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actions/.env

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+OPENAI_API_KEY="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"
+GROQ_API_KEY= "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"

actions/ChatBot.py

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+import os
+from dotenv import load_dotenv
+
+from langchain.memory import ConversationBufferWindowMemory
+from langchain.prompts import ChatPromptTemplate, MessagesPlaceholder, HumanMessagePromptTemplate
+from langchain.chains import ConversationChain
+from langchain_mongodb.chat_message_histories import MongoDBChatMessageHistory
+from langchain_openai import ChatOpenAI
+from langchain_groq import ChatGroq
+load_dotenv()
+
+
+class ChatBot:
+    def __init__(self, session_id):
+        self.session_id = session_id
+        self.mongo_conn_str = "mongodb+srv://dhara732002:6M2rikdwZxvwMzN0@cluster0.pbzipls.mongodb.net/?retryWrites=true&w=majority&appName=Cluster0"
+    
+    def create_llm_chain(self):
+        prompt = ChatPromptTemplate.from_messages(
+            [
+                ("system", "You are a helpful assistant.You should give respnse in 1-2 lines without new line."),
+                MessagesPlaceholder(variable_name="history"),
+                HumanMessagePromptTemplate.from_template("{input}"),
+            ]
+        )
+        message_history = MongoDBChatMessageHistory(connection_string=self.mongo_conn_str, session_id=self.session_id)
+        memory = ConversationBufferWindowMemory(memory_key="history", chat_memory=message_history, return_messages=True, k=3)
+        conversation_chain = ConversationChain(
+                llm=ChatGroq(temperature=0, groq_api_key=os.getenv("GROQ_API_KEY"), model_name="llama3-70b-8192"), 
+                prompt=prompt,
+                verbose=True, 
+                memory=memory,
+            )
+        self.conversation_chain = conversation_chain
+        return "Chain created successfully"
+    
+    def get_response(self, question):
+        ans= self.conversation_chain.predict(input=question)
+        return ans
+
+
+
+
+

