From dd905ac0c90f8660fb5acf2a8143cb48b0cd033d Mon Sep 17 00:00:00 2001
From: SEK1RO <vlad@sek1.ro>
Date: Fri, 24 Oct 2025 22:04:14 +0300
Subject: [PATCH] feat(ds-2.1, circuit-3)

---
 circuit/25-1/3/DVJK_table.png           |  Bin 0 -> 16803 bytes
 circuit/25-1/3/TDCE_schema.png          |  Bin 0 -> 30617 bytes
 circuit/25-1/3/TDCE_timing.png          |  Bin 0 -> 58218 bytes
 circuit/25-1/3/TJK.png                  |  Bin 0 -> 35666 bytes
 circuit/25-1/3/TJK_schema.png           |  Bin 0 -> 38369 bytes
 circuit/25-1/3/TJK_timing.png           |  Bin 0 -> 60430 bytes
 circuit/25-1/3/TT.png                   |  Bin 0 -> 31421 bytes
 circuit/25-1/3/TT_schema.png            |  Bin 0 -> 30531 bytes
 circuit/25-1/3/TT_table.png             |  Bin 0 -> 3117 bytes
 circuit/25-1/3/TT_timing.png            |  Bin 0 -> 186130 bytes
 circuit/25-1/3/TT_transition.png        |  Bin 0 -> 16678 bytes
 circuit/25-1/3/lab3.pdf                 |  Bin 0 -> 1195049 bytes
 circuit/25-1/3/schema.png               |  Bin 0 -> 190783 bytes
 ds/25-1/2/1-00_introduction.ipynb       |  278 ++
 ds/25-1/2/1-01_section_overview.ipynb   |   78 +
 ds/25-1/2/1-02_data_manipulation.ipynb  | 2005 +++++++++++++
 ds/25-1/2/1-03_memory_management.ipynb  |  958 +++++++
 ds/25-1/2/1-04_interoperability.ipynb   | 1269 +++++++++
 ds/25-1/2/1-05_grouping.ipynb           | 1085 +++++++
 ds/25-1/2/1-06_data_visualization.ipynb | 3435 +++++++++++++++++++++++
 ds/25-1/2/1-07_etl.ipynb                | 1123 ++++++++
 ds/25-1/2/1-08_cudf-polars.ipynb        | 1220 ++++++++
 ds/25-1/2/1-09_dask-cudf.ipynb          |  978 +++++++
 ds/25-1/2/county_centroid.csv           |  172 ++
 24 files changed, 12601 insertions(+)
 create mode 100644 circuit/25-1/3/DVJK_table.png
 create mode 100644 circuit/25-1/3/TDCE_schema.png
 create mode 100644 circuit/25-1/3/TDCE_timing.png
 create mode 100644 circuit/25-1/3/TJK.png
 create mode 100644 circuit/25-1/3/TJK_schema.png
 create mode 100644 circuit/25-1/3/TJK_timing.png
 create mode 100644 circuit/25-1/3/TT.png
 create mode 100644 circuit/25-1/3/TT_schema.png
 create mode 100644 circuit/25-1/3/TT_table.png
 create mode 100644 circuit/25-1/3/TT_timing.png
 create mode 100644 circuit/25-1/3/TT_transition.png
 create mode 100644 circuit/25-1/3/lab3.pdf
 create mode 100644 circuit/25-1/3/schema.png
 create mode 100644 ds/25-1/2/1-00_introduction.ipynb
 create mode 100644 ds/25-1/2/1-01_section_overview.ipynb
 create mode 100644 ds/25-1/2/1-02_data_manipulation.ipynb
 create mode 100644 ds/25-1/2/1-03_memory_management.ipynb
 create mode 100644 ds/25-1/2/1-04_interoperability.ipynb
 create mode 100644 ds/25-1/2/1-05_grouping.ipynb
 create mode 100644 ds/25-1/2/1-06_data_visualization.ipynb
 create mode 100644 ds/25-1/2/1-07_etl.ipynb
 create mode 100644 ds/25-1/2/1-08_cudf-polars.ipynb
 create mode 100644 ds/25-1/2/1-09_dask-cudf.ipynb
 create mode 100644 ds/25-1/2/county_centroid.csv

diff --git a/circuit/25-1/3/DVJK_table.png b/circuit/25-1/3/DVJK_table.png
new file mode 100644
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diff --git a/circuit/25-1/3/TT_timing.png b/circuit/25-1/3/TT_timing.png
new file mode 100644
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diff --git a/circuit/25-1/3/schema.png b/circuit/25-1/3/schema.png
new file mode 100644
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diff --git a/ds/25-1/2/1-00_introduction.ipynb b/ds/25-1/2/1-00_introduction.ipynb
new file mode 100644
index 0000000..45668af
--- /dev/null
+++ b/ds/25-1/2/1-00_introduction.ipynb
@@ -0,0 +1,278 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "19051402",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "<img src=\"./images/DLI_Header.png\" width=400/>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "67ed6062",
+   "metadata": {},
+   "source": [
+    "# Fundamentals of Accelerated Data Science #"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a65f57f0",
+   "metadata": {},
+   "source": [
+    "## 00 - Introduction ##\n",
+    "Welcome to NVIDIA's Deep Learning Institute workshop on the Fundamentals of Accelerated Data Science. This interactive lab offers practical experience with every stage of the development process, empowering participants to tailor solutions for their unique applications."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "50d32b6c",
+   "metadata": {},
+   "source": [
+    "**Learning Objectives**\n",
+    "<br>\n",
+    "In this workshop, you will learn: \n",
+    "* Overview of data science\n",
+    "* Demonstrations of data science workflows\n",
+    "* How acceleration is achieved\n",
+    "* How to design operations to maximize GPU acceleration\n",
+    "* Implications of acceleration"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3a02c2b6",
+   "metadata": {},
+   "source": [
+    "### JupyterLab ###\n",
+    "For this hands-on lab, we use [JupyterLab](https://jupyterlab.readthedocs.io/en/stable/) to manage our environment.  The [JupyterLab Interface](https://jupyterlab.readthedocs.io/en/stable/user/interface.html) is a dashboard that provides access to interactive iPython notebooks, as well as the folder structure of our environment and a terminal window into the Ubuntu operating system. The first view includes a **menu bar** at the top, a **file browser** in the **left sidebar**, and a **main work area** that is initially open to this \"introduction\" notebook. \n",
+    "\n",
+    "<p><img src=\"images/jl_launcher.png\" width=720></p>\n",
+    "\n",
+    "* The file browser can be navigated just like any other file explorer. A double click on any of the items will open a new tab with its content. \n",
+    "* The main work area includes tabbed views of open files that can be closed, moved, and edited as needed. \n",
+    "* The notebooks, including this one, consist of a series of content and code **cells**. To execute code in a code cell, press `Shift+Enter` or the `Run` button in the menu bar above, while a cell is highlighted. Sometimes, a content cell will get switched to editing mode. Executing the cell with `Shift+Enter` or the `Run` button will switch it back to a readable form.\n",
+    "* To interrupt cell execution, click the `Stop` button in the menu bar or navigate to the `Kernel` menu, and select `Interrupt Kernel`. \n",
+    "* We can use terminal commands in the notebook cells by prepending an exclamation point/bang(`!`) to the beginning of the command.\n",
+    "* We can create additional interactive cells by clicking the `+` button above, or by switching to command mode with `Esc` and using the keyboard shortcuts `a` (for new cell above) and `b` (for new cell below)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4492c58d",
+   "metadata": {},
+   "source": [
+    "<a name='e1'></a>\n",
+    "### Exercise #1 - Practice ###\n",
+    "**Instructions**: <br>\n",
+    "* Try executing the simple print statement in the below cell.\n",
+    "* Then try executing the terminal command in the cell below."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e69a6515",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "# activate this cell by selecting it with the mouse or arrow keys then use the keyboard shortcut [Shift+Enter] to execute\n",
+    "print('This is just a simple print statement.')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e54fe372",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "!echo 'This is another simple print statement.'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c2e5151b-4842-465e-a20d-bb64af66d011",
+   "metadata": {},
+   "source": [
+    "<a name='e2'></a>\n",
+    "### Exercise #2 - Available GPU Accelerators ###\n",
+    "The `nvidia-smi` (NVIDIA System Management Interface) command is a powerful utility for managing and monitoring NVIDIA GPU devices. It will print information about available GPUs, their current memory usage, and any processes currently utilizing them. \n",
+    "\n",
+    "**Instructions**: <br>\n",
+    "* Execute the below cell to learn about this environment's available GPUs. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "08d543eb-a951-4eb9-8107-b13c01b3ac46",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "!nvidia-smi"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "adee74e3-613a-4986-be34-ff3ae113ccc7",
+   "metadata": {},
+   "source": [
+    "**Note**: Currently, GPU memory usage is minimal, with no active processes utilizing the GPUs. Throughout our session, we'll employ this command to monitor memory consumption. When conducting GPU-based data analysis, it's advisable to maintain approximately 50% of GPU memory free, allowing for operations that may expand data stored on the device."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f0839f2e-dfe3-4d8f-8010-ed8445c171fb",
+   "metadata": {},
+   "source": [
+    "<a name='e3'></a>\n",
+    "### Exercise #3 - Magic Commands ###\n",
+    "The Jupyter environment come installed with *magic* commands, which can be recognized by the presence of `%` or `%%`. We will be using two magic commands liberally in this workshop: \n",
+    "* `%time`: prints summary information about how long it took to run code for a single line of code\n",
+    "* `%%time`: prints summary information about how long it took to run code for an entire cell\n",
+    "\n",
+    "**Instructions**: <br>\n",
+    "* Execute the below cell to import the `time` library. \n",
+    "* Execute the cell below to time the single line of code. \n",
+    "* Execute the cell below to time the entire cell. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b1c34489-7812-4ffe-bd2e-748a52903481",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "from time import sleep"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "db1d5de9-f6e6-4984-8c32-f13b51aa27db",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "# %time only times one line\n",
+    "%time sleep(2) \n",
+    "sleep(1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "daf2f6f0-58a9-43a5-af8f-0b69b4a2a3a8",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "%%time\n",
+    "# DO NOT CHANGE THIS CELL\n",
+    "# %%time will time the entire cell\n",
+    "sleep(1)\n",
+    "sleep(1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "42ed873e-f7b5-4668-8e96-ce31d53d43b1",
+   "metadata": {},
+   "source": [
+    "<a name='e4'></a>\n",
+    "### Exercise #4 - Jupyter Kernels and GPU Memory ###\n",
+    "The compute backend for Jupyter is called the *kernel*. The Jupyter environment starts up a separate kernel for each new notebook. The many notebooks in this workshop are each intended to stand alone with regard to memory and computation. \n",
+    "\n",
+    "To ensure we have enough memory and compute for each notebook, we can clear the memory at the conclusion of each notebook in two ways: \n",
+    "1. Shut down the kernel with `ipykernel.kernelapp.IPKernelApp.do_shutdown()` or\n",
+    "2. Shut down the kernel through the *Running Terminals and Kernels* panel. \n",
+    "\n",
+    "**Instructions**: <br>\n",
+    "* Execute the below cell to shut down and restart the current kernel. \n",
+    "* Shut down the current kernel through the *Running Terminals and Kernels* panel.\n",
+    "\n",
+    "<p><img src=\"images/kernel_restart.png\" width=720></p>\n",
+    "\n",
+    "**Note**: Restarting the kernel from the *Kernel* menu will only clear the memory for *the current notebook's kernel*, while notebooks other than the one we're working on may still have memory allocated for *their unique kernels*. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "98e05b77-6019-428b-8e18-a2477692ef6f",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "import IPython\n",
+    "app = IPython.Application.instance()\n",
+    "app.kernel.do_shutdown(True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0321075e-433e-42d4-b849-de3fa17b54e1",
+   "metadata": {},
+   "source": [
+    "**Note**: Executing the provided code cell will shut down the kernel and activate a popup indicating that the kernel has restarted."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8e950df2",
+   "metadata": {},
+   "source": [
+    "**Well Done!** Let's move to the [next notebook](1-01_section_overview.ipynb). "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b604003a",
+   "metadata": {},
+   "source": [
+    "<img src=\"./images/DLI_Header.png\" width=400/>"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.15"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/ds/25-1/2/1-01_section_overview.ipynb b/ds/25-1/2/1-01_section_overview.ipynb
new file mode 100644
index 0000000..0b4e2ef
--- /dev/null
+++ b/ds/25-1/2/1-01_section_overview.ipynb
@@ -0,0 +1,78 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "b53a7b12-538d-4459-b82a-a35c8c417849",
+   "metadata": {},
+   "source": [
+    "<img src=\"./images/DLI_Header.png\" width=400/>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ae497b71-bc43-471e-8970-88a1878e7cf9",
+   "metadata": {},
+   "source": [
+    "# Fundamentals of Accelerated Data Science # "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3a61cc06-80da-4f73-ba61-8ff1b5af71d8",
+   "metadata": {},
+   "source": [
+    "## 01 - Section Overview ##\n",
+    "\n",
+    "**Table of Contents**\n",
+    "This section focuses on data processing. We'll work with multiple datasets, conduct high-level analyses, and prepare the data for subsequent machine learning tasks. \n",
+    "<br>\n",
+    "* **1-01_section_overview.ipynb**\n",
+    "* **1-02_data_manipulation.ipynb**\n",
+    "* **1-03_memory_management.ipynb**\n",
+    "* **1-04_interoperability.ipynb**\n",
+    "* **1-05_grouping.ipynb**\n",
+    "* **1-06_data_visualization.ipynb**\n",
+    "* **1-07_etl.ipynb**\n",
+    "* **1-08_dask-cudf.ipynb**\n",
+    "* **1-09_cudf-polars.ipynb**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9b1485a5-00e8-4495-85b0-b48671674818",
+   "metadata": {},
+   "source": [
+    "**Well Done!** Let's move to the [next notebook](1-02_data_manipulation.ipynb). "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "81e47f0a-547e-4714-878d-34eb9b75c835",
+   "metadata": {},
+   "source": [
+    "<img src=\"./images/DLI_Header.png\" width=400/>"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.15"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/ds/25-1/2/1-02_data_manipulation.ipynb b/ds/25-1/2/1-02_data_manipulation.ipynb
new file mode 100644
index 0000000..eac4803
--- /dev/null
+++ b/ds/25-1/2/1-02_data_manipulation.ipynb
@@ -0,0 +1,2005 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "b53a7b12-538d-4459-b82a-a35c8c417849",
+   "metadata": {},
+   "source": [
+    "<img src=\"./images/DLI_Header.png\" width=400/>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ae497b71-bc43-471e-8970-88a1878e7cf9",
+   "metadata": {},
+   "source": [
+    "# Fundamentals of Accelerated Data Science # "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a149b6d1-1880-4a5d-9d71-f963d3097aa4",
+   "metadata": {},
+   "source": [
+    "## 02 - Data Manipulation ##\n",
+    "\n",
+    "**Table of Contents**\n",
+    "<br>\n",
+    "This notebook explores the fundamentals of data acquisition and manipulation using DataFrame APIs, covering essential techniques for handling and processing datasets. This notebook covers the below sections: \n",
+    "1. [Data Background](#Data-Background)\n",
+    "1. [cuDF and pandas](#cuDF-and-pandas)\n",
+    "    * [pandas](#pandas)\n",
+    "    * [cuDF](#cuDF)\n",
+    "3. [Data Acquisition](#Data-Acquisition)\n",
+    "4. [Initial Data Exploration](#Initial-Data-Exploration)\n",
+    "5. [Indexing and Data Selection with `.loc` Accessor](#Indexing-and-Data-Selection-with-.loc-Accessor)\n",
+    "6. [Basic Operations](#Basic-Operations)\n",
+    "    * [Exercise #1 - Convert `county` Column to Title Case](#Exercise-#1---Convert-county-Column-to-Title-Case)\n",
+    "7. [Aggregation](#Aggregation)\n",
+    "8. [Applying User-Defined Functions (UDFs) with `.map()` and `.apply()`](#Applying-User-Defined-Functions-(UDFs)-with-.map()-and-.apply())\n",
+    "9. [Filtering with `.loc` and Boolean Mask](#Filtering-with-.loc-and-Boolean-Mask)\n",
+    "    * [Exercise #2 - Counties North of Sunderland](#Exercise-#2---Counties-North-of-Sunderland)\n",
+    "10. [Creating New Columns](#Creating-New-Columns)\n",
+    "11. [pandas vs. cuDF](#pandas-vs.-cuDF)\n",
+    "12. [cuDF pandas](#cuDF-pandas)\n",
+    "    * [Exercise #3 - Automatic Acceleration](#Exercise-#3---Automatic-Acceleration)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8b739635-4883-40b2-94e9-7a08f853871c",
+   "metadata": {},
+   "source": [
+    "## Data Background ##\n",
+    "For this workshop, we will be reading almost 60 million records (corresponding to the entire population of England and Wales) which were synthesized from official UK census data. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "95e6bbed-1c08-4002-837c-392d5a12658f",
+   "metadata": {},
+   "source": [
+    "## cuDF and pandas ##"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "050926cb-1dee-447a-9da8-49ebb1292d55",
+   "metadata": {},
+   "source": [
+    "### pandas ###\n",
+    "[pandas](https://pandas.pydata.org/) is a widely-used open-source library for data manipulation and analysis in Python. It provides high-performance, easy-to-use data structures and tools for working with structured data. It popularized the term DataFrame as a data structure for statistical computing. In data science, pandas is used for: \n",
+    "* **Data loading and writing**: reads from and writes to various file formats like CSV, Excel, JSON, and SQL databases\n",
+    "* **Data cleaning and processing/preprocessing**: helps users with handling missing data, merging datasets, and reshaping data\n",
+    "* **Data analysis**: performs grouping, aggregating, and statistical operations\n",
+    "\n",
+    "**Note**: Data preprocessing refers to the process of transforming raw data into a format that is more suitable for analysis and other downstream tasks. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "79e09f10-be1d-4ffe-9247-1e605e3f450f",
+   "metadata": {},
+   "source": [
+    "### cuDF ###\n",
+    "Similarly, [cuDF](https://docs.rapids.ai/api/cudf/stable/) is a Python GPU DataFrame library for loading, joining, aggregating, filtering, and otherwise manipulating data. cuDF is designed to accelerate data science workflows by utilizing the parallel processing power of GPUs, potentially offering significant speed improvements over CPU-based alternatives for large datasets. The key features of cuDF include: \n",
+    "* **GPU Acceleration**: leverages NVIDIA GPUs for fast data processing and analysis\n",
+    "* **pandas-like API**: provides users a familiar interface and transition to GPU-based computing\n",
+    "* **Integration with other RAPIDS libraries**: works seamlessly with other GPU-accelerated tools in the RAPIDS ecosystem"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ff5519e2-f77f-4160-b362-979301705733",
+   "metadata": {},
+   "source": [
+    "**Note**: Both Pandas and cuDF serve similar purposes in data manipulation and analysis, but cuDF is specifically optimized for GPU acceleration, making it particularly useful for working with large datasets where performance is critical."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "770fb1d8-73c5-4c45-a1e4-599f66e6b833",
+   "metadata": {},
+   "source": [
+    "## Data Acquisition ##\n",
+    "In our context, data acquisition refers to the process of collecting and importing data from various sources into a Python environment for analysis, processing, and manipulation. Data can come from a variety of sources: \n",
+    "* Local file in various formats\n",
+    "* Databases\n",
+    "* APIs\n",
+    "* Web scraping\n",
+    "\n",
+    "It's worth noting that Python's rich ecosystem of libraries makes it versatile for acquiring data from various sources, allowing data scientists to work with diverse datasets efficiently. CPU processing will be responsible for acquiring data from APIs or Web Scraping. In most cases, network bandwidth will likely be the bottleneck. Furthermore, cuDF doesn't have a way to get transactions from SQL data bases directly into GPU memory. The recommended approach for reading data from a database is to first use CPU-based methods (i.e. pandas), then convert to cuDF for GPU-accelerated processing.  \n",
+    "\n",
+    "Below we use the `head` linux command to display the beginning of the data file. This allows us to understand how to read the data correctly. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "247d2b96-1bce-4e26-89bd-d659df3528d7",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\"age\",\"sex\",\"county\",\"lat\",\"long\",\"name\"\n",
+      "0,\"m\",\"DARLINGTON\",54.53364379,-1.524400639,\"FRANCIS\"\n",
+      "0,\"m\",\"DARLINGTON\",54.42625551,-1.465313919,\"EDWARD\"\n",
+      "0,\"m\",\"DARLINGTON\",54.55520036,-1.496417277,\"TEDDY\"\n",
+      "0,\"m\",\"DARLINGTON\",54.54790635,-1.572341399,\"ANGUS\"\n"
+     ]
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "!head -n 5 data/uk_pop.csv"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "be7bd168-eb68-45cc-8009-64569974a187",
+   "metadata": {},
+   "source": [
+    "One row will represent one person. We have information about their `age`, `sex`, `county`, location, and `name`. Using cuDF, the RAPIDS API providing a GPU-accelerated DataFrame, we can read data from [a variety of formats](https://rapidsai.github.io/projects/cudf/en/0.10.0/api.html#module-cudf.io.csv), including csv, json, parquet, feather, orc, and pandas DataFrames, among others. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "89c435b1-35d5-4971-ade1-549ae77d22db",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "import cudf\n",
+    "import cupy as cp\n",
+    "import numpy as np\n",
+    "\n",
+    "from datetime import datetime\n",
+    "import random\n",
+    "import time"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9cb9faf3-4dc9-42bf-b481-98fb4155033e",
+   "metadata": {},
+   "source": [
+    "Below we read the data from a local csv file directly into GPU memory with the `read_csv()` function. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "a343a943-fd64-45f6-abd5-a991810cf5f3",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Duration: 3.67 seconds\n"
+     ]
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "start=time.time()\n",
+    "df=cudf.read_csv('./data/uk_pop.csv')\n",
+    "print(f'Duration: {round(time.time()-start, 2)} seconds')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c406541c-884a-49c3-b5cb-7aaf21b60403",
+   "metadata": {},
+   "source": [
+    "**Note**: Because of the sophisticated GPU memory management behind the scenes in cuDF, the first data load into a fresh RAPIDS memory environment is sometimes substantially slower than subsequent loads. The [RAPIDS Memory Manager](https://github.com/rapidsai/rmm) is preparing additional memory to accommodate the array of data science operations that we may be interested in using on the data, rather than allocating and deallocating the memory repeatedly throughout the workflow. \n",
+    "\n",
+    "Below we get the general information about the DataFrame with the `DataFrame.info()` method. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "18cd5602-9129-4809-a95f-1e30940558c5",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'cudf.core.dataframe.DataFrame'>\n",
+      "RangeIndex: 58479894 entries, 0 to 58479893\n",
+      "Data columns (total 6 columns):\n",
+      " #   Column  Dtype\n",
+      "---  ------  -----\n",
+      " 0   age     int64\n",
+      " 1   sex     object\n",
+      " 2   county  object\n",
+      " 3   lat     float64\n",
+      " 4   long    float64\n",
+      " 5   name    object\n",
+      "dtypes: float64(2), int64(1), object(3)\n",
+      "memory usage: 2.9 GB\n"
+     ]
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "df.info(memory_usage='deep')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a8289385-f1ac-4ccd-8ba4-6b127b200b42",
+   "metadata": {},
+   "source": [
+    "The **DataFrame** is a two-dimensional labeled data structure. It's organized in rows and columns, similar to a spreadsheet or SQL table. Both rows and columns have labels. Rows are typically labeled with an index, while columns have column names. Data is aligned based on row and column labels when performing operations. This is useful for enabling highly efficient vectorized operations across columns or rows. A **Series** refers to a one-dimensional array and is typically associated with a single column of data with an index. \n",
+    "\n",
+    "There are ~60MM records across 6 columns. cuDF is able to read data from local files directly into the GPU very efficiently. By default, cuDF samples the dataset to infer the most appropriate data types for each columns. \n",
+    "\n",
+    "**Note**: The DataFrame has `.dtypes` and `.columns` attributes that can be used to get similar information. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "af6127ab-437e-4a60-b9bd-5f9671c10602",
+   "metadata": {},
+   "source": [
+    "## Initial Data Exploration ##\n",
+    "Now that we have some data loaded, let's do some initial exploration. \n",
+    "\n",
+    "Below we preview the DataFrame with the `DataFrame.head()` method. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "7faf372e-644c-4120-8080-779f3a23a152",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>county</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>long</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.533644</td>\n",
+       "      <td>-1.524401</td>\n",
+       "      <td>FRANCIS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.426256</td>\n",
+       "      <td>-1.465314</td>\n",
+       "      <td>EDWARD</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.555200</td>\n",
+       "      <td>-1.496417</td>\n",
+       "      <td>TEDDY</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.547906</td>\n",
+       "      <td>-1.572341</td>\n",
+       "      <td>ANGUS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.477639</td>\n",
+       "      <td>-1.605995</td>\n",
+       "      <td>CHARLIE</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   age sex      county        lat      long     name\n",
+       "0    0   m  DARLINGTON  54.533644 -1.524401  FRANCIS\n",
+       "1    0   m  DARLINGTON  54.426256 -1.465314   EDWARD\n",
+       "2    0   m  DARLINGTON  54.555200 -1.496417    TEDDY\n",
+       "3    0   m  DARLINGTON  54.547906 -1.572341    ANGUS\n",
+       "4    0   m  DARLINGTON  54.477639 -1.605995  CHARLIE"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ee4649b1-2730-47e9-a9d7-331fe7514241",
+   "metadata": {},
+   "source": [
+    "## Indexing and Data Selection with `.loc` Accessor ##\n",
+    "The `.loc` accessor in cuDF DataFrames is used for label-based indexing and selection of data. It allows us to access and manipulate data in a DataFrame based on row and column labels. We can use `DataFrame.loc[row_label(s), column_label(s)]` to access a group of rows and columns. When selecting multiple labels, a list (`[]`) is used. Furthermore, we can use the slicing operator (`:`, i.e. `start:end`) to specify a range of elements. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "40d63289-8f23-424c-b3f4-0b7098c9b5a1",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>county</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   age sex      county\n",
+       "0    0   m  DARLINGTON\n",
+       "1    0   m  DARLINGTON\n",
+       "2    0   m  DARLINGTON"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>county</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   age sex      county\n",
+       "0    0   m  DARLINGTON\n",
+       "1    0   m  DARLINGTON\n",
+       "2    0   m  DARLINGTON\n",
+       "3    0   m  DARLINGTON\n",
+       "4    0   m  DARLINGTON\n",
+       "5    0   m  DARLINGTON"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>county</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>long</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.533644</td>\n",
+       "      <td>-1.524401</td>\n",
+       "      <td>FRANCIS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.426256</td>\n",
+       "      <td>-1.465314</td>\n",
+       "      <td>EDWARD</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.555200</td>\n",
+       "      <td>-1.496417</td>\n",
+       "      <td>TEDDY</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.547906</td>\n",
+       "      <td>-1.572341</td>\n",
+       "      <td>ANGUS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.477639</td>\n",
+       "      <td>-1.605995</td>\n",
+       "      <td>CHARLIE</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.522900</td>\n",
+       "      <td>-1.599255</td>\n",
+       "      <td>VICTOR</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.501872</td>\n",
+       "      <td>-1.667874</td>\n",
+       "      <td>EAMONN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.554709</td>\n",
+       "      <td>-1.494506</td>\n",
+       "      <td>HARRY</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.602288</td>\n",
+       "      <td>-1.586457</td>\n",
+       "      <td>HECTOR</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.489992</td>\n",
+       "      <td>-1.652537</td>\n",
+       "      <td>THEODORE</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.551315</td>\n",
+       "      <td>-1.519593</td>\n",
+       "      <td>MUHAMMAD</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    age sex      county        lat      long      name\n",
+       "0     0   m  DARLINGTON  54.533644 -1.524401   FRANCIS\n",
+       "1     0   m  DARLINGTON  54.426256 -1.465314    EDWARD\n",
+       "2     0   m  DARLINGTON  54.555200 -1.496417     TEDDY\n",
+       "3     0   m  DARLINGTON  54.547906 -1.572341     ANGUS\n",
+       "4     0   m  DARLINGTON  54.477639 -1.605995   CHARLIE\n",
+       "5     0   m  DARLINGTON  54.522900 -1.599255    VICTOR\n",
+       "6     0   m  DARLINGTON  54.501872 -1.667874    EAMONN\n",
+       "7     0   m  DARLINGTON  54.554709 -1.494506     HARRY\n",
+       "8     0   m  DARLINGTON  54.602288 -1.586457    HECTOR\n",
+       "9     0   m  DARLINGTON  54.489992 -1.652537  THEODORE\n",
+       "10    0   m  DARLINGTON  54.551315 -1.519593  MUHAMMAD"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "# get first cell\n",
+    "display(df.loc[0, 'age'])\n",
+    "print('-'*40)\n",
+    "\n",
+    "# get multiple rows and columns\n",
+    "display(df.loc[[0, 1, 2], ['age', 'sex', 'county']])\n",
+    "print('-'*40)\n",
+    "\n",
+    "# slice a range of rows and columns\n",
+    "display(df.loc[0:5, 'age':'county'])\n",
+    "print('-'*40)\n",
+    "\n",
+    "# slice a range of rows and columns\n",
+    "display(df.loc[:10, :'name'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a451118f-b986-49b6-ae03-2526e44007a7",
+   "metadata": {},
+   "source": [
+    "**Note**: `df[column_label(s)]` is another way to access specific columns, similar to `df.loc[:, column_labels]`. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "055f8828-db5b-419a-aab5-bf149b9fd829",
+   "metadata": {},
+   "source": [
+    "## Basic Operations ##\n",
+    "cuDF support a wide range of operations for numerical data. Although strings are not a data type traditionally associated with GPUs, cuDF supports powerful accelerated string operations.\n",
+    "* Numerical operations:\n",
+    "    * Arithmetic operations: addition, subtraction, multiplication, division\n",
+    "* String operations:\n",
+    "    * Case conversion: `.upper()`, `.lower()`, `.title()`\n",
+    "    * String manipulation: concatenation, substring, extraction, padding\n",
+    "    * Pattern matching: `contains()`\n",
+    "    * Splitting: `.split()`\n",
+    "* Comparison operations: greater than, less than, equal to, etc.\n",
+    "\n",
+    "These operations will be performed element-wise for each row. This allows for efficient **vectorized operations** across entire columns. These operations are implemented as vector operations instead of iteration because vector operations can be applied to entire arrays of data, instead of iterating through each element individually. Vectorization is significantly faster than iterating over elements, especially for large datasets. When operating on multiple columns, operations are aligned by index, ensuring that calculations are performed on the correct corresponding elements across columns. These element-wise operations are typically highly optimized and can be much faster than explicit loops, especially for large datasets. We can get the underlying array of data with the `.values` attribute. This is useful when we want to perform operations on the underlying data. \n",
+    "\n",
+    "**Note**: Iterating over a cuDF Series, DataFrame or Index is not supported. This is because iterating over data that resides on the GPU will yield extremely poor performance, as GPUs are optimized for highly parallel operations rather than sequential operations. \n",
+    "\n",
+    "Below we calculate the birth year for each person. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "d4286299-3a43-4e53-a9fb-04e1f20a40a4",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0           2025\n",
+       "1           2025\n",
+       "2           2025\n",
+       "3           2025\n",
+       "4           2025\n",
+       "            ... \n",
+       "58479889    1935\n",
+       "58479890    1935\n",
+       "58479891    1935\n",
+       "58479892    1935\n",
+       "58479893    1935\n",
+       "Name: age, Length: 58479894, dtype: int64"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "array([2025, 2025, 2025, ..., 1935, 1935, 1935])"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "# get current year\n",
+    "current_year=datetime.now().year\n",
+    "\n",
+    "# derive the birth year\n",
+    "display(current_year-df.loc[:, 'age'])\n",
+    "\n",
+    "# get the age array (CuPy for cuDF)\n",
+    "age_ary=df.loc[:, 'age'].values\n",
+    "\n",
+    "# derive the birth year\n",
+    "current_year-age_ary"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "00213228-e32e-4a88-853e-eef53fad4da8",
+   "metadata": {},
+   "source": [
+    "When performing operations between a DataFrame and a scalar value, the scalar is \"broadcast\" to match the shape of the DataFrame, effectively applying it to each element. \n",
+    "\n",
+    "```\n",
+    "current_year - df.loc[:, 'age']\n",
+    "-------------------------------\n",
+    "  (scalar)          (array)    \n",
+    "    2024,    -         0\n",
+    "    2024,    -         0\n",
+    "    2024,    -         0\n",
+    "    2024,    -         0\n",
+    "    2024,    -         0\n",
+    "    ...      -         ...\n",
+    "```\n",
+    "\n",
+    "This partially explains why cuDF provides significant performance improvements over pandas, especially for large datasets. The parallel processing architecture of GPUs are designed with thousands of small, specialized cores that can execute many operations simultaneously. This architecture is ideal for vectorized operations, which perform the same instruction on multiple data elements in parallel. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "760a2729-9c7a-4602-83ac-5e171cc4f5f9",
+   "metadata": {},
+   "source": [
+    "<a name='s4.1'></a>\n",
+    "### Exercise #1 - Convert `county` Column to Title Case ###\n",
+    "As it stands, all of the counties are UPPERCASE. We want to convert the `county` column to title case. \n",
+    "\n",
+    "**Instructions**: <br>\n",
+    "* Modify the `<FIXME>` only and execute the below cell to convert the `county` column to title case. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "5365b5b6-6a00-47e7-8839-0cc8b183c6d7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0           Darlington\n",
+       "1           Darlington\n",
+       "2           Darlington\n",
+       "3           Darlington\n",
+       "4           Darlington\n",
+       "               ...    \n",
+       "58479889       Newport\n",
+       "58479890       Newport\n",
+       "58479891       Newport\n",
+       "58479892       Newport\n",
+       "58479893       Newport\n",
+       "Name: county, Length: 58479894, dtype: object"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['county'].str.title()"
+   ]
+  },
+  {
+   "cell_type": "raw",
+   "id": "738892d3-4bab-4404-af83-b8623804ca5d",
+   "metadata": {},
+   "source": [
+    "\n",
+    "df['county'].str.title()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "35a2520b-5eec-4d59-a956-3f31b43a98b2",
+   "metadata": {},
+   "source": [
+    "Click ... for solution. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d163438b-9993-41e7-856c-76101135a9ad",
+   "metadata": {},
+   "source": [
+    "Performing comparison operations or applying conditions create boolean values (`True`/`False`) that corresponds element-wise. \n",
+    "\n",
+    "Below we check if each person is an adult. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "481218f1-ec09-4776-bda6-b039ccc190ab",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0           False\n",
+       "1           False\n",
+       "2           False\n",
+       "3           False\n",
+       "4           False\n",
+       "            ...  \n",
+       "58479889     True\n",
+       "58479890     True\n",
+       "58479891     True\n",
+       "58479892     True\n",
+       "58479893     True\n",
+       "Name: age, Length: 58479894, dtype: bool"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "df['age']>=18"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0b98c380-828a-404b-9fb2-1d215337eff0",
+   "metadata": {},
+   "source": [
+    "## Aggregation ##\n",
+    "Aggregation is an important operation for data science tasks, allowing us to summarize and analyze grouped data. It's commonly used for tasks like calculating totals, averages, counts, etc. cuDF supports common aggregations like `.sum()`, `.mean()`, `.min()`, `.max()`, `.count()`, `.std()`(standard deviation), etc. It also supports more advanced aggregations like `.quantile()` and `.corr()` (correlation). With the `axis` parameter, aggregation operations can be applied column-wise (`0`) or row-wise (`1`). \n",
+    "\n",
+    "When the aggregation is implemented as a vector operation, specifically a reduction operation, it is very efficient on the GPU becasue a large number of data elements can be processed simultaneously and in parallel. Column-wise operations also benefit from the [Apache Arrow columnar memory format](https://arrow.apache.org/docs/format/Columnar.html). \n",
+    "\n",
+    "<p><img src='images/sum_reduction.png' width=720></p>\n",
+    "\n",
+    "Below we calculate the arithmetic mean of `lat` and `long` to get an approximate center. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "bee8be82-8631-4863-a1fa-e46eed47e334",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "lat     52.350600\n",
+       "long    -1.304956\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "df[['lat', 'long']].mean()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8a53f0f4-7dc5-40fd-af07-3e82d6556393",
+   "metadata": {},
+   "source": [
+    "## Applying User-Defined Functions (UDFs) with `.map()` and `.apply()` ##\n",
+    "The `.map()` and `.apply()` methods are the primary ways of applying user-defined functions element-wise, and row or column-wise, respectively. We can pass a callable function (built-in or user-defined) as the argument, which is then applied to the entire data structure. Not all operations can be vectorized, especially complex custom logic. In such cases, methods like `.apply()` or custom UDFs might be necessary.\n",
+    "\n",
+    "Below we use `.apply()` to check if each person is an adult. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "c65e80f8-1cc3-453c-85f2-910dab451228",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0           0\n",
+       "1           0\n",
+       "2           0\n",
+       "3           0\n",
+       "4           0\n",
+       "           ..\n",
+       "58479889    1\n",
+       "58479890    1\n",
+       "58479891    1\n",
+       "58479892    1\n",
+       "58479893    1\n",
+       "Length: 58479894, dtype: int64"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Duration: 0.05 seconds\n"
+     ]
+    }
+   ],
+   "source": [
+    "# DO NOT CHNAGE THIS CELL\n",
+    "# define a function to check if age is greater than or equal to 18\n",
+    "start=time.time()\n",
+    "def is_adult(row): \n",
+    "    if row['age']>=18: \n",
+    "        return 1\n",
+    "    else: \n",
+    "        return 0\n",
+    "\n",
+    "# derive the birth year\n",
+    "display(df.apply(is_adult, axis=1))\n",
+    "print(f'Duration: {round(time.time()-start, 2)} seconds')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "02828781-6f5b-49d5-87a5-aa5ef08adf15",
+   "metadata": {},
+   "source": [
+    "We can also use a [**lambda function**](https://docs.python.org/3/glossary.html#term-lambda) when the function is simple. Lambda functions are limited to a single expression but can include a conditional statement and mulitple arguments. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "31d6e7fb-f435-4b1f-8e74-e732cc406b51",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0           0\n",
+       "1           0\n",
+       "2           0\n",
+       "3           0\n",
+       "4           0\n",
+       "           ..\n",
+       "58479889    1\n",
+       "58479890    1\n",
+       "58479891    1\n",
+       "58479892    1\n",
+       "58479893    1\n",
+       "Length: 58479894, dtype: int64"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Duration: 0.05 seconds\n"
+     ]
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "# derive the birth year\n",
+    "start=time.time()\n",
+    "display(df.apply(lambda x: 1 if x['age']>=18 else 0, axis=1))\n",
+    "print(f'Duration: {round(time.time()-start, 2)} seconds')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "475cc2f1-4dc9-4492-aab5-9e51ebf54ebb",
+   "metadata": {},
+   "source": [
+    "**Note**: The `.apply()` function in pandas accepts any user-defined function that can include arbitrary operations that are applied to each value of a Series and DataFrame. cuDF also supports `.apply()`, but it relies on Numba to JIT compile the UDF (not in scope) and execute it on the GPU. This can be extremely fast, but imposes a few limitations on what operations are allowed in the UDF. See the docs on [UDFs](https://docs.rapids.ai/api/cudf/stable/user_guide/guide-to-udfs/) for details."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "ecadefaa-380c-412c-87af-05c63d3f7871",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0           0\n",
+       "1           0\n",
+       "2           0\n",
+       "3           0\n",
+       "4           0\n",
+       "           ..\n",
+       "58479889    1\n",
+       "58479890    1\n",
+       "58479891    1\n",
+       "58479892    1\n",
+       "58479893    1\n",
+       "Name: age, Length: 58479894, dtype: int64"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Duration: 0.02 seconds\n"
+     ]
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "# derive the birth year\n",
+    "start=time.time()\n",
+    "display((df['age']>=18).astype('int'))\n",
+    "print(f'Duration: {round(time.time()-start, 2)} seconds')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "84f0c41b-ad56-4cc7-b074-f2390f41cc70",
+   "metadata": {},
+   "source": [
+    "Below we use `Series.map()` to determine the number of characters in each person's name. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "c4a3e4e1-fd83-4024-bcbf-29216c11016f",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0           7\n",
+       "1           6\n",
+       "2           5\n",
+       "3           5\n",
+       "4           7\n",
+       "           ..\n",
+       "58479889    5\n",
+       "58479890    8\n",
+       "58479891    7\n",
+       "58479892    7\n",
+       "58479893    8\n",
+       "Name: name, Length: 58479894, dtype: int32"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "df['name'].map(lambda x: len(x))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7c717ada-69b2-4982-b81b-8594af6d9bf1",
+   "metadata": {},
+   "source": [
+    "## Filtering with `.loc` and Boolean Mask ##\n",
+    "A boolean mask is an array of `True`/`False` values that corresponds element-wise to another array or data structure. It's used for filtering and selecting data based on certain conditions. In this context, the mask can be used to index or filter a DataFrame with `.loc`, selecting only the elements where the mask is `True`. \n",
+    "\n",
+    "**Note**: Boolean masking is often more efficient than iterative approaches, especially for large datasets, as it leverages vectorized operations. \n",
+    "\n",
+    "Below we use the `.loc` accessor and a boolean mask to filter people whose names start with an `E`. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "cf9cc540-1de6-4e50-986a-5bf9bd9056a6",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>county</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>long</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.426256</td>\n",
+       "      <td>-1.465314</td>\n",
+       "      <td>EDWARD</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.501872</td>\n",
+       "      <td>-1.667874</td>\n",
+       "      <td>EAMONN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.483065</td>\n",
+       "      <td>-1.501312</td>\n",
+       "      <td>ETHAN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.640205</td>\n",
+       "      <td>-1.558986</td>\n",
+       "      <td>ELVIN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.575450</td>\n",
+       "      <td>-1.600592</td>\n",
+       "      <td>EDWARD</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58479859</th>\n",
+       "      <td>90</td>\n",
+       "      <td>f</td>\n",
+       "      <td>NEWPORT</td>\n",
+       "      <td>51.576452</td>\n",
+       "      <td>-2.891774</td>\n",
+       "      <td>EDIE</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58479867</th>\n",
+       "      <td>90</td>\n",
+       "      <td>f</td>\n",
+       "      <td>NEWPORT</td>\n",
+       "      <td>51.555083</td>\n",
+       "      <td>-3.080259</td>\n",
+       "      <td>ELEANOR</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58479871</th>\n",
+       "      <td>90</td>\n",
+       "      <td>f</td>\n",
+       "      <td>NEWPORT</td>\n",
+       "      <td>51.515820</td>\n",
+       "      <td>-2.839532</td>\n",
+       "      <td>EMERSON</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58479875</th>\n",
+       "      <td>90</td>\n",
+       "      <td>f</td>\n",
+       "      <td>NEWPORT</td>\n",
+       "      <td>51.510140</td>\n",
+       "      <td>-3.004406</td>\n",
+       "      <td>ELLA</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58479885</th>\n",
+       "      <td>90</td>\n",
+       "      <td>f</td>\n",
+       "      <td>NEWPORT</td>\n",
+       "      <td>51.586575</td>\n",
+       "      <td>-2.799302</td>\n",
+       "      <td>ELIN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5081794 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          age sex      county        lat      long     name\n",
+       "1           0   m  DARLINGTON  54.426256 -1.465314   EDWARD\n",
+       "6           0   m  DARLINGTON  54.501872 -1.667874   EAMONN\n",
+       "34          0   m  DARLINGTON  54.483065 -1.501312    ETHAN\n",
+       "45          0   m  DARLINGTON  54.640205 -1.558986    ELVIN\n",
+       "49          0   m  DARLINGTON  54.575450 -1.600592   EDWARD\n",
+       "...       ...  ..         ...        ...       ...      ...\n",
+       "58479859   90   f     NEWPORT  51.576452 -2.891774     EDIE\n",
+       "58479867   90   f     NEWPORT  51.555083 -3.080259  ELEANOR\n",
+       "58479871   90   f     NEWPORT  51.515820 -2.839532  EMERSON\n",
+       "58479875   90   f     NEWPORT  51.510140 -3.004406     ELLA\n",
+       "58479885   90   f     NEWPORT  51.586575 -2.799302     ELIN\n",
+       "\n",
+       "[5081794 rows x 6 columns]"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "boolean_mask=df['name'].str.startswith('E')\n",
+    "df.loc[boolean_mask]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5d76a6dd-5d0b-4fd2-868a-235255375af0",
+   "metadata": {},
+   "source": [
+    "Multiple conditions can be combined using logical operators (`&` and `|`). \n",
+    "\n",
+    "**Note**: When using multiple conditions, it's important to wrap each condition in parentheses (`(` and `)`) to ensure correct order of operations. \n",
+    "\n",
+    "Below we use the `.loc` accessor and multiple conditions to filter adults whose names start with an `E`. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "03713403-6575-437d-99f0-c7f8ec3cb13b",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>county</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>long</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.426256</td>\n",
+       "      <td>-1.465314</td>\n",
+       "      <td>EDWARD</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.501872</td>\n",
+       "      <td>-1.667874</td>\n",
+       "      <td>EAMONN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.483065</td>\n",
+       "      <td>-1.501312</td>\n",
+       "      <td>ETHAN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.640205</td>\n",
+       "      <td>-1.558986</td>\n",
+       "      <td>ELVIN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.575450</td>\n",
+       "      <td>-1.600592</td>\n",
+       "      <td>EDWARD</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58479889</th>\n",
+       "      <td>90</td>\n",
+       "      <td>f</td>\n",
+       "      <td>NEWPORT</td>\n",
+       "      <td>51.626744</td>\n",
+       "      <td>-2.859381</td>\n",
+       "      <td>FREYA</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58479890</th>\n",
+       "      <td>90</td>\n",
+       "      <td>f</td>\n",
+       "      <td>NEWPORT</td>\n",
+       "      <td>51.546043</td>\n",
+       "      <td>-2.897815</td>\n",
+       "      <td>GEORGINA</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58479891</th>\n",
+       "      <td>90</td>\n",
+       "      <td>f</td>\n",
+       "      <td>NEWPORT</td>\n",
+       "      <td>51.605268</td>\n",
+       "      <td>-2.849656</td>\n",
+       "      <td>REBECCA</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58479892</th>\n",
+       "      <td>90</td>\n",
+       "      <td>f</td>\n",
+       "      <td>NEWPORT</td>\n",
+       "      <td>51.554649</td>\n",
+       "      <td>-2.934364</td>\n",
+       "      <td>JESSICA</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58479893</th>\n",
+       "      <td>90</td>\n",
+       "      <td>f</td>\n",
+       "      <td>NEWPORT</td>\n",
+       "      <td>51.578787</td>\n",
+       "      <td>-2.827954</td>\n",
+       "      <td>FLORENCE</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>47085782 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          age sex      county        lat      long      name\n",
+       "1           0   m  DARLINGTON  54.426256 -1.465314    EDWARD\n",
+       "6           0   m  DARLINGTON  54.501872 -1.667874    EAMONN\n",
+       "34          0   m  DARLINGTON  54.483065 -1.501312     ETHAN\n",
+       "45          0   m  DARLINGTON  54.640205 -1.558986     ELVIN\n",
+       "49          0   m  DARLINGTON  54.575450 -1.600592    EDWARD\n",
+       "...       ...  ..         ...        ...       ...       ...\n",
+       "58479889   90   f     NEWPORT  51.626744 -2.859381     FREYA\n",
+       "58479890   90   f     NEWPORT  51.546043 -2.897815  GEORGINA\n",
+       "58479891   90   f     NEWPORT  51.605268 -2.849656   REBECCA\n",
+       "58479892   90   f     NEWPORT  51.554649 -2.934364   JESSICA\n",
+       "58479893   90   f     NEWPORT  51.578787 -2.827954  FLORENCE\n",
+       "\n",
+       "[47085782 rows x 6 columns]"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "df[(df['age']>=18) | (df['name'].str.startswith('E'))]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "69b7f7ef-b270-4eae-8852-d6f48bf83086",
+   "metadata": {},
+   "source": [
+    "<a name='s4.1'></a>\n",
+    "### Exercise #2 - Counties North of Sunderland ###\n",
+    "This exercise will require to use the `.loc` accessor, and several of the techniques described above. We want to identify the latitude of the northernmost resident of Sunderland county (the person with the maximum `lat` value), and then determine which counties have any residents north of this resident. Use the `Series.unique()` method of to de-duplicate the result.\n",
+    "\n",
+    "**Instructions**: <br>\n",
+    "* Modify the `<FIXME>` only and execute the below cell to identify counties north of Sunderland. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "8c1394db-6bca-473b-a053-61a6066bd835",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0          COUNTY DURHAM\n",
+       "1         NORTHUMBERLAND\n",
+       "2              GATESHEAD\n",
+       "3    NEWCASTLE UPON TYNE\n",
+       "4         NORTH TYNESIDE\n",
+       "5         SOUTH TYNESIDE\n",
+       "6                CUMBRIA\n",
+       "7        NORTH YORKSHIRE\n",
+       "Name: county, dtype: object"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sunderland_residents=df.loc[df['county'] =='SUNDERLAND']\n",
+    "northmost_sunderland_lat=sunderland_residents['lat'].max()\n",
+    "df.loc[df['lat'] > northmost_sunderland_lat]['county'].unique()"
+   ]
+  },
+  {
+   "cell_type": "raw",
+   "id": "0cf99881-1a27-409a-822b-7e62b5953f3a",
+   "metadata": {},
+   "source": [
+    "\n",
+    "sunderland_residents=df.loc[df['county'] == 'SUNDERLAND']\n",
+    "northmost_sunderland_lat=sunderland_residents['lat'].max()\n",
+    "df.loc[df['lat'] > northmost_sunderland_lat]['county'].unique()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0594efe7-97d4-4884-bffb-a26f5144ad54",
+   "metadata": {},
+   "source": [
+    "Click ... for solution. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d5ead43e-37bc-4a3d-a64f-bb82ad01ad99",
+   "metadata": {},
+   "source": [
+    "## Creating New Columns ##"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "45ada779-bc14-4fba-88d8-62c282345a63",
+   "metadata": {},
+   "source": [
+    "We can create new columns by assigning values to the column label. The new column should have the same number of rows as the existing DataFrame. Typically, we create new columns by performing operations on existing columns. \n",
+    "\n",
+    "Below we create a few additional columns. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "977fdb2b-dbf1-4842-ab0f-31b9af65e0d1",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>county</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>long</th>\n",
+       "      <th>name</th>\n",
+       "      <th>birth_year</th>\n",
+       "      <th>sex_normalize</th>\n",
+       "      <th>county_normalize</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.533644</td>\n",
+       "      <td>-1.524401</td>\n",
+       "      <td>Francis</td>\n",
+       "      <td>2025</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Darlington</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.426256</td>\n",
+       "      <td>-1.465314</td>\n",
+       "      <td>Edward</td>\n",
+       "      <td>2025</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Darlington</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.555200</td>\n",
+       "      <td>-1.496417</td>\n",
+       "      <td>Teddy</td>\n",
+       "      <td>2025</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Darlington</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.547906</td>\n",
+       "      <td>-1.572341</td>\n",
+       "      <td>Angus</td>\n",
+       "      <td>2025</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Darlington</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.477639</td>\n",
+       "      <td>-1.605995</td>\n",
+       "      <td>Charlie</td>\n",
+       "      <td>2025</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Darlington</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   age sex      county        lat      long     name  birth_year  \\\n",
+       "0    0   m  DARLINGTON  54.533644 -1.524401  Francis        2025   \n",
+       "1    0   m  DARLINGTON  54.426256 -1.465314   Edward        2025   \n",
+       "2    0   m  DARLINGTON  54.555200 -1.496417    Teddy        2025   \n",
+       "3    0   m  DARLINGTON  54.547906 -1.572341    Angus        2025   \n",
+       "4    0   m  DARLINGTON  54.477639 -1.605995  Charlie        2025   \n",
+       "\n",
+       "  sex_normalize county_normalize  \n",
+       "0             M       Darlington  \n",
+       "1             M       Darlington  \n",
+       "2             M       Darlington  \n",
+       "3             M       Darlington  \n",
+       "4             M       Darlington  "
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "# get current year\n",
+    "current_year=datetime.now().year\n",
+    "\n",
+    "# numerical operations\n",
+    "df['birth_year']=current_year-df['age']\n",
+    "\n",
+    "# string operations\n",
+    "df['sex_normalize']=df['sex'].str.upper()\n",
+    "df['county_normalize']=df['county'].str.title().str.replace(' ', '_')\n",
+    "df['name']=df['name'].str.title()\n",
+    "\n",
+    "# preview\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "66c5d332-a6ef-4f8d-9560-fa860ea1679a",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'status': 'ok', 'restart': True}"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "import IPython\n",
+    "app = IPython.Application.instance()\n",
+    "app.kernel.do_shutdown(True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cd7bed0a-d46d-402a-884e-e2e17c98738c",
+   "metadata": {},
+   "source": [
+    "## pandas vs. cuDF ##\n",
+    "Except for being much more performant with large datasets, cuDF looks and feels a lot like Pandas. By way of review, cuDF and pandas share the below similarities: \n",
+    "* **API similarity**: cuDF provides a pandas-like API that is familiar to data engineers and data scientists. It aims to implement many of the same functions and operations as pandas, allowing users to easily accelerate their existing pandas workflows.\n",
+    "* **Similar operations**: cuDF implements many common pandas operations such as filtering, joining, aggregating, and groupby.\n",
+    "\n",
+    "<p><img src='images/pandas_vs_cudf.png' width=1080></p>\n",
+    "\n",
+    "Comparing to pandas, cuDF tends to perform better for large datasets because of the follow features: \n",
+    "* GPUs excel at parallel computation, which is advantageous for many data science and machine learning tasks.\n",
+    "* GPUs typically have much higher memory bandwidth than CPUs, allowing for faster data access in memory-bound operations.\n",
+    "* cuDF leverages GPU's ability to perform vectorized operations efficiently, which is particularly beneficial for large datasets.\n",
+    "* cuDF uses a columnar data format, which can lead to more efficient memory access patterns on GPUs. When performing data operations on cuDF Dataframes, column operations are typically much more performant than row-wise operations.\n",
+    "\n",
+    "**Note**: It's important to note that the performance advantage of cuDF over pandas can vary depending on the specific operation, data size, and hardware configuration. For smaller datasets or simpler operations, the overhead of GPU initialization might make pandas on CPU faster."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c9c00b32-f5f2-46de-a50a-fc54f3244dab",
+   "metadata": {},
+   "source": [
+    "## cuDF pandas ##\n",
+    "Starting with version `23.10.01`, cuDF introduced a **pandas accelerator mode** (`cudf.pandas`) that supports 100% of the pandas API. This mode allows users to accelerate pandas code on the GPU without requiring any code changes. Not all operations can be performed on the GPU. When using `cudf.pandas`, operations that can be accelerated will run on the GPU, while unsupported operations will automatically fall back to pandas on the CPU. For example, `.read_sql()`. this will first read sql with pandas and move the data to cuDF. \n",
+    "\n",
+    "There are two ways to activate cuDF pandas:\n",
+    "- Jupyter Magic Command\n",
+    "```\n",
+    "%load_ext cudf.pandas\n",
+    "import pandas\n",
+    "...\n",
+    "```\n",
+    "- Python Import\n",
+    "```\n",
+    "import cudf.pandas\n",
+    "cudf.pandas.install()\n",
+    "\n",
+    "import pandas as pd\n",
+    "...\n",
+    "```\n",
+    "\n",
+    "**Note**: There are no other changes required - this is useful to quickly accelerate existing workloads with minimum code change. More information about cuDF pandas can be found [here](https://docs.rapids.ai/api/cudf/stable/cudf_pandas/). \n",
+    "\n",
+    "cuDF pandas is a no code change accelerator for pandas for automatic acceleration of any supported pandas call. \n",
+    "\n",
+    "Below we run some basic DataFrame operations with pandas, before demonstrating how cudf pandas is enabled. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "5fed82ae-0ecb-4471-bb8f-060b1bf4542f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "# %load_ext cudf.pandas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "7671791e-c491-4831-bd1b-956de6b455e5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "import pandas as pd\n",
+    "import time\n",
+    "from datetime import datetime"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "47c87c9f-5b97-4a0d-bfa7-a26c1369314f",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "ename": "ParserError",
+     "evalue": "Error tokenizing data. C error: Calling read(nbytes) on source failed. Try engine='python'.",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mParserError\u001b[0m                               Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[3], line 5\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# %%cudf.pandas.line_profile\u001b[39;00m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;66;03m# DO NOT CHANGE THIS CELL\u001b[39;00m\n\u001b[1;32m      3\u001b[0m start\u001b[38;5;241m=\u001b[39mtime\u001b[38;5;241m.\u001b[39mtime()\n\u001b[0;32m----> 5\u001b[0m df\u001b[38;5;241m=\u001b[39m\u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_csv\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m./data/uk_pop.csv\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m      6\u001b[0m current_year\u001b[38;5;241m=\u001b[39mdatetime\u001b[38;5;241m.\u001b[39mnow()\u001b[38;5;241m.\u001b[39myear\n\u001b[1;32m      8\u001b[0m df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mbirth_year\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m=\u001b[39mcurrent_year\u001b[38;5;241m-\u001b[39mdf[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mage\u001b[39m\u001b[38;5;124m'\u001b[39m]\n",
+      "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/pandas/io/parsers/readers.py:1026\u001b[0m, in \u001b[0;36mread_csv\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, date_format, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options, dtype_backend)\u001b[0m\n\u001b[1;32m   1013\u001b[0m kwds_defaults \u001b[38;5;241m=\u001b[39m _refine_defaults_read(\n\u001b[1;32m   1014\u001b[0m     dialect,\n\u001b[1;32m   1015\u001b[0m     delimiter,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   1022\u001b[0m     dtype_backend\u001b[38;5;241m=\u001b[39mdtype_backend,\n\u001b[1;32m   1023\u001b[0m )\n\u001b[1;32m   1024\u001b[0m kwds\u001b[38;5;241m.\u001b[39mupdate(kwds_defaults)\n\u001b[0;32m-> 1026\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_read\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/pandas/io/parsers/readers.py:626\u001b[0m, in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m    623\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m parser\n\u001b[1;32m    625\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m parser:\n\u001b[0;32m--> 626\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mparser\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnrows\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/pandas/io/parsers/readers.py:1923\u001b[0m, in \u001b[0;36mTextFileReader.read\u001b[0;34m(self, nrows)\u001b[0m\n\u001b[1;32m   1916\u001b[0m nrows \u001b[38;5;241m=\u001b[39m validate_integer(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnrows\u001b[39m\u001b[38;5;124m\"\u001b[39m, nrows)\n\u001b[1;32m   1917\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m   1918\u001b[0m     \u001b[38;5;66;03m# error: \"ParserBase\" has no attribute \"read\"\u001b[39;00m\n\u001b[1;32m   1919\u001b[0m     (\n\u001b[1;32m   1920\u001b[0m         index,\n\u001b[1;32m   1921\u001b[0m         columns,\n\u001b[1;32m   1922\u001b[0m         col_dict,\n\u001b[0;32m-> 1923\u001b[0m     ) \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43m  \u001b[49m\u001b[38;5;66;43;03m# type: ignore[attr-defined]\u001b[39;49;00m\n\u001b[1;32m   1924\u001b[0m \u001b[43m        \u001b[49m\u001b[43mnrows\u001b[49m\n\u001b[1;32m   1925\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1926\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m:\n\u001b[1;32m   1927\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mclose()\n",
+      "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/pandas/io/parsers/c_parser_wrapper.py:234\u001b[0m, in \u001b[0;36mCParserWrapper.read\u001b[0;34m(self, nrows)\u001b[0m\n\u001b[1;32m    232\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    233\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlow_memory:\n\u001b[0;32m--> 234\u001b[0m         chunks \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_reader\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_low_memory\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnrows\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    235\u001b[0m         \u001b[38;5;66;03m# destructive to chunks\u001b[39;00m\n\u001b[1;32m    236\u001b[0m         data \u001b[38;5;241m=\u001b[39m _concatenate_chunks(chunks)\n",
+      "File \u001b[0;32mparsers.pyx:838\u001b[0m, in \u001b[0;36mpandas._libs.parsers.TextReader.read_low_memory\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32mparsers.pyx:905\u001b[0m, in \u001b[0;36mpandas._libs.parsers.TextReader._read_rows\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32mparsers.pyx:874\u001b[0m, in \u001b[0;36mpandas._libs.parsers.TextReader._tokenize_rows\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32mparsers.pyx:891\u001b[0m, in \u001b[0;36mpandas._libs.parsers.TextReader._check_tokenize_status\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32mparsers.pyx:2061\u001b[0m, in \u001b[0;36mpandas._libs.parsers.raise_parser_error\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;31mParserError\u001b[0m: Error tokenizing data. C error: Calling read(nbytes) on source failed. Try engine='python'."
