diff --git a/creator/dvc.lock b/creator/dvc.lock
index b9e1540..d3f9e76 100644
--- a/creator/dvc.lock
+++ b/creator/dvc.lock
@@ -10,30 +10,30 @@ stages:
       params.yaml:
         train.batch_size: 32
         train.custom_loss: true
-        train.dancers: maria
-        train.epochs: 1
-        train.look_back: 10
-        train.lstm_layer: 32
-        train.mdn_layer: 3
+        train.dancers: all
+        train.epochs: 10
+        train.look_back: 70
+        train.lstm_layer: 128
+        train.mdn_layer: 5
         train.tags: impro
-        train.validation_split: 0.8
+        train.validation_split: 0.3
     outs:
     - path: ../data/metrics/deep-dance-loss.json
-      md5: 2155ee8a3302a9b2f84205c3d116bc1e
-      size: 127
+      md5: 7d27a97224cef73232884e99f296b32d
+      size: 1069
     - path: ../data/metrics/deep-dance-scores.json
-      md5: c33ecdbd0a9d444e04ce4f8c2b973272
-      size: 79
+      md5: 8c6119531a271e1ad0c1f1f8b2c5d75d
+      size: 80
     - path: ../data/models
-      md5: 1c45a89bf8ac228f24d996b04b3744dc.dir
-      size: 535704
+      md5: 23c86df5c65b17219dd96560c0823d59.dir
+      size: 5331768
       nfiles: 1
   generate:
     cmd: python src/generate.py
     deps:
     - path: ../data/models
-      md5: 9024a2e0efc48d91e7a4ca82a71ad2fe.dir
-      size: 535704
+      md5: 23c86df5c65b17219dd96560c0823d59.dir
+      size: 5331768
       nfiles: 1
     - path: src/generate.py
       md5: 923a628ff5fcbaed9e01f35f397ebb27
@@ -41,13 +41,13 @@ stages:
     params:
       params.yaml:
         generate.custom_loss: true
-        generate.look_back: 10
+        generate.look_back: 70
         generate.random_state: 42
         generate.seed: 1500
         generate.steps_limit: 1500
-        generate.validation_split: 0.7
+        generate.validation_split: 0.3
     outs:
     - path: ../data/generated
-      md5: 9d3d915de708ebaeb2521fe7847e8306.dir
-      size: 1620568
+      md5: d923df9eb1c4b3d0d96822dbd1a9b3fb.dir
+      size: 1655384
       nfiles: 1
diff --git a/creator/exp_run.sh b/creator/exp_run.sh
index a751d3a..b7de939 100644
--- a/creator/exp_run.sh
+++ b/creator/exp_run.sh
@@ -32,6 +32,7 @@ dvc exp run --queue -S train.epochs=10 -S train.batch_size=32 -S train.look_back
 dvc exp run --queue -S train.epochs=10 -S train.batch_size=32 -S train.look_back=10 -S train.lstm_layer=128 -S train.mdn_layer=5 -S train.dancers=all -S generate.look_back=10 -S generate.dancers=all
 dvc exp run --run-all --jobs 1
 
+
 # Run queued experiments
 # ---------------------------
 # Or run in parallel
diff --git a/creator/params.yaml b/creator/params.yaml
index 473cf45..049740f 100644
--- a/creator/params.yaml
+++ b/creator/params.yaml
@@ -6,25 +6,25 @@ prepare:
   tags: impro
 
 train:
-  epochs: 1
+  epochs: 10
   batch_size: 32
-  look_back: 10
-  lstm_layer: 32
-  mdn_layer: 3
+  look_back: 70
+  lstm_layer: 128
+  mdn_layer: 5
   custom_loss: true
   random_state: 42
-  dancers: maria
+  dancers: all
   tags: impro
   test_size: 0.05
-  validation_split: 0.9
+  validation_split: 0.3
 
 generate:
-  look_back: 10
+  look_back: 70
   random_state: 42
   seed: 1500
   steps_limit: 1500
   custom_loss: true
-  dancers: maria
+  dancers: all
   tags: impro
   test_size: 0.05
-  validation_split: 0.9
+  validation_split: 0.3
diff --git a/data/metrics/deep-dance-loss.json b/data/metrics/deep-dance-loss.json
index 1d265f3..fdbaaa1 100644
--- a/data/metrics/deep-dance-loss.json
+++ b/data/metrics/deep-dance-loss.json
@@ -1,8 +1,44 @@
 {
     "perf": [
         {
-            "loss": -24.531362533569336,
-            "val_loss": 3.6198043823242188
+            "loss": -102.2507095336914,
+            "val_loss": -111.24691772460938
+        },
+        {
+            "loss": -133.21434020996094,
+            "val_loss": -137.85562133789062
+        },
+        {
+            "loss": -145.06207275390625,
+            "val_loss": -137.01634216308594
+        },
+        {
+            "loss": -140.25210571289062,
+            "val_loss": -144.203125
+        },
+        {
+            "loss": -154.2703857421875,
+            "val_loss": -144.431396484375
+        },
+        {
+            "loss": -158.3099365234375,
+            "val_loss": -149.65609741210938
+        },
+        {
+            "loss": -161.09478759765625,
+            "val_loss": -150.35093688964844
+        },
+        {
+            "loss": -142.21139526367188,
+            "val_loss": -111.67668151855469
+        },
+        {
+            "loss": -136.19578552246094,
+            "val_loss": -124.02241516113281
+        },
+        {
+            "loss": -137.40200805664062,
+            "val_loss": -117.71631622314453
         }
     ]
 }
\ No newline at end of file
diff --git a/data/metrics/deep-dance-scores.json b/data/metrics/deep-dance-scores.json
index 71d241c..954c7da 100644
--- a/data/metrics/deep-dance-scores.json
+++ b/data/metrics/deep-dance-scores.json
@@ -1,4 +1,4 @@
 {
-    "end_loss": -24.531362533569336,
-    "end_val_loss": 3.6198043823242188
+    "end_loss": -137.40200805664062,
+    "end_val_loss": -117.71631622314453
 }
\ No newline at end of file
diff --git a/detector/VideoPose3D b/detector/VideoPose3D
deleted file mode 160000
index d988b3a..0000000
--- a/detector/VideoPose3D
+++ /dev/null
@@ -1 +0,0 @@
-Subproject commit d988b3afa6563bb4451410b2a2581de255868f85
diff --git a/detector/detectron2 b/detector/detectron2
deleted file mode 160000
index 123366f..0000000
--- a/detector/detectron2
+++ /dev/null
@@ -1 +0,0 @@
-Subproject commit 123366fe7fd412963bee6404c69c1e06a5cdf06c