update

app.py

@@ -1,3 +1,4 @@
+import os
 import time
 import random
 import logging
@@ -110,8 +111,9 @@ def show_demo(placeholder):
                             'timestap': datetime.now().strftime('%Y-%m-%d %H:%M:%S'),
                             'input_data': utils.serialize_data(yaml_dict)
                         }
-
-                        db.write_to_db(st.session_state.db, payload)
+                        if os.environ.get('remote_model_path'):
+                            # not logging locally
+                            db.write_to_db(st.session_state.db, payload)
 
                     tab1, tab2, tab3 = st.tabs(["Item Correlations", "Scale Correlations", "Scale Reliabilities"])
 

modeling.py

@@ -9,8 +9,6 @@ from sentence_transformers import SentenceTransformer, util
 
 import utils
 
-SYNTHETIC_CONST = -0.00599
-
 def load_model():
 
     if st.session_state.get('model') is None:
@@ -56,7 +54,7 @@ def get_sign(df):
         .iloc[1:,:]
         .corr()
         .iloc[:,0]
-        .apply(lambda x: np.sign(x + SYNTHETIC_CONST))
+        .apply(lambda x: np.sign(x))
     )
     return(sign)
 

requirements.txt

@@ -6,5 +6,5 @@ sentencepiece==0.1.99
 altair==4.2.2
 pingouin==0.5.4
 cleantext==1.1.4
-ftfy==1.1.4
+ftfy==6.1.1
 python-dotenv

sample_input.yaml

@@ -1,12 +1,17 @@
-Buttox-Fixation:
-  - I like big butts.
-  - But that butt you got makes me so horny.
-  - Baby got back.
-  - Shake that healthy butt.
-  - My anaconda don´t want want none, unless you got buns, hun.
-  - So ladies if tha butt is round
-  - But please don´ lose that butt
-Delinquent behavior:
-  - I cannot lie.
-  - I am hooked an´ I cannot stop starin´
-  - I am actin´ like an animal.
+Dairy Product Phobia:
+  - I can easily eat dairy products without feeling nervous.
+  - I avoid places where dairy products are prominent, like ice cream shops.
+  - The sight of milk or cheese makes me uncomfortable.
+  - The thought of touching dairy products scares me.
+Velociraptor Awareness:
+  - I can identify different types of dinosaurs from a distance.
+  - I am usually aware of any raptors in my surroundings.
+  - I prefer to live in a neighborhood with a low density of velociraptors.
+  - The idea of velociraptors roaming free does not concern me.
+  - I have never noticed any prehistoric creatures around me.
+Reptile Sensitivity:
+  - I often look out for signs of reptiles in my local area.
+  - I prefer parks and outdoor areas that are known to be free of reptiles.
+  - I avoid visiting places where I know there are likely to be reptiles.
+  - The presence of reptiles in public spaces does not bother me.
+  - I have never been worried about encountering reptiles in my daily life.