| Class 1 - Colab Notebook | https://colab.research.google.com/drive/1F7XXiZAfEfo1xeR9Vw67uDcsRdqdBmfY?usp=sharing | President qualification. Simple intro. | 
    
      | URL Pattern Colab (Class 2) | https://colab.research.google.com/drive/1fSO0gLjVGlET38VToLrMqSGQDCUp-2FW?usp=sharing | URL pattern set up for students. Does not have answers | 
    
      | AI Intro Colab | https://colab.research.google.com/drive/11GOa8uKj6PkHf6dY1dRekExaO7Kla8Or?usp=sharing | AI introduction. Demonstration of datetime functions | 
    
      | Class 3 Colab | https://colab.research.google.com/drive/1341b-FrWIjjNp3M6UAC39JHbHn-7MXyd?usp=sharing | F strings. Markdown. | 
    
      | Mini Lecture 4 - Colab | https://colab.research.google.com/drive/1e2zXreOVE2ORqCqE-k1ek9FS-QkwHPSr?usp=sharing | While + For loops. 'Random' library | 
    
      | Class 4 - Colab Broken | https://colab.research.google.com/drive/1KoQSU9TYbrB-V6TXgp1uSDiYc4PzDLeQ?usp=sharing | Random Words. | 
    
      | ML05_Colab-Lists-Index | https://colab.research.google.com/drive/1pTx06sl2TJcm3h0yL8sGSvW5evd0E0Vf?usp=sharing | Lists, indexes, slices. | 
    
      | Class 06 Colab | https://colab.research.google.com/drive/1NUE-8rDXJsE4PEqBZZyPXhyXNpaHJLSZ?usp=sharing | Dictionaries | 
    
      | ML_08_CoLab | https://colab.research.google.com/drive/1W3I-qhHfMjn25laZTrHVia538k0VkYNW?usp=sharing | Functions, methods, libraries. Split strings. Preview Pandas | 
    
      | Class 08 CoLab (Recursion) | https://colab.research.google.com/drive/1V9tx9ul6vHMABc102Cfyfrs-Akvxh-gl?usp=sharing | Functions, methods, libraries. Nesting, recursion. | 
    
      | Class 09 Colab | https://colab.research.google.com/drive/1qyUmvKbJFx52yO8DFK55OLh6ayxmORM7?usp=sharing | Pandas introduction. Columns. Rename | 
    
      | Mini Lecture 10 Colab | https://colab.research.google.com/drive/1CkdHagLx0HxxxCpSd0MuBULE8MhCfvB0?usp=sharing | Vector logic. Series. Dataframes. | 
    
      | Class 10 CoLab | https://colab.research.google.com/drive/1ynBtBA9yO999bHc3aUq5G2kGhTkvIac6?usp=sharing | World population manipulations. Preview visualizations | 
    
      | Assignment 4 - Key | https://colab.research.google.com/drive/1ftP5jEF2uOtmU97QbOPXaMZ2AlCHihEc?usp=sharing | Coding Assignment 4 Answer Key | 
    
      | Class 11 Colab - Geopandas | https://colab.research.google.com/drive/1OV6Gy-mhFH_fpuJrJ9E_9_mNdnA7QVZL?usp=sharing | Intro GeoPandas. Nominatum. | 
    
      | Midterm Answers Colab | https://colab.research.google.com/drive/1A8P48_beT9MztK2xvrigd5oEBUO9ts7V?usp=sharing | Midterm Answer Key | 
    
      | Class 17 Colab | https://colab.research.google.com/drive/1BbUEDdfNr1-eH9Z6Z6LhgV_OAPIPStCk?usp=sharing | GeoPandas mapping with Dummy Data | 
    
      | Class 19 Colab | https://colab.research.google.com/drive/1ZxQGO-J2IVvvWuK3ZsXGPNsdBydT2M_1?usp=sharing | Team P & Q Project Review | 
    
      | Class 20 Colab - OpenAI, Clean, Scrape | https://colab.research.google.com/drive/1zFm3CIm4gfyBLytuhhEc5NbhjV1PLqLl?usp=sharing | OpenAI API - Clean data. | 
    
      | Open API Demo with Key | https://colab.research.google.com/drive/1HkZj33V2DpppRT1E5VG21swk04fPe3GE?usp=sharing | OpenAI Starger Key. JSON | 
    
      | BNIA Colab | https://colab.research.google.com/drive/1FsZ76e8_lWrnfo0GUoc_vsT1NAnALMvy?usp=sharing | BNIA API |