SlideShare a Scribd company logo
1 of 20
Download to read offline
StarGazer:
!
Map Analytics in StarCraft II
Guang Yang
(Demo)
Pipeline
15
Ingestion
Streaming
Batch
Data-store
API/Front-end
Ingestion
16
API
AWS EC2 Node
AWS EC2 Node
AWS EC2 Node
AWS EC2 Node
Serialize
via Avro
Kafka Topics:
!
- Stream
!
- Batch
Example API Request: http://api.ggtracker.com/api/v1/matches/3529593.json
Serialization
via Avro
- reinforces schema
!
- splittable on HDFS
!
- backward compatible
!
- saves space (binary)
Pipeline
18
Ingestion
Streaming
Batch
Data-store
API/Front-end
Batch / Streaming
19
Guang Yang
- B.A. in Computational and Applied Mathematics (Rice University)
- M.S. in Industrial Engineering & Operations Research (UC Berkeley)
- Got into Diamond League as Terran without making any Siege Tanks
- Email: gy8@berkeley.edu
- GitHub: github.com/gy8
20

More Related Content

What's hot

Making graph in R
Making graph in RMaking graph in R
Making graph in RSeongho An
 
Federated Graphite in Docker - Denver Docker Meetup
Federated Graphite in Docker - Denver Docker MeetupFederated Graphite in Docker - Denver Docker Meetup
Federated Graphite in Docker - Denver Docker MeetupPhil Zimmerman
 
G2G マッピングに関するアップデート
G2G マッピングに関するアップデートG2G マッピングに関するアップデート
G2G マッピングに関するアップデートShota Matsumoto
 
GIS: The Future's So Bright, I Gotta Wear Shades
GIS: The Future's So Bright, I Gotta Wear ShadesGIS: The Future's So Bright, I Gotta Wear Shades
GIS: The Future's So Bright, I Gotta Wear ShadesJames Fee
 
BASTA 2020 VS Code Data Visualisation
BASTA 2020 VS Code Data VisualisationBASTA 2020 VS Code Data Visualisation
BASTA 2020 VS Code Data VisualisationMax Kleiner
 
Mapbox Surface API
Mapbox Surface APIMapbox Surface API
Mapbox Surface APIbsudekum
 
Leveraging Intra-Node Parallelization in HPCC Systems
Leveraging Intra-Node Parallelization in HPCC SystemsLeveraging Intra-Node Parallelization in HPCC Systems
Leveraging Intra-Node Parallelization in HPCC SystemsHPCC Systems
 
R Data Visualization-Spatial data and Maps in R: Using R as a GIS
R Data Visualization-Spatial data and Maps in R: Using R as a GISR Data Visualization-Spatial data and Maps in R: Using R as a GIS
R Data Visualization-Spatial data and Maps in R: Using R as a GISDr. Volkan OBAN
 
Altitude San Francisco 2018: WebAssembly Tools & Applications
Altitude San Francisco 2018: WebAssembly Tools & ApplicationsAltitude San Francisco 2018: WebAssembly Tools & Applications
Altitude San Francisco 2018: WebAssembly Tools & ApplicationsFastly
 
Triple store
Triple storeTriple store
Triple storeSoonho
 
Python utilities for data presentation
Python utilities for data presentationPython utilities for data presentation
Python utilities for data presentationCommand Prompt., Inc
 
Summingbird: Streaming Portable, MapReduce
Summingbird: Streaming Portable, MapReduceSummingbird: Streaming Portable, MapReduce
Summingbird: Streaming Portable, MapReduceDataWorks Summit
 
WS-VLAM
WS-VLAMWS-VLAM
WS-VLAMaszbel
 

What's hot (20)

Making graph in R
Making graph in RMaking graph in R
Making graph in R
 
Federated Graphite in Docker - Denver Docker Meetup
Federated Graphite in Docker - Denver Docker MeetupFederated Graphite in Docker - Denver Docker Meetup
Federated Graphite in Docker - Denver Docker Meetup
 
Support slide4
Support slide4Support slide4
Support slide4
 
Graphite cluster setup blueprint
Graphite cluster setup blueprintGraphite cluster setup blueprint
Graphite cluster setup blueprint
 