+     ]
+    }
+   ],
+   "source": [
+    "# %%cudf.pandas.line_profile\n",
+    "# DO NOT CHANGE THIS CELL\n",
+    "start=time.time()\n",
+    "\n",
+    "df=pd.read_csv('./data/uk_pop.csv')\n",
+    "current_year=datetime.now().year\n",
+    "\n",
+    "df['birth_year']=current_year-df['age']\n",
+    "\n",
+    "df['sex_normalize']=df['sex'].str.upper()\n",
+    "df['county_normalize']=df['county'].str.title().str.replace(' ', '_')\n",
+    "df['name']=df['name'].str.title()\n",
+    "\n",
+    "print(f'Duration: {round(time.time()-start, 2)} seconds')\n",
+    "\n",
+    "display(df.head())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7ebe113c-9fc0-4da5-932c-0a68af0d5a31",
+   "metadata": {},
+   "source": [
+    "<a name='s4.1'></a>\n",
+    "### Exercise #3 - Automatic Acceleration ###\n",
+    "**Instructions**: <br>\n",
+    "* Go back to the top of this subsection, re-execute the cells and uncomment the `%load_ext` magic command to accelerate with cuDF pandas. \n",
+    "* Observe the acceleration. \n",
+    "* Go back to the top of this subsection, re-execute the cells and uncomment the `%%cudf.pandas.line_profile` magic command to use the line profiler. \n",
+    "* Observe the output from the line profiler. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "f1688462-783c-4fea-ae18-5d37524d26d8",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'status': 'ok', 'restart': True}"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "import IPython\n",
+    "app = IPython.Application.instance()\n",
+    "app.kernel.do_shutdown(True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0a691784-dac5-4485-89fb-5e405f10c05c",
+   "metadata": {},
+   "source": [
+    "**Well Done!** Let's move to the [next notebook](1-03_memory_management.ipynb). "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "81e47f0a-547e-4714-878d-34eb9b75c835",
+   "metadata": {},
+   "source": [
+    "<img src=\"./images/DLI_Header.png\" width=400/>"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.15"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/ds/25-1/2/1-03_memory_management.ipynb b/ds/25-1/2/1-03_memory_management.ipynb
new file mode 100644
index 0000000..6e8b53d
--- /dev/null
+++ b/ds/25-1/2/1-03_memory_management.ipynb
@@ -0,0 +1,958 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "def31b0f-921a-43eb-9807-8b9b31eb7b32",
+   "metadata": {},
+   "source": [
+    "<img src=\"./images/DLI_Header.png\" width=400/>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4a0fd4dd-f7be-4c90-8ddd-384a760ac04f",
+   "metadata": {},
+   "source": [
+    "# Fundamentals of Accelerated Data Science # "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6a8fdf2e-a481-455e-8a52-8be8472b63bf",
+   "metadata": {},
+   "source": [
+    "## 03 - Memory Management ##\n",
+    "\n",
+    "**Table of Contents**\n",
+    "<br>\n",
+    "This notebook explores the dynamics between data and memory. This notebook covers the below sections: \n",
+    "1. [Memory Management](#Memory-Management)\n",
+    "    * [Memory Usage](#Memory-Usage)\n",
+    "2. [Data Types](#Data-Types)\n",
+    "    * [Convert Data Types](#Convert-Data-Types)\n",
+    "    * [Exercise #1 - Modify `dtypes`](#Exercise-#1---Modify-dtypes)\n",
+    "    * [Categorical](#Categorical)\n",
+    "3. [Efficient Data Loading](#Efficient-Data-Loading)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1b59367c-48bc-4c72-b1f4-4cfdfa5470cf",
+   "metadata": {},
+   "source": [
+    "## Memory Management ##\n",
+    "During the data acquisition process, data is transferred to memory in order to be operated on by the processor. Memory management is crucial for cuDF and GPU operations for several key reasons: \n",
+    "* **Limited GPU memory**: GPUs typically have less memory than CPUs, therefore efficient memory management is essential to maximize the use of available GPU memory, especially for large datasets.\n",
+    "* **Data transfer overhead**: Transferring data between CPU and GPU memory is relatively slow compared to GPU computation speed. Minimizing these transfers through smart memory management is critical for performance.\n",
+    "* **Performance tuning**: Understanding and optimizing memory usage is key to achieving peak performance in GPU-accelerated data processing tasks.\n",
+    "\n",
+    "When done correctly, keeping the data on the GPU can enable cuDF and the RAPIDS ecosystem to achieve significant performance improvements, handle larger datasets, and provide more efficient data processing capabilities. \n",
+    "\n",
+    "Below we import the data from the csv file. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "b7b8a623-f799-4dad-aca9-0e571bb6e527",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "import pandas as pd\n",
+    "import random\n",
+    "import time"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "711d0a7f-8598-49fc-949c-5caf6029ce47",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>county</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>long</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.533644</td>\n",
+       "      <td>-1.524401</td>\n",
+       "      <td>FRANCIS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.426256</td>\n",
+       "      <td>-1.465314</td>\n",
+       "      <td>EDWARD</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.555200</td>\n",
+       "      <td>-1.496417</td>\n",
+       "      <td>TEDDY</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.547906</td>\n",
+       "      <td>-1.572341</td>\n",
+       "      <td>ANGUS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.477639</td>\n",
+       "      <td>-1.605995</td>\n",
+       "      <td>CHARLIE</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   age sex      county        lat      long     name\n",
+       "0    0   m  DARLINGTON  54.533644 -1.524401  FRANCIS\n",
+       "1    0   m  DARLINGTON  54.426256 -1.465314   EDWARD\n",
+       "2    0   m  DARLINGTON  54.555200 -1.496417    TEDDY\n",
+       "3    0   m  DARLINGTON  54.547906 -1.572341    ANGUS\n",
+       "4    0   m  DARLINGTON  54.477639 -1.605995  CHARLIE"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "df=pd.read_csv('./data/uk_pop.csv')\n",
+    "\n",
+    "# preview\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "36416fd0-7081-42aa-bf31-d1231b81ec0b",
+   "metadata": {},
+   "source": [
+    "### Memory Usage ###\n",
+    "Memory utilization of a DataFrame depends on the date types for each column.\n",
+    "\n",
+    "<p><img src='images/dtypes.png' width=720></p>\n",
+    "\n",
+    "We can use `DataFrame.memory_usage()` to see the memory usage for each column (in bytes). Most of the common data types have a fixed size in memory, such as `int`, `float`, `datetime`, and `bool`. Memory usage for these data types is the respective memory requirement multiplied by the number of data points. For `string` data type, the memory usage reported _for pandas_ is the number of elements times 8 bytes. This accounts for the 64-bit required for the pointer that points to an address in memory but not the memory used for the actual string values. The actual memory required for a string value is 49 bytes plus an additional byte for each character. The `deep` parameter provides a more accurate memory usage report that accounts for the system-level memory consumption of the contained `string` data type. \n",
+    "\n",
+    "Below we get the memory usage. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "8378207b-2d9e-4102-8408-c2dddafc8a40",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index            128\n",
+       "age        467839152\n",
+       "sex       3391833852\n",
+       "county    3934985133\n",
+       "lat        467839152\n",
+       "long       467839152\n",
+       "name      3666922374\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "# pandas memory utilization\n",
+    "mem_usage_df=df.memory_usage(deep=True)\n",
+    "mem_usage_df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "07c24bb1-c4f7-440c-a949-d4c57800ec61",
+   "metadata": {},
+   "source": [
+    "Below we define a `make_decimal()` function to convert memory size into units based on powers of 2. In contrast to units based on powers of 10, this customary convention is commonly used to report memory capacity. More information about the two definitions can be found [here](https://en.wikipedia.org/wiki/Byte#Multiple-byte_units). "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "5ae42218-1547-49fd-9123-ab508a2b03de",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "suffixes = ['B', 'kB', 'MB', 'GB', 'TB', 'PB']\n",
+    "def make_decimal(nbytes):\n",
+    "    i=0\n",
+    "    while nbytes >= 1024 and i < len(suffixes)-1:\n",
+    "        nbytes/=1024.\n",
+    "        i+=1\n",
+    "    f=('%.2f' % nbytes).rstrip('0').rstrip('.')\n",
+    "    return '%s %s' % (f, suffixes[i])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "e6d4a613-3eea-4dce-8e71-39593ff6f226",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'11.55 GB'"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "make_decimal(mem_usage_df.sum())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a352c0b2-65aa-4231-b753-556aca46ff49",
+   "metadata": {},
+   "source": [
+    "Below we calculate the memory usage manually based on the data types. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "630327b9-6dc1-4b70-9fdf-9f7763ec4d50",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Numerical columns use 467839152 bytes of memory\n"
+     ]
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "# get number of rows\n",
+    "num_rows=len(df)\n",
+    "\n",
+    "# 64-bit numbers uses 8 bytes of memory\n",
+    "print(f'Numerical columns use {num_rows*8} bytes of memory')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "bb22b5f4-e38f-438e-9426-61746b509e50",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "county column uses 3934985133 bytes of memory.\n"
+     ]
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "# check random string-typed column\n",
+    "string_cols=[col for col in df.columns if df[col].dtype=='object' ]\n",
+    "column_to_check=random.choice(string_cols)\n",
+    "\n",
+    "overhead=49\n",
+    "pointer_size=8\n",
+    "\n",
+    "# nan==nan when value is not a number\n",
+    "# nan uses 32 bytes of memory\n",
+    "string_col_mem_usage_df=df[column_to_check].map(lambda x: len(x)+overhead+pointer_size if x else 32)\n",
+    "string_col_mem_usage=string_col_mem_usage_df.sum()\n",
+    "print(f'{column_to_check} column uses {string_col_mem_usage} bytes of memory.')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "94e393c2-c0d0-40ee-82d2-730c4667e9b8",
+   "metadata": {},
+   "source": [
+    "**Note**: The `string` data type is stored differently in cuDF than it is in pandas. More information about `libcudf` stores string data using the [Arrow format](https://arrow.apache.org/docs/format/Columnar.html#variable-size-binary-layout) can be found [here](https://developer.nvidia.com/blog/mastering-string-transformations-in-rapids-libcudf/). "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "737ff50b-9426-4e08-a00a-d7ee69f48b9f",
+   "metadata": {},
+   "source": [
+    "## Data Types ##\n",
+    "By default, pandas (and cuDF) uses 64-bit for numerical values. Using 64-bit numbers provides the highest precision but many applications do not require 64-bit precision when aggregating over a very large number of data points. When possible, using 32-bit numbers reduces storage and memory requirements in half, and also typically greatly speeds up computations because only half as much data needs to be accessed in memory. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0b77d450-c415-44b8-87ac-20ce616ec809",
+   "metadata": {},
+   "source": [
+    "### Convert Data Types ###\n",
+    "The `.astype()` method can be used to convert numerical data types to use different bit-size containers. Here we convert the `age` column from `int64` to `int8`. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "603f7c70-134e-4466-a790-8a18b9088ca6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "age          int8\n",
+       "sex        object\n",
+       "county     object\n",
+       "lat       float64\n",
+       "long      float64\n",
+       "name       object\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "df['age']=df['age'].astype('int8')\n",
+    "\n",
+    "df.dtypes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "973a6dd4-2aef-44d9-8b01-8853032eddae",
+   "metadata": {},
+   "source": [
+    "### Exercise #1 - Modify `dtypes` ###\n",
+    "**Instructions**: <br>\n",
+    "* Modify the `<FIXME>` only and execute the below cell to convert any 64-bit data types to their 32-bit counterparts."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "beb7d71b-6672-462e-b65c-a64dbe5f7a57",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['lat']=df['lat'].astype('float32')\n",
+    "df['long']=df['long'].astype('float32')"
+   ]
+  },
+  {
+   "cell_type": "raw",
+   "id": "3b44fb22-a0f1-4e43-a332-1ccbad50caee",
+   "metadata": {},
+   "source": [
+    "\n",
+    "df['lat']=df['lat'].astype('float32')\n",
+    "df['long']=df['long'].astype('float32')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "98b6542d-22cc-4926-b600-a3e052c37c96",
+   "metadata": {},
+   "source": [
+    "Click ... for solution. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7b2cd622-977c-4915-a87f-2fe03c1793f5",
+   "metadata": {},
+   "source": [
+    "### Categorical ###\n",
+    "Categorical data is a type of data that represents discrete, distinct categories or groups. They can have a meaningful order or ranking but generally cannot be used for numerical operations. When appropriate, using the `categorical` data type can reduce memory usage and lead to faster operations. It can also be used to define and maintain a custom order of categories. \n",
+    "\n",
+    "Below we get the number of unique values in the string columns. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "f249e4b8-5d7a-4b44-ac15-bd3360a43f2a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "sex           2\n",
+       "county      171\n",
+       "name      13212\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "df.select_dtypes(include='object').nunique()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f1d8bd88-b39b-4043-9039-d8bd75fe851a",
+   "metadata": {},
+   "source": [
+    "Below we convert columns with few discrete values to `category`. The `category` data type has `.categories` and `codes` properties that are accessed through `.cat`. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "a99bebbf-2e5b-4720-96f9-9fd7d42d2fe8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "df['sex']=df['sex'].astype('category')\n",
+    "df['county']=df['county'].astype('category')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "41b7b290-cfcf-4ff6-b6b4-454c19b44a62",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['BARKING AND DAGENHAM', 'BARNET', 'BARNSLEY',\n",
+       "       'BATH AND NORTH EAST SOMERSET', 'BEDFORD', 'BEXLEY', 'BIRMINGHAM',\n",
+       "       'BLACKBURN WITH DARWEN', 'BLACKPOOL', 'BLAENAU GWENT',\n",
+       "       ...\n",
+       "       'WESTMINSTER', 'WIGAN', 'WILTSHIRE', 'WINDSOR AND MAIDENHEAD', 'WIRRAL',\n",
+       "       'WOKINGHAM', 'WOLVERHAMPTON', 'WORCESTERSHIRE', 'WREXHAM', 'YORK'],\n",
+       "      dtype='object', length=171)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "0           37\n",
+       "1           37\n",
+       "2           37\n",
+       "3           37\n",
+       "4           37\n",
+       "            ..\n",
+       "58479889    96\n",
+       "58479890    96\n",
+       "58479891    96\n",
+       "58479892    96\n",
+       "58479893    96\n",
+       "Length: 58479894, dtype: int16"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "display(df['county'].cat.categories)\n",
+    "print('-'*40)\n",
+    "display(df['county'].cat.codes)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "737385ab-677c-4bef-a86a-10aa3119e29a",
+   "metadata": {},
+   "source": [
+    "**Note**: `.astype()` can also be used to convert data to `datetime` or `object` to enable datetime and string methods. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "552c47c2-0fbc-455e-8745-cb98fc777243",
+   "metadata": {},
+   "source": [
+    "## Efficient Data Loading ##\n",
+    "It is often advantageous to specify the most appropriate data types for each columns, based on range, precision requirement, and how they are used. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "c2b9f0c3-8598-4a28-9481-ce28fea7544b",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index            128\n",
+       "age        467839152\n",
+       "sex       3391833852\n",
+       "county    3934985133\n",
+       "lat        467839152\n",
+       "long       467839152\n",
+       "name      3666922374\n",
+       "dtype: int64"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Loading 11.55 GB took 33.63 seconds.\n"
+     ]
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "start=time.time()\n",
+    "df=pd.read_csv('./data/uk_pop.csv')\n",
+    "duration=time.time()-start\n",
+    "\n",
+    "mem_usage_df=df.memory_usage(deep=True)\n",
+    "display(mem_usage_df)\n",
+    "\n",
+    "print(f'Loading {make_decimal(mem_usage_df.sum())} took {round(duration, 2)} seconds.')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5729520e-3ed8-4ec6-ae1f-ba46d642f48d",
+   "metadata": {},
+   "source": [
+    "Below we enable `cuda.pandas` to see the difference. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "99aa0f32-4d2a-43a7-bec1-f1b88bcc37c2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "%load_ext cudf.pandas\n",
+    "\n",
+    "import pandas as pd\n",
+    "import time"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "2b724201-9ad1-4e9b-b712-f3b31bdc4104",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "suffixes = ['B', 'kB', 'MB', 'GB', 'TB', 'PB']\n",
+    "def make_decimal(nbytes):\n",
+    "    i=0\n",
+    "    while nbytes >= 1024 and i < len(suffixes)-1:\n",
+    "        nbytes/=1024.\n",
+    "        i+=1\n",
+    "    f=('%.2f' % nbytes).rstrip('0').rstrip('.')\n",
+    "    return '%s %s' % (f, suffixes[i])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "99bdd7b0-8563-41db-bd8e-3a7279394ede",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "age        58479894\n",
+       "sex        58479908\n",
+       "county     58482446\n",
+       "lat       467839152\n",
+       "long      467839152\n",
+       "name      117096917\n",
+       "Index             0\n",
+       "dtype: int64"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Loading 1.14 GB took 2.13 seconds.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                             Total time elapsed: 2.705 seconds                                     </span>\n",
+       "<span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                                           Stats                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃<span style=\"font-weight: bold\"> Line no. </span>┃<span style=\"font-weight: bold\"> Line                                                                     </span>┃<span style=\"font-weight: bold\"> GPU TIME(s) </span>┃<span style=\"font-weight: bold\"> CPU TIME(s) </span>┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 2        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    start</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">time</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">time()</span><span style=\"background-color: #272822\">                                                   </span> │             │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 5        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    dtype_dict</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">{</span><span style=\"background-color: #272822\">                                                        </span> │             │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 6        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">        </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'age'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">: </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'int8'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"background-color: #272822\">                                                 </span> │             │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 7        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">        </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'sex'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">: </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'category'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"background-color: #272822\">                                             </span> │             │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 8        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">        </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'county'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">: </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'category'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"background-color: #272822\">                                          </span> │             │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 9        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">        </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'lat'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">: </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'float64'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"background-color: #272822\">                                              </span> │             │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 10       │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">        </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'long'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">: </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'float64'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"background-color: #272822\">                                             </span> │             │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 11       │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">        </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'name'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">: </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'category'</span><span style=\"background-color: #272822\">                                              </span> │             │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 14       │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    efficient_df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">pd</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">read_csv(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'./data/uk_pop.csv'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, dtype</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">dtype_dict)</span><span style=\"background-color: #272822\">     </span> │ 1.728013188 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 15       │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    duration</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">time</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">time()</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">-</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">start</span><span style=\"background-color: #272822\">                                          </span> │             │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 17       │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    mem_usage_df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">efficient_df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">memory_usage(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'deep'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)</span><span style=\"background-color: #272822\">                      </span> │ 0.005340174 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 18       │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    display(mem_usage_df)</span><span style=\"background-color: #272822\">                                               </span> │ 0.011073721 │ 0.006896915 │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 20       │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    print(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">f'Loading {</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">make_decimal(mem_usage_df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">sum())</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">} took {</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">round(dura…</span> │ 0.004693074 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "└──────────┴──────────────────────────────────────────────────────────────────────────┴─────────────┴─────────────┘\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "\u001b[3m                                             Total time elapsed: 2.705 seconds                                     \u001b[0m\n",
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "\u001b[3m                                                           Stats                                                   \u001b[0m\n",
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃\u001b[1m \u001b[0m\u001b[1mLine no.\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mLine                                                                    \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mGPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mCPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 2        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mstart\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mtime\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mtime\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m                                                   \u001b[0m │             │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 5        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdtype_dict\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m{\u001b[0m\u001b[48;2;39;40;34m                                                        \u001b[0m │             │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 6        │ \u001b[38;2;248;248;242;48;2;39;40;34m        \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mage\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m:\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mint8\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[48;2;39;40;34m                                                 \u001b[0m │             │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 7        │ \u001b[38;2;248;248;242;48;2;39;40;34m        \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34msex\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m:\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mcategory\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[48;2;39;40;34m                                             \u001b[0m │             │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 8        │ \u001b[38;2;248;248;242;48;2;39;40;34m        \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mcounty\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m:\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mcategory\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[48;2;39;40;34m                                          \u001b[0m │             │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 9        │ \u001b[38;2;248;248;242;48;2;39;40;34m        \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mlat\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m:\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mfloat64\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[48;2;39;40;34m                                              \u001b[0m │             │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 10       │ \u001b[38;2;248;248;242;48;2;39;40;34m        \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mlong\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m:\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mfloat64\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[48;2;39;40;34m                                             \u001b[0m │             │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 11       │ \u001b[38;2;248;248;242;48;2;39;40;34m        \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mname\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m:\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mcategory\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[48;2;39;40;34m                                              \u001b[0m │             │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 14       │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mefficient_df\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mpd\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mread_csv\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m./data/uk_pop.csv\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdtype\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdtype_dict\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m     \u001b[0m │ 1.728013188 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 15       │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mduration\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mtime\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mtime\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m-\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mstart\u001b[0m\u001b[48;2;39;40;34m                                          \u001b[0m │             │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 17       │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mmem_usage_df\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mefficient_df\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mmemory_usage\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mdeep\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m                      \u001b[0m │ 0.005340174 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 18       │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdisplay\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mmem_usage_df\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m                                               \u001b[0m │ 0.011073721 │ 0.006896915 │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 20       │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mprint\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mf\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mLoading \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m{\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mmake_decimal\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mmem_usage_df\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34msum\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m}\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m took \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m{\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mround\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdura…\u001b[0m │ 0.004693074 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "└──────────┴──────────────────────────────────────────────────────────────────────────┴─────────────┴─────────────┘\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%%cudf.pandas.line_profile\n",
+    "# DO NOT CHANGE THIS CELL\n",
+    "start=time.time()\n",
+    "\n",
+    "# define data types for each column\n",
+    "dtype_dict={\n",
+    "    'age': 'int8', \n",
+    "    'sex': 'category', \n",
+    "    'county': 'category', \n",
+    "    'lat': 'float64', \n",
+    "    'long': 'float64', \n",
+    "    'name': 'category'\n",
+    "}\n",
+    "        \n",
+    "efficient_df=pd.read_csv('./data/uk_pop.csv', dtype=dtype_dict)\n",
+    "duration=time.time()-start\n",
+    "\n",
+    "mem_usage_df=efficient_df.memory_usage('deep')\n",
+    "display(mem_usage_df)\n",
+    "\n",
+    "print(f'Loading {make_decimal(mem_usage_df.sum())} took {round(duration, 2)} seconds.')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0f4607d8-6de3-4b27-96d4-a9720d268333",
+   "metadata": {},
+   "source": [
+    "We were able to load data faster and more efficiently. \n",
+    "\n",
+    "**Note**: Notice that the memory utilized on the GPU is larger than the memory used by the DataFrame. This is expected because there are intermediary processes that use some memory during the data loading process, specifically related to parsing the csv file in this case. \n",
+    "\n",
+    "```\n",
+    "+-----------------------------------------------------------------------------+\n",
+    "| NVIDIA-SMI 525.60.13    Driver Version: 525.60.13    CUDA Version: 12.0     |\n",
+    "|-------------------------------+----------------------+----------------------+\n",
+    "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
+    "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
+    "|                               |                      |               MIG M. |\n",
+    "|===============================+======================+======================|\n",
+    "|   0  Tesla T4            Off  | 00000000:00:1B.0 Off |                    0 |\n",
+    "| N/A   32C    P0    26W /  70W |   1378MiB / 15360MiB |      0%      Default |\n",
+    "|                               |                      |                  N/A |\n",
+    "+-------------------------------+----------------------+----------------------+\n",
+    "|   1  Tesla T4            Off  | 00000000:00:1C.0 Off |                    0 |\n",
+    "| N/A   31C    P0    26W /  70W |    168MiB / 15360MiB |      0%      Default |\n",
+    "|                               |                      |                  N/A |\n",
+    "+-------------------------------+----------------------+----------------------+\n",
+    "|   2  Tesla T4            Off  | 00000000:00:1D.0 Off |                    0 |\n",
+    "| N/A   30C    P0    26W /  70W |    168MiB / 15360MiB |      0%      Default |\n",
+    "|                               |                      |                  N/A |\n",
+    "+-------------------------------+----------------------+----------------------+\n",
+    "|   3  Tesla T4            Off  | 00000000:00:1E.0 Off |                    0 |\n",
+    "| N/A   30C    P0    26W /  70W |    168MiB / 15360MiB |      0%      Default |\n",
+    "|                               |                      |                  N/A |\n",
+    "+-------------------------------+----------------------+----------------------+\n",
+    "                                                                               \n",
+    "+-----------------------------------------------------------------------------+\n",
+    "| Processes:                                                                  |\n",
+    "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
+    "|        ID   ID                                                   Usage      |\n",
+    "|=============================================================================|\n",
+    "+-----------------------------------------------------------------------------+\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "92f7ee37-4acb-46aa-bb73-4c0139d3f6b8",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Tue Oct 21 08:08:25 2025       \n",
+      "+-----------------------------------------------------------------------------+\n",
+      "| NVIDIA-SMI 525.85.12    Driver Version: 525.85.12    CUDA Version: 12.0     |\n",
+      "|-------------------------------+----------------------+----------------------+\n",
+      "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
+      "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
+      "|                               |                      |               MIG M. |\n",
+      "|===============================+======================+======================|\n",
+      "|   0  Tesla T4            On   | 00000000:00:1B.0 Off |                    0 |\n",
+      "| N/A   28C    P0    24W /  70W |  11314MiB / 15360MiB |      0%      Default |\n",
+      "|                               |                      |                  N/A |\n",
+      "+-------------------------------+----------------------+----------------------+\n",
+      "|   1  Tesla T4            On   | 00000000:00:1C.0 Off |                    0 |\n",
+      "| N/A   29C    P0    25W /  70W |    168MiB / 15360MiB |      0%      Default |\n",
+      "|                               |                      |                  N/A |\n",
+      "+-------------------------------+----------------------+----------------------+\n",
+      "|   2  Tesla T4            On   | 00000000:00:1D.0 Off |                    0 |\n",
+      "| N/A   28C    P0    25W /  70W |    168MiB / 15360MiB |      0%      Default |\n",
+      "|                               |                      |                  N/A |\n",
+      "+-------------------------------+----------------------+----------------------+\n",
+      "|   3  Tesla T4            On   | 00000000:00:1E.0 Off |                    0 |\n",
+      "| N/A   29C    P0    24W /  70W |    168MiB / 15360MiB |      0%      Default |\n",
+      "|                               |                      |                  N/A |\n",
+      "+-------------------------------+----------------------+----------------------+\n",
+      "                                                                               \n",
+      "+-----------------------------------------------------------------------------+\n",
+      "| Processes:                                                                  |\n",
+      "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
+      "|        ID   ID                                                   Usage      |\n",
+      "|=============================================================================|\n",
+      "+-----------------------------------------------------------------------------+\n"
+     ]
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "!nvidia-smi"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c031d2c7-03cb-4ac7-a195-70fc25cb191d",
+   "metadata": {},
+   "source": [
+    "When loading data this way, we may be able to fit more data. The optimal dataset size depends on various factors including the specific operations being performed, the complexity of the workload, and the available GPU memory. To maximize acceleration, datasets should ideally fit within GPU memory, with ample space left for operations that can spike memory requirements. As a general rule of thumb, cuDF recommends data sets that are less than 50% of the GPU memory capacity. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ec6cefea-dc64-4f13-815e-081cd35651b9",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "# 1 gigabytes = 1073741824 bytes\n",
+    "mem_capacity=16*1073741824\n",
+    "\n",
+    "mem_per_record=mem_usage_df.sum()/len(efficient_df)\n",
+    "\n",
+    "print(f'We can load {int(mem_capacity/2/mem_per_record)} rows.')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ddaaa1ac-66ec-4323-9842-2543c6d85e4e",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "import IPython\n",
+    "app = IPython.Application.instance()\n",
+    "app.kernel.do_shutdown(True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "658e9847-775f-4d12-af4e-8f896df4e6fe",
+   "metadata": {},
+   "source": [
+    "**Well Done!** Let's move to the [next notebook](1-04_interoperability.ipynb). "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b86451cf-60e6-4733-b431-1bc0bd586bc2",
+   "metadata": {},
+   "source": [
+    "<img src=\"./images/DLI_Header.png\" width=400/>"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.15"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/ds/25-1/2/1-04_interoperability.ipynb b/ds/25-1/2/1-04_interoperability.ipynb
new file mode 100644
index 0000000..2ddabd0
--- /dev/null
+++ b/ds/25-1/2/1-04_interoperability.ipynb
@@ -0,0 +1,1269 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "b53a7b12-538d-4459-b82a-a35c8c417849",
+   "metadata": {},
+   "source": [
+    "<img src=\"./images/DLI_Header.png\" width=400/>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ae497b71-bc43-471e-8970-88a1878e7cf9",
+   "metadata": {},
+   "source": [
+    "# Fundamentals of Accelerated Data Science # "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a149b6d1-1880-4a5d-9d71-f963d3097aa4",
+   "metadata": {},
+   "source": [
+    "## 04 - Interoperability of the GPU PyData Ecosystem ##\n",
+    "\n",
+    "**Table of Contents**\n",
+    "<br>\n",
+    "This notebook provides examples of how we can use cuDF and CuPy together to take advantage of CuPy array functionality (such as advanced linear algebra operations). This notebook covers the below sections: \n",
+    "1. [NumPy, SciPy, and CuPy](#NumPy,-SciPy,-and-CuPy)\n",
+    "    * [cuDF vs. CuPy](#cuDF-vs.-CuPy)\n",
+    "2. [Working with CuPy](#Working-with-CuPy)\n",
+    "3. [Grid Converter](#Grid-Converter)\n",
+    "    * [Lat/Long to OSGB Grid Converter with NumPy](#Lat/Long-to-OSGB-Grid-Converter-with-NumPy)\n",
+    "    * [Lat/Long to OSGB Grid Converter with CuPy](#Lat/Long-to-OSGB-Grid-Converter-with-CuPy)\n",
+    "    * [Exercise #1 - Adding Grid Coordinate Columns to Dataframe](#Exercise-#1---Adding-Grid-Coordinate-Columns-to-DataFrame)\n",
+    "4. [Boolean Array Indexing](#Boolean-Array-Indexing)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3c0ac5b5-5cc1-4240-9375-297cf15c6fbc",
+   "metadata": {},
+   "source": [
+    "## NumPy, SciPy, and CuPy ##\n",
+    "Per it's own user guide, [NumPy](https://numpy.org/doc/stable/user/whatisnumpy.html) is the fundamental package for scientific computing in Python. It is a Python library that provides a **multidimensional array object**, various derived objects (such as masked arrays and matrices), and an assortment of routines for fast operations on arrays. These operations include mathematical, logical, shape manipulation, sorting, selecting, I/O, discrete Fourier transforms, basic linear algebra, basic statistical operations, random simulation and much more. While NumPy focuses on arrays, mathematical operations, and basic linear algebra, [SciPy](https://docs.scipy.org/doc/scipy-1.8.1/tutorial/general.html) builds on this foundation to provide additional functionality, especially in the domain of scientific computing and optimization. \n",
+    "\n",
+    "On the other hands, [CuPy](https://cupy.dev/) is an open-source array library for GPU-accelerated computing with Python. CuPy can be seen as a GPU-accelerated counterpart to NumPy, offering similar functionality and API with the added benefit of GPU acceleration for compatible workloads. While NumPy operates on CPU memory, CuPy primarily works with GPU memory, leveraging CUDA-enabled GPUs for computation. CuPy's interface is highly compatible with NumPy and SciPy. In most cases it can be used as a drop-in replacement. All we need to do is just replace `numpy` and `scipy` with `cupy` and `cupyx.scipy` in the Python code. This makes it easier for users familiar with NumPy to transition to GPU-accelerated computing. \n",
+    "\n",
+    "CuPy is designed to work seamlessly with other GPU-accelerated libraries in the RAPIDS ecosystem, similar to how NumPy works with pandas and other CPU-based libraries. By keeping data on the GPU throughout the workflow, we are able to reduce data transfer overhead between CPU and GPU memory. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3e1483d0-c479-474a-a7fa-a31f4140268d",
+   "metadata": {},
+   "source": [
+    "### cuDF vs. CuPy ###\n",
+    "So far, the DataFrame we've worked with puts data in a structured, tabular format. This is useful when we need to perform DataFrame-like operations such as grouping, aggregating, filtering, and joining data. However, there might be use cases that requires working with multi-dimensional arrays or matrics, such as perfrming linear algebra operations or scientific computing tasks. For these instances, we would want to use libraries that are dedicated to performing these tasks, such as NumPy, SciPy, or CuPy. In other words, use cuDF when working with high-level (less abstract) data manipulation, and use CuPy when doing low-level numerical operations on multi-dimensional arrays. \n",
+    "\n",
+    "In practice, most data scientists work with both libraries, since most of their workflows involve DataFrame operations and array-based computations. For example, we might use cuDF for data loading and preprocessing, then convert to CuPy arrays for specific numerical computations, and convert back to cuDF for further analysis or output. cuDF and CuPy are designed to be interoperable, allowing us to easily convert between cuDF DataFrames/Series and CuPy arrays while keeping the data on the GPU. This enables us to create efficient workflows that take advntage of both libraries' strengths. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2fb75cf7-2590-4638-8e92-6d90a8e34b63",
+   "metadata": {},
+   "source": [
+    "## Working with CuPy ##\n",
+    "There are several ways to use CuPy. From cuDF, the `DataFrame.values` property will return the CuPy representation of the data frame. Alternatively, we can also convert via the CUDA array interface using `DataFrame.to_cupy()`. In addition to these, we can also pass the Series to the `cupy.asarray()` function since cuDF Series exposes the CUDA array interface as the fastest approach. \n",
+    "\n",
+    "Below we demonstrate a **row-wise sum** on the DataFrame. cuDF’s support for row-wise operations isn’t mature, so we’d need to either transpose the DataFrame or write a UDF and explicitly calculate the sum across each row. Transposing could lead to hundreds of thousands of columns (which cuDF wouldn’t perform well with) depending on our data’s shape, and writing a UDF can be time intensive. By leveraging the interoperability of the GPU PyData ecosystem, this operation becomes very easy. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "4808029f-a5e6-4066-b125-84d63c3c6d43",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "# import libraries\n",
+    "import cudf\n",
+    "import time"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "50653cc1-53a1-4141-b1fb-4ef3ef7994f4",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "<style scoped>\n",
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+       "      <th>a</th>\n",
+       "      <th>b</th>\n",
+       "      <th>c</th>\n",
+       "      <th>d</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>100</td>\n",
+       "      <td>1000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>11</td>\n",
+       "      <td>101</td>\n",
+       "      <td>1001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>12</td>\n",
+       "      <td>102</td>\n",
+       "      <td>1002</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>13</td>\n",
+       "      <td>103</td>\n",
+       "      <td>1003</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>14</td>\n",
+       "      <td>104</td>\n",
+       "      <td>1004</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   a   b    c     d\n",
+       "0  0  10  100  1000\n",
+       "1  1  11  101  1001\n",
+       "2  2  12  102  1002\n",
+       "3  3  13  103  1003\n",
+       "4  4  14  104  1004"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "num_ele = 1000000\n",
+    "\n",
+    "df = cudf.DataFrame(\n",
+    "    {\n",
+    "        \"a\": range(num_ele),\n",
+    "        \"b\": range(10, num_ele + 10),\n",
+    "        \"c\": range(100, num_ele + 100),\n",
+    "        \"d\": range(1000, num_ele + 1000)\n",
+    "    }\n",
+    ")\n",
+    "\n",
+    "# preview\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "b122f0a0-0354-43ed-9078-651d9761d6ed",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0            1110\n",
+       "1            1114\n",
+       "2            1118\n",
+       "3            1122\n",
+       "4            1126\n",
+       "           ...   \n",
+       "999995    4001090\n",
+       "999996    4001094\n",
+       "999997    4001098\n",
+       "999998    4001102\n",
+       "999999    4001106\n",
+       "Length: 1000000, dtype: int64"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "0.3188893795013428"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "start=time.time()\n",
+    "display(df.sum(axis=1))\n",
+    "time.time()-start"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d49ebab0-bff0-4b7e-aabd-c46430799983",
+   "metadata": {},
+   "source": [
+    "The same operation runs faster with CuPy. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "9b618d3b-9b6d-423d-beb7-98334a8b3339",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([   1110,    1114,    1118, ..., 4001098, 4001102, 4001106])"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "0.21471166610717773"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "arr=df.values\n",
+    "\n",
+    "start=time.time()\n",
+    "# alternative approach\n",
+    "# arr=df.to_cupy()\n",
+    "\n",
+    "display(arr.sum(axis=1))\n",
+    "time.time()-start"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ae656ac1-d4a2-499f-a904-6d1409c6ba79",
+   "metadata": {},
+   "source": [
+    "When using cuDF pandas, we can use the `.values` property as well as the `cupy.asarray()` function. \n",
+    "\n",
+    "**Note**: We can use the `.to_numpy()` method to convert cuDF DataFrames or Series to NumPy arrays. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "84e218f5-b4ee-4d49-baff-eac5f1f76b3f",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'status': 'ok', 'restart': True}"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "import IPython\n",
+    "app = IPython.Application.instance()\n",
+    "app.kernel.do_shutdown(True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "44200db8-d133-44c5-9f71-2796ec37df5c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "%load_ext cudf.pandas\n",
+    "import pandas as pd\n",
+    "\n",
+    "import numpy as np\n",
+    "import cupy as cp\n",
+    "import time"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "e8016e6d-829d-4117-a37c-bae82431626c",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>a</th>\n",
+       "      <th>b</th>\n",
+       "      <th>c</th>\n",
+       "      <th>d</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>100</td>\n",
+       "      <td>1000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>11</td>\n",
+       "      <td>101</td>\n",
+       "      <td>1001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>12</td>\n",
+       "      <td>102</td>\n",
+       "      <td>1002</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>13</td>\n",
+       "      <td>103</td>\n",
+       "      <td>1003</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>14</td>\n",
+       "      <td>104</td>\n",
+       "      <td>1004</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   a   b    c     d\n",
+       "0  0  10  100  1000\n",
+       "1  1  11  101  1001\n",
+       "2  2  12  102  1002\n",
+       "3  3  13  103  1003\n",
+       "4  4  14  104  1004"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "num_ele = 1000000\n",
+    "\n",
+    "df = pd.DataFrame(\n",
+    "    {\n",
+    "        \"a\": range(num_ele),\n",
+    "        \"b\": range(10, num_ele + 10),\n",
+    "        \"c\": range(100, num_ele + 100),\n",
+    "        \"d\": range(1000, num_ele + 1000)\n",
+    "    }\n",
+    ")\n",
+    "\n",
+    "# preview\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "0d314943-69cb-4fcd-a01a-5fe4734ff0bf",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([   1110,    1114,    1118, ..., 4001098, 4001102, 4001106])"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-style: italic\">                                                                       </span>\n",
+       "<span style=\"font-style: italic\">                       Total time elapsed: 0.727 seconds               </span>\n",
+       "<span style=\"font-style: italic\">                                                                       </span>\n",
+       "<span style=\"font-style: italic\">                                     Stats                             </span>\n",
+       "<span style=\"font-style: italic\">                                                                       </span>\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃<span style=\"font-weight: bold\"> Line no. </span>┃<span style=\"font-weight: bold\"> Line                         </span>┃<span style=\"font-weight: bold\"> GPU TIME(s) </span>┃<span style=\"font-weight: bold\"> CPU TIME(s) </span>┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 2        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    arr</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">values</span><span style=\"background-color: #272822\">           </span> │ 0.324871478 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                            </span> │             │             │\n",
+       "│ 6        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    start</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">time</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">time()</span><span style=\"background-color: #272822\">       </span> │             │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                            </span> │             │             │\n",
+       "│ 8        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    display(arr</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">sum(axis</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">1</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">))</span> │ 0.012115336 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                            </span> │             │             │\n",
+       "│ 10       │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    time</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">time()</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">-</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">start</span><span style=\"background-color: #272822\">       </span> │             │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                            </span> │             │             │\n",
+       "└──────────┴──────────────────────────────┴─────────────┴─────────────┘\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "\u001b[3m                                                                       \u001b[0m\n",
+       "\u001b[3m                       Total time elapsed: 0.727 seconds               \u001b[0m\n",
+       "\u001b[3m                                                                       \u001b[0m\n",
+       "\u001b[3m                                     Stats                             \u001b[0m\n",
+       "\u001b[3m                                                                       \u001b[0m\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃\u001b[1m \u001b[0m\u001b[1mLine no.\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mLine                        \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mGPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mCPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 2        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34marr\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdf\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mvalues\u001b[0m\u001b[48;2;39;40;34m           \u001b[0m │ 0.324871478 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                            \u001b[0m │             │             │\n",
+       "│ 6        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mstart\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mtime\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mtime\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m       \u001b[0m │             │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                            \u001b[0m │             │             │\n",
+       "│ 8        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdisplay\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34marr\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34msum\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34maxis\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m1\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m │ 0.012115336 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                            \u001b[0m │             │             │\n",
+       "│ 10       │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mtime\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mtime\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m-\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mstart\u001b[0m\u001b[48;2;39;40;34m       \u001b[0m │             │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                            \u001b[0m │             │             │\n",
+       "└──────────┴──────────────────────────────┴─────────────┴─────────────┘\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%%cudf.pandas.line_profile\n",
+    "# DO NOT CHANGE THIS CELL\n",
+    "arr=df.values\n",
+    "# alternative approach\n",
+    "# arr=cp.asarray(df)\n",
+    "\n",
+    "start=time.time()\n",
+    "\n",
+    "display(arr.sum(axis=1))\n",
+    "\n",
+    "time.time()-start"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5a97fac8-b555-4ec1-a555-9b5ab79c2fe1",
+   "metadata": {},
+   "source": [
+    "Just like we can do with NumPy and pandas, we can weave cuDF and CuPy together in the same workflow while keeping the data entirely on the GPU. We’re able to seamlessly move between data structures in this ecosystem, giving us enormous flexibility without sacrificing speed. If we’re working with RAPIDS cuDF but need a more linear-algebra oriented function that exists in CuPy, we can leverage the interoperability of the GPU PyData ecosystem to use that function. \n",
+    "\n",
+    "To convert a CuPy array to a cuDF DataFrame or Series, we can use their respective constructors. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "9cea340d-c9c4-468d-8431-015492682db9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>a</th>\n",
+       "      <th>b</th>\n",
+       "      <th>c</th>\n",
+       "      <th>d</th>\n",
+       "      <th>sum</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>100</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1110</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>11</td>\n",
+       "      <td>101</td>\n",
+       "      <td>1001</td>\n",
+       "      <td>1114</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>12</td>\n",
+       "      <td>102</td>\n",
+       "      <td>1002</td>\n",
+       "      <td>1118</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>13</td>\n",
+       "      <td>103</td>\n",
+       "      <td>1003</td>\n",
+       "      <td>1122</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>14</td>\n",
+       "      <td>104</td>\n",
+       "      <td>1004</td>\n",
+       "      <td>1126</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   a   b    c     d   sum\n",
+       "0  0  10  100  1000  1110\n",
+       "1  1  11  101  1001  1114\n",
+       "2  2  12  102  1002  1118\n",
+       "3  3  13  103  1003  1122\n",
+       "4  4  14  104  1004  1126"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "df['sum']=arr.sum(axis=1)\n",
+    "\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2cfe3955-2849-451b-945a-c37955b91235",
+   "metadata": {},
+   "source": [
+    "## Grid Converter ##\n",