actions/actions.py

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+# This files contains your custom actions which can be used to run
+# custom Python code.
+#
+# See this guide on how to implement these action:
+# https://rasa.com/docs/rasa/custom-actions
+
+
+# This is a simple example for a custom action which utters "Hello World!"
+
+from typing import Any, Text, Dict, List
+import os
+from rasa_sdk import Action, Tracker
+from rasa_sdk.events import SlotSet
+from rasa_sdk.executor import CollectingDispatcher
+from actions.ChatBot import ChatBot
+from actions.free_flow import FormFillingBot
+from typing import Text, List, Any, Dict
+import json
+import psycopg2
+from rasa_sdk.events import SlotSet, ActiveLoop
+from rasa_sdk import Tracker, FormValidationAction, Action
+from rasa_sdk.events import EventType, UserUtteranceReverted, SlotSet
+from rasa_sdk.executor import CollectingDispatcher
+from langchain_mongodb.chat_message_histories import MongoDBChatMessageHistory
+# from langchain.chains import ConversationalRetrievalChain
+from langchain_openai import ChatOpenAI
+from langchain.memory import ConversationBufferMemory
+from rasa_sdk.events import SlotSet, FollowupAction
+from rasa_sdk.executor import CollectingDispatcher
+from pymongo.mongo_client import MongoClient
+from typing import Any, Text, Dict, List
+from rasa_sdk import Action, Tracker
+from langchain.chains import LLMChain
+from langchain.prompts.chat import (
+    ChatPromptTemplate,
+    SystemMessagePromptTemplate,
+    HumanMessagePromptTemplate,
+)
+
+    
+class ActionChat(Action):
+    def name(self) -> Text:
+        return "action_chat"
+    
+    def run(self,dispatcher: CollectingDispatcher,
+            tracker: Tracker,
+            domain: Dict[Text, Any]) -> List[Dict[Text, Any]]:
+        print("In action chat")
+        current_state = tracker.current_state()
+        print(current_state["latest_message"])
+        print(f"sender_id: {tracker.sender_id}")
+        latest_msg = current_state["latest_message"]['text']
+        cb = ChatBot(tracker.sender_id)
+        cb.create_llm_chain()
+        res = cb.get_response(latest_msg)
+        print(res)
+        dispatcher.utter_message(res)
+        SlotSet("data", None)
+        return [UserUtteranceReverted()]
+
+class ActionFreeFlow(Action):
+    def name(self) -> Text:
+        return "action_free_flow"
+    
+    def run(self,dispatcher: CollectingDispatcher,
+            tracker: Tracker,
+            domain: Dict[Text, Any]) -> List[Dict[Text, Any]]:
+        print("FREE FLOW ACTION CALLED")
+        current_state = tracker.current_state()
+        print(current_state["latest_message"])
+        latest_msg = current_state["latest_message"]['text']
+        slot_value = tracker.get_slot("data")
+        print(slot_value)
+        uuid = tracker.sender_id
+        cb = FormFillingBot()
+        default_json=cb.get_current_form_json(uuid)
+        res= cb.form_filling(latest_msg,default_json)
+        dispatcher.utter_message(res)
+        return [SlotSet("data", None)]
+        
+        
+#rutvi's code
+
+
+class ActionAskDetails(Action):
+
+    def name(self):
+        return "action_ask_details"
+
+    def run(self, dispatcher: CollectingDispatcher, tracker: Tracker, domain: dict):
+        slot_value = tracker.get_slot('data')
+
+        if slot_value is None:
+            dispatcher.utter_message(template="utter")
+            return [FollowupAction('action_check_details')]
+        else:
+            dispatcher.utter_message(template="utter_thanks")
+            return []
+class ActionSubmitForm(Action):
+    def name(self) -> Text:
+        return "action_submit_form"
+
+    def run(self, dispatcher: CollectingDispatcher,
+            tracker: Tracker,
+            domain: Dict[Text, Any]) -> List[Dict[Text, Any]]:
+        try:
+            # Retrieve slot values
+            first_name = tracker.get_slot('first_name')
+            middle_name = tracker.get_slot('middle_name')
+            last_name = tracker.get_slot('last_name')
+            email = tracker.get_slot('email')
+            us_number = tracker.get_slot('us_number')
+            phone = tracker.get_slot('phone')
+            confirm_location = tracker.get_slot('confirm_location')
+            confirm_mail_address = tracker.get_slot('confirm_mail_address')
+            preferred_language = tracker.get_slot('preferred_language')
+            able_to_read_write = tracker.get_slot('able_to_read_write')
+            born_in_us = tracker.get_slot('born_in_us')
+            become_citizen_us = tracker.get_slot('become_citizen_us')
+            legal_resident_us = tracker.get_slot('legal_resident_us')
+            permanent_resident_number = tracker.get_slot('permanent_resident_number')
+            serve_military = tracker.get_slot('serve_military')
+            military_benefit = tracker.get_slot('military_benefit')
+            medicare_benefit = tracker.get_slot('medicare_benefit')
+            social_security_benefit = tracker.get_slot('social_security_benefit')
+            supplemental_security_income = tracker.get_slot('supplemental_security_income')
+            current_spouse_first_name = tracker.get_slot('current_spouse_first_name')
+            current_spouse_last_name = tracker.get_slot('current_spouse_last_name')
+            current_spouse_social_security_number = tracker.get_slot('current_spouse_social_security_number')
+            prior_marriages = tracker.get_slot('prior_marriages')
+            prior_marriages_duration = tracker.get_slot('prior_marriages_duration')
+            prior_marriages_death = tracker.get_slot('prior_marriages_death')
+            have_children = tracker.get_slot('have_children')
+            parent_support = tracker.get_slot('parent_support')
+            used_other_names = tracker.get_slot('used_other_names')
+            ssn = tracker.get_slot('ssn')
+            used_other_ssn = tracker.get_slot('used_other_ssn')
+            bank_account_for_deposit = tracker.get_slot('bank_account_for_deposit')
+            routing_number = tracker.get_slot('routing_number')
+            account_number = tracker.get_slot('account_number')
+            able_to_work = tracker.get_slot('able_to_work')
+            perform_usual_job_responsibilities = tracker.get_slot('perform_usual_job_responsibilities')
+            condition_last_14_months = tracker.get_slot('condition_last_14_months')
+            condition_end_in_death = tracker.get_slot('condition_end_in_death')
+            condition_require_work_changes = tracker.get_slot('condition_require_work_changes')
+            earned_more_than_1470_in_2024 = tracker.get_slot('earned_more_than_1470_in_2024')
+            intend_to_work_in_2024 = tracker.get_slot('intend_to_work_in_2024')
+            received_money_from_employer = tracker.get_slot('received_money_from_employer')
+            expect_to_receive_money_from_employer = tracker.get_slot('expect_to_receive_money_from_employer')
+            school_name = tracker.get_slot('school_name')
+            school_city = tracker.get_slot('school_city')
+            school_state = tracker.get_slot('school_state')
+            school_country = tracker.get_slot('school_country')
+            special_education = tracker.get_slot('special_education')
+            specialized_job_training = tracker.get_slot('specialized_job_training')
+            company_name = tracker.get_slot('company_name')
+            business_type = tracker.get_slot('business_type')
+            end_date_last_worked = tracker.get_slot('end_date_last_worked')
+            job_title = tracker.get_slot('job_title')
+            pay_amount = tracker.get_slot('pay_amount')
+            lifting_ability = tracker.get_slot('lifting_ability')
+            supervised_others = tracker.get_slot('supervised_others')
+            cared_for_children = tracker.get_slot('cared_for_children')
+            self_employed_last_15_years = tracker.get_slot('self_employed_last_15_years')
+            self_employed_2023 = tracker.get_slot('self_employed_2023')
+            profit_self_employed_2023 = tracker.get_slot('profit_self_employed_2023')
+            self_employed_2024 = tracker.get_slot('self_employed_2024')
+            profit_self_employed_2024 = tracker.get_slot('profit_self_employed_2024')
+            worked_outside_us = tracker.get_slot('worked_outside_us')
+            worked_outside_us_2024 = tracker.get_slot('worked_outside_us_2024')
+            illness_expected_duration = tracker.get_slot('illness_expected_duration')
+            worked_outside_2023 = tracker.get_slot('worked_outside_2023')
+            earnings_subject_us_social_security = tracker.get_slot('earnings_subject_us_social_security')
+            eligible_foreign_social_security = tracker.get_slot('eligible_foreign_social_security')
+            special_payments = tracker.get_slot('special_payments')
+            no_social_security_taxes = tracker.get_slot('no_social_security_taxes')
+            spouse_receiving_pension = tracker.get_slot('spouse_receiving_pension')
+            future_pension_annuity = tracker.get_slot('future_pension_annuity')
+            government_pension_or_annuity = tracker.get_slot('government_pension_or_annuity')
+            lump_sum_payment = tracker.get_slot('lump_sum_payment')
+            vision_impairment = tracker.get_slot('vision_impairment')
+            impaired_vision_with_glasses_contacts = tracker.get_slot('impaired_vision_with_glasses_contacts')
+            partial_or_total_deafness = tracker.get_slot('partial_or_total_deafness')
+            use_hearing_aids = tracker.get_slot('use_hearing_aids')
+            history_of_seizures = tracker.get_slot('history_of_seizures')
+            mental_illness_treatment = tracker.get_slot('mental_illness_treatment')
+            physical_illness_treatment = tracker.get_slot('physical_illness_treatment')
+            emergency_room_visit = tracker.get_slot('emergency_room_visit')
+            medical_tests_or_medications = tracker.get_slot('medical_tests_or_medications')
+            mental_health_treatment = tracker.get_slot('mental_health_treatment')
+            inpatient_stays = tracker.get_slot('inpatient_stays')
+            outpatient_visits = tracker.get_slot('outpatient_visits')
+            had_surgeries = tracker.get_slot('had_surgeries')
+            had_physical_therapy = tracker.get_slot('had_physical_therapy')
+            medical_records = tracker.get_slot('medical_records')
+            doctor_in_prison = tracker.get_slot('doctor_in_prison')
+            public_welfare = tracker.get_slot('public_welfare')
+            attorney_records = tracker.get_slot('attorney_records')
+            disability_insurance = tracker.get_slot('disability_insurance')
+            vocational_rehab = tracker.get_slot('vocational_rehab')
+            workers_compensation = tracker.get_slot('workers_compensation')
+            other_records = tracker.get_slot('other_records')
+            medical_tests_completed = tracker.get_slot('medical_tests_completed')
+            taking_medications = tracker.get_slot('taking_medications')
+                        
+            summary_message = (
+                f"Thank you {first_name} {middle_name} {last_name}. "
+                f"We have recorded your email as {email} and phone number as {phone}. "
+                f"US Number: {us_number}, Confirm Location: {confirm_location}, "
+                f"Confirm Mail Address: {confirm_mail_address}. "
+                f"Preferred Language: {preferred_language}, Able to Read/Write: {able_to_read_write}, "
+                f"Born in US: {born_in_us}, Becoming Citizen: {become_citizen_us}, "
+                f"Legal Resident: {legal_resident_us}, Permanent Resident Number: {permanent_resident_number}, "
+                f"Served in Military: {serve_military}, Military Benefit: {military_benefit}, "
+                f"Social Security Benefit: {social_security_benefit}, Supplemental Security Income: {supplemental_security_income}, "
+            )
+            dispatcher.utter_message(text=summary_message)
+
+        except Exception as e:
+            dispatcher.utter_message(text=f"An error occurred: {e}")
+

