Spiritual awareness and hindrance to growth potential
Description
• The scatter plot illustrates an exponential decrease in hindrance to growth potential as spiritual awareness increases. This suggests that higher levels of spiritual awareness are associated with lower hindrance to growth potential. • The code provides a clear visualization of the simulated data, allowing for a quick understanding of the modelled relationship. • The exponential decay function used in the simulation implies a diminishing hindrance effect as individuals exhibit higher levels of spiritual awareness.
Files
Steps to reproduce
import numpy as np import pandas as pd import matplotlib.pyplot as plt # Function to model hindrance to growth potential def hindrance_to_growth(spiritual_awareness): return np.exp(-spiritual_awareness) # Simulate 100 observations num_observations = 100 spiritual_awareness_values = np.random.uniform(0, 5, num_observations) # Assuming a range for spiritual awareness # Calculate hindrance to growth potential for each observation growth_potential_values = hindrance_to_growth(spiritual_awareness_values) # Create a DataFrame data = {'Spiritual_Awareness': spiritual_awareness_values, 'Growth_Potential': growth_potential_values} df = pd.DataFrame(data) # Display entire simulated data without truncation pd.set_option('display.max_rows', None) print("Simulated Data:") print(df) # Plotting the simulated data plt.scatter(df['Spiritual_Awareness'], df['Growth_Potential']) plt.xlabel('Spiritual Awareness') plt.ylabel('Hindrance to Growth Potential') plt.title('Simulation of Hindrance to Growth Potential vs. Spiritual Awareness') plt.show()