Script 1
Script 1Script 1
Script 1
 
G2G マッピングに関するアップデート
G2G マッピングに関するアップデートG2G マッピングに関するアップデート
G2G マッピングに関するアップデート
 
GIS: The Future's So Bright, I Gotta Wear Shades
GIS: The Future's So Bright, I Gotta Wear ShadesGIS: The Future's So Bright, I Gotta Wear Shades
GIS: The Future's So Bright, I Gotta Wear Shades
 
BASTA 2020 VS Code Data Visualisation
BASTA 2020 VS Code Data VisualisationBASTA 2020 VS Code Data Visualisation
BASTA 2020 VS Code Data Visualisation
 
Map and Reduce
Map and ReduceMap and Reduce
Map and Reduce
 
Mapbox Surface API
Mapbox Surface APIMapbox Surface API
Mapbox Surface API
 
Leveraging Intra-Node Parallelization in HPCC Systems
Leveraging Intra-Node Parallelization in HPCC SystemsLeveraging Intra-Node Parallelization in HPCC Systems
Leveraging Intra-Node Parallelization in HPCC Systems
 
R Data Visualization-Spatial data and Maps in R: Using R as a GIS
R Data Visualization-Spatial data and Maps in R: Using R as a GISR Data Visualization-Spatial data and Maps in R: Using R as a GIS
R Data Visualization-Spatial data and Maps in R: Using R as a GIS
 
Graph ql vs rest
Graph ql vs restGraph ql vs rest
Graph ql vs rest
 
Altitude San Francisco 2018: WebAssembly Tools & Applications
Altitude San Francisco 2018: WebAssembly Tools & ApplicationsAltitude San Francisco 2018: WebAssembly Tools & Applications
Altitude San Francisco 2018: WebAssembly Tools & Applications
 
Advanced R Graphics
Advanced R GraphicsAdvanced R Graphics
Advanced R Graphics
 
Triple store
Triple storeTriple store
Triple store
 
Pig
PigPig
Pig
 
Python utilities for data presentation
Python utilities for data presentationPython utilities for data presentation
Python utilities for data presentation
 
Summingbird: Streaming Portable, MapReduce
Summingbird: Streaming Portable, MapReduceSummingbird: Streaming Portable, MapReduce
Summingbird: Streaming Portable, MapReduce
 
WS-VLAM
WS-VLAMWS-VLAM
WS-VLAM
 

Similar to Map Analytics in StarCraft II with StarGazer

Introduction to Apache Beam (incubating) - DataCamp Salzburg - 7 dec 2016
Introduction to Apache Beam (incubating) - DataCamp Salzburg - 7 dec 2016Introduction to Apache Beam (incubating) - DataCamp Salzburg - 7 dec 2016
Introduction to Apache Beam (incubating) - DataCamp Salzburg - 7 dec 2016Sergio Fernández
 
OSA Con 2022 - Arrow in Flight_ New Developments in Data Connectivity - David...
OSA Con 2022 - Arrow in Flight_ New Developments in Data Connectivity - David...OSA Con 2022 - Arrow in Flight_ New Developments in Data Connectivity - David...
OSA Con 2022 - Arrow in Flight_ New Developments in Data Connectivity - David...Altinity Ltd
 
Python Streaming Pipelines on Flink - Beam Meetup at Lyft 2019
Python Streaming Pipelines on Flink - Beam Meetup at Lyft 2019Python Streaming Pipelines on Flink - Beam Meetup at Lyft 2019
Python Streaming Pipelines on Flink - Beam Meetup at Lyft 2019Thomas Weise
 
Flink Forward Berlin 2018: Robert Bradshaw & Maximilian Michels - "Universal ...
Flink Forward Berlin 2018: Robert Bradshaw & Maximilian Michels - "Universal ...Flink Forward Berlin 2018: Robert Bradshaw & Maximilian Michels - "Universal ...
Flink Forward Berlin 2018: Robert Bradshaw & Maximilian Michels - "Universal ...Flink Forward
 
GraphQL in Apache Sling - but isn't it the opposite of REST?
GraphQL in Apache Sling - but isn't it the opposite of REST?GraphQL in Apache Sling - but isn't it the opposite of REST?
GraphQL in Apache Sling - but isn't it the opposite of REST?Bertrand Delacretaz
 
Web 2 . .3 Development Services
Web 2 . .3 Development ServicesWeb 2 . .3 Development Services
Web 2 . .3 Development ServicesTheawaster485
 
