diff --git a/README.md b/README.md
index 80b8ec5..887bde9 100644
--- a/README.md
+++ b/README.md
@@ -229,28 +229,30 @@ def test_polyfit_with_ci(cleanup_files):
penguins = sns.load_dataset("penguins")
# Prepare data
- data = penguins[penguins['species'] == 'Adelie']
+ data = penguins.copy()
+ data = data[data["species"] == "Adelie"]
- # Initialize PolyFit instance with bootstrapping
- poly_fit_with_bootstrap = sor.PolyFit(order=2, gridsize=100, num_bootstrap=200, alpha=0.05)
+ # Initialize PolyFit instance with confidence intervals
+ poly_fit_with_ci = sor.PolyFit(order=2, gridsize=100, alpha=0.05)
# Call the PolyFit method on prepared data
- results_with_bootstrap = poly_fit_with_bootstrap(data, 'bill_length_mm', 'body_mass_g')
+ results_with_ci = poly_fit_with_ci(data, "bill_length_mm", "body_mass_g")
# Plotting
fig, ax = plt.subplots(figsize=(9, 5))
- sns.scatterplot(x='bill_length_mm', y='body_mass_g', data=data, ax=ax, color='blue', alpha=0.5)
- ax.plot(results_with_bootstrap['bill_length_mm'], results_with_bootstrap['body_mass_g'], color='darkblue')
- if 'ci_lower' in results_with_bootstrap.columns and 'ci_upper' in results_with_bootstrap.columns:
- ax.fill_between(results_with_bootstrap['bill_length_mm'],
- results_with_bootstrap['ci_lower'],
- results_with_bootstrap['ci_upper'],
- color='blue',
- alpha=0.3)
- ax.set_xlabel('Bill Length (mm)')
- ax.set_ylabel('Body Mass (g)')
- ax.set_title('Polynomial Fit with Confidence Intervals for Adelie Penguins')
- ax.grid(True, which='both', color='gray', linewidth=0.5, linestyle='--')
+ sns.scatterplot(x="bill_length_mm", y="body_mass_g", data=data, ax=ax, color="blue", alpha=0.5)
+ ax.plot(results_with_ci["bill_length_mm"], results_with_ci["body_mass_g"], color="darkblue")
+ ax.fill_between(
+ results_with_ci["bill_length_mm"],
+ results_with_ci["ci_lower"],
+ results_with_ci["ci_upper"],
+ color="blue",
+ alpha=0.3,
+ )
+ ax.set_xlabel("Bill Length (mm)")
+ ax.set_ylabel("Body Mass (g)")
+ ax.set_title("Polynomial Fit with Confidence Intervals for Adelie Penguins")
+ ax.grid(True, which="both", color="gray", linewidth=0.5, linestyle="--")
plt.show()
```
### Output
diff --git a/docs/recipes_overview.md b/docs/recipes_overview.md
new file mode 100644
index 0000000..e69de29
diff --git a/docs/tutorial/recipes_tut.ipynb b/docs/tutorial/recipes_tut.ipynb
new file mode 100644
index 0000000..6a496a0
--- /dev/null
+++ b/docs/tutorial/recipes_tut.ipynb
@@ -0,0 +1,478 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " species | \n",
+ " island | \n",
+ " bill_length_mm | \n",
+ " bill_depth_mm | \n",
+ " flipper_length_mm | \n",
+ " body_mass_g | \n",
+ " sex | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " Adelie | \n",
+ " Torgersen | \n",
+ " 39.1 | \n",
+ " 18.7 | \n",
+ " 181.0 | \n",
+ " 3750.0 | \n",
+ " Male | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " Adelie | \n",
+ " Torgersen | \n",
+ " 39.5 | \n",
+ " 17.4 | \n",
+ " 186.0 | \n",
+ " 3800.0 | \n",
+ " Female | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " Adelie | \n",
+ " Torgersen | \n",
+ " 40.3 | \n",
+ " 18.0 | \n",
+ " 195.0 | \n",
+ " 3250.0 | \n",
+ " Female | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " Adelie | \n",
+ " Torgersen | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " Adelie | \n",
+ " Torgersen | \n",
+ " 36.7 | \n",
+ " 19.3 | \n",
+ " 193.0 | \n",
+ " 3450.0 | \n",
+ " Female | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "