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Ray Bell
Home
About me
Previous work
Management
Talks
Blog
How hot is hot?
Know your first due
Apps Script is all you need
Find a Firefighter I class near you
Keeping track of power outages in the neighborhood
Setting up my new laptop
Advent of Code Solutions on Palantir
Advent of Code on Palantir Setup
Prefix-dev tools
Apache DevRelLake
The most viewed lightning strike?
What data processing tool should I use?
Dask vs. Bend
What is in that picture?
The biggest wave ever modeled*
Cataloging your geo-datasets
zarr vs parquet
driver.read_parquet("car.parquet", engine="vroom")
Anomaly Detection
az
Accelerating Data Science with GPUs
AutoML
Kubernetes and Data Science
Time Series Analysis of Royal Caribbean Stocks
Using XGBoost and Hyperopt in a Kaggle Comp
Classifying Ship Classes
The Julia Language
A Web Application to Determine Sentiment From Movie Reviews
Keeping Track of Your Company's Revenue in Real-time
Building a deep learning machine
xskillscore
dask-jobqueue
SS El Faro
cfanalytics
Courses
AI Mastery for Busy Executives
AI agentic design patterns with autogen
Responsible AI for public professionals - Using Generative AI at work
Functions, Tools and Agents with LangChain
Become a 10x Product Manager with ChatGPT & Generative AI
Antrophic's Prompt Engineering Interactive Tutorial
AWS Certified Machine Learning Specialty MLS-C01 [2024]
ChatGPT Prompt Engineering for Developers
ML in Weather and Climate
Kubernetes for the Absolute Beginners - Hands-on
GitLab CI: Pipelines, CI/CD and DevOps for Beginners
Optimized Vehicle Routing
Getting Started with Image Segmentation
Tensorflow Developer Certificate in 2022: Zero to Mastery
Kubernetes Hands-On - Deploy Microservices to the AWS Cloud
Build AI solutions with Azure Machine Learning
Azure Machine Learning Services
Create Machine Learning Models
Getting Started with Apache Spark SQL
fast.ai
How to Win a Data Science Competition
Sequence Models
Introduction to Data Science and Machine Learning
Convolutional Neural Networks
Getting Started with Apache Spark DataFrames
Structuring Machine Learning Projects
Hyperparameter tuning, Regularization and Optimization
Machine Learning in the Cloud with Azure Machine Learning
Neural Networks and Deep Learning
Applied Text Mining in python
Applied Machine Learning in Python
SAS for R users
SQL Novice Survey
Serverless Agentic Workflows with Amazon Bedrock
Cheat sheets
a11y-automation
A11y-sitechecker
A11ywatch
AATT
Accessibility Insights
Aef-loader
Ag2
Agenta
Agent Development Kit
Agent skills
Agents-cli
Aiobotocore
Aiohttp
Altair
Antigravity CLI
Anthropic
Anymap
Anymap-ts
Apps Script
Artifactory-cleanup
asap_pdf
Asqatasun
Async-geotiff
Asv
Autogen
Awkward
Aws-azure-login
AWS
Axe-core
Axe-scan
Azure
Bamboo
Bbc-a11y
Beautifulsoup4
Bedrock Studio
BigQuery
Bitbucket
Boa
Boto3
Botocore
Black
Browser use
Bumpver
Build
Cartopy
Catboost
Cdsapi
CDSDashboards
Census
Cfgrib
Chroma
Chromedriver
Clasp
Claude Code
Cloudflare
Codeql
Conda/mamba
Conda
Conda-forge
Condacolab
Conda-build
Conda-forge staged reciepes
Conda-lock
conda-smithy
Contextily
ContextGem
ControlFlow
Copernicus
Crawl4ai
Crest
CrewAI
Cron
Cudf
Cugraph
Cuml
Cupy
Curl
Cuspatial
Cuvs
Cython
Databricks
Dask
Dask-awkward
Dask-cudf
Dask-geopandas
Deepeval
Deep-research
Deep-research-py
Deepresearcher2
Dify
DocETL
Docker
Docling
DomainAccessibilityAudit
Dremio