Introducing Kafka's Streams API
Introducing Kafka's Streams APIIntroducing Kafka's Streams API
Introducing Kafka's Streams APIconfluent
 
Web 2 . 0 .2 Coding Services
Web 2 . 0 .2 Coding ServicesWeb 2 . 0 .2 Coding Services
Web 2 . 0 .2 Coding Servicescrackmaker00
 
Academy PRO: Node.js - miscellaneous. Lecture 5
Academy PRO: Node.js - miscellaneous. Lecture 5Academy PRO: Node.js - miscellaneous. Lecture 5
Academy PRO: Node.js - miscellaneous. Lecture 5Binary Studio
 
Data pipeline with kafka
Data pipeline with kafkaData pipeline with kafka
Data pipeline with kafkaMole Wong
 
Apache Spark Structured Streaming + Apache Kafka = ♡
Apache Spark Structured Streaming + Apache Kafka = ♡Apache Spark Structured Streaming + Apache Kafka = ♡
Apache Spark Structured Streaming + Apache Kafka = ♡Bartosz Konieczny
 
Hands on with CoAP and Californium
Hands on with CoAP and CaliforniumHands on with CoAP and Californium
Hands on with CoAP and CaliforniumJulien Vermillard
 
簡単にレビュー環境が作れる仕組みを作ってる話し
簡単にレビュー環境が作れる仕組みを作ってる話し簡単にレビュー環境が作れる仕組みを作ってる話し
簡単にレビュー環境が作れる仕組みを作ってる話し正貴 小川
 
Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...
Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...
Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...Guido Schmutz
 
Rethinking Stream Processing with Apache Kafka: Applications vs. Clusters, St...
Rethinking Stream Processing with Apache Kafka: Applications vs. Clusters, St...Rethinking Stream Processing with Apache Kafka: Applications vs. Clusters, St...
Rethinking Stream Processing with Apache Kafka: Applications vs. Clusters, St...Michael Noll
 
InfluxDb and Grafana fighting with data
InfluxDb and Grafana fighting with dataInfluxDb and Grafana fighting with data
InfluxDb and Grafana fighting with dataIvan Vaskevych
 
Building a Bridge between Terraform and ArgoCD
Building a Bridge between Terraform and ArgoCDBuilding a Bridge between Terraform and ArgoCD
Building a Bridge between Terraform and ArgoCDCarlos Santana
 
Building Robust ETL Pipelines with Apache Spark
Building Robust ETL Pipelines with Apache SparkBuilding Robust ETL Pipelines with Apache Spark
Building Robust ETL Pipelines with Apache SparkDatabricks
 

Similar to Map Analytics in StarCraft II with StarGazer (20)

SCIO : Apache Beam API
SCIO : Apache Beam APISCIO : Apache Beam API
SCIO : Apache Beam API
 
Introduction to Apache Beam (incubating) - DataCamp Salzburg - 7 dec 2016
Introduction to Apache Beam (incubating) - DataCamp Salzburg - 7 dec 2016Introduction to Apache Beam (incubating) - DataCamp Salzburg - 7 dec 2016
Introduction to Apache Beam (incubating) - DataCamp Salzburg - 7 dec 2016
 
OSA Con 2022 - Arrow in Flight_ New Developments in Data Connectivity - David...
OSA Con 2022 - Arrow in Flight_ New Developments in Data Connectivity - David...OSA Con 2022 - Arrow in Flight_ New Developments in Data Connectivity - David...
OSA Con 2022 - Arrow in Flight_ New Developments in Data Connectivity - David...
 
Python Streaming Pipelines on Flink - Beam Meetup at Lyft 2019
Python Streaming Pipelines on Flink - Beam Meetup at Lyft 2019Python Streaming Pipelines on Flink - Beam Meetup at Lyft 2019
Python Streaming Pipelines on Flink - Beam Meetup at Lyft 2019
 
Flink Forward Berlin 2018: Robert Bradshaw & Maximilian Michels - "Universal ...
Flink Forward Berlin 2018: Robert Bradshaw & Maximilian Michels - "Universal ...Flink Forward Berlin 2018: Robert Bradshaw & Maximilian Michels - "Universal ...
Flink Forward Berlin 2018: Robert Bradshaw & Maximilian Michels - "Universal ...
 
