Spaces:
Sleeping
Sleeping
vkovacs
commited on
Commit
·
ed412e3
1
Parent(s):
4138581
transposed heatmap
Browse files
app.py
CHANGED
|
@@ -75,31 +75,23 @@ def get_most_probable_label(probs):
|
|
| 75 |
|
| 76 |
|
| 77 |
def prepare_heatmap_data(data):
|
| 78 |
-
|
| 79 |
-
print("DEBUG: Data content:", data)
|
| 80 |
-
|
| 81 |
-
heatmap_data = pd.DataFrame(0.0, index=range(len(data)), columns=id2label.values())
|
| 82 |
|
| 83 |
for idx, row in enumerate(data):
|
| 84 |
-
print(f"DEBUG: Item at index {idx}: {row} (type: {type(row)})")
|
| 85 |
-
|
| 86 |
-
if not isinstance(row, dict):
|
| 87 |
-
raise TypeError(f"Expected dict, but got {type(row)} at index {idx}: {row}")
|
| 88 |
-
|
| 89 |
confidences = row["emotions"].tolist()
|
| 90 |
for idy, confidence in enumerate(confidences):
|
| 91 |
emotion = id2label[idy]
|
| 92 |
-
heatmap_data.at[
|
| 93 |
|
| 94 |
-
heatmap_data.
|
| 95 |
return heatmap_data
|
| 96 |
|
| 97 |
def plot_emotion_heatmap(heatmap_data):
|
| 98 |
-
fig = plt.figure(figsize=(
|
| 99 |
-
sns.heatmap(heatmap_data, annot=
|
| 100 |
plt.title("Sentence-level emotion confidences")
|
| 101 |
-
plt.xlabel("
|
| 102 |
-
plt.ylabel("
|
| 103 |
plt.subplots_adjust(left=0.2, right=0.95, top=0.9, bottom=0.2)
|
| 104 |
plt.tight_layout()
|
| 105 |
return fig
|
|
|
|
| 75 |
|
| 76 |
|
| 77 |
def prepare_heatmap_data(data):
|
| 78 |
+
heatmap_data = pd.DataFrame(0.0, index=id2label.values(), columns=range(len(data)))
|
|
|
|
|
|
|
|
|
|
| 79 |
|
| 80 |
for idx, row in enumerate(data):
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 81 |
confidences = row["emotions"].tolist()
|
| 82 |
for idy, confidence in enumerate(confidences):
|
| 83 |
emotion = id2label[idy]
|
| 84 |
+
heatmap_data.at[emotion, idx] = round(confidence, 4)
|
| 85 |
|
| 86 |
+
heatmap_data.columns = [item["sentence"][:18]+"..." for item in data]
|
| 87 |
return heatmap_data
|
| 88 |
|
| 89 |
def plot_emotion_heatmap(heatmap_data):
|
| 90 |
+
fig = plt.figure(figsize=(len(heatmap_data.columns) * 0.5 + 2, 10))
|
| 91 |
+
sns.heatmap(heatmap_data, annot=False, cmap="coolwarm", cbar=True, linewidths=0.5, linecolor='gray')
|
| 92 |
plt.title("Sentence-level emotion confidences")
|
| 93 |
+
plt.xlabel("Sentences")
|
| 94 |
+
plt.ylabel("Emotions")
|
| 95 |
plt.subplots_adjust(left=0.2, right=0.95, top=0.9, bottom=0.2)
|
| 96 |
plt.tight_layout()
|
| 97 |
return fig
|