+    "Much of our data is provided with latitude and longitude coordinates, but for some of our tasks involving distance - identifying geographically dense clusters of infected people, locating the nearest hospital or clinic from a given person - it is convenient to have Cartesian grid coordinates instead. By using a region-specific map projection - in this case, the [Ordnance Survey Great Britain 1936](https://en.wikipedia.org/wiki/Ordnance_Survey_National_Grid) - we can compute local distances efficiently and with good accuracy."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "8dc82f3c-f1cb-436b-becb-a97635ec5f6a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>county</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>long</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.533638</td>\n",
+       "      <td>-1.524400</td>\n",
+       "      <td>FRANCIS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.426254</td>\n",
+       "      <td>-1.465314</td>\n",
+       "      <td>EDWARD</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.555199</td>\n",
+       "      <td>-1.496417</td>\n",
+       "      <td>TEDDY</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.547909</td>\n",
+       "      <td>-1.572342</td>\n",
+       "      <td>ANGUS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.477638</td>\n",
+       "      <td>-1.605995</td>\n",
+       "      <td>CHARLIE</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   age sex      county        lat      long     name\n",
+       "0    0   m  DARLINGTON  54.533638 -1.524400  FRANCIS\n",
+       "1    0   m  DARLINGTON  54.426254 -1.465314   EDWARD\n",
+       "2    0   m  DARLINGTON  54.555199 -1.496417    TEDDY\n",
+       "3    0   m  DARLINGTON  54.547909 -1.572342    ANGUS\n",
+       "4    0   m  DARLINGTON  54.477638 -1.605995  CHARLIE"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "dtype_dict={\n",
+    "    'age': 'int8', \n",
+    "    'sex': 'category', \n",
+    "    'county': 'category', \n",
+    "    'lat': 'float32', \n",
+    "    'long': 'float32', \n",
+    "    'name': 'category'\n",
+    "}\n",
+    "        \n",
+    "df=pd.read_csv('./data/uk_pop.csv', dtype=dtype_dict)\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f25cfe6a-9f31-4a13-b06f-c85a95637a44",
+   "metadata": {},
+   "source": [
+    "### Lat/Long to OSGB Grid Converter with NumPy ###\n",
+    "To perform coordinate conversion, we will create a function `latlong2osgbgrid` which accepts latitude/longitude coordinates and converts them to [OSGB36 coordinates](https://en.wikipedia.org/wiki/Ordnance_Survey_National_Grid): \"northing\" and \"easting\" values representing the point's Cartesian coordinate distances from the southwest corner of the grid.\n",
+    "\n",
+    "Immediately below is `latlong2osgbgrid`, which relies heavily on NumPy:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "3e298328-a11c-4cda-ae15-eb292fed3a5c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# https://www.ordnancesurvey.co.uk/docs/support/guide-coordinate-systems-great-britain.pdf\n",
+    "\n",
+    "def latlong2osgbgrid(lat, long, input_degrees=True):\n",
+    "    '''\n",
+    "    Converts latitude and longitude (ellipsoidal) coordinates into northing and easting (grid) coordinates, using a Transverse Mercator projection.\n",
+    "    \n",
+    "    Inputs:\n",
+    "    lat: latitude coordinate (north)\n",
+    "    long: longitude coordinate (east)\n",
+    "    input_degrees: if True (default), interprets the coordinates as degrees; otherwise, interprets coordinates as radians\n",
+    "    \n",
+    "    Output:\n",
+    "    (northing, easting)\n",
+    "    '''\n",
+    "    \n",
+    "    if input_degrees:\n",
+    "        lat = lat * np.pi/180\n",
+    "        long = long * np.pi/180\n",
+    "\n",
+    "    a = 6377563.396\n",
+    "    b = 6356256.909\n",
+    "    e2 = (a**2 - b**2) / a**2\n",
+    "\n",
+    "    N0 = -100000                # northing of true origin\n",
+    "    E0 = 400000                 # easting of true origin\n",
+    "    F0 = .9996012717            # scale factor on central meridian\n",
+    "    phi0 = 49 * np.pi / 180     # latitude of true origin\n",
+    "    lambda0 = -2 * np.pi / 180  # longitude of true origin and central meridian\n",
+    "    \n",
+    "    sinlat = np.sin(lat)\n",
+    "    coslat = np.cos(lat)\n",
+    "    tanlat = np.tan(lat)\n",
+    "    \n",
+    "    latdiff = lat-phi0\n",
+    "    longdiff = long-lambda0\n",
+    "\n",
+    "    n = (a-b) / (a+b)\n",
+    "    nu = a * F0 * (1 - e2 * sinlat ** 2) ** -.5\n",
+    "    rho = a * F0 * (1 - e2) * (1 - e2 * sinlat ** 2) ** -1.5\n",
+    "    eta2 = nu / rho - 1\n",
+    "    M = b * F0 * ((1 + n + 5/4 * (n**2 + n**3)) * latdiff - \n",
+    "                  (3*(n+n**2) + 21/8 * n**3) * np.sin(latdiff) * np.cos(lat+phi0) +\n",
+    "                  15/8 * (n**2 + n**3) * np.sin(2*(latdiff)) * np.cos(2*(lat+phi0)) - \n",
+    "                  35/24 * n**3 * np.sin(3*(latdiff)) * np.cos(3*(lat+phi0)))\n",
+    "    I = M + N0\n",
+    "    II = nu/2 * sinlat * coslat\n",
+    "    III = nu/24 * sinlat * coslat ** 3 * (5 - tanlat ** 2 + 9 * eta2)\n",
+    "    IIIA = nu/720 * sinlat * coslat ** 5 * (61-58 * tanlat**2 + tanlat**4)\n",
+    "    IV = nu * coslat\n",
+    "    V = nu / 6 * coslat**3 * (nu/rho - np.tan(lat)**2)\n",
+    "    VI = nu / 120 * coslat ** 5 * (5 - 18 * tanlat**2 + tanlat**4 + 14 * eta2 - 58 * tanlat**2 * eta2)\n",
+    "\n",
+    "    northing = I + II * longdiff**2 + III * longdiff**4 + IIIA * longdiff**6\n",
+    "    easting = E0 + IV * longdiff + V * longdiff**3 + VI * longdiff**5\n",
+    "\n",
+    "    return(northing, easting)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a4ddcbe5-7524-4976-a94d-ff6753da3ad8",
+   "metadata": {},
+   "source": [
+    "### Lat/Long to OSGB Grid Converter with CuPy ###\n",
+    "In the following `latlong2osgbgrid_cupy`, we simply swap `cp` in for `np`. While CuPy supports a wide variety of powerful GPU-accelerated tasks, this simple technique of being able to swap in CuPy calls for NumPy calls makes it an incredibly powerful tool to have at our disposal."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "41ffa2a3-34ba-4664-9399-4b74cc28f623",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# https://www.ordnancesurvey.co.uk/docs/support/guide-coordinate-systems-great-britain.pdf\n",
+    "\n",
+    "def latlong2osgbgrid_cupy(lat, long, input_degrees=True):\n",
+    "    '''\n",
+    "    Converts latitude and longitude (ellipsoidal) coordinates into northing and easting (grid) coordinates, using a Transverse Mercator projection.\n",
+    "    \n",
+    "    Inputs:\n",
+    "    lat: latitude coordinate (north)\n",
+    "    long: longitude coordinate (east)\n",
+    "    input_degrees: if True (default), interprets the coordinates as degrees; otherwise, interprets coordinates as radians\n",
+    "    \n",
+    "    Output:\n",
+    "    (northing, easting)\n",
+    "    '''\n",
+    "    \n",
+    "    if input_degrees:\n",
+    "        lat = lat * cp.pi/180\n",
+    "        long = long * cp.pi/180\n",
+    "\n",
+    "    a = 6377563.396\n",
+    "    b = 6356256.909\n",
+    "    e2 = (a**2 - b**2) / a**2\n",
+    "\n",
+    "    N0 = -100000                 # northing of true origin\n",
+    "    E0 = 400000                  # easting of true origin\n",
+    "    F0 = .9996012717             # scale factor on central meridian\n",
+    "    phi0 = 49 * cp.pi / 180      # latitude of true origin\n",
+    "    lambda0 = -2 * cp.pi / 180   # longitude of true origin and central meridian\n",
+    "    \n",
+    "    sinlat = cp.sin(lat)\n",
+    "    coslat = cp.cos(lat)\n",
+    "    tanlat = cp.tan(lat)\n",
+    "    \n",
+    "    latdiff = lat-phi0\n",
+    "    longdiff = long-lambda0\n",
+    "\n",
+    "    n = (a-b) / (a+b)\n",
+    "    nu = a * F0 * (1 - e2 * sinlat ** 2) ** -.5\n",
+    "    rho = a * F0 * (1 - e2) * (1 - e2 * sinlat ** 2) ** -1.5\n",
+    "    eta2 = nu / rho - 1\n",
+    "    M = b * F0 * ((1 + n + 5/4 * (n**2 + n**3)) * latdiff - \n",
+    "                  (3*(n+n**2) + 21/8 * n**3) * cp.sin(latdiff) * cp.cos(lat+phi0) +\n",
+    "                  15/8 * (n**2 + n**3) * cp.sin(2*(latdiff)) * cp.cos(2*(lat+phi0)) - \n",
+    "                  35/24 * n**3 * cp.sin(3*(latdiff)) * cp.cos(3*(lat+phi0)))\n",
+    "    I = M + N0\n",
+    "    II = nu/2 * sinlat * coslat\n",
+    "    III = nu/24 * sinlat * coslat ** 3 * (5 - tanlat ** 2 + 9 * eta2)\n",
+    "    IIIA = nu/720 * sinlat * coslat ** 5 * (61-58 * tanlat**2 + tanlat**4)\n",
+    "    IV = nu * coslat\n",
+    "    V = nu / 6 * coslat**3 * (nu/rho - cp.tan(lat)**2)\n",
+    "    VI = nu / 120 * coslat ** 5 * (5 - 18 * tanlat**2 + tanlat**4 + 14 * eta2 - 58 * tanlat**2 * eta2)\n",
+    "\n",
+    "    northing = I + II * longdiff**2 + III * longdiff**4 + IIIA * longdiff**6\n",
+    "    easting = E0 + IV * longdiff + V * longdiff**3 + VI * longdiff**5\n",
+    "\n",
+    "    return(northing, easting)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8b9f1ea5-595d-4933-afb0-29fa75feea29",
+   "metadata": {},
+   "source": [
+    "Below we pass the latitude/longitude coordinates into the converter, which returns north and east values within the OSGB grid. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "c35f24b6-0a70-4ad0-897b-fdbb9dee3cec",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 479 ms, sys: 563 ms, total: 1.04 s\n",
+      "Wall time: 1.04 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "# DO NOT CHANGE THIS CELL\n",
+    "numpy_lat = np.asarray(df['lat'])\n",
+    "numpy_long = np.asarray(df['long'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "edc2feb1-29a8-420c-80ab-62fff620edaa",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 12.4 s, sys: 3.58 s, total: 16 s\n",
+      "Wall time: 16 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "# DO NOT CHANGE THIS CELL\n",
+    "n_numpy_array, e_numpy_array = latlong2osgbgrid(numpy_lat, numpy_long)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b3f10d6f-2044-4517-904e-c9bd46350f17",
+   "metadata": {},
+   "source": [
+    "### Exercise #1 - Adding Grid Coordinate Columns to DataFrame ###\n",
+    "Now we will utilize `latlong2osgbgrid_cupy` to add `northing` and `easting` columns to `df`. We start by converting the two columns we need, `lat` and `long`, to CuPy arrays with the `cp.asarray()` function. Because cuDF and CuPy interface directly via the `__cuda_array_interface__`, the conversion can happen in nanoseconds. \n",
+    "**Instructions**: <br>\n",
+    "* Execute the below cell to create CuPy arrays for the `lat` and `long` columns. \n",
+    "* Modify the `<FIXME>` only and execute the cell below to use `latlong2osgbgrid_cupy` with `cupy_lat` and `cupy_long`, followed by add them as the `northing` and `easting` columns with the dtype `float32`. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "3febd9fb-fc44-41f6-9712-60902da18d22",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 656 μs, sys: 209 μs, total: 865 μs\n",
+      "Wall time: 880 μs\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "# DO NOT CHANGE THIS CELL\n",
+    "cupy_lat = cp.asarray(df['lat'])\n",
+    "cupy_long = cp.asarray(df['long'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "da67fb99-fdab-49c4-9480-a9b5546dbc95",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "age             int8\n",
+      "sex         category\n",
+      "county      category\n",
+      "lat          float32\n",
+      "long         float32\n",
+      "name        category\n",
+      "northing     float32\n",
+      "easting      float32\n",
+      "dtype: object\n",
+      "CPU times: user 242 ms, sys: 17.9 ms, total: 259 ms\n",
+      "Wall time: 367 ms\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>county</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>long</th>\n",
+       "      <th>name</th>\n",
+       "      <th>northing</th>\n",
+       "      <th>easting</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.533638</td>\n",
+       "      <td>-1.524400</td>\n",
+       "      <td>FRANCIS</td>\n",
+       "      <td>515491.90625</td>\n",
+       "      <td>430772.15625</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.426254</td>\n",
+       "      <td>-1.465314</td>\n",
+       "      <td>EDWARD</td>\n",
+       "      <td>503572.46875</td>\n",
+       "      <td>434685.87500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.555199</td>\n",
+       "      <td>-1.496417</td>\n",
+       "      <td>TEDDY</td>\n",
+       "      <td>517903.65625</td>\n",
+       "      <td>432565.53125</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.547909</td>\n",
+       "      <td>-1.572342</td>\n",
+       "      <td>ANGUS</td>\n",
+       "      <td>517059.90625</td>\n",
+       "      <td>427660.65625</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.477638</td>\n",
+       "      <td>-1.605995</td>\n",
+       "      <td>CHARLIE</td>\n",
+       "      <td>509228.68750</td>\n",
+       "      <td>425527.78125</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   age sex      county        lat      long     name      northing  \\\n",
+       "0    0   m  DARLINGTON  54.533638 -1.524400  FRANCIS  515491.90625   \n",
+       "1    0   m  DARLINGTON  54.426254 -1.465314   EDWARD  503572.46875   \n",
+       "2    0   m  DARLINGTON  54.555199 -1.496417    TEDDY  517903.65625   \n",
+       "3    0   m  DARLINGTON  54.547909 -1.572342    ANGUS  517059.90625   \n",
+       "4    0   m  DARLINGTON  54.477638 -1.605995  CHARLIE  509228.68750   \n",
+       "\n",
+       "        easting  \n",
+       "0  430772.15625  \n",
+       "1  434685.87500  \n",
+       "2  432565.53125  \n",
+       "3  427660.65625  \n",
+       "4  425527.78125  "
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "n_cupy_array, e_cupy_array = latlong2osgbgrid_cupy(cupy_lat, cupy_long)\n",
+    "df['northing'] = n_cupy_array.astype('float32')\n",
+    "df['easting'] = e_cupy_array.astype('float32')\n",
+    "print(df.dtypes)\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "raw",
+   "id": "4c65c727-18a4-47a6-9e43-acba85212834",
+   "metadata": {
+    "scrolled": true
+   },
+   "source": [
+    "\n",
+    "%%time\n",
+    "n_cupy_array, e_cupy_array = latlong2osgbgrid_cupy(cupy_lat, cupy_long)\n",
+    "df['northing'] = pd.Series(n_cupy_array).astype('float32')\n",
+    "df['easting'] = e_cupy_array.astype('float32')\n",
+    "print(df.dtypes)\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "82640e5c-ae3a-495b-bc48-df9b46f5d4b1",
+   "metadata": {},
+   "source": [
+    "Click ... for solution. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d0e92cb7-c138-49ae-9aa4-e55f76235b98",
+   "metadata": {},
+   "source": [
+    "## Boolean Array Indexing ##\n",
+    "Below we use `np.logical_and` for element-wise boolean selection."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "61d7946d-f239-4c5b-9c38-2057aa88a085",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "start=time.time()\n",
+    "display(df.loc[np.logical_and(df['name'].str.startswith('E'), df['name'].str.endswith('D'))].head())\n",
+    "print(f'Duration: {round(time.time()-start, 2)} seconds')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3f768cdc-3412-4256-921e-ffccfdcd6058",
+   "metadata": {},
+   "source": [
+    "Below we use the CuPy for boolean selection. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "04ac5517-c69b-4355-81e0-1e94deddcb2e",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "%%cudf.pandas.line_profile\n",
+    "# DO NOT CHANGE THIS CELL\n",
+    "start=time.time()\n",
+    "display(df.loc[cp.logical_and(df['name'].str.startswith('E'), df['name'].str.endswith('D'))].head())\n",
+    "print(f'Duration: {round(time.time()-start, 2)} seconds')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c2cab4f4-eff4-4b09-a68d-dc1c089bfa72",
+   "metadata": {},
+   "source": [
+    "**Note**: String array is not yet implemented in CuPy. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7321b4f6-61c6-4968-a77b-3d3ed4cde745",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "import IPython\n",
+    "app = IPython.Application.instance()\n",
+    "app.kernel.do_shutdown(True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f9d91047-2067-42f7-89b5-e9915eefb1de",
+   "metadata": {},
+   "source": [
+    "**Well Done!** Let's move to the [next notebook](1-05_grouping.ipynb). "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ec10008d-0c52-4f35-ad4a-969a892c35b8",
+   "metadata": {},
+   "source": [
+    "<img src=\"./images/DLI_Header.png\" width=400/>"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.15"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/ds/25-1/2/1-05_grouping.ipynb b/ds/25-1/2/1-05_grouping.ipynb
new file mode 100644
index 0000000..16ce4cf
--- /dev/null
+++ b/ds/25-1/2/1-05_grouping.ipynb
@@ -0,0 +1,1085 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "b53a7b12-538d-4459-b82a-a35c8c417849",
+   "metadata": {},
+   "source": [
+    "<img src=\"./images/DLI_Header.png\" width=400/>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ae497b71-bc43-471e-8970-88a1878e7cf9",
+   "metadata": {},
+   "source": [
+    "# Fundamentals of Accelerated Data Science # "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a149b6d1-1880-4a5d-9d71-f963d3097aa4",
+   "metadata": {},
+   "source": [
+    "## 05 - Grouping ##\n",
+    "\n",
+    "**Table of Contents**\n",
+    "<br>\n",
+    "This notebook discusses and demonstrates how grouping in used in data science. This notebook covers the below sections: \n",
+    "1. [Grouping](#Grouping)\n",
+    "    * [Split, Apply, and Combine](#Split,-Apply,-and-Combine)\n",
+    "    * [Exercise #1 - Average Age Per County](#Exercise-#1---Average-Age-Per-County)\n",
+    "2. [Binning](#Binning)\n",
+    "    * [Exercise #2 - Using the Profiler](#Exercise-#2---Using-the-Profiler)\n",
+    "3. [Advanced Groupby Operations](#Advanced-Groupby-Operations)\n",
+    "    * [`.apply()`](#.apply())\n",
+    "    * [`.transform()`](#.transform())\n",
+    "4. [Pivot Table](#Pivot-Table)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f4f2e800-7d61-4370-8a96-ebef3a6d0c0a",
+   "metadata": {},
+   "source": [
+    "## Grouping ##\n",
+    "In data science, we often would like to split data into groups and perform further analysis on them such as: \n",
+    "* Aggregate based on the grouping\n",
+    "* Compare metrics across different groups\n",
+    "* Understand patterns in data across different groups\n",
+    "* Remove duplicates or fill missing values based on group-level information\n",
+    "* Create new features based on group-level statistics\n",
+    "* Integrate with visualization"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "93d943bf-aaad-42c8-9b2c-70c8b6c0bf44",
+   "metadata": {},
+   "source": [
+    "Below we load in our dataset. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "89c435b1-35d5-4971-ade1-549ae77d22db",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "%load_ext cudf.pandas\n",
+    "import pandas as pd\n",
+    "import time"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "8dc82f3c-f1cb-436b-becb-a97635ec5f6a",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>county</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>long</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.533638</td>\n",
+       "      <td>-1.524400</td>\n",
+       "      <td>FRANCIS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.426254</td>\n",
+       "      <td>-1.465314</td>\n",
+       "      <td>EDWARD</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.555199</td>\n",
+       "      <td>-1.496417</td>\n",
+       "      <td>TEDDY</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.547909</td>\n",
+       "      <td>-1.572342</td>\n",
+       "      <td>ANGUS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.477638</td>\n",
+       "      <td>-1.605995</td>\n",
+       "      <td>CHARLIE</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   age sex      county        lat      long     name\n",
+       "0    0   m  DARLINGTON  54.533638 -1.524400  FRANCIS\n",
+       "1    0   m  DARLINGTON  54.426254 -1.465314   EDWARD\n",
+       "2    0   m  DARLINGTON  54.555199 -1.496417    TEDDY\n",
+       "3    0   m  DARLINGTON  54.547909 -1.572342    ANGUS\n",
+       "4    0   m  DARLINGTON  54.477638 -1.605995  CHARLIE"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "dtype_dict={\n",
+    "    'age': 'int8', \n",
+    "    'sex': 'category', \n",
+    "    'county': 'category', \n",
+    "    'lat': 'float32', \n",
+    "    'long': 'float32', \n",
+    "    'name': 'category'\n",
+    "}\n",
+    "        \n",
+    "df=pd.read_csv('./data/uk_pop.csv', dtype=dtype_dict)\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c8bbdeac-9134-443b-9b38-7a980b19decf",
+   "metadata": {},
+   "source": [
+    "## Split, Apply, and Combine ##\n",
+    "We use the `.groupby()` method to to group large amounts of data and compute operations on these groups. A groupby operation involves some combination of splitting the object, applying a function, and combining the results. cuDF implements record grouping in a manner comparable to Pandas, but with some notable differences. \n",
+    "\n",
+    "<p><img src='images/groupby.png' width=720></p>\n",
+    "\n",
+    "cuDF supports a number of common `DataFrameGroupBy` computations and descriptive statistics, such as `.size()`, `.mean()`, `.count()`, `.cov()`, `.cumprod()`, `.cumsum()`, `.max()`, `.min()`, `.nunique()`. \n",
+    "\n",
+    "**Note**: More information about how `.groupby()` behaves for pandas and how it differs from cuDF can be found in the links below: \n",
+    "* [pandas](https://pandas.pydata.org/docs/user_guide/groupby.html)\n",
+    "* [cuDF](https://docs.rapids.ai/api/cudf/stable/user_guide/groupby/)\n",
+    "\n",
+    "Below we find the number of people in each county. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "72b646d3-b175-4a4e-804f-43afcb6910a2",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "county\n",
+       "BARKING AND DAGENHAM            211998\n",
+       "BARNET                          392140\n",
+       "BARNSLEY                        245199\n",
+       "BATH AND NORTH EAST SOMERSET    192106\n",
+       "BEDFORD                         171623\n",
+       "                                 ...  \n",
+       "WOKINGHAM                       167979\n",
+       "WOLVERHAMPTON                   262008\n",
+       "WORCESTERSHIRE                  592057\n",
+       "WREXHAM                         136126\n",
+       "YORK                            209893\n",
+       "Length: 171, dtype: int64"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "df.groupby('county').size()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a4775215-c6d4-49b0-ba8d-4d10a7e9f434",
+   "metadata": {},
+   "source": [
+    "**Note**: The results is unsorted. We can sort the output using the `.sort_index()` or `.sort_values()` method. \n",
+    "\n",
+    "Below we count the number of people with the most and least popular names. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "6b22bb2b-8b86-45cb-ba26-3b845be5ac00",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "name\n",
+       "AKASHDEEP       213\n",
+       "DALHA           214\n",
+       "BOGOMIL         215\n",
+       "REMMY           217\n",
+       "KAIYAAN         219\n",
+       "              ...  \n",
+       "GEORGE       459096\n",
+       "HARRY        459346\n",
+       "AMELIA       460659\n",
+       "OLIVIA       483789\n",
+       "OLIVER       576135\n",
+       "Length: 13212, dtype: int64"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "df.groupby('name').size().sort_values()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fb83bfcd-d9b2-434d-a0b3-d8d435901ece",
+   "metadata": {},
+   "source": [
+    "Below we find the approximate centers of each county using `.groupby().mean()`. When performing groupby operations, we should **only** include columns that are being used. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "9f0efddf-7c0a-4fbc-8c88-b0fad245b05f",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>lat</th>\n",
+       "      <th>long</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>county</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>BARKING AND DAGENHAM</th>\n",
+       "      <td>51.621048</td>\n",
+       "      <td>0.129583</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BARNET</th>\n",
+       "      <td>51.812552</td>\n",
+       "      <td>-0.218212</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BARNSLEY</th>\n",
+       "      <td>53.571907</td>\n",
+       "      <td>-1.548719</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BATH AND NORTH EAST SOMERSET</th>\n",
+       "      <td>51.354965</td>\n",
+       "      <td>-2.486675</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BEDFORD</th>\n",
+       "      <td>52.145476</td>\n",
+       "      <td>-0.454973</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>WOKINGHAM</th>\n",
+       "      <td>51.459665</td>\n",
+       "      <td>-0.899371</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>WOLVERHAMPTON</th>\n",
+       "      <td>52.716848</td>\n",
+       "      <td>-2.127595</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>WORCESTERSHIRE</th>\n",
+       "      <td>52.057991</td>\n",
+       "      <td>-2.209184</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>WREXHAM</th>\n",
+       "      <td>53.000804</td>\n",
+       "      <td>-2.991959</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>YORK</th>\n",
+       "      <td>53.992329</td>\n",
+       "      <td>-1.073789</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>171 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                    lat      long\n",
+       "county                                           \n",
+       "BARKING AND DAGENHAM          51.621048  0.129583\n",
+       "BARNET                        51.812552 -0.218212\n",
+       "BARNSLEY                      53.571907 -1.548719\n",
+       "BATH AND NORTH EAST SOMERSET  51.354965 -2.486675\n",
+       "BEDFORD                       52.145476 -0.454973\n",
+       "...                                 ...       ...\n",
+       "WOKINGHAM                     51.459665 -0.899371\n",
+       "WOLVERHAMPTON                 52.716848 -2.127595\n",
+       "WORCESTERSHIRE                52.057991 -2.209184\n",
+       "WREXHAM                       53.000804 -2.991959\n",
+       "YORK                          53.992329 -1.073789\n",
+       "\n",
+       "[171 rows x 2 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                             Total time elapsed: 0.540 seconds                                     </span>\n",
+       "<span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                                           Stats                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃<span style=\"font-weight: bold\"> Line no. </span>┃<span style=\"font-weight: bold\"> Line                                                                     </span>┃<span style=\"font-weight: bold\"> GPU TIME(s) </span>┃<span style=\"font-weight: bold\"> CPU TIME(s) </span>┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 3        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    county_center_df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">df[[</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'county'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'lat'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'long'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">]]</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">groupby(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'county'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)[[</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'…</span> │ 0.096013666 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 4        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    display(county_center_df)</span><span style=\"background-color: #272822\">                                           </span> │ 0.177155495 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "└──────────┴──────────────────────────────────────────────────────────────────────────┴─────────────┴─────────────┘\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "\u001b[3m                                             Total time elapsed: 0.540 seconds                                     \u001b[0m\n",
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "\u001b[3m                                                           Stats                                                   \u001b[0m\n",
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃\u001b[1m \u001b[0m\u001b[1mLine no.\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mLine                                                                    \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mGPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mCPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 3        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mcounty_center_df\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdf\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mcounty\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mlat\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mlong\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mgroupby\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mcounty\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m…\u001b[0m │ 0.096013666 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 4        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdisplay\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mcounty_center_df\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m                                           \u001b[0m │ 0.177155495 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "└──────────┴──────────────────────────────────────────────────────────────────────────┴─────────────┴─────────────┘\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%%cudf.pandas.line_profile\n",
+    "# DO NOT CHANGE THIS CELL\n",
+    "\n",
+    "county_center_df=df[['county', 'lat', 'long']].groupby('county')[['lat', 'long']].mean()\n",
+    "display(county_center_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "b99556b3-b75d-4755-9b03-141d4addb023",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "county_center_df.columns=['lat_county_center', 'long_county_center']\n",
+    "county_center_df.to_csv('county_centroid.csv')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "49a498f4-b298-446c-8255-60def6d3b0ed",
+   "metadata": {},
+   "source": [
+    "### Exercise #1 - Average Age Per County ###\n",
+    "We would like to find the average age for each county. We will need to use both `.groupby()` and `.sort_values()`. Using the `.mean()` method on the data grouped by `county`, identify the 5 counties with the highest average age. \n",
+    "\n",
+    "**Instructions**: <br>\n",
+    "* Modify the `<FIXME>` only and execute the below cell find the average age for each county. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "0772c391-4ad6-4fcc-8754-97b575bca1c5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "county\n",
+       "DORSET             46.577193\n",
+       "ISLE OF WIGHT      46.149253\n",
+       "CONWY              45.854473\n",
+       "POWYS              45.849366\n",
+       "ISLES OF SCILLY    45.467440\n",
+       "Name: age, dtype: float64"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[['county', 'age']].groupby('county')['age']\\\n",
+    "                     .mean()\\\n",
+    "                     .sort_values(ascending=False)\\\n",
+    "                     .head()"
+   ]
+  },
+  {
+   "cell_type": "raw",
+   "id": "cd43f771-0ccb-426d-8746-0c6ad63deff4",
+   "metadata": {
+    "scrolled": true
+   },
+   "source": [
+    "\n",
+    "%%cudf.pandas.line_profile\n",
+    "# DO NOT CHANGE THIS CELL\n",
+    "display(\n",
+    "    df[['county', 'age']].groupby('county')['age']\\\n",
+    "                         .mean()\\\n",
+    "                         .sort_values(ascending=False)\\\n",
+    "                         .head()\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0c4a3e80-c5cb-410f-a5ba-fde705594c66",
+   "metadata": {},
+   "source": [
+    "Click ... for solution. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "73fc5851-33dc-42a2-b086-6b5d7d2d65bb",
+   "metadata": {},
+   "source": [
+    "## Binning ##\n",
+    "When grouping continuous numerical data, it is sometimes helpful to bin numbers into discrete intervals or buckets. There are primarily two ways of binning: \n",
+    "* Equal-width binning: divide the range into equal-sized intervals\n",
+    "* Custom binning: define custom bins based on domain knowledge or specific criteria\n",
+    "\n",
+    "The `.cut()` function can be used to bin values into discrete intervals"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "ccf6ff71-40e5-46d6-9d1a-0e3d60fd0b51",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "age_bucket\n",
+       "0    7874941\n",
+       "1    6630853\n",
+       "2    7758863\n",
+       "3    7691036\n",
+       "4    7598003\n",
+       "5    7712976\n",
+       "6    6124213\n",
+       "7    4530946\n",
+       "8    2558063\n",
+       "dtype: int64"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                             Total time elapsed: 0.530 seconds                                     </span>\n",
+       "<span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                                           Stats                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃<span style=\"font-weight: bold\"> Line no. </span>┃<span style=\"font-weight: bold\"> Line                                                                     </span>┃<span style=\"font-weight: bold\"> GPU TIME(s) </span>┃<span style=\"font-weight: bold\"> CPU TIME(s) </span>┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 3        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    bins</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">[</span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">0</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">10</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">20</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">30</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">40</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">50</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">60</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">70</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">80</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">90</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">100</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">]</span><span style=\"background-color: #272822\">                   </span> │             │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 5        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    df[</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'age_bucket'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">]</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">pd</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">cut(df[</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'age'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">]</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">values, bins</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">bins, right</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #66d9ef; text-decoration-color: #66d9ef; background-color: #272822\">True</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, in…</span> │ 0.143198584 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 6        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    display(df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">groupby(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'age_bucket'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">size())</span><span style=\"background-color: #272822\">                            </span> │ 0.049102073 │ 0.006468820 │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "└──────────┴──────────────────────────────────────────────────────────────────────────┴─────────────┴─────────────┘\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "\u001b[3m                                             Total time elapsed: 0.530 seconds                                     \u001b[0m\n",
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "\u001b[3m                                                           Stats                                                   \u001b[0m\n",
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃\u001b[1m \u001b[0m\u001b[1mLine no.\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mLine                                                                    \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mGPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mCPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 3        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mbins\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m0\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m10\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m20\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m30\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m40\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m50\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m60\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m70\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m80\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m90\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m100\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[48;2;39;40;34m                   \u001b[0m │             │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 5        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdf\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mage_bucket\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mpd\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mcut\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdf\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mage\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mvalues\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mbins\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mbins\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mright\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;102;217;239;48;2;39;40;34mTrue\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34min…\u001b[0m │ 0.143198584 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 6        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdisplay\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdf\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mgroupby\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mage_bucket\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34msize\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m                            \u001b[0m │ 0.049102073 │ 0.006468820 │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "└──────────┴──────────────────────────────────────────────────────────────────────────┴─────────────┴─────────────┘\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%%cudf.pandas.line_profile\n",
+    "# DO NOT CHANGE THIS CELL\n",
+    "\n",
+    "bins=[0, 10, 20, 30, 40, 50, 60, 70, 80, 90, 100]\n",
+    "\n",
+    "df['age_bucket']=pd.cut(df['age'].values, bins=bins, right=True, include_lowest=True, labels=False)\n",
+    "display(df.groupby('age_bucket').size())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "db8ec7e5-f6f4-4041-8187-578a15c73808",
+   "metadata": {},
+   "source": [
+    "### Exercise #2 - Using the Profiler ###\n",
+    "cuDF pandas will attempt to use the GPU whenever possible and fall back to CPU for certain operations. Running the code with the `cudf.pandas.line_profile` magic command generates a report showing which operations used the GPU and which used the CPU. \n",
+    "\n",
+    "**Instructions**: <br>\n",
+    "* Notice that the below cell is a very similar operation as before, except that it uses the `range()` function for the `bins` parameter. As it stands, this is not supported in cuDF. \n",
+    "* Execute the cell below to run the binning operation on the CPU.\n",
+    "* Compare the time it takes to run the similar operation above. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "991c437f-afee-408e-9144-006c4313f9f3",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "age_bucket\n",
+       "0    7874941\n",
+       "1    6630853\n",
+       "2    7758863\n",
+       "3    7691036\n",
+       "4    7598003\n",
+       "5    7712976\n",
+       "6    6124213\n",
+       "7    4530946\n",
+       "8    2558063\n",
+       "dtype: int64"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                             Total time elapsed: 1.720 seconds                                     </span>\n",
+       "<span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                                           Stats                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃<span style=\"font-weight: bold\"> Line no. </span>┃<span style=\"font-weight: bold\"> Line                                                                     </span>┃<span style=\"font-weight: bold\"> GPU TIME(s) </span>┃<span style=\"font-weight: bold\"> CPU TIME(s) </span>┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 3        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    df[</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'age_bucket'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">]</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">pd</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">cut(df[</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'age'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">]</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">values, bins</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">range(</span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">0</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">100</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">10</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">), r…</span> │ 0.331830367 │ 1.018851685 │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 4        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    display(df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">groupby(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'age_bucket'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">size())</span><span style=\"background-color: #272822\">                            </span> │ 0.075955960 │ 0.006406995 │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "└──────────┴──────────────────────────────────────────────────────────────────────────┴─────────────┴─────────────┘\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "\u001b[3m                                             Total time elapsed: 1.720 seconds                                     \u001b[0m\n",
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "\u001b[3m                                                           Stats                                                   \u001b[0m\n",
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃\u001b[1m \u001b[0m\u001b[1mLine no.\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mLine                                                                    \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mGPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mCPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 3        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdf\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mage_bucket\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mpd\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mcut\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdf\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mage\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mvalues\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mbins\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mrange\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m0\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m100\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m10\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mr…\u001b[0m │ 0.331830367 │ 1.018851685 │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 4        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdisplay\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdf\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mgroupby\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mage_bucket\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34msize\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m                            \u001b[0m │ 0.075955960 │ 0.006406995 │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "└──────────┴──────────────────────────────────────────────────────────────────────────┴─────────────┴─────────────┘\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%%cudf.pandas.line_profile\n",
+    "# DO NOT CHANGE THIS CELL\n",
+    "\n",
+    "df['age_bucket']=pd.cut(df['age'].values, bins=range(0, 100, 10), right=True, include_lowest=True, labels=False)\n",
+    "display(df.groupby('age_bucket').size())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "95ef539b-6ab4-4f28-b84e-8b83f32d0c0c",
+   "metadata": {},
+   "source": [
+    "**Note**: The profiler can help us identify parts of our code that could be rewritten to be more GPU-friendly. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7c76d718-693c-4550-8eec-3de742565a9d",
+   "metadata": {},
+   "source": [
+    "## Advanced Groupby Operations ##\n",
+    "We can also use function application helpers on `DataFrameGroupBy` instances: \n",
+    "* `DataFrameGroupby.aggregate()` / `Groupby.agg()`(alias): used when we have specific computation for different columns or more than one computation on the same column\n",
+    "* `DataFrameGroupby.apply()`: used when we want to perform a specific user-defined function to each group\n",
+    "* `DataFrameGroupby.transform()`: used when the resulting values should be broadcast across the whole group and return a same-indexed dataframe"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "059bded6-fb78-4129-b723-6fa1de7ed8f0",
+   "metadata": {},
+   "source": [
+    "### `.apply()` ###\n",
+    "The `.apply()` method will **sequentially** apply the function group-wise and concatenate the results together. We can pass a callable function to be performed on the entire DataFrame for each group. \n",
+    "\n",
+    "Below we calculate the distance of each person from their respective county center. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "6906dc46-32fd-45f4-8be1-ff30d944d226",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "\n",
+    "# define distance function\n",
+    "def distance(lat_1, long_1, lat_2, long_2): \n",
+    "    return ((lat_2-lat_1)**2+(long_2-long_1)**2)**0.5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "63906fdc-10a5-4239-951e-e9551ff8d60b",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/cudf/core/groupby/groupby.py:1449: RuntimeWarning: GroupBy.apply() performance scales poorly with number of groups. Got 171 groups. Some functions may perform better by passing engine='jit'\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                            Total time elapsed: 19.501 seconds                                     </span>\n",
+       "<span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                                           Stats                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃<span style=\"font-weight: bold\"> Line no. </span>┃<span style=\"font-weight: bold\"> Line                                                                     </span>┃<span style=\"font-weight: bold\"> GPU TIME(s) </span>┃<span style=\"font-weight: bold\"> CPU TIME(s) </span>┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 3        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    distance_df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">groupby(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'county'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)[[</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'lat'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'long'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">]]</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">apply(</span><span style=\"color: #66d9ef; text-decoration-color: #66d9ef; background-color: #272822\">lambda</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> x: d…</span> │ 2.894860505 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 4        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    df[</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'R_1'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">]</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">distance_df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">reset_index(level</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">0</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, drop</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #66d9ef; text-decoration-color: #66d9ef; background-color: #272822\">True</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)</span><span style=\"background-color: #272822\">               </span> │ 0.501578658 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "└──────────┴──────────────────────────────────────────────────────────────────────────┴─────────────┴─────────────┘\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "\u001b[3m                                            Total time elapsed: 19.501 seconds                                     \u001b[0m\n",
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "\u001b[3m                                                           Stats                                                   \u001b[0m\n",
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃\u001b[1m \u001b[0m\u001b[1mLine no.\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mLine                                                                    \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mGPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mCPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 3        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdistance_df\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdf\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mgroupby\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mcounty\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mlat\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mlong\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mapply\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;102;217;239;48;2;39;40;34mlambda\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mx\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m:\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34md…\u001b[0m │ 2.894860505 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 4        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdf\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mR_1\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdistance_df\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mreset_index\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mlevel\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m0\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdrop\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;102;217;239;48;2;39;40;34mTrue\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m               \u001b[0m │ 0.501578658 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "└──────────┴──────────────────────────────────────────────────────────────────────────┴─────────────┴─────────────┘\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%%cudf.pandas.line_profile\n",
+    "# DO NOT CHANGE THIS CELL\n",
+    "\n",
+    "distance_df=df.groupby('county')[['lat', 'long']].apply(lambda x: distance(x['lat'], x['long'], x['lat'].mean(), x['long'].mean()))\n",
+    "df['R_1']=distance_df.reset_index(level=0, drop=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "447dcea4-3fc7-4501-9f67-17801f914875",
+   "metadata": {},
+   "source": [
+    "We can also define the function in-line. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "97a963d9-e61c-4af6-bd32-89a5b892b09b",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/cudf/core/groupby/groupby.py:1449: RuntimeWarning: GroupBy.apply() performance scales poorly with number of groups. Got 171 groups. Some functions may perform better by passing engine='jit'\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                            Total time elapsed: 19.424 seconds                                     </span>\n",
+       "<span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                                           Stats                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃<span style=\"font-weight: bold\"> Line no. </span>┃<span style=\"font-weight: bold\"> Line                                                                     </span>┃<span style=\"font-weight: bold\"> GPU TIME(s) </span>┃<span style=\"font-weight: bold\"> CPU TIME(s) </span>┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 3        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    df[</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'R_2'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">]</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">groupby(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'county'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)[[</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'lat'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'long'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">]]</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">apply(</span><span style=\"color: #66d9ef; text-decoration-color: #66d9ef; background-color: #272822\">lambda</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> x: ((x…</span> │ 3.403693881 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "└──────────┴──────────────────────────────────────────────────────────────────────────┴─────────────┴─────────────┘\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "\u001b[3m                                            Total time elapsed: 19.424 seconds                                     \u001b[0m\n",
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "\u001b[3m                                                           Stats                                                   \u001b[0m\n",
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃\u001b[1m \u001b[0m\u001b[1mLine no.\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mLine                                                                    \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mGPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mCPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 3        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdf\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mR_2\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdf\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mgroupby\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mcounty\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mlat\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mlong\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mapply\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;102;217;239;48;2;39;40;34mlambda\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mx\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m:\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mx\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m…\u001b[0m │ 3.403693881 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "└──────────┴──────────────────────────────────────────────────────────────────────────┴─────────────┴─────────────┘\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%%cudf.pandas.line_profile\n",
+    "# DO NOT CHANGE THIS CELL\n",
+    "\n",
+    "df['R_2']=df.groupby('county')[['lat', 'long']].apply(lambda x: ((x['lat'].mean()-x['lat'])**2+(x['long'].mean()-x['long'])**2)**0.5).reset_index(level=0, drop=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e15cfd17-9b05-4de4-9c9a-fa9167f2d05f",
+   "metadata": {},
+   "source": [
+    "**Note**: This is quite slow due to the iterative nature of the `.apply()` method. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7b7dc9d6-8c1d-4e1f-a6c3-85d036c62c26",
+   "metadata": {},
+   "source": [
+    "### `.transform()` ###\n",
+    "The `.transform()` method aggregates each group, and broadcasts the result to the group size, resulting in a DataFrame that is the same size and index as the input DataFrame. Underneath the hood, the `.transform()` method passes each column individually as a Series to the function. \n",
+    "\n",
+    "Below we group the DataFrame by `county` and transform the columns `lat` and `long` using `mean`. We will subtract the transformed mean from the original columns, then apply the distance formula to calculate the resulting distance.  By keeping the DataFrame the same shape, we can perform cuDF operations quickly, resulting in performance gain. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "b1a3b520-1da5-4486-b024-ff9c4d3e1df3",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "# make data types more precise\n",
+    "df[['lat', 'long']]=df[['lat', 'long']].astype('float64')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "d6aa82c0-e7df-4f6a-837a-a9bdd3657787",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                             Total time elapsed: 0.873 seconds                                     </span>\n",
+       "<span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                                           Stats                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃<span style=\"font-weight: bold\"> Line no. </span>┃<span style=\"font-weight: bold\"> Line                                                                     </span>┃<span style=\"font-weight: bold\"> GPU TIME(s) </span>┃<span style=\"font-weight: bold\"> CPU TIME(s) </span>┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 3        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    c</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">[</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'lat'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'long'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">]</span><span style=\"background-color: #272822\">                                                   </span> │             │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 4        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    df[</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'R_3'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">]</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">((df[c] </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">-</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">groupby(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'county'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)[c]</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">transform(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'mean'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)) </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">**</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> </span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">2</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">…</span> │ 0.732016207 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "└──────────┴──────────────────────────────────────────────────────────────────────────┴─────────────┴─────────────┘\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "\u001b[3m                                             Total time elapsed: 0.873 seconds                                     \u001b[0m\n",
