├── README.md ├── LICENSE └── notebooks └── chapter_2.ipynb /README.md: -------------------------------------------------------------------------------- 1 | # Operation Code Freeze 🐧 🧊 2 | 3 | Hey there! Welcome to `operation-code-freeze`, where I'll be sharing my adventure from Buenos Aires, Argentina, all the way down to Antarctica (and back up through Santiago, Chile). This repo is a collection of [Google Colab](https://colab.google/) notebooks that document my cruise on the [Holland America](https://www.hollandamerica.com/) ship, the _Oosterdam_, from December 16th to January 6th - more or less during the holiday code freeze. 😄 4 | 5 | [](image.png) 6 | 7 | You'll find all sorts of details in these notebooks: data visualizations of weather conditions, interactive Python maps of the journey, lots of pictures of penguins, and even some experiments using Google's latest Gemini 2.0 models. Oh, and did I mention penguins? This whole trip was inspired by those adorable little guys, and I've made sure to document all the penguin encounters along the way (including a checklist for the penguin species the _Oosterdam_ encountered). 8 | 9 | ## Journey Overview 10 | 11 | So far, the _Oosterdam_ has cruised from Buenos Aires down the coast, visited some incredible places, hung out with penguins in the Antarctic, and (in a few days time) will loop back up through the Drake Passage to Patagonia and the Chilean fjords. 12 | 13 | Here's a quick rundown of some of the places visited along the way: 14 | 15 | * Buenos Aires 16 | * Montevideo 17 | * Punta del Este 18 | * Puerto Madryn 19 | * Falkland Islands/Islas Malvinas (Stanley) 20 | * Antarctica (Palmer Archipelago, Danco Coast, Antarctic Sound) 21 | * Ushuaia 22 | * Punta Arenas 23 | * The Chilean Fjords (including Amalia/Brujo Glaciers, Sarmiento Channel, Strait of Magellan) 24 | * Puerto Chacabuco 25 | * Puerto Montt 26 | * San Antonio (Santiago) 27 | 28 | ## Notebooks 29 | 30 | Here's a look at the notebooks I've put together so far. More are on their way, so stay tuned! 31 | 32 | | Notebook # | Title | Dates | Description | 33 | |------------|-----------------------------------------------------|-----------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------| 34 | | 0 | Buenos Aires and Uruguay | 12/15 - 12/19 | The start of the journey: flying from San Francisco to Buenos Aires via Houston, and the first cruise stops in Uruguay | 35 | | 1 | Puerto Madryn and the Falkland Islands | 12/20 - 12/23 | Visualizing the travel to Puerto Madryn, and the Gentoo and King penguin sightings in the Falkland Islands! | 36 | | 2 | Christmas in Antarctica & Drake Passage | 12/24 - 12/29 | Experiencing Christmas in Antarctica, unexpected surrounding by icebergs, and transit through the Drake Passage. | 37 | | 3 | Cape Horn, Ushuaia, Chilean Fjords, and Patagonian Ports | 12/30 - 1/4 | Tierra del Fuego National Park, stunning glacial features, and sleepy and beautiful port cities in Chile, and then back to San Francisco. Slartibartfast would approve. | 38 | 39 | ### Future Notebooks 40 | * Additional notebooks will be added to cover the remaining legs of the journey. Stay tuned! 41 | 42 | ## Tools of the Trade 43 | 44 | * **Google Colab:** Platform for writing code in Python, and sharing notebooks (now with AI assistance, powered by Gemini). 45 | * **Python:** For all the data wrangling, visualizations, and Gemini experiments. 46 | * **Gemini 2.0, Imagen, Veo 2, and AI Studio:** Used for multimodal and streaming AI experiments. 47 | 48 | ## How to Dive In 49 | 50 | 1. Just click on the notebook file that you're interested in (they have a `.ipynb` extension). 51 | 2. Then, hit the `Open in Colab` button and you can play around with the code right in your browser! 52 | 53 | ## A big thank you 🙏 54 | 55 | This adventure wouldn't have been possible without a few key players: 56 | 57 | * **Starlink:** For keeping the internet connection strong even in most remote locations! It was amazing to be able to stay connected to the world. 58 | * **Holland America:** The crew and staff of the _Oosterdam_ have been simply wonderful! They kept us all safe, entertained, and well-fed throughout the journey. 59 | * **Gemini DeepMind, Labs, and Google AI Studio teams:** For the fantastic tools that made it possible to experiment with Gemini, Imagen, and Veo 2, and to create awesome projects. 60 | * **Google Colab:** A big shout out for making creating notebooks, and sharing code and ideas, so dang easy! 61 | 62 | ## Contributions Welcome! 63 | 64 | If you've got ideas or suggestions for the repo, feel free to fork it, make some changes, and send me a pull request! 65 | 66 | ## License 67 | 68 | Apache 2.0, please feel free to fork and to share. 69 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | Apache License 2 | Version 2.0, January 2004 3 | http://www.apache.org/licenses/ 4 | 5 | TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 6 | 7 | 1. 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But this winter break, I [embarked on a journey](https://www.github.com/dynamicwebpaige/operation-code-freeze) that took me far from my usual desk setup – all the way to the icy landscapes of Antarctica and South America. This wasn't just a vacation; it was a chance to witness the raw beauty of our planet, learn about the history of Antarctic exploration, and even do a little coding amidst the icebergs and penguins._\n", 23 | "\n", 24 | "This third segment details the dramatic landscapes of Antarctica." 25 | ], 26 | "metadata": { 27 | "id": "oR39APV3IovH" 28 | } 29 | }, 30 | { 31 | "cell_type": "markdown", 32 | "source": [ 33 | "# 1️⃣ Following in Shackleton's Footsteps\n", 34 | "\n", 35 | "From the Falkland Islands, the Oosterdam set sail towards the infamous Drake Passage, known for its challenging seas. While crossing, I couldn't help but think about the legendary explorer Ernest Shackleton and his ill-fated _Endurance_ expedition.\n", 36 | "\n", 37 | "To visualize Shackleton's journey and compare it to our own cruise, I used Gemini 2.0 in AI Studio to create an interactive map using Python and the Folium library. This map really brought to life the incredible distances and challenges Shackleton and his crew faced. It's humbling to trace their route and realize how much exploration technology has advanced since their time.\n" 38 | ], 39 | "metadata": { 40 | "id": "y_2gwAe3JFjV" 41 | } 42 | }, 43 | { 44 | "cell_type": "code", 45 | "execution_count": null, 46 | "metadata": { 47 | "colab": { 48 | "base_uri": "https://localhost:8080/", 49 | "height": 1000 50 | }, 51 | "id": "MzdUKERQSuk9", 52 | "outputId": "3bd1b6f9-ce71-4af8-9fe3-d4ede96ea234", 53 | "cellView": "form" 54 | }, 55 | "outputs": [ 56 | { 57 | "output_type": "execute_result", 58 | "data": { 59 | "text/plain": [ 60 | "" 61 | ], 62 | "text/html": [ 63 | "
