学本科毕业证成绩单）； 2开始安排制作卡普顿大学毕业证成绩单电子图； 3卡普顿大学毕业证成绩单电子版做好以后发送给您确认； 4卡普顿大学毕业证成绩单电子版您确认信息无误之后安排制作成品； 5卡普顿大学成品做好拍照或者视频给您确认； 6快递给客户（国内顺丰国外DHLUPS等快读邮寄）。父亲太伟大了居然能单匹马地跑到这么远这么大这么美的地方赚大钱高楼大厦鳞次栉比大街小巷人潮涌动山娃一路张望一路惊叹他发现城里的桥居然层层叠叠扭来扭去桥下没水却有着水一般的车水马龙山娃惊诧于城里的公交车那么大那么美不用买票乖乖地掷下二枚硬币空调享受还能坐着看电视呢屡经辗转山娃终于跟着父亲到家了山娃没想到父亲城里的家会如此寒碜更没料到父亲的城里竟有如此简陋的鬼地方父亲的家在高楼最底屋最下面很矮很黑是子

Malana- Gimlet Market Analysis (Portfolio 2)

TravisMalana

Data Centers - Striving Within A Narrow Range - Research Report - MCG - May 2...

pchutichetpong

M Capital Group (“MCG”) expects to see demand and the changing evolution of supply, facilitated through institutional investment rotation out of offices and into work from home (“WFH”), while the ever-expanding need for data storage as global internet usage expands, with experts predicting 5.3 billion users by 2023. These market factors will be underpinned by technological changes, such as progressing cloud services and edge sites, allowing the industry to see strong expected annual growth of 13% over the next 4 years. Whilst competitive headwinds remain, represented through the recent second bankruptcy filing of Sungard, which blames “COVID-19 and other macroeconomic trends including delayed customer spending decisions, insourcing and reductions in IT spending, energy inflation and reduction in demand for certain services”, the industry has seen key adjustments, where MCG believes that engineering cost management and technological innovation will be paramount to success. MCG reports that the more favorable market conditions expected over the next few years, helped by the winding down of pandemic restrictions and a hybrid working environment will be driving market momentum forward. The continuous injection of capital by alternative investment firms, as well as the growing infrastructural investment from cloud service providers and social media companies, whose revenues are expected to grow over 3.6x larger by value in 2026, will likely help propel center provision and innovation. These factors paint a promising picture for the industry players that offset rising input costs and adapt to new technologies. According to M Capital Group: “Specifically, the long-term cost-saving opportunities available from the rise of remote managing will likely aid value growth for the industry. Through margin optimization and further availability of capital for reinvestment, strong players will maintain their competitive foothold, while weaker players exit the market to balance supply and demand.”

Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...

John Andrews

SlideShare Description for "Chatty Kathy - UNC Bootcamp Final Project Presentation" Title: Chatty Kathy: Enhancing Physical Activity Among Older Adults Description: Discover how Chatty Kathy, an innovative project developed at the UNC Bootcamp, aims to tackle the challenge of low physical activity among older adults. Our AI-driven solution uses peer interaction to boost and sustain exercise levels, significantly improving health outcomes. This presentation covers our problem statement, the rationale behind Chatty Kathy, synthetic data and persona creation, model performance metrics, a visual demonstration of the project, and potential future developments. Join us for an insightful Q&A session to explore the potential of this groundbreaking project. Project Team: Jay Requarth, Jana Avery, John Andrews, Dr. Dick Davis II, Nee Buntoum, Nam Yeongjin & Mat Nicholas

