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authorChristian Kolset <christian.kolset@gmail.com>2025-11-01 16:07:06 -0600
committerChristian Kolset <christian.kolset@gmail.com>2025-11-01 16:07:06 -0600
commit81da658b3000aa02bd72771b06dfdcd726c0a075 (patch)
treed3ddec6882a1fdbf9f8e2c6bea114cda84df98d8 /tutorials/module_4
parent0fa588700aa9d222cc8f3e562a7b30e9fb75e287 (diff)
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+# 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
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