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import streamlit as st | |
import matplotlib.pyplot as plt | |
# Initialize sliders | |
x = st.slider('X position', min_value=0.0, max_value=10.0, value=5.0, step=0.1) | |
w = st.slider('W (slope)', min_value=-10.0, max_value=10.0, value=1.0, step=0.1) | |
b = st.slider('B (intercept)', min_value=-10.0, max_value=10.0, value=0.0, step=0.1) | |
# Calculate y based on the equation y = w * x + b | |
y = w * x + b | |
# Create the plot | |
fig, ax = plt.subplots(2, 1, figsize=(6, 4), gridspec_kw={'height_ratios': [1, 1]}) | |
fig.subplots_adjust(hspace=0.5) | |
# Plot for the x-axis | |
ax[0].hlines(0, 0, 10, color='blue', linestyle='--') # X-axis | |
ax[0].plot(x, 0, 'ro') # Plot the x point | |
ax[0].set_xlim(0, 10) | |
ax[0].set_ylim(-1, 1) | |
ax[0].set_xlabel('X-axis') | |
ax[0].set_yticks([]) # Hide y-axis ticks | |
ax[0].set_title('X-axis Position') | |
ax[0].grid(True) | |
# Plot for the y-axis | |
ax[1].hlines(0, -10, 10, color='blue', linestyle='--') # Y-axis | |
ax[1].plot(y, 0, 'ro') # Plot the y point | |
ax[1].set_xlim(-10, 10) | |
ax[1].set_ylim(-1, 1) | |
ax[1].set_xlabel('Y-axis') | |
ax[1].set_yticks([]) # Hide y-axis ticks | |
ax[1].set_title(f'y = {w} * x + {b}') | |
ax[1].grid(True) | |
# Display the plot in Streamlit | |
st.pyplot(fig) | |