Make this Notebook Trusted to load map: File -> Trust Notebook
" 587 | ] 588 | }, 589 | "metadata": {}, 590 | "execution_count": 3 591 | } 592 | ], 593 | "source": [ 594 | "#@title Overlay of the Oosterdam route, compared to Shackleton's\n", 595 | "import folium\n", 596 | "from IPython.display import display, HTML\n", 597 | "\n", 598 | "# Map center (roughly in the Weddell Sea)\n", 599 | "map_center = (-70, -30)\n", 600 | "\n", 601 | "# Create the map\n", 602 | "shackleton_map = folium.Map(location=map_center, zoom_start=3)\n", 603 | "\n", 604 | "# Shackleton Journey Locations\n", 605 | "shackleton_locations = [\n", 606 | " {\n", 607 | " 'name': 'South Georgia Island (Grytviken)',\n", 608 | " 'coords': (-54.2811, -36.5050),\n", 609 | " 'description': 'Final port of call before heading to Antarctica. Site of Shackleton\\'s final resting place.',\n", 610 | " 'icon': 'anchor',\n", 611 | " },\n", 612 | " {\n", 613 | " 'name': 'Weddell Sea (Endurance Trapped)',\n", 614 | " 'coords': (-75.5, -30.0),\n", 615 | " 'description': 'Approximate area where the Endurance became trapped in ice. This is the general area and does not represent a specific point since they drifted for months.',\n", 616 | " 'icon': 'snowflake',\n", 617 | " },\n", 618 | " {\n", 619 | " 'name': 'Elephant Island (Cape Wild)',\n", 620 | " 'coords': (-61.1023, -55.2124),\n", 621 | " 'description': 'Refuge for the main group after the Endurance sank. The base of the journey of Shackleton and 5 crew members to South Georgia Island.',\n", 622 | " 'icon': 'life-ring',\n", 623 | " },\n", 624 | " {\n", 625 | " 'name': 'Paulet Island',\n", 626 | " 'coords': (-63.5833, -55.7667),\n", 627 | " 'description': 'A small island where the Nordenskjöld expedition was stranded. Shackleton hoped they would find refuge here before heading for Elephant Island.',\n", 628 | " 'icon': 'island',\n", 629 | " },\n", 630 | " {\n", 631 | " 'name': 'Hope Bay',\n", 632 | " 'coords': (-63.3947, -56.9953),\n", 633 | " 'description': 'The location of the Argentine research station Esperanza Base. Shackleton hoped they would find refuge here before heading for Elephant Island.',\n", 634 | " 'icon': 'hospital',\n", 635 | " },\n", 636 | " {\n", 637 | " 'name': 'King Haakon Bay (South Georgia Island)',\n", 638 | " 'coords': (-54.2122, -37.2680),\n", 639 | " 'description': 'Landing point of Shackleton’s boat journey across the Scotia Sea with 5 crew members.',\n", 640 | " 'icon': 'ship',\n", 641 | " },\n", 642 | " {\n", 643 | " 'name': 'Stromness Whaling Station (South Georgia Island)',\n", 644 | " 'coords': (-54.1750, -36.6667),\n", 645 | " 'description': 'Final destination of the crossing of South Georgia, where Shackleton got help and organised the rescue of his crew.',\n", 646 | " 'icon': 'home',\n", 647 | " }\n", 648 | "]\n", 649 | "\n", 650 | "# Cruise Trajectory Locations\n", 651 | "cruise_locations = [\n", 652 | " {\n", 653 | " 'name': 'Falkland Islands (Stanley)',\n", 654 | " 'coords': (-51.6950, -57.8525),\n", 655 | " 'description': 'Capital of the Falkland Islands.',\n", 656 | " 'icon': 'flag',\n", 657 | " },\n", 658 | " {\n", 659 | " 'name': 'Deception Island',\n", 660 | " 'coords': (-62.9583, -60.6700),\n", 661 | " 'description': 'Volcanic caldera often used as a harbor in Antarctica.',\n", 662 | " 'icon': 'mountain',\n", 663 | " },\n", 664 | " {\n", 665 | " 'name': 'Elephant Island (Cape Wild)',\n", 666 | " 'coords': (-61.1023, -55.2124),\n", 667 | " 'description': 'Refuge for the main group after the Endurance sank.',\n", 668 | " 'icon': 'life-ring',\n", 669 | " },\n", 670 | " {\n", 671 | " 'name': 'Charlotte Bay',\n", 672 | " 'coords': (-64.6000, -62.3000),\n", 673 | " 'description': 'A scenic bay along the Antarctic Peninsula.',\n", 674 | " 'icon': 'compass',\n", 675 | " },\n", 676 | " {\n", 677 | " 'name': 'Palmer Station',\n", 678 | " 'coords': (-64.7718, -64.0503),\n", 679 | " 'description': 'US research station on Anvers Island.',\n", 680 | " 'icon': 'university',\n", 681 | " },\n", 682 | "]\n", 683 | "\n", 684 | "# Add Shackleton markers to the map\n", 685 | "for location in shackleton_locations:\n", 686 | " html = f\"\"\"\n", 687 | " {location['name']}
\n", 688 | " {location['description']}
\n", 689 | " \"\"\"\n", 690 | " iframe = folium.IFrame(html, width=300, height=150)\n", 691 | " popup = folium.Popup(iframe, max_width=2650)\n", 692 | " icon = folium.Icon(color=\"blue\", icon=location['icon'], prefix='fa')\n", 693 | " folium.Marker(location=location['coords'], popup=popup, icon=icon).add_to(shackleton_map)\n", 694 | "\n", 695 | "# Add Cruise Trajectory markers to the map\n", 696 | "for location in cruise_locations:\n", 697 | " html = f\"\"\"\n", 698 | " {location['name']}
\n", 699 | " {location['description']}
\n", 700 | " \"\"\"\n", 701 | " iframe = folium.IFrame(html, width=300, height=150)\n", 702 | " popup = folium.Popup(iframe, max_width=2650)\n", 703 | " icon = folium.Icon(color=\"red\", icon=location['icon'], prefix='fa')\n", 704 | " folium.Marker(location=location['coords'], popup=popup, icon=icon).add_to(shackleton_map)\n", 705 | "\n", 706 | "# Add line for Cruise Trajectory\n", 707 | "cruise_coords = [loc['coords'] for loc in cruise_locations]\n", 708 | "folium.PolyLine(cruise_coords, color=\"red\", weight=2.5, opacity=1).add_to(shackleton_map)\n", 709 | "\n", 710 | "# Display the map in Colab\n", 711 | "shackleton_map" 712 | ] 713 | }, 714 | { 715 | "cell_type": "markdown", 716 | "source": [ 717 | "# 2️⃣ More penguins, icebergs, and unexpected discoveries\n", 718 | "\n", 719 | "As we approached the Antarctic Peninsula, the landscape transformed into a breathtaking panorama of icebergs, glaciers, and wildlife. Penguins waddled across the ice, seals basked in the sun, and whales breached the surface of the frigid waters.\n" 720 | ], 721 | "metadata": { 722 | "id": "GnZyQMAjJqmc" 723 | } 724 | }, 725 | { 726 | "cell_type": "code", 727 | "source": [ 728 | "#@title Icebergs and penguins\n", 729 | "%%html\n", 730 | "

💗🐧 pic.twitter.com/puw95e72do

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 24, 2024
\n", 731 | "

There are whole bunch of little penguins (and their guano) on the flat part! Chinstraps and Gentoo. 🐧🙌

They must be seasteading, knew it was a challenging political climate 😂 pic.twitter.com/wwH9V6QKO8

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 24, 2024
\n", 732 | "

I wish I could give you better pictures!!

All the little tiny splashes are penguins getting fish to eat, and the orange streaks you see is their little roosting place (aka guano). 🥹🐧✨ pic.twitter.com/GiRZDl4aiq

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 24, 2024
\n", 733 | "

am legit just pacing around rn waiting until captain wouter announces the next iceberg

(this one had bonus penguins!! 🐧✨) pic.twitter.com/EEg7hboH1H

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 24, 2024
" 734 | ], 735 | "metadata": { 736 | "colab": { 737 | "base_uri": "https://localhost:8080/", 738 | "height": 1000 739 | }, 740 | "cellView": "form", 741 | "id": "_prbZ1Rsl4wt", 742 | "outputId": "82923eeb-1b3f-4b88-a204-4787373596a9" 743 | }, 744 | "execution_count": null, 745 | "outputs": [ 746 | { 747 | "output_type": "display_data", 748 | "data": { 749 | "text/plain": [ 750 | "" 751 | ], 752 | "text/html": [ 753 | "

💗🐧 pic.twitter.com/puw95e72do

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 24, 2024
\n", 754 | "

There are whole bunch of little penguins (and their guano) on the flat part! Chinstraps and Gentoo. 🐧🙌

They must be seasteading, knew it was a challenging political climate 😂 pic.twitter.com/wwH9V6QKO8

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 24, 2024
\n", 755 | "

I wish I could give you better pictures!!