Dspy
DuckDB
Duckduckgo-search
E2b
Earth Engine
Eccodes
Editoria11y
Equal-access
Equalify
Eventregistry
Excel
Explainerdashboard
Fae
FastHTML
FastMCP
Feedparser
Fiona
Firecrawl
Flake8
Fnm
Folium
Foundry-dev-tools
Foundry-platform-sdk
Fpdf2
Freestiler
Fsspec/adlfs/s3fs
GAM
Gcloud
GCP
GCSfuse
Gdal
Gemini CLI
Geoarrow
Geocube
GeoJSON
Geopandas
Geopy
Ghostty
Git/GitPython
Github
GitHub accessibility scanner
Gitingest
Gitlab
Gitlab-ci-local
Gog CLI
Google Analytics
Google Colab
Google Gemma
Google Maps
Google Workspace CLI
Google.genai
Googleapiclient
Govuk-accessibility-reports
GPT-researcher
GPU
Grayskull
Gspread
Herbie
Homebrew
Httpx
Httpx2
Huggingface
Hvplot
Hvplot/holoviews/geoviews
Hyperion
Hyperopt
Hypothesis
Ibis
Ipyleaflet
IPython
Intake
Javascript
Jiwer
JFrog
Jq
Jupysql
Jupyter/Ipython
Jupyter-ai
JupyterLite
K9s
Kaggle
Kbatch
Kerchunk
Koalas
Kubernetes
Kvikio
Langchain
Langgraph
Langsmith
Latex
Leafmap
Letta
LightGBM
Linux/Bash/Grep
Llm
Llama-stack
LM Studio
Local-deep-researcher
Localstack
Lonboard
Logfire
Loguru
Mac
Mamba
Mambaforge
Marimo
Markdown.new
Marker
Markitdown
Marp
Marvin
Matplotlib
Metaflow
Metpy
Metview
Meteostat
Micropip
Milvus
Miniforge
Miro
MLFlow
Mogcli
MonsterUI
Moshi
Moto
Movingpandas
Msal
Mypy/Typing
N8n
Nano
Nbdime
Nbstripout
Neuralforecast
NetCDF4
NetworkX
Node.js
Node-deepresearch
NotebookLM
Numba
Numpy
Ollama
oobee
Open webui
Open-deep-research
Openai
OpenCV
Opendata.Maryland.gov
Opendataloader pdf
Optuna
Oracle SQL
Osgeo
Overture maps
Pa11y
Palantir
Pandas
Pandasai
Pandas-pint
Pandas-profiling
Papermill
PC
Pdbpp
Pdf ASAP
PDF_Accessibility
Pdf-inspector
Pdf2htmlex
Pdf2pptx
Pdfbox
Phoenix
Pikepdf
PIL
Pint
Pint-xarray
Pip/pyproject.toml
Pixi
Planetary computer
Playsound
Playwright
Plotly/Dash
Polars
Power BI
Powerpoint
Powershell
Pre-commit
Prefect
Promptfoo
Py-spy
Pyarrow
Pydantic
Pydantic-ai
Pydub
Pygame
Pygrib
Pymupdf4llm
Pymupdf
Pyodide
Pypdf
Pypdf2
Pyproj
Pysnc
Pyspark
Pystac-client
Pytesseract
Pytest
Python
Python-atlassian-api
Python-gitlab
Python-markdownify
Python-pptx
Python-qrcode
PyTorch
Pytorch-lightning
Ragas
Rapidfuzz
Rapids
Rasterio
Rasterix
Rattler-build
Rechunker
Regionmask
Requests
Rich
Rio-pmtiles
Rioxarray
Rmm
Ruff
Rustup
S3fs
SAS
SageMaker
Satpy
Scikit-image
Scikit-learn
Scikit-spatial
Scipy
Seaborne
Sentence-transformer
SerpAPI
Shapely
SimplA11yPDFCrawler
Siphon
Skills
Slack
Smolagents
Sodapy
Sphinx
Spark
Spark-rapids
Spire
Sqlalchemy
Stac
Staged-recipes
Streamlit
Ta11y
Tanaguru
Tavily
Tensorflow
Terraform
Terraformer
Textstat
Timezonefinder
Tmux
Tota11y
Tpot
Tqdm
Tropycal
Typer
Typescript
Twine
UBKAccessibilityKit
Unstructured
Uv
UUV
Vim
Virtualizarr
Viztracer
Voyageai
VS Code
Voila
Watchdog
Wcat-scanner
Weathernext
Web-ui
Webrover
Wget
Wick-a11y
Windows
Windows subsystem for linux
Wgrib2
Xarray
Xarray-leaflet
Xbitinfo
Xclim
Xee
Xesmf
Xgboost
Xpdfreader
Xmovie
Xoak
Xskillscore
Youtube-to-docs
Youtube-transcript-api
Yt-dlp
Zarr
Conferences
AWS Summit 2026
PyData Global 2024
GTC 2024
Generative AI Week 2023
GTC 2023
Dask Summit 2021
Geopython 2021
GTC 2021
PyData Global 2020
SciPy 2020
Spark AI Summit 2020
Anacondacon 2020
South Florida Software Developers Conference 2020
EGU 2018
Resources
Government Technology
Government
Product
Analytics Resources
Geospatial Resources
Interview Resources
Machine Learning Resources
Data
Ray Bell
Home
About me
Previous work
Management
Talks
Blog
How hot is hot?
