diff --git a/.gitignore b/.gitignore
index 0a46a78..4b27f6e 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,4 +1,5 @@
 venv/
 .vscode
 models/
-.rasa/
\ No newline at end of file
+.rasa/
+writeup.txt
\ No newline at end of file
diff --git a/README.rst b/README.rst
index c3eb9c3..5d94133 100644
--- a/README.rst
+++ b/README.rst
@@ -17,4 +17,10 @@ Rasa setup and command list
 ===========================
 
 - ``rasa init`` to create a new project
-- ``rasa train`` to train your model
\ No newline at end of file
+- ``rasa train`` to train your model
+
+Entity Extraction
+=================
+
+- Using duckling the easy way ``docker run -p 8000:8000 rasa/duckling``
+- docs https://duckling.wit.ai/#getting-started
\ No newline at end of file
diff --git a/config.yml b/config.yml
index 73f3f63..f70d433 100644
--- a/config.yml
+++ b/config.yml
@@ -15,7 +15,7 @@ pipeline:
   - name: DucklingEntityExtractor
     url: http://localhost:8000
     dimensions:
-    - email
+    - ["email"]
   - name: EntitySynonymMapper
   - name: ResponseSelector
     epochs: 100
diff --git a/domain.yml b/domain.yml
index 85e91d4..9196726 100644
--- a/domain.yml
+++ b/domain.yml
@@ -14,17 +14,24 @@ intents:
 - bye
 - affirm
 - deny
+- bot_challange
 - out_of_scope
 slots:
   email:
     type: any
     influence_conversation: false
+    mappings:
+      - type: custom
   first_name:
     type: text
     influence_conversation: false
+    mappings:
+      - type: custom
   last_name:
     type: text
     influence_conversation: false
+    mappings:
+      - type: custom
 responses:
   utter_bye:
   - text: |
@@ -57,9 +64,9 @@ actions:
 forms:
   signup_form:
     required_slots:
-      email:
-      - type: from_slot
-      first_name:
-      - type: from_slot
-      last_name:
-      - type: from_slot
\ No newline at end of file
+      - email
+      # - type: from_slot
+      - first_name
+      # - type: from_slot
+      - last_name
+      # - type: from_slot
\ No newline at end of file