Update app.py
Browse files
app.py
CHANGED
|
@@ -32,24 +32,29 @@ def process_file(api_key, file, instructions):
|
|
| 32 |
# Generate visualizations
|
| 33 |
images = []
|
| 34 |
for plot in plots[:3]: # Ensure max 3 plots
|
| 35 |
-
fig = plt.
|
| 36 |
title, plot_type, x, y = plot
|
| 37 |
|
| 38 |
if plot_type == 'bar':
|
| 39 |
-
df.plot
|
| 40 |
elif plot_type == 'line':
|
| 41 |
-
df.plot
|
| 42 |
elif plot_type == 'scatter':
|
| 43 |
-
df.plot
|
| 44 |
elif plot_type == 'hist':
|
| 45 |
-
df[y].hist(ax=
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 46 |
|
| 47 |
-
plt.title(title)
|
| 48 |
buf = io.BytesIO()
|
| 49 |
-
|
| 50 |
buf.seek(0)
|
| 51 |
-
|
| 52 |
-
|
|
|
|
| 53 |
|
| 54 |
return images if len(images) == 3 else images + [Image.new('RGB', (800, 600), (255,255,255))]*(3-len(images))
|
| 55 |
|
|
|
|
| 32 |
# Generate visualizations
|
| 33 |
images = []
|
| 34 |
for plot in plots[:3]: # Ensure max 3 plots
|
| 35 |
+
fig, ax = plt.subplots(figsize=(10, 6))
|
| 36 |
title, plot_type, x, y = plot
|
| 37 |
|
| 38 |
if plot_type == 'bar':
|
| 39 |
+
df.plot(kind='bar', x=x, y=y, ax=ax)
|
| 40 |
elif plot_type == 'line':
|
| 41 |
+
df.plot(kind='line', x=x, y=y, ax=ax)
|
| 42 |
elif plot_type == 'scatter':
|
| 43 |
+
df.plot(kind='scatter', x=x, y=y, ax=ax)
|
| 44 |
elif plot_type == 'hist':
|
| 45 |
+
df[y].hist(ax=ax)
|
| 46 |
+
|
| 47 |
+
ax.set_title(title)
|
| 48 |
+
ax.set_xlabel(x)
|
| 49 |
+
ax.set_ylabel(y)
|
| 50 |
+
plt.tight_layout()
|
| 51 |
|
|
|
|
| 52 |
buf = io.BytesIO()
|
| 53 |
+
plt.savefig(buf, format='png')
|
| 54 |
buf.seek(0)
|
| 55 |
+
img = Image.open(buf)
|
| 56 |
+
images.append(img)
|
| 57 |
+
plt.close(fig)
|
| 58 |
|
| 59 |
return images if len(images) == 3 else images + [Image.new('RGB', (800, 600), (255,255,255))]*(3-len(images))
|
| 60 |
|