feat(api): add average thread length per emotion
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@@ -146,3 +146,63 @@ class InteractionAnalysis:
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return 0
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return round(sum(depths) / len(depths), 2)
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def average_thread_length_by_emotion(self):
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emotion_exclusions = {"emotion_neutral", "emotion_surprise"}
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emotion_cols = [
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c for c in self.df.columns
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if c.startswith("emotion_") and c not in emotion_exclusions
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]
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id_to_reply = self.df.set_index("id")["reply_to"].to_dict()
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length_cache = {}
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def thread_length_from(start_id):
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if start_id in length_cache:
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return length_cache[start_id]
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seen = set()
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length = 1
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current = start_id
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while True:
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if current in seen:
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# infinite loop shouldn't happen, but just in case
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break
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seen.add(current)
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reply_to = id_to_reply.get(current)
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if reply_to is None or (isinstance(reply_to, float) and pd.isna(reply_to)) or reply_to == "":
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break
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length += 1
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current = reply_to
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if current in length_cache:
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length += (length_cache[current] - 1)
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break
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length_cache[start_id] = length
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return length
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emotion_to_lengths = {}
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# Fill NaNs in emotion cols to avoid max() issues
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emo_df = self.df[["id"] + emotion_cols].copy()
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emo_df[emotion_cols] = emo_df[emotion_cols].fillna(0)
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for _, row in emo_df.iterrows():
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msg_id = row["id"]
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length = thread_length_from(msg_id)
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emotions = {c: row[c] for c in emotion_cols}
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dominant = max(emotions, key=emotions.get)
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emotion_to_lengths.setdefault(dominant, []).append(length)
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return {
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emotion: round(sum(lengths) / len(lengths), 2)
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for emotion, lengths in emotion_to_lengths.items()
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}
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@@ -97,6 +97,7 @@ class StatGen:
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def get_interactional_analysis(self) -> dict:
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return {
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"average_thread_depth": self.interaction_analysis.average_thread_depth(),
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"average_thread_length_by_emotion": self.interaction_analysis.average_thread_length_by_emotion()
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}
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# detect community jargon
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