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.gitattributes +1 -0
X_test_data.csv +253 -0
X_train_data.csv +0 -0
best_model.skops +3 -0
labels.csv +1259 -0
model_accuracies.csv +2 -0
model_info.json +51 -0
training_data.csv +0 -0
y_pred_0.csv +253 -0
y_test_data.csv +253 -0
y_train_data.csv +1007 -0

.gitattributes CHANGED Viewed

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text

 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+best_model.skops filter=lfs diff=lfs merge=lfs -text

X_test_data.csv ADDED Viewed

	@@ -0,0 +1,253 @@

+unit,num_spikes,firing_rate,presence_ratio,snr,isi_violations_ratio,isi_violations_count,rp_contamination,rp_violations,sliding_rp_violation,amplitude_cutoff,amplitude_median,amplitude_cv_median,amplitude_cv_range,sync_spike_2,sync_spike_4,sync_spike_8,firing_range,sd_ratio,isolation_distance,l_ratio,d_prime,silhouette,nn_hit_rate,nn_miss_rate,peak_to_valley,peak_trough_ratio,half_width,repolarization_slope,recovery_slope,num_positive_peaks,num_negative_peaks
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model_accuracies.csv ADDED Viewed

	@@ -0,0 +1,2 @@


1	+ ,classifier name,imputation_strategy,scaling_strategy,balanced_accuracy,precision,recall,model_id,best_params
2	+ 0,RandomForestClassifier,median,StandardScaler(),0.9955,0.9677,0.9955,0,"OrderedDict([('class_weight', 'balanced'), ('criterion', 'gini'), ('min_samples_leaf', 4), ('min_samples_split', 4), ('n_estimators', 150)])"

model_info.json ADDED Viewed

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+{
+    "metric_params": {
+        "quality_metric_params": {
+            "metric_names": [
+                "num_spikes",
+                "firing_rate",
+                "presence_ratio",
+                "snr",
+                "isi_violations_ratio",
+                "isi_violations_count",
+                "rp_contamination",
+                "rp_violations",
+                "sliding_rp_violation",
+                "amplitude_cutoff",
+                "amplitude_median",
+                "amplitude_cv_median",
+                "amplitude_cv_range",
+                "sync_spike_2",
+                "sync_spike_4",
+                "sync_spike_8",
+                "firing_range",
+                "sd_ratio",
+                "isolation_distance",
+                "l_ratio",
+                "d_prime",
+                "silhouette",
+                "nn_hit_rate",
+                "nn_miss_rate"
+            ]
+        },
+        "template_metric_params": {
+            "metric_names": [
+                "peak_to_valley",
+                "peak_trough_ratio",
+                "half_width",
+                "repolarization_slope",
+                "recovery_slope",
+                "num_positive_peaks",
+                "num_negative_peaks"
+            ]
+        }
+    },
+    "requirements": {
+        "spikeinterface": "0.102.3",
+        "scikit-learn": "1.6.1"
+    },
+    "label_conversion": {
+        "0": 0,
+        "1": 1
+    }
+}

training_data.csv ADDED Viewed

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