All the little tiny splashes are penguins getting fish to eat, and the orange streaks you see is their little roosting place (aka guano). 🥹🐧✨ pic.twitter.com/GiRZDl4aiq

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 24, 2024
\n", 756 | "

am legit just pacing around rn waiting until captain wouter announces the next iceberg

(this one had bonus penguins!! 🐧✨) pic.twitter.com/EEg7hboH1H

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 24, 2024
\n" 757 | ] 758 | }, 759 | "metadata": {} 760 | } 761 | ] 762 | }, 763 | { 764 | "cell_type": "markdown", 765 | "source": [ 766 | "The sheer scale of the icebergs was awe-inspiring. Some were as large as small cities, and we learned about the different types, from the smaller \"growlers\" to the massive tabular icebergs. Given the congestion of icebergs, the captain and the Antarctica crew also made the decision to reroute to Deception Island." 767 | ], 768 | "metadata": { 769 | "id": "pH88DpLzLPVA" 770 | } 771 | }, 772 | { 773 | "cell_type": "code", 774 | "source": [ 775 | "#@title More icebergs\n", 776 | "%%html\n", 777 | "

More icebergs! And a move to the indoor coffee bar (outside got a little chilly 😅). pic.twitter.com/QT8SskUzxF

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 24, 2024
\n", 778 | "

There are bits of the iceberg back there periodically calving off - I keep trying to catch them... 😀

Merry Christmas, folks!! 🎄🎁 https://t.co/lAkmLqvmRJ pic.twitter.com/NL9F2w1vyA

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 24, 2024
\n", 779 | "

There's even another ship out there! 😀🚢 https://t.co/QqWNW1sLck pic.twitter.com/sQYvYQrQeN

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 24, 2024
\n", 780 | "

Look at the big crack down the center on this guy! 🤯🧊 pic.twitter.com/Kd6sq5z9vF

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 27, 2024
\n", 781 | "

WHICH ICEBERG, CAPTAIN WOUTER

we should have these things on @GoogleMaps, it would be rad to have some way to visualize how far they move over the summer and winter months 🤩

gratuitous ice pictures: pic.twitter.com/FzQ3xzHdWw

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 24, 2024
\n", 782 | "

the world feels a little bit like a (chilly) Magritte painting pic.twitter.com/QubASMJY5h

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 26, 2024
\n", 783 | "

🧊❄️ https://t.co/kw24qhFT2C pic.twitter.com/iloipPcGKH

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 26, 2024
\n", 784 | "

🌨️🥶 Beautiful! https://t.co/q2ue90nEyv pic.twitter.com/3rb2qj1PFR

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 26, 2024
\n", 785 | "

Still extremely low visibility, just came back in from the bow - for the different ice types:

brash ice = the tinier chunks at the surface, like you see in the image below (not mine)

growlers = less than 2m in size, they make growling sounds on the sides of the ship as you… pic.twitter.com/0lIomDtaXX

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 25, 2024
\n", 786 | "

Update! Decision has been made to head towards Deception Island, which is shaped almost like a circle (used to be a volcano).

It's like a natural haven from icebergs and adverse weather conditions, with a whole bunch of seals and penguins and things!

Radar of icebergs below: pic.twitter.com/wM5bdUOOsC

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 25, 2024
\n", 787 | "

Deception Island, an active caldera that also serves as a home for bajillions of chinstrap penguins. 🐧 🌨️ pic.twitter.com/6MjpDQGQMa

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 25, 2024
\n", 788 | "

this kinda looks like a cyclone, no?https://t.co/9lDeN3adqk pic.twitter.com/cRxW2DqTWM

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 26, 2024
" 789 | ], 790 | "metadata": { 791 | "colab": { 792 | "base_uri": "https://localhost:8080/", 793 | "height": 1000 794 | }, 795 | "id": "r3pQXQ61mWNh", 796 | "outputId": "6bf74052-9ab2-4d90-abc6-c5b7c842c286" 797 | }, 798 | "execution_count": null, 799 | "outputs": [ 800 | { 801 | "output_type": "display_data", 802 | "data": { 803 | "text/plain": [ 804 | "" 805 | ], 806 | "text/html": [ 807 | "

More icebergs! And a move to the indoor coffee bar (outside got a little chilly 😅). pic.twitter.com/QT8SskUzxF

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 24, 2024
\n", 808 | "

There are bits of the iceberg back there periodically calving off - I keep trying to catch them... 😀

Merry Christmas, folks!! 🎄🎁 https://t.co/lAkmLqvmRJ pic.twitter.com/NL9F2w1vyA

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 24, 2024
\n", 809 | "

There's even another ship out there! 😀🚢 https://t.co/QqWNW1sLck pic.twitter.com/sQYvYQrQeN

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 24, 2024
\n", 810 | "

Look at the big crack down the center on this guy! 🤯🧊 pic.twitter.com/Kd6sq5z9vF

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 27, 2024
\n", 811 | "

WHICH ICEBERG, CAPTAIN WOUTER

we should have these things on @GoogleMaps, it would be rad to have some way to visualize how far they move over the summer and winter months 🤩

gratuitous ice pictures: pic.twitter.com/FzQ3xzHdWw

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 24, 2024
\n", 812 | "

the world feels a little bit like a (chilly) Magritte painting pic.twitter.com/QubASMJY5h

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 26, 2024
\n", 813 | "

🧊❄️ https://t.co/kw24qhFT2C pic.twitter.com/iloipPcGKH

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 26, 2024
\n", 814 | "

🌨️🥶 Beautiful! https://t.co/q2ue90nEyv pic.twitter.com/3rb2qj1PFR

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 26, 2024
\n", 815 | "

Still extremely low visibility, just came back in from the bow - for the different ice types:

brash ice = the tinier chunks at the surface, like you see in the image below (not mine)

growlers = less than 2m in size, they make growling sounds on the sides of the ship as you… pic.twitter.com/0lIomDtaXX

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 25, 2024
\n", 816 | "

Update! Decision has been made to head towards Deception Island, which is shaped almost like a circle (used to be a volcano).

It's like a natural haven from icebergs and adverse weather conditions, with a whole bunch of seals and penguins and things!

Radar of icebergs below: pic.twitter.com/wM5bdUOOsC

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 25, 2024
\n", 817 | "

Deception Island, an active caldera that also serves as a home for bajillions of chinstrap penguins. 🐧 🌨️ pic.twitter.com/6MjpDQGQMa

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 25, 2024
\n", 818 | "

this kinda looks like a cyclone, no?https://t.co/9lDeN3adqk pic.twitter.com/cRxW2DqTWM

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 26, 2024
\n" 819 | ] 820 | }, 821 | "metadata": {} 822 | } 823 | ] 824 | }, 825 | { 826 | "cell_type": "markdown", 827 | "source": [ 828 | "It was during these moments of observation that I realized how much technology could enhance our understanding of this fragile environment. I even started brainstorming ways to use AI and machine learning to track iceberg movements or monitor penguin populations." 829 | ], 830 | "metadata": { 831 | "id": "Pa51odcNM-lg" 832 | } 833 | }, 834 | { 835 | "cell_type": "markdown", 836 | "source": [ 837 | "# 3️⃣ Programming and fully connected, from the bottom of the world\n", 838 | "One of the most surreal experiences of the trip was being able to work on code while surrounded by the Antarctic wilderness. Thanks to the surprisingly reliable Starlink internet on our ship, I was able to demo Google AI tools like NotebookLM, Gemini, and Google AI Studio to some of my fellow cruisemates." 839 | ], 840 | "metadata": { 841 | "id": "7Yr49vAPNEus" 842 | } 843 | }, 844 | { 845 | "cell_type": "code", 846 | "source": [ 847 | "%%html\n", 848 | "

I just demoed @NotebookLM, @GeminiApp, and @GoogleAIStudio in Antarctica. This must be some sort of a first! 😂

Brought to you by (TIL!) the power of @Starlink.

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 23, 2024
\n", 849 | "

"if we accidentally hit an iceberg, will we still have internet?", and other questions that i was not expecting to ask myself this holiday season

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 24, 2024
" 850 | ], 851 | "metadata": { 852 | "colab": { 853 | "base_uri": "https://localhost:8080/", 854 | "height": 663 855 | }, 856 | "id": "cu0nbcOPlviW", 857 | "outputId": "47a09dcf-11fe-42b2-8301-3edc8d7ac4ce" 858 | }, 859 | "execution_count": null, 860 | "outputs": [ 861 | { 862 | "output_type": "display_data", 863 | "data": { 864 | "text/plain": [ 865 | "" 866 | ], 867 | "text/html": [ 868 | "

I just demoed @NotebookLM, @GeminiApp, and @GoogleAIStudio in Antarctica. This must be some sort of a first! 😂

Brought to you by (TIL!) the power of @Starlink.

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 23, 2024
\n", 869 | "

"if we accidentally hit an iceberg, will we still have internet?", and other questions that i was not expecting to ask myself this holiday season

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 24, 2024
\n" 870 | ] 871 | }, 872 | "metadata": {} 873 | } 874 | ] 875 | }, 876 | { 877 | "cell_type": "markdown", 878 | "source": [ 879 | "This got me thinking about the potential of using these tools for scientific research in remote locations. Imagine being able to analyze data, generate reports, and even build simple applications right from the field! I'd always expected that open-source, locally-hosted models (like Gemma) would be an option, but had never dreamed that I would still have wifi and internet in Antarctica.\n", 880 | "\n", 881 | "To demonstrate this, I used Gemini 2.0 in Google AI Studio to create a simple web app that compares the size of icebergs to the geographic area of cities. Here's a screenshot:" 882 | ], 883 | "metadata": { 884 | "id": "p0YevUFaNaAu" 885 | } 886 | }, 887 | { 888 | "cell_type": "code", 889 | "source": [ 890 | "%%html\n", 891 | "

😅 I wanted to see how big these icebergs are, compared to the geographic sizes of American and European cities

So this is 1⃣ using Gemini in @GoogleAIStudio with @Google Search grounding to get data, then 2⃣ using Gemini 2.0 to create an app displaying those data in @jsfiddle: https://t.co/QNvfkOnCjv pic.twitter.com/DjfP2i6QA7

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 24, 2024
" 892 | ], 893 | "metadata": { 894 | "colab": { 895 | "base_uri": "https://localhost:8080/", 896 | "height": 1000 897 | }, 898 | "id": "e-J3xVtKmhoY", 899 | "outputId": "daa69bcf-ee20-44cf-96fc-f267d5e910eb" 900 | }, 901 | "execution_count": null, 902 | "outputs": [ 903 | { 904 | "output_type": "display_data", 905 | "data": { 906 | "text/plain": [ 907 | "" 908 | ], 909 | "text/html": [ 910 | "

