Update Lambda and Readme

Author: lukebarousse

1_Basics/17_Lambda.ipynb

@@ -156,6 +156,76 @@
     "total_salary_list"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Rewriting this to show that the salary variables are different"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[110000.00000000001,\n",
+       " 220000.00000000003,\n",
+       " 165000.0,\n",
+       " 132000.0,\n",
+       " 88000.0,\n",
+       " 825000.0000000001]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "total_salary_list = [(lambda salary: salary * (1.1))(item) for item in salary_list]\n",
+    "\n",
+    "total_salary_list"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**NOTE: This example was for demonstration purposes for using lambda**  \n",
+    "\n",
+    "Technically, you could just do this:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[110000.00000000001,\n",
+       " 220000.00000000003,\n",
+       " 165000.0,\n",
+       " 132000.0,\n",
+       " 88000.0,\n",
+       " 825000.0000000001]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "total_salary_list = [item * 1.1 for item in salary_list]\n",
+    "\n",
+    "total_salary_list"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -327,7 +397,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.11.9"
   }
  },
  "nbformat": 4,

README.md

@@ -1,14 +1,15 @@
 # Python for Data Analytics - Full Course
 
-Data Nerds! This repo contains all the notebooks and code for my free course.
+Data Nerds! This repo contains all the notebooks needed to follow along my free course: [Python for Data Analytics]()
 
 [![Python for Data Analytics](3_Project/images/Python_Data_Analytics_YT.png)](https://youtu.be/7mz73uXD9DA?si=kXWYSyaWdNKBAOyc)
+*Thanks to [Kelly Adams](https://www.linkedin.com/in/kellyjianadams) for help with producing this course*
 
 ## Table of Contents
 
 ### [Chapter 1: Python Basics](/1_Basics/)
 
-*This chapter is meant to be executed on [Google Colab](https://colab.research.google.com/github/lukebarousse/Python_Data_Analytics_Course/blob/main/1_Basics/01_Getting_Started.ipynb).*
+*This chapter is meant for [Google Colab](https://colab.research.google.com/github/lukebarousse/Python_Data_Analytics_Course/blob/main/1_Basics/01_Getting_Started.ipynb).*
 - Introduction to Python
     - Variables
     - Data Types
@@ -26,8 +27,6 @@ Data Nerds! This repo contains all the notebooks and code for my free course.
 
 ### [Chapter 2: Advanced Python](/2_Advanced/)
 
-*This chapter is meant to be executed locally on VS Code.*
-
 - Advanced Pandas
     - Data Cleaning
     - Data Manipulation
@@ -39,21 +38,17 @@ Data Nerds! This repo contains all the notebooks and code for my free course.
 
 ### [Chapter 3: Project Build](/3_Project/)
 
-*This chapter is meant to be executed locally on VS Code.*
-
 - Investigating Top Skills in Data Science
     - Data Cleaning
     - Data Analysis
     - Data Visualization
     - Data Interpretation
 
 ## Found a Typo? Want to Contribute?
-- If you find a typo or error in the code, please feel free to make a pull request by:
+- If you find an error in this codebase, please feel free to make a pull request by:
     - Forking the repo
     - Making any changes
     - Submitting a pull request
 
-
 ## TODO:
 - [ ] Update Link to Video
-- [ ] Fix [github issue](https://stackoverflow.com/questions/78501731/error-nbformat-when-uploading-to-github-from-google-colab/78503623#78503623)