GraphQL in Apache Sling - but isn't it the opposite of REST?
GraphQL in Apache Sling - but isn't it the opposite of REST?GraphQL in Apache Sling - but isn't it the opposite of REST?
GraphQL in Apache Sling - but isn't it the opposite of REST?
 
Web 2 . .3 Development Services
Web 2 . .3 Development ServicesWeb 2 . .3 Development Services
Web 2 . .3 Development Services
 
Introducing Kafka's Streams API
Introducing Kafka's Streams APIIntroducing Kafka's Streams API
Introducing Kafka's Streams API
 
Web 2 . 0 .2 Coding Services
Web 2 . 0 .2 Coding ServicesWeb 2 . 0 .2 Coding Services
Web 2 . 0 .2 Coding Services
 
Academy PRO: Node.js - miscellaneous. Lecture 5
Academy PRO: Node.js - miscellaneous. Lecture 5Academy PRO: Node.js - miscellaneous. Lecture 5
Academy PRO: Node.js - miscellaneous. Lecture 5
 
Data pipeline with kafka
Data pipeline with kafkaData pipeline with kafka
Data pipeline with kafka
 
Apache Spark Structured Streaming + Apache Kafka = ♡
Apache Spark Structured Streaming + Apache Kafka = ♡Apache Spark Structured Streaming + Apache Kafka = ♡
Apache Spark Structured Streaming + Apache Kafka = ♡
 
Hands on with CoAP and Californium
Hands on with CoAP and CaliforniumHands on with CoAP and Californium
Hands on with CoAP and Californium
 
簡単にレビュー環境が作れる仕組みを作ってる話し
簡単にレビュー環境が作れる仕組みを作ってる話し簡単にレビュー環境が作れる仕組みを作ってる話し
簡単にレビュー環境が作れる仕組みを作ってる話し
 
Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...
Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...
Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...
 
GraphQL in Production
GraphQL in ProductionGraphQL in Production
GraphQL in Production
 
Rethinking Stream Processing with Apache Kafka: Applications vs. Clusters, St...
Rethinking Stream Processing with Apache Kafka: Applications vs. Clusters, St...Rethinking Stream Processing with Apache Kafka: Applications vs. Clusters, St...
Rethinking Stream Processing with Apache Kafka: Applications vs. Clusters, St...
 
InfluxDb and Grafana fighting with data
InfluxDb and Grafana fighting with dataInfluxDb and Grafana fighting with data
InfluxDb and Grafana fighting with data
 
Building a Bridge between Terraform and ArgoCD
Building a Bridge between Terraform and ArgoCDBuilding a Bridge between Terraform and ArgoCD
Building a Bridge between Terraform and ArgoCD
 
Building Robust ETL Pipelines with Apache Spark
Building Robust ETL Pipelines with Apache SparkBuilding Robust ETL Pipelines with Apache Spark
Building Robust ETL Pipelines with Apache Spark
 

Recently uploaded

Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝soniya singh
 
B2 Creative Industry Response Evaluation.docx
B2 Creative Industry Response Evaluation.docxB2 Creative Industry Response Evaluation.docx
B2 Creative Industry Response Evaluation.docxStephen266013
 
9654467111 Call Girls In Munirka Hotel And Home Service
9654467111 Call Girls In Munirka Hotel And Home Service9654467111 Call Girls In Munirka Hotel And Home Service
9654467111 Call Girls In Munirka Hotel And Home ServiceSapana Sha
 
INTERNSHIP ON PURBASHA COMPOSITE TEX LTD
INTERNSHIP ON PURBASHA COMPOSITE TEX LTDINTERNSHIP ON PURBASHA COMPOSITE TEX LTD
INTERNSHIP ON PURBASHA COMPOSITE TEX LTDRafezzaman
 
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝DelhiRS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhijennyeacort
 
DBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfDBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfJohn Sterrett
 
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...dajasot375
 
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一F La
 
科罗拉多大学波尔得分校毕业证学位证成绩单-可办理
科罗拉多大学波尔得分校毕业证学位证成绩单-可办理科罗拉多大学波尔得分校毕业证学位证成绩单-可办理
科罗拉多大学波尔得分校毕业证学位证成绩单-可办理e4aez8ss
 
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptxEMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptxthyngster
 
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.pptdokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.pptSonatrach
 
Call Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts ServiceCall Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts ServiceSapana Sha
 