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "\u001b[3m                                                           Stats                                                   \u001b[0m\n",
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃\u001b[1m \u001b[0m\u001b[1mLine no.\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mLine                                                                    \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mGPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mCPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 3        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mc\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mlat\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mlong\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[48;2;39;40;34m                                                   \u001b[0m │             │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 4        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdf\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mR_3\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdf\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mc\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m-\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdf\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mgroupby\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mcounty\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mc\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mtransform\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mmean\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m*\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m*\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m2\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m…\u001b[0m │ 0.732016207 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "└──────────┴──────────────────────────────────────────────────────────────────────────┴─────────────┴─────────────┘\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%%cudf.pandas.line_profile\n",
+    "# DO NOT CHANGE THIS CELL\n",
+    "\n",
+    "c=['lat', 'long']\n",
+    "df['R_3']=((df[c] - df.groupby('county')[c].transform('mean')) ** 2).sum(axis=1) ** 0.5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "05a40a5f-138b-4535-a86b-d07271d8fa1c",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "858b309c-4533-4798-a22c-fe6858257cbc",
+   "metadata": {},
+   "source": [
+    "Although the `.apply()` method is more flexible and can handle complex operations, it is generally slower. On the other hand, the `.transform()` method can be much faster. When we design the procedures to use vector operations, we will realize significant performance benefits. \n",
+    "\n",
+    "**Note**: `Groupby.apply()` doesn't scale well with the number of groups, therefore this performance difference will be more pronounced with higher number of groups. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7bc715eb-e357-4a92-8778-a144007a9697",
+   "metadata": {},
+   "source": [
+    "## Pivot Table ##\n",
+    "Pivot tables allow us to summarize and aggregate large datasets into a more manageable format for analysis. When using `DataFrame.pivot_table()`, we provide the `index`, `columns`, and `values` arguments, as well as `aggfunc`. This will group the data based on `index` and `columns`, and perform the aggregation on `values`. We can apply multiple aggregation functions, which is generally faster and more memory-efficient than manual grouping and aggregation for large datasets. \n",
+    "\n",
+    "Below we create a pivot table that counts the number of each sex in each county. Furthermore, we derive the percentage of the total for each county. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a6c8cd25-9892-458e-a9a0-8af10647f9c7",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "%%cudf.pandas.line_profile\n",
+    "# DO NOT CHANGE THIS CELL\n",
+    "\n",
+    "pvt_tbl=df[['county', 'sex', 'name']].pivot_table(index=['county'], columns=['sex'], values='name', aggfunc='count')\n",
+    "pvt_tbl=pvt_tbl.apply(lambda x: x/sum(x), axis=1)\n",
+    "display(pvt_tbl)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9ba52ec8-18bd-4f30-a3dd-ccbdface4bb4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import IPython\n",
+    "app = IPython.Application.instance()\n",
+    "app.kernel.do_shutdown(True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9e99bf3f-be76-4ebf-aed3-624d4e8695ac",
+   "metadata": {},
+   "source": [
+    "**Well Done!** Let's move to the [next notebook](1-06_data_visualization.ipynb). "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "81e47f0a-547e-4714-878d-34eb9b75c835",
+   "metadata": {},
+   "source": [
+    "<img src=\"./images/DLI_Header.png\" width=400/>"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.15"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/ds/25-1/2/1-06_data_visualization.ipynb b/ds/25-1/2/1-06_data_visualization.ipynb
new file mode 100644
index 0000000..bd66b87
--- /dev/null
+++ b/ds/25-1/2/1-06_data_visualization.ipynb
@@ -0,0 +1,3435 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "b53a7b12-538d-4459-b82a-a35c8c417849",
+   "metadata": {},
+   "source": [
+    "<img src=\"./images/DLI_Header.png\" width=400/>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ae497b71-bc43-471e-8970-88a1878e7cf9",
+   "metadata": {},
+   "source": [
+    "# Fundamentals of Accelerated Data Science # "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a149b6d1-1880-4a5d-9d71-f963d3097aa4",
+   "metadata": {},
+   "source": [
+    "## 06 - Data Visualization ##\n",
+    "\n",
+    "**Table of Contents**\n",
+    "<br>\n",
+    "This notebook demonstrates the basics of data visualization for large datasets. This notebook covers the below sections: \n",
+    "1. [Data Visualization](#Data-Visualization)\n",
+    "2. [Bar Chart](#Bar-Chart)\n",
+    "    * [Histogram](#Histogram)\n",
+    "    * [Exercise #1 - Bar Chart](#Exercise-#1---Bar-Chart)\n",
+    "3. [Scatter Plot](#Scatter-Plot)\n",
+    "4. [Line Chart](#Line-Chart)\n",
+    "5. [Datashader](#Datashader)\n",
+    "    * [Datashader Accelerated by GPU](#Datashader-Accelerated-by-GPU)\n",
+    "6. [Interactive Visualization](#Interactive-Visualization)\n",
+    "    * [cuxfilter and Dashboard](#cuxfilter-and-Dashboard)\n",
+    "6. [Other Libraries](#Other-Libraries)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "39f0f08f-92a2-4bfc-b8bc-5904aa70b5fc",
+   "metadata": {},
+   "source": [
+    "## Data Visualization ##\n",
+    "Data visualization is an important part of data science for several reasons: \n",
+    "* **Data exploration**: enables data scientists to explore data and quickly identify patterns, trends, and outliers that may not be apparent when looking at raw data in tabular format\n",
+    "* **Interpretation**: transforms large and complex datasets into more digestible visual formats, making it easier to comprehend vast amounts of information\n",
+    "* **Communication**: helps data scientists communicate complex insights to stakeholders in an easy-to-understand visual format, making data more accessible to non-technical audiences\n",
+    "\n",
+    "Below is the simple dashboard we will create in this notebook: \n",
+    "\n",
+    "<p><img src='images/dashboard_1_sample.png' width=720></p>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "3300e580-f39d-4147-8ad8-dfbf611ad323",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>county</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>long</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.533638</td>\n",
+       "      <td>-1.524400</td>\n",
+       "      <td>FRANCIS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.426254</td>\n",
+       "      <td>-1.465314</td>\n",
+       "      <td>EDWARD</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.555199</td>\n",
+       "      <td>-1.496417</td>\n",
+       "      <td>TEDDY</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.547909</td>\n",
+       "      <td>-1.572342</td>\n",
+       "      <td>ANGUS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.477638</td>\n",
+       "      <td>-1.605995</td>\n",
+       "      <td>CHARLIE</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   age sex      county        lat      long     name\n",
+       "0    0   m  DARLINGTON  54.533638 -1.524400  FRANCIS\n",
+       "1    0   m  DARLINGTON  54.426254 -1.465314   EDWARD\n",
+       "2    0   m  DARLINGTON  54.555199 -1.496417    TEDDY\n",
+       "3    0   m  DARLINGTON  54.547909 -1.572342    ANGUS\n",
+       "4    0   m  DARLINGTON  54.477638 -1.605995  CHARLIE"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%load_ext cudf.pandas\n",
+    "# DO NOT CHANGE THIS CELL\n",
+    "import pandas as pd\n",
+    "\n",
+    "dtype_dict={\n",
+    "    'age': 'int8', \n",
+    "    'sex': 'object', \n",
+    "    'county': 'object', \n",
+    "    'lat': 'float32', \n",
+    "    'long': 'float32', \n",
+    "    'name': 'object'\n",
+    "}\n",
+    "        \n",
+    "df=pd.read_csv('./data/uk_pop.csv', dtype=dtype_dict)\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "db58461b-5877-4768-8586-a46765381b6b",
+   "metadata": {},
+   "source": [
+    "## Bar Chart ##\n",
+    "Bar charts are used to show and compare categorical data. It represent numercial values with rectangular bars where the length or height of each bar corresponds to the value it represents. \n",
+    "\n",
+    "Below we show the top 5 counties with the most people. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "a0acbf39-b10c-4998-96d7-dde142d844e1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='county'>"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "df.groupby('county').size().sort_values(ascending=False).head().plot(kind='bar')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8b6d94bc-7006-4e73-accb-2649d7dec596",
+   "metadata": {},
+   "source": [
+    "### Histogram ###\n",
+    "Bar charts can also be used to show the distribution of data points across different subgroups. This is referred to as a historgram, which is done by counting the number of occurrences (frequency distribution) of each unique value in a dataset. It is used to visualize the shape, center, and spread of a dataset. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "b804a51e-63b7-4389-8dd5-3beea5a5950b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='age_bucket'>"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "bins=[0, 10, 20, 30, 40, 50, 60, 70, 80, 90, 100]\n",
+    "df['age_bucket']=pd.cut(df['age'], bins=bins, right=True, include_lowest=True, labels=False)\n",
+    "df.groupby('age_bucket').size().plot(kind='bar')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "88341062-8ecc-4264-8c42-bee7ae173c05",
+   "metadata": {},
+   "source": [
+    "### ExerciseExercise #1 - Bar Chart ###\n",
+    "We would like to find the distribution of sex in the population. \n",
+    "\n",
+    "**Instructions**: <br>\n",
+    "* Modify the `<FIXME>` only and execute the below cell plot the number of each sex in our dataset. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "d0d37093-e329-498d-b748-7fa3fb792303",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='sex'>"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.groupby('sex').size().plot(kind='bar')"
+   ]
+  },
+  {
+   "cell_type": "raw",
+   "id": "b52410a7-777f-4b0a-862f-9fed419d9c79",
+   "metadata": {},
+   "source": [
+    "\n",
+    "df.groupby('sex').size().plot(kind='bar')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5e49a376-90f6-4ae1-9a47-fae469a5d1da",
+   "metadata": {},
+   "source": [
+    "Click ... for solution. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "676bd687-b998-4724-bda5-e1d68307bb24",
+   "metadata": {},
+   "source": [
+    "## Scatter Plot ##\n",
+    "The scatter plot is used to show the relationship between two variables in a dataset. It can also be used to display coordinates of each data point to help identify outliers or clusters. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "e170e8ba-5dbf-428d-b00a-0880d8bdcfad",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>county</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>long</th>\n",
+       "      <th>name</th>\n",
+       "      <th>age_bucket</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>43400796</th>\n",
+       "      <td>40</td>\n",
+       "      <td>f</td>\n",
+       "      <td>NOTTINGHAMSHIRE</td>\n",
+       "      <td>53.054501</td>\n",
+       "      <td>-0.943481</td>\n",
+       "      <td>ZOYA</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32505888</th>\n",
+       "      <td>10</td>\n",
+       "      <td>f</td>\n",
+       "      <td>NOTTINGHAMSHIRE</td>\n",
+       "      <td>52.995071</td>\n",
+       "      <td>-0.938463</td>\n",
+       "      <td>LINA</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33512940</th>\n",
+       "      <td>13</td>\n",
+       "      <td>f</td>\n",
+       "      <td>LEICESTERSHIRE</td>\n",
+       "      <td>52.967442</td>\n",
+       "      <td>-1.849579</td>\n",
+       "      <td>TEYANA</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>675372</th>\n",
+       "      <td>1</td>\n",
+       "      <td>m</td>\n",
+       "      <td>SOMERSET</td>\n",
+       "      <td>51.138855</td>\n",
+       "      <td>-2.919084</td>\n",
+       "      <td>HARRISON</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21024733</th>\n",
+       "      <td>56</td>\n",
+       "      <td>m</td>\n",
+       "      <td>BURY</td>\n",
+       "      <td>53.628117</td>\n",
+       "      <td>-2.325484</td>\n",
+       "      <td>JACK</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13618682</th>\n",
+       "      <td>36</td>\n",
+       "      <td>m</td>\n",
+       "      <td>WALTHAM FOREST</td>\n",
+       "      <td>51.599720</td>\n",
+       "      <td>-0.043070</td>\n",
+       "      <td>ETHAN</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11029315</th>\n",
+       "      <td>30</td>\n",
+       "      <td>m</td>\n",
+       "      <td>SALFORD</td>\n",
+       "      <td>53.466831</td>\n",
+       "      <td>-2.422284</td>\n",
+       "      <td>WILLIAM</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>56802229</th>\n",
+       "      <td>80</td>\n",
+       "      <td>f</td>\n",
+       "      <td>NOTTINGHAM</td>\n",
+       "      <td>52.972649</td>\n",
+       "      <td>-1.233015</td>\n",
+       "      <td>ERIN</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29592752</th>\n",
+       "      <td>2</td>\n",
+       "      <td>f</td>\n",
+       "      <td>SALFORD</td>\n",
+       "      <td>53.518764</td>\n",
+       "      <td>-2.454344</td>\n",
+       "      <td>SIRAT</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33585530</th>\n",
+       "      <td>13</td>\n",
+       "      <td>f</td>\n",
+       "      <td>HERTFORDSHIRE</td>\n",
+       "      <td>51.604103</td>\n",
+       "      <td>-0.386183</td>\n",
+       "      <td>MATILDA</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1000 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          age sex           county        lat      long      name  age_bucket\n",
+       "43400796   40   f  NOTTINGHAMSHIRE  53.054501 -0.943481      ZOYA           3\n",
+       "32505888   10   f  NOTTINGHAMSHIRE  52.995071 -0.938463      LINA           0\n",
+       "33512940   13   f   LEICESTERSHIRE  52.967442 -1.849579    TEYANA           1\n",
+       "675372      1   m         SOMERSET  51.138855 -2.919084  HARRISON           0\n",
+       "21024733   56   m             BURY  53.628117 -2.325484      JACK           5\n",
+       "...       ...  ..              ...        ...       ...       ...         ...\n",
+       "13618682   36   m   WALTHAM FOREST  51.599720 -0.043070     ETHAN           3\n",
+       "11029315   30   m          SALFORD  53.466831 -2.422284   WILLIAM           2\n",
+       "56802229   80   f       NOTTINGHAM  52.972649 -1.233015      ERIN           7\n",
+       "29592752    2   f          SALFORD  53.518764 -2.454344     SIRAT           0\n",
+       "33585530   13   f    HERTFORDSHIRE  51.604103 -0.386183   MATILDA           1\n",
+       "\n",
+       "[1000 rows x 7 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='lat', ylabel='long'>"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "# sample a very small percentage of the data\n",
+    "small_df=df.sample(1000)\n",
+    "display(small_df)\n",
+    "small_df.plot(kind='scatter', x='lat', y='long')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8e0dbf2c-9bbf-4621-bce6-661ede296af9",
+   "metadata": {},
+   "source": [
+    "## Line Chart ##\n",
+    "Line charts are good for connecting individual data points to show trends. It's useful for visualizing changes, trends, and patterns over time. \n",
+    "\n",
+    "The scatter plot doesn't scale well with the number of data points. When the data becomes large, the scatter plot take a long time to complete. Below is line chart of the compute time for different data sizes. \n",
+    "\n",
+    "<p><img src='images/scatter_time.png', width=480></p>\n",
+    "\n",
+    "**Note**: Below is the code used to produce this image. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ce18692d-b36f-4275-b056-fd1ec1170abc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import time\n",
+    "# import matplotlib.pyplot as plt\n",
+    "\n",
+    "# fig, ax=plt.subplots()\n",
+    "# exec_times={}\n",
+    "\n",
+    "# for size in (5*(10**i) for i in range(1, 8)): \n",
+    "#     start=time.time()\n",
+    "#     df.sample(size).plot(kind='scatter', x='long', y='lat', ax=ax)\n",
+    "#     duration=time.time()-start\n",
+    "#     exec_times[size]=duration\n",
+    "#     ax.clear()\n",
+    "\n",
+    "# ax.plot(exec_times.keys(), exec_times.values(), marker='o')\n",
+    "# ax.set_xscale('log')\n",
+    "# ax.set_xlabel('Data Size')\n",
+    "# ax.set_ylabel('Execution Time')\n",
+    "# ax.set_title(\"Scatter Plot Doesn't Scale Well With Data Size\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "44e65ae7-f223-455f-a463-10f1e193ef64",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'status': 'ok', 'restart': True}"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "import IPython\n",
+    "app = IPython.Application.instance()\n",
+    "app.kernel.do_shutdown(True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b26686d7-fb05-49a0-9006-036810d86160",
+   "metadata": {},
+   "source": [
+    "## Datashader ##\n",
+    "[Datashader](https://datashader.org/#) is an open-source Python library for analyzing and visualizing large datasets. Specifically, Datashader is designed to \"rasterize\" or \"aggregate\" datasets into regular grids that can be analyzed further or viewed as images, making it simple and quick to see the properties and patterns of data. \n",
+    "\n",
+    "Plotting for big data is challenging because rendering a large number of points takes a long time. Datashader shifts the burden of visualization from rendering to computing. Underneath the hood, it turns a long list of (x, y) points into a 2D histogram instead of plotting each point individually. Furthermore, this aggregation can be accelerated through parallel computing. The resulting gridded data structure is then turn into an image, using color to show the magnitude, before being embedding into a plotting program. \n",
+    "\n",
+    "Datashader generates a plot using a five-step [pipeline](https://datashader.org/getting_started/Pipeline.html): \n",
+    "\n",
+    "<p><img src='images/ds_pipeline.png' width=720></p>\n",
+    "\n",
+    "Below we demonstrate how Datashader is used. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "a7bd466f-0e40-4b40-bd50-82c9fdc17e2f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "import time\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "import datashader as ds\n",
+    "import datashader.transfer_functions as tf"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "813eb18b-5234-4a1f-ae05-58bcf8750e9f",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>county</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>long</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.533646</td>\n",
+       "      <td>-1.524401</td>\n",
+       "      <td>FRANCIS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.426254</td>\n",
+       "      <td>-1.465314</td>\n",
+       "      <td>EDWARD</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.555199</td>\n",
+       "      <td>-1.496417</td>\n",
+       "      <td>TEDDY</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.547905</td>\n",
+       "      <td>-1.572341</td>\n",
+       "      <td>ANGUS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.477638</td>\n",
+       "      <td>-1.605994</td>\n",
+       "      <td>CHARLIE</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   age sex      county        lat      long     name\n",
+       "0    0   m  DARLINGTON  54.533646 -1.524401  FRANCIS\n",
+       "1    0   m  DARLINGTON  54.426254 -1.465314   EDWARD\n",
+       "2    0   m  DARLINGTON  54.555199 -1.496417    TEDDY\n",
+       "3    0   m  DARLINGTON  54.547905 -1.572341    ANGUS\n",
+       "4    0   m  DARLINGTON  54.477638 -1.605994  CHARLIE"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "import pandas as pd\n",
+    "\n",
+    "dtype_dict={\n",
+    "    'age': 'int8', \n",
+    "    'sex': 'object', \n",
+    "    'county': 'object', \n",
+    "    'lat': 'float32', \n",
+    "    'long': 'float32', \n",
+    "    'name': 'object'\n",
+    "}\n",
+    "        \n",
+    "df=pd.read_csv('./data/uk_pop.csv', dtype=dtype_dict)\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "5f0085a4-97fa-494f-a525-792f2b65593e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "  display: block !important;\n",
+       "  min-width: 300px;\n",
+       "  max-width: 700px;\n",
+       "}\n",
+       "\n",
+       ".xr-text-repr-fallback {\n",
+       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
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+       "  padding-bottom: 6px;\n",
+       "  margin-bottom: 4px;\n",
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+       "}\n",
+       "\n",
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+       ".xr-header > ul {\n",
+       "  display: inline;\n",
+       "  margin-top: 0;\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
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+       ".xr-array-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
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+       "\n",
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+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
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+       "  font-weight: 500;\n",
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+       "\n",
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+       "  grid-column: 1;\n",
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+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (lat: 600, long: 600)&gt; Size: 1MB\n",
+       "array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
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+       "Attributes:\n",
+       "    x_range:  (-6.368374347686768, 2.7000913619995117)\n",
+       "    y_range:  (49.519046783447266, 56.261409759521484)</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 600</li><li><span class='xr-has-index'>long</span>: 600</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-38ad4a13-be2a-4014-9796-a7b8a429e7c7' class='xr-array-in' type='checkbox' checked><label for='section-38ad4a13-be2a-4014-9796-a7b8a429e7c7' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0</span></div><div class='xr-array-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]], dtype=uint32)</pre></div></div></li><li class='xr-section-item'><input id='section-b2d0f400-ad99-4b72-9a60-b550199d41ce' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b2d0f400-ad99-4b72-9a60-b550199d41ce' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>long</span></div><div class='xr-var-dims'>(long)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-6.361 -6.346 ... 2.677 2.693</div><input id='attrs-47bbf9b2-97bf-451e-b77e-ffaa44a37566' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-47bbf9b2-97bf-451e-b77e-ffaa44a37566' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6843a7e4-8a54-49e1-bd9f-ac957153cd5e' class='xr-var-data-in' type='checkbox'><label for='data-6843a7e4-8a54-49e1-bd9f-ac957153cd5e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-6.360817, -6.345703, -6.330589, ...,  2.662306,  2.67742 ,  2.692534])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>49.52 49.54 49.55 ... 56.24 56.26</div><input id='attrs-1e0eaaac-c918-4835-bffe-b3569634d3f0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1e0eaaac-c918-4835-bffe-b3569634d3f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ad180fb2-d6cb-4a99-814a-ba3d2350e93a' class='xr-var-data-in' type='checkbox'><label for='data-ad180fb2-d6cb-4a99-814a-ba3d2350e93a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([49.524665, 49.535903, 49.54714 , ..., 56.233317, 56.244554, 56.255791])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7dacaa94-4ea0-462e-b5dd-2cf35dc95de1' class='xr-section-summary-in' type='checkbox'  ><label for='section-7dacaa94-4ea0-462e-b5dd-2cf35dc95de1' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>long</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-f198a6a0-45bd-45f2-8fae-e407c0f43ff2' class='xr-index-data-in' type='checkbox'/><label for='index-f198a6a0-45bd-45f2-8fae-e407c0f43ff2' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-6.3608172929286955,  -6.345703183412552,  -6.330589073896408,\n",
+       "        -6.315474964380265,   -6.30036085486412,  -6.285246745347977,\n",
+       "        -6.270132635831833,  -6.255018526315689,  -6.239904416799545,\n",
+       "        -6.224790307283402,\n",
+       "       ...\n",
+       "        2.5565073215961456,  2.5716214311122894,   2.586735540628433,\n",
+       "         2.601849650144577,  2.6169637596607207,  2.6320778691768645,\n",
+       "        2.6471919786930083,  2.6623060882091525,  2.6774201977252963,\n",
+       "          2.69253430724144],\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;long&#x27;, length=600))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-4cbc2d51-9bf4-4702-9d2d-7d3eba0b1084' class='xr-index-data-in' type='checkbox'/><label for='index-4cbc2d51-9bf4-4702-9d2d-7d3eba0b1084' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 49.52466541926066,  49.53590269088745,  49.54713996251424,\n",
+       "       49.558377234141034, 49.569614505767824, 49.580851777394614,\n",
+       "         49.5920890490214,  49.60332632064819,  49.61456359227498,\n",
+       "        49.62580086390177,\n",
+       "       ...\n",
+       "        56.15465567906698,  56.16589295069377,  56.17713022232056,\n",
+       "        56.18836749394735, 56.199604765574136, 56.210842037200926,\n",
+       "       56.222079308827716, 56.233316580454506, 56.244553852081296,\n",
+       "       56.255791123708086],\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=600))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5cf3d3e0-19d8-4ac7-9c59-ff8c857290e1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5cf3d3e0-19d8-4ac7-9c59-ff8c857290e1' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>x_range :</span></dt><dd>(-6.368374347686768, 2.7000913619995117)</dd><dt><span>y_range :</span></dt><dd>(49.519046783447266, 56.261409759521484)</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.DataArray (lat: 600, long: 600)> Size: 1MB\n",
+       "array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]], dtype=uint32)\n",
+       "Coordinates:\n",
+       "  * long     (long) float64 5kB -6.361 -6.346 -6.331 ... 2.662 2.677 2.693\n",
+       "  * lat      (lat) float64 5kB 49.52 49.54 49.55 49.56 ... 56.23 56.24 56.26\n",
+       "Attributes:\n",
+       "    x_range:  (-6.368374347686768, 2.7000913619995117)\n",
+       "    y_range:  (49.519046783447266, 56.261409759521484)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Duration: 1.28 seconds\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "start=time.time()\n",
+    "\n",
+    "# get points\n",
+    "ds_points_pandas=ds.Canvas().points(df,'long','lat')\n",
+    "display(ds_points_pandas)\n",
+    "\n",
+    "# plot points\n",
+    "plt.imshow(tf.shade(ds_points_pandas))\n",
+    "\n",
+    "print(f'Duration: {round(time.time()-start, 2)} seconds')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "09268b18-7e81-46e7-978b-964fe56cda2e",
+   "metadata": {},
+   "source": [
+    "### Datashader Accelerated by GPU ###\n",
+    "Datashader can be accelerated by assigning the computation to a GPU. As previously mentioned, the GPU typically has far more (though individually less powerful) cores available than a CPU does, and for highly parallelizable computations like those in Datashader a GPU can typically achieve much faster performance at a given price point than a CPU or distributed set of CPUs can. The DataFrame from cuDF can be used as a replacement for rasterization. The performance benefits are significant since the entire data-processing pipeline is executed on the GPU and there is no bottleneck from data transfer. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "557e70e8-9eaf-4d6b-9048-8a1b433943bd",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>county</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>long</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.533638</td>\n",
+       "      <td>-1.524400</td>\n",
+       "      <td>FRANCIS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.426254</td>\n",
+       "      <td>-1.465314</td>\n",
+       "      <td>EDWARD</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.555199</td>\n",
+       "      <td>-1.496417</td>\n",
+       "      <td>TEDDY</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.547909</td>\n",
+       "      <td>-1.572342</td>\n",
+       "      <td>ANGUS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.477638</td>\n",
+       "      <td>-1.605995</td>\n",
+       "      <td>CHARLIE</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   age sex      county        lat      long     name\n",
+       "0    0   m  DARLINGTON  54.533638 -1.524400  FRANCIS\n",
+       "1    0   m  DARLINGTON  54.426254 -1.465314   EDWARD\n",
+       "2    0   m  DARLINGTON  54.555199 -1.496417    TEDDY\n",
+       "3    0   m  DARLINGTON  54.547909 -1.572342    ANGUS\n",
+       "4    0   m  DARLINGTON  54.477638 -1.605995  CHARLIE"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "import cudf\n",
+    "\n",
+    "dtype_dict={\n",
+    "    'age': 'int8', \n",
+    "    'sex': 'object', \n",
+    "    'county': 'object', \n",
+    "    'lat': 'float32', \n",
+    "    'long': 'float32', \n",
+    "    'name': 'object'\n",
+    "}\n",
+    "        \n",
+    "gdf=cudf.read_csv('./data/uk_pop.csv', dtype=dtype_dict)\n",
+    "gdf.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "6a5b3eb3-40f2-46fb-a45b-5450f45ff398",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "\n",
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+       "}\n",
+       "\n",
+       "html[theme=\"dark\"],\n",
+       "html[data-theme=\"dark\"],\n",
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+       "  --xr-background-color: #111111;\n",
+       "  --xr-background-color-row-even: #111111;\n",
+       "  --xr-background-color-row-odd: #313131;\n",
+       "}\n",
+       "\n",
+       ".xr-wrap {\n",
+       "  display: block !important;\n",
+       "  min-width: 300px;\n",
+       "  max-width: 700px;\n",
+       "}\n",
+       "\n",
+       ".xr-text-repr-fallback {\n",
+       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-header {\n",
+       "  padding-top: 6px;\n",
+       "  padding-bottom: 6px;\n",
+       "  margin-bottom: 4px;\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\n",
+       "}\n",
+       "\n",
+       ".xr-header > div,\n",
+       ".xr-header > ul {\n",
+       "  display: inline;\n",
+       "  margin-top: 0;\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-array-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
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+       "\n",
+       ".xr-obj-type {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input {\n",
+       "  display: inline-block;\n",
+       "  opacity: 0;\n",
+       "  height: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:focus + label {\n",
+       "  border: 2px solid var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label:hover {\n",
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+       "}\n",
+       "\n",
+       ".xr-section-summary {\n",
+       "  grid-column: 1;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  font-weight: 500;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.5em;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in + label:before {\n",
+       "  display: inline-block;\n",
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+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label:before {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label:before {\n",
+       "  content: \"▼\";\n",
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+       "\n",
+       ".xr-section-summary-in:checked + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary,\n",
+       ".xr-section-inline-details {\n",
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+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
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+       "  display: none;\n",
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+       "  margin-bottom: 5px;\n",
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+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap {\n",
+       "  grid-column: 1 / -1;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 20px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap > label {\n",
+       "  grid-column: 1;\n",
+       "  vertical-align: top;\n",
+       "}\n",
+       "\n",
+       ".xr-preview {\n",
+       "  color: var(--xr-font-color3);\n",
+       "}\n",
+       "\n",
+       ".xr-array-preview,\n",
+       ".xr-array-data {\n",
+       "  padding: 0 5px !important;\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-array-data,\n",
+       ".xr-array-in:checked ~ .xr-array-preview {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-array-in:checked ~ .xr-array-data,\n",
+       ".xr-array-preview {\n",
+       "  display: inline-block;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list {\n",
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+       "  list-style: none;\n",
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+       "  display: inline-block;\n",
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+       "  content: \")\";\n",
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+       ".xr-dim-list li:not(:last-child):after {\n",
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+       ".xr-var-item label,\n",
+       ".xr-var-item > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-even);\n",
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+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
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+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
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+       "\n",
+       ".xr-icon-database,\n",
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+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (lat: 600, long: 600)&gt; Size: 1MB\n",
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+       "Attributes:\n",
+       "    x_range:  (-6.368374, 2.7000911)\n",
+       "    y_range:  (49.51904, 56.26141)</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 600</li><li><span class='xr-has-index'>long</span>: 600</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-945788d9-b29b-4ed5-ad98-9267b2163249' class='xr-array-in' type='checkbox' checked><label for='section-945788d9-b29b-4ed5-ad98-9267b2163249' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>array([[0, 0, 0, ..., 0, 0, 0],        [0, 0, 0, ..., 0, 0, 0],    ...</span></div><div class='xr-array-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]], dtype=uint32)</pre></div></div></li><li class='xr-section-item'><input id='section-19532a3b-9340-4156-babe-f5a667e58f7e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-19532a3b-9340-4156-babe-f5a667e58f7e' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>long</span></div><div class='xr-var-dims'>(long)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-6.361 -6.346 ... 2.677 2.693</div><input id='attrs-2839a712-862c-4124-a521-07ba5766be66' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2839a712-862c-4124-a521-07ba5766be66' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0cad6a62-f973-40d4-a2d5-0b8b6e8c450a' class='xr-var-data-in' type='checkbox'><label for='data-0cad6a62-f973-40d4-a2d5-0b8b6e8c450a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-6.360817, -6.345703, -6.330589, ...,  2.662306,  2.67742 ,  2.692534])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>49.52 49.54 49.55 ... 56.24 56.26</div><input id='attrs-f663816a-ca17-4de7-b8aa-9047cc1c46c1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f663816a-ca17-4de7-b8aa-9047cc1c46c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8cd8d2d3-0515-4aff-9afa-1ba8cf2664f4' class='xr-var-data-in' type='checkbox'><label for='data-8cd8d2d3-0515-4aff-9afa-1ba8cf2664f4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([49.524658, 49.535895, 49.547132, ..., 56.233317, 56.244554, 56.255791])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-074060f9-0a33-4632-b1b5-6891bdfa35f9' class='xr-section-summary-in' type='checkbox'  ><label for='section-074060f9-0a33-4632-b1b5-6891bdfa35f9' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>long</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-2775c2ec-69e2-46c2-9953-0144585bdef5' class='xr-index-data-in' type='checkbox'/><label for='index-2775c2ec-69e2-46c2-9953-0144585bdef5' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-6.360816816687584, -6.345702708363533, -6.330588600039482,\n",
+       "       -6.315474491715431,  -6.30036038339138,  -6.28524627506733,\n",
+       "       -6.270132166743279, -6.255018058419227, -6.239903950095177,\n",
+       "       -6.224789841771126,\n",
+       "       ...\n",
+       "       2.5565070945024484, 2.5716212028264995,   2.58673531115055,\n",
+       "       2.6018494194746014,  2.616963527798652,  2.632077636122703,\n",
+       "        2.647191744446754,  2.662305852770805, 2.6774199610948557,\n",
+       "        2.692534069418907],\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;long&#x27;, length=600))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-f9ceb9e7-e11d-45d4-a947-29cc1420937f' class='xr-index-data-in' type='checkbox'/><label for='index-f9ceb9e7-e11d-45d4-a947-29cc1420937f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 49.52465779622396,  49.53589508056641, 49.547132364908855,\n",
+       "       49.558369649251304, 49.569606933593754,   49.5808442179362,\n",
+       "       49.592081502278646, 49.603318786621095, 49.614556070963545,\n",
+       "       49.625793355305994,\n",
+       "       ...\n",
+       "        56.15465555826823,  56.16589284261068,  56.17713012695313,\n",
+       "        56.18836741129557,  56.19960469563802,  56.21084197998047,\n",
+       "        56.22207926432292, 56.233316548665364, 56.244553833007814,\n",
+       "        56.25579111735026],\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=600))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4196ce8d-3825-470c-8796-d93602260d38' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4196ce8d-3825-470c-8796-d93602260d38' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>x_range :</span></dt><dd>(-6.368374, 2.7000911)</dd><dt><span>y_range :</span></dt><dd>(49.51904, 56.26141)</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.DataArray (lat: 600, long: 600)> Size: 1MB\n",
+       "array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]], dtype=uint32)\n",
+       "Coordinates:\n",
+       "  * long     (long) float64 5kB -6.361 -6.346 -6.331 ... 2.662 2.677 2.693\n",
+       "  * lat      (lat) float64 5kB 49.52 49.54 49.55 49.56 ... 56.23 56.24 56.26\n",
+       "Attributes:\n",
+       "    x_range:  (-6.368374, 2.7000911)\n",
+       "    y_range:  (49.51904, 56.26141)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Duration: 0.08 seconds\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "start=time.time()\n",
+    "\n",
+    "# get points\n",
+    "ds_points_cudf=ds.Canvas().points(gdf,'long','lat')\n",
+    "display(ds_points_cudf)\n",
+    "\n",
+    "# plot points\n",
+    "plt.imshow(tf.shade(ds_points_cudf))\n",
+    "\n",
+    "print(f'Duration: {round(time.time()-start, 2)} seconds')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "98b1c4a7-9b60-4970-859f-b9ffedd4315c",
+   "metadata": {},
+   "source": [
+    "**Note**: Please re-execute the above cell if it took more than a few seconds for the more accurate compute time. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2e664fb6-7482-49d0-bc60-efaefd2184d3",
+   "metadata": {},
+   "source": [
+    "## Interactive Visualization ##\n",
+    "Data visualization is crucial in data science as it bridges the gap between complex data and human understanding, making insights more accessible, actionable, and impactful throughout the data science process. Bringing interactivity in data visualization further enables: \n",
+    "* **Discovery**: enables discovery of hidden patterns, trends, and outliers that may not be apparant in static visualizations\n",
+    "* **Enhanced understanding**: allows users to view data from multiple perspective and levels of detail\n",
+    "* **Customization**: provides the ability to rapidly filter, sort, and aggregate data, leading to a more impactful presentation"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "084911da-fb99-43e8-bff6-e11f032b4c9e",
+   "metadata": {},
+   "source": [
+    "### cuxfilter and Dashboard ###\n",
+    "cuxfilter enables GPU accelerated cross-filtering dashboards, which is ideal for multi-chart exploratory data analysis. Cross-filtering lets users interact with one chart and apply that interaction as a filter to other charts in the dashboard. \n",
+    "\n",
+    "cuxfilter acts as a connector library, which provides the connections between different visualization libraries and a GPU DataFrame without much hassle. This also allows users to use charts from different libraries in a single dashboard, while also providing the interaction. Currently, cuxfilter supports: \n",
+    "* [Bokeh](https://bokeh.org/) Charts\n",
+    "    * Bar chart\n",
+    "    * Line chart\n",
+    "    * Choropleth\n",
+    "* [Datashader](https://datashader.org/) Charts\n",
+    "    * Line\n",
+    "    * Scatter\n",
+    "* [Panel Widgets](https://panel.holoviz.org/api/panel.widgets.html)\n",
+    "    * Range\n",
+    "    * Float\n",
+    "    * Int\n",
+    "    * Dropdown\n",
+    "    * Multiselect"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "f1777e6a-a717-49d4-9b38-e855d987ca92",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import cuxfilter as cxf\n",
+    "\n",
+    "# factorize county for multiselect widget\n",
+    "gdf['county'], county_names = gdf['county'].factorize()\n",
+    "county_map = dict(zip(list(range(len(county_names))), county_names.to_arrow()))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "680c06ed-f8c6-4de5-b366-78f0c1092aeb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# create cuxfilter DataFrame\n",
+    "cxf_data = cxf.DataFrame.from_dataframe(gdf)\n",
+    "\n",
+    "# create Datashader scatter plot\n",
+    "scatter_chart = cxf.charts.scatter(x='long', y='lat')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "c2d8a372-6e14-442c-a61d-f5ea44fc7f6c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# create Bokeh bar charts\n",
+    "chart_3=cxf.charts.bar('age')\n",
+    "chart_2=cxf.charts.bar('sex')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "fb700802-45b8-4558-b58b-c2a96cfda78b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# define layout\n",
+    "layout_array=[[1, 2, 2], \n",
+    "              [3, 2, 2]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "a7964e08-1e77-4431-83b1-ef0e798d32f5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script type=\"esms-options\">{\"shimMode\": true}</script><style>*[data-root-id],\n",
+       "*[data-root-id] > * {\n",
+       "  box-sizing: border-box;\n",
+       "  font-family: var(--jp-ui-font-family);\n",
+       "  font-size: var(--jp-ui-font-size1);\n",
+       "  color: var(--vscode-editor-foreground, var(--jp-ui-font-color1));\n",
+       "}\n",
+       "\n",
+       "/* Override VSCode background color */\n",
+       ".cell-output-ipywidget-background:has(\n",
+       "    > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
+       "  ),\n",
+       ".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
+       "  background-color: transparent !important;\n",
+       "}\n",
+       "</style>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "(function(root) {\n",
+       "  function now() {\n",
+       "    return new Date();\n",
+       "  }\n",
+       "\n",
+       "  const force = true;\n",
+       "  const py_version = '3.6.2'.replace('rc', '-rc.').replace('.dev', '-dev.');\n",
+       "  const reloading = false;\n",
+       "  const Bokeh = root.Bokeh;\n",
+       "\n",
+       "  // Set a timeout for this load but only if we are not already initializing\n",
+       "  if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n",
+       "    root._bokeh_timeout = Date.now() + 5000;\n",
+       "    root._bokeh_failed_load = false;\n",
+       "  }\n",
+       "\n",
+       "  function run_callbacks() {\n",
+       "    try {\n",
+       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
+       "        if (callback != null)\n",
+       "          callback();\n",
+       "      });\n",
+       "    } finally {\n",
+       "      delete root._bokeh_onload_callbacks;\n",
+       "    }\n",
+       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
+       "  }\n",
+       "\n",
+       "  function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n",
+       "    if (css_urls == null) css_urls = [];\n",
+       "    if (js_urls == null) js_urls = [];\n",
+       "    if (js_modules == null) js_modules = [];\n",
+       "    if (js_exports == null) js_exports = {};\n",
+       "\n",
+       "    root._bokeh_onload_callbacks.push(callback);\n",
+       "\n",
+       "    if (root._bokeh_is_loading > 0) {\n",
+       "      // Don't load bokeh if it is still initializing\n",
+       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
+       "      return null;\n",
+       "    } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n",
+       "      // There is nothing to load\n",
+       "      run_callbacks();\n",
+       "      return null;\n",
+       "    }\n",
+       "\n",
+       "    function on_load() {\n",
+       "      root._bokeh_is_loading--;\n",
+       "      if (root._bokeh_is_loading === 0) {\n",
+       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
+       "        run_callbacks()\n",
+       "      }\n",
+       "    }\n",
+       "    window._bokeh_on_load = on_load\n",
+       "\n",
+       "    function on_error(e) {\n",
+       "      const src_el = e.srcElement\n",
+       "      console.error(\"failed to load \" + (src_el.href || src_el.src));\n",
+       "    }\n",
+       "\n",
+       "    const skip = [];\n",
+       "    if (window.requirejs) {\n",
+       "      window.requirejs.config({'packages': {}, 'paths': {'h3': 'https://cdn.jsdelivr.net/npm/h3-js@4.1.0/dist/h3-js.umd', 'deck-gl': 'https://cdn.jsdelivr.net/npm/deck.gl@9.0.20/dist.min', 'deck-json': 'https://cdn.jsdelivr.net/npm/@deck.gl/json@9.0.20/dist.min', 'loader-csv': 'https://cdn.jsdelivr.net/npm/@loaders.gl/csv@4.2.2/dist/dist.min', 'loader-json': 'https://cdn.jsdelivr.net/npm/@loaders.gl/json@4.2.2/dist/dist.min', 'loader-tiles': 'https://cdn.jsdelivr.net/npm/@loaders.gl/3d-tiles@4.2.2/dist/dist.min', 'mapbox-gl': 'https://api.mapbox.com/mapbox-gl-js/v3.0.1/mapbox-gl', 'carto': 'https://cdn.jsdelivr.net/npm/@deck.gl/carto@^9.0.20/dist.min'}, 'shim': {'deck-json': {'deps': ['deck-gl']}, 'deck-gl': {'deps': ['h3']}}});\n",
+       "      require([\"h3\"], function(h3) {\n",
+       "        window.h3 = h3\n",
+       "        on_load()\n",
+       "      })\n",
+       "      require([\"deck-gl\"], function(deck) {\n",
+       "        window.deck = deck\n",
+       "        on_load()\n",
+       "      })\n",
+       "      require([\"deck-json\"], function() {\n",
+       "        on_load()\n",
+       "      })\n",
+       "      require([\"loader-csv\"], function() {\n",
+       "        on_load()\n",
+       "      })\n",
+       "      require([\"loader-json\"], function() {\n",
+       "        on_load()\n",
+       "      })\n",
+       "      require([\"loader-tiles\"], function() {\n",
+       "        on_load()\n",
+       "      })\n",
+       "      require([\"mapbox-gl\"], function(mapboxgl) {\n",
+       "        window.mapboxgl = mapboxgl\n",
+       "        on_load()\n",
+       "      })\n",
+       "      require([\"carto\"], function() {\n",
+       "        on_load()\n",
+       "      })\n",
+       "      root._bokeh_is_loading = css_urls.length + 8;\n",
+       "    } else {\n",
+       "      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n",
+       "    }\n",
+       "\n",
+       "    const existing_stylesheets = []\n",
+       "    const links = document.getElementsByTagName('link')\n",
+       "    for (let i = 0; i < links.length; i++) {\n",
+       "      const link = links[i]\n",
+       "      if (link.href != null) {\n",
+       "        existing_stylesheets.push(link.href)\n",
+       "      }\n",
+       "    }\n",
+       "    for (let i = 0; i < css_urls.length; i++) {\n",
+       "      const url = css_urls[i];\n",
+       "      const escaped = encodeURI(url)\n",
+       "      if (existing_stylesheets.indexOf(escaped) !== -1) {\n",
+       "        on_load()\n",
+       "        continue;\n",
+       "      }\n",
+       "      const element = document.createElement(\"link\");\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error;\n",
+       "      element.rel = \"stylesheet\";\n",
+       "      element.type = \"text/css\";\n",
+       "      element.href = url;\n",
+       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
+       "      document.body.appendChild(element);\n",
+       "    }    if (((window.deck !== undefined) && (!(window.deck instanceof HTMLElement))) || window.requirejs) {\n",
+       "      var urls = ['https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/h3-js@4.1.0/dist/h3-js.umd.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/deck.gl@9.0.20/dist.min.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@deck.gl/json@9.0.20/dist.min.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/csv@4.2.2/dist/dist.min.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/json@4.2.2/dist/dist.min.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/3d-tiles@4.2.2/dist/dist.min.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/mapbox-gl-js/v3.0.1/mapbox-gl.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/maplibre-gl/dist/maplibre-gl.js'];\n",
+       "      for (var i = 0; i < urls.length; i++) {\n",
+       "        skip.push(encodeURI(urls[i]))\n",
+       "      }\n",
+       "    }    if (((window.mapboxgl !== undefined) && (!(window.mapboxgl instanceof HTMLElement))) || window.requirejs) {\n",
+       "      var urls = ['https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@deck.gl/carto@^9.0.20/dist.min.js'];\n",
+       "      for (var i = 0; i < urls.length; i++) {\n",
+       "        skip.push(encodeURI(urls[i]))\n",
+       "      }\n",
+       "    }    var existing_scripts = []\n",
+       "    const scripts = document.getElementsByTagName('script')\n",
+       "    for (let i = 0; i < scripts.length; i++) {\n",
+       "      var script = scripts[i]\n",
+       "      if (script.src != null) {\n",
+       "        existing_scripts.push(script.src)\n",
+       "      }\n",
+       "    }\n",
+       "    for (let i = 0; i < js_urls.length; i++) {\n",
+       "      const url = js_urls[i];\n",
+       "      const escaped = encodeURI(url)\n",
+       "      if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n",
+       "        if (!window.requirejs) {\n",
+       "          on_load();\n",
+       "        }\n",
+       "        continue;\n",
+       "      }\n",
+       "      const element = document.createElement('script');\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error;\n",
+       "      element.async = false;\n",
+       "      element.src = url;\n",
+       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
+       "      document.head.appendChild(element);\n",
+       "    }\n",
+       "    for (let i = 0; i < js_modules.length; i++) {\n",
+       "      const url = js_modules[i];\n",
+       "      const escaped = encodeURI(url)\n",
+       "      if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n",
+       "        if (!window.requirejs) {\n",
+       "          on_load();\n",
+       "        }\n",
+       "        continue;\n",
+       "      }\n",
+       "      var element = document.createElement('script');\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error;\n",
+       "      element.async = false;\n",
+       "      element.src = url;\n",
+       "      element.type = \"module\";\n",
+       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
+       "      document.head.appendChild(element);\n",
+       "    }\n",
+       "    for (const name in js_exports) {\n",
+       "      const url = js_exports[name];\n",
+       "      const escaped = encodeURI(url)\n",
+       "      if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n",
+       "        if (!window.requirejs) {\n",
+       "          on_load();\n",
+       "        }\n",
+       "        continue;\n",
+       "      }\n",
+       "      var element = document.createElement('script');\n",
+       "      element.onerror = on_error;\n",
+       "      element.async = false;\n",
+       "      element.type = \"module\";\n",
+       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
+       "      element.textContent = `\n",
+       "      import ${name} from \"${url}\"\n",
+       "      window.${name} = ${name}\n",
+       "      window._bokeh_on_load()\n",
+       "      `\n",
+       "      document.head.appendChild(element);\n",
+       "    }\n",
+       "    if (!js_urls.length && !js_modules.length) {\n",
+       "      on_load()\n",
+       "    }\n",
+       "  };\n",
+       "\n",
+       "  function inject_raw_css(css) {\n",
+       "    const element = document.createElement(\"style\");\n",
+       "    element.appendChild(document.createTextNode(css));\n",
+       "    document.body.appendChild(element);\n",
+       "  }\n",
+       "\n",
+       "  const js_urls = [\"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/h3-js@4.1.0/dist/h3-js.umd.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/deck.gl@9.0.20/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@deck.gl/json@9.0.20/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/csv@4.2.2/dist/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/json@4.2.2/dist/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/3d-tiles@4.2.2/dist/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/mapbox-gl-js/v3.0.1/mapbox-gl.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/maplibre-gl/dist/maplibre-gl.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@deck.gl/carto@^9.0.20/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.6.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.6.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.6.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.6.2.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/panel.min.js\"];\n",
+       "  const js_modules = [];\n",
+       "  const js_exports = {};\n",
+       "  const css_urls = [\"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/mapbox-gl-js/v3.0.1/mapbox-gl.css?v=1.5.4\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/maplibre-gl@4.4.1/dist/maplibre-gl.css?v=1.5.4\"];\n",
+       "  const inline_js = [    function(Bokeh) {\n",
+       "      inject_raw_css(\"\\n.dataframe table{\\n  border: none;\\n}\\n\\n.panel-df table{\\n    width: 100%;\\n    border-collapse: collapse;\\n    border: none;\\n}\\n.panel-df td{\\n    white-space: nowrap;\\n    overflow: auto;\\n    text-overflow: ellipsis;\\n}\\n\");\n",
+       "    },    function(Bokeh) {\n",
+       "      inject_raw_css(\"\\n.multi-select{\\n    color: white;\\n    z-index: 100;\\n    background: rgba(44,43,43,0.5);\\n    border-radius: 1px;\\n    width: 120px !important;\\n    height: 30px !important;\\n}\\n.multi-select > .bk {\\n    padding: 5px;\\n    width: 120px !important;\\n    height: 30px !important;\\n}\\n\\n.deck-chart {\\n    z-index: 10;\\n    position: initial !important;\\n}\\n\");\n",
+       "    },    function(Bokeh) {\n",
+       "      inject_raw_css(\"\\n.center-header {\\n    text-align: center\\n}\\n.bk-input-group {\\n    padding: 10px;\\n}\\n#sidebar {\\n    padding-top: 10px;\\n}\\n.custom-widget-box {\\n    margin-top: 20px;\\n    padding: 5px;\\n    border: None !important;\\n}\\n.custom-widget-box > p {\\n    margin: 0px;\\n}\\n.bk-input-group {\\n    color: None !important;\\n}\\n.indicator {\\n    text-align: center;\\n}\\n.widget-card {\\n    margin: 5px 10px;\\n}\\n.number-card {\\n    margin: 5px 10px;\\n    text-align: center;\\n}\\n.number-card-value {\\n    width: 100%;\\n    margin: 0px;\\n}\\n\");\n",
+       "    },    function(Bokeh) {\n",
+       "      Bokeh.set_log_level(\"info\");\n",
+       "    },\n",
+       "    function(Bokeh) {\n",
+       "      (function(root, factory) {\n",
+       "          factory(root[\"Bokeh\"]);\n",
+       "      })(this, function(Bokeh) {\n",
+       "        let define;\n",
+       "        return (function outer(modules, entry) {\n",
+       "        if (Bokeh != null) {\n",
+       "          return Bokeh.register_plugin(modules, entry);\n",
+       "        } else {\n",
+       "          throw new Error(\"Cannot find Bokeh. You have to load it prior to loading plugins.\");\n",
+       "        }\n",
+       "      })\n",
+       "      ({\n",
+       "        \"custom/main\": function(require, module, exports) {\n",
+       "          const models = {\n",
+       "            \"CustomInspectTool\": require(\"custom/cuxfilter.charts.datashader.custom_extensions.graph_inspect_widget.custom_inspect_tool\").CustomInspectTool\n",
+       "          };\n",
+       "          require(\"base\").register_models(models);\n",
+       "          module.exports = models;\n",
+       "        },\n",
+       "        \"custom/cuxfilter.charts.datashader.custom_extensions.graph_inspect_widget.custom_inspect_tool\": function(require, module, exports) {\n",
+       "      \"use strict\";\n",
+       "      var _a;\n",
+       "      Object.defineProperty(exports, \"__esModule\", { value: true });\n",
+       "      exports.CustomInspectTool = exports.CustomInspectToolView = void 0;\n",
+       "      const inspect_tool_1 = require(\"models/tools/inspectors/inspect_tool\");\n",
+       "      class CustomInspectToolView extends inspect_tool_1.InspectToolView {\n",
+       "          connect_signals() {\n",
+       "              super.connect_signals();\n",
+       "              this.on_change([this.model.properties.active], () => {\n",
+       "                  this.model._active = this.model.active;\n",
+       "              });\n",
+       "          }\n",
+       "      }\n",
+       "      exports.CustomInspectToolView = CustomInspectToolView;\n",
+       "      CustomInspectToolView.__name__ = \"CustomInspectToolView\";\n",
+       "      class CustomInspectTool extends inspect_tool_1.InspectTool {\n",
+       "          constructor(attrs) {\n",
+       "              super(attrs);\n",
+       "          }\n",
+       "      }\n",
+       "      exports.CustomInspectTool = CustomInspectTool;\n",
+       "      _a = CustomInspectTool;\n",
+       "      CustomInspectTool.__name__ = \"CustomInspectTool\";\n",
+       "      (() => {\n",
+       "          _a.prototype.default_view = CustomInspectToolView;\n",
+       "          _a.define(({ Boolean }) => ({\n",
+       "              _active: [Boolean, true]\n",
+       "          }));\n",
+       "          _a.register_alias(\"customInspect\", () => new _a());\n",
+       "      })();\n",
+       "      //# sourceMappingURL=graph_inspect_widget.py:CustomInspectTool.js.map\n",
+       "      }\n",
+       "      }, \"custom/main\");\n",
+       "      ;\n",
+       "      });\n",
+       "\n",
+       "    },\n",
+       "function(Bokeh) {} // ensure no trailing comma for IE\n",
+       "  ];\n",
+       "\n",
+       "  function run_inline_js() {\n",
+       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
+       "      for (let i = 0; i < inline_js.length; i++) {\n",
+       "        try {\n",
+       "          inline_js[i].call(root, root.Bokeh);\n",
+       "        } catch(e) {\n",
+       "          if (!reloading) {\n",
+       "            throw e;\n",
+       "          }\n",
+       "        }\n",
+       "      }\n",
+       "      // Cache old bokeh versions\n",
+       "      if (Bokeh != undefined && !reloading) {\n",
+       "        var NewBokeh = root.Bokeh;\n",
+       "        if (Bokeh.versions === undefined) {\n",
+       "          Bokeh.versions = new Map();\n",
+       "        }\n",
+       "        if (NewBokeh.version !== Bokeh.version) {\n",
+       "          Bokeh.versions.set(NewBokeh.version, NewBokeh)\n",
+       "        }\n",
+       "        root.Bokeh = Bokeh;\n",
+       "      }\n",
+       "    } else if (Date.now() < root._bokeh_timeout) {\n",
+       "      setTimeout(run_inline_js, 100);\n",
+       "    } else if (!root._bokeh_failed_load) {\n",
+       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
+       "      root._bokeh_failed_load = true;\n",
+       "    }\n",
+       "    root._bokeh_is_initializing = false\n",
+       "  }\n",
+       "\n",
+       "  function load_or_wait() {\n",
+       "    // Implement a backoff loop that tries to ensure we do not load multiple\n",
+       "    // versions of Bokeh and its dependencies at the same time.\n",
+       "    // In recent versions we use the root._bokeh_is_initializing flag\n",
+       "    // to determine whether there is an ongoing attempt to initialize\n",
+       "    // bokeh, however for backward compatibility we also try to ensure\n",
+       "    // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n",
+       "    // before older versions are fully initialized.\n",
+       "    if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n",
+       "      // If the timeout and bokeh was not successfully loaded we reset\n",
+       "      // everything and try loading again\n",
+       "      root._bokeh_timeout = Date.now() + 5000;\n",
+       "      root._bokeh_is_initializing = false;\n",
+       "      root._bokeh_onload_callbacks = undefined;\n",
+       "      root._bokeh_is_loading = 0\n",
+       "      console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n",
+       "      load_or_wait();\n",
+       "    } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n",
+       "      setTimeout(load_or_wait, 100);\n",
+       "    } else {\n",
+       "      root._bokeh_is_initializing = true\n",
+       "      root._bokeh_onload_callbacks = []\n",
+       "      const bokeh_loaded = root.Bokeh != null && (root.Bokeh.version === py_version || (root.Bokeh.versions !== undefined && root.Bokeh.versions.has(py_version)));\n",
+       "      if (!reloading && !bokeh_loaded) {\n",
+       "        if (root.Bokeh) {\n",
+       "          root.Bokeh = undefined;\n",
+       "        }\n",
+       "        console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
+       "      }\n",
+       "      load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n",
+       "        console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
+       "        run_inline_js();\n",
+       "      });\n",
+       "    }\n",
+       "  }\n",
+       "  // Give older versions of the autoload script a head-start to ensure\n",
+       "  // they initialize before we start loading newer version.\n",
+       "  setTimeout(load_or_wait, 100)\n",
+       "}(window));"
+      ],
+      "application/vnd.holoviews_load.v0+json": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n  const py_version = '3.6.2'.replace('rc', '-rc.').replace('.dev', '-dev.');\n  const reloading = false;\n  const Bokeh = root.Bokeh;\n\n  // Set a timeout for this load but only if we are not already initializing\n  if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks;\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n    if (js_modules == null) js_modules = [];\n    if (js_exports == null) js_exports = {};\n\n    root._bokeh_onload_callbacks.push(callback);\n\n    if (root._bokeh_is_loading > 0) {\n      // Don't load bokeh if it is still initializing\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n      // There is nothing to load\n      run_callbacks();\n      return null;\n    }\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n    window._bokeh_on_load = on_load\n\n    function on_error(e) {\n      const src_el = e.srcElement\n      console.error(\"failed to load \" + (src_el.href || src_el.src));\n    }\n\n    const skip = [];\n    if (window.requirejs) {\n      window.requirejs.config({'packages': {}, 'paths': {'h3': 'https://cdn.jsdelivr.net/npm/h3-js@4.1.0/dist/h3-js.umd', 'deck-gl': 'https://cdn.jsdelivr.net/npm/deck.gl@9.0.20/dist.min', 'deck-json': 'https://cdn.jsdelivr.net/npm/@deck.gl/json@9.0.20/dist.min', 'loader-csv': 'https://cdn.jsdelivr.net/npm/@loaders.gl/csv@4.2.2/dist/dist.min', 'loader-json': 'https://cdn.jsdelivr.net/npm/@loaders.gl/json@4.2.2/dist/dist.min', 'loader-tiles': 'https://cdn.jsdelivr.net/npm/@loaders.gl/3d-tiles@4.2.2/dist/dist.min', 'mapbox-gl': 'https://api.mapbox.com/mapbox-gl-js/v3.0.1/mapbox-gl', 'carto': 'https://cdn.jsdelivr.net/npm/@deck.gl/carto@^9.0.20/dist.min'}, 'shim': {'deck-json': {'deps': ['deck-gl']}, 'deck-gl': {'deps': ['h3']}}});\n      require([\"h3\"], function(h3) {\n        window.h3 = h3\n        on_load()\n      })\n      require([\"deck-gl\"], function(deck) {\n        window.deck = deck\n        on_load()\n      })\n      require([\"deck-json\"], function() {\n        on_load()\n      })\n      require([\"loader-csv\"], function() {\n        on_load()\n      })\n      require([\"loader-json\"], function() {\n        on_load()\n      })\n      require([\"loader-tiles\"], function() {\n        on_load()\n      })\n      require([\"mapbox-gl\"], function(mapboxgl) {\n        window.mapboxgl = mapboxgl\n        on_load()\n      })\n      require([\"carto\"], function() {\n        on_load()\n      })\n      root._bokeh_is_loading = css_urls.length + 8;\n    } else {\n      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n    }\n\n    const existing_stylesheets = []\n    const links = document.getElementsByTagName('link')\n    for (let i = 0; i < links.length; i++) {\n      const link = links[i]\n      if (link.href != null) {\n        existing_stylesheets.push(link.href)\n      }\n    }\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const escaped = encodeURI(url)\n      if (existing_stylesheets.indexOf(escaped) !== -1) {\n        on_load()\n        continue;\n      }\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }    if (((window.deck !== undefined) && (!(window.deck instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/h3-js@4.1.0/dist/h3-js.umd.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/deck.gl@9.0.20/dist.min.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@deck.gl/json@9.0.20/dist.min.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/csv@4.2.2/dist/dist.min.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/json@4.2.2/dist/dist.min.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/3d-tiles@4.2.2/dist/dist.min.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/mapbox-gl-js/v3.0.1/mapbox-gl.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/maplibre-gl/dist/maplibre-gl.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(encodeURI(urls[i]))\n      }\n    }    if (((window.mapboxgl !== undefined) && (!(window.mapboxgl instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@deck.gl/carto@^9.0.20/dist.min.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(encodeURI(urls[i]))\n      }\n    }    var existing_scripts = []\n    const scripts = document.getElementsByTagName('script')\n    for (let i = 0; i < scripts.length; i++) {\n      var script = scripts[i]\n      if (script.src != null) {\n        existing_scripts.push(script.src)\n      }\n    }\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const escaped = encodeURI(url)\n      if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (let i = 0; i < js_modules.length; i++) {\n      const url = js_modules[i];\n      const escaped = encodeURI(url)\n      if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (const name in js_exports) {\n      const url = js_exports[name];\n      const escaped = encodeURI(url)\n      if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      var element = document.createElement('script');\n      element.onerror = on_error;\n      element.async = false;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      element.textContent = `\n      import ${name} from \"${url}\"\n      window.${name} = ${name}\n      window._bokeh_on_load()\n      `\n      document.head.appendChild(element);\n    }\n    if (!js_urls.length && !js_modules.length) {\n      on_load()\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/h3-js@4.1.0/dist/h3-js.umd.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/deck.gl@9.0.20/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@deck.gl/json@9.0.20/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/csv@4.2.2/dist/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/json@4.2.2/dist/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/3d-tiles@4.2.2/dist/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/mapbox-gl-js/v3.0.1/mapbox-gl.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/maplibre-gl/dist/maplibre-gl.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@deck.gl/carto@^9.0.20/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.6.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.6.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.6.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.6.2.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/panel.min.js\"];\n  const js_modules = [];\n  const js_exports = {};\n  const css_urls = [\"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/mapbox-gl-js/v3.0.1/mapbox-gl.css?v=1.5.4\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/maplibre-gl@4.4.1/dist/maplibre-gl.css?v=1.5.4\"];\n  const inline_js = [    function(Bokeh) {\n      inject_raw_css(\"\\n.dataframe table{\\n  border: none;\\n}\\n\\n.panel-df table{\\n    width: 100%;\\n    border-collapse: collapse;\\n    border: none;\\n}\\n.panel-df td{\\n    white-space: nowrap;\\n    overflow: auto;\\n    text-overflow: ellipsis;\\n}\\n\");\n    },    function(Bokeh) {\n      inject_raw_css(\"\\n.multi-select{\\n    color: white;\\n    z-index: 100;\\n    background: rgba(44,43,43,0.5);\\n    border-radius: 1px;\\n    width: 120px !important;\\n    height: 30px !important;\\n}\\n.multi-select > .bk {\\n    padding: 5px;\\n    width: 120px !important;\\n    height: 30px !important;\\n}\\n\\n.deck-chart {\\n    z-index: 10;\\n    position: initial !important;\\n}\\n\");\n    },    function(Bokeh) {\n      inject_raw_css(\"\\n.center-header {\\n    text-align: center\\n}\\n.bk-input-group {\\n    padding: 10px;\\n}\\n#sidebar {\\n    padding-top: 10px;\\n}\\n.custom-widget-box {\\n    margin-top: 20px;\\n    padding: 5px;\\n    border: None !important;\\n}\\n.custom-widget-box > p {\\n    margin: 0px;\\n}\\n.bk-input-group {\\n    color: None !important;\\n}\\n.indicator {\\n    text-align: center;\\n}\\n.widget-card {\\n    margin: 5px 10px;\\n}\\n.number-card {\\n    margin: 5px 10px;\\n    text-align: center;\\n}\\n.number-card-value {\\n    width: 100%;\\n    margin: 0px;\\n}\\n\");\n    },    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n      (function(root, factory) {\n          factory(root[\"Bokeh\"]);\n      })(this, function(Bokeh) {\n        let define;\n        return (function outer(modules, entry) {\n        if (Bokeh != null) {\n          return Bokeh.register_plugin(modules, entry);\n        } else {\n          throw new Error(\"Cannot find Bokeh. You have to load it prior to loading plugins.\");\n        }\n      })\n      ({\n        \"custom/main\": function(require, module, exports) {\n          const models = {\n            \"CustomInspectTool\": require(\"custom/cuxfilter.charts.datashader.custom_extensions.graph_inspect_widget.custom_inspect_tool\").CustomInspectTool\n          };\n          require(\"base\").register_models(models);\n          module.exports = models;\n        },\n        \"custom/cuxfilter.charts.datashader.custom_extensions.graph_inspect_widget.custom_inspect_tool\": function(require, module, exports) {\n      \"use strict\";\n      var _a;\n      Object.defineProperty(exports, \"__esModule\", { value: true });\n      exports.CustomInspectTool = exports.CustomInspectToolView = void 0;\n      const inspect_tool_1 = require(\"models/tools/inspectors/inspect_tool\");\n      class CustomInspectToolView extends inspect_tool_1.InspectToolView {\n          connect_signals() {\n              super.connect_signals();\n              this.on_change([this.model.properties.active], () => {\n                  this.model._active = this.model.active;\n              });\n          }\n      }\n      exports.CustomInspectToolView = CustomInspectToolView;\n      CustomInspectToolView.__name__ = \"CustomInspectToolView\";\n      class CustomInspectTool extends inspect_tool_1.InspectTool {\n          constructor(attrs) {\n              super(attrs);\n          }\n      }\n      exports.CustomInspectTool = CustomInspectTool;\n      _a = CustomInspectTool;\n      CustomInspectTool.__name__ = \"CustomInspectTool\";\n      (() => {\n          _a.prototype.default_view = CustomInspectToolView;\n          _a.define(({ Boolean }) => ({\n              _active: [Boolean, true]\n          }));\n          _a.register_alias(\"customInspect\", () => new _a());\n      })();\n      //# sourceMappingURL=graph_inspect_widget.py:CustomInspectTool.js.map\n      }\n      }, \"custom/main\");\n      ;\n      });\n\n    },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (let i = 0; i < inline_js.length; i++) {\n        try {\n          inline_js[i].call(root, root.Bokeh);\n        } catch(e) {\n          if (!reloading) {\n            throw e;\n          }\n        }\n      }\n      // Cache old bokeh versions\n      if (Bokeh != undefined && !reloading) {\n        var NewBokeh = root.Bokeh;\n        if (Bokeh.versions === undefined) {\n          Bokeh.versions = new Map();\n        }\n        if (NewBokeh.version !== Bokeh.version) {\n          Bokeh.versions.set(NewBokeh.version, NewBokeh)\n        }\n        root.Bokeh = Bokeh;\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    }\n    root._bokeh_is_initializing = false\n  }\n\n  function load_or_wait() {\n    // Implement a backoff loop that tries to ensure we do not load multiple\n    // versions of Bokeh and its dependencies at the same time.\n    // In recent versions we use the root._bokeh_is_initializing flag\n    // to determine whether there is an ongoing attempt to initialize\n    // bokeh, however for backward compatibility we also try to ensure\n    // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n    // before older versions are fully initialized.\n    if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n      // If the timeout and bokeh was not successfully loaded we reset\n      // everything and try loading again\n      root._bokeh_timeout = Date.now() + 5000;\n      root._bokeh_is_initializing = false;\n      root._bokeh_onload_callbacks = undefined;\n      root._bokeh_is_loading = 0\n      console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n      load_or_wait();\n    } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n      setTimeout(load_or_wait, 100);\n    } else {\n      root._bokeh_is_initializing = true\n      root._bokeh_onload_callbacks = []\n      const bokeh_loaded = root.Bokeh != null && (root.Bokeh.version === py_version || (root.Bokeh.versions !== undefined && root.Bokeh.versions.has(py_version)));\n      if (!reloading && !bokeh_loaded) {\n        if (root.Bokeh) {\n          root.Bokeh = undefined;\n        }\n        console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n      }\n      load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n        console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n        run_inline_js();\n      });\n    }\n  }\n  // Give older versions of the autoload script a head-start to ensure\n  // they initialize before we start loading newer version.\n  setTimeout(load_or_wait, 100)\n}(window));"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "\n",
+       "if ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n",
+       "  window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n",
+       "}\n",
+       "\n",
+       "\n",
+       "    function JupyterCommManager() {\n",
+       "    }\n",
+       "\n",
+       "    JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n",
+       "      if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
+       "        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
+       "        comm_manager.register_target(comm_id, function(comm) {\n",
+       "          comm.on_msg(msg_handler);\n",
+       "        });\n",
+       "      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
+       "        window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n",
+       "          comm.onMsg = msg_handler;\n",
+       "        });\n",
+       "      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
+       "        google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n",
+       "          var messages = comm.messages[Symbol.asyncIterator]();\n",
+       "          function processIteratorResult(result) {\n",
+       "            var message = result.value;\n",
+       "            console.log(message)\n",
+       "            var content = {data: message.data, comm_id};\n",
+       "            var buffers = []\n",
+       "            for (var buffer of message.buffers || []) {\n",
+       "              buffers.push(new DataView(buffer))\n",
+       "            }\n",
+       "            var metadata = message.metadata || {};\n",
+       "            var msg = {content, buffers, metadata}\n",
+       "            msg_handler(msg);\n",
+       "            return messages.next().then(processIteratorResult);\n",
+       "          }\n",
+       "          return messages.next().then(processIteratorResult);\n",
+       "        })\n",
+       "      }\n",
+       "    }\n",
+       "\n",
+       "    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n",
+       "      if (comm_id in window.PyViz.comms) {\n",
+       "        return window.PyViz.comms[comm_id];\n",
+       "      } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
+       "        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
+       "        var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n",
+       "        if (msg_handler) {\n",
+       "          comm.on_msg(msg_handler);\n",
+       "        }\n",
+       "      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
+       "        var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n",
+       "        comm.open();\n",
+       "        if (msg_handler) {\n",
+       "          comm.onMsg = msg_handler;\n",
+       "        }\n",
+       "      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
+       "        var comm_promise = google.colab.kernel.comms.open(comm_id)\n",
+       "        comm_promise.then((comm) => {\n",
+       "          window.PyViz.comms[comm_id] = comm;\n",
+       "          if (msg_handler) {\n",
+       "            var messages = comm.messages[Symbol.asyncIterator]();\n",
+       "            function processIteratorResult(result) {\n",
+       "              var message = result.value;\n",
+       "              var content = {data: message.data};\n",
+       "              var metadata = message.metadata || {comm_id};\n",
+       "              var msg = {content, metadata}\n",
+       "              msg_handler(msg);\n",
+       "              return messages.next().then(processIteratorResult);\n",
+       "            }\n",
+       "            return messages.next().then(processIteratorResult);\n",
+       "          }\n",
+       "        }) \n",
+       "        var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n",
+       "          return comm_promise.then((comm) => {\n",
+       "            comm.send(data, metadata, buffers, disposeOnDone);\n",
+       "          });\n",
+       "        };\n",
+       "        var comm = {\n",
+       "          send: sendClosure\n",
+       "        };\n",
+       "      }\n",
+       "      window.PyViz.comms[comm_id] = comm;\n",
+       "      return comm;\n",
+       "    }\n",
+       "    window.PyViz.comm_manager = new JupyterCommManager();\n",
+       "    \n",
+       "\n",
+       "\n",
+       "var JS_MIME_TYPE = 'application/javascript';\n",
+       "var HTML_MIME_TYPE = 'text/html';\n",
+       "var EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\n",
+       "var CLASS_NAME = 'output';\n",
+       "\n",
+       "/**\n",
+       " * Render data to the DOM node\n",
+       " */\n",
+       "function render(props, node) {\n",
+       "  var div = document.createElement(\"div\");\n",
+       "  var script = document.createElement(\"script\");\n",
+       "  node.appendChild(div);\n",
+       "  node.appendChild(script);\n",
+       "}\n",
+       "\n",
+       "/**\n",
+       " * Handle when a new output is added\n",
+       " */\n",
+       "function handle_add_output(event, handle) {\n",
+       "  var output_area = handle.output_area;\n",
+       "  var output = handle.output;\n",
+       "  if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
+       "    return\n",
+       "  }\n",
+       "  var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
+       "  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
+       "  if (id !== undefined) {\n",
+       "    var nchildren = toinsert.length;\n",
+       "    var html_node = toinsert[nchildren-1].children[0];\n",
+       "    html_node.innerHTML = output.data[HTML_MIME_TYPE];\n",
+       "    var scripts = [];\n",
+       "    var nodelist = html_node.querySelectorAll(\"script\");\n",
+       "    for (var i in nodelist) {\n",
+       "      if (nodelist.hasOwnProperty(i)) {\n",
+       "        scripts.push(nodelist[i])\n",
+       "      }\n",
+       "    }\n",
+       "\n",
+       "    scripts.forEach( function (oldScript) {\n",
+       "      var newScript = document.createElement(\"script\");\n",
+       "      var attrs = [];\n",
+       "      var nodemap = oldScript.attributes;\n",
+       "      for (var j in nodemap) {\n",
+       "        if (nodemap.hasOwnProperty(j)) {\n",
+       "          attrs.push(nodemap[j])\n",
+       "        }\n",
+       "      }\n",
+       "      attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n",
+       "      newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n",
+       "      oldScript.parentNode.replaceChild(newScript, oldScript);\n",
+       "    });\n",
+       "    if (JS_MIME_TYPE in output.data) {\n",
+       "      toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n",
+       "    }\n",
+       "    output_area._hv_plot_id = id;\n",
+       "    if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n",
+       "      window.PyViz.plot_index[id] = Bokeh.index[id];\n",
+       "    } else {\n",
+       "      window.PyViz.plot_index[id] = null;\n",
+       "    }\n",
+       "  } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
+       "    var bk_div = document.createElement(\"div\");\n",
+       "    bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
+       "    var script_attrs = bk_div.children[0].attributes;\n",
+       "    for (var i = 0; i < script_attrs.length; i++) {\n",
+       "      toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
+       "    }\n",
+       "    // store reference to server id on output_area\n",
+       "    output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "/**\n",
+       " * Handle when an output is cleared or removed\n",
+       " */\n",
+       "function handle_clear_output(event, handle) {\n",
+       "  var id = handle.cell.output_area._hv_plot_id;\n",
+       "  var server_id = handle.cell.output_area._bokeh_server_id;\n",
+       "  if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n",
+       "  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n",
+       "  if (server_id !== null) {\n",
+       "    comm.send({event_type: 'server_delete', 'id': server_id});\n",
+       "    return;\n",
+       "  } else if (comm !== null) {\n",
+       "    comm.send({event_type: 'delete', 'id': id});\n",
+       "  }\n",
+       "  delete PyViz.plot_index[id];\n",
+       "  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n",
+       "    var doc = window.Bokeh.index[id].model.document\n",
+       "    doc.clear();\n",
+       "    const i = window.Bokeh.documents.indexOf(doc);\n",
+       "    if (i > -1) {\n",
+       "      window.Bokeh.documents.splice(i, 1);\n",
+       "    }\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "/**\n",
+       " * Handle kernel restart event\n",
+       " */\n",
+       "function handle_kernel_cleanup(event, handle) {\n",
+       "  delete PyViz.comms[\"hv-extension-comm\"];\n",
+       "  window.PyViz.plot_index = {}\n",
+       "}\n",
+       "\n",
+       "/**\n",
+       " * Handle update_display_data messages\n",
+       " */\n",
+       "function handle_update_output(event, handle) {\n",
+       "  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n",
+       "  handle_add_output(event, handle)\n",
+       "}\n",
+       "\n",
+       "function register_renderer(events, OutputArea) {\n",
+       "  function append_mime(data, metadata, element) {\n",
+       "    // create a DOM node to render to\n",
+       "    var toinsert = this.create_output_subarea(\n",
+       "    metadata,\n",
+       "    CLASS_NAME,\n",
+       "    EXEC_MIME_TYPE\n",
+       "    );\n",
+       "    this.keyboard_manager.register_events(toinsert);\n",
+       "    // Render to node\n",
+       "    var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
+       "    render(props, toinsert[0]);\n",
+       "    element.append(toinsert);\n",
+       "    return toinsert\n",
+       "  }\n",
+       "\n",
+       "  events.on('output_added.OutputArea', handle_add_output);\n",
+       "  events.on('output_updated.OutputArea', handle_update_output);\n",
+       "  events.on('clear_output.CodeCell', handle_clear_output);\n",
+       "  events.on('delete.Cell', handle_clear_output);\n",
+       "  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n",
+       "\n",
+       "  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
+       "    safe: true,\n",
+       "    index: 0\n",
+       "  });\n",
+       "}\n",
+       "\n",
+       "if (window.Jupyter !== undefined) {\n",
+       "  try {\n",
+       "    var events = require('base/js/events');\n",
+       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
+       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
+       "      register_renderer(events, OutputArea);\n",
+       "    }\n",
+       "  } catch(err) {\n",
+       "  }\n",
+       "}\n"
+      ],
+      "application/vnd.holoviews_load.v0+json": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n  window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n    function JupyterCommManager() {\n    }\n\n    JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n      if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        comm_manager.register_target(comm_id, function(comm) {\n          comm.on_msg(msg_handler);\n        });\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n          comm.onMsg = msg_handler;\n        });\n      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n        google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n          var messages = comm.messages[Symbol.asyncIterator]();\n          function processIteratorResult(result) {\n            var message = result.value;\n            console.log(message)\n            var content = {data: message.data, comm_id};\n            var buffers = []\n            for (var buffer of message.buffers || []) {\n              buffers.push(new DataView(buffer))\n            }\n            var metadata = message.metadata || {};\n            var msg = {content, buffers, metadata}\n            msg_handler(msg);\n            return messages.next().then(processIteratorResult);\n          }\n          return messages.next().then(processIteratorResult);\n        })\n      }\n    }\n\n    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n      if (comm_id in window.PyViz.comms) {\n        return window.PyViz.comms[comm_id];\n      } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n        if (msg_handler) {\n          comm.on_msg(msg_handler);\n        }\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n        comm.open();\n        if (msg_handler) {\n          comm.onMsg = msg_handler;\n        }\n      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n        var comm_promise = google.colab.kernel.comms.open(comm_id)\n        comm_promise.then((comm) => {\n          window.PyViz.comms[comm_id] = comm;\n          if (msg_handler) {\n            var messages = comm.messages[Symbol.asyncIterator]();\n            function processIteratorResult(result) {\n              var message = result.value;\n              var content = {data: message.data};\n              var metadata = message.metadata || {comm_id};\n              var msg = {content, metadata}\n              msg_handler(msg);\n              return messages.next().then(processIteratorResult);\n            }\n            return messages.next().then(processIteratorResult);\n          }\n        }) \n        var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n          return comm_promise.then((comm) => {\n            comm.send(data, metadata, buffers, disposeOnDone);\n          });\n        };\n        var comm = {\n          send: sendClosure\n        };\n      }\n      window.PyViz.comms[comm_id] = comm;\n      return comm;\n    }\n    window.PyViz.comm_manager = new JupyterCommManager();\n    \n\n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n  var div = document.createElement(\"div\");\n  var script = document.createElement(\"script\");\n  node.appendChild(div);\n  node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n  var output_area = handle.output_area;\n  var output = handle.output;\n  if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n    return\n  }\n  var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n  if (id !== undefined) {\n    var nchildren = toinsert.length;\n    var html_node = toinsert[nchildren-1].children[0];\n    html_node.innerHTML = output.data[HTML_MIME_TYPE];\n    var scripts = [];\n    var nodelist = html_node.querySelectorAll(\"script\");\n    for (var i in nodelist) {\n      if (nodelist.hasOwnProperty(i)) {\n        scripts.push(nodelist[i])\n      }\n    }\n\n    scripts.forEach( function (oldScript) {\n      var newScript = document.createElement(\"script\");\n      var attrs = [];\n      var nodemap = oldScript.attributes;\n      for (var j in nodemap) {\n        if (nodemap.hasOwnProperty(j)) {\n          attrs.push(nodemap[j])\n        }\n      }\n      attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n      newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n      oldScript.parentNode.replaceChild(newScript, oldScript);\n    });\n    if (JS_MIME_TYPE in output.data) {\n      toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n    }\n    output_area._hv_plot_id = id;\n    if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n      window.PyViz.plot_index[id] = Bokeh.index[id];\n    } else {\n      window.PyViz.plot_index[id] = null;\n    }\n  } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n    var bk_div = document.createElement(\"div\");\n    bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n    var script_attrs = bk_div.children[0].attributes;\n    for (var i = 0; i < script_attrs.length; i++) {\n      toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n    }\n    // store reference to server id on output_area\n    output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n  }\n}\n\n/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n  var id = handle.cell.output_area._hv_plot_id;\n  var server_id = handle.cell.output_area._bokeh_server_id;\n  if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n  if (server_id !== null) {\n    comm.send({event_type: 'server_delete', 'id': server_id});\n    return;\n  } else if (comm !== null) {\n    comm.send({event_type: 'delete', 'id': id});\n  }\n  delete PyViz.plot_index[id];\n  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n    var doc = window.Bokeh.index[id].model.document\n    doc.clear();\n    const i = window.Bokeh.documents.indexOf(doc);\n    if (i > -1) {\n      window.Bokeh.documents.splice(i, 1);\n    }\n  }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n  delete PyViz.comms[\"hv-extension-comm\"];\n  window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n  handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n  function append_mime(data, metadata, element) {\n    // create a DOM node to render to\n    var toinsert = this.create_output_subarea(\n    metadata,\n    CLASS_NAME,\n    EXEC_MIME_TYPE\n    );\n    this.keyboard_manager.register_events(toinsert);\n    // Render to node\n    var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n    render(props, toinsert[0]);\n    element.append(toinsert);\n    return toinsert\n  }\n\n  events.on('output_added.OutputArea', handle_add_output);\n  events.on('output_updated.OutputArea', handle_update_output);\n  events.on('clear_output.CodeCell', handle_clear_output);\n  events.on('delete.Cell', handle_clear_output);\n  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n    safe: true,\n    index: 0\n  });\n}\n\nif (window.Jupyter !== undefined) {\n  try {\n    var events = require('base/js/events');\n    var OutputArea = require('notebook/js/outputarea').OutputArea;\n    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n      register_renderer(events, OutputArea);\n    }\n  } catch(err) {\n  }\n}\n"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<script type=\"esms-options\">{\"shimMode\": true}</script><style>*[data-root-id],\n",
+       "*[data-root-id] > * {\n",
+       "  box-sizing: border-box;\n",
+       "  font-family: var(--jp-ui-font-family);\n",
+       "  font-size: var(--jp-ui-font-size1);\n",
+       "  color: var(--vscode-editor-foreground, var(--jp-ui-font-color1));\n",
+       "}\n",
+       "\n",
+       "/* Override VSCode background color */\n",
+       ".cell-output-ipywidget-background:has(\n",
+       "    > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
+       "  ),\n",
+       ".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
+       "  background-color: transparent !important;\n",
+       "}\n",
+       "</style>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "(function(root) {\n",
+       "  function now() {\n",
+       "    return new Date();\n",
+       "  }\n",
+       "\n",
+       "  const force = false;\n",
+       "  const py_version = '3.6.2'.replace('rc', '-rc.').replace('.dev', '-dev.');\n",
+       "  const reloading = true;\n",
+       "  const Bokeh = root.Bokeh;\n",
+       "\n",
+       "  // Set a timeout for this load but only if we are not already initializing\n",
+       "  if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n",
+       "    root._bokeh_timeout = Date.now() + 5000;\n",
+       "    root._bokeh_failed_load = false;\n",
+       "  }\n",
+       "\n",
+       "  function run_callbacks() {\n",
+       "    try {\n",
+       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
+       "        if (callback != null)\n",
+       "          callback();\n",
+       "      });\n",
+       "    } finally {\n",
+       "      delete root._bokeh_onload_callbacks;\n",
+       "    }\n",
+       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
+       "  }\n",
+       "\n",
+       "  function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n",
+       "    if (css_urls == null) css_urls = [];\n",
+       "    if (js_urls == null) js_urls = [];\n",
+       "    if (js_modules == null) js_modules = [];\n",
+       "    if (js_exports == null) js_exports = {};\n",
+       "\n",
+       "    root._bokeh_onload_callbacks.push(callback);\n",
+       "\n",
+       "    if (root._bokeh_is_loading > 0) {\n",
+       "      // Don't load bokeh if it is still initializing\n",
+       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
+       "      return null;\n",
+       "    } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n",
+       "      // There is nothing to load\n",
+       "      run_callbacks();\n",
+       "      return null;\n",
+       "    }\n",
+       "\n",
+       "    function on_load() {\n",
+       "      root._bokeh_is_loading--;\n",
+       "      if (root._bokeh_is_loading === 0) {\n",
+       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
+       "        run_callbacks()\n",
+       "      }\n",
+       "    }\n",
+       "    window._bokeh_on_load = on_load\n",
+       "\n",
+       "    function on_error(e) {\n",
+       "      const src_el = e.srcElement\n",
+       "      console.error(\"failed to load \" + (src_el.href || src_el.src));\n",
+       "    }\n",
+       "\n",
+       "    const skip = [];\n",
+       "    if (window.requirejs) {\n",
+       "      window.requirejs.config({'packages': {}, 'paths': {'h3': 'https://cdn.jsdelivr.net/npm/h3-js@4.1.0/dist/h3-js.umd', 'deck-gl': 'https://cdn.jsdelivr.net/npm/deck.gl@9.0.20/dist.min', 'deck-json': 'https://cdn.jsdelivr.net/npm/@deck.gl/json@9.0.20/dist.min', 'loader-csv': 'https://cdn.jsdelivr.net/npm/@loaders.gl/csv@4.2.2/dist/dist.min', 'loader-json': 'https://cdn.jsdelivr.net/npm/@loaders.gl/json@4.2.2/dist/dist.min', 'loader-tiles': 'https://cdn.jsdelivr.net/npm/@loaders.gl/3d-tiles@4.2.2/dist/dist.min', 'mapbox-gl': 'https://api.mapbox.com/mapbox-gl-js/v3.0.1/mapbox-gl', 'carto': 'https://cdn.jsdelivr.net/npm/@deck.gl/carto@^9.0.20/dist.min'}, 'shim': {'deck-json': {'deps': ['deck-gl']}, 'deck-gl': {'deps': ['h3']}}});\n",
+       "      require([\"h3\"], function(h3) {\n",
+       "        window.h3 = h3\n",
+       "        on_load()\n",
+       "      })\n",
+       "      require([\"deck-gl\"], function(deck) {\n",
+       "        window.deck = deck\n",
+       "        on_load()\n",
+       "      })\n",
+       "      require([\"deck-json\"], function() {\n",
+       "        on_load()\n",
+       "      })\n",
+       "      require([\"loader-csv\"], function() {\n",
+       "        on_load()\n",
+       "      })\n",
+       "      require([\"loader-json\"], function() {\n",
+       "        on_load()\n",
+       "      })\n",
+       "      require([\"loader-tiles\"], function() {\n",
+       "        on_load()\n",
+       "      })\n",
+       "      require([\"mapbox-gl\"], function(mapboxgl) {\n",
+       "        window.mapboxgl = mapboxgl\n",
+       "        on_load()\n",
+       "      })\n",
+       "      require([\"carto\"], function() {\n",
+       "        on_load()\n",
+       "      })\n",
+       "      root._bokeh_is_loading = css_urls.length + 8;\n",
+       "    } else {\n",
+       "      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n",
+       "    }\n",
+       "\n",
+       "    const existing_stylesheets = []\n",
+       "    const links = document.getElementsByTagName('link')\n",
+       "    for (let i = 0; i < links.length; i++) {\n",
+       "      const link = links[i]\n",
+       "      if (link.href != null) {\n",
+       "        existing_stylesheets.push(link.href)\n",
+       "      }\n",
+       "    }\n",
+       "    for (let i = 0; i < css_urls.length; i++) {\n",
+       "      const url = css_urls[i];\n",
+       "      const escaped = encodeURI(url)\n",
+       "      if (existing_stylesheets.indexOf(escaped) !== -1) {\n",
+       "        on_load()\n",
+       "        continue;\n",
+       "      }\n",
+       "      const element = document.createElement(\"link\");\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error;\n",
+       "      element.rel = \"stylesheet\";\n",
+       "      element.type = \"text/css\";\n",
+       "      element.href = url;\n",
+       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
+       "      document.body.appendChild(element);\n",
+       "    }    if (((window.deck !== undefined) && (!(window.deck instanceof HTMLElement))) || window.requirejs) {\n",
+       "      var urls = ['https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/h3-js@4.1.0/dist/h3-js.umd.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/deck.gl@9.0.20/dist.min.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@deck.gl/json@9.0.20/dist.min.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/csv@4.2.2/dist/dist.min.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/json@4.2.2/dist/dist.min.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/3d-tiles@4.2.2/dist/dist.min.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/mapbox-gl-js/v3.0.1/mapbox-gl.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/maplibre-gl/dist/maplibre-gl.js'];\n",
+       "      for (var i = 0; i < urls.length; i++) {\n",
+       "        skip.push(encodeURI(urls[i]))\n",
+       "      }\n",
+       "    }    if (((window.mapboxgl !== undefined) && (!(window.mapboxgl instanceof HTMLElement))) || window.requirejs) {\n",
+       "      var urls = ['https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@deck.gl/carto@^9.0.20/dist.min.js'];\n",
+       "      for (var i = 0; i < urls.length; i++) {\n",
+       "        skip.push(encodeURI(urls[i]))\n",
+       "      }\n",
+       "    }    var existing_scripts = []\n",
+       "    const scripts = document.getElementsByTagName('script')\n",
+       "    for (let i = 0; i < scripts.length; i++) {\n",
+       "      var script = scripts[i]\n",
+       "      if (script.src != null) {\n",
+       "        existing_scripts.push(script.src)\n",
+       "      }\n",
+       "    }\n",
+       "    for (let i = 0; i < js_urls.length; i++) {\n",
+       "      const url = js_urls[i];\n",
+       "      const escaped = encodeURI(url)\n",
+       "      if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n",
+       "        if (!window.requirejs) {\n",
+       "          on_load();\n",
+       "        }\n",
+       "        continue;\n",
+       "      }\n",
+       "      const element = document.createElement('script');\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error;\n",
+       "      element.async = false;\n",
+       "      element.src = url;\n",
+       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
+       "      document.head.appendChild(element);\n",
+       "    }\n",
+       "    for (let i = 0; i < js_modules.length; i++) {\n",
+       "      const url = js_modules[i];\n",
+       "      const escaped = encodeURI(url)\n",
+       "      if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n",
+       "        if (!window.requirejs) {\n",
+       "          on_load();\n",
+       "        }\n",
+       "        continue;\n",
+       "      }\n",
+       "      var element = document.createElement('script');\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error;\n",
+       "      element.async = false;\n",
+       "      element.src = url;\n",
+       "      element.type = \"module\";\n",
+       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
+       "      document.head.appendChild(element);\n",
+       "    }\n",
+       "    for (const name in js_exports) {\n",
+       "      const url = js_exports[name];\n",
+       "      const escaped = encodeURI(url)\n",
+       "      if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n",
+       "        if (!window.requirejs) {\n",
+       "          on_load();\n",
+       "        }\n",
+       "        continue;\n",
+       "      }\n",
+       "      var element = document.createElement('script');\n",
+       "      element.onerror = on_error;\n",
+       "      element.async = false;\n",
+       "      element.type = \"module\";\n",
+       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
+       "      element.textContent = `\n",
+       "      import ${name} from \"${url}\"\n",
+       "      window.${name} = ${name}\n",
+       "      window._bokeh_on_load()\n",
+       "      `\n",
+       "      document.head.appendChild(element);\n",
+       "    }\n",
+       "    if (!js_urls.length && !js_modules.length) {\n",
+       "      on_load()\n",
+       "    }\n",
+       "  };\n",
+       "\n",
+       "  function inject_raw_css(css) {\n",
+       "    const element = document.createElement(\"style\");\n",
+       "    element.appendChild(document.createTextNode(css));\n",
+       "    document.body.appendChild(element);\n",
+       "  }\n",
+       "\n",
+       "  const js_urls = [\"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/h3-js@4.1.0/dist/h3-js.umd.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/deck.gl@9.0.20/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@deck.gl/json@9.0.20/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/csv@4.2.2/dist/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/json@4.2.2/dist/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/3d-tiles@4.2.2/dist/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/mapbox-gl-js/v3.0.1/mapbox-gl.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/maplibre-gl/dist/maplibre-gl.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@deck.gl/carto@^9.0.20/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\"];\n",
+       "  const js_modules = [];\n",
+       "  const js_exports = {};\n",
+       "  const css_urls = [\"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/mapbox-gl-js/v3.0.1/mapbox-gl.css?v=1.5.4\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/maplibre-gl@4.4.1/dist/maplibre-gl.css?v=1.5.4\"];\n",
+       "  const inline_js = [    function(Bokeh) {\n",
+       "      inject_raw_css(\"\\n.dataframe table{\\n  border: none;\\n}\\n\\n.panel-df table{\\n    width: 100%;\\n    border-collapse: collapse;\\n    border: none;\\n}\\n.panel-df td{\\n    white-space: nowrap;\\n    overflow: auto;\\n    text-overflow: ellipsis;\\n}\\n\");\n",
+       "    },    function(Bokeh) {\n",
+       "      inject_raw_css(\"\\n.multi-select{\\n    color: white;\\n    z-index: 100;\\n    background: rgba(44,43,43,0.5);\\n    border-radius: 1px;\\n    width: 120px !important;\\n    height: 30px !important;\\n}\\n.multi-select > .bk {\\n    padding: 5px;\\n    width: 120px !important;\\n    height: 30px !important;\\n}\\n\\n.deck-chart {\\n    z-index: 10;\\n    position: initial !important;\\n}\\n\");\n",
+       "    },    function(Bokeh) {\n",
+       "      inject_raw_css(\"\\n.center-header {\\n    text-align: center\\n}\\n.bk-input-group {\\n    padding: 10px;\\n}\\n#sidebar {\\n    padding-top: 10px;\\n}\\n.custom-widget-box {\\n    margin-top: 20px;\\n    padding: 5px;\\n    border: None !important;\\n}\\n.custom-widget-box > p {\\n    margin: 0px;\\n}\\n.bk-input-group {\\n    color: None !important;\\n}\\n.indicator {\\n    text-align: center;\\n}\\n.widget-card {\\n    margin: 5px 10px;\\n}\\n.number-card {\\n    margin: 5px 10px;\\n    text-align: center;\\n}\\n.number-card-value {\\n    width: 100%;\\n    margin: 0px;\\n}\\n\");\n",
+       "    },    function(Bokeh) {\n",
+       "      Bokeh.set_log_level(\"info\");\n",
+       "    },\n",
+       "    function(Bokeh) {\n",
+       "      (function(root, factory) {\n",
+       "          factory(root[\"Bokeh\"]);\n",
+       "      })(this, function(Bokeh) {\n",
+       "        let define;\n",
+       "        return (function outer(modules, entry) {\n",
+       "        if (Bokeh != null) {\n",
+       "          return Bokeh.register_plugin(modules, entry);\n",
+       "        } else {\n",
+       "          throw new Error(\"Cannot find Bokeh. You have to load it prior to loading plugins.\");\n",
+       "        }\n",
+       "      })\n",
+       "      ({\n",
+       "        \"custom/main\": function(require, module, exports) {\n",
+       "          const models = {\n",
+       "            \"CustomInspectTool\": require(\"custom/cuxfilter.charts.datashader.custom_extensions.graph_inspect_widget.custom_inspect_tool\").CustomInspectTool\n",
+       "          };\n",
+       "          require(\"base\").register_models(models);\n",
+       "          module.exports = models;\n",
+       "        },\n",
+       "        \"custom/cuxfilter.charts.datashader.custom_extensions.graph_inspect_widget.custom_inspect_tool\": function(require, module, exports) {\n",
+       "      \"use strict\";\n",
+       "      var _a;\n",
+       "      Object.defineProperty(exports, \"__esModule\", { value: true });\n",
+       "      exports.CustomInspectTool = exports.CustomInspectToolView = void 0;\n",
+       "      const inspect_tool_1 = require(\"models/tools/inspectors/inspect_tool\");\n",
+       "      class CustomInspectToolView extends inspect_tool_1.InspectToolView {\n",
+       "          connect_signals() {\n",
+       "              super.connect_signals();\n",
+       "              this.on_change([this.model.properties.active], () => {\n",
+       "                  this.model._active = this.model.active;\n",
+       "              });\n",
+       "          }\n",
+       "      }\n",
+       "      exports.CustomInspectToolView = CustomInspectToolView;\n",
+       "      CustomInspectToolView.__name__ = \"CustomInspectToolView\";\n",
+       "      class CustomInspectTool extends inspect_tool_1.InspectTool {\n",
+       "          constructor(attrs) {\n",
+       "              super(attrs);\n",
+       "          }\n",
+       "      }\n",
+       "      exports.CustomInspectTool = CustomInspectTool;\n",
+       "      _a = CustomInspectTool;\n",
+       "      CustomInspectTool.__name__ = \"CustomInspectTool\";\n",
+       "      (() => {\n",
+       "          _a.prototype.default_view = CustomInspectToolView;\n",
+       "          _a.define(({ Boolean }) => ({\n",
+       "              _active: [Boolean, true]\n",
+       "          }));\n",
+       "          _a.register_alias(\"customInspect\", () => new _a());\n",
+       "      })();\n",
+       "      //# sourceMappingURL=graph_inspect_widget.py:CustomInspectTool.js.map\n",
+       "      }\n",
+       "      }, \"custom/main\");\n",
+       "      ;\n",
+       "      });\n",
+       "\n",
+       "    },\n",
+       "function(Bokeh) {} // ensure no trailing comma for IE\n",
+       "  ];\n",
+       "\n",
+       "  function run_inline_js() {\n",
+       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
+       "      for (let i = 0; i < inline_js.length; i++) {\n",
+       "        try {\n",
+       "          inline_js[i].call(root, root.Bokeh);\n",
+       "        } catch(e) {\n",
+       "          if (!reloading) {\n",
+       "            throw e;\n",
+       "          }\n",
+       "        }\n",
+       "      }\n",
+       "      // Cache old bokeh versions\n",
+       "      if (Bokeh != undefined && !reloading) {\n",
+       "        var NewBokeh = root.Bokeh;\n",
+       "        if (Bokeh.versions === undefined) {\n",
+       "          Bokeh.versions = new Map();\n",
+       "        }\n",
+       "        if (NewBokeh.version !== Bokeh.version) {\n",
+       "          Bokeh.versions.set(NewBokeh.version, NewBokeh)\n",
+       "        }\n",
+       "        root.Bokeh = Bokeh;\n",
+       "      }\n",
+       "    } else if (Date.now() < root._bokeh_timeout) {\n",
+       "      setTimeout(run_inline_js, 100);\n",
+       "    } else if (!root._bokeh_failed_load) {\n",
+       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
+       "      root._bokeh_failed_load = true;\n",
+       "    }\n",
+       "    root._bokeh_is_initializing = false\n",
+       "  }\n",
+       "\n",
+       "  function load_or_wait() {\n",
+       "    // Implement a backoff loop that tries to ensure we do not load multiple\n",
+       "    // versions of Bokeh and its dependencies at the same time.\n",
+       "    // In recent versions we use the root._bokeh_is_initializing flag\n",
+       "    // to determine whether there is an ongoing attempt to initialize\n",
+       "    // bokeh, however for backward compatibility we also try to ensure\n",
+       "    // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n",
+       "    // before older versions are fully initialized.\n",
+       "    if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n",
+       "      // If the timeout and bokeh was not successfully loaded we reset\n",
+       "      // everything and try loading again\n",
+       "      root._bokeh_timeout = Date.now() + 5000;\n",
+       "      root._bokeh_is_initializing = false;\n",
+       "      root._bokeh_onload_callbacks = undefined;\n",
+       "      root._bokeh_is_loading = 0\n",
+       "      console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n",
+       "      load_or_wait();\n",
+       "    } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n",
+       "      setTimeout(load_or_wait, 100);\n",
+       "    } else {\n",
+       "      root._bokeh_is_initializing = true\n",
+       "      root._bokeh_onload_callbacks = []\n",
+       "      const bokeh_loaded = root.Bokeh != null && (root.Bokeh.version === py_version || (root.Bokeh.versions !== undefined && root.Bokeh.versions.has(py_version)));\n",
+       "      if (!reloading && !bokeh_loaded) {\n",
+       "        if (root.Bokeh) {\n",
+       "          root.Bokeh = undefined;\n",
+       "        }\n",
+       "        console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
+       "      }\n",
+       "      load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n",
+       "        console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
+       "        run_inline_js();\n",
+       "      });\n",
+       "    }\n",
+       "  }\n",
+       "  // Give older versions of the autoload script a head-start to ensure\n",
+       "  // they initialize before we start loading newer version.\n",
+       "  setTimeout(load_or_wait, 100)\n",
+       "}(window));"
+      ],
