diff --git a/.gitignore b/.gitignore
index 17ea373..5fc6d30 100644
--- a/.gitignore
+++ b/.gitignore
@@ -8,6 +8,8 @@ build
 .env*.local
 .DS_Store
 data/
+models/
 __pycache__/
+*.pkl
 mlruns
 AI-grep/
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/MLmodel b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/MLmodel
deleted file mode 100644
index 585e6bf..0000000
--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/MLmodel
+++ /dev/null
@@ -1,23 +0,0 @@
-artifact_path: file:///home/homoludens/projekti/bitcon/candle_annotator/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts
-flavors:
-  python_function:
-    env:
-      conda: conda.yaml
-      virtualenv: python_env.yaml
-    loader_module: mlflow.sklearn
-    model_path: model.pkl
-    predict_fn: predict
-    python_version: 3.13.5
-  sklearn:
-    code: null
-    pickled_model: model.pkl
-    serialization_format: cloudpickle
-    sklearn_version: 1.8.0
-    skops_trusted_types: null
-mlflow_version: 3.9.0
-model_id: m-045042d4be424487a3c0ff303d90466d
-model_size_bytes: 793682
-model_uuid: m-045042d4be424487a3c0ff303d90466d
-prompts: null
-run_id: f1a0c7b223484d019564929940766c10
-utc_time_created: '2026-02-15 20:29:38.262687'
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/conda.yaml b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/conda.yaml
deleted file mode 100644
index 0f2b0be..0000000
--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/conda.yaml
+++ /dev/null
@@ -1,15 +0,0 @@
-channels:
-- conda-forge
-dependencies:
-- python=3.13.5
-- pip
-- pip:
-  - mlflow==3.9.0
-  - cloudpickle==3.1.2
-  - numpy==2.4.2
-  - pandas==2.3.3
-  - psutil==7.2.2
-  - pyarrow==22.0.0
-  - scikit-learn==1.8.0
-  - scipy==1.17.0
-name: mlflow-env
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/model.pkl b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/model.pkl
deleted file mode 100644
index 0ad92cb..0000000
Binary files a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/model.pkl and /dev/null differ
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/python_env.yaml b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/python_env.yaml
deleted file mode 100644
index 2633ab0..0000000
--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/python_env.yaml
+++ /dev/null
@@ -1,7 +0,0 @@
-python: 3.13.5
-build_dependencies:
-- pip
-- setuptools==82.0.0
-- wheel
-dependencies:
-- -r requirements.txt
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/requirements.txt b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/requirements.txt
deleted file mode 100644
index b781713..0000000
--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/requirements.txt
+++ /dev/null
@@ -1,8 +0,0 @@
-mlflow==3.9.0
-cloudpickle==3.1.2
-numpy==2.4.2
-pandas==2.3.3
-psutil==7.2.2
-pyarrow==22.0.0
-scikit-learn==1.8.0
-scipy==1.17.0
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/meta.yaml b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/meta.yaml
deleted file mode 100644
index 5b4374e..0000000
--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/meta.yaml
+++ /dev/null
@@ -1,10 +0,0 @@
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-creation_timestamp: 1771187378036
-experiment_id: '358560345319124639'
-last_updated_timestamp: 1771187384983
-model_id: m-045042d4be424487a3c0ff303d90466d
-model_type: ''
-name: model
-source_run_id: f1a0c7b223484d019564929940766c10
-status: 2
-status_message: null
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_accuracy b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_accuracy
deleted file mode 100644
index 257d494..0000000
--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_accuracy
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_Bearish Engulfing b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_Bearish Engulfing
deleted file mode 100644
index 53d28d5..0000000
--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_Bearish Engulfing	
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_Bullish Engulfing b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_Bullish Engulfing
deleted file mode 100644
index dfb1b0d..0000000
--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_Bullish Engulfing	
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_macro b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_macro
deleted file mode 100644
index 429d7ce..0000000
--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_macro
+++ /dev/null
@@ -1 +0,0 @@
-1771187376614 0.8947044334975369 0 f1a0c7b223484d019564929940766c10
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_wedge_up b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_wedge_up
deleted file mode 100644
index 5707162..0000000
--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_wedge_up
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_weighted b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_weighted
deleted file mode 100644
index 5b8ebae..0000000
--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_weighted
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_precision_Bearish Engulfing b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_precision_Bearish Engulfing
deleted file mode 100644
index 6d0a395..0000000
--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_precision_Bearish Engulfing	
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_precision_Bullish Engulfing b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_precision_Bullish Engulfing
deleted file mode 100644
index 3c80efa..0000000
--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_precision_Bullish Engulfing	
+++ /dev/null
@@ -1 +0,0 @@
-1771187376666 1.0 0 f1a0c7b223484d019564929940766c10
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_precision_wedge_up b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_precision_wedge_up
deleted file mode 100644
index e465e85..0000000
--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_precision_wedge_up
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_recall_Bearish Engulfing b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_recall_Bearish Engulfing
deleted file mode 100644
index 5f49fa2..0000000
--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_recall_Bearish Engulfing	
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_recall_Bullish Engulfing b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_recall_Bullish Engulfing
deleted file mode 100644
index 9eb3b3c..0000000
--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_recall_Bullish Engulfing	
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_recall_wedge_up b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_recall_wedge_up
deleted file mode 100644
index dbfed65..0000000
--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_recall_wedge_up
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/val_accuracy b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/val_accuracy
deleted file mode 100644
index 66d8bf8..0000000
--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/val_accuracy
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/val_f1_macro b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/val_f1_macro
deleted file mode 100644
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+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/val_f1_weighted b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/val_f1_weighted
deleted file mode 100644
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--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/val_f1_weighted
+++ /dev/null
@@ -1 +0,0 @@