actions/free_flow.py

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+import json
+from langchain_core.prompts import MessagesPlaceholder
+from langchain_core.prompts import ChatPromptTemplate
+from langchain_core.messages import AIMessage, HumanMessage
+from langchain.agents.format_scratchpad.openai_tools import (
+    format_to_openai_tool_messages,
+) 
+from langchain import PromptTemplate, LLMChain
+import os
+from dotenv import load_dotenv
+from langchain.memory import ConversationBufferWindowMemory
+from langchain.prompts import ChatPromptTemplate, MessagesPlaceholder, HumanMessagePromptTemplate
+from langchain.chains import ConversationChain
+from langchain_mongodb.chat_message_histories import MongoDBChatMessageHistory
+from pymongo import MongoClient
+from langchain_openai import ChatOpenAI
+load_dotenv()
+
+
+default_json = {}
+
+class FormFillingBot:
+    def __init__(self):
+        self.llm = ChatOpenAI(model="gpt-3.5-turbo", openai_api_key=os.getenv("OPENAI_API_KEY"), temperature=0)
+    def get_current_form_json(self,uuid):
+    
+        CONNECTION_STRING = "mongodb+srv://dharasolanki:8apF57ZCeX16fKny@cluster0.egh8f3k.mongodb.net/?retryWrites=true&w=majority&appName=Cluster0"
+
+            # Connect to the MongoDB client
+        client = MongoClient(CONNECTION_STRING)
+
+            # Select the database and collection
+        db = client['benefitboost']
+        collection = db['currentFormJson']
+        # The UUID to search for
+        uuid_to_find = uuid
+
+        # Find the document with the specified UUID
+        document =collection.find_one({"uuid": uuid_to_find})
+
+        if document:
+            currentformjson = document.get('currentformjson', None)
+            if currentformjson:
+                print("Current Form JSON:", currentformjson)
+            else:
+                print("The 'currentformjson' field is not found in the document.")
+        else:
+            print(f"No document found with UUID: {uuid_to_find}")
+        return currentformjson 
+
+    def form_filling(self, form_data,default_json):
+        "Use this tool for form filling task"
+        friendly_prompt = PromptTemplate(
+            input_variables=["user_input", "default_json"],
+            template="""You are a form-filling expert that takes the data from user input and finds the related field in {default_json} and returns the json provided with the details of the user. If you do not encounter fields of form then give response as you are a question-answering bot. If you do not find the details put it blank, do not try to fill every detail if it is not present in user_input. Here are the details entered by the user: {user_input}"""
+        )
+        friendly_chain = LLMChain(llm=self.llm, prompt=friendly_prompt)
+        response = friendly_chain.invoke({"user_input": form_data, "default_json": default_json})
+        return response["text"]

config.yml

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+# The config recipe.
+# https://rasa.com/docs/rasa/model-configuration/
+recipe: default.v1
+
+# The assistant project unique identifier
+# This default value must be replaced with a unique assistant name within your deployment
+assistant_id: 20240522-105107-tan-bridge
+
+# Configuration for Rasa NLU.
+# https://rasa.com/docs/rasa/nlu/components/
+language: en
+
+pipeline: null
+# # No configuration for the NLU pipeline was provided. The following default pipeline was used to train your model.
+# # If you'd like to customize it, uncomment and adjust the pipeline.
+# # See https://rasa.com/docs/rasa/tuning-your-model for more information.
+#   - name: WhitespaceTokenizer
+#   - name: RegexFeaturizer
+#   - name: LexicalSyntacticFeaturizer
+#   - name: CountVectorsFeaturizer
+#   - name: CountVectorsFeaturizer
+#     analyzer: char_wb
+#     min_ngram: 1
+#     max_ngram: 4
+#   - name: DIETClassifier
+#     epochs: 100
+#     constrain_similarities: true
+#   - name: EntitySynonymMapper
+#   - name: ResponseSelector
+#     epochs: 100
+#     constrain_similarities: true
+#   - name: FallbackClassifier
+#     threshold: 0.3
+#     ambiguity_threshold: 0.1
+  # - name: WhitespaceTokenizer
+  # - name: RegexFeaturizer
+  # - name: LexicalSyntacticFeaturizer
+  # - name: CountVectorsFeaturizer
+  # - name: CountVectorsFeaturizer
+  #   analyzer: char_wb
+  #   min_ngram: 1
+  #   max_ngram: 4
+  # - name: DIETClassifier
+  #   epochs: 100
+  #   constrain_similarities: true
+  # - name: EntitySynonymMapper
+  # - name: ResponseSelector
+  #   epochs: 100
+  #   constrain_similarities: true
+  # - name: FallbackClassifier
+  #   threshold: 0.7
+  #   ambiguity_threshold: 0.1
+
+# Configuration for Rasa Core.
+# https://rasa.com/docs/rasa/core/policies/
+policies: 
+# # No configuration for policies was provided. The following default policies were used to train your model.
+# # If you'd like to customize them, uncomment and adjust the policies.
+# # See https://rasa.com/docs/rasa/policies for more information.
+#   - name: MemoizationPolicy
+   - name: RulePolicy
+     core_fallback_threshold: 0.6
+     core_fallback_action_name: "action_chat"
+     enable_fallback_prediction: True
+#   - name: UnexpecTEDIntentPolicy
+#     max_history: 5
+#     epochs: 100
+#   - name: TEDPolicy
+#     max_history: 5
+#     epochs: 100
+#     constrain_similarities: true
+  # - name: RulePolicy
+#   - name: UnexpecTEDIntentPolicy
+#     max_history: 5
+#     epochs: 100
+#   - name: TEDPolicy
+#     max_history: 5
+#     epochs: 100
+#     constrain_similarities: true

credentials.yml

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+# This file contains the credentials for the voice & chat platforms
+# which your bot is using.
+# https://rasa.com/docs/rasa/messaging-and-voice-channels
+
+rest:
+#  # you don't need to provide anything here - this channel doesn't
+#  # require any credentials
+
+
+#facebook:
+#  verify: "<verify>"
+#  secret: "<your secret>"
+#  page-access-token: "<your page access token>"
+
+#slack:
+#  slack_token: "<your slack token>"
+#  slack_channel: "<the slack channel>"
+#  slack_signing_secret: "<your slack signing secret>"
+
+#socketio:
+#  user_message_evt: <event name for user message>
+#  bot_message_evt: <event name for bot messages>
+#  session_persistence: <true/false>
+
+#mattermost:
+#  url: "https://<mattermost instance>/api/v4"
+#  token: "<bot token>"
+#  webhook_url: "<callback URL>"
+
+# This entry is needed if you are using Rasa Enterprise. The entry represents credentials
+# for the Rasa Enterprise "channel", i.e. Talk to your bot and Share with guest testers.
+rasa:
+  url: "http://localhost:5002/api"

data/nlu.yml

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+version: "3.1"
+
+nlu:
+- intent: strict_flow
+  examples: |
+    - strict flow
+    - fill my form using sttrict flow
+    - I want to fill form in strict flow
+
+- intent: free_flow
+  examples: |
+    - free flow
+    - I want to fill my form using free flow
+    - Please fill form using free flow
+    - free flow form filling
+    - fill form using free flow
+    - help me with free flow
+    
+
+- intent: chat
+  examples: |
+    - What should I enter in Name field?
+    - Help me with basic detail form?
+    - hello
+    - hi
+  
+  #rutvi's code
+
+- intent: affirm
+  examples: |
+    - yes
+    - y
+    - indeed
+    - of course
+    - that sounds good
+    - correct
+    - /affirm
+    
+- intent: deny
+  examples: |
+    - no
+    - n
+    - never
+    - I don't think so
+    - don't like that
+    - no way
+    - not really
+- intent: provide_phone
+  examples: |
+    - [555 123-4567](phone)
+    - [650 987-6543](phone)
+    - [212 456-7890](phone)
+    - [(415) 234-5678](phone)
+    - [(305) 567-8901](phone)
+    - [9876543210](phone)
+    - [1234567890](phone)
+    - [5678901234](phone)
+    - [7890123456](phone)
+    - [2345678901](phone)
+    - [+1 1234567890](phone)
+    - [+1 5678901234](phone)
+    - [+1 7890123456](phone)
+    - [+1 2345678901](phone)
+    - [+91 1234567890](phone)
+    - [+44 7123 456789](phone)
+    - [+61 2 1234 5678](phone)
+    - [+33 1 23 45 67 89](phone)
+    - [+49 123 456789](phone)
+    - [+1-555-123-4567](phone)
+    - [1-650-987-6543](phone)
+    - [212.456.7890](phone)
+    - [415/234/5678](phone)
+    - [305\567\8901](phone)
+    - [+1 (800) 555-1234](phone)
+    - [+1 (888) 123-4567](phone)
+    - [+1 (900) 567-8901](phone)
+    - [+1 (877) 234-5678](phone)
+    - [+1 (866) 456-7890](phone)
+- intent: goodbye
+  examples: |
+    - goodbye
+    - bye
+    - see you later
+    - I'm done
+    - exit
+    - all done
+    - thank you
+# - intent: form_fill
+#   examples: |
+#     - Let me give you form data
+#     - I want to fill up my form
+#     - I am giving you form data from my recording, so fill up the form from that
+#     - I need to fill out a form
+#     - I want to input data into a form
+#     - I have some details to enter into a form
+#     - I need to fill in a form with my information
+#     - Assist me in completing this form
+#     - Let me provide the form details via an audio recording
+#     - I'll record the form information, and you can fill it out
+#     - I'm going to dictate the form data, so please fill in the form 

data/rules.yml

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+version: "3.1"
+rules:
+- rule: Handle Fallback
+  steps:
+  - intent: nlu_fallback
+  - action: action_chat
+- rule: Handle slot value and re-ask if necessary
+  condition:
+    - slot_was_set:
+        - data: null
+  steps:
+    - action: action_free_flow
+- rule: Activate form loop
+  steps:
+  - intent: free_flow
+  - action: form_rasa
+  - active_loop: form_rasa
+
+- rule: Submit form
+  condition:
+  - active_loop: form_rasa 
+  steps:
+  - action: form_rasa
+  - active_loop: null
+  - slot_was_set: 
+    - requested_slot: null
+  - action: action_free_flow
+
+- rule: activate form loop
+  steps:
+  - intent: strict_flow
+  - action: basic_form
+  - active_loop: basic_form
+
+- rule: Intruption in form
+  condition:
+  - active_loop: basic_form
+  steps:
+  - intent: chat
+  - action: action_chat
+  - action: basic_form
+  - active_loop: basic_form
+
+- rule: Intruption in strict flow
+  condition:
+  - active_loop: basic_form
+  steps:
+  - intent: strict_flow
+  - action: basic_form
+  - active_loop: basic_form
+
+- rule: submit form rutvi
+  condition:
+    - active_loop: basic_form
+  steps:
+  - action: basic_form
+  - active_loop: null
+  - action: action_submit_form
+
+- rule: chat
+  steps:
+  - intent: chat
+  - action: action_chat
+  
+- rule: Resume strict flow in form
+  condition:
+  - active_loop: basic_form
+  steps:
+  - intent: strict_flow
+  - action: basic_form
+  - active_loop: basic_form

data/stories.yml

@@ -0,0 +1,39 @@
+# version: "3.1"
+
+# stories:
+
+# - story: happy path
+#   steps:
+#   - intent: chat
+#   - action: action_chat
+
+# - story: form fill
+#   steps:
+#   - intent: strict_flow
+#   - action: basic_form  
+#   - active_loop: basic_form
+#   - active_loop: null
+#   - action: action_submit_form
+
+version: '3.1'
+stories:
+  - story: happy path
+    steps:
+      - intent: chat
+      - action: action_chat
+
+  - story: form fill
+    steps:
+      - intent: strict_flow
+      - action: basic_form
+      - active_loop: basic_form
+      - active_loop: null
+      - action: action_submit_form
+
+  - story: free flow
+    steps:
+      - intent: free_flow
+      - action: form_rasa
+      - active_loop: form_rasa
+      - active_loop: null
+      - action: action_free_flow