+      "application/vnd.holoviews_load.v0+json": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = false;\n  const py_version = '3.6.2'.replace('rc', '-rc.').replace('.dev', '-dev.');\n  const reloading = true;\n  const Bokeh = root.Bokeh;\n\n  // Set a timeout for this load but only if we are not already initializing\n  if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks;\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n    if (js_modules == null) js_modules = [];\n    if (js_exports == null) js_exports = {};\n\n    root._bokeh_onload_callbacks.push(callback);\n\n    if (root._bokeh_is_loading > 0) {\n      // Don't load bokeh if it is still initializing\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n      // There is nothing to load\n      run_callbacks();\n      return null;\n    }\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n    window._bokeh_on_load = on_load\n\n    function on_error(e) {\n      const src_el = e.srcElement\n      console.error(\"failed to load \" + (src_el.href || src_el.src));\n    }\n\n    const skip = [];\n    if (window.requirejs) {\n      window.requirejs.config({'packages': {}, 'paths': {'h3': 'https://cdn.jsdelivr.net/npm/h3-js@4.1.0/dist/h3-js.umd', 'deck-gl': 'https://cdn.jsdelivr.net/npm/deck.gl@9.0.20/dist.min', 'deck-json': 'https://cdn.jsdelivr.net/npm/@deck.gl/json@9.0.20/dist.min', 'loader-csv': 'https://cdn.jsdelivr.net/npm/@loaders.gl/csv@4.2.2/dist/dist.min', 'loader-json': 'https://cdn.jsdelivr.net/npm/@loaders.gl/json@4.2.2/dist/dist.min', 'loader-tiles': 'https://cdn.jsdelivr.net/npm/@loaders.gl/3d-tiles@4.2.2/dist/dist.min', 'mapbox-gl': 'https://api.mapbox.com/mapbox-gl-js/v3.0.1/mapbox-gl', 'carto': 'https://cdn.jsdelivr.net/npm/@deck.gl/carto@^9.0.20/dist.min'}, 'shim': {'deck-json': {'deps': ['deck-gl']}, 'deck-gl': {'deps': ['h3']}}});\n      require([\"h3\"], function(h3) {\n        window.h3 = h3\n        on_load()\n      })\n      require([\"deck-gl\"], function(deck) {\n        window.deck = deck\n        on_load()\n      })\n      require([\"deck-json\"], function() {\n        on_load()\n      })\n      require([\"loader-csv\"], function() {\n        on_load()\n      })\n      require([\"loader-json\"], function() {\n        on_load()\n      })\n      require([\"loader-tiles\"], function() {\n        on_load()\n      })\n      require([\"mapbox-gl\"], function(mapboxgl) {\n        window.mapboxgl = mapboxgl\n        on_load()\n      })\n      require([\"carto\"], function() {\n        on_load()\n      })\n      root._bokeh_is_loading = css_urls.length + 8;\n    } else {\n      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n    }\n\n    const existing_stylesheets = []\n    const links = document.getElementsByTagName('link')\n    for (let i = 0; i < links.length; i++) {\n      const link = links[i]\n      if (link.href != null) {\n        existing_stylesheets.push(link.href)\n      }\n    }\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const escaped = encodeURI(url)\n      if (existing_stylesheets.indexOf(escaped) !== -1) {\n        on_load()\n        continue;\n      }\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }    if (((window.deck !== undefined) && (!(window.deck instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/h3-js@4.1.0/dist/h3-js.umd.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/deck.gl@9.0.20/dist.min.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@deck.gl/json@9.0.20/dist.min.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/csv@4.2.2/dist/dist.min.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/json@4.2.2/dist/dist.min.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/3d-tiles@4.2.2/dist/dist.min.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/mapbox-gl-js/v3.0.1/mapbox-gl.js', 'https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/maplibre-gl/dist/maplibre-gl.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(encodeURI(urls[i]))\n      }\n    }    if (((window.mapboxgl !== undefined) && (!(window.mapboxgl instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@deck.gl/carto@^9.0.20/dist.min.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(encodeURI(urls[i]))\n      }\n    }    var existing_scripts = []\n    const scripts = document.getElementsByTagName('script')\n    for (let i = 0; i < scripts.length; i++) {\n      var script = scripts[i]\n      if (script.src != null) {\n        existing_scripts.push(script.src)\n      }\n    }\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const escaped = encodeURI(url)\n      if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (let i = 0; i < js_modules.length; i++) {\n      const url = js_modules[i];\n      const escaped = encodeURI(url)\n      if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (const name in js_exports) {\n      const url = js_exports[name];\n      const escaped = encodeURI(url)\n      if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      var element = document.createElement('script');\n      element.onerror = on_error;\n      element.async = false;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      element.textContent = `\n      import ${name} from \"${url}\"\n      window.${name} = ${name}\n      window._bokeh_on_load()\n      `\n      document.head.appendChild(element);\n    }\n    if (!js_urls.length && !js_modules.length) {\n      on_load()\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/h3-js@4.1.0/dist/h3-js.umd.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/deck.gl@9.0.20/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@deck.gl/json@9.0.20/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/csv@4.2.2/dist/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/json@4.2.2/dist/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@loaders.gl/3d-tiles@4.2.2/dist/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/mapbox-gl-js/v3.0.1/mapbox-gl.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/maplibre-gl/dist/maplibre-gl.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/@deck.gl/carto@^9.0.20/dist.min.js\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\"];\n  const js_modules = [];\n  const js_exports = {};\n  const css_urls = [\"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/mapbox-gl-js/v3.0.1/mapbox-gl.css?v=1.5.4\", \"https://cdn.holoviz.org/panel/1.5.4/dist/bundled/deckglplot/maplibre-gl@4.4.1/dist/maplibre-gl.css?v=1.5.4\"];\n  const inline_js = [    function(Bokeh) {\n      inject_raw_css(\"\\n.dataframe table{\\n  border: none;\\n}\\n\\n.panel-df table{\\n    width: 100%;\\n    border-collapse: collapse;\\n    border: none;\\n}\\n.panel-df td{\\n    white-space: nowrap;\\n    overflow: auto;\\n    text-overflow: ellipsis;\\n}\\n\");\n    },    function(Bokeh) {\n      inject_raw_css(\"\\n.multi-select{\\n    color: white;\\n    z-index: 100;\\n    background: rgba(44,43,43,0.5);\\n    border-radius: 1px;\\n    width: 120px !important;\\n    height: 30px !important;\\n}\\n.multi-select > .bk {\\n    padding: 5px;\\n    width: 120px !important;\\n    height: 30px !important;\\n}\\n\\n.deck-chart {\\n    z-index: 10;\\n    position: initial !important;\\n}\\n\");\n    },    function(Bokeh) {\n      inject_raw_css(\"\\n.center-header {\\n    text-align: center\\n}\\n.bk-input-group {\\n    padding: 10px;\\n}\\n#sidebar {\\n    padding-top: 10px;\\n}\\n.custom-widget-box {\\n    margin-top: 20px;\\n    padding: 5px;\\n    border: None !important;\\n}\\n.custom-widget-box > p {\\n    margin: 0px;\\n}\\n.bk-input-group {\\n    color: None !important;\\n}\\n.indicator {\\n    text-align: center;\\n}\\n.widget-card {\\n    margin: 5px 10px;\\n}\\n.number-card {\\n    margin: 5px 10px;\\n    text-align: center;\\n}\\n.number-card-value {\\n    width: 100%;\\n    margin: 0px;\\n}\\n\");\n    },    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n      (function(root, factory) {\n          factory(root[\"Bokeh\"]);\n      })(this, function(Bokeh) {\n        let define;\n        return (function outer(modules, entry) {\n        if (Bokeh != null) {\n          return Bokeh.register_plugin(modules, entry);\n        } else {\n          throw new Error(\"Cannot find Bokeh. You have to load it prior to loading plugins.\");\n        }\n      })\n      ({\n        \"custom/main\": function(require, module, exports) {\n          const models = {\n            \"CustomInspectTool\": require(\"custom/cuxfilter.charts.datashader.custom_extensions.graph_inspect_widget.custom_inspect_tool\").CustomInspectTool\n          };\n          require(\"base\").register_models(models);\n          module.exports = models;\n        },\n        \"custom/cuxfilter.charts.datashader.custom_extensions.graph_inspect_widget.custom_inspect_tool\": function(require, module, exports) {\n      \"use strict\";\n      var _a;\n      Object.defineProperty(exports, \"__esModule\", { value: true });\n      exports.CustomInspectTool = exports.CustomInspectToolView = void 0;\n      const inspect_tool_1 = require(\"models/tools/inspectors/inspect_tool\");\n      class CustomInspectToolView extends inspect_tool_1.InspectToolView {\n          connect_signals() {\n              super.connect_signals();\n              this.on_change([this.model.properties.active], () => {\n                  this.model._active = this.model.active;\n              });\n          }\n      }\n      exports.CustomInspectToolView = CustomInspectToolView;\n      CustomInspectToolView.__name__ = \"CustomInspectToolView\";\n      class CustomInspectTool extends inspect_tool_1.InspectTool {\n          constructor(attrs) {\n              super(attrs);\n          }\n      }\n      exports.CustomInspectTool = CustomInspectTool;\n      _a = CustomInspectTool;\n      CustomInspectTool.__name__ = \"CustomInspectTool\";\n      (() => {\n          _a.prototype.default_view = CustomInspectToolView;\n          _a.define(({ Boolean }) => ({\n              _active: [Boolean, true]\n          }));\n          _a.register_alias(\"customInspect\", () => new _a());\n      })();\n      //# sourceMappingURL=graph_inspect_widget.py:CustomInspectTool.js.map\n      }\n      }, \"custom/main\");\n      ;\n      });\n\n    },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (let i = 0; i < inline_js.length; i++) {\n        try {\n          inline_js[i].call(root, root.Bokeh);\n        } catch(e) {\n          if (!reloading) {\n            throw e;\n          }\n        }\n      }\n      // Cache old bokeh versions\n      if (Bokeh != undefined && !reloading) {\n        var NewBokeh = root.Bokeh;\n        if (Bokeh.versions === undefined) {\n          Bokeh.versions = new Map();\n        }\n        if (NewBokeh.version !== Bokeh.version) {\n          Bokeh.versions.set(NewBokeh.version, NewBokeh)\n        }\n        root.Bokeh = Bokeh;\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    }\n    root._bokeh_is_initializing = false\n  }\n\n  function load_or_wait() {\n    // Implement a backoff loop that tries to ensure we do not load multiple\n    // versions of Bokeh and its dependencies at the same time.\n    // In recent versions we use the root._bokeh_is_initializing flag\n    // to determine whether there is an ongoing attempt to initialize\n    // bokeh, however for backward compatibility we also try to ensure\n    // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n    // before older versions are fully initialized.\n    if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n      // If the timeout and bokeh was not successfully loaded we reset\n      // everything and try loading again\n      root._bokeh_timeout = Date.now() + 5000;\n      root._bokeh_is_initializing = false;\n      root._bokeh_onload_callbacks = undefined;\n      root._bokeh_is_loading = 0\n      console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n      load_or_wait();\n    } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n      setTimeout(load_or_wait, 100);\n    } else {\n      root._bokeh_is_initializing = true\n      root._bokeh_onload_callbacks = []\n      const bokeh_loaded = root.Bokeh != null && (root.Bokeh.version === py_version || (root.Bokeh.versions !== undefined && root.Bokeh.versions.has(py_version)));\n      if (!reloading && !bokeh_loaded) {\n        if (root.Bokeh) {\n          root.Bokeh = undefined;\n        }\n        console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n      }\n      load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n        console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n        run_inline_js();\n      });\n    }\n  }\n  // Give older versions of the autoload script a head-start to ensure\n  // they initialize before we start loading newer version.\n  setTimeout(load_or_wait, 100)\n}(window));"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "\n",
+       "if ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n",
+       "  window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n",
+       "}\n",
+       "\n",
+       "\n",
+       "    function JupyterCommManager() {\n",
+       "    }\n",
+       "\n",
+       "    JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n",
+       "      if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
+       "        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
+       "        comm_manager.register_target(comm_id, function(comm) {\n",
+       "          comm.on_msg(msg_handler);\n",
+       "        });\n",
+       "      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
+       "        window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n",
+       "          comm.onMsg = msg_handler;\n",
+       "        });\n",
+       "      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
+       "        google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n",
+       "          var messages = comm.messages[Symbol.asyncIterator]();\n",
+       "          function processIteratorResult(result) {\n",
+       "            var message = result.value;\n",
+       "            console.log(message)\n",
+       "            var content = {data: message.data, comm_id};\n",
+       "            var buffers = []\n",
+       "            for (var buffer of message.buffers || []) {\n",
+       "              buffers.push(new DataView(buffer))\n",
+       "            }\n",
+       "            var metadata = message.metadata || {};\n",
+       "            var msg = {content, buffers, metadata}\n",
+       "            msg_handler(msg);\n",
+       "            return messages.next().then(processIteratorResult);\n",
+       "          }\n",
+       "          return messages.next().then(processIteratorResult);\n",
+       "        })\n",
+       "      }\n",
+       "    }\n",
+       "\n",
+       "    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n",
+       "      if (comm_id in window.PyViz.comms) {\n",
+       "        return window.PyViz.comms[comm_id];\n",
+       "      } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
+       "        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
+       "        var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n",
+       "        if (msg_handler) {\n",
+       "          comm.on_msg(msg_handler);\n",
+       "        }\n",
+       "      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
+       "        var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n",
+       "        comm.open();\n",
+       "        if (msg_handler) {\n",
+       "          comm.onMsg = msg_handler;\n",
+       "        }\n",
+       "      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
+       "        var comm_promise = google.colab.kernel.comms.open(comm_id)\n",
+       "        comm_promise.then((comm) => {\n",
+       "          window.PyViz.comms[comm_id] = comm;\n",
+       "          if (msg_handler) {\n",
+       "            var messages = comm.messages[Symbol.asyncIterator]();\n",
+       "            function processIteratorResult(result) {\n",
+       "              var message = result.value;\n",
+       "              var content = {data: message.data};\n",
+       "              var metadata = message.metadata || {comm_id};\n",
+       "              var msg = {content, metadata}\n",
+       "              msg_handler(msg);\n",
+       "              return messages.next().then(processIteratorResult);\n",
+       "            }\n",
+       "            return messages.next().then(processIteratorResult);\n",
+       "          }\n",
+       "        }) \n",
+       "        var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n",
+       "          return comm_promise.then((comm) => {\n",
+       "            comm.send(data, metadata, buffers, disposeOnDone);\n",
+       "          });\n",
+       "        };\n",
+       "        var comm = {\n",
+       "          send: sendClosure\n",
+       "        };\n",
+       "      }\n",
+       "      window.PyViz.comms[comm_id] = comm;\n",
+       "      return comm;\n",
+       "    }\n",
+       "    window.PyViz.comm_manager = new JupyterCommManager();\n",
+       "    \n",
+       "\n",
+       "\n",
+       "var JS_MIME_TYPE = 'application/javascript';\n",
+       "var HTML_MIME_TYPE = 'text/html';\n",
+       "var EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\n",
+       "var CLASS_NAME = 'output';\n",
+       "\n",
+       "/**\n",
+       " * Render data to the DOM node\n",
+       " */\n",
+       "function render(props, node) {\n",
+       "  var div = document.createElement(\"div\");\n",
+       "  var script = document.createElement(\"script\");\n",
+       "  node.appendChild(div);\n",
+       "  node.appendChild(script);\n",
+       "}\n",
+       "\n",
+       "/**\n",
+       " * Handle when a new output is added\n",
+       " */\n",
+       "function handle_add_output(event, handle) {\n",
+       "  var output_area = handle.output_area;\n",
+       "  var output = handle.output;\n",
+       "  if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
+       "    return\n",
+       "  }\n",
+       "  var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
+       "  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
+       "  if (id !== undefined) {\n",
+       "    var nchildren = toinsert.length;\n",
+       "    var html_node = toinsert[nchildren-1].children[0];\n",
+       "    html_node.innerHTML = output.data[HTML_MIME_TYPE];\n",
+       "    var scripts = [];\n",
+       "    var nodelist = html_node.querySelectorAll(\"script\");\n",
+       "    for (var i in nodelist) {\n",
+       "      if (nodelist.hasOwnProperty(i)) {\n",
+       "        scripts.push(nodelist[i])\n",
+       "      }\n",
+       "    }\n",
+       "\n",
+       "    scripts.forEach( function (oldScript) {\n",
+       "      var newScript = document.createElement(\"script\");\n",
+       "      var attrs = [];\n",
+       "      var nodemap = oldScript.attributes;\n",
+       "      for (var j in nodemap) {\n",
+       "        if (nodemap.hasOwnProperty(j)) {\n",
+       "          attrs.push(nodemap[j])\n",
+       "        }\n",
+       "      }\n",
+       "      attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n",
+       "      newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n",
+       "      oldScript.parentNode.replaceChild(newScript, oldScript);\n",
+       "    });\n",
+       "    if (JS_MIME_TYPE in output.data) {\n",
+       "      toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n",
+       "    }\n",
+       "    output_area._hv_plot_id = id;\n",
+       "    if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n",
+       "      window.PyViz.plot_index[id] = Bokeh.index[id];\n",
+       "    } else {\n",
+       "      window.PyViz.plot_index[id] = null;\n",
+       "    }\n",
+       "  } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
+       "    var bk_div = document.createElement(\"div\");\n",
+       "    bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
+       "    var script_attrs = bk_div.children[0].attributes;\n",
+       "    for (var i = 0; i < script_attrs.length; i++) {\n",
+       "      toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
+       "    }\n",
+       "    // store reference to server id on output_area\n",
+       "    output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "/**\n",
+       " * Handle when an output is cleared or removed\n",
+       " */\n",
+       "function handle_clear_output(event, handle) {\n",
+       "  var id = handle.cell.output_area._hv_plot_id;\n",
+       "  var server_id = handle.cell.output_area._bokeh_server_id;\n",
+       "  if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n",
+       "  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n",
+       "  if (server_id !== null) {\n",
+       "    comm.send({event_type: 'server_delete', 'id': server_id});\n",
+       "    return;\n",
+       "  } else if (comm !== null) {\n",
+       "    comm.send({event_type: 'delete', 'id': id});\n",
+       "  }\n",
+       "  delete PyViz.plot_index[id];\n",
+       "  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n",
+       "    var doc = window.Bokeh.index[id].model.document\n",
+       "    doc.clear();\n",
+       "    const i = window.Bokeh.documents.indexOf(doc);\n",
+       "    if (i > -1) {\n",
+       "      window.Bokeh.documents.splice(i, 1);\n",
+       "    }\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "/**\n",
+       " * Handle kernel restart event\n",
+       " */\n",
+       "function handle_kernel_cleanup(event, handle) {\n",
+       "  delete PyViz.comms[\"hv-extension-comm\"];\n",
+       "  window.PyViz.plot_index = {}\n",
+       "}\n",
+       "\n",
+       "/**\n",
+       " * Handle update_display_data messages\n",
+       " */\n",
+       "function handle_update_output(event, handle) {\n",
+       "  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n",
+       "  handle_add_output(event, handle)\n",
+       "}\n",
+       "\n",
+       "function register_renderer(events, OutputArea) {\n",
+       "  function append_mime(data, metadata, element) {\n",
+       "    // create a DOM node to render to\n",
+       "    var toinsert = this.create_output_subarea(\n",
+       "    metadata,\n",
+       "    CLASS_NAME,\n",
+       "    EXEC_MIME_TYPE\n",
+       "    );\n",
+       "    this.keyboard_manager.register_events(toinsert);\n",
+       "    // Render to node\n",
+       "    var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
+       "    render(props, toinsert[0]);\n",
+       "    element.append(toinsert);\n",
+       "    return toinsert\n",
+       "  }\n",
+       "\n",
+       "  events.on('output_added.OutputArea', handle_add_output);\n",
+       "  events.on('output_updated.OutputArea', handle_update_output);\n",
+       "  events.on('clear_output.CodeCell', handle_clear_output);\n",
+       "  events.on('delete.Cell', handle_clear_output);\n",
+       "  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n",
+       "\n",
+       "  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
+       "    safe: true,\n",
+       "    index: 0\n",
+       "  });\n",
+       "}\n",
+       "\n",
+       "if (window.Jupyter !== undefined) {\n",
+       "  try {\n",
+       "    var events = require('base/js/events');\n",
+       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
+       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
+       "      register_renderer(events, OutputArea);\n",
+       "    }\n",
+       "  } catch(err) {\n",
+       "  }\n",
+       "}\n"
+      ],
+      "application/vnd.holoviews_load.v0+json": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n  window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n    function JupyterCommManager() {\n    }\n\n    JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n      if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        comm_manager.register_target(comm_id, function(comm) {\n          comm.on_msg(msg_handler);\n        });\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n          comm.onMsg = msg_handler;\n        });\n      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n        google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n          var messages = comm.messages[Symbol.asyncIterator]();\n          function processIteratorResult(result) {\n            var message = result.value;\n            console.log(message)\n            var content = {data: message.data, comm_id};\n            var buffers = []\n            for (var buffer of message.buffers || []) {\n              buffers.push(new DataView(buffer))\n            }\n            var metadata = message.metadata || {};\n            var msg = {content, buffers, metadata}\n            msg_handler(msg);\n            return messages.next().then(processIteratorResult);\n          }\n          return messages.next().then(processIteratorResult);\n        })\n      }\n    }\n\n    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n      if (comm_id in window.PyViz.comms) {\n        return window.PyViz.comms[comm_id];\n      } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n        if (msg_handler) {\n          comm.on_msg(msg_handler);\n        }\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n        comm.open();\n        if (msg_handler) {\n          comm.onMsg = msg_handler;\n        }\n      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n        var comm_promise = google.colab.kernel.comms.open(comm_id)\n        comm_promise.then((comm) => {\n          window.PyViz.comms[comm_id] = comm;\n          if (msg_handler) {\n            var messages = comm.messages[Symbol.asyncIterator]();\n            function processIteratorResult(result) {\n              var message = result.value;\n              var content = {data: message.data};\n              var metadata = message.metadata || {comm_id};\n              var msg = {content, metadata}\n              msg_handler(msg);\n              return messages.next().then(processIteratorResult);\n            }\n            return messages.next().then(processIteratorResult);\n          }\n        }) \n        var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n          return comm_promise.then((comm) => {\n            comm.send(data, metadata, buffers, disposeOnDone);\n          });\n        };\n        var comm = {\n          send: sendClosure\n        };\n      }\n      window.PyViz.comms[comm_id] = comm;\n      return comm;\n    }\n    window.PyViz.comm_manager = new JupyterCommManager();\n    \n\n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n  var div = document.createElement(\"div\");\n  var script = document.createElement(\"script\");\n  node.appendChild(div);\n  node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n  var output_area = handle.output_area;\n  var output = handle.output;\n  if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n    return\n  }\n  var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n  if (id !== undefined) {\n    var nchildren = toinsert.length;\n    var html_node = toinsert[nchildren-1].children[0];\n    html_node.innerHTML = output.data[HTML_MIME_TYPE];\n    var scripts = [];\n    var nodelist = html_node.querySelectorAll(\"script\");\n    for (var i in nodelist) {\n      if (nodelist.hasOwnProperty(i)) {\n        scripts.push(nodelist[i])\n      }\n    }\n\n    scripts.forEach( function (oldScript) {\n      var newScript = document.createElement(\"script\");\n      var attrs = [];\n      var nodemap = oldScript.attributes;\n      for (var j in nodemap) {\n        if (nodemap.hasOwnProperty(j)) {\n          attrs.push(nodemap[j])\n        }\n      }\n      attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n      newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n      oldScript.parentNode.replaceChild(newScript, oldScript);\n    });\n    if (JS_MIME_TYPE in output.data) {\n      toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n    }\n    output_area._hv_plot_id = id;\n    if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n      window.PyViz.plot_index[id] = Bokeh.index[id];\n    } else {\n      window.PyViz.plot_index[id] = null;\n    }\n  } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n    var bk_div = document.createElement(\"div\");\n    bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n    var script_attrs = bk_div.children[0].attributes;\n    for (var i = 0; i < script_attrs.length; i++) {\n      toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n    }\n    // store reference to server id on output_area\n    output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n  }\n}\n\n/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n  var id = handle.cell.output_area._hv_plot_id;\n  var server_id = handle.cell.output_area._bokeh_server_id;\n  if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n  if (server_id !== null) {\n    comm.send({event_type: 'server_delete', 'id': server_id});\n    return;\n  } else if (comm !== null) {\n    comm.send({event_type: 'delete', 'id': id});\n  }\n  delete PyViz.plot_index[id];\n  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n    var doc = window.Bokeh.index[id].model.document\n    doc.clear();\n    const i = window.Bokeh.documents.indexOf(doc);\n    if (i > -1) {\n      window.Bokeh.documents.splice(i, 1);\n    }\n  }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n  delete PyViz.comms[\"hv-extension-comm\"];\n  window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n  handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n  function append_mime(data, metadata, element) {\n    // create a DOM node to render to\n    var toinsert = this.create_output_subarea(\n    metadata,\n    CLASS_NAME,\n    EXEC_MIME_TYPE\n    );\n    this.keyboard_manager.register_events(toinsert);\n    // Render to node\n    var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n    render(props, toinsert[0]);\n    element.append(toinsert);\n    return toinsert\n  }\n\n  events.on('output_added.OutputArea', handle_add_output);\n  events.on('output_updated.OutputArea', handle_update_output);\n  events.on('clear_output.CodeCell', handle_clear_output);\n  events.on('delete.Cell', handle_clear_output);\n  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n    safe: true,\n    index: 0\n  });\n}\n\nif (window.Jupyter !== undefined) {\n  try {\n    var events = require('base/js/events');\n    var OutputArea = require('notebook/js/outputarea').OutputArea;\n    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n      register_renderer(events, OutputArea);\n    }\n  } catch(err) {\n  }\n}\n"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.holoviews_exec.v0+json": "",
+      "text/html": [
+       "<div id='3c27968b-3c60-4718-a309-e03e7467f97d'>\n",
+       "  <div id=\"d4fe1e3d-0395-46c0-97d1-938be19e5f00\" data-root-id=\"3c27968b-3c60-4718-a309-e03e7467f97d\" style=\"display: contents;\"></div>\n",
+       "</div>\n",
+       "<script type=\"application/javascript\">(function(root) {\n",
+       "  var docs_json = {\"2fbc0981-a679-4d91-a574-dae8e0272997\":{\"version\":\"3.6.2\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"3c27968b-3c60-4718-a309-e03e7467f97d\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"dcb2d684-5f9f-472c-93e2-bfea9e363c6f\",\"attributes\":{\"plot_id\":\"3c27968b-3c60-4718-a309-e03e7467f97d\",\"comm_id\":\"b10e5eb4819c4462bc8714a0e1b4e7d4\",\"client_comm_id\":\"08f5dee7ef784ad88599c1151eb7a0b3\"}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"gap\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"TemplateEditor1\",\"properties\":[{\"name\":\"layout\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"ReactiveESM1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"JSComponent1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"ReactComponent1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"AnyWidgetComponent1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"request_value1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"_synced\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_request_sync\",\"kind\":\"Any\",\"default\":0}]}]}};\n",
+       "  var render_items = [{\"docid\":\"2fbc0981-a679-4d91-a574-dae8e0272997\",\"roots\":{\"3c27968b-3c60-4718-a309-e03e7467f97d\":\"d4fe1e3d-0395-46c0-97d1-938be19e5f00\"},\"root_ids\":[\"3c27968b-3c60-4718-a309-e03e7467f97d\"]}];\n",
+       "  var docs = Object.values(docs_json)\n",
+       "  if (!docs) {\n",
+       "    return\n",
+       "  }\n",
+       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
+       "  async function embed_document(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "    for (const render_item of render_items) {\n",
+       "      for (const root_id of render_item.root_ids) {\n",
+       "\tconst id_el = document.getElementById(root_id)\n",
+       "\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
+       "\t  const root_el = id_el.children[0]\n",
+       "\t  root_el.id = root_el.id + '-rendered'\n",
+       "\t  for (const child of root_el.children) {\n",
+       "            // Ensure JupyterLab does not capture keyboard shortcuts\n",
+       "            // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
+       "\t    child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
+       "\t  }\n",
+       "\t}\n",
+       "      }\n",
+       "    }\n",
+       "  }\n",
+       "  function get_bokeh(root) {\n",
+       "    if (root.Bokeh === undefined) {\n",
+       "      return null\n",
+       "    } else if (root.Bokeh.version !== py_version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
+       "\treturn null\n",
+       "      }\n",
+       "      return root.Bokeh.versions.get(py_version);\n",
+       "    } else if (root.Bokeh.version === py_version) {\n",
+       "      return root.Bokeh\n",
+       "    }\n",
+       "    return null\n",
+       "  }\n",
+       "  function is_loaded(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    return (Bokeh != null && Bokeh.Panel !== undefined && ( root.deck !== undefined) && ( root.deck !== undefined))\n",
+       "  }\n",
+       "  if (is_loaded(root)) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    var attempts = 0;\n",
+       "    var timer = setInterval(function(root) {\n",
+       "      if (is_loaded(root)) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else if (document.readyState == \"complete\") {\n",
+       "        attempts++;\n",
+       "        if (attempts > 200) {\n",
+       "          clearInterval(timer);\n",
+       "\t  var Bokeh = get_bokeh(root)\n",
+       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
+       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
+       "\t  } else {\n",
+       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
+       "\t    embed_document(root)\n",
+       "\t  }\n",
+       "        }\n",
+       "      }\n",
+       "    }, 25, root)\n",
+       "  }\n",
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400px));\\n}\",{\"id\":\"af8ec279-6516-412a-85c1-e630e8a73670\"},\"\\n.dataframe table{\\n  border: none;\\n}\\n\\n.panel-df table{\\n    width: 100%;\\n    border-collapse: collapse;\\n    border: none;\\n}\\n.panel-df td{\\n    white-space: nowrap;\\n    overflow: auto;\\n    text-overflow: ellipsis;\\n}\\n\",\"\\n.multi-select{\\n    color: white;\\n    z-index: 100;\\n    background: rgba(44,43,43,0.5);\\n    border-radius: 1px;\\n    width: 120px !important;\\n    height: 30px !important;\\n}\\n.multi-select > .bk {\\n    padding: 5px;\\n    width: 120px !important;\\n    height: 30px !important;\\n}\\n\\n.deck-chart {\\n    z-index: 10;\\n    position: initial !important;\\n}\\n\",\"\\n.center-header {\\n    text-align: center\\n}\\n.bk-input-group {\\n    padding: 10px;\\n}\\n#sidebar {\\n    padding-top: 10px;\\n}\\n.custom-widget-box {\\n    margin-top: 20px;\\n    padding: 5px;\\n    border: None !important;\\n}\\n.custom-widget-box > p {\\n    margin: 0px;\\n}\\n.bk-input-group {\\n    color: None !important;\\n}\\n.indicator {\\n    text-align: center;\\n}\\n.widget-card {\\n    margin: 5px 10px;\\n}\\n.number-card {\\n    margin: 5px 10px;\\n    text-align: center;\\n}\\n.number-card-value {\\n    width: 100%;\\n    margin: 0px;\\n}\\n\",{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"71016a2e-94bf-4fb4-a7bd-2a264b78e189\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.5.4/dist/css/progress.css\"}},{\"id\":\"447be690-c979-4a42-8994-7f29f7ae3469\"},{\"id\":\"5a8b8bf1-32dd-4d1d-8a8c-d9fa2004434e\"}],\"width\":300,\"margin\":[5,10],\"sizing_mode\":\"stretch_width\",\"align\":\"start\",\"bar_color\":\"success\",\"value\":100}}]}},0,0,1,2],[{\"type\":\"object\",\"name\":\"panel.models.layout.Column\",\"id\":\"da5f4e22-fc91-4bd3-a9a9-c41400bcf520\",\"attributes\":{\"name\":\"Column00467\",\"stylesheets\":[\"\\n:host(.pn-loading):before, .pn-loading:before {\\n  background-color: #c3c3c3;\\n  mask-size: auto calc(min(50%, 400px));\\n  -webkit-mask-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"af8ec279-6516-412a-85c1-e630e8a73670\"},\"\\n.dataframe table{\\n  border: none;\\n}\\n\\n.panel-df table{\\n    width: 100%;\\n    border-collapse: collapse;\\n    border: none;\\n}\\n.panel-df td{\\n    white-space: nowrap;\\n    overflow: auto;\\n    text-overflow: ellipsis;\\n}\\n\",\"\\n.multi-select{\\n    color: white;\\n    z-index: 100;\\n    background: rgba(44,43,43,0.5);\\n    border-radius: 1px;\\n    width: 120px !important;\\n    height: 30px !important;\\n}\\n.multi-select > .bk {\\n    padding: 5px;\\n    width: 120px !important;\\n    height: 30px !important;\\n}\\n\\n.deck-chart {\\n    z-index: 10;\\n    position: initial !important;\\n}\\n\",\"\\n.center-header {\\n    text-align: center\\n}\\n.bk-input-group {\\n    padding: 10px;\\n}\\n#sidebar {\\n    padding-top: 10px;\\n}\\n.custom-widget-box {\\n    margin-top: 20px;\\n    padding: 5px;\\n    border: None !important;\\n}\\n.custom-widget-box > p {\\n    margin: 0px;\\n}\\n.bk-input-group {\\n    color: None !important;\\n}\\n.indicator {\\n    text-align: center;\\n}\\n.widget-card {\\n    margin: 5px 10px;\\n}\\n.number-card {\\n    margin: 5px 10px;\\n    text-align: center;\\n}\\n.number-card-value {\\n    width: 100%;\\n    margin: 0px;\\n}\\n\",{\"id\":\"eb9976a6-40c1-43b4-aeb8-eeca072ba5ae\"},{\"id\":\"447be690-c979-4a42-8994-7f29f7ae3469\"},{\"id\":\"5a8b8bf1-32dd-4d1d-8a8c-d9fa2004434e\"}],\"min_height\":500,\"margin\":0,\"sizing_mode\":\"scale_width\",\"align\":\"start\",\"children\":[{\"type\":\"object\",\"name\":\"MultiChoice\",\"id\":\"2c4cbd3c-bdd2-4143-a4cc-33ce1f810e7e\",\"attributes\":{\"styles\":{\"type\":\"map\",\"entries\":[[\"color\",\"#2B2B2B\"]]},\"stylesheets\":[\"\\n:host(.pn-loading):before, .pn-loading:before {\\n  background-color: #c3c3c3;\\n  mask-size: auto calc(min(50%, 400px));\\n  -webkit-mask-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"af8ec279-6516-412a-85c1-e630e8a73670\"},\"\\n.dataframe table{\\n  border: none;\\n}\\n\\n.panel-df table{\\n    width: 100%;\\n    border-collapse: collapse;\\n    border: none;\\n}\\n.panel-df td{\\n    white-space: nowrap;\\n    overflow: auto;\\n    text-overflow: ellipsis;\\n}\\n\",\"\\n.multi-select{\\n    color: white;\\n    z-index: 100;\\n    background: rgba(44,43,43,0.5);\\n    border-radius: 1px;\\n    width: 120px !important;\\n    height: 30px !important;\\n}\\n.multi-select > .bk {\\n    padding: 5px;\\n    width: 120px !important;\\n    height: 30px !important;\\n}\\n\\n.deck-chart {\\n    z-index: 10;\\n    position: initial !important;\\n}\\n\",\"\\n.center-header {\\n    text-align: center\\n}\\n.bk-input-group {\\n    padding: 10px;\\n}\\n#sidebar {\\n    padding-top: 10px;\\n}\\n.custom-widget-box {\\n    margin-top: 20px;\\n    padding: 5px;\\n    border: None !important;\\n}\\n.custom-widget-box > p {\\n    margin: 0px;\\n}\\n.bk-input-group {\\n    color: None !important;\\n}\\n.indicator {\\n    text-align: center;\\n}\\n.widget-card {\\n    margin: 5px 10px;\\n}\\n.number-card {\\n    margin: 5px 10px;\\n    text-align: center;\\n}\\n.number-card-value {\\n    width: 100%;\\n    margin: 0px;\\n}\\n\",{\"id\":\"447be690-c979-4a42-8994-7f29f7ae3469\"},{\"id\":\"5a8b8bf1-32dd-4d1d-8a8c-d9fa2004434e\"},\"\\n                .choices__inner .choices__item.solid {\\n                    background-color: #4292c6;\\n                    border-color: #4292c6;\\n                }\\n                .choices__inner, .choices__list--dropdown,\\n                .choices__list[aria-expanded]{\\n                    border-color: #888888 !important;\\n                }\\n                .is-highlighted {\\n                    background-color: #4292c6\\n                    !important;\\n                    color: #2B2B2B !important;\\n                }\\n            \"],\"width\":300,\"margin\":[5,10],\"sizing_mode\":\"scale_width\",\"align\":\"start\",\"title\":\"county\",\"options\":[\"DARLINGTON\",\"COUNTY DURHAM\",\"HARTLEPOOL\",\"MIDDLESBROUGH\",\"NORTHUMBERLAND\",\"REDCAR AND CLEVELAND\",\"STOCKTON-ON-TEES\",\"GATESHEAD\",\"NEWCASTLE UPON TYNE\",\"NORTH TYNESIDE\",\"SOUTH TYNESIDE\",\"SUNDERLAND\",\"BLACKBURN WITH DARWEN\",\"BLACKPOOL\",\"CHESHIRE EAST\",\"CHESHIRE WEST AND CHESTER\",\"HALTON\",\"WARRINGTON\",\"CUMBRIA\",\"BOLTON\",\"BURY\",\"MANCHESTER\",\"OLDHAM\",\"ROCHDALE\",\"SALFORD\",\"STOCKPORT\",\"TAMESIDE\",\"TRAFFORD\",\"WIGAN\",\"LANCASHIRE\",\"KNOWSLEY\",\"LIVERPOOL\",\"SEFTON\",\"ST. HELENS\",\"WIRRAL\",\"EAST RIDING OF YORKSHIRE\",\"KINGSTON UPON HULL, CITY OF\",\"NORTH EAST LINCOLNSHIRE\",\"NORTH LINCOLNSHIRE\",\"YORK\",\"NORTH YORKSHIRE\",\"BARNSLEY\",\"DONCASTER\",\"ROTHERHAM\",\"SHEFFIELD\",\"BRADFORD\",\"CALDERDALE\",\"KIRKLEES\",\"LEEDS\",\"WAKEFIELD\",\"DERBY\",\"LEICESTER\",\"NOTTINGHAM\",\"RUTLAND\",\"DERBYSHIRE\",\"LEICESTERSHIRE\",\"LINCOLNSHIRE\",\"NORTHAMPTONSHIRE\",\"NOTTINGHAMSHIRE\",\"HEREFORDSHIRE, COUNTY OF\",\"SHROPSHIRE\",\"STOKE-ON-TRENT\",\"TELFORD AND WREKIN\",\"STAFFORDSHIRE\",\"WARWICKSHIRE\",\"BIRMINGHAM\",\"COVENTRY\",\"DUDLEY\",\"SANDWELL\",\"SOLIHULL\",\"WALSALL\",\"WOLVERHAMPTON\",\"WORCESTERSHIRE\",\"BEDFORD\",\"CENTRAL BEDFORDSHIRE\",\"LUTON\",\"PETERBOROUGH\",\"SOUTHEND-ON-SEA\",\"THURROCK\",\"CAMBRIDGESHIRE\",\"ESSEX\",\"HERTFORDSHIRE\",\"NORFOLK\",\"SUFFOLK\",\"CAMDEN\",\"CITY OF LONDON\",\"HACKNEY\",\"HAMMERSMITH AND FULHAM\",\"HARINGEY\",\"ISLINGTON\",\"KENSINGTON AND CHELSEA\",\"LAMBETH\",\"LEWISHAM\",\"NEWHAM\",\"SOUTHWARK\",\"TOWER HAMLETS\",\"WANDSWORTH\",\"WESTMINSTER\",\"BARKING AND DAGENHAM\",\"BARNET\",\"BEXLEY\",\"BRENT\",\"BROMLEY\",\"CROYDON\",\"EALING\",\"ENFIELD\",\"GREENWICH\",\"HARROW\",\"HAVERING\",\"HILLINGDON\",\"HOUNSLOW\",\"KINGSTON UPON THAMES\",\"MERTON\",\"REDBRIDGE\",\"RICHMOND UPON THAMES\",\"SUTTON\",\"WALTHAM FOREST\",\"BRACKNELL FOREST\",\"BRIGHTON AND HOVE\",\"ISLE OF WIGHT\",\"MEDWAY\",\"MILTON KEYNES\",\"PORTSMOUTH\",\"READING\",\"SLOUGH\",\"SOUTHAMPTON\",\"WEST BERKSHIRE\",\"WINDSOR AND MAIDENHEAD\",\"WOKINGHAM\",\"BUCKINGHAMSHIRE\",\"EAST SUSSEX\",\"HAMPSHIRE\",\"KENT\",\"OXFORDSHIRE\",\"SURREY\",\"WEST SUSSEX\",\"BATH AND NORTH EAST SOMERSET\",\"BRISTOL, CITY OF\",\"CORNWALL\",\"ISLES OF SCILLY\",\"NORTH SOMERSET\",\"PLYMOUTH\",\"SOUTH GLOUCESTERSHIRE\",\"SWINDON\",\"TORBAY\",\"WILTSHIRE\",\"DEVON\",\"DORSET\",\"GLOUCESTERSHIRE\",\"SOMERSET\",\"ISLE OF ANGLESEY\",\"GWYNEDD\",\"CONWY\",\"DENBIGHSHIRE\",\"FLINTSHIRE\",\"WREXHAM\",\"POWYS\",\"CEREDIGION\",\"PEMBROKESHIRE\",\"CARMARTHENSHIRE\",\"SWANSEA\",\"NEATH PORT TALBOT\",\"BRIDGEND\",\"VALE OF GLAMORGAN\",\"CARDIFF\",\"MERTHYR TYDFIL\",\"CAERPHILLY\",\"BLAENAU GWENT\",\"TORFAEN\",\"MONMOUTHSHIRE\",\"NEWPORT\"],\"placeholder\":\"\"}}]}},1,0,4,2]]}},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"33c2c855-1a2b-49ef-b543-ecabe6fe28d4\",\"attributes\":{\"plot_id\":\"d8fb88cc-1bae-4a54-a455-83ab4e59be12\",\"comm_id\":\"6c07ff8b7c2f480fb5795cbeff95a0f4\",\"client_comm_id\":\"f9a5bd4d5572484cbe5ad6bf9c777e75\"}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"gap\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"TemplateEditor1\",\"properties\":[{\"name\":\"layout\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"ReactiveESM1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"JSComponent1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"ReactComponent1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"AnyWidgetComponent1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"request_value1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"_synced\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_request_sync\",\"kind\":\"Any\",\"default\":0}]}]}};\n",
+       "  var render_items = [{\"docid\":\"ac83bbab-1fc2-45fd-bf74-8a83d9396f29\",\"roots\":{\"d8fb88cc-1bae-4a54-a455-83ab4e59be12\":\"ae386224-877d-4305-82dd-7dc4bfb77cfa\"},\"root_ids\":[\"d8fb88cc-1bae-4a54-a455-83ab4e59be12\"]}];\n",
+       "  var docs = Object.values(docs_json)\n",
+       "  if (!docs) {\n",
+       "    return\n",
+       "  }\n",
+       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
+       "  async function embed_document(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "    for (const render_item of render_items) {\n",
+       "      for (const root_id of render_item.root_ids) {\n",
+       "\tconst id_el = document.getElementById(root_id)\n",
+       "\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
+       "\t  const root_el = id_el.children[0]\n",
+       "\t  root_el.id = root_el.id + '-rendered'\n",
+       "\t  for (const child of root_el.children) {\n",
+       "            // Ensure JupyterLab does not capture keyboard shortcuts\n",
+       "            // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
+       "\t    child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
+       "\t  }\n",
+       "\t}\n",
+       "      }\n",
+       "    }\n",
+       "  }\n",
+       "  function get_bokeh(root) {\n",
+       "    if (root.Bokeh === undefined) {\n",
+       "      return null\n",
+       "    } else if (root.Bokeh.version !== py_version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
+       "\treturn null\n",
+       "      }\n",
+       "      return root.Bokeh.versions.get(py_version);\n",
+       "    } else if (root.Bokeh.version === py_version) {\n",
+       "      return root.Bokeh\n",
+       "    }\n",
+       "    return null\n",
+       "  }\n",
+       "  function is_loaded(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    return (Bokeh != null && Bokeh.Panel !== undefined && ( root.deck !== undefined) && ( root.deck !== undefined))\n",
+       "  }\n",
+       "  if (is_loaded(root)) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    var attempts = 0;\n",
+       "    var timer = setInterval(function(root) {\n",
+       "      if (is_loaded(root)) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else if (document.readyState == \"complete\") {\n",
+       "        attempts++;\n",
+       "        if (attempts > 200) {\n",
+       "          clearInterval(timer);\n",
+       "\t  var Bokeh = get_bokeh(root)\n",
+       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
+       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
+       "\t  } else {\n",
+       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
+       "\t    embed_document(root)\n",
+       "\t  }\n",
+       "        }\n",
+       "      }\n",
+       "    }, 25, root)\n",
+       "  }\n",
+       "})(window);</script>"
+      ],
+      "text/plain": [
+       "GridSpec(ncols=12, nrows=5)\n",
+       "    [0] GridSpec(height=800, ncols=12, nrows=5, sizing_mode='fixed', width=1200)\n",
+       "        [0] HoloViews(DynamicMap, height=320, sizing_mode='stretch_both', width=400)\n",
+       "        [1] HoloViews(DynamicMap, height=800, sizing_mode='stretch_both', width=800)\n",
+       "        [2] HoloViews(DynamicMap, height=480, sizing_mode='stretch_both', width=400)\n",
+       "    [1] WidgetBox(styles={'border-color': '...})\n",
+       "        [0] Number(css_classes=['indicator'], default_color='#2B2B2B', font_size='18pt', format='{value:,}', name='Datapoints Selected', sizing_mode='stretch_width', title_size='14pt', value=58479894)\n",
+       "        [1] Progress(sizing_mode='stretch_width', styles={'--success-bg-color': '...}, value=100)\n",
+       "    [2] Column(min_height=500, sizing_mode='stretch_width')\n",
+       "        [0] MultiChoice(name='county', options={<pyarrow.StringScalar: 'D...}, sizing_mode='scale_width', styles={'color': '#2B2B2B'}, stylesheets=['\\n                .choic...])"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {
+      "application/vnd.holoviews_exec.v0+json": {
+       "id": "d8fb88cc-1bae-4a54-a455-83ab4e59be12"
+      }
+     },
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# create multiselect widget\n",
+    "county_widget = cxf.charts.panel_widgets.multi_select('county', label_map=county_map)\n",
+    "\n",
+    "# define layout\n",
+    "dash = cxf_data.dashboard(charts=[chart_2, scatter_chart, chart_3],sidebar=[county_widget], theme=cxf.themes.dark, data_size_widget=True, layout_array=layout_array)\n",
+    "\n",
+    "dash.app()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "08b9ca80-2469-4f49-8781-1910bdce41bd",
+   "metadata": {},
+   "source": [
+    "## Other Libraries ##\n",
+    "* Plotly:\n",
+    "    * https://dash.plotly.com/holoviews#gpu-accelerating-datashader-and-linked-selections-with-rapids\n",
+    "    * https://developer.nvidia.com/blog/making-a-plotly-dash-census-viz-powered-by-rapids/"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e9d7f104-879d-4784-bf47-541fa4cda445",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import IPython\n",
+    "app = IPython.Application.instance()\n",
+    "app.kernel.do_shutdown(True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9dc3b5a1-051f-4e4c-b830-1dbf066eb622",
+   "metadata": {},
+   "source": [
+    "**Well Done!** Let's move to the [next notebook](1-07_etl.ipynb). "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "89ffb0bd-9cbf-4f75-affd-0f614e4074e3",
+   "metadata": {},
+   "source": [
+    "<img src=\"./images/DLI_Header.png\" width=400/>"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.15"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/ds/25-1/2/1-07_etl.ipynb b/ds/25-1/2/1-07_etl.ipynb
new file mode 100644
index 0000000..5592496
--- /dev/null
+++ b/ds/25-1/2/1-07_etl.ipynb
@@ -0,0 +1,1123 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "4b2efdc2-313c-493b-9d6c-432ae77d342c",
+   "metadata": {},
+   "source": [
+    "<img src=\"./images/DLI_Header.png\" width=400/>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b754f1a2-24e8-44d4-ae6a-257483573434",
+   "metadata": {},
+   "source": [
+    "# Fundamentals of Accelerated Data Science # "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "881e48fa-78ac-4d92-a8bb-d419c14df9e9",
+   "metadata": {},
+   "source": [
+    "## 07 - Extract, Transform, and Load ##\n",
+    "\n",
+    "**Table of Contents**\n",
+    "<br>\n",
+    "In this notebook, we will go through the basics of extract, transform, and load. This notebook covers the below sections: \n",
+    "1. [Extract, Transform, and Load (ETL)](#Extract,-Transform,-and-Load-(ETL))\n",
+    "    * [Extract](#Extract)\n",
+    "    * [Transform](#Transform)\n",
+    "    * [Load](#Load)\n",
+    "2. [Save to Parquet Format](#Save-to-Parquet-Format)\n",
+    "    * [Reading from Parquet](#Reading-from-Parquet)\n",
+    "3. [Accelerated ETL for Downstream Tasks](#Accelerated-ETL-for-Downstream-Tasks)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a083cd6e-73f4-42b8-be04-bdd2bdeb5185",
+   "metadata": {},
+   "source": [
+    "## Extract, Transform, and Load (ETL) ##\n",
+    "An important but perhaps not as highly glorified use case of RAPIDS is extract, transform, and load, or ETL for short. It is a data integration process used to combine data from multiple sources into a single, consistent data store. It's primary goals are: \n",
+    "* Consolidates data from multiple sources into a single, consistent format\n",
+    "* Improves data quality through cleaning and validation\n",
+    "* Enables more efficient data analysis and reporting\n",
+    "* Supports data-driven decision making"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a9d5d73e-1665-4706-8840-6e14c2fabaa7",
+   "metadata": {},
+   "source": [
+    "### Extract ###\n",
+    "**Extract** is the first step where data is collected from various source systems. These sources could include: \n",
+    "* Static files (csv, json)\n",
+    "* SQL RDBMS\n",
+    "* Webpages\n",
+    "* API\n",
+    "\n",
+    "**Note**: cuDF doesn't have a way to get transactions from external SQL databases directly to GPU. The workaround is reading with pandas and create cuDF dataframe with `cudf.from_pandas()`. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "17be68c6-49c0-429d-86d2-c2cb711a6dc3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%load_ext cudf.pandas\n",
+    "# DO NOT CHANGE THIS CELL\n",
+    "import pandas as pd\n",
+    "import time"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "37c75532-1bb6-4aab-9cee-3215d7137cee",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>county</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>long</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.533638</td>\n",
+       "      <td>-1.524400</td>\n",
+       "      <td>FRANCIS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.426254</td>\n",
+       "      <td>-1.465314</td>\n",
+       "      <td>EDWARD</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.555199</td>\n",
+       "      <td>-1.496417</td>\n",
+       "      <td>TEDDY</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.547909</td>\n",
+       "      <td>-1.572342</td>\n",
+       "      <td>ANGUS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.477638</td>\n",
+       "      <td>-1.605995</td>\n",
+       "      <td>CHARLIE</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   age sex      county        lat      long     name\n",
+       "0    0   m  DARLINGTON  54.533638 -1.524400  FRANCIS\n",
+       "1    0   m  DARLINGTON  54.426254 -1.465314   EDWARD\n",
+       "2    0   m  DARLINGTON  54.555199 -1.496417    TEDDY\n",
+       "3    0   m  DARLINGTON  54.547909 -1.572342    ANGUS\n",
+       "4    0   m  DARLINGTON  54.477638 -1.605995  CHARLIE"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "dtype_dict={\n",
+    "    'age': 'int8', \n",
+    "    'sex': 'object', \n",
+    "    'county': 'object', \n",
+    "    'lat': 'float32', \n",
+    "    'long': 'float32', \n",
+    "    'name': 'object'\n",
+    "}\n",
+    "        \n",
+    "df=pd.read_csv('./data/uk_pop.csv', dtype=dtype_dict)\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dd97bfdd-5ead-4cd7-bc17-0e1eeb4aa62b",
+   "metadata": {},
+   "source": [
+    "When importing data, it is important to only include columns that are relevant to reduce the memory and compute burden. \n",
+    "\n",
+    "Below we read in the county centroid data. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "d064ff45-4cf4-48cd-9cbe-3f3f177fb875",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>county</th>\n",
+       "      <th>lat_county_center</th>\n",
+       "      <th>long_county_center</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>BARKING AND DAGENHAM</td>\n",
+       "      <td>51.621048</td>\n",
+       "      <td>0.129583</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>BARNET</td>\n",
+       "      <td>51.812552</td>\n",
+       "      <td>-0.218212</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>BARNSLEY</td>\n",
+       "      <td>53.571907</td>\n",
+       "      <td>-1.548719</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>BATH AND NORTH EAST SOMERSET</td>\n",
+       "      <td>51.354965</td>\n",
+       "      <td>-2.486675</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>BEDFORD</td>\n",
+       "      <td>52.145476</td>\n",
+       "      <td>-0.454973</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                         county  lat_county_center  long_county_center\n",
+       "0          BARKING AND DAGENHAM          51.621048            0.129583\n",
+       "1                        BARNET          51.812552           -0.218212\n",
+       "2                      BARNSLEY          53.571907           -1.548719\n",
+       "3  BATH AND NORTH EAST SOMERSET          51.354965           -2.486675\n",
+       "4                       BEDFORD          52.145476           -0.454973"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "centroid_df=pd.read_csv('county_centroid.csv')\n",
+    "centroid_df.columns=['county', 'lat_county_center', 'long_county_center']\n",
+    "centroid_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "2dbf6f18-f28d-45ff-a4c4-1f50bfcf5860",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-style: italic\">                                                                                             </span>\n",
+       "<span style=\"font-style: italic\">                                  Total time elapsed: 0.559 seconds                          </span>\n",
+       "<span style=\"font-style: italic\">                                                                                             </span>\n",
+       "<span style=\"font-style: italic\">                                                Stats                                        </span>\n",
+       "<span style=\"font-style: italic\">                                                                                             </span>\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃<span style=\"font-weight: bold\"> Line no. </span>┃<span style=\"font-weight: bold\"> Line                                               </span>┃<span style=\"font-weight: bold\"> GPU TIME(s) </span>┃<span style=\"font-weight: bold\"> CPU TIME(s) </span>┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 1        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    combined_df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">merge(centroid_df, on</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'county'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)</span> │ 0.347158869 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                  </span> │             │             │\n",
+       "└──────────┴────────────────────────────────────────────────────┴─────────────┴─────────────┘\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "\u001b[3m                                                                                             \u001b[0m\n",
+       "\u001b[3m                                  Total time elapsed: 0.559 seconds                          \u001b[0m\n",
+       "\u001b[3m                                                                                             \u001b[0m\n",
+       "\u001b[3m                                                Stats                                        \u001b[0m\n",
+       "\u001b[3m                                                                                             \u001b[0m\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃\u001b[1m \u001b[0m\u001b[1mLine no.\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mLine                                              \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mGPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mCPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 1        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mcombined_df\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdf\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mmerge\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mcentroid_df\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mon\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mcounty\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m │ 0.347158869 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                  \u001b[0m │             │             │\n",
+       "└──────────┴────────────────────────────────────────────────────┴─────────────┴─────────────┘\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%%cudf.pandas.line_profile\n",
+    "combined_df=df.merge(centroid_df, on='county')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3294d6e0-00d9-4e33-91d8-2dc02db51512",
+   "metadata": {},
+   "source": [
+    "### Transform ###\n",
+    "During the **Transform** step, the extract data is cleaned, validated, and converted into a suitable format for analysis. \n",
+    "\n",
+    "Below we add a new column, representing each persons's distance from their respective county center. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "1e6ce3e0-625b-49ec-a755-2bfddee41431",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                             Total time elapsed: 2.406 seconds                                     </span>\n",
+       "<span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                                           Stats                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃<span style=\"font-weight: bold\"> Line no. </span>┃<span style=\"font-weight: bold\"> Line                                                                     </span>┃<span style=\"font-weight: bold\"> GPU TIME(s) </span>┃<span style=\"font-weight: bold\"> CPU TIME(s) </span>┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 1        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    c</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">[</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'lat'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'long'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">]</span><span style=\"background-color: #272822\">                                                   </span> │             │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 2        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    combined_df[</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'R'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">]</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">((combined_df[c] </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">-</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> combined_df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">groupby(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'county'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)[c…</span> │ 2.261978734 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "└──────────┴──────────────────────────────────────────────────────────────────────────┴─────────────┴─────────────┘\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "\u001b[3m                                             Total time elapsed: 2.406 seconds                                     \u001b[0m\n",
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "\u001b[3m                                                           Stats                                                   \u001b[0m\n",
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃\u001b[1m \u001b[0m\u001b[1mLine no.\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mLine                                                                    \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mGPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mCPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 1        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mc\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mlat\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mlong\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[48;2;39;40;34m                                                   \u001b[0m │             │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 2        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mcombined_df\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mR\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mcombined_df\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mc\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m-\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mcombined_df\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mgroupby\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mcounty\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mc\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m…\u001b[0m │ 2.261978734 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "└──────────┴──────────────────────────────────────────────────────────────────────────┴─────────────┴─────────────┘\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%%cudf.pandas.line_profile\n",