Know your first due
Apps Script is all you need
Find a Firefighter I class near you
Keeping track of power outages in the neighborhood
Setting up my new laptop
Advent of Code Solutions on Palantir
Advent of Code on Palantir Setup
Prefix-dev tools
Apache DevRelLake
The most viewed lightning strike?
What data processing tool should I use?
Dask vs. Bend
What is in that picture?
The biggest wave ever modeled*
Cataloging your geo-datasets
zarr vs parquet
driver.read_parquet("car.parquet", engine="vroom")
Anomaly Detection
az
Accelerating Data Science with GPUs
AutoML
Kubernetes and Data Science
Time Series Analysis of Royal Caribbean Stocks
Using XGBoost and Hyperopt in a Kaggle Comp
Classifying Ship Classes
The Julia Language
A Web Application to Determine Sentiment From Movie Reviews
Keeping Track of Your Company's Revenue in Real-time
Building a deep learning machine
xskillscore
dask-jobqueue
SS El Faro
cfanalytics
Courses
AI Mastery for Busy Executives
AI agentic design patterns with autogen
Responsible AI for public professionals - Using Generative AI at work
Functions, Tools and Agents with LangChain
Become a 10x Product Manager with ChatGPT & Generative AI
Antrophic's Prompt Engineering Interactive Tutorial
AWS Certified Machine Learning Specialty MLS-C01 [2024]
ChatGPT Prompt Engineering for Developers
ML in Weather and Climate
Kubernetes for the Absolute Beginners - Hands-on
GitLab CI: Pipelines, CI/CD and DevOps for Beginners
Optimized Vehicle Routing
Getting Started with Image Segmentation
Tensorflow Developer Certificate in 2022: Zero to Mastery
Kubernetes Hands-On - Deploy Microservices to the AWS Cloud
Build AI solutions with Azure Machine Learning
Azure Machine Learning Services
Create Machine Learning Models
Getting Started with Apache Spark SQL
fast.ai
How to Win a Data Science Competition
Sequence Models
Introduction to Data Science and Machine Learning
Convolutional Neural Networks
Getting Started with Apache Spark DataFrames
Structuring Machine Learning Projects
Hyperparameter tuning, Regularization and Optimization
Machine Learning in the Cloud with Azure Machine Learning
Neural Networks and Deep Learning
Applied Text Mining in python
Applied Machine Learning in Python
SAS for R users
SQL Novice Survey
Serverless Agentic Workflows with Amazon Bedrock
Cheat sheets
a11y-automation
A11y-sitechecker
A11ywatch
AATT
Accessibility Insights
Aef-loader
Ag2
Agenta
Agent Development Kit
Agent skills
Agents-cli
Aiobotocore
Aiohttp
Altair
Antigravity CLI
Anthropic
Anymap
Anymap-ts
Apps Script
Artifactory-cleanup
asap_pdf
Asqatasun
Async-geotiff
Asv
Autogen
Awkward
Aws-azure-login
AWS
Axe-core
Axe-scan
Azure
Bamboo
Bbc-a11y
Beautifulsoup4
Bedrock Studio
BigQuery
Bitbucket
Boa
Boto3
Botocore
Black
Browser use
Bumpver
Build
Cartopy
Catboost
Cdsapi
CDSDashboards
Census
Cfgrib
Chroma
Chromedriver
Clasp
Claude Code
Cloudflare
Codeql
Conda/mamba
Conda
Conda-forge
Condacolab
Conda-build
Conda-forge staged reciepes
Conda-lock
conda-smithy
Contextily
ContextGem
ControlFlow
Copernicus
Crawl4ai
Crest
CrewAI
Cron
Cudf
Cugraph
Cuml
Cupy
Curl
Cuspatial
Cuvs
Cython
Databricks
Dask
Dask-awkward
Dask-cudf
Dask-geopandas
Deepeval
Deep-research
Deep-research-py
Deepresearcher2
Dify
DocETL
Docker
Docling
DomainAccessibilityAudit
Dremio
Dspy
DuckDB
Duckduckgo-search
E2b
Earth Engine
Eccodes
Editoria11y