04242024_CCC TUG_Joins and Relationships
04242024_CCC TUG_Joins and Relationships04242024_CCC TUG_Joins and Relationships
04242024_CCC TUG_Joins and Relationshipsccctableauusergroup
 
NLP Project PPT: Flipkart Product Reviews through NLP Data Science.pptx
NLP Project PPT: Flipkart Product Reviews through NLP Data Science.pptxNLP Project PPT: Flipkart Product Reviews through NLP Data Science.pptx
NLP Project PPT: Flipkart Product Reviews through NLP Data Science.pptxBoston Institute of Analytics
 
RABBIT: A CLI tool for identifying bots based on their GitHub events.
RABBIT: A CLI tool for identifying bots based on their GitHub events.RABBIT: A CLI tool for identifying bots based on their GitHub events.
RABBIT: A CLI tool for identifying bots based on their GitHub events.natarajan8993
 
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Jack DiGiovanna
 
ASML's Taxonomy Adventure by Daniel Canter
ASML's Taxonomy Adventure by Daniel CanterASML's Taxonomy Adventure by Daniel Canter
ASML's Taxonomy Adventure by Daniel Cantervoginip
 
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样vhwb25kk
 
Customer Service Analytics - Make Sense of All Your Data.pptx
Customer Service Analytics - Make Sense of All Your Data.pptxCustomer Service Analytics - Make Sense of All Your Data.pptx
Customer Service Analytics - Make Sense of All Your Data.pptxEmmanuel Dauda
 

Recently uploaded (20)

E-Commerce Order PredictionShraddha Kamble.pptx
E-Commerce Order PredictionShraddha Kamble.pptxE-Commerce Order PredictionShraddha Kamble.pptx
E-Commerce Order PredictionShraddha Kamble.pptx
 
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
 
B2 Creative Industry Response Evaluation.docx
B2 Creative Industry Response Evaluation.docxB2 Creative Industry Response Evaluation.docx
B2 Creative Industry Response Evaluation.docx
 
9654467111 Call Girls In Munirka Hotel And Home Service
9654467111 Call Girls In Munirka Hotel And Home Service9654467111 Call Girls In Munirka Hotel And Home Service
9654467111 Call Girls In Munirka Hotel And Home Service
 
INTERNSHIP ON PURBASHA COMPOSITE TEX LTD
INTERNSHIP ON PURBASHA COMPOSITE TEX LTDINTERNSHIP ON PURBASHA COMPOSITE TEX LTD
INTERNSHIP ON PURBASHA COMPOSITE TEX LTD
 
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝DelhiRS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
 
DBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfDBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdf
 
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
 
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
 
科罗拉多大学波尔得分校毕业证学位证成绩单-可办理
科罗拉多大学波尔得分校毕业证学位证成绩单-可办理科罗拉多大学波尔得分校毕业证学位证成绩单-可办理
科罗拉多大学波尔得分校毕业证学位证成绩单-可办理
 
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptxEMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptx
 
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.pptdokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
 
Call Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts ServiceCall Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts Service
 
04242024_CCC TUG_Joins and Relationships
04242024_CCC TUG_Joins and Relationships04242024_CCC TUG_Joins and Relationships
04242024_CCC TUG_Joins and Relationships
 
NLP Project PPT: Flipkart Product Reviews through NLP Data Science.pptx
NLP Project PPT: Flipkart Product Reviews through NLP Data Science.pptxNLP Project PPT: Flipkart Product Reviews through NLP Data Science.pptx
NLP Project PPT: Flipkart Product Reviews through NLP Data Science.pptx
 
RABBIT: A CLI tool for identifying bots based on their GitHub events.
RABBIT: A CLI tool for identifying bots based on their GitHub events.RABBIT: A CLI tool for identifying bots based on their GitHub events.
RABBIT: A CLI tool for identifying bots based on their GitHub events.
 
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
 
ASML's Taxonomy Adventure by Daniel Canter
ASML's Taxonomy Adventure by Daniel CanterASML's Taxonomy Adventure by Daniel Canter
ASML's Taxonomy Adventure by Daniel Canter
 
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
 
Customer Service Analytics - Make Sense of All Your Data.pptx
Customer Service Analytics - Make Sense of All Your Data.pptxCustomer Service Analytics - Make Sense of All Your Data.pptx
Customer Service Analytics - Make Sense of All Your Data.pptx
 

Map Analytics in StarCraft II with StarGazer