From 81da658b3000aa02bd72771b06dfdcd726c0a075 Mon Sep 17 00:00:00 2001 From: Christian Kolset Date: Sat, 1 Nov 2025 16:07:06 -0600 Subject: Added outline and statistical distribution image --- tutorials/module_4/4.0 Outline.md | 47 +++++++++++++++++++++++++++++ tutorials/module_4/image_1761513820040.png | Bin 0 -> 70096 bytes 2 files changed, 47 insertions(+) create mode 100644 tutorials/module_4/4.0 Outline.md create mode 100644 tutorials/module_4/image_1761513820040.png (limited to 'tutorials') diff --git a/tutorials/module_4/4.0 Outline.md b/tutorials/module_4/4.0 Outline.md new file mode 100644 index 0000000..f847484 --- /dev/null +++ b/tutorials/module_4/4.0 Outline.md @@ -0,0 +1,47 @@ +# Module 4: Outline + +1. Introduction to Data and Scientific Datasets + a. What is scientfic data + b. Data Processing flow work + c. Intro to Pandas + d. Manipulating data frames + e. Problem: Create a daraframe from Numpy arrays + +2. Interpreting Data + a. Understanding your data + b. Purpose + c. Composition + d. Color + e. Problem 1: Composing or fixing a plot + f. Data don't lie + g. Problem 2: Misleading plots + +3. Importing, Exporting and Managing Data + a. File types + b. Importing spreadsheets with pandas + c. Handling header, units and metadata + d. Writing and editing data in pandas + e. Problem: Importing time stamped data + +4. Statistical Analysis + a. Engineering Models + b. Statistics Review + c. Statistics function in python (Numpy and Pandas describe) + d. Statistical Distributions + e. Spectrocopy (basics) + f. Problem: Statistical tools in Spectroscopy readings + +5. Statistical Analysis + a. Linear Square Regression and Line of Best Fit + b. Linear + c. Exponential and Power functions + d. Polynomial**m 2:** From the DataFrame, add a + e. Using scipy + f. How well did we do? (R and R^2) + g. Extrapolation + h. Moving average + +6. Data Filtering and Signal Processing + +7. Data Visualization and Presentation + a. Problem: Using pandas to plot spectroscopy data from raw data. \ No newline at end of file diff --git a/tutorials/module_4/image_1761513820040.png b/tutorials/module_4/image_1761513820040.png new file mode 100644 index 0000000..40e32b3 Binary files /dev/null and b/tutorials/module_4/image_1761513820040.png differ -- cgit v1.2.3