domain.yml

@@ -0,0 +1,2232 @@
+version: "3.1"
+
+intents:
+  - strict_flow
+  - free_flow
+  - chat
+  - goodbye
+  - affirm
+  - deny
+  - provide_phone
+
+responses:
+  # utter_form_filling:
+  #   - text: "Form filled"
+  utter_strict_flow:
+    - text: "Strict flow enabled"
+  utter_ask_data:
+    - text: "Enter details"
+  utter_ask_first_name:
+  - text: "What is your first name ?"
+
+  utter_ask_middle_name:
+  - text: "What is your middle name ?"
+
+  utter_ask_last_name:
+  - text: "What is your last name ?"
+
+  utter_ask_email:
+  - text: "What is your email ?"
+
+  utter_ask_us_number:  
+    - text: "Do you have the U.S. Phone Number ?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  
+  utter_ask_phone:
+  - text: "Provide me your phone number"
+
+  utter_ask_confirm_location:  
+    - text: "Just to confirm: do you live at this address ?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  
+  utter_ask_confirm_mail_address:  
+    - text: "Would you like to receive mail related to this application at this address ?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_preferred_language:  
+    - text: "Is your preferred language for reading, writing, and speaking English ?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  
+  utter_ask_able_to_read_write:  
+    - text: "Are you able to read and write more than your name ?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_born_in_us:  
+    - text: "Were you born in the U.S. or a U.S. territory ?
+              U.S. territories include American Samoa, Guam, Northern Mariana Islands, Puerto Rico, and U.S. Virgin Islands. ?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  
+  utter_ask_become_citizen_us:  
+    - text: "Are you actively going through the process of becoming a U.S. citizen ?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_legal_resident_us:  
+    - text: "Are you a legal resident of the U.S. ?"
+      buttons:
+        - title: yes 
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_permanent_resident_number:
+  - text: "What's your Permanent Resident Card Number ? (Optional)"
+
+  utter_ask_serve_military:  
+    - text: "Did you serve or are you serving in the U.S. military ?"
+      buttons:
+        - title: yes 
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  
+  utter_ask_military_benefit:  
+    - text: "Are you receiving or eligible to receive a military or civilian federal agency benefit?"
+      buttons:
+        - title: yes 
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  
+  utter_ask_medicare_benefit:  
+    - text: "Are you currently receiving Medicare benefits ?"
+      buttons:
+        - title: yes 
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_social_security_benefit:  
+    - text: "Are you currently receiving Social Security benefits ?"
+      buttons:
+        - title: yes 
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_supplemental_security_income:  
+    - text: "Are you currently receiving Supplemental Security Income (SSI) ?"
+      buttons:
+        - title: yes 
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_current_spouse_first_name:
+  - text: "What is your current spouse first name ?"
+
+  utter_ask_current_spouse_last_name:
+  - text: "What is your current spouse last name ?"
+
+  utter_ask_current_spouse_social_security_number:
+  - text: "What is your current spouse social security number ?"
+
+  utter_ask_prior_marriages:
+    - text: "Do you have any prior marriages?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_prior_marriages_duration:
+    - text: "Did any of your prior marriages last 10 years or more?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_prior_marriages_death:
+    - text: "Did any of your prior marriages end due to your spouse's death?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_have_children:
+    - text: "Do you have any children?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_parent_support:
+    - text: "Do you have a parent who receives one-half support from you?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_used_other_names:  
+    - text: "Have you used any other names? Examples may include maiden name(s) or past name adjustments."
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_ssn:
+  - text: "Please enter these social security numbers (SSN)"
+
+  utter_ask_used_other_ssn:  
+    - text: "Have you used any other social security number (SSN)?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_bank_account_for_deposit:  
+    - text: "Do you have a bank account that you can use to receive direct deposit payments?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_routing_number:
+  - text: "Routing Number"
+
+  utter_ask_account_number:
+  - text: "Account Number"
+
+  utter_ask_able_to_work:
+    - text: "Are you currently able to work regardless of your illness, injury, or conditions?"
+      buttons:
+        - title: "Yes"
+          payload: "/affirm"
+        - title: "No"
+          payload: "/deny"
+  utter_ask_perform_usual_job_responsibilities:
+    - text: "Are you able to perform your usual job responsibilities?"
+      buttons:
+        - title: "Yes"
+          payload: "/affirm"
+        - title: "No"
+          payload: "/deny"
+  utter_ask_condition_last_14_months:
+    - text: "Is the illness, injury, or condition expected to last more than 14 months?"
+      buttons:
+        - title: "Yes"
+          payload: "/affirm"
+        - title: "No"
+          payload: "/deny"
+  utter_ask_condition_end_in_death:
+    - text: "Has a medical professional described any of your specific conditions as one that's expected to end in death?"
+      buttons:
+        - title: "Yes"
+          payload: "/affirm"
+        - title: "No"
+          payload: "/deny"
+  utter_ask_condition_require_work_changes:
+    - text: "Did your condition, injury, or illness require changes to your work activity while you were working?"
+      buttons:
+        - title: "Yes"
+          payload: "/affirm"
+        - title: "No"
+          payload: "/deny"
+  utter_ask_earned_more_than_1470_in_2024:
+    - text: "Have you made more than $1470 during any month in 2024 since the date(s) you provided above?"
+      buttons:
+        - title: "Yes"
+          payload: "/affirm"
+        - title: "No"
+          payload: "/deny"
+  utter_ask_intend_to_work_in_2024:
+    - text: "Do you intend to work in 2024?"
+      buttons:
+        - title: "Yes"
+          payload: "/affirm"
+        - title: "No"
+          payload: "/deny"
+  utter_ask_received_money_from_employer:
+    - text: "Have you received money from your employer on or after the date that you became unable to work?"
+      buttons:
+        - title: "Yes"
+          payload: "/affirm"
+        - title: "No"
+          payload: "/deny"
+  utter_ask_expect_to_receive_money_from_employer:
+    - text: "Do you expect to receive any money from your employer in the future?"
+      buttons:
+        - title: "Yes"
+          payload: "/affirm"
+        - title: "No"
+          payload: "/deny"
+  
+  utter_ask_school_name:
+  - text: "What is your school name ?"
+
+  utter_ask_school_city:
+  - text: "What is your school city ?"
+
+  utter_ask_school_state:
+  - text: "What is your school state ?"
+
+  utter_ask_school_country:
+  - text: "What is your school country ?"
+
+  utter_ask_special_education:
+    - text: "Have you ever received special education through an individualized education plan (IEP) or similar program?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_specialized_job_training:
+    - text: "Have you completed any type of specialized job training, including trade or vocational school?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_company_name:
+  - text: "What is your company name ?"
+
+  utter_ask_business_type:
+  - text: "Type of Business"
+  
+  utter_ask_end_date_last_worked:
+    - text: "Is this end date the last day that you physically worked for this company?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_job_title:
+  - text: "What is your job title"
+
+  utter_ask_pay_amount:
+  - text: "Pay Amount Per Pay Period (US dollars):"
+
+  utter_ask_lifting_ability:
+    - text: "What about lifting?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_supervised_others:
+    - text: "Did you supervise other people?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_cared_for_children:
+    - text: "Have you cared for children under the age of three (3) full-time?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_self_employed_last_15_years:
+    - text: "Have you been self-employed in the last 15 years?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  utter_ask_self_employed_2023:
+  - text: "Were you self-employed during 2023?"
+    buttons:
+      - title: yes
+        payload: "/affirm"
+      - title: no
+        payload: "/deny"
+
+  utter_ask_profit_self_employed_2023:
+  - text: "Did you profit more than $400 from the self-employed job in 2023?"
+    buttons:
+      - title: yes
+        payload: "/affirm"
+      - title: no
+        payload: "/deny"
+
+  utter_ask_self_employed_2024:
+  - text: "Were you self-employed during 2024?"
+    buttons:
+      - title: yes
+        payload: "/affirm"
+      - title: no
+        payload: "/deny"
+
+  utter_ask_profit_self_employed_2024:
+  - text: "Did you profit more than $400 from the self-employed job in 2024?"
+    buttons:
+      - title: yes
+        payload: "/affirm"
+      - title: no
+        payload: "/deny"
+
+  utter_ask_worked_outside_us:
+  - text: "Have you ever worked outside of the U.S.?"
+    buttons:
+      - title: yes
+        payload: "/affirm"
+      - title: no
+        payload: "/deny"
+
+  utter_ask_worked_outside_us_2024:
+  - text: "Did you work outside of the U.S. for salary, wages, or self-employment in 2024?"
+    buttons:
+      - title: yes
+        payload: "/affirm"
+      - title: no
+        payload: "/deny"
+
+  utter_ask_illness_expected_duration:
+  - text: "Is the illness, injury, or condition expected to last more than 14 months?"
+    buttons:
+      - title: yes
+        payload: "/affirm"
+      - title: no
+        payload: "/deny"
+  utter_ask_worked_outside_2023:
+    - text: "Did you work outside of the U.S. for salary, wages, or self-employment during 2023?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  utter_ask_earnings_subject_us_social_security:
+    - text: "Were all earnings subject to U.S. social security tax during 2023?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  utter_ask_eligible_foreign_social_security:
+    - text: "Are you eligible for benefits under a foreign social security system?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  utter_ask_special_payments:
+    - text: "Do any of the total earnings include special payments paid during one year but earned in another?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  utter_ask_no_social_security_taxes:
+    - text: "Have you ever worked a job in which U.S. social security taxes were not deducted or withheld?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  utter_ask_spouse_receiving_pension:
+    - text: "Are you or your spouse receiving a pension or annuity based on this work for which taxes were not deducted or withheld?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  utter_ask_future_pension_annuity:
+    - text: "Do you expect to receive a pension or annuity in the future for this work, for which taxes were not deducted or withheld?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  utter_ask_government_pension_or_annuity:
+    - text: "Is the pension or annuity based on government employment?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  utter_ask_lump_sum_payment:
+    - text: "Did you receive a lump sum payment of any kind instead of a pension or annuity for this work for which taxes were not deducted or withheld?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  utter_ask_vision_impairment:
+    - text: "Do you have 20/200 or less vision?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_impaired_vision_with_glasses_contacts:
+    - text: "Do you still experience impaired vision even with glasses or contacts?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_partial_or_total_deafness:
+    - text: "Are you partially or totally deaf?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_use_hearing_aids:
+    - text: "Please share if you use any hearing aids?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_history_of_seizures:
+    - text: "Next help us understand if you experience any seizure-related symptoms due to your illness, injury, or condition. Do you or have you previously experienced seizures?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_mental_illness_treatment:
+    - text: "Have you seen a doctor or been treated for any mental illnesses, injuries, or conditions since you've been unable to work?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_physical_illness_treatment:
+    - text: "Have you seen at least one doctor or been treated for any physical illnesses, injuries, or conditions since you've been unable to work?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_emergency_room_visit:
+    - text: "Have you seen a medical professional or been to a medical facility for an emergency room visit?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_medical_tests_or_medications:
+    - text: "Have you seen a medical professional or been to a medical facility for any medical tests or medications ordered by this facility?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_mental_health_treatment:
+    - text: "Have you seen a medical professional or been to a medical facility for any mental health treatment or evaluations?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_inpatient_stays:
+    - text: "Have you seen a medical professional or been to a medical facility for any inpatient or overnight stays?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_outpatient_visits:
+    - text: "Have you seen a medical professional or been to a medical facility for any outpatient or same-day visits?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  utter_ask_had_surgeries:
+    - text: "Have you seen a medical professional or been to a medical facility for any surgeries?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_had_physical_therapy:
+    - text: "Have you seen a medical professional or been to a medical facility for any physical therapy?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  utter_ask_medical_records:
+    - text: "Please tell us if any of the following organizations may have your medical records due to past evaluations or treatment related to your illnesses, injuries, or conditions?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  utter_ask_doctor_in_prison:
+    - text: "Doctors in prison or jail?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  utter_ask_public_welfare:
+    - text: "Public welfare?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  utter_ask_attorney_records:
+    - text: "Records held by an attorney/lawyer?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  utter_ask_disability_insurance:
+    - text: "Short-term or long-term disability insurance (Excluding private health insurance)?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  utter_ask_vocational_rehab:
+    - text: "Vocational rehabilitation service?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  utter_ask_workers_compensation:
+    - text: "Worker's compensation?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  utter_ask_other_records:
+    - text: "Other records, please explain (Excluding private health insurance)?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+  utter_ask_medical_tests_completed:
+    - text: "Have you had any medical tests completed related to your illnesses, injuries, or conditions?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_ask_taking_medications:
+    - text: "Are you taking any medications (i.e. prescribed or over-the-counter) for your illnesses, injuries, or conditions?"
+      buttons:
+        - title: yes
+          payload: "/affirm"
+        - title: no
+          payload: "/deny"
+
+  utter_goodbye:
+  - text: Bye
+
+
+# session_config:
+#   session_expiration_time: 60
+#   carry_over_slots_to_new_session: true
+
+actions:
+  - action_chat
+  - action_free_flow
+  - action_submit_form
+
+slots:
+  data:
+    type: text
+    influence_conversation: true
+    mappings:
+    - type: from_text
+      conditions:
+      - active_loop: form_rasa
+        requested_slot: data
+  first_name:
+    type: text
+    influence_conversation: true
+    mappings:
+    - type: from_text
+      conditions:
+      - active_loop: basic_form
+        requested_slot: first_name
+  middle_name:
+    type: text
+    influence_conversation: true
+    mappings:
+    - type: from_text
+      conditions:
+      - active_loop: basic_form
+        requested_slot: middle_name
+  last_name:
+    type: text
+    influence_conversation: true
+    mappings:
+    - type: from_text
+      conditions:
+      - active_loop: basic_form
+        requested_slot: last_name
+  email:
+    type: text
+    influence_conversation: true
+    mappings:
+    - type: from_text
+      conditions:
+      - active_loop: basic_form
+        requested_slot: email
+  us_number:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: us_number
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: us_number
+  phone:
+    type: text
+    influence_conversation: true
+    mappings:
+    - type: from_entity
+      entity: phone
+      conditions:
+      - active_loop: basic_form
+        requested_slot: phone
+  confirm_location:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: confirm_location
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: confirm_location
+  confirm_mail_address:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: confirm_mail_address
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: confirm_mail_address
+  preferred_language:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: preferred_language
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: preferred_language
+  able_to_read_write:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: able_to_read_write
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: able_to_read_write
+  born_in_us:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: born_in_us
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: born_in_us
+  become_citizen_us:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: become_citizen_us
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: become_citizen_us
+  legal_resident_us:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: legal_resident_us
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: legal_resident_us
+  permanent_resident_number:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: permanent_resident_number
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: permanent_resident_number
+  serve_military:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: serve_military
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: serve_military
+  military_benefit:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: military_benefit
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: military_benefit
+  medicare_benefit:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: medicare_benefit
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: medicare_benefit
+  social_security_benefit:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: social_security_benefit
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: social_security_benefit
+  supplemental_security_income:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: supplemental_security_income
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: supplemental_security_income
+
+  current_spouse_first_name:
+    type: text
+    influence_conversation: true
+    mappings:
+    - type: from_text
+      conditions:
+      - active_loop: basic_form
+        requested_slot: current_spouse_first_name 
+
+  current_spouse_last_name:
+    type: text
+    influence_conversation: true
+    mappings:
+    - type: from_text
+      conditions:
+      - active_loop: basic_form
+        requested_slot: current_spouse_last_name
+
+  current_spouse_social_security_number:
+    type: text
+    influence_conversation: true
+    mappings:
+    - type: from_text
+      conditions:
+      - active_loop: basic_form
+        requested_slot: current_spouse_social_security_number
+
+  prior_marriages:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: prior_marriages
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: prior_marriages
+
+  prior_marriages_duration:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: prior_marriages_duration
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: prior_marriages_duration
+
+  prior_marriages_death:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: prior_marriages_death
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: prior_marriages_death
+
+  have_children:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: have_children
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: have_children
+
+  parent_support:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: parent_support
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: parent_support
+
+  used_other_names:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: used_other_names
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: used_other_names
+  ssn:
+    type: text
+    influence_conversation: true
+    mappings:
+    - type: from_text
+      conditions:
+      - active_loop: basic_form
+        requested_slot: ssn
+  used_other_ssn:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: used_other_ssn
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: used_other_ssn
+  routing_number:
+    type: text
+    influence_conversation: true
+    mappings:
+    - type: from_text
+      conditions:
+      - active_loop: basic_form
+        requested_slot: routing_number
+  account_number:
+    type: text
+    influence_conversation: true
+    mappings:
+    - type: from_text
+      conditions:
+      - active_loop: basic_form
+        requested_slot: account_number
+  bank_account_for_deposit:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: bank_account_for_deposit
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: bank_account_for_deposit
+
+  able_to_work:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: able_to_work
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: able_to_work
+  perform_usual_job_responsibilities:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: perform_usual_job_responsibilities
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: perform_usual_job_responsibilities
+  condition_last_14_months:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: condition_last_14_months
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: condition_last_14_months
+  condition_end_in_death:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: condition_end_in_death
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: condition_end_in_death
+  condition_require_work_changes:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: condition_require_work_changes
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: condition_require_work_changes
+  earned_more_than_1470_in_2024:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: earned_more_than_1470_in_2024
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: earned_more_than_1470_in_2024
+  intend_to_work_in_2024:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: intend_to_work_in_2024
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: intend_to_work_in_2024
+  received_money_from_employer:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: received_money_from_employer
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: received_money_from_employer
+  expect_to_receive_money_from_employer:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: expect_to_receive_money_from_employer
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: expect_to_receive_money_from_employer
+  school_name:
+    type: text
+    influence_conversation: true
+    mappings:
+    - type: from_text
+      conditions:
+      - active_loop: basic_form
+        requested_slot: school_name
+  school_city:
+    type: text
+    influence_conversation: true
+    mappings:
+    - type: from_text
+      conditions:
+      - active_loop: basic_form
+        requested_slot: school_city
+  school_state:
+    type: text
+    influence_conversation: true
+    mappings:
+    - type: from_text
+      conditions:
+      - active_loop: basic_form
+        requested_slot: school_state
+  school_country:
+    type: text
+    influence_conversation: true
+    mappings:
+    - type: from_text
+      conditions:
+      - active_loop: basic_form
+        requested_slot: school_country
+  special_education:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: special_education
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: special_education
+  specialized_job_training:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: specialized_job_training
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: specialized_job_training
+  company_name:
+    type: text
+    influence_conversation: true