😅 I wanted to see how big these icebergs are, compared to the geographic sizes of American and European cities

So this is 1⃣ using Gemini in @GoogleAIStudio with @Google Search grounding to get data, then 2⃣ using Gemini 2.0 to create an app displaying those data in @jsfiddle: https://t.co/QNvfkOnCjv pic.twitter.com/DjfP2i6QA7

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 24, 2024
\n" 911 | ] 912 | }, 913 | "metadata": {} 914 | } 915 | ] 916 | }, 917 | { 918 | "cell_type": "markdown", 919 | "source": [ 920 | "It was incredible to go from a natural language description to a functioning website in just seconds. This kind of rapid prototyping could be a game-changer for researchers in the field. I even used Gemini to make a little penguin game, playable in the browser!" 921 | ], 922 | "metadata": { 923 | "id": "og_16QyTNrsM" 924 | } 925 | }, 926 | { 927 | "cell_type": "code", 928 | "source": [ 929 | "%%html\n", 930 | "

🙌✨Outstanding to see that @e2b_dev (the open-source version of @AnthropicAI's Artifacts) now supports @GoogleDeepMind's Gemini 2.0!

👇Go from a natural language description to a functioning and deployable website, in just seconds: pic.twitter.com/nMXzEA8k3T

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 23, 2024
\n", 931 | "

🐧🚢 Gemini 2.0 in @GoogleAIStudio with Thinking helped me create a custom penguin game that I could play in the browser in <30sec!

The penguin has to hop from iceberg to iceberg when I move the arrows on my keyboard - and needs to make it from shore to @HALCruises' Oosterdam. pic.twitter.com/ZnOPALfNdk

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 26, 2024
\n", 932 | "

I asked Gemini 2.0 Flash (Thinking) to create a penguin checklist with images, descriptions, locations—

—and a progress bar, that would show confetti when I "Poké-dexed" all the penguins, w/o installing any additional libraries (so I could still use @jsfiddle).

Amazing!! 🥳🎉 pic.twitter.com/tMvvAUi1ta

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 26, 2024
\n", 933 | "

📚👸 This should be a startup:

1⃣ Give Gemini 2.0 w/ Thinking in @GoogleAIStudio a chapter from any textbook (example is from Waves & Optics).

2⃣ Ask it to generate a unique, playable game to help me learn the PDF's concepts for an upcoming exam.

3⃣ Paste code into @JSFiddle: pic.twitter.com/lyorjjC12d

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 26, 2024
" 934 | ], 935 | "metadata": { 936 | "id": "c2C-OcwbYpiY", 937 | "colab": { 938 | "base_uri": "https://localhost:8080/", 939 | "height": 1000 940 | }, 941 | "outputId": "e012b67f-58e5-4f18-89b0-04e6b90e4584" 942 | }, 943 | "execution_count": null, 944 | "outputs": [ 945 | { 946 | "output_type": "display_data", 947 | "data": { 948 | "text/plain": [ 949 | "" 950 | ], 951 | "text/html": [ 952 | "

🙌✨Outstanding to see that @e2b_dev (the open-source version of @AnthropicAI's Artifacts) now supports @GoogleDeepMind's Gemini 2.0!

👇Go from a natural language description to a functioning and deployable website, in just seconds: pic.twitter.com/nMXzEA8k3T

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 23, 2024
\n", 953 | "

🐧🚢 Gemini 2.0 in @GoogleAIStudio with Thinking helped me create a custom penguin game that I could play in the browser in <30sec!

The penguin has to hop from iceberg to iceberg when I move the arrows on my keyboard - and needs to make it from shore to @HALCruises' Oosterdam. pic.twitter.com/ZnOPALfNdk

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 26, 2024
\n", 954 | "

I asked Gemini 2.0 Flash (Thinking) to create a penguin checklist with images, descriptions, locations—

—and a progress bar, that would show confetti when I "Poké-dexed" all the penguins, w/o installing any additional libraries (so I could still use @jsfiddle).

Amazing!! 🥳🎉 pic.twitter.com/tMvvAUi1ta

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 26, 2024
\n", 955 | "

📚👸 This should be a startup:

1⃣ Give Gemini 2.0 w/ Thinking in @GoogleAIStudio a chapter from any textbook (example is from Waves & Optics).

2⃣ Ask it to generate a unique, playable game to help me learn the PDF's concepts for an upcoming exam.