Equal-access
Equalify
Eventregistry
Excel
Explainerdashboard
Fae
FastHTML
FastMCP
Feedparser
Fiona
Firecrawl
Flake8
Fnm
Folium
Foundry-dev-tools
Foundry-platform-sdk
Fpdf2
Freestiler
Fsspec/adlfs/s3fs
GAM
Gcloud
GCP
GCSfuse
Gdal
Gemini CLI
Geoarrow
Geocube
GeoJSON
Geopandas
Geopy
Ghostty
Git/GitPython
Github
GitHub accessibility scanner
Gitingest
Gitlab
Gitlab-ci-local
Gog CLI
Google Analytics
Google Colab
Google Gemma
Google Maps
Google Workspace CLI
Google.genai
Googleapiclient
Govuk-accessibility-reports
GPT-researcher
GPU
Grayskull
Gspread
Herbie
Homebrew
Httpx
Httpx2
Huggingface
Hvplot
Hvplot/holoviews/geoviews
Hyperion
Hyperopt
Hypothesis
Ibis
Ipyleaflet
IPython
Intake
Javascript
Jiwer
JFrog
Jq
Jupysql
Jupyter/Ipython
Jupyter-ai
JupyterLite
K9s
Kaggle
Kbatch
Kerchunk
Koalas
Kubernetes
Kvikio
Langchain
Langgraph
Langsmith
Latex
Leafmap
Letta
LightGBM
Linux/Bash/Grep
Llm
Llama-stack
LM Studio
Local-deep-researcher
Localstack
Lonboard
Logfire
Loguru
Mac
Mamba
Mambaforge
Marimo
Markdown.new
Marker
Markitdown
Marp
Marvin
Matplotlib
Metaflow
Metpy
Metview
Meteostat
Micropip
Milvus
Miniforge
Miro
MLFlow
Mogcli
MonsterUI
Moshi
Moto
Movingpandas
Msal
Mypy/Typing
N8n
Nano
Nbdime
Nbstripout
Neuralforecast
NetCDF4
NetworkX
Node.js
Node-deepresearch
NotebookLM
Numba
Numpy
Ollama
oobee
Open webui
Open-deep-research
Openai
OpenCV
Opendata.Maryland.gov
Opendataloader pdf
Optuna
Oracle SQL
Osgeo
Overture maps
Pa11y
Palantir
Pandas
Pandasai
Pandas-pint
Pandas-profiling
Papermill
PC
Pdbpp
Pdf ASAP
PDF_Accessibility
Pdf-inspector
Pdf2htmlex
Pdf2pptx
Pdfbox
Phoenix
Pikepdf
PIL
Pint
Pint-xarray
Pip/pyproject.toml
Pixi
Planetary computer
Playsound
Playwright
Plotly/Dash
Polars
Power BI
Powerpoint
Powershell
Pre-commit
Prefect
Promptfoo
Py-spy
Pyarrow
Pydantic
Pydantic-ai
Pydub
Pygame
Pygrib
Pymupdf4llm
Pymupdf
Pyodide
Pypdf
Pypdf2
Pyproj
Pysnc
Pyspark
Pystac-client
Pytesseract
Pytest
Python
Python-atlassian-api
Python-gitlab
Python-markdownify
Python-pptx
Python-qrcode
PyTorch
Pytorch-lightning
Ragas
Rapidfuzz
Rapids
Rasterio
Rasterix
Rattler-build
Rechunker
Regionmask
Requests
Rich
Rio-pmtiles
Rioxarray
Rmm
Ruff
Rustup
S3fs
SAS
SageMaker
Satpy
Scikit-image
Scikit-learn
Scikit-spatial
Scipy
Seaborne
Sentence-transformer
SerpAPI
Shapely
SimplA11yPDFCrawler
Siphon
Skills
Slack
Smolagents
Sodapy
Sphinx
Spark
Spark-rapids
Spire
Sqlalchemy
Stac
Staged-recipes
Streamlit
Ta11y
Tanaguru
Tavily
Tensorflow
Terraform
Terraformer
Textstat
Timezonefinder
Tmux
Tota11y
Tpot
Tqdm
Tropycal
Typer
Typescript
Twine
UBKAccessibilityKit
Unstructured
Uv
UUV
Vim
Virtualizarr
Viztracer
Voyageai
VS Code
Voila
Watchdog
Wcat-scanner
Weathernext
Web-ui
Webrover
Wget
Wick-a11y
Windows
Windows subsystem for linux
Wgrib2
Xarray
Xarray-leaflet
Xbitinfo
Xclim
Xee
Xesmf
Xgboost
Xpdfreader
Xmovie
Xoak
Xskillscore
Youtube-to-docs
Youtube-transcript-api
Yt-dlp
Zarr
Conferences
AWS Summit 2026
PyData Global 2024
GTC 2024
Generative AI Week 2023
GTC 2023
Dask Summit 2021
Geopython 2021
GTC 2021
PyData Global 2020
SciPy 2020
Spark AI Summit 2020
Anacondacon 2020
South Florida Software Developers Conference 2020
EGU 2018
Resources
Government Technology
Government
Product
Analytics Resources
Geospatial Resources
Interview Resources
Machine Learning Resources
Data
More
Home
About me
Previous work
Management
Talks
Blog
How hot is hot?