+    mappings:
+    - type: from_text
+      conditions:
+      - active_loop: basic_form
+        requested_slot: company_name
+  business_type:
+    type: text
+    influence_conversation: true
+    mappings:
+    - type: from_text
+      conditions:
+      - active_loop: basic_form
+        requested_slot: business_type
+  end_date_last_worked:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: end_date_last_worked
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: end_date_last_worked
+  job_title:
+    type: text
+    influence_conversation: true
+    mappings:
+    - type: from_text
+      conditions:
+      - active_loop: basic_form
+        requested_slot: job_title
+  pay_amount:
+    type: text
+    influence_conversation: true
+    mappings:
+    - type: from_text
+      conditions:
+      - active_loop: basic_form
+        requested_slot: pay_amount
+  lifting_ability:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: lifting_ability
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: lifting_ability
+  supervised_others:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: supervised_others
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: supervised_others
+  cared_for_children:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: cared_for_children
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: cared_for_children
+  self_employed_last_15_years:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: self_employed_last_15_years
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: self_employed_last_15_years
+  self_employed_2023:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: self_employed_2023
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: self_employed_2023
+  profit_self_employed_2023:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: profit_self_employed_2023
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: profit_self_employed_2023
+  self_employed_2024:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: self_employed_2024
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: self_employed_2024
+  profit_self_employed_2024:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: profit_self_employed_2024
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: profit_self_employed_2024
+  worked_outside_us:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: worked_outside_us
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: worked_outside_us
+  worked_outside_us_2024:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: worked_outside_us_2024
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: worked_outside_us_2024
+  illness_expected_duration:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: illness_expected_duration
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: illness_expected_duration
+  worked_outside_2023:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: worked_outside_2023
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: worked_outside_2023
+  earnings_subject_us_social_security:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: earnings_subject_us_social_security
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: earnings_subject_us_social_security
+  eligible_foreign_social_security:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: eligible_foreign_social_security
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: eligible_foreign_social_security
+  special_payments:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: special_payments
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: special_payments
+  no_social_security_taxes:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: no_social_security_taxes
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: no_social_security_taxes
+  spouse_receiving_pension:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: spouse_receiving_pension
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: spouse_receiving_pension
+  future_pension_annuity:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: future_pension_annuity
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: future_pension_annuity
+  government_pension_or_annuity:
+    type: bool
+    influence_conversation: true
+    mappings:
+      - type: from_intent
+        value: true
+        intent: affirm
+        conditions:
+          - active_loop: basic_form
+            requested_slot: government_pension_or_annuity
+      - type: from_intent
+        value: false
+        intent: deny
+        conditions:
+          - active_loop: basic_form
+            requested_slot: government_pension_or_annuity
+  lump_sum_payment:
+    type: bool
+    influence_conversation: true
+    mappings:
+      - type: from_intent
+        value: true
+        intent: affirm
+        conditions:
+          - active_loop: basic_form
+            requested_slot: lump_sum_payment
+      - type: from_intent
+        value: false
+        intent: deny
+        conditions:
+          - active_loop: basic_form
+            requested_slot: lump_sum_payment
+  vision_impairment:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: vision_impairment
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: vision_impairment
+
+  impaired_vision_with_glasses_contacts:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: impaired_vision_with_glasses_contacts
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: impaired_vision_with_glasses_contacts
+
+  partial_or_total_deafness:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: partial_or_total_deafness
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: partial_or_total_deafness
+
+  use_hearing_aids:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: use_hearing_aids
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: use_hearing_aids
+
+  history_of_seizures:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: history_of_seizures
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: history_of_seizures
+
+  mental_illness_treatment:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: mental_illness_treatment
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: mental_illness_treatment
+
+  physical_illness_treatment:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: physical_illness_treatment
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: physical_illness_treatment
+
+  emergency_room_visit:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: emergency_room_visit
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: emergency_room_visit
+
+  medical_tests_or_medications:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: medical_tests_or_medications
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: medical_tests_or_medications
+
+  mental_health_treatment:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: mental_health_treatment
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: mental_health_treatment
+
+  inpatient_stays:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: inpatient_stays
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: inpatient_stays
+
+  outpatient_visits:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: outpatient_visits
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: outpatient_visits
+  had_surgeries:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: had_surgeries
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: had_surgeries
+
+  had_physical_therapy:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: had_physical_therapy
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: had_physical_therapy
+  medical_records:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: medical_records
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: medical_records
+  doctor_in_prison:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: doctor_in_prison
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: doctor_in_prison
+  public_welfare:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: public_welfare
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: public_welfare
+  attorney_records:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: attorney_records
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: attorney_records
+  disability_insurance:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: disability_insurance
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: disability_insurance
+  vocational_rehab:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: vocational_rehab
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: vocational_rehab
+  workers_compensation:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: workers_compensation
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: workers_compensation
+  other_records:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: other_records
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: other_records
+  medical_tests_completed:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: medical_tests_completed
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: medical_tests_completed
+  taking_medications:
+    type: bool
+    influence_conversation: true
+    mappings:
+    - type: from_intent
+      value: true
+      intent: affirm
+      conditions:
+      - active_loop: basic_form
+        requested_slot: taking_medications
+    - type: from_intent
+      value: false
+      intent: deny
+      conditions:
+      - active_loop: basic_form
+        requested_slot: taking_medications
+
+
+forms:
+  form_rasa:
+     required_slots:
+        - data
+  basic_form:
+     required_slots:
+        - first_name
+        - middle_name
+        - last_name
+        - email
+        - us_number
+        - phone
+        - confirm_location
+        - confirm_mail_address
+        - preferred_language
+        - able_to_read_write
+        - born_in_us
+        - become_citizen_us
+        - legal_resident_us
+        - permanent_resident_number
+        - serve_military
+        - military_benefit
+        - medicare_benefit
+        - social_security_benefit
+        - supplemental_security_income
+        - current_spouse_first_name
+        - current_spouse_last_name
+        - current_spouse_social_security_number
+        - prior_marriages
+        - prior_marriages_duration
+        - prior_marriages_death
+        - have_children
+        - parent_support
+        - used_other_names   
+        - ssn      
+        - used_other_ssn           
+        - bank_account_for_deposit 
+        - routing_number
+        - account_number
+        - able_to_work
+        - perform_usual_job_responsibilities
+        - condition_last_14_months
+        - condition_end_in_death
+        - condition_require_work_changes
+        - earned_more_than_1470_in_2024
+        - intend_to_work_in_2024
+        - received_money_from_employer
+        - expect_to_receive_money_from_employer
+        - school_name
+        - school_city
+        - school_state
+        - school_country
+        - special_education
+        - specialized_job_training
+        - company_name
+        - business_type
+        - end_date_last_worked
+        - job_title
+        - pay_amount
+        - lifting_ability
+        - supervised_others
+        - cared_for_children
+        - self_employed_last_15_years
+        - self_employed_2023
+        - profit_self_employed_2023
+        - self_employed_2024
+        - profit_self_employed_2024
+        - worked_outside_us
+        - worked_outside_us_2024
+        - illness_expected_duration
+        - worked_outside_2023
+        - earnings_subject_us_social_security
+        - eligible_foreign_social_security
+        - special_payments
+        - no_social_security_taxes
+        - spouse_receiving_pension
+        - future_pension_annuity
+        - government_pension_or_annuity
+        - lump_sum_payment
+        - vision_impairment
+        - impaired_vision_with_glasses_contacts
+        - partial_or_total_deafness
+        - use_hearing_aids
+        - history_of_seizures
+        - mental_illness_treatment
+        - physical_illness_treatment
+        - emergency_room_visit
+        - medical_tests_or_medications
+        - mental_health_treatment
+        - inpatient_stays
+        - outpatient_visits
+        - had_surgeries
+        - had_physical_therapy
+        - medical_records
+        - doctor_in_prison
+        - public_welfare
+        - attorney_records
+        - disability_insurance
+        - vocational_rehab
+        - workers_compensation
+        - other_records
+        - medical_tests_completed
+        - taking_medications
+
+
+
+entities:
+  - phone
+
+session_config:
+  carry_over_slots_to_new_session: true
+
+
+
+
+
+
+
+  # rasa run --enable-api --cors "*"

