From 362f0895f464ae8a1a813dba47734d149fe87976 Mon Sep 17 00:00:00 2001
From: James Lin <jameslin1998@gmail.com>
Date: Fri, 25 Apr 2025 16:13:33 -0400
Subject: [PATCH] skip trade-related columns

---
 freqtrade/freqai/data_kitchen.py | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/freqtrade/freqai/data_kitchen.py b/freqtrade/freqai/data_kitchen.py
index 6cb52eb29..f7ca2c7a9 100644
--- a/freqtrade/freqai/data_kitchen.py
+++ b/freqtrade/freqai/data_kitchen.py
@@ -709,6 +709,11 @@ class FreqaiDataKitchen:
         skip_columns = [
             (f"{s}_{suffix}") for s in ["date", "open", "high", "low", "close", "volume"]
         ]
+        for s in ['trades', 'orderflow', 'imbalances', 'stacked_imbalances_bid',
+                    'stacked_imbalances_ask', 'max_delta', 'min_delta', 'bid', 'ask',
+                    'delta', 'total_trades']:
+            if s in dataframe.columns and f"{s}_{suffix}" in df_to_merge.columns:
+                skip_columns.append(f"{s}_{suffix}")
         dataframe = dataframe.drop(columns=skip_columns)
         return dataframe