diff --git a/dvc.lock b/dvc.lock
index 282d351..cfe231f 100644
--- a/dvc.lock
+++ b/dvc.lock
@@ -154,7 +154,7 @@
   train:
     cmd:
     - mkdir -p models
-    - bin/train-areas.sh 60 "LILLE METZ PARIS" 4M
+    - bin/train-areas.sh 60 "LILLE METZ PARIS" 10M
     deps:
     - path: areas
       md5: 025c79e8e821b743ea5f9a2820c8d9f5.dir
@@ -174,8 +174,8 @@
       size: 964
     outs:
     - path: models
-      md5: 0316b065e00a0ff4721b532e8e124a27.dir
-      size: 15617069
+      md5: cfeeec9d754e2098e803527eda8f3836.dir
+      size: 33437798
       nfiles: 6
   evaluate:
     cmd:
@@ -185,13 +185,13 @@
       md5: 6c7cbe18d0f52b876a7bc8cdc9f9ad41
       size: 1125
     - path: models
-      md5: 0316b065e00a0ff4721b532e8e124a27.dir
-      size: 15617069
+      md5: cfeeec9d754e2098e803527eda8f3836.dir
+      size: 33437798
       nfiles: 6
     outs:
     - path: metrics.json
-      md5: 392281e19c45feb05a16f09ab519a3ef
+      md5: bf077cb9a00fd9642d7b1059bc409e2c
       size: 74
     - path: precision.json
-      md5: 7671b9c2c3db4383bd2e39bb9cc88ac2
+      md5: b83fa9eae845441ebbea02281a862fd1
       size: 167
diff --git a/dvc_plots/index.html b/dvc_plots/index.html
index f1d05f0..33ff57a 100644
--- a/dvc_plots/index.html
+++ b/dvc_plots/index.html
@@ -20,8 +20,8 @@
         "values": [
     {
         "area": "LILLE",
-        "precision": 0.103,
-        "recall": 0.103,
+        "precision": 0.128,
+        "recall": 0.128,
         "rev": "workspace",
         "step": 0
     },
@@ -34,9 +34,30 @@
     },
     {
         "area": "PARIS",
+        "precision": 0.265,
+        "recall": 0.265,
+        "rev": "workspace",
+        "step": 2
+    },
+    {
+        "area": "LILLE",
+        "precision": 0.103,
+        "recall": 0.103,
+        "rev": "HEAD",
+        "step": 0
+    },
+    {
+        "area": "METZ",
+        "precision": 0.179,
+        "recall": 0.179,
+        "rev": "HEAD",
+        "step": 1
+    },
+    {
+        "area": "PARIS",
         "precision": 0.319,
         "recall": 0.319,
-        "rev": "workspace",
+        "rev": "HEAD",
         "step": 2
     }
 ]
diff --git a/metrics.json b/metrics.json
index 6177750..f61d6c8 100644
--- a/metrics.json
+++ b/metrics.json
@@ -1,6 +1,6 @@
 {
-  "mean": 0.200333,
+  "mean": 0.190667,
   "median": 0.179,
-  "min": 0.103,
-  "max": 0.319
+  "min": 0.128,
+  "max": 0.265
 }
diff --git a/metrics.tsv b/metrics.tsv
index 9931999..580d132 100644
--- a/metrics.tsv
+++ b/metrics.tsv
@@ -1,2 +1,2 @@
 mean	median	min	max
-0.200333	0.179000	0.103000	0.319000
+0.190667	0.179000	0.128000	0.265000
diff --git a/params.yaml b/params.yaml
index 6e7de0c..070ffde 100644
--- a/params.yaml
+++ b/params.yaml
@@ -8,5 +8,5 @@
 train:
   fasttext:
     duration: 60 # seconds
-    modelsize: 4M
-  areas: "LILLE METZ PARIS" # "*" or any of ANGERS, ALBI, ..., or a list "LILLE METZ PARIS"
+    modelsize: 10M
+  areas: LILLE METZ PARIS   # "*" or any of ANGERS, ALBI, ..., or a list "LILLE METZ PARIS"
diff --git a/precision.json b/precision.json
index 2e45662..9cc88a0 100644
--- a/precision.json
+++ b/precision.json
@@ -1 +1 @@
-[{"area": "LILLE", "precision": 0.103, "recall": 0.103}, {"area": "METZ", "precision": 0.179, "recall": 0.179}, {"area": "PARIS", "precision": 0.319, "recall": 0.319}]
\ No newline at end of file
+[{"area": "LILLE", "precision": 0.128, "recall": 0.128}, {"area": "METZ", "precision": 0.179, "recall": 0.179}, {"area": "PARIS", "precision": 0.265, "recall": 0.265}]
\ No newline at end of file
diff --git a/precision.tsv b/precision.tsv
index 392960e..c11a3aa 100644
--- a/precision.tsv
+++ b/precision.tsv
@@ -1,4 +1,4 @@
 area	precision	recall
-LILLE	0.103	0.103
+LILLE	0.128	0.128
 METZ	0.179	0.179
-PARIS	0.319	0.319
+PARIS	0.265	0.265