diff --git a/Pipfile b/Pipfile
index 63b5602..59a5741 100644
--- a/Pipfile
+++ b/Pipfile
@@ -12,7 +12,7 @@ dask = {extras = ["array"],version = "==1.2.2"}
 descartes = "==1.1.0"
 geopandas = "==0.5.0"
 joblib = "==0.13.2"
-jupyterlab = "==1.0.0a5"
+jupyterlab = "==1.0.0a10"
 jupytext = "==1.1.4rc1"
 livelossplot = "==0.4.1"
 matplotlib = "==3.1.0"
diff --git a/Pipfile.lock b/Pipfile.lock
index ddefe30..e950e2d 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "cf5e5ac12899fcfdedf6f6150144e8474a64bd928b753682b51d0dbacd9e6209"
+            "sha256": "dd40d6686bcce1195b4669339dc9633930b7368f99a0a5f13426d57285ebb038"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -353,10 +353,10 @@
         },
         "jedi": {
             "hashes": [
-                "sha256:2bb0603e3506f708e792c7f4ad8fc2a7a9d9c2d292a358fbbd58da531695595b",
-                "sha256:2c6bcd9545c7d6440951b12b44d373479bf18123a401a52025cf98563fbd826c"
+                "sha256:49ccb782651bb6f7009810d17a3316f8867dde31654c750506970742e18b553d",
+                "sha256:79d0f6595f3846dffcbe667cc6dc821b96e5baa8add125176c31a3917eb19d58"
             ],
-            "version": "==0.13.3"
+            "version": "==0.14.0"
         },
         "jinja2": {
             "hashes": [
@@ -396,18 +396,18 @@
         },
         "jupyterlab": {
             "hashes": [
-                "sha256:1fb56e2a2c35e8af73f7a19ce980f2e37b78b81d9957fd4bc8c57a32484173ed",
-                "sha256:b4b9c8f608a7829327b33e1af9eec7f2629910710a5d860d9ccfa11f2f70c87b"
+                "sha256:2e211c49096198fdd2b40d459be3188150dbbee3c00ffa87a7821aa8c8defa11",
+                "sha256:865f1e2646410db1232f7d166a4585ffcfd9103ccef0128ad2e5ce1a7ccd27b9"
             ],
             "index": "pypi",
-            "version": "==1.0.0a5"
+            "version": "==1.0.0a10"
         },
         "jupyterlab-server": {
             "hashes": [
-                "sha256:ae0c8629b9f0196b314f017e374a70a702522739f4f08bece84963af5e8c8351",
-                "sha256:d87040e21e5fcea4098d4c29a31519ef8a2ed303aa2210dec53d6d1c5b128109"
+                "sha256:0bf2023b046298e4fd69f60546147feecf92ad5661a1c764c4ea9e85ea87adb2",
+                "sha256:495ec9ac1f5d5be9143789aa434f7e801a1bad0422bfdcc1d4ed5e31568cccad"
             ],
-            "version": "==0.3.4"
+            "version": "==1.0.0rc0"
         },
         "jupytext": {
             "hashes": [
@@ -723,17 +723,17 @@
         },
         "parso": {
             "hashes": [
-                "sha256:17cc2d7a945eb42c3569d4564cdf49bde221bc2b552af3eca9c1aad517dcdd33",
-                "sha256:2e9574cb12e7112a87253e14e2c380ce312060269d04bd018478a3c92ea9a376"
+                "sha256:5052bb33be034cba784193e74b1cde6ebf29ae8b8c1e4ad94df0c4209bfc4826",
+                "sha256:db5881df1643bf3e66c097bfd8935cf03eae73f4cb61ae4433c9ea4fb6613446"
             ],
-            "version": "==0.4.0"
+            "version": "==0.5.0"
         },
         "pbr": {
             "hashes": [
-                "sha256:089ccb087e9bd8f278caedfa6c2c5d461381437eda3db750b6834e78b319f404",
-                "sha256:9fb1c3371344cd617eb073c6c00872e9b0e5a7fefed6cd29f327a1b26ab5c498"
+                "sha256:9181e2a34d80f07a359ff1d0504fad3a47e00e1cf2c475b0aa7dcb030af54c40",
+                "sha256:94bdc84da376b3dd5061aa0c3b6faffe943ee2e56fa4ff9bd63e1643932f34fc"
             ],
-            "version": "==5.3.0"
+            "version": "==5.3.1"
         },
         "pexpect": {
             "hashes": [
@@ -791,9 +791,9 @@
         },
         "prometheus-client": {
             "hashes": [
-                "sha256:ee0c90350595e4a9f36591f291e6f9933246ea67d7cd7d1d6139a9781b14eaae"
+                "sha256:71cd24a2b3eb335cb800c7159f423df1bd4dcd5171b234be15e3f31ec9f622da"
             ],
-            "version": "==0.7.0"
+            "version": "==0.7.1"
         },
         "prompt-toolkit": {
             "hashes": [
@@ -1376,10 +1376,10 @@
         },
         "jedi": {
             "hashes": [
-                "sha256:2bb0603e3506f708e792c7f4ad8fc2a7a9d9c2d292a358fbbd58da531695595b",
-                "sha256:2c6bcd9545c7d6440951b12b44d373479bf18123a401a52025cf98563fbd826c"
+                "sha256:49ccb782651bb6f7009810d17a3316f8867dde31654c750506970742e18b553d",
+                "sha256:79d0f6595f3846dffcbe667cc6dc821b96e5baa8add125176c31a3917eb19d58"
             ],
-            "version": "==0.13.3"
+            "version": "==0.14.0"
         },
         "jsonschema": {
             "hashes": [
@@ -1440,10 +1440,10 @@
         },
         "parso": {
             "hashes": [
-                "sha256:17cc2d7a945eb42c3569d4564cdf49bde221bc2b552af3eca9c1aad517dcdd33",
-                "sha256:2e9574cb12e7112a87253e14e2c380ce312060269d04bd018478a3c92ea9a376"
+                "sha256:5052bb33be034cba784193e74b1cde6ebf29ae8b8c1e4ad94df0c4209bfc4826",
+                "sha256:db5881df1643bf3e66c097bfd8935cf03eae73f4cb61ae4433c9ea4fb6613446"
             ],
-            "version": "==0.4.0"
+            "version": "==0.5.0"
         },
         "pexpect": {
             "hashes": [