Dask and Parquet
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Micro Sciences
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Monolithic Environments
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Microservices
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Venvs for Apps
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Venvs for (some) Tasks
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Micro Environments
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Dask - Basics
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Computational Graphs
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Delayed
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dask.DataFrame
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Basic Usage
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What does not work?
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Data peeking
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Dynamic schemas
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Meta Management
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Rookie Mistakes
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Avoid compute!
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Avoid repartition!
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Executive Summary
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Split, Apply, Combine
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A Result in Pieces
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Computational Graphs
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Matrix
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Why??
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Scalability
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Symbolism
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Smart Speed
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Data Containers
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Row and Column Stores
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2D
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Row Storage
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Column Storage
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Partitions
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Row Storage
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Columnar Storage
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Key-Value Stores
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Parquet
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Apache Parquet
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Dataframes & Parquet
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Statistics
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Apache Arrow
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The Players
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Parquet
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Arrow
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Feather
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Column stats
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In each partfile
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Explicit Metadata
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Predicate Pushdown
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A Tale of Two (Parquet) Engines
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Fastparquet
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Pyarrow
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Dask - Partitioning
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Predicates
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Parquet Filters
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The Index
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Dask DataFrames as Key/Value Stores
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Indexed DataFrames
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Pandas
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Surrogate Index
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Partition Structures
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Implicit
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Explicit
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Partitions
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Case Study - Fancy Indexing
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A Dask Example
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The Problem
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The (Ideal) Solution
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Space Filling Curves
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Cells
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The Index
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Examples
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Coverings
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Shapes to Slices
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Convolutions
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The Point
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Dask and Luigi
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Targets
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Readings
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Dask
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Parquet
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