+    "c=['lat', 'long']\n",
+    "combined_df['R']=((combined_df[c] - combined_df.groupby('county')[c].transform('mean')) ** 2).sum(axis=1) ** 0.5"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7e676b1b-143d-4cf4-a534-8c25dafac1a6",
+   "metadata": {},
+   "source": [
+    "Using joins to get lookup values can be faster than deriving those. It is not uncommon to store group statistics for this purpose. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "4339b0c7-c391-48f4-9ba3-00f79ba50b5b",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                             Total time elapsed: 0.830 seconds                                     </span>\n",
+       "<span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                                           Stats                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃<span style=\"font-weight: bold\"> Line no. </span>┃<span style=\"font-weight: bold\"> Line                                                                     </span>┃<span style=\"font-weight: bold\"> GPU TIME(s) </span>┃<span style=\"font-weight: bold\"> CPU TIME(s) </span>┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 3        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    centroid_df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">pd</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">read_csv(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'county_centroid.csv'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)</span><span style=\"background-color: #272822\">                      </span> │ 0.005319933 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 6        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    combined_df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">merge(centroid_df, on</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'county'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, suffixes</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">[</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">''</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'_coun…</span> │ 0.452281164 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 9        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    combined_df[</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'R'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">]</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">((combined_df[</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'lat'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">]</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">-</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">combined_df[</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'lat_county_cente…</span> │ 0.185010254 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "└──────────┴──────────────────────────────────────────────────────────────────────────┴─────────────┴─────────────┘\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "\u001b[3m                                             Total time elapsed: 0.830 seconds                                     \u001b[0m\n",
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "\u001b[3m                                                           Stats                                                   \u001b[0m\n",
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃\u001b[1m \u001b[0m\u001b[1mLine no.\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mLine                                                                    \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mGPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mCPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 3        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mcentroid_df\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mpd\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mread_csv\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mcounty_centroid.csv\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m                      \u001b[0m │ 0.005319933 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 6        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mcombined_df\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdf\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mmerge\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mcentroid_df\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mon\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mcounty\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34msuffixes\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m_coun…\u001b[0m │ 0.452281164 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 9        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mcombined_df\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mR\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mcombined_df\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mlat\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m-\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mcombined_df\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mlat_county_cente…\u001b[0m │ 0.185010254 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "└──────────┴──────────────────────────────────────────────────────────────────────────┴─────────────┴─────────────┘\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%%cudf.pandas.line_profile\n",
+    "\n",
+    "# read in centroid data\n",
+    "centroid_df=pd.read_csv('county_centroid.csv')\n",
+    "\n",
+    "# merge \n",
+    "combined_df=df.merge(centroid_df, on='county', suffixes=['', '_county_center'])\n",
+    "\n",
+    "# calculate distance from county center\n",
+    "combined_df['R']=((combined_df['lat']-combined_df['lat_county_center'])**2+(combined_df['long']-combined_df['long_county_center'])**2)**0.5"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "aa017ea0-4ad2-4184-9669-40747e31381a",
+   "metadata": {},
+   "source": [
+    "Below we filter the data to only include adults. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "917aa1ed-1778-40d4-bbbc-5892935ce7cd",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>county</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>long</th>\n",
+       "      <th>name</th>\n",
+       "      <th>lat_county_center</th>\n",
+       "      <th>long_county_center</th>\n",
+       "      <th>R</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>22443378</th>\n",
+       "      <td>60</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.542645</td>\n",
+       "      <td>-1.611084</td>\n",
+       "      <td>ELLIOTT</td>\n",
+       "      <td>54.51356</td>\n",
+       "      <td>-1.56802</td>\n",
+       "      <td>0.051966</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22443379</th>\n",
+       "      <td>60</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.547031</td>\n",
+       "      <td>-1.517514</td>\n",
+       "      <td>SANTINO</td>\n",
+       "      <td>54.51356</td>\n",
+       "      <td>-1.56802</td>\n",
+       "      <td>0.060590</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22443380</th>\n",
+       "      <td>60</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.470505</td>\n",
+       "      <td>-1.527565</td>\n",
+       "      <td>LAWRENCE</td>\n",
+       "      <td>54.51356</td>\n",
+       "      <td>-1.56802</td>\n",
+       "      <td>0.059079</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22443381</th>\n",
+       "      <td>60</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.520664</td>\n",
+       "      <td>-1.620248</td>\n",
+       "      <td>THEO</td>\n",
+       "      <td>54.51356</td>\n",
+       "      <td>-1.56802</td>\n",
+       "      <td>0.052709</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22443382</th>\n",
+       "      <td>60</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.569939</td>\n",
+       "      <td>-1.498693</td>\n",
+       "      <td>CHARLIE</td>\n",
+       "      <td>54.51356</td>\n",
+       "      <td>-1.56802</td>\n",
+       "      <td>0.089358</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          age sex      county        lat      long      name  \\\n",
+       "22443378   60   m  DARLINGTON  54.542645 -1.611084   ELLIOTT   \n",
+       "22443379   60   m  DARLINGTON  54.547031 -1.517514   SANTINO   \n",
+       "22443380   60   m  DARLINGTON  54.470505 -1.527565  LAWRENCE   \n",
+       "22443381   60   m  DARLINGTON  54.520664 -1.620248      THEO   \n",
+       "22443382   60   m  DARLINGTON  54.569939 -1.498693   CHARLIE   \n",
+       "\n",
+       "          lat_county_center  long_county_center         R  \n",
+       "22443378           54.51356            -1.56802  0.051966  \n",
+       "22443379           54.51356            -1.56802  0.060590  \n",
+       "22443380           54.51356            -1.56802  0.059079  \n",
+       "22443381           54.51356            -1.56802  0.052709  \n",
+       "22443382           54.51356            -1.56802  0.089358  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-style: italic\">                                                                                          </span>\n",
+       "<span style=\"font-style: italic\">                                Total time elapsed: 0.574 seconds                         </span>\n",
+       "<span style=\"font-style: italic\">                                                                                          </span>\n",
+       "<span style=\"font-style: italic\">                                              Stats                                       </span>\n",
+       "<span style=\"font-style: italic\">                                                                                          </span>\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃<span style=\"font-weight: bold\"> Line no. </span>┃<span style=\"font-weight: bold\"> Line                                            </span>┃<span style=\"font-weight: bold\"> GPU TIME(s) </span>┃<span style=\"font-weight: bold\"> CPU TIME(s) </span>┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 2        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    senior_df_filter</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">combined_df[</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'age'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">] </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">&gt;=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> </span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">60</span><span style=\"background-color: #272822\">  </span> │ 0.008445255 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                               </span> │             │             │\n",
+       "│ 3        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    senior_df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">combined_df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">loc[senior_df_filter]</span> │ 0.081001887 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                               </span> │             │             │\n",
+       "│ 5        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    display(senior_df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">head())</span><span style=\"background-color: #272822\">                  </span> │ 0.287346369 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                               </span> │             │             │\n",
+       "└──────────┴─────────────────────────────────────────────────┴─────────────┴─────────────┘\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "\u001b[3m                                                                                          \u001b[0m\n",
+       "\u001b[3m                                Total time elapsed: 0.574 seconds                         \u001b[0m\n",
+       "\u001b[3m                                                                                          \u001b[0m\n",
+       "\u001b[3m                                              Stats                                       \u001b[0m\n",
+       "\u001b[3m                                                                                          \u001b[0m\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃\u001b[1m \u001b[0m\u001b[1mLine no.\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mLine                                           \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mGPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mCPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 2        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34msenior_df_filter\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mcombined_df\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mage\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m>\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m60\u001b[0m\u001b[48;2;39;40;34m  \u001b[0m │ 0.008445255 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                               \u001b[0m │             │             │\n",
+       "│ 3        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34msenior_df\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mcombined_df\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mloc\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34msenior_df_filter\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m │ 0.081001887 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                               \u001b[0m │             │             │\n",
+       "│ 5        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdisplay\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34msenior_df\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mhead\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m                  \u001b[0m │ 0.287346369 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                               \u001b[0m │             │             │\n",
+       "└──────────┴─────────────────────────────────────────────────┴─────────────┴─────────────┘\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%%cudf.pandas.line_profile\n",
+    "\n",
+    "senior_df_filter=combined_df['age'] >= 60\n",
+    "senior_df=combined_df.loc[senior_df_filter]\n",
+    "\n",
+    "display(senior_df.head())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bb474531-389e-44aa-a6b3-8de205d9cb0b",
+   "metadata": {},
+   "source": [
+    "### Load ###\n",
+    "The final **Load** step is where the transformed data is loaded into a target system. The target system can be a database or a file. The key is to develop a system that is efficient for downstream tasks. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "6f637229-1770-439b-9702-6356723c96f8",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>county</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>long</th>\n",
+       "      <th>name</th>\n",
+       "      <th>lat_county_center</th>\n",
+       "      <th>long_county_center</th>\n",
+       "      <th>R</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>22443378</th>\n",
+       "      <td>60</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.542645</td>\n",
+       "      <td>-1.611084</td>\n",
+       "      <td>ELLIOTT</td>\n",
+       "      <td>54.51356</td>\n",
+       "      <td>-1.56802</td>\n",
+       "      <td>0.051966</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22443379</th>\n",
+       "      <td>60</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.547031</td>\n",
+       "      <td>-1.517514</td>\n",
+       "      <td>SANTINO</td>\n",
+       "      <td>54.51356</td>\n",
+       "      <td>-1.56802</td>\n",
+       "      <td>0.060590</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22443380</th>\n",
+       "      <td>60</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.470505</td>\n",
+       "      <td>-1.527565</td>\n",
+       "      <td>LAWRENCE</td>\n",
+       "      <td>54.51356</td>\n",
+       "      <td>-1.56802</td>\n",
+       "      <td>0.059079</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22443381</th>\n",
+       "      <td>60</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.520664</td>\n",
+       "      <td>-1.620248</td>\n",
+       "      <td>THEO</td>\n",
+       "      <td>54.51356</td>\n",
+       "      <td>-1.56802</td>\n",
+       "      <td>0.052709</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22443382</th>\n",
+       "      <td>60</td>\n",
+       "      <td>m</td>\n",
+       "      <td>DARLINGTON</td>\n",
+       "      <td>54.569939</td>\n",
+       "      <td>-1.498693</td>\n",
+       "      <td>CHARLIE</td>\n",
+       "      <td>54.51356</td>\n",
+       "      <td>-1.56802</td>\n",
+       "      <td>0.089358</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          age sex      county        lat      long      name  \\\n",
+       "22443378   60   m  DARLINGTON  54.542645 -1.611084   ELLIOTT   \n",
+       "22443379   60   m  DARLINGTON  54.547031 -1.517514   SANTINO   \n",
+       "22443380   60   m  DARLINGTON  54.470505 -1.527565  LAWRENCE   \n",
+       "22443381   60   m  DARLINGTON  54.520664 -1.620248      THEO   \n",
+       "22443382   60   m  DARLINGTON  54.569939 -1.498693   CHARLIE   \n",
+       "\n",
+       "          lat_county_center  long_county_center         R  \n",
+       "22443378           54.51356            -1.56802  0.051966  \n",
+       "22443379           54.51356            -1.56802  0.060590  \n",
+       "22443380           54.51356            -1.56802  0.059079  \n",
+       "22443381           54.51356            -1.56802  0.052709  \n",
+       "22443382           54.51356            -1.56802  0.089358  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "senior_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "348eac86-3d67-42e2-9c7f-e0acb14021cd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "senior_df.to_csv('senior_df.csv', index=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e25ae20b-7eea-4775-9743-d43cbf6877a7",
+   "metadata": {},
+   "source": [
+    "**Note**: If the downstream task involves querying and analyzing the data further, the csv file format may not be the best choice. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "08413512-47f9-4543-a80c-442f1500b49a",
+   "metadata": {},
+   "source": [
+    "<a name='s1-6'></a>\n",
+    "## Save to Parquet Format ##\n",
+    "After processing the data, we persist it for later use. [Apache Parquet](https://parquet.apache.org/) is a columnar binary format and has become the de-facto standard for the storage of large volumes of tabular data. Converting to Parquet file format is important and csv files should generally be avoided in data products. While the csv file format is convenient and human-readable, importing csv files requires reading and parsing entire records, which can be a bottleneck. In fact, many developers will start their analysis by first converting csv files to the Parquet file format. There are many reasons to use Parquet format for analytics: \n",
+    "* The columnar nature of Parquet files allows for column pruning, which often yields big query performance gains. \n",
+    "* It uses metadata to store the schema and supports more advanced data types such as categorical, datetimes, and more. This means that importing data would not require schema inference or manual schema specification. \n",
+    "* It captures metadata related to row-group level statistics for each column. This enables predicate pushdown filtering, which is a form of query pushdown that allows computations to happen at the “database layer” instead of the “execution engine layer”. In this case, the database layer is Parquet files in a filesystem, and the execution engine is Dask. \n",
+    "* It supports flexible compression options, making it more compact to store and more portable than a database. \n",
+    "\n",
+    "We will use `.to_parquet(path)`[[doc]](https://docs.dask.org/en/stable/generated/dask.dataframe.to_parquet.html#dask-dataframe-to-parquet) to write to Parquet files. By default, files will be created in the specified output directory using the convention `part.0.parquet`, `part.1.parquet`, `part.2.parquet`, ... and so on for each partition in the DataFrame. This can be changed using the `name_function` parameter. Ouputting multiple files lets Dask write to multiple files in parallel, which is faster than writing to a single file. \n",
+    "\n",
+    "<p><img src='images/parquet.png' width=240></p>\n",
+    "\n",
+    "When working with large datasets, decoding and encoding is often an expensive task. This challenge tends to compound as the data size grows. A common pattern in data science is to subset the dataset by columns, row slices, or both. Moving these filtering operations to the read phase of the workflow can: 1) reduce I/O time, and 2) reduce the amount of memory required, which is important for GPUs where memory can be a limiting factor. Parquet file format enables filtered reading through **column pruning** and **statistic-based predicate filtering** to skip portions of the data that are irrelevant to the problem. Below are some tips for writing Parquet files: \n",
+    "* When writing data, sorting the data by the columns that expect the most filters to be applied or columns with the highest cardinality can lead to meaningful performance benefits. The metadata calculated for each row group will enable predicate pushdown filters to the fullest extent. \n",
+    "* Writing Parquet format, which requires reprocessing entire data sets, can be expensive. The format works remarkably well for read-intensive applications and low latency data storage and retrieval. \n",
+    "* Partitions in Dask DataFrame can write out files in parallel, so multiple Parquet files are written simultaneously.\n",
+    "\n",
+    "Below we write the data into Parquet format, after sorting by the county. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "35007914-f7af-4083-a42a-fc02048c7ec4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "senior_df=senior_df.sort_values('county')\n",
+    "\n",
+    "senior_df.to_parquet('senior_df.parquet', index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "7e82b557-a2c2-4a42-96d0-35174370aaee",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'status': 'ok', 'restart': True}"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DO NOT CHANGE THIS CELL\n",
+    "import IPython\n",
+    "app = IPython.Application.instance()\n",
+    "app.kernel.do_shutdown(True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2a3438a6-02d8-4ea0-824f-08c4bcac1063",
+   "metadata": {},
+   "source": [
+    "### Reading from Parquet ###\n",
+    "Querying data in Parquet format can be significantly more performant, especially as the size of the data increases. \n",
+    "\n",
+    "Below we read from both the csv format and Parquet format for comparison. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "11c2aab8-3f67-4a57-8eaa-b5d4b224a7b0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%load_ext cudf.pandas\n",
+    "import pandas as pd\n",
+    "import time"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "3876ba06-ef43-4849-8a16-58ee2f3a8423",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                             Total time elapsed: 0.245 seconds                                     </span>\n",
+       "<span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                                           Stats                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃<span style=\"font-weight: bold\"> Line no. </span>┃<span style=\"font-weight: bold\"> Line                                                                     </span>┃<span style=\"font-weight: bold\"> GPU TIME(s) </span>┃<span style=\"font-weight: bold\"> CPU TIME(s) </span>┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 2        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    sel</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">[(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'county'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'='</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'BLACKPOOL'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)]</span><span style=\"background-color: #272822\">                                  </span> │             │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 3        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    parquet_df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">pd</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">read_parquet(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'senior_df.parquet'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, columns</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">[</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'age'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'se…</span> │ 0.046496972 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 4        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    parquet_df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">parquet_df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">loc[parquet_df[</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'county'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">]</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">==</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'BLACKPOOL'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">]</span><span style=\"background-color: #272822\">        </span> │ 0.014774265 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "└──────────┴──────────────────────────────────────────────────────────────────────────┴─────────────┴─────────────┘\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "\u001b[3m                                             Total time elapsed: 0.245 seconds                                     \u001b[0m\n",
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "\u001b[3m                                                           Stats                                                   \u001b[0m\n",
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃\u001b[1m \u001b[0m\u001b[1mLine no.\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mLine                                                                    \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mGPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mCPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 2        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34msel\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mcounty\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m=\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mBLACKPOOL\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[48;2;39;40;34m                                  \u001b[0m │             │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 3        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mparquet_df\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mpd\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mread_parquet\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34msenior_df.parquet\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mcolumns\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mage\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mse…\u001b[0m │ 0.046496972 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 4        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mparquet_df\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mparquet_df\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mloc\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mparquet_df\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mcounty\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m==\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mBLACKPOOL\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[48;2;39;40;34m        \u001b[0m │ 0.014774265 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "└──────────┴──────────────────────────────────────────────────────────────────────────┴─────────────┴─────────────┘\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%%cudf.pandas.line_profile\n",
+    "\n",
+    "sel=[('county', '=', 'BLACKPOOL')]\n",
+    "parquet_df=pd.read_parquet('senior_df.parquet', columns=['age', 'sex', 'county', 'lat', 'long', 'name', 'R'], filters=sel)\n",
+    "parquet_df=parquet_df.loc[parquet_df['county']=='BLACKPOOL']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "9c67aaf7-4dda-4bf5-9205-fd097d567ea4",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['BLACKPOOL'], dtype=object)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "parquet_df['county'].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "61a225a7-3106-48a3-b100-24c829a6089c",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                             Total time elapsed: 0.697 seconds                                     </span>\n",
+       "<span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                                           Stats                                                   </span>\n",
+       "<span style=\"font-style: italic\">                                                                                                                   </span>\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃<span style=\"font-weight: bold\"> Line no. </span>┃<span style=\"font-weight: bold\"> Line                                                                     </span>┃<span style=\"font-weight: bold\"> GPU TIME(s) </span>┃<span style=\"font-weight: bold\"> CPU TIME(s) </span>┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 2        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">pd</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">read_csv(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'./senior_df.csv'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, usecols</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">[</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'age'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'sex'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'county'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">…</span> │ 0.535917163 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "│ 3        │ <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">df</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">loc[df[</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'county'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">]</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">==</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'BLACKPOOL'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">]</span><span style=\"background-color: #272822\">                                </span> │ 0.017859971 │             │\n",
+       "│          │ <span style=\"background-color: #272822\">                                                                        </span> │             │             │\n",
+       "└──────────┴──────────────────────────────────────────────────────────────────────────┴─────────────┴─────────────┘\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "\u001b[3m                                             Total time elapsed: 0.697 seconds                                     \u001b[0m\n",
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "\u001b[3m                                                           Stats                                                   \u001b[0m\n",
+       "\u001b[3m                                                                                                                   \u001b[0m\n",
+       "┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
+       "┃\u001b[1m \u001b[0m\u001b[1mLine no.\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mLine                                                                    \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mGPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mCPU TIME(s)\u001b[0m\u001b[1m \u001b[0m┃\n",
+       "┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
+       "│ 2        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdf\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mpd\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mread_csv\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m./senior_df.csv\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34musecols\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mage\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34msex\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mcounty\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m…\u001b[0m │ 0.535917163 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "│ 3        │ \u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdf\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdf\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mloc\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mdf\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mcounty\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m==\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mBLACKPOOL\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[48;2;39;40;34m                                \u001b[0m │ 0.017859971 │             │\n",
+       "│          │ \u001b[48;2;39;40;34m                                                                        \u001b[0m │             │             │\n",
+       "└──────────┴──────────────────────────────────────────────────────────────────────────┴─────────────┴─────────────┘\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%%cudf.pandas.line_profile\n",
+    "\n",
+    "df=pd.read_csv('./senior_df.csv', usecols=['age', 'sex', 'county', 'lat', 'long', 'name', 'R'])\n",
+    "df=df.loc[df['county']=='BLACKPOOL']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "b1b5fff0-ccfa-47fe-b821-d68c5858f844",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['BLACKPOOL'], dtype=object)"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['county'].unique()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8cdf4ff5-c182-41e5-b17d-3c0cd02dd9d5",
+   "metadata": {},
+   "source": [
+    "## Accelerated ETL for Downstream Tasks ##\n",
+    "Accelerating the ETL process is important for data science as it provides the below benefits: \n",
+    "* **Timely insights**: Faster ETL allows for more up-to-date data analysis, enabling data scientists to work with the most current information.\n",
+    "* **Increased productivity**: Reduced processing time means data scientists can spend more time on analysis and model development rather than waiting for data to be ready.\n",
+    "* **Handling larger datasets**: Accelerated ETL processes can manage larger volumes of data more efficiently.\n",
+    "* **Cost efficiency**: Accelerated ETL can reduce computational resources and time, leading to lower infrastructure costs.\n",
+    "\n",
+    "<p><img src='images/etl.png' width=720></p>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5105158c-ce64-4b8c-9ee7-6d5d684ea5cf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import IPython\n",
+    "app = IPython.Application.instance()\n",
+    "app.kernel.do_shutdown(True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c88554b0-23c6-4316-912e-f962b4c97456",
+   "metadata": {},
+   "source": [
+    "**Well Done!** Let's move to the [next notebook](1-08_dask-cudf.ipynb). "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "391f35d9-6768-4bf3-8d96-b706351c2ad6",
+   "metadata": {},
+   "source": [
+    "<img src=\"./images/DLI_Header.png\" width=400/>"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.15"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/ds/25-1/2/1-08_cudf-polars.ipynb b/ds/25-1/2/1-08_cudf-polars.ipynb
new file mode 100644
index 0000000..48d81a2
--- /dev/null
+++ b/ds/25-1/2/1-08_cudf-polars.ipynb
@@ -0,0 +1,1220 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "734557aa-90fb-468f-9ed0-0e6f295bb9eb",
+   "metadata": {},
+   "source": [
+    "<img src=\"./images/DLI_Header.png\" width=400/>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6dbb572c-1291-4011-9ed4-120eb2ec7b29",
+   "metadata": {},
+   "source": [
+    "# Fundamentals of Accelerated Data Science # "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "377ba9f0-0acc-4574-9a43-c475cfd52dd5",
+   "metadata": {},
+   "source": [
+    "## 08 - Introduction to cuDF Polars  ##\n",
+    "\n",
+    "**Table of Contents**\n",
+    "<br>\n",
+    "This notebook briefly introduces Polars and covers the new GPU engine. This notebook covers the below sections: \n",
+    "1. [Introduction to Polars](#Introduction-to-Polars)\n",
+    "    * [Installation](#Installation)\n",
+    "    * [Creating a DataFrame](#Creating-a-DataFrame)\n",
+    "    * [Running Basic Operations](#Running-Basic-Operations)\n",
+    "    * [Pandas Comparison](#Pandas-Comparison)\n",
+    "    * [cuDF Pandas Comparison](#cuDF-Pandas-Comparison)\n",
+    "2. [Basic Polars Operations](#Basic-Polars-Operations)\n",
+    "    * [Polars Eager Execution API Reference](#Polars-Eager-Execution-API-Reference)\n",
+    "    * [Exercise #1 - Load Data](#Exercise-#1---Load-Data)\n",
+    "    * [Exercise #2 - Calculate Average Age of Population](#Exercise-#2---Calculate-Average-Age-of-Population)\n",
+    "    * [Exercise #3 - Group By and Aggregation](#Exercise-#3---Group-By-and-Aggregation)\n",
+    "    * [Exercise #4 - Gender Distribution](#Exercise-#4---Gender-Distribution)\n",
+    "4. [Lazy Execution](#Lazy-Execution)\n",
+    "    * [Polars Lazy Execution API Reference](#Polars-Lazy-Execution-API-Reference)\n",
+    "    * [Execution Graph](#Execution-Graph)\n",
+    "    * [Exercise #5 - Creating a Lazy Dataframe](#Exercise-#5---Creating-a-Lazy-Dataframe)\n",
+    "    * [Exercise #6 - Query Creation](#Exercise-#6---Query-Creation)\n",
+    "5. [cuDF Polars](#cuDF-Polars)\n",
+    "    * [Accelerate Previous Code](#Accelerate-Previous-Code)\n",
+    "    * [Verify Results Across Engines](#Verify-Results-Across-Engines)\n",
+    "    * [Fallback](#Fallback)\n",
+    "    * [Exercise #7 - Enable GPU Engine](#Exercise-#7---Enable-GPU-Engine)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e7dd978a-a785-4b67-822e-048d56e231e2",
+   "metadata": {},
+   "source": [
+    "## Introduction to Polars ##\n",
+    "Polars is a data analysis and manipulation library that is designed for large data processing (10-100GB) on a single GPU and is known for its speed and memory efficiency. While Pandas makes use of eager execution, Polars additionally has the capability for lazy execution through the built-in query optimizer and makes use of zero-copy optimization techniques. Due to these improvements, Polars typically performs common operations 5-10x faster than Pandas, and requires 2-4 times less RAM. NVIDIA brings hardware acceleration to Polars through a new GPU engine named cuDF Polars, which is available as a pip install."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a2187687-9a53-44f9-ba55-ba9e1081cac6",
+   "metadata": {},
+   "source": [
+    "### Creating a DataFrame ###\n",
+    "Now let's see how the syntax looks! We will create a dataframe to use within Polars."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "be96aa2e-f1fc-4521-bf11-89505a2981ac",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Time Taken: 0.7802 seconds\n"
+     ]
+    }
+   ],
+   "source": [
+    "import polars as pl\n",
+    "import time\n",
+    "\n",
+    "start_time = time.time()\n",
+    "\n",
+    "polars_df = pl.read_csv('./data/uk_pop.csv')\n",
+    "\n",
+    "polars_time = time.time() - start_time\n",
+    "\n",
+    "print(f\"Time Taken: {polars_time:.4f} seconds\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "90dedd84-0792-4a54-9380-4b3a020bccd1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div><style>\n",
+       ".dataframe > thead > tr,\n",
+       ".dataframe > tbody > tr {\n",
+       "  text-align: right;\n",
+       "  white-space: pre-wrap;\n",
+       "}\n",
+       "</style>\n",
+       "<small>shape: (5, 6)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>age</th><th>sex</th><th>county</th><th>lat</th><th>long</th><th>name</th></tr><tr><td>i64</td><td>str</td><td>str</td><td>f64</td><td>f64</td><td>str</td></tr></thead><tbody><tr><td>0</td><td>&quot;m&quot;</td><td>&quot;DARLINGTON&quot;</td><td>54.533644</td><td>-1.524401</td><td>&quot;FRANCIS&quot;</td></tr><tr><td>0</td><td>&quot;m&quot;</td><td>&quot;DARLINGTON&quot;</td><td>54.426256</td><td>-1.465314</td><td>&quot;EDWARD&quot;</td></tr><tr><td>0</td><td>&quot;m&quot;</td><td>&quot;DARLINGTON&quot;</td><td>54.5552</td><td>-1.496417</td><td>&quot;TEDDY&quot;</td></tr><tr><td>0</td><td>&quot;m&quot;</td><td>&quot;DARLINGTON&quot;</td><td>54.547906</td><td>-1.572341</td><td>&quot;ANGUS&quot;</td></tr><tr><td>0</td><td>&quot;m&quot;</td><td>&quot;DARLINGTON&quot;</td><td>54.477639</td><td>-1.605995</td><td>&quot;CHARLIE&quot;</td></tr></tbody></table></div>"
+      ],
+      "text/plain": [
+       "shape: (5, 6)\n",
+       "┌─────┬─────┬────────────┬───────────┬───────────┬─────────┐\n",
+       "│ age ┆ sex ┆ county     ┆ lat       ┆ long      ┆ name    │\n",
+       "│ --- ┆ --- ┆ ---        ┆ ---       ┆ ---       ┆ ---     │\n",
+       "│ i64 ┆ str ┆ str        ┆ f64       ┆ f64       ┆ str     │\n",
+       "╞═════╪═════╪════════════╪═══════════╪═══════════╪═════════╡\n",
+       "│ 0   ┆ m   ┆ DARLINGTON ┆ 54.533644 ┆ -1.524401 ┆ FRANCIS │\n",
+       "│ 0   ┆ m   ┆ DARLINGTON ┆ 54.426256 ┆ -1.465314 ┆ EDWARD  │\n",
+       "│ 0   ┆ m   ┆ DARLINGTON ┆ 54.5552   ┆ -1.496417 ┆ TEDDY   │\n",
+       "│ 0   ┆ m   ┆ DARLINGTON ┆ 54.547906 ┆ -1.572341 ┆ ANGUS   │\n",
+       "│ 0   ┆ m   ┆ DARLINGTON ┆ 54.477639 ┆ -1.605995 ┆ CHARLIE │\n",
+       "└─────┴─────┴────────────┴───────────┴───────────┴─────────┘"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "polars_df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "12c66adc-5ac0-49a1-95fe-dc78fbb3950a",
+   "metadata": {},
+   "source": [
+    "### Running Basic Operations ###\n",
+    "That was simple- now let's try running a few operations on the dataset! We will be loading the dataset again for a fair comparison with Pandas later."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "7fc2280f-a89c-42dd-befc-39ffce2f01ec",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "shape: (5, 6)\n",
+      "┌─────┬─────┬──────────────────────────┬───────────┬───────────┬───────┐\n",
+      "│ age ┆ sex ┆ county                   ┆ lat       ┆ long      ┆ name  │\n",
+      "│ --- ┆ --- ┆ ---                      ┆ ---       ┆ ---       ┆ ---   │\n",
+      "│ i64 ┆ str ┆ str                      ┆ f64       ┆ f64       ┆ str   │\n",
+      "╞═════╪═════╪══════════════════════════╪═══════════╪═══════════╪═══════╡\n",
+      "│ 1   ┆ f   ┆ EAST RIDING OF YORKSHIRE ┆ 53.737344 ┆ -0.638535 ┆ ZYRAH │\n",
+      "│ 1   ┆ f   ┆ SHEFFIELD                ┆ 53.35529  ┆ -1.669447 ┆ ZYRAH │\n",
+      "│ 1   ┆ f   ┆ LINCOLNSHIRE             ┆ 53.164176 ┆ 0.015812  ┆ ZYRAH │\n",
+      "│ 1   ┆ f   ┆ WORCESTERSHIRE           ┆ 52.258629 ┆ -2.31696  ┆ ZYRAH │\n",
+      "│ 1   ┆ f   ┆ HERTFORDSHIRE            ┆ 51.731816 ┆ -0.377476 ┆ ZYRAH │\n",
+      "└─────┴─────┴──────────────────────────┴───────────┴───────────┴───────┘\n",
+      "Time Taken: 6.6280 seconds\n"
+     ]
+    }
+   ],
+   "source": [
+    "start_time = time.time()\n",
+    "\n",
+    "#load data\n",
+    "polars_df = pl.read_csv('./data/uk_pop.csv')\n",
+    "\n",
+    "# Filter for ages above 0\n",
+    "filtered_df = polars_df.filter(pl.col('age') > 0.0)\n",
+    "\n",
+    "#Sort by name\n",
+    "sorted_df = filtered_df.sort('name', descending=True)\n",
+    "\n",
+    "print(sorted_df.head())\n",
+    "polars_time = time.time() - start_time\n",
+    "print(f\"Time Taken: {polars_time:.4f} seconds\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bf06893b-a772-4c15-a867-e4cf6aa0984b",
+   "metadata": {},
+   "source": [
+    "### Pandas Comparison ###\n",
+    "Let's see how long this would've taken in Pandas."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "99468ce0-ecb1-4da2-9e96-44c41c73605a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Time Taken: 148.7865 seconds\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import time\n",
+    "start_time = time.time()\n",
+    "pandas_df = pd.read_csv('./data/uk_pop.csv')\n",
+    "\n",
+    "filtered_df = pandas_df[pandas_df['age'] > 0.0]\n",
+    "\n",
+    "sorted_df = filtered_df.sort_values(by=['name'], ascending=False)\n",
+    "\n",
+    "pandas_time = time.time() - start_time\n",
+    "print(f\"Time Taken: {pandas_time:.4f} seconds\\n\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d5f25cae-1ee8-462e-a487-68af7d9004ce",
+   "metadata": {},
+   "source": [
+    "### cuDF Pandas Comparison ###\n",
+    "Wow! That took quite some time to execute. Let's see if we can run it faster with cuDF Pandas."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "23484488-4d35-4359-804d-80bb60463d2e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Activate cuDF Pandas\n",
+    "%load_ext cudf.pandas\n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "714b14dd-0ebd-4814-a341-75cbf8e44fd5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Time Taken for cuDF Pandas: 5.0425 seconds\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import time\n",
+    "start_time = time.time()\n",
+    "pandas_df = pd.read_csv('./data/uk_pop.csv')\n",
+    "\n",
+    "filtered_df = pandas_df[pandas_df['age'] > 0.0]\n",
+    "\n",
+    "sorted_df = filtered_df.sort_values(by=['name'], ascending=False)\n",
+    "\n",
+    "pandas_time = time.time() - start_time\n",
+    "print(f\"Time Taken for cuDF Pandas: {pandas_time:.4f} seconds\\n\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d9a3692e-fe36-4bb2-bf1d-84ce5d4834f7",
+   "metadata": {},
+   "source": [
+    "**Note**: Even with cuDF Pandas, we sometimes notice that the performance can be slower than Polars."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dd499b82-9b82-472b-934c-5d7e34743458",
+   "metadata": {},
+   "source": [
+    "## Basic Polars Operations ##\n",
+    "Please refer to the following API reference guide to complete the exercises below.\n",
+    "\n",
+    "1. Load data\n",
+    "2. Calculate average age of population\n",
+    "3. Group By and Aggregation\n",
+    "4. Gender Distribution"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b3972070-b02e-4870-90c2-bcae0c43f82e",
+   "metadata": {
+    "jp-MarkdownHeadingCollapsed": true
+   },
+   "source": [
+    "### Polars Eager Execution API Reference ###\n",
+    "\n",
+    "**DataFrame**\n",
+    "\n",
+    "The main data structure for eager execution in Polars.\n",
+    "\n",
+    "- `pl.DataFrame(data)`: Create a DataFrame from data\n",
+    "- `pl.read_csv(file)`: Read CSV file into DataFrame\n",
+    "- `pl.read_parquet(file)`: Read Parquet file into DataFrame\n",
+    "\n",
+    "**Key Methods**\n",
+    "\n",
+    "- `filter(mask)`: Filter rows based on a boolean mask\n",
+    "- `select(columns)`: Select specific columns\n",
+    "- `with_columns(expressions)`: Add or modify columns\n",
+    "- `group_by(columns)`: Group by specified columns\n",
+    "- `agg(aggregations)`: Perform aggregations on grouped data\n",
+    "- `sort(columns)`: Sort the data by specified columns\n",
+    "- `join(other, on)`: Join with another DataFrame\n",
+    "\n",
+    "**Expressions**\n",
+    "\n",
+    "Used to define operations on columns:\n",
+    "\n",
+    "- `pl.col(\"column\")`: Reference a column\n",
+    "- `pl.lit(value)`: Create a literal value\n",
+    "- `pl.when(predicate).then(value).otherwise(other)`: Conditional expression\n",
+    "\n",
+    "**Series Operations**\n",
+    "\n",
+    "- `series.sum()`: Calculate sum of series\n",
+    "- `series.mean()`: Calculate mean of series\n",
+    "- `series.max()`: Find maximum value in series\n",
+    "- `series.min()`: Find minimum value in series\n",
+    "- `series.sort()`: Sort series values\n",
+    "\n",
+    "**Data Types**\n",
+    "\n",
+    "- `pl.Int64`: 64-bit integer\n",
+    "- `pl.Float64`: 64-bit float\n",
+    "- `pl.Utf8`: String\n",
+    "- `pl.Boolean`: Boolean\n",
+    "- `pl.Date`: Date\n",
+    "\n",
+    "**Utilities**\n",
+    "\n",
+    "- `pl.concat([df1, df2])`: Concatenate DataFrames\n",
+    "- `df.describe()`: Generate summary statistics\n",
+    "- `df.to_csv(file)`: Write DataFrame to CSV\n",
+    "- `df.to_parquet(file)`: Write DataFrame to Parquet\n",
+    "\n",
+    "The eager API executes operations immediately, providing direct access to results. It's suitable for interactive data exploration and smaller datasets."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d87e5c16-46df-4a5b-8454-64fc7bb761a4",
+   "metadata": {},
+   "source": [
+    "### Exercise #1 - Load Data ###\n",
+    "Load the csv file into a Dataframe using Polars."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "e138575b-8817-44e0-981c-128b07d6bf8f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import polars as pl\n",
+    "my_df = pl.read_csv('./data/uk_pop.csv')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "51b230dd-7c17-46fb-be96-1dd11dfbf90d",
+   "metadata": {},
+   "source": [
+    "### Exercise #2 - Calculate Average Age of Population ###\n",
+    "Now, filter for individuals aged 65 and above, and sort by ascending age."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "d22e37d3-a0c0-4b05-891a-c74086a79e59",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div><style>\n",
+       ".dataframe > thead > tr,\n",
+       ".dataframe > tbody > tr {\n",
+       "  text-align: right;\n",
+       "  white-space: pre-wrap;\n",
+       "}\n",
+       "</style>\n",
+       "<small>shape: (5, 6)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>age</th><th>sex</th><th>county</th><th>lat</th><th>long</th><th>name</th></tr><tr><td>i64</td><td>str</td><td>str</td><td>f64</td><td>f64</td><td>str</td></tr></thead><tbody><tr><td>0</td><td>&quot;m&quot;</td><td>&quot;DARLINGTON&quot;</td><td>54.533644</td><td>-1.524401</td><td>&quot;FRANCIS&quot;</td></tr><tr><td>0</td><td>&quot;m&quot;</td><td>&quot;DARLINGTON&quot;</td><td>54.426256</td><td>-1.465314</td><td>&quot;EDWARD&quot;</td></tr><tr><td>0</td><td>&quot;m&quot;</td><td>&quot;DARLINGTON&quot;</td><td>54.5552</td><td>-1.496417</td><td>&quot;TEDDY&quot;</td></tr><tr><td>0</td><td>&quot;m&quot;</td><td>&quot;DARLINGTON&quot;</td><td>54.547906</td><td>-1.572341</td><td>&quot;ANGUS&quot;</td></tr><tr><td>0</td><td>&quot;m&quot;</td><td>&quot;DARLINGTON&quot;</td><td>54.477639</td><td>-1.605995</td><td>&quot;CHARLIE&quot;</td></tr></tbody></table></div>"
+      ],
+      "text/plain": [
+       "shape: (5, 6)\n",
+       "┌─────┬─────┬────────────┬───────────┬───────────┬─────────┐\n",
+       "│ age ┆ sex ┆ county     ┆ lat       ┆ long      ┆ name    │\n",
+       "│ --- ┆ --- ┆ ---        ┆ ---       ┆ ---       ┆ ---     │\n",
+       "│ i64 ┆ str ┆ str        ┆ f64       ┆ f64       ┆ str     │\n",
+       "╞═════╪═════╪════════════╪═══════════╪═══════════╪═════════╡\n",
+       "│ 0   ┆ m   ┆ DARLINGTON ┆ 54.533644 ┆ -1.524401 ┆ FRANCIS │\n",
+       "│ 0   ┆ m   ┆ DARLINGTON ┆ 54.426256 ┆ -1.465314 ┆ EDWARD  │\n",
+       "│ 0   ┆ m   ┆ DARLINGTON ┆ 54.5552   ┆ -1.496417 ┆ TEDDY   │\n",
+       "│ 0   ┆ m   ┆ DARLINGTON ┆ 54.547906 ┆ -1.572341 ┆ ANGUS   │\n",
+       "│ 0   ┆ m   ┆ DARLINGTON ┆ 54.477639 ┆ -1.605995 ┆ CHARLIE │\n",
+       "└─────┴─────┴────────────┴───────────┴───────────┴─────────┘"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "my_df = my_df.filter(pl.col('age') <= 65)\n",
+    "my_df = my_df.sort('age', descending=False)\n",
+    "my_df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2af1bb9b-91bc-4665-a371-699b66067cd2",
+   "metadata": {},
+   "source": [
+    "### Exercise #3 - Group By and Aggregation ###\n",
+    "Next, group by county and calculate the total population and average age."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "191a03a2-f420-4669-96ed-ddb290ce09f7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div><style>\n",
+       ".dataframe > thead > tr,\n",
+       ".dataframe > tbody > tr {\n",
+       "  text-align: right;\n",
+       "  white-space: pre-wrap;\n",
+       "}\n",
+       "</style>\n",
+       "<small>shape: (5, 3)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>county</th><th>population</th><th>average age</th></tr><tr><td>str</td><td>u32</td><td>f64</td></tr></thead><tbody><tr><td>&quot;KENT&quot;</td><td>1270991</td><td>33.024753</td></tr><tr><td>&quot;ESSEX&quot;</td><td>1190726</td><td>33.357306</td></tr><tr><td>&quot;HAMPSHIRE&quot;</td><td>1096290</td><td>33.899235</td></tr><tr><td>&quot;BIRMINGHAM&quot;</td><td>1002376</td><td>29.690752</td></tr><tr><td>&quot;HERTFORDSHIRE&quot;</td><td>994042</td><td>32.660137</td></tr></tbody></table></div>"
+      ],
+      "text/plain": [
+       "shape: (5, 3)\n",
+       "┌───────────────┬────────────┬─────────────┐\n",
+       "│ county        ┆ population ┆ average age │\n",
+       "│ ---           ┆ ---        ┆ ---         │\n",
+       "│ str           ┆ u32        ┆ f64         │\n",
+       "╞═══════════════╪════════════╪═════════════╡\n",
+       "│ KENT          ┆ 1270991    ┆ 33.024753   │\n",
+       "│ ESSEX         ┆ 1190726    ┆ 33.357306   │\n",
+       "│ HAMPSHIRE     ┆ 1096290    ┆ 33.899235   │\n",
+       "│ BIRMINGHAM    ┆ 1002376    ┆ 29.690752   │\n",
+       "│ HERTFORDSHIRE ┆ 994042     ┆ 32.660137   │\n",
+       "└───────────────┴────────────┴─────────────┘"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "by_county = my_df.group_by('county').agg([\n",
+    "    pl.len().alias('population'),\n",
+    "    pl.mean('age').alias('average age'),\n",
+    "]).sort('population', descending=True)\n",
+    "by_county.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fb6e2475-3823-43a7-b75b-460e971da230",
+   "metadata": {},
+   "source": [
+    "### Exercise #4 - Gender Distribution ###\n",
+    "Lastly, let's calculate the percentage of males to females in the sample data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "1fa57226-f174-4967-a75a-b11d9df8765f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div><style>\n",
+       ".dataframe > thead > tr,\n",
+       ".dataframe > tbody > tr {\n",
+       "  text-align: right;\n",
+       "  white-space: pre-wrap;\n",
+       "}\n",
+       "</style>\n",
+       "<small>shape: (2, 3)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>sex</th><th>len</th><th>percentage</th></tr><tr><td>str</td><td>u32</td><td>f64</td></tr></thead><tbody><tr><td>&quot;f&quot;</td><td>24076377</td><td>49.763676</td></tr><tr><td>&quot;m&quot;</td><td>24305051</td><td>50.236324</td></tr></tbody></table></div>"
+      ],
+      "text/plain": [
+       "shape: (2, 3)\n",
+       "┌─────┬──────────┬────────────┐\n",
+       "│ sex ┆ len      ┆ percentage │\n",
+       "│ --- ┆ ---      ┆ ---        │\n",
+       "│ str ┆ u32      ┆ f64        │\n",
+       "╞═════╪══════════╪════════════╡\n",
+       "│ f   ┆ 24076377 ┆ 49.763676  │\n",
+       "│ m   ┆ 24305051 ┆ 50.236324  │\n",
+       "└─────┴──────────┴────────────┘"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "by_sex = my_df\\\n",
+    "    .group_by('sex')\\\n",
+    "    .agg(pl.len())\\\n",
+    "    .with_columns((pl.col('len') / my_df.shape[0] * 100).alias('percentage'))\n",
+    "by_sex.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3b44f79a-a542-492d-ae01-b1ee6f9203dc",
+   "metadata": {},
+   "source": [
+    "## Lazy Execution ##\n",
+    "Polars utilizes a technique called lazy execution to perform operations. Unlike eager execution, where operations are performed immediately, Polars defines and stores operations in a computational graph that isn't executed until explicitly required. This allows Polars to optimize the sequence of operations to minimize computation overhead and apply optimization techniques such as: applying filters early (predicate pushdown), selecting only necessary columns (projection pushdown), and executing operations in parallel. To make use of lazy execution in polars, a \"LazyFrame\" data structure is used.\n",
+    "\n",
+    "Now, lets run the same operations with lazy execution and visualize the graph!"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0a709c71-6fae-4eca-8236-853e3d97e12a",
+   "metadata": {},
+   "source": [
+    "### Polars Lazy Execution API Reference ###\n",
+    "\n",
+    "**LazyFrame**\n",
+    "\n",
+    "The main entry point for lazy execution in Polars. Created from a DataFrame or data source.\n",
+    "\n",
+    "- `pl.LazyFrame(data)`: Create a LazyFrame from data.\n",
+    "- `df.lazy()`: Convert a DataFrame to LazyFrame.\n",
+    "\n",
+    "**Key Methods**\n",
+    "\n",
+    "- `filter(predicate)`: Filter rows based on a condition.\n",
+    "- `select(columns)`: Select specific columns.\n",
+    "- `with_columns(expressions)`: Add or modify columns.\n",
+    "- `group_by(columns)`: Group by specified columns.\n",
+    "- `agg(aggregations)`: Perform aggregations on grouped data.\n",
+    "- `sort(columns)`: Sort the data by specified columns.\n",
+    "- `join(other, on)`: Join with another LazyFrame.\n",
+    "- `collect()`: Execute the lazy query and return a DataFrame.\n",
+    "\n",
+    "**Expressions**\n",
+    "\n",
+    "Used to define operations on columns:\n",
+    "\n",
+    "- `pl.col(\"column\")`: Reference a column.\n",
+    "- `pl.lit(value)`: Create a literal value.\n",
+    "- `pl.when(predicate).then(value).otherwise(other)`: Define a conditional expression.\n",
+    "\n",
+    "**Execution**\n",
+    "\n",
+    "- `collect()`: Execute and return a DataFrame.\n",
+    "- `fetch(n)`: Execute and return the first n rows.\n",
+    "- `describe_plan()`: Show the query plan for optimization insights.\n",
+    "- `explain()`: Explain the query execution process.\n",
+    "\n",
+    "**Optimization**\n",
+    "\n",
+    "- `cache()`: Cache intermediate results for faster access.\n",
+    "- `optimize()`: Apply query optimizations to improve performance.\n",
+    "\n",
+    "The lazy API allows building complex queries that are optimized before execution, enabling better performance for large datasets."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "f183fa43-99e2-45dc-930c-44fee40d9135",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "shape: (5, 6)\n",
+      "┌─────┬─────┬──────────────────────────┬───────────┬───────────┬───────┐\n",
+      "│ age ┆ sex ┆ county                   ┆ lat       ┆ long      ┆ name  │\n",
+      "│ --- ┆ --- ┆ ---                      ┆ ---       ┆ ---       ┆ ---   │\n",
+      "│ i64 ┆ str ┆ str                      ┆ f64       ┆ f64       ┆ str   │\n",
+      "╞═════╪═════╪══════════════════════════╪═══════════╪═══════════╪═══════╡\n",
+      "│ 1   ┆ f   ┆ EAST RIDING OF YORKSHIRE ┆ 53.737344 ┆ -0.638535 ┆ ZYRAH │\n",
+      "│ 1   ┆ f   ┆ SHEFFIELD                ┆ 53.35529  ┆ -1.669447 ┆ ZYRAH │\n",
+      "│ 1   ┆ f   ┆ LINCOLNSHIRE             ┆ 53.164176 ┆ 0.015812  ┆ ZYRAH │\n",
+      "│ 1   ┆ f   ┆ WORCESTERSHIRE           ┆ 52.258629 ┆ -2.31696  ┆ ZYRAH │\n",
+      "│ 1   ┆ f   ┆ HERTFORDSHIRE            ┆ 51.731816 ┆ -0.377476 ┆ ZYRAH │\n",
+      "└─────┴─────┴──────────────────────────┴───────────┴───────────┴───────┘\n",
+      "Time Taken: 6.8741 seconds\n"
+     ]
+    }
+   ],
+   "source": [
+    "import polars as pl\n",
+    "import time\n",
+    "\n",