3⃣ Paste code into @JSFiddle: pic.twitter.com/lyorjjC12d

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 26, 2024
\n" 956 | ] 957 | }, 958 | "metadata": {} 959 | } 960 | ] 961 | }, 962 | { 963 | "cell_type": "markdown", 964 | "source": [ 965 | "# 4️⃣ Reflections and Takeaways\n", 966 | "As our ship turned back towards Ushuaia, I had some time to reflect on the incredible journey. One thing that struck me was the vastness and remoteness of Antarctica. To illustrate this, I created another map showing the distance between Palmer Station (a US research base) and the nearest large city, Punta Arenas in Chile." 967 | ], 968 | "metadata": { 969 | "id": "dOnXAthEOUG-" 970 | } 971 | }, 972 | { 973 | "cell_type": "code", 974 | "source": [ 975 | "#@title Distance from Palmer Station to nearest big city\n", 976 | "\n", 977 | "import folium\n", 978 | "from geopy.geocoders import Nominatim\n", 979 | "from geopy.distance import geodesic\n", 980 | "\n", 981 | "# Coordinates for Palmer Station and Punta Arenas\n", 982 | "palmer_latitude = -64.774230\n", 983 | "palmer_longitude = -64.052718\n", 984 | "punta_arenas_latitude = -53.1638\n", 985 | "punta_arenas_longitude = -70.9085\n", 986 | "\n", 987 | "palmer_coords = (palmer_latitude, palmer_longitude)\n", 988 | "punta_arenas_coords = (punta_arenas_latitude, punta_arenas_longitude)\n", 989 | "\n", 990 | "# Calculate distance and midpoint\n", 991 | "distance = geodesic(palmer_coords, punta_arenas_coords).km\n", 992 | "midpoint_lat = (palmer_latitude + punta_arenas_latitude) / 2\n", 993 | "midpoint_lon = (palmer_longitude + punta_arenas_longitude) / 2\n", 994 | "\n", 995 | "# Create a map centered between the two locations and zoomed in\n", 996 | "map = folium.Map(location=[midpoint_lat, midpoint_lon], zoom_start=4)\n", 997 | "\n", 998 | "# Add a marker for Palmer Station with a penguin emoji\n", 999 | "folium.Marker(\n", 1000 | " palmer_coords,\n", 1001 | " popup=folium.Popup(\"Palmer Station 🐧\", max_width=300),\n", 1002 | " icon=folium.DivIcon(html=\"\"\"
\n", 1003 | " 🐧\n", 1004 | "
\"\"\")\n", 1005 | ").add_to(map)\n", 1006 | "\n", 1007 | "# Add a marker for Punta Arenas with a Chilean flag emoji\n", 1008 | "folium.Marker(\n", 1009 | " punta_arenas_coords,\n", 1010 | " popup=folium.Popup(\"Punta Arenas 🇨🇱\", max_width=300),\n", 1011 | " icon=folium.DivIcon(html=\"\"\"
\n", 1012 | " 🇨🇱\n", 1013 | "
\"\"\")\n", 1014 | ").add_to(map)\n", 1015 | "\n", 1016 | "# Draw a line between the two locations\n", 1017 | "folium.PolyLine([palmer_coords, punta_arenas_coords], color=\"blue\", weight=2.5, opacity=1).add_to(map)\n", 1018 | "\n", 1019 | "# Add a label for the distance along the line\n", 1020 | "folium.Marker(\n", 1021 | " location=[midpoint_lat, midpoint_lon],\n", 1022 | " popup=f\"Approximate Distance: {distance:.2f} km\",\n", 1023 | " icon=folium.DivIcon(\n", 1024 | " html=f\"\"\"\n", 1025 | "
\n", 1026 | " {distance:.0f} km\n", 1027 | "
\n", 1028 | " \"\"\"\n", 1029 | " )\n", 1030 | ").add_to(map)\n", 1031 | "\n", 1032 | "map.title = \" 📏 Distance from Palmer Station to the nearest large city\"\n", 1033 | "map.get_root().html.add_child(folium.Element(\"

\" + map.title + \"

\"))\n", 1034 | "\n", 1035 | "# Display the map\n", 1036 | "map" 1037 | ], 1038 | "metadata": { 1039 | "colab": { 1040 | "base_uri": "https://localhost:8080/", 1041 | "height": 649 1042 | }, 1043 | "cellView": "form", 1044 | "id": "9x25SeDqzO2w", 1045 | "outputId": "6deb6933-e9cc-4e69-d30f-6975bb04667e" 1046 | }, 1047 | "execution_count": null, 1048 | "outputs": [ 1049 | { 1050 | "output_type": "execute_result", 1051 | "data": { 1052 | "text/plain": [ 1053 | "" 1054 | ], 1055 | "text/html": [ 1056 | "
Make this Notebook Trusted to load map: File -> Trust Notebook
" 1242 | ] 1243 | }, 1244 | "metadata": {}, 1245 | "execution_count": 11 1246 | } 1247 | ] 1248 | }, 1249 | { 1250 | "cell_type": "markdown", 1251 | "source": [ 1252 | "The distance is staggering! It really puts into perspective the isolation of researchers working in Antarctica." 1253 | ], 1254 | "metadata": { 1255 | "id": "IUaJ-g7JOlRy" 1256 | } 1257 | }, 1258 | { 1259 | "cell_type": "code", 1260 | "source": [ 1261 | "%%html\n", 1262 | "

WHALES 🐳 pic.twitter.com/Y2DPerMILW

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 26, 2024
\n", 1263 | "

"this is your penguin correspondent, reporting to you LIVE from the science boat at the end of the world–" https://t.co/G0EvTeuNxw pic.twitter.com/sKWJUXgLjk

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 27, 2024
\n", 1264 | "

So much of the world is beautiful, unexplored, and waiting to be studied and experienced.

Very, very grateful to have the opportunity to be here, at this time, when it feels like data-driven and software-accelerated science are only just getting started.

🌎🧊 pic.twitter.com/L8G2sFEM0j

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 27, 2024
\n", 1265 | "

Did you know that 57 countries have allied together to make sure that Antarctica remains a collaborative, conflict-free haven for science research?