Know your first due
Apps Script is all you need
Find a Firefighter I class near you
Keeping track of power outages in the neighborhood
Setting up my new laptop
Advent of Code Solutions on Palantir
Advent of Code on Palantir Setup
Prefix-dev tools
Apache DevRelLake
The most viewed lightning strike?
What data processing tool should I use?
Dask vs. Bend
What is in that picture?
The biggest wave ever modeled*
Cataloging your geo-datasets
zarr vs parquet
driver.read_parquet("car.parquet", engine="vroom")
Anomaly Detection
az
Accelerating Data Science with GPUs
AutoML
Kubernetes and Data Science
Time Series Analysis of Royal Caribbean Stocks
Using XGBoost and Hyperopt in a Kaggle Comp
Classifying Ship Classes
The Julia Language
A Web Application to Determine Sentiment From Movie Reviews
Keeping Track of Your Company's Revenue in Real-time
Building a deep learning machine
xskillscore
dask-jobqueue
SS El Faro
cfanalytics
Courses
AI Mastery for Busy Executives
AI agentic design patterns with autogen
Responsible AI for public professionals - Using Generative AI at work
Functions, Tools and Agents with LangChain
Become a 10x Product Manager with ChatGPT & Generative AI
Antrophic's Prompt Engineering Interactive Tutorial
AWS Certified Machine Learning Specialty MLS-C01 [2024]
ChatGPT Prompt Engineering for Developers
ML in Weather and Climate
Kubernetes for the Absolute Beginners - Hands-on
GitLab CI: Pipelines, CI/CD and DevOps for Beginners
Optimized Vehicle Routing
Getting Started with Image Segmentation
Tensorflow Developer Certificate in 2022: Zero to Mastery
Kubernetes Hands-On - Deploy Microservices to the AWS Cloud
Build AI solutions with Azure Machine Learning
Azure Machine Learning Services
Create Machine Learning Models
Getting Started with Apache Spark SQL
fast.ai
How to Win a Data Science Competition
Sequence Models
Introduction to Data Science and Machine Learning
Convolutional Neural Networks
Getting Started with Apache Spark DataFrames
Structuring Machine Learning Projects
Hyperparameter tuning, Regularization and Optimization
Machine Learning in the Cloud with Azure Machine Learning
Neural Networks and Deep Learning
Applied Text Mining in python
Applied Machine Learning in Python
SAS for R users
SQL Novice Survey
Serverless Agentic Workflows with Amazon Bedrock
Cheat sheets
a11y-automation
A11y-sitechecker
A11ywatch
AATT
Accessibility Insights
Aef-loader
Ag2
Agenta
Agent Development Kit
Agent skills
Agents-cli
Aiobotocore
Aiohttp
Altair
Antigravity CLI
Anthropic
Anymap
Anymap-ts
Apps Script
Artifactory-cleanup
asap_pdf
Asqatasun
Async-geotiff
Asv
Autogen
Awkward
Aws-azure-login
AWS
Axe-core
Axe-scan
Azure
Bamboo
Bbc-a11y
Beautifulsoup4
Bedrock Studio
BigQuery
Bitbucket
Boa
Boto3
Botocore
Black
Browser use
Bumpver
Build
Cartopy
Catboost
Cdsapi
CDSDashboards
Census
Cfgrib
Chroma
Chromedriver
Clasp
Claude Code
Cloudflare
Codeql
Conda/mamba
Conda
Conda-forge
Condacolab
Conda-build
Conda-forge staged reciepes
Conda-lock
conda-smithy
Contextily
ContextGem
ControlFlow
Copernicus
Crawl4ai
Crest
CrewAI
Cron
Cudf
Cugraph
Cuml
Cupy
Curl
Cuspatial
Cuvs
Cython
Databricks
Dask
Dask-awkward
Dask-cudf
Dask-geopandas
Deepeval
Deep-research
Deep-research-py
Deepresearcher2
Dify
DocETL
Docker
Docling
DomainAccessibilityAudit
Dremio
Dspy
DuckDB
Duckduckgo-search
E2b
Earth Engine
Eccodes
Editoria11y
Equal-access
Equalify
Eventregistry
Excel
Explainerdashboard
Fae
FastHTML
FastMCP
Feedparser
Fiona
Firecrawl
Flake8
Fnm
Folium
Foundry-dev-tools
Foundry-platform-sdk
Fpdf2
Freestiler
Fsspec/adlfs/s3fs
GAM
Gcloud
GCP
GCSfuse
Gdal
Gemini CLI
Geoarrow
Geocube
GeoJSON
Geopandas
Geopy
Ghostty
Git/GitPython
Github
GitHub accessibility scanner
Gitingest
Gitlab
Gitlab-ci-local
Gog CLI
Google Analytics
Google Colab
Google Gemma
Google Maps
Google Workspace CLI
Google.genai
Googleapiclient
Govuk-accessibility-reports
GPT-researcher
GPU
Grayskull
Gspread
Herbie
Homebrew
Httpx
Httpx2
Huggingface
Hvplot
Hvplot/holoviews/geoviews
Hyperion
Hyperopt
Hypothesis
Ibis
Ipyleaflet
IPython
Intake
Javascript
Jiwer
JFrog
Jq
Jupysql
Jupyter/Ipython
Jupyter-ai
JupyterLite
K9s
Kaggle
Kbatch
Kerchunk
Koalas
Kubernetes
Kvikio
Langchain
Langgraph
Langsmith
Latex
Leafmap
Letta
LightGBM
Linux/Bash/Grep
Llm
Llama-stack
LM Studio
Local-deep-researcher
Localstack
Lonboard
Logfire
Loguru
Mac
Mamba
Mambaforge
Marimo
Markdown.new
Marker
Markitdown
Marp
Marvin
Matplotlib
Metaflow
Metpy
Metview
Meteostat
Micropip
Milvus
Miniforge
Miro
MLFlow
Mogcli
MonsterUI
Moshi
Moto
Movingpandas
Msal
Mypy/Typing
N8n
Nano
Nbdime
Nbstripout
Neuralforecast
NetCDF4
NetworkX
Node.js
Node-deepresearch
NotebookLM
Numba
Numpy
Ollama
oobee
Open webui
Open-deep-research
Openai
OpenCV
Opendata.Maryland.gov
Opendataloader pdf
Optuna
Oracle SQL
Osgeo
Overture maps
Pa11y
Palantir
Pandas
Pandasai
Pandas-pint
Pandas-profiling
Papermill
PC
Pdbpp
Pdf ASAP
PDF_Accessibility
Pdf-inspector
Pdf2htmlex
Pdf2pptx
Pdfbox
Phoenix
Pikepdf
PIL
Pint
Pint-xarray
Pip/pyproject.toml
Pixi
Planetary computer
Playsound
Playwright
Plotly/Dash
Polars
Power BI
Powerpoint
Powershell
Pre-commit
Prefect
Promptfoo
Py-spy
Pyarrow
Pydantic
Pydantic-ai
Pydub
Pygame
Pygrib
Pymupdf4llm
Pymupdf
Pyodide
Pypdf
Pypdf2
Pyproj
Pysnc
Pyspark
Pystac-client
Pytesseract
Pytest
Python
Python-atlassian-api
Python-gitlab
Python-markdownify
Python-pptx
Python-qrcode
PyTorch
Pytorch-lightning
Ragas
Rapidfuzz
Rapids
Rasterio
Rasterix
Rattler-build
Rechunker
Regionmask
Requests
Rich
Rio-pmtiles
Rioxarray
Rmm
Ruff
Rustup
S3fs
SAS
SageMaker
Satpy
Scikit-image
Scikit-learn
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Jiwer
from jiwer import wer
reference = """hello world"""
hypothesis = """hello duck"""
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