一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单

nscud

CBU毕业证【微信95270640】《如何办理不列颠海角大学毕业证认证》【办证Q微信95270640】《不列颠海角大学文凭毕业证制作》《CBU学历学位证书哪里买》办理不列颠海角大学学位证书扫描件、办理不列颠海角大学雅思证书！国际留学归国服务中心《如何办不列颠海角大学毕业证认证》《CBU学位证书扫描件哪里买》实体公司，注册经营，行业标杆，精益求精！ 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。可办理以下真实不列颠海角大学存档留学生信息存档认证： 1不列颠海角大学真实留信网认证（网上可查永久存档无风险百分百成功入库）； 2真实教育部认证（留服）等一切高仿或者真实可查认证服务（暂时不可办理）； 3购买英美真实学籍（不用正常就读直接出学历）； 4英美一年硕士保毕业证项目（保录取学校挂名不用正常就读保毕业）留学本科/硕士毕业证书成绩单制作流程： 1客户提供办理信息：姓名生日专业学位毕业时间等（如信息不确定可以咨询顾问：我们有专业老师帮你查询不列颠海角大学不列颠海角大学本科学位证成绩单）； 2开始安排制作不列颠海角大学毕业证成绩单电子图； 3不列颠海角大学毕业证成绩单电子版做好以后发送给您确认； 4不列颠海角大学毕业证成绩单电子版您确认信息无误之后安排制作成品； 5不列颠海角大学成品做好拍照或者视频给您确认； 6快递给客户（国内顺丰国外DHLUPS等快读邮寄） — — — — — — — — — — — 《文凭顾问Q/微：95270640》这么大这么美的地方赚大钱高楼大厦鳞次栉比大街小巷人潮涌动山娃一路张望一路惊叹他发现城里的桥居然层层叠叠扭来扭去桥下没水却有着水一般的车水马龙山娃惊诧于城里的公交车那么大那么美不用买票乖乖地掷下二枚硬币空调享受还能坐着看电视呢屡经辗转山娃终于跟着父亲到家了山娃没想到父亲城里的家会如此寒碜更没料到父亲的城里竟有如此简陋的鬼地方父亲的家在高楼最底屋最下面很矮很黑是很不显眼的地下室父亲的家安在别人脚底下孰

一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单

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Identifying Graph-Shaped Problems

1. Identifying graph-shaped problems Lju Lazarevic lju@neoj4.com @ellazal

2. What is a graph?

3. A graph is... ...a set of discrete objects, each of which has some set of relationships with the other objects Seven Bridges of Konigsberg problem. Leonhard Euler, 1735

4. Anything can be a graph the Internet a water molecule H O H

5. Why do we need graphs?

6. Reality seldom comes in discrete tables Customer Beverage Mapping Action CI Name BI Name AI Type CI BI AIProblems are best understood with a representation of reality Reality is often about things being connected to other things drinks in store A graph provides a better approximation of reality Customer Coffee DRINKS Reality does not stop at the border of a data silo Customer Product Order 19 Jason 32 Ann 91 Dan 11 Filter 21 Latte 31 Flat W. 01 Buy 04 Preord. 09 Drink 91 21 01 91 21 09 32 11 04

7. Identifying a graph-shaped problem

8. Dan on Unsplash

9. Graphs in coffee • Can I tailor special offers based on historical habits? • Could my customers influence their friends to visit? • What happens if my supplier stops selling a product? • What happens if my supplier’s supplier’s supplier has a poor harvest? • What happens if my distribution centre has problems?

10. Scenarios for identifying graph-shaped problems

11. Scenario 1: Does our problem involve understanding relationships between entities? Identifying graph-shaped problems ● Recommendations ● Next best action ● Fraud detection ● Identity resolution ● Data lineage

12. Scenario 2: Does the problem involve a lot of self-referencing to the same type of entity? Identifying graph-shaped problems ● Organisational hierarchies ● Social influencers ● Friends of friends ● Churn detection

13. Scenario 3: Does the problem explore relationships of varying or unknown depth? Identifying graph-shaped problems ● Supply chain visibility ● Bill of Materials ● Network management

14. Scenario 4: Does our problem involve discovering lots of diﬀerent routes or paths? Identifying graph-shaped problems ● Logistics and routing ● Infrastructure management ● Dependency tracing

15. A summary of scenarios Scenario 1: Does our problem involve understanding relationships between entities? Scenario 2: Does the problem involve a lot of self-referencing to the same type of entity? Scenario 3: Does the problem explore relationships of varying or unknown depth? Scenario 4: Does our problem involve discovering lots of diﬀerent routes or paths?

16. Where can I learn more about graphs and graph-shaped problems?

17. Free book: neo4j.com/graph-databases-book Free online training and certification: neo4j.com/graphacademy/online-training How to, best practices and customer stories: youtube.com/neo4j

18. Ljubica Lazarevic Developer Relations Advocate @ElLazal lju@neo4j.com Join the conversation at community.neo4j.com

Identifying Graph-Shaped Problems

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