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import gradio as gr
import matplotlib.pyplot as plt
from matplotlib_venn import venn3
from io import BytesIO
from PIL import Image
def calculate_probabilities(A, B, C, AB, AC, BC, ABC):
total = A + B + C - AB - AC - BC + ABC
if total == 0:
return {
"P(A)": 0,
"P(B)": 0,
"P(C)": 0,
"P(A ∩ B)": 0,
"P(A ∩ C)": 0,
"P(B ∩ C)": 0,
"P(A ∩ B ∩ C)": 0,
}
P_A = A / total if total > 0 else 0
P_B = B / total if total > 0 else 0
P_C = C / total if total > 0 else 0
P_AB = AB / total if total > 0 else 0
P_AC = AC / total if total > 0 else 0
P_BC = BC / total if total > 0 else 0
P_ABC = ABC / total if total > 0 else 0
return {
"P(A)": P_A,
"P(B)": P_B,
"P(C)": P_C,
"P(A ∩ B)": P_AB,
"P(A ∩ C)": P_AC,
"P(B ∩ C)": P_BC,
"P(A ∩ B ∩ C)": P_ABC,
}
def plot_venn(A, B, C, AB, AC, BC, ABC):
plt.figure(figsize=(8, 8))
venn = venn3(subsets=(A, B, AB, C, AC, BC, ABC), set_labels=('A', 'B', 'C'))
plt.title("Venn Diagram")
buf = BytesIO()
plt.savefig(buf, format='png')
buf.seek(0)
img = Image.open(buf)
return img
def main(A, B, C, AB, AC, BC, ABC):
venn_diagram = plot_venn(A, B, C, AB, AC, BC, ABC)
probabilities = calculate_probabilities(A, B, C, AB, AC, BC, ABC)
return venn_diagram, probabilities
iface = gr.Interface(
fn=main,
inputs=[
gr.Number(label="Cantidad en A"),
gr.Number(label="Cantidad en B"),
gr.Number(label="Cantidad en C"),
gr.Number(label="Cantidad en A ∩ B"),
gr.Number(label="Cantidad en A ∩ C"),
gr.Number(label="Cantidad en B ∩ C"),
gr.Number(label="Cantidad en A ∩ B ∩ C")
],
outputs=[
gr.Image(type="pil", label="Diagrama de Venn"),
gr.JSON(label="Probabilidades Calculadas")
]
)
iface.launch()
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