+    "start_time = time.time()\n",
+    "\n",
+    "# Create a lazy DataFrame\n",
+    "lazy_df = pl.scan_csv('./data/uk_pop.csv')\n",
+    "\n",
+    "# Define the lazy operations\n",
+    "lazy_result = (\n",
+    "    lazy_df\n",
+    "    .filter(pl.col('age') > 0.0)\n",
+    "    .sort('name', descending=True)\n",
+    ")\n",
+    "\n",
+    "# Execute the lazy query and collect the results\n",
+    "result = lazy_result.collect()\n",
+    "\n",
+    "print(result.head())\n",
+    "polars_time = time.time() - start_time\n",
+    "print(f\"Time Taken: {polars_time:.4f} seconds\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0ae1e01f-da85-453f-a708-37afca4753f6",
+   "metadata": {},
+   "source": [
+    "### Execution Graph ###"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4affd1a7-80b2-4f9b-88d8-26a7008f6dc9",
+   "metadata": {},
+   "source": [
+    "Let's see how the unoptimized execution graph looks."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "d43e9843-ef8e-48aa-b49c-482454d6e93f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"481pt\" height=\"190pt\" viewBox=\"0.00 0.00 481.00 190.00\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 186)\">\n",
+       "<title>polars_query</title>\n",
+       "<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-186 477,-186 477,4 -4,4\"/>\n",
+       "<!-- p1 -->\n",
+       "<g id=\"node1\" class=\"node\">\n",
+       "<title>p1</title>\n",
+       "<polygon fill=\"none\" stroke=\"black\" points=\"326,-182 147,-182 147,-146 326,-146 326,-182\"/>\n",
+       "<text text-anchor=\"middle\" x=\"236.5\" y=\"-160.3\" font-family=\"Times,serif\" font-size=\"14.00\">SORT BY [col(&quot;name&quot;)]</text>\n",
+       "</g>\n",
+       "<!-- p2 -->\n",
+       "<g id=\"node2\" class=\"node\">\n",
+       "<title>p2</title>\n",
+       "<polygon fill=\"none\" stroke=\"black\" points=\"473,-110 0,-110 0,-74 473,-74 473,-110\"/>\n",
+       "<text text-anchor=\"middle\" x=\"236.5\" y=\"-88.3\" font-family=\"Times,serif\" font-size=\"14.00\">FILTER BY [(col(&quot;age&quot;).cast(Unknown(Float))) &gt; (dyn float: 0.0)]</text>\n",
+       "</g>\n",
+       "<!-- p1&#45;&#45;p2 -->\n",
+       "<g id=\"edge1\" class=\"edge\">\n",
+       "<title>p1--p2</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M236.5,-145.7C236.5,-134.85 236.5,-120.92 236.5,-110.1\"/>\n",
+       "</g>\n",
+       "<!-- p3 -->\n",
+       "<g id=\"node3\" class=\"node\">\n",
+       "<title>p3</title>\n",
+       "<polygon fill=\"none\" stroke=\"black\" points=\"350,-38 123,-38 123,0 350,0 350,-38\"/>\n",
+       "<text text-anchor=\"middle\" x=\"236.5\" y=\"-22.8\" font-family=\"Times,serif\" font-size=\"14.00\">Csv SCAN [./data/uk_pop.csv]</text>\n",
+       "<text text-anchor=\"middle\" x=\"236.5\" y=\"-7.8\" font-family=\"Times,serif\" font-size=\"14.00\">π */6;</text>\n",
+       "</g>\n",
+       "<!-- p2&#45;&#45;p3 -->\n",
+       "<g id=\"edge2\" class=\"edge\">\n",
+       "<title>p2--p3</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M236.5,-73.81C236.5,-62.98 236.5,-49.01 236.5,-38.02\"/>\n",
+       "</g>\n",
+       "</g>\n",
+       "</svg>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.SVG object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Show unoptimized Graph\n",
+    "lazy_result.show_graph(optimized=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "6f5883f3-6238-4f98-970b-f06adabfb50e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"414pt\" height=\"133pt\" viewBox=\"0.00 0.00 414.00 133.00\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 129)\">\n",
+       "<title>polars_query</title>\n",
+       "<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-129 410,-129 410,4 -4,4\"/>\n",
+       "<!-- p1 -->\n",
+       "<g id=\"node1\" class=\"node\">\n",
+       "<title>p1</title>\n",
+       "<polygon fill=\"none\" stroke=\"black\" points=\"292.5,-125 113.5,-125 113.5,-89 292.5,-89 292.5,-125\"/>\n",
+       "<text text-anchor=\"middle\" x=\"203\" y=\"-103.3\" font-family=\"Times,serif\" font-size=\"14.00\">SORT BY [col(&quot;name&quot;)]</text>\n",
+       "</g>\n",
+       "<!-- p2 -->\n",
+       "<g id=\"node2\" class=\"node\">\n",
+       "<title>p2</title>\n",
+       "<polygon fill=\"none\" stroke=\"black\" points=\"406,-53 0,-53 0,0 406,0 406,-53\"/>\n",
+       "<text text-anchor=\"middle\" x=\"203\" y=\"-37.8\" font-family=\"Times,serif\" font-size=\"14.00\">Csv SCAN [./data/uk_pop.csv]</text>\n",
+       "<text text-anchor=\"middle\" x=\"203\" y=\"-22.8\" font-family=\"Times,serif\" font-size=\"14.00\">π */6;</text>\n",
+       "<text text-anchor=\"middle\" x=\"203\" y=\"-7.8\" font-family=\"Times,serif\" font-size=\"14.00\">σ [(col(&quot;age&quot;).cast(Unknown(Float))) &gt; (dyn float: 0.0)]</text>\n",
+       "</g>\n",
+       "<!-- p1&#45;&#45;p2 -->\n",
+       "<g id=\"edge1\" class=\"edge\">\n",
+       "<title>p1--p2</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M203,-88.97C203,-78.51 203,-64.9 203,-53.16\"/>\n",
+       "</g>\n",
+       "</g>\n",
+       "</svg>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.SVG object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Show optimized Graph\n",
+    "lazy_result.show_graph(optimized=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7d0f6912-9b19-4473-80d3-4223271efe26",
+   "metadata": {},
+   "source": [
+    "As we can see, during execution, Polars ran the age filter in parallel with reading the csv to save time! These type of optimizations is part of the reason why Polars is such a powerful Data Science tool."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5301bcfb-634e-4659-b413-e8279c9bc2ce",
+   "metadata": {},
+   "source": [
+    "### Exercise #5 - Creating a Lazy Dataframe ###\n",
+    "First, let's load the csv as a lazy dataframe."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "f096b49a-1395-4ddb-bf28-f6e04fb8b4f1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "reg_df = pl.read_csv('./data/uk_pop.csv')\n",
+    "#lazy_df = pl.scan_csv\n",
+    "lazy_df = reg_df.lazy()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3581e118-7902-4d04-b4b4-9887c6ff73ba",
+   "metadata": {},
+   "source": [
+    "### Exercise #6 - Query Creation ###\n",
+    "Now, let's create a query to find the 5 most common names for individuals under 30. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "1615956e-c6b5-485c-85d3-c0cf89cedbca",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div><style>\n",
+       ".dataframe > thead > tr,\n",
+       ".dataframe > tbody > tr {\n",
+       "  text-align: right;\n",
+       "  white-space: pre-wrap;\n",
+       "}\n",
+       "</style>\n",
+       "<small>shape: (5, 2)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>name</th><th>len</th></tr><tr><td>str</td><td>u32</td></tr></thead><tbody><tr><td>&quot;OLIVER&quot;</td><td>218505</td></tr><tr><td>&quot;GEORGE&quot;</td><td>174261</td></tr><tr><td>&quot;HARRY&quot;</td><td>173862</td></tr><tr><td>&quot;OLIVIA&quot;</td><td>171424</td></tr><tr><td>&quot;AMELIA&quot;</td><td>163302</td></tr></tbody></table></div>"
+      ],
+      "text/plain": [
+       "shape: (5, 2)\n",
+       "┌────────┬────────┐\n",
+       "│ name   ┆ len    │\n",
+       "│ ---    ┆ ---    │\n",
+       "│ str    ┆ u32    │\n",
+       "╞════════╪════════╡\n",
+       "│ OLIVER ┆ 218505 │\n",
+       "│ GEORGE ┆ 174261 │\n",
+       "│ HARRY  ┆ 173862 │\n",
+       "│ OLIVIA ┆ 171424 │\n",
+       "│ AMELIA ┆ 163302 │\n",
+       "└────────┴────────┘"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "most5 = lazy_df\\\n",
+    "    .filter(pl.col('age') < 30)\\\n",
+    "    .group_by('name')\\\n",
+    "    .agg(pl.len())\\\n",
+    "    .sort('len', descending=True)\\\n",
+    "    .limit(5)\n",
+    "most5.collect()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "07cf331d-0e3d-407c-9990-c7c0873565da",
+   "metadata": {},
+   "source": [
+    "## cuDF Polars ##\n",
+    "cuDF Polars is built directly into the Polars Lazy API. The only requirement is to pass engine=\"gpu\" to the collect operation. Polars also allows defining an instance of the GPU engine for greater customization!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "9c6506b1-5c96-4b43-9d53-5826b5a8a44d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "lazy_df = pl.scan_csv('./data/uk_pop.csv').collect(engine=\"gpu\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "676d16d0-9da0-48a1-a9cc-dc60bde2b223",
+   "metadata": {},
+   "source": [
+    "Now let's try defining our own engine object!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "66672414-a47d-48c4-9ad9-5329ae159765",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import polars as pl\n",
+    "import time\n",
+    "\n",
+    "gpu_engine = pl.GPUEngine(\n",
+    "    device=0, # This is the default\n",
+    "    raise_on_fail=True, # Fail loudly if we can't run on the GPU.\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "a939efd7-6c74-456b-baf0-8a2d9905956f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "lazy_df = pl.scan_csv('./data/uk_pop.csv').collect(engine=gpu_engine)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7eafdfb6-92b0-4f0e-a2ea-90a2ee8a222c",
+   "metadata": {},
+   "source": [
+    "Now that the GPU is warmed up, let's try accelerating the same code as before! Notice that we added an engine parameter to the collect call."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "52995c50-bf64-44be-a22e-ba41c778f509",
+   "metadata": {},
+   "source": [
+    "### Accelerate Previous Code ###"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "69e5074d-d15b-471a-a9dd-e1f7a52013a5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "shape: (5, 6)\n",
+      "┌─────┬─────┬──────────────────────────┬───────────┬───────────┬───────┐\n",
+      "│ age ┆ sex ┆ county                   ┆ lat       ┆ long      ┆ name  │\n",
+      "│ --- ┆ --- ┆ ---                      ┆ ---       ┆ ---       ┆ ---   │\n",
+      "│ i64 ┆ str ┆ str                      ┆ f64       ┆ f64       ┆ str   │\n",
+      "╞═════╪═════╪══════════════════════════╪═══════════╪═══════════╪═══════╡\n",
+      "│ 1   ┆ f   ┆ EAST RIDING OF YORKSHIRE ┆ 53.737344 ┆ -0.638535 ┆ ZYRAH │\n",
+      "│ 1   ┆ f   ┆ SHEFFIELD                ┆ 53.35529  ┆ -1.669447 ┆ ZYRAH │\n",
+      "│ 1   ┆ f   ┆ LINCOLNSHIRE             ┆ 53.164176 ┆ 0.015812  ┆ ZYRAH │\n",
+      "│ 1   ┆ f   ┆ WORCESTERSHIRE           ┆ 52.258629 ┆ -2.31696  ┆ ZYRAH │\n",
+      "│ 1   ┆ f   ┆ HERTFORDSHIRE            ┆ 51.731816 ┆ -0.377476 ┆ ZYRAH │\n",
+      "└─────┴─────┴──────────────────────────┴───────────┴───────────┴───────┘\n",
+      "Time Taken: 5.9919 seconds\n"
+     ]
+    }
+   ],
+   "source": [
+    "start_time = time.time()\n",
+    "\n",
+    "# Create a lazy DataFrame\n",
+    "lazy_df = pl.scan_csv('./data/uk_pop.csv')\n",
+    "\n",
+    "# Define the lazy operations\n",
+    "lazy_result = (\n",
+    "    lazy_df\n",
+    "    .filter(pl.col('age') > 0.0)\n",
+    "    .sort('name', descending=True)\n",
+    ")\n",
+    "\n",
+    "# Switch to gpu_engine\n",
+    "result = lazy_result.collect(engine=gpu_engine)\n",
+    "\n",
+    "print(result.head())\n",
+    "polars_time = time.time() - start_time\n",
+    "print(f\"Time Taken: {polars_time:.4f} seconds\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "025606e3-9d16-416b-9501-b4cf702fb317",
+   "metadata": {},
+   "source": [
+    "### Verify Results Across Engines ###\n",
+    "How do we know the results are the same with both the CPU and GPU engine? Luckily with Polars, we can execute the same query across both and compare results using the built in testing module! "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "759ad96e-6bc1-4c79-bc50-ab89430fdb42",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The test frames are equal\n"
+     ]
+    }
+   ],
+   "source": [
+    "from polars.testing import assert_frame_equal\n",
+    "\n",
+    "# Run on the CPU\n",
+    "result_cpu = lazy_result.collect()\n",
+    "\n",
+    "# Run on the GPU\n",
+    "result_gpu = lazy_result.collect(engine=\"gpu\")\n",
+    "\n",
+    "# assert both result are equal - Will error if not equal, return None otherwise\n",
+    "if (assert_frame_equal(result_gpu, result_cpu) == None):\n",
+    "    print(\"The test frames are equal\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5b4325cd-0e2d-4cae-8f71-83967708c7b9",
+   "metadata": {},
+   "source": [
+    "### Fallback ###\n",
+    "What happens when an operation isn't supported? "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "30401f1d-45ad-4365-a00f-e5e79e01412f",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "ComputeError",
+     "evalue": "'cuda' conversion failed: NotImplementedError: ('Query execution with GPU not possible: unsupported operations.\\nThe errors were:\\n- NotImplementedError: rolling mean', [NotImplementedError('rolling mean')])",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mComputeError\u001b[0m                              Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[47], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m result \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m----> 2\u001b[0m     \u001b[43mlazy_df\u001b[49m\n\u001b[1;32m      3\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mwith_columns\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpl\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcol\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mage\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrolling_mean\u001b[49m\u001b[43m(\u001b[49m\u001b[43mwindow_size\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m7\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43malias\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mage_rolling_mean\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m      4\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfilter\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpl\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcol\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mage\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m>\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0.0\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m  \u001b[49m\n\u001b[1;32m      5\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcollect\u001b[49m\u001b[43m(\u001b[49m\u001b[43mengine\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgpu_engine\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m      6\u001b[0m )\n\u001b[1;32m      7\u001b[0m \u001b[38;5;28mprint\u001b[39m(result[::\u001b[38;5;241m7\u001b[39m])\n",
+      "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/polars/lazyframe/frame.py:2029\u001b[0m, in \u001b[0;36mLazyFrame.collect\u001b[0;34m(self, type_coercion, predicate_pushdown, projection_pushdown, simplify_expression, slice_pushdown, comm_subplan_elim, comm_subexpr_elim, cluster_with_columns, collapse_joins, no_optimization, streaming, engine, background, _eager, **_kwargs)\u001b[0m\n\u001b[1;32m   2027\u001b[0m \u001b[38;5;66;03m# Only for testing purposes\u001b[39;00m\n\u001b[1;32m   2028\u001b[0m callback \u001b[38;5;241m=\u001b[39m _kwargs\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpost_opt_callback\u001b[39m\u001b[38;5;124m\"\u001b[39m, callback)\n\u001b[0;32m-> 2029\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m wrap_df(\u001b[43mldf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcollect\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcallback\u001b[49m\u001b[43m)\u001b[49m)\n",
+      "\u001b[0;31mComputeError\u001b[0m: 'cuda' conversion failed: NotImplementedError: ('Query execution with GPU not possible: unsupported operations.\\nThe errors were:\\n- NotImplementedError: rolling mean', [NotImplementedError('rolling mean')])"
+     ]
+    }
+   ],
+   "source": [
+    "result = (\n",
+    "    lazy_df\n",
+    "    .with_columns(pl.col('age').rolling_mean(window_size=7).alias('age_rolling_mean'))\n",
+    "    .filter(pl.col('age') > 0.0)  \n",
+    "    .collect(engine=gpu_engine)\n",
+    ")\n",
+    "print(result[::7])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bad531f3-ecfc-4214-b3c7-6506a3321e11",
+   "metadata": {},
+   "source": [
+    "We intially constructed the GPU engine with raise_on_fail=True to ensure all operations ran on GPU. But as we can see, the rolling mean operation is not currently supported, which results in the query not executing. To enable fallback, we can simply change the raise_on_fail parameter to False."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "96b95c34-d3ea-494a-95b9-5d2fd8d49938",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "gpu_engine_with_fallback = pl.GPUEngine(\n",
+    "    device=0, # This is the default\n",
+    "    raise_on_fail=False, # Fallback to CPU if we can't run on the GPU (this is the default)\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a7e15a86-dad3-4b71-8ccb-c03b61a35e3c",
+   "metadata": {},
+   "source": [
+    "Now let's try this query again."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "73c30f3c-4075-44aa-8715-648b49fec1e9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "result = (\n",
+    "    lazy_df\n",
+    "    .with_columns(pl.col('age').rolling_mean(window_size=7).alias('age_rolling_mean'))\n",
+    "    .filter(pl.col('age') > 0.0)  \n",
+    "    .collect(engine=gpu_engine_with_fallback)\n",
+    ")\n",
+    "print(result[::7])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "19be5382-ba87-4bc3-8862-df73049598f7",
+   "metadata": {},
+   "source": [
+    "### Exercise #7 - Enable GPU Engine ###\n",
+    "The below code calculates the average latitude and longitude for each county. Let's try enabling the GPU Engine for this query!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "94243bde-3a3a-4ce9-887c-13d0b0875750",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Create the lazy query with column pruning\n",
+    "lazy_query = (\n",
+    "    lazy_df\n",
+    "    .select([\"county\", \"lat\", \"long\"])  # Column pruning: select only necessary columns\n",
+    "    .group_by(\"county\")\n",
+    "    .agg([\n",
+    "        pl.col(\"lat\").mean().alias(\"avg_latitude\"),\n",
+    "        pl.col(\"long\").mean().alias(\"avg_longitude\")\n",
+    "    ])\n",
+    "    .sort(\"county\")\n",
+    ")\n",
+    "\n",
+    "# Execute the query\n",
+    "result = lazy_query.collect()\n",
+    "\n",
+    "print(\"\\nAverage latitude and longitude for each county:\")\n",
+    "print(result.head())  # Display first few rows"
+   ]
+  },
+  {
+   "cell_type": "raw",
+   "id": "42acb118-cb9d-478f-9636-694a5ddcb071",
+   "metadata": {
+    "jupyter": {
+     "source_hidden": true
+    }
+   },
+   "source": [
+    "\n",
+    "# Create the lazy query with column pruning\n",
+    "lazy_query = (\n",
+    "    lazy_df\n",
+    "    .select([\"county\", \"lat\", \"long\"])  # Column pruning: select only necessary columns\n",
+    "    .group_by(\"county\")\n",
+    "    .agg([\n",
+    "        pl.col(\"lat\").mean().alias(\"avg_latitude\"),\n",
+    "        pl.col(\"long\").mean().alias(\"avg_longitude\")\n",
+    "    ])\n",
+    "    .sort(\"county\")\n",
+    ")\n",
+    "\n",
+    "# Execute the query\n",
+    "result = lazy_query.collect(engine=\"gpu\")\n",
+    "\n",
+    "print(\"\\nAverage latitude and longitude for each county:\")\n",
+    "print(result.head())  # Display first few rows"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b942cf78-b3cc-4fa1-8d62-b355e20dd2ae",
+   "metadata": {},
+   "source": [
+    "Click ... for solution. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cf1158c3-8429-4637-a9c2-e8ca91a59965",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import IPython\n",
+    "app = IPython.Application.instance()\n",
+    "app.kernel.do_shutdown(True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cdecd196-8e0d-4b36-a428-4411bd480778",
+   "metadata": {},
+   "source": [
+    "**Well Done!**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ed99fbcd-6e89-401f-b0cc-0b4fe3f112ad",
+   "metadata": {},
+   "source": [
+    "<img src=\"./images/DLI_Header.png\" width=400/>"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.15"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/ds/25-1/2/1-09_dask-cudf.ipynb b/ds/25-1/2/1-09_dask-cudf.ipynb
new file mode 100644
index 0000000..e5e5dc1
--- /dev/null
+++ b/ds/25-1/2/1-09_dask-cudf.ipynb
@@ -0,0 +1,978 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<img src=\"./images/DLI_Header.png\" width=400/>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Fundamentals of Accelerated Data Science # "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Transition Path: cuDF provides a way for users to scale their pandas workflows as data sizes grow, offering a middle ground between single-threaded pandas and distributed computing solutions like Dask or Apache Spark ."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 09 - Introduction to Dask cuDF ##\n",
+    "\n",
+    "**Table of Contents**\n",
+    "<br>\n",
+    "[Dask](https://dask.org/) cuDF can be used to distribute dataframe operations to multiple GPUs. In this notebook we will introduce some key Dask concepts, learn how to setup a Dask cluster for utilizing multiple GPUs, and see how to perform simple dataframe operations on distributed Dask dataframes. This notebook covers the below sections: \n",
+    "1. [An Introduction to Dask](#An-Introduction-to-Dask)\n",
+    "2. [Setting up a Dask Scheduler](#Setting-up-a-Dask-Scheduler)\n",
+    "    * [Obtaining the Local IP Address](#Obtaining-the-Local-IP-Address)\n",
+    "    * [Starting a `LocalCUDACluster`](#Starting-a-LocalCUDACluster)\n",
+    "    * [Instantiating a Client Connection](#Instantiating-a-Client-Connection)\n",
+    "    * [The Dask Dashboard](#The-Dask-Dashboard)\n",
+    "3. [Reading Data with Dask cuDF](#Reading-Data-with-Dask-cuDF)\n",
+    "4. [Computational Graph](#Computational-Graph)\n",
+    "    * [Visualizing the Computational Graph](#Visualizing-the-Computational-Graph)\n",
+    "    * [Extending the Computational Graph](#Extending-the-Computational-Graph)\n",
+    "    * [Computing with the Computational Graph](#Computing-with-the-Computational-Graph)\n",
+    "    * [Persisting Data in the Cluster](#Persisting-Data-in-the-Cluster)\n",
+    "6. [Initial Data Exploration with Dask cuDF](#Initial-Data-Exploration-with-Dask-cuDF)\n",
+    "    * [Exercise #1 - Counties North of Sunderland with Dask](#Exercise-#1---Counties-North-of-Sunderland-with-Dask)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## An Introduction to Dask ##\n",
+    "[Dask](https://dask.org/) is a Python library for parallel computing. In Dask programming, we create computational graphs that define code we **would like** to execute, and then, give these computational graphs to a Dask scheduler which evaluates them lazily, and efficiently, in parallel. \n",
+    "\n",
+    "In addition to using multiple CPU cores or threads to execute computational graphs in parallel, Dask schedulers can also be configured to execute computational graphs on multiple CPUs, or, as we will do in this workshop, multiple GPUs. As a result, Dask programming facilitates operating on data sets that are larger than the memory of a single compute resource.\n",
+    "\n",
+    "Because Dask computational graphs can consist of arbitrary Python code, they provide [a level of control and flexibility superior to many other systems](https://docs.dask.org/en/latest/spark.html) that can operate on massive data sets. However, we will focus for this workshop primarily on the Dask DataFrame, one of several data structures whose operations and methods natively utilize Dask's parallel scheduling:\n",
+    "* Dask DataFrame, which closely resembles the Pandas DataFrame\n",
+    "* Dask Array, which closely resembles the NumPy ndarray\n",
+    "* Dask Bag, a set which allows duplicates and can hold heterogeneously-typed data\n",
+    "\n",
+    "In particular, we will use a Dask-cuDF dataframe, which combines the interface of Dask with the GPU power of cuDF for distributed dataframe operations on multiple GPUs. We will now turn our attention to utilizing all 4 NVIDIA V100 GPUs in this environment for operations on an 18GB UK population data set that would not fit into the memory of a single 16GB GPU."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Setting up a Dask Scheduler ##\n",
+    "We begin by starting a Dask scheduler which will take care to distribute our work across the 4 available GPUs. In order to do this we need to start a `LocalCUDACluster` instance, using our host machine's IP, and then instantiate a client that can communicate with the cluster."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Obtaining the Local IP Address ###"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import subprocess # we will use this to obtain our local IP using the following command\n",
+    "cmd = \"hostname --all-ip-addresses\"\n",
+    "\n",
+    "process = subprocess.Popen(cmd.split(), stdout=subprocess.PIPE)\n",
+    "output, error = process.communicate()\n",
+    "IPADDR = str(output.decode()).split()[0]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Starting a `LocalCUDACluster` ###\n",
+    "`dask_cuda` provides utilities for Dask and CUDA (the \"cu\" in cuDF) interactions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2025-10-21 13:31:13,108 - distributed.scheduler - WARNING - Removing worker 'tcp://172.18.0.2:44687' caused the cluster to lose already computed task(s), which will be recomputed elsewhere: {('read_csv-910ec886221afde30c768158c33b486c', 16), ('read_csv-910ec886221afde30c768158c33b486c', 67), ('read_csv-910ec886221afde30c768158c33b486c', 0), ('read_csv-910ec886221afde30c768158c33b486c', 41), ('read_csv-910ec886221afde30c768158c33b486c', 54), ('read_csv-910ec886221afde30c768158c33b486c', 9), ('read_csv-910ec886221afde30c768158c33b486c', 38), ('read_csv-910ec886221afde30c768158c33b486c', 5), ('read_csv-910ec886221afde30c768158c33b486c', 34), ('read_csv-910ec886221afde30c768158c33b486c', 12), ('read_csv-910ec886221afde30c768158c33b486c', 2), ('read_csv-910ec886221afde30c768158c33b486c', 27), ('read_csv-910ec886221afde30c768158c33b486c', 62), ('read_csv-910ec886221afde30c768158c33b486c', 46), ('read_csv-910ec886221afde30c768158c33b486c', 30), ('read_csv-910ec886221afde30c768158c33b486c', 59), ('read_csv-910ec886221afde30c768158c33b486c', 23)} (stimulus_id='handle-worker-cleanup-1761053473.108198')\n",
+      "2025-10-21 13:31:13,110 - distributed.scheduler - WARNING - Removing worker 'tcp://172.18.0.2:35977' caused the cluster to lose already computed task(s), which will be recomputed elsewhere: {('read_csv-910ec886221afde30c768158c33b486c', 29), ('read_csv-910ec886221afde30c768158c33b486c', 48), ('read_csv-910ec886221afde30c768158c33b486c', 32), ('read_csv-910ec886221afde30c768158c33b486c', 10), ('read_csv-910ec886221afde30c768158c33b486c', 51), ('read_csv-910ec886221afde30c768158c33b486c', 25), ('read_csv-910ec886221afde30c768158c33b486c', 60), ('read_csv-910ec886221afde30c768158c33b486c', 44), ('read_csv-910ec886221afde30c768158c33b486c', 14), ('read_csv-910ec886221afde30c768158c33b486c', 57), ('read_csv-910ec886221afde30c768158c33b486c', 18), ('read_csv-910ec886221afde30c768158c33b486c', 8), ('read_csv-910ec886221afde30c768158c33b486c', 66), ('read_csv-910ec886221afde30c768158c33b486c', 21), ('read_csv-910ec886221afde30c768158c33b486c', 36), ('read_csv-910ec886221afde30c768158c33b486c', 4), ('read_csv-910ec886221afde30c768158c33b486c', 55)} (stimulus_id='handle-worker-cleanup-1761053473.1105292')\n",
+      "2025-10-21 13:31:13,112 - distributed.scheduler - WARNING - Removing worker 'tcp://172.18.0.2:39371' caused the cluster to lose already computed task(s), which will be recomputed elsewhere: {('read_csv-910ec886221afde30c768158c33b486c', 7), ('read_csv-910ec886221afde30c768158c33b486c', 58), ('read_csv-910ec886221afde30c768158c33b486c', 3), ('read_csv-910ec886221afde30c768158c33b486c', 26), ('read_csv-910ec886221afde30c768158c33b486c', 61), ('read_csv-910ec886221afde30c768158c33b486c', 22), ('read_csv-910ec886221afde30c768158c33b486c', 19), ('read_csv-910ec886221afde30c768158c33b486c', 15), ('read_csv-910ec886221afde30c768158c33b486c', 50), ('read_csv-910ec886221afde30c768158c33b486c', 47), ('read_csv-910ec886221afde30c768158c33b486c', 53), ('read_csv-910ec886221afde30c768158c33b486c', 37), ('read_csv-910ec886221afde30c768158c33b486c', 43), ('read_csv-910ec886221afde30c768158c33b486c', 11), ('read_csv-910ec886221afde30c768158c33b486c', 40), ('read_csv-910ec886221afde30c768158c33b486c', 65), ('read_csv-910ec886221afde30c768158c33b486c', 33)} (stimulus_id='handle-worker-cleanup-1761053473.1126676')\n",
+      "2025-10-21 13:31:13,114 - distributed.scheduler - WARNING - Removing worker 'tcp://172.18.0.2:36291' caused the cluster to lose already computed task(s), which will be recomputed elsewhere: {('read_csv-910ec886221afde30c768158c33b486c', 52), ('read_csv-910ec886221afde30c768158c33b486c', 13), ('read_csv-910ec886221afde30c768158c33b486c', 42), ('read_csv-910ec886221afde30c768158c33b486c', 45), ('read_csv-910ec886221afde30c768158c33b486c', 6), ('read_csv-910ec886221afde30c768158c33b486c', 35), ('read_csv-910ec886221afde30c768158c33b486c', 64), ('read_csv-910ec886221afde30c768158c33b486c', 31), ('read_csv-910ec886221afde30c768158c33b486c', 28), ('read_csv-910ec886221afde30c768158c33b486c', 63), ('read_csv-910ec886221afde30c768158c33b486c', 24), ('read_csv-910ec886221afde30c768158c33b486c', 56), ('read_csv-910ec886221afde30c768158c33b486c', 17), ('read_csv-910ec886221afde30c768158c33b486c', 1), ('read_csv-910ec886221afde30c768158c33b486c', 20), ('read_csv-910ec886221afde30c768158c33b486c', 49), ('read_csv-910ec886221afde30c768158c33b486c', 39), ('read_csv-910ec886221afde30c768158c33b486c', 68)} (stimulus_id='handle-worker-cleanup-1761053473.1145272')\n"
+     ]
+    }
+   ],
+   "source": [
+    "from dask_cuda import LocalCUDACluster\n",
+    "cluster = LocalCUDACluster(ip=IPADDR)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Instantiating a Client Connection ###\n",
+    "The `dask.distributed` library gives us distributed functionality, including the ability to connect to the CUDA Cluster we just created. The `progress` import will give us a handy progress bar we can utilize below."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from dask.distributed import Client, progress\n",
+    "\n",
+    "client = Client(cluster)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### The Dask Dashboard"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Dask ships with a very helpful dashboard that in our case runs on port `8787`. Open a new browser tab now and copy this lab's URL into it, replacing `/lab/lab` with `:8787` (so it ends with `.com:8787`). This should open the Dask dashboard, currently idle."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Reading Data with Dask cuDF ##\n",
+    "With `dask_cudf` we can create a dataframe from several file formats (including from multiple files and directly from cloud storage like S3), from cuDF dataframes, from Pandas dataframes, and even from vanilla CPU Dask dataframes. Here we will create a Dask cuDF dataframe from the local csv file `pop5x_1-07.csv`, which has similar features to the `pop.csv` files you have already been using, except scaled up to 5 times larger (18GB), representing a population of almost 300 million, nearly the size of the entire United States."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "18G data/uk_pop5x.csv\n"
+     ]
+    }
+   ],
+   "source": [
+    "# get the file size of `pop5x_1-07.csv` in GB\n",
+    "!ls -sh data/uk_pop5x.csv"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We import dask_cudf (and other RAPIDS components when necessary) after setting up the cluster to ensure that they establish correctly inside the CUDA context it creates."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import dask_cudf"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ddf = dask_cudf.read_csv('./data/uk_pop5x.csv', dtype=['float32', 'str', 'str', 'float32', 'float32', 'str'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "age       float32\n",
+       "sex        object\n",
+       "county     object\n",
+       "lat       float32\n",
+       "long      float32\n",
+       "name       object\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ddf.dtypes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Computational Graph ##\n",
+    "As mentioned above, when programming with Dask, we create computational graphs that we **would eventually like** to be executed. We can already observe this behavior in action: in calling `dask_cudf.read_csv` we have indicated that **would eventually like** to read the entire contents of `pop5x_1-07.csv`. However, Dask will not ask the scheduler execute this work until we explicitly indicate that we would like it do so.\n",
+    "\n",
+    "Observe the memory usage for each of the 4 GPUs by executing the following cell, and notice that the GPU memory usage is not nearly large enough to indicate that the entire 18GB file has been read into memory:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Tue Oct 21 13:29:09 2025       \n",
+      "+-----------------------------------------------------------------------------+\n",
+      "| NVIDIA-SMI 525.85.12    Driver Version: 525.85.12    CUDA Version: 12.0     |\n",
+      "|-------------------------------+----------------------+----------------------+\n",
+      "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
+      "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
+      "|                               |                      |               MIG M. |\n",
+      "|===============================+======================+======================|\n",
+      "|   0  Tesla T4            On   | 00000000:00:1B.0 Off |                    0 |\n",
+      "| N/A   30C    P0    26W /  70W |  14956MiB / 15360MiB |      0%      Default |\n",
+      "|                               |                      |                  N/A |\n",
+      "+-------------------------------+----------------------+----------------------+\n",
+      "|   1  Tesla T4            On   | 00000000:00:1C.0 Off |                    0 |\n",
+      "| N/A   30C    P0    26W /  70W |    168MiB / 15360MiB |      0%      Default |\n",
+      "|                               |                      |                  N/A |\n",
+      "+-------------------------------+----------------------+----------------------+\n",
+      "|   2  Tesla T4            On   | 00000000:00:1D.0 Off |                    0 |\n",
+      "| N/A   30C    P0    26W /  70W |    168MiB / 15360MiB |      0%      Default |\n",
+      "|                               |                      |                  N/A |\n",
+      "+-------------------------------+----------------------+----------------------+\n",
+      "|   3  Tesla T4            On   | 00000000:00:1E.0 Off |                    0 |\n",
+      "| N/A   29C    P0    26W /  70W |    168MiB / 15360MiB |      0%      Default |\n",
+      "|                               |                      |                  N/A |\n",
+      "+-------------------------------+----------------------+----------------------+\n",
+      "                                                                               \n",
+      "+-----------------------------------------------------------------------------+\n",
+      "| Processes:                                                                  |\n",
+      "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
+      "|        ID   ID                                                   Usage      |\n",
+      "|=============================================================================|\n",
+      "+-----------------------------------------------------------------------------+\n"
+     ]
+    }
+   ],
+   "source": [
+    "!nvidia-smi"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Visualizing the Computational Graph ###\n",
+    "Computational graphs that have not yet been executed provide the `.visualize` method that, when used in a Jupyter environment such as this one, will display the computational graph, including how Dask intends to go about distributing the work. Thus, we can visualize how the `read_csv` operation will be distributed by Dask by executing the following cell:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
+       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
+       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
+       "<!-- Generated by graphviz version 2.43.0 (0)\n",
+       " -->\n",
+       "<!-- Title: %3 Pages: 1 -->\n",
+       "<svg width=\"115pt\" height=\"44pt\"\n",
+       " viewBox=\"0.00 0.00 115.00 44.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 40)\">\n",
+       "<title>%3</title>\n",
+       "<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-40 111,-40 111,4 -4,4\"/>\n",
+       "<!-- &#45;6332770613817605186 -->\n",
+       "<g id=\"node1\" class=\"node\">\n",
+       "<title>&#45;6332770613817605186</title>\n",
+       "<polygon fill=\"none\" stroke=\"black\" points=\"107,-36 0,-36 0,0 107,0 107,-36\"/>\n",
+       "<text text-anchor=\"middle\" x=\"53.5\" y=\"-13\" font-family=\"Helvetica,sans-Serif\" font-size=\"20.00\">ReadCSV</text>\n",
+       "</g>\n",
+       "</g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<graphviz.graphs.Digraph at 0x7f94de3b45b0>"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ddf.visualize(format='svg') # This visualization is very large, and using `format='svg'` will make it easier to view."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "As you can see, when we indicate for Dask to actually execute this operation, it will parallelize the work across the 4 GPUs in something like 69 parallel partitions. We can see the exact number of partitions with the `npartitions` property:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "69"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ddf.npartitions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Extending the Computational Graph ###\n",
+    "The concept of constructing computational graphs with arbitrary operations before executing them is a core part of Dask. Let's add some operations to the existing computational graph and visualize it again.\n",
+    "\n",
+    "After running the next cell, although it will take some scrolling to get a clear sense of it (the challenges of distributed data analytics!), you can see that the graph already constructed for `read_csv` now continues upward. It selects the `age` column across all partitions (visualized as `getitem`) and eventually performs the `.mean()` reduction (visualized as `series-sum-chunk`, `series-sum-agg`, `count-chunk`, `sum-agg` and `true-div`)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
+       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
+       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
+       "<!-- Generated by graphviz version 2.43.0 (0)\n",
+       " -->\n",
+       "<!-- Title: %3 Pages: 1 -->\n",
+       "<svg width=\"276pt\" height=\"188pt\"\n",
+       " viewBox=\"0.00 0.00 276.00 188.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 184)\">\n",
+       "<title>%3</title>\n",
+       "<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-184 272,-184 272,4 -4,4\"/>\n",
+       "<!-- 2336549067836068764 -->\n",
+       "<g id=\"node1\" class=\"node\">\n",
+       "<title>2336549067836068764</title>\n",
+       "<polygon fill=\"none\" stroke=\"black\" points=\"221,-180 47,-180 47,-144 221,-144 221,-180\"/>\n",
+       "<text text-anchor=\"middle\" x=\"134\" y=\"-157\" font-family=\"Helvetica,sans-Serif\" font-size=\"20.00\">Sum(Projection)</text>\n",
+       "</g>\n",
+       "<!-- 553658985626135620 -->\n",
+       "<g id=\"node2\" class=\"node\">\n",
+       "<title>553658985626135620</title>\n",
+       "<polygon fill=\"none\" stroke=\"black\" points=\"268,-108 0,-108 0,-72 268,-72 268,-108\"/>\n",
+       "<text text-anchor=\"middle\" x=\"134\" y=\"-85\" font-family=\"Helvetica,sans-Serif\" font-size=\"20.00\">Projection(ReadCSV, age)</text>\n",
+       "</g>\n",
+       "<!-- 553658985626135620&#45;&gt;2336549067836068764 -->\n",
+       "<g id=\"edge1\" class=\"edge\">\n",
+       "<title>553658985626135620&#45;&gt;2336549067836068764</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M134,-108.3C134,-116.02 134,-125.29 134,-133.89\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"130.5,-133.9 134,-143.9 137.5,-133.9 130.5,-133.9\"/>\n",
+       "</g>\n",
+       "<!-- &#45;6332770613817605186 -->\n",
+       "<g id=\"node3\" class=\"node\">\n",
+       "<title>&#45;6332770613817605186</title>\n",
+       "<polygon fill=\"none\" stroke=\"black\" points=\"187.5,-36 80.5,-36 80.5,0 187.5,0 187.5,-36\"/>\n",
+       "<text text-anchor=\"middle\" x=\"134\" y=\"-13\" font-family=\"Helvetica,sans-Serif\" font-size=\"20.00\">ReadCSV</text>\n",
+       "</g>\n",
+       "<!-- &#45;6332770613817605186&#45;&gt;553658985626135620 -->\n",
+       "<g id=\"edge2\" class=\"edge\">\n",
+       "<title>&#45;6332770613817605186&#45;&gt;553658985626135620</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M134,-36.3C134,-44.02 134,-53.29 134,-61.89\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"130.5,-61.9 134,-71.9 137.5,-61.9 130.5,-61.9\"/>\n",
+       "</g>\n",
+       "</g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<graphviz.graphs.Digraph at 0x7f94de3b59f0>"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mean_age = ddf['age'].sum()\n",
+    "mean_age.visualize(format='svg')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Computing with the Computational Graph ###\n",
+    "There are several ways to indicate to Dask that we would like to perform the computations described in the computational graphs we have constructed. The first we will show is the `.compute` method, which will return the output of the computation as an object in one GPU's memory - no longer distributed across GPUs.\n",
+    "\n",
+    "**NOTE**: This value is actually a [*future*](https://docs.python.org/3/library/concurrent.futures.html) that it can be immediately used in code, even before it completes evaluating. While this can be tremendously useful in many scenarios, we will not need in this workshop to do anything fancy with the futures we generate except to wait for them to evaluate so we can visualize their values.\n",
+    "\n",
+    "Below we send the computational graph we have created to the Dask scheduler to be executed in parallel on our 4 GPUs. If you have the Dask Dashboard open on another tab from before, you can watch it while the operation completes. Because our graph involves reading the entire 18GB data set (as we declared when adding `read_csv` to the call graph), you can expect the operation to take a little time. If you closely watch the dashboard, you will see that Dask begins follow-on calculations for `mean` even while data is still being read into memory."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "11732293000.0"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mean_age.compute()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Persisting Data in the Cluster ###\n",
+    "As you can see, the previous operation, which read the entire 18GB csv into the GPUs' memory, did not retain the data in memory after completing the computational graph:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Tue Oct 21 13:31:04 2025       \n",
+      "+-----------------------------------------------------------------------------+\n",
+      "| NVIDIA-SMI 525.85.12    Driver Version: 525.85.12    CUDA Version: 12.0     |\n",
+      "|-------------------------------+----------------------+----------------------+\n",
+      "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
+      "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
+      "|                               |                      |               MIG M. |\n",
+      "|===============================+======================+======================|\n",
+      "|   0  Tesla T4            On   | 00000000:00:1B.0 Off |                    0 |\n",
+      "| N/A   30C    P0    26W /  70W |  14094MiB / 15360MiB |      0%      Default |\n",
+      "|                               |                      |                  N/A |\n",
+      "+-------------------------------+----------------------+----------------------+\n",
+      "|   1  Tesla T4            On   | 00000000:00:1C.0 Off |                    0 |\n",
+      "| N/A   30C    P0    26W /  70W |    690MiB / 15360MiB |      0%      Default |\n",
+      "|                               |                      |                  N/A |\n",
+      "+-------------------------------+----------------------+----------------------+\n",
+      "|   2  Tesla T4            On   | 00000000:00:1D.0 Off |                    0 |\n",
+      "| N/A   30C    P0    26W /  70W |    690MiB / 15360MiB |      0%      Default |\n",
+      "|                               |                      |                  N/A |\n",
+      "+-------------------------------+----------------------+----------------------+\n",
+      "|   3  Tesla T4            On   | 00000000:00:1E.0 Off |                    0 |\n",
+      "| N/A   29C    P0    26W /  70W |    690MiB / 15360MiB |      0%      Default |\n",
+      "|                               |                      |                  N/A |\n",
+      "+-------------------------------+----------------------+----------------------+\n",
+      "                                                                               \n",
+      "+-----------------------------------------------------------------------------+\n",
+      "| Processes:                                                                  |\n",
+      "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
+      "|        ID   ID                                                   Usage      |\n",
+      "|=============================================================================|\n",
+      "+-----------------------------------------------------------------------------+\n"
+     ]
+    }
+   ],
+   "source": [
+    "!nvidia-smi"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "A typical Dask workflow, which we will utilize, is to persist data we would like to work with to the cluster and then perform fast operations on that persisted data. We do this with the `.persist` method. From the [Dask documentation](https://distributed.dask.org/en/latest/manage-computation.html#client-persist):\n",
+    "\n",
+    ">The `.persist` method submits the task graph behind the Dask collection to the scheduler, obtaining Futures for all of the top-most tasks (for example one Future for each Pandas [*or cuDF*] DataFrame in a Dask[*-cudf*] DataFrame). It then returns a copy of the collection pointing to these futures instead of the previous graph. This new collection is semantically equivalent but now points to actively running data rather than a lazy graph.\n",
+    "\n",
+    "Below we persist `ddf` to the cluster so that it will reside in GPU memory for us to perform fast operations on. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ddf = ddf.persist()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "As you can see by executing `nvidia-smi` (after letting the `persist` finish), each GPU now has parts of the distributed dataframe in its memory:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Tue Oct 21 13:31:08 2025       \n",
+      "+-----------------------------------------------------------------------------+\n",
+      "| NVIDIA-SMI 525.85.12    Driver Version: 525.85.12    CUDA Version: 12.0     |\n",
+      "|-------------------------------+----------------------+----------------------+\n",
+      "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
+      "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
+      "|                               |                      |               MIG M. |\n",
+      "|===============================+======================+======================|\n",
+      "|   0  Tesla T4            On   | 00000000:00:1B.0 Off |                    0 |\n",
+      "| N/A   32C    P0    33W /  70W |  14218MiB / 15360MiB |     46%      Default |\n",
+      "|                               |                      |                  N/A |\n",
+      "+-------------------------------+----------------------+----------------------+\n",
+      "|   1  Tesla T4            On   | 00000000:00:1C.0 Off |                    0 |\n",
+      "| N/A   32C    P0    32W /  70W |   3768MiB / 15360MiB |     19%      Default |\n",
+      "|                               |                      |                  N/A |\n",
+      "+-------------------------------+----------------------+----------------------+\n",
+      "|   2  Tesla T4            On   | 00000000:00:1D.0 Off |                    0 |\n",
+      "| N/A   31C    P0    32W /  70W |   3804MiB / 15360MiB |     24%      Default |\n",
+      "|                               |                      |                  N/A |\n",
+      "+-------------------------------+----------------------+----------------------+\n",
+      "|   3  Tesla T4            On   | 00000000:00:1E.0 Off |                    0 |\n",
+      "| N/A   31C    P0    32W /  70W |   3764MiB / 15360MiB |     45%      Default |\n",
+      "|                               |                      |                  N/A |\n",
+      "+-------------------------------+----------------------+----------------------+\n",
+      "                                                                               \n",
+      "+-----------------------------------------------------------------------------+\n",
+      "| Processes:                                                                  |\n",
+      "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
+      "|        ID   ID                                                   Usage      |\n",
+      "|=============================================================================|\n",
+      "+-----------------------------------------------------------------------------+\n"
+     ]
+    }
+   ],
+   "source": [
+    "!nvidia-smi"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Running `ddf.visualize` now shows that we no longer have operations in our task graph, only partitions of data, ready for us to perform operations:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
+       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
+       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
+       "<!-- Generated by graphviz version 2.43.0 (0)\n",
+       " -->\n",
+       "<!-- Title: %3 Pages: 1 -->\n",
+       "<svg width=\"135pt\" height=\"44pt\"\n",
+       " viewBox=\"0.00 0.00 135.00 44.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 40)\">\n",
+       "<title>%3</title>\n",
+       "<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-40 131,-40 131,4 -4,4\"/>\n",
+       "<!-- &#45;4538719848559110466 -->\n",
+       "<g id=\"node1\" class=\"node\">\n",
+       "<title>&#45;4538719848559110466</title>\n",
+       "<polygon fill=\"none\" stroke=\"black\" points=\"127,-36 0,-36 0,0 127,0 127,-36\"/>\n",
+       "<text text-anchor=\"middle\" x=\"63.5\" y=\"-13\" font-family=\"Helvetica,sans-Serif\" font-size=\"20.00\">FromGraph</text>\n",
+       "</g>\n",
+       "</g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<graphviz.graphs.Digraph at 0x7f94b80d4550>"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ddf.visualize(format='svg')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Computing operations on this data will now be much faster:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "40.1241924549316"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ddf['age'].mean().compute()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Initial Data Exploration with Dask cuDF ##\n",
+    "The beauty of Dask is that working with your data, even though it is distributed and massive, is a lot like working with smaller in-memory data sets."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>county</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>long</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>Darlington</td>\n",
+       "      <td>54.549641</td>\n",
+       "      <td>-1.493884</td>\n",
+       "      <td>HARRISON</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>Darlington</td>\n",
+       "      <td>54.523945</td>\n",
+       "      <td>-1.401142</td>\n",
+       "      <td>LAKSH</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>Darlington</td>\n",
+       "      <td>54.561127</td>\n",
+       "      <td>-1.690068</td>\n",
+       "      <td>MUHAMMAD</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>Darlington</td>\n",
+       "      <td>54.542988</td>\n",
+       "      <td>-1.543216</td>\n",
+       "      <td>GRAYSON</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>m</td>\n",
+       "      <td>Darlington</td>\n",
+       "      <td>54.532101</td>\n",
+       "      <td>-1.569116</td>\n",
+       "      <td>FINLAY</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   age sex      county        lat      long      name\n",
+       "0  0.0   m  Darlington  54.549641 -1.493884  HARRISON\n",
+       "1  0.0   m  Darlington  54.523945 -1.401142     LAKSH\n",
+       "2  0.0   m  Darlington  54.561127 -1.690068  MUHAMMAD\n",
+       "3  0.0   m  Darlington  54.542988 -1.543216   GRAYSON\n",
+       "4  0.0   m  Darlington  54.532101 -1.569116    FINLAY"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ddf.head() # As a convenience, no need to `.compute` the `head()` method"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "age       292399470\n",
+       "sex       292399470\n",
+       "county    292399470\n",
+       "lat       292399470\n",
+       "long      292399470\n",
+       "name      292399470\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ddf.count().compute()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "age       float32\n",
+       "sex        object\n",
+       "county     object\n",
+       "lat       float32\n",
+       "long      float32\n",
+       "name       object\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ddf.dtypes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Exercise #1 - Counties North of Sunderland with Dask ###\n",
+    "Here we ask you to revisit an earlier exercise, but on the distributed data set. Hopefully, it's clear how similar the code is for single-GPU dataframes and distributed dataframes with Dask.\n",
+    "\n",
+    "Identify the latitude of the northernmost resident of Sunderland county (the person with the maximum `lat` value), and then determine which counties have any residents north of this resident. Use the `unique` method of a cudf `Series` to de-duplicate the result.\n",
+    "\n",
+    "**Instructions**: <br>\n",
+    "* Modify the `<FIXME>` only and execute the below cell to identify counties north of Sunderland. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'ddf' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m sunderland_residents \u001b[38;5;241m=\u001b[39m \u001b[43mddf\u001b[49m\u001b[38;5;241m.\u001b[39mloc[[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcounty\u001b[39m\u001b[38;5;124m'\u001b[39m], [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSUNDERLAND\u001b[39m\u001b[38;5;124m'\u001b[39m]]\n\u001b[1;32m      2\u001b[0m northmost_sunderland_lat \u001b[38;5;241m=\u001b[39m sunderland_residents[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlat\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mmax()\n\u001b[1;32m      3\u001b[0m counties_with_pop_north_of \u001b[38;5;241m=\u001b[39m ddf\u001b[38;5;241m.\u001b[39mloc[ddf[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlat\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m>\u001b[39m northmost_sunderland_lat][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcounty\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39munique()\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'ddf' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "sunderland_residents = ddf.loc[['county'], ['SUNDERLAND']]\n",
+    "northmost_sunderland_lat = sunderland_residents['lat'].max()\n",
+    "counties_with_pop_north_of = ddf.loc[ddf['lat'] > northmost_sunderland_lat]['county'].unique()\n",
+    "results=counties_with_pop_north_of.compute()\n",
+    "results.head()"
+   ]
+  },
+  {
+   "cell_type": "raw",
+   "metadata": {
+    "jupyter": {
+     "source_hidden": true
+    }
+   },
+   "source": [
+    "\n",
+    "sunderland_residents = ddf.loc[ddf['county'] == 'Sunderland']\n",
+    "northmost_sunderland_lat = sunderland_residents['lat'].max()\n",
+    "counties_with_pop_north_of = ddf.loc[ddf['lat'] > northmost_sunderland_lat]['county'].unique()\n",
+    "results=counties_with_pop_north_of.compute()\n",
+    "results.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Click ... for solution. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'status': 'ok', 'restart': True}"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import IPython\n",
+    "app = IPython.Application.instance()\n",
+    "app.kernel.do_shutdown(True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Well Done!** Let's move to the [next notebook](1-09_cudf-polars.ipynb). "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<img src=\"./images/DLI_Header.png\" width=400/>"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.15"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/ds/25-1/2/county_centroid.csv b/ds/25-1/2/county_centroid.csv
new file mode 100644
index 0000000..8ceea83
--- /dev/null
+++ b/ds/25-1/2/county_centroid.csv
@@ -0,0 +1,172 @@
+county,lat_county_center,long_county_center
+BARKING AND DAGENHAM,51.621048311776526,0.12958319845588165
+BARNET,51.81255163972051,-0.21821206632197684
+BARNSLEY,53.57190690010971,-1.5487193565226611
+BATH AND NORTH EAST SOMERSET,51.35496548780361,-2.486675162410336
+BEDFORD,52.145475839485385,-0.4549734374180617
+BEXLEY,51.33625605642689,0.14633321710015448
+BIRMINGHAM,52.12178304394528,-1.881329432771379
+BLACKBURN WITH DARWEN,53.63718763008419,-2.463700844959783
+BLACKPOOL,53.882118373353435,-3.0229009637127167
+BLAENAU GWENT,51.75159582861159,-3.1862426125686745
+BOLTON,53.73813128127497,-2.4794091133678147
+BRACKNELL FOREST,51.457925145468295,-0.7336441271286038
+BRADFORD,53.972113267048044,-1.8738762931122748
+BRENT,51.761695309784,-0.2756927203781798
+BRIDGEND,51.522888539164526,-3.6137468421270604
+BRIGHTON AND HOVE,50.94890407892698,-0.1507807253912774
+"BRISTOL, CITY OF",51.53203785026057,-2.5774864859032594
+BROMLEY,51.2251371203518,0.03905163114984023
+BUCKINGHAMSHIRE,51.92925587759856,-0.8053996183750294
+BURY,53.61553432785575,-2.3088650595977023
+CAERPHILLY,51.62781255006381,-3.1973649865483735
+CALDERDALE,53.769761331289686,-1.9616103771384508
+CAMBRIDGESHIRE,52.1333820427886,-0.23503728806014595
+CAMDEN,51.69346289078886,-0.1629412552292679
+CARDIFF,51.56635588939404,-3.222317281083218
+CARMARTHENSHIRE,51.92106862577838,-4.211293704149962
+CENTRAL BEDFORDSHIRE,51.99983427713095,-0.4775810785914261
+CEREDIGION,52.297905934896974,-3.9524382809074967
+CHESHIRE EAST,53.209779668583735,-2.2923524120906538
+CHESHIRE WEST AND CHESTER,53.12468649229667,-2.703640874356098
+CITY OF LONDON,51.515869084539396,-0.09345024349003202
+CONWY,53.125451225027945,-3.7469275629154897
+CORNWALL,50.2491094902892,-4.642072961722217
+COUNTY DURHAM,54.46928915708376,-1.840983172985692
+COVENTRY,52.20619163815314,-1.5190329484575433
+CROYDON,51.33122440611814,-0.07773715861848832
+CUMBRIA,54.470582575648244,-2.902600383252353
+DARLINGTON,54.51355967194039,-1.5680201999230523
+DENBIGHSHIRE,53.07313542431554,-3.347662396412462
+DERBY,52.98317870391253,-1.471762916352353
+DERBYSHIRE,52.96237103431297,-1.6019383162802616
+DEVON,50.75993290464059,-3.6572707805745353
+DONCASTER,53.579077870304175,-1.1091519021581622
+DORSET,50.80117614559981,-2.4141088997141975
+DUDLEY,52.466075739334926,-2.101688961593882
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