endpoints.yml

@@ -0,0 +1,42 @@
+# This file contains the different endpoints your bot can use.
+
+# Server where the models are pulled from.
+# https://rasa.com/docs/rasa/model-storage#fetching-models-from-a-server
+
+#models:
+#  url: http://my-server.com/models/default_core@latest
+#  wait_time_between_pulls:  10   # [optional](default: 100)
+
+# Server which runs your custom actions.
+# https://rasa.com/docs/rasa/custom-actions
+
+action_endpoint:
+ url: "http://localhost:5055/webhook"
+
+# Tracker store which is used to store the conversations.
+# By default the conversations are stored in memory.
+# https://rasa.com/docs/rasa/tracker-stores
+
+#tracker_store:
+#    type: redis
+#    url: <host of the redis instance, e.g. localhost>
+#    port: <port of your redis instance, usually 6379>
+#    db: <number of your database within redis, e.g. 0>
+#    password: <password used for authentication>
+#    use_ssl: <whether or not the communication is encrypted, default false>
+
+#tracker_store:
+#    type: mongod
+#    url: <url to your mongo instance, e.g. mongodb://localhost:27017>
+#    db: <name of the db within your mongo instance, e.g. rasa>
+#    username: <username used for authentication>
+#    password: <password used for authentication>
+
+# Event broker which all conversation events should be streamed to.
+# https://rasa.com/docs/rasa/event-brokers
+
+#event_broker:
+#  url: localhost
+#  username: username
+#  password: password
+#  queue: queue

models/20240604-104322-massive-agent.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:da7b17bb5818eac94fcba5cc545e1a902fa05e1bc26f7328849c96ea6017dc97
+size 20146412

requirements.txt

@@ -0,0 +1,5 @@
+rasa
+langchain
+langchain_groq
+langchain_community
+langchain_openai

tests/test_stories.yml

@@ -0,0 +1,91 @@
+#### This file contains tests to evaluate that your bot behaves as expected.
+#### If you want to learn more, please see the docs: https://rasa.com/docs/rasa/testing-your-assistant
+
+stories:
+- story: happy path 1
+  steps:
+  - user: |
+      hello there!
+    intent: greet
+  - action: utter_greet
+  - user: |
+      amazing
+    intent: mood_great
+  - action: utter_happy
+
+- story: happy path 2
+  steps:
+  - user: |
+      hello there!
+    intent: greet
+  - action: utter_greet
+  - user: |
+      amazing
+    intent: mood_great
+  - action: utter_happy
+  - user: |
+      bye-bye!
+    intent: goodbye
+  - action: utter_goodbye
+
+- story: sad path 1
+  steps:
+  - user: |
+      hello
+    intent: greet
+  - action: utter_greet
+  - user: |
+      not good
+    intent: mood_unhappy
+  - action: utter_cheer_up
+  - action: utter_did_that_help
+  - user: |
+      yes
+    intent: affirm
+  - action: utter_happy
+
+- story: sad path 2
+  steps:
+  - user: |
+      hello
+    intent: greet
+  - action: utter_greet
+  - user: |
+      not good
+    intent: mood_unhappy
+  - action: utter_cheer_up
+  - action: utter_did_that_help
+  - user: |
+      not really
+    intent: deny
+  - action: utter_goodbye
+
+- story: sad path 3
+  steps:
+  - user: |
+      hi
+    intent: greet
+  - action: utter_greet
+  - user: |
+      very terrible
+    intent: mood_unhappy
+  - action: utter_cheer_up
+  - action: utter_did_that_help
+  - user: |
+      no
+    intent: deny
+  - action: utter_goodbye
+
+- story: say goodbye
+  steps:
+  - user: |
+      bye-bye!
+    intent: goodbye
+  - action: utter_goodbye
+
+- story: bot challenge
+  steps:
+  - user: |
+      are you a bot?
+    intent: bot_challenge
+  - action: utter_iamabot