Metadata

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Metadata is data that provides information about other data such as who created the data, where it can be accessed, what the data content is about, how the data was created and distributed, when the data was created, and why it was created or if there are any missing values. An example of metadata could include information about the study area, source data used, and time period of the data content. Metadata enables users to search for data by learning details about its creation and attributes.

Dados e análise

2
Metadata is the data, or information, about the data.
Metadata

3
Metadata
• created the data?
• manages the data?
Who
• is the study area?
• can I access the data?
Where
• is the data content?
• source data was used?
What
• was the data created?
• is the data distributed?
How
• is the time period of the content?
• was the data created?
When
• was the data created?
• are there missing values?
Why

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Use of Metadata
Metadata enables users to search for data by:

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Digital advertising, or paid media, encompasses the strategic deployment of online advertisements to reach target audiences efficiently and effectively. This includes any digital platform that supports advertising to deliver unique messages for any objective. Understanding the mechanics of digital advertising platforms, along with insights into audience behaviors and preferences, allows marketers to optimize their ad spend and achieve significant engagement and conversion rates. This lecture is for Advanced Digital & Social Media Strategy (MGMTX 466.05) at UCLA Extension.

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Building Real-Time Pipelines With FLaNK Timothy Spann, Principal Developer Advocate, Streaming - Cloudera Future of Data meetup, startup grind, AI Camp The combination of Apache Flink, Apache NiFi, and Apache Kafka for building real-time data processing pipelines is extremely powerful, as demonstrated by this case study using the FLaNK-MTA project. The project leverages these technologies to process and analyze real-time data from the New York City Metropolitan Transportation Authority (MTA). FLaNK-MTA demonstrates how to efficiently collect, transform, and analyze high-volume data streams, enabling timely insights and decision-making. Apache NiFi Apache Kafka Apache Flink Apache Iceberg LLM Generative AI Slack Postgresql

DATA SUMMIT 24 Building Real-Time Pipelines With FLaNK

Timothy Spann

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1. Metadata

2. 2 Metadata is the data, or information, about the data. Metadata

3. 3 Metadata • created the data? • manages the data? Who • is the study area? • can I access the data? Where • is the data content? • source data was used? What • was the data created? • is the data distributed? How • is the time period of the content? • was the data created? When • was the data created? • are there missing values? Why

4. 4 Metadata Example

5. 5 Metadata Example

6. 6 Use of Metadata Metadata enables users to search for data by:

7. 7 Thanks!

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