-1771187376501 1.0 0 f1a0c7b223484d019564929940766c10
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/class_weights b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/class_weights
deleted file mode 100644
index 8ad57f6..0000000
--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/class_weights
+++ /dev/null
@@ -1 +0,0 @@
-balanced
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/max_depth b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/max_depth
deleted file mode 100644
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--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/max_depth
+++ /dev/null
@@ -1 +0,0 @@
-15
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/min_samples_leaf b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/min_samples_leaf
deleted file mode 100644
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--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/min_samples_leaf
+++ /dev/null
@@ -1 +0,0 @@
-2
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/min_samples_split b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/min_samples_split
deleted file mode 100644
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--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/min_samples_split
+++ /dev/null
@@ -1 +0,0 @@
-5
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/model_type b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/model_type
deleted file mode 100644
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--- a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/model_type
+++ /dev/null
@@ -1 +0,0 @@
-random_forest
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_classes b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_classes
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+++ /dev/null
@@ -1 +0,0 @@
-3
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_estimators b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_estimators
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+++ /dev/null
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-200
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_features b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_features
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+++ /dev/null
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-2820
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_jobs b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_jobs
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+++ /dev/null
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--1
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_test_samples b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_test_samples
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+++ /dev/null
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-57
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_train_samples b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_train_samples
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+++ /dev/null
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-207
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_val_samples b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_val_samples
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+++ /dev/null
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\ No newline at end of file
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/train_samples_Bearish Engulfing b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/train_samples_Bearish Engulfing
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/validation_split b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/validation_split
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\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/artifacts/MLmodel b/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/artifacts/MLmodel
deleted file mode 100644
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diff --git a/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/artifacts/conda.yaml b/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/artifacts/conda.yaml
deleted file mode 100644
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+++ /dev/null
@@ -1,15 +0,0 @@
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-- conda-forge
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-- python=3.13.5
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-- pip:
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-  - pandas==2.3.3
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diff --git a/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/artifacts/model.pkl b/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/artifacts/model.pkl
deleted file mode 100644
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diff --git a/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/artifacts/python_env.yaml b/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/artifacts/python_env.yaml
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+++ /dev/null
@@ -1,7 +0,0 @@
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-build_dependencies:
-- pip
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diff --git a/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/artifacts/requirements.txt b/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/artifacts/requirements.txt
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+++ /dev/null
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\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/meta.yaml b/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/meta.yaml
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diff --git a/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/metrics/test_accuracy b/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/metrics/test_accuracy
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diff --git a/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/metrics/test_f1_Bullish Engulfing b/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/metrics/test_f1_Bullish Engulfing
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diff --git a/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/metrics/test_f1_macro b/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/metrics/test_f1_macro
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diff --git a/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/metrics/test_f1_weighted b/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/metrics/test_f1_weighted
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diff --git a/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/metrics/test_precision_Bearish Engulfing b/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/metrics/test_precision_Bearish Engulfing
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diff --git a/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/metrics/test_precision_wedge_up b/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/metrics/test_precision_wedge_up
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diff --git a/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/metrics/test_recall_Bearish Engulfing b/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/metrics/test_recall_Bearish Engulfing
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diff --git a/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/metrics/test_recall_Bullish Engulfing b/services/ml/mlruns/358560345319124639/models/m-cf12ffc008e047e1a37f58efe209422c/metrics/test_recall_Bullish Engulfing
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