And that Palmer Station has both an artist-in-residence and writer-in-residence program? 🤩❄️ pic.twitter.com/umvfthj4WP

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 27, 2024
\n", 1266 | "

🥹❄️ best and most magical christmas https://t.co/aGA5rR8Coa pic.twitter.com/80x7rbUx9G

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 27, 2024
" 1267 | ], 1268 | "metadata": { 1269 | "colab": { 1270 | "base_uri": "https://localhost:8080/", 1271 | "height": 1000 1272 | }, 1273 | "id": "nQQC3eohoQ6I", 1274 | "outputId": "ed6c5332-1310-4651-8d7d-5ce50aa2b6c9" 1275 | }, 1276 | "execution_count": null, 1277 | "outputs": [ 1278 | { 1279 | "output_type": "display_data", 1280 | "data": { 1281 | "text/plain": [ 1282 | "" 1283 | ], 1284 | "text/html": [ 1285 | "

WHALES 🐳 pic.twitter.com/Y2DPerMILW

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 26, 2024
\n", 1286 | "

"this is your penguin correspondent, reporting to you LIVE from the science boat at the end of the world–" https://t.co/G0EvTeuNxw pic.twitter.com/sKWJUXgLjk

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 27, 2024
\n", 1287 | "

So much of the world is beautiful, unexplored, and waiting to be studied and experienced.

Very, very grateful to have the opportunity to be here, at this time, when it feels like data-driven and software-accelerated science are only just getting started.

🌎🧊 pic.twitter.com/L8G2sFEM0j

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 27, 2024
\n", 1288 | "

Did you know that 57 countries have allied together to make sure that Antarctica remains a collaborative, conflict-free haven for science research?

And that Palmer Station has both an artist-in-residence and writer-in-residence program? 🤩❄️ pic.twitter.com/umvfthj4WP

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 27, 2024
\n", 1289 | "

🥹❄️ best and most magical christmas https://t.co/aGA5rR8Coa pic.twitter.com/80x7rbUx9G

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 27, 2024
\n" 1290 | ] 1291 | }, 1292 | "metadata": {} 1293 | } 1294 | ] 1295 | }, 1296 | { 1297 | "cell_type": "markdown", 1298 | "source": [ 1299 | "# Conclusion\n", 1300 | "\n", 1301 | "This trip to Antarctica was a once-in-a-lifetime experience that combined adventure, learning, and a unique opportunity to explore the intersection of technology and remote exploration. It left me with a renewed appreciation for the power of both nature and human ingenuity. And who knows, maybe one day we'll see AI-powered research stations helping us unlock the secrets of this incredible continent." 1302 | ], 1303 | "metadata": { 1304 | "id": "X7J5m-rNPWQQ" 1305 | } 1306 | }, 1307 | { 1308 | "cell_type": "code", 1309 | "source": [ 1310 | "%%html\n", 1311 | "

🛒🛍️ See how a Gemini 2.0-powered AI agent builds and manages @Instacart orders *live*, while industry leaders answer questions about the future of AI!

👇 Every dollar raised helps deliver meals to those in need. Register at the link at the end of the thread, December 30: https://t.co/OBExariXsc

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 28, 2024
\n", 1312 | "

🥹🌎 @PerformingNerd final show of the cruise, featuring a Carl Sagan monologue (pale blue dot!) and Rubik's cubes into a portrait of Sagan – as well as a bonus portrait of @TomCruise. pic.twitter.com/DlmHeBAje8

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 27, 2024
\n", 1313 | "

✨🥂 @HALcruises has an Orange Party about halfway through each cruise (orange is Holland's national color, I think? regardless, everyone has to wear something orange)

and tonight I have succeeded in crafting the most low energy party costume ever, happy almost new year's folks pic.twitter.com/ogW09JWQub

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 28, 2024
" 1314 | ], 1315 | "metadata": { 1316 | "colab": { 1317 | "base_uri": "https://localhost:8080/", 1318 | "height": 1000 1319 | }, 1320 | "id": "9RFxow2Uo1S5", 1321 | "outputId": "1a216a52-c639-4a0e-86ed-629da545e707" 1322 | }, 1323 | "execution_count": null, 1324 | "outputs": [ 1325 | { 1326 | "output_type": "display_data", 1327 | "data": { 1328 | "text/plain": [ 1329 | "" 1330 | ], 1331 | "text/html": [ 1332 | "

🛒🛍️ See how a Gemini 2.0-powered AI agent builds and manages @Instacart orders *live*, while industry leaders answer questions about the future of AI!

👇 Every dollar raised helps deliver meals to those in need. Register at the link at the end of the thread, December 30: https://t.co/OBExariXsc

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 28, 2024
\n", 1333 | "

🥹🌎 @PerformingNerd final show of the cruise, featuring a Carl Sagan monologue (pale blue dot!) and Rubik's cubes into a portrait of Sagan – as well as a bonus portrait of @TomCruise. pic.twitter.com/DlmHeBAje8

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 27, 2024
\n", 1334 | "

✨🥂 @HALcruises has an Orange Party about halfway through each cruise (orange is Holland's national color, I think? regardless, everyone has to wear something orange)

and tonight I have succeeded in crafting the most low energy party costume ever, happy almost new year's folks pic.twitter.com/ogW09JWQub

— 👩‍💻 Paige Bailey (@DynamicWebPaige) December 28, 2024
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