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actions.py
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actions.py
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from rasa_sdk import Tracker
from rasa_sdk.executor import CollectingDispatcher
from typing import Dict, Text, Any, List
import requests
from rasa_sdk import Action
from rasa_sdk.events import SlotSet, FollowupAction
from rasa_sdk.forms import FormAction
# We use the medicare.gov database to find information about 3 different
# healthcare facility types, given a city name, zip code or facility ID
# the identifiers for each facility type is given by the medicare database
# xubh-q36u is for hospitals
# b27b-2uc7 is for nursing homes
# 9wzi-peqs is for home health agencies
ENDPOINTS = {
"base": "https://data.medicare.gov/resource/{}.json",
"xubh-q36u": {
"city_query": "?city={}",
"zip_code_query": "?zip_code={}",
"id_query": "?provider_id={}"
},
"b27b-2uc7": {
"city_query": "?provider_city={}",
"zip_code_query": "?provider_zip_code={}",
"id_query": "?federal_provider_number={}"
},
"9wzi-peqs": {
"city_query": "?city={}",
"zip_code_query": "?zip={}",
"id_query": "?provider_number={}"
}
}
FACILITY_TYPES = {
"hospital":
{
"name": "hospital",
"resource": "xubh-q36u"
},
"nursing_home":
{
"name": "nursing home",
"resource": "b27b-2uc7"
},
"home_health":
{
"name": "home health agency",
"resource": "9wzi-peqs"
}
}
def _create_path(base: Text, resource: Text,
query: Text, values: Text) -> Text:
"""Creates a path to find provider using the endpoints."""
if isinstance(values, list):
return (base + query).format(
resource, ', '.join('"{0}"'.format(w) for w in values))
else:
return (base + query).format(resource, values)
def _find_facilities(location: Text, resource: Text) -> List[Dict]:
"""Returns json of facilities matching the search criteria."""
if str.isdigit(location):
full_path = _create_path(ENDPOINTS["base"], resource,
ENDPOINTS[resource]["zip_code_query"],
location)
else:
full_path = _create_path(ENDPOINTS["base"], resource,
ENDPOINTS[resource]["city_query"],
location.upper())
#print("Full path:")
#print(full_path)
results = requests.get(full_path).json()
return results
def _resolve_name(facility_types, resource) ->Text:
for key, value in facility_types.items():
if value.get("resource") == resource:
return value.get("name")
return ""
class FindFacilityTypes(Action):
"""This action class allows to display buttons for each facility type
for the user to chose from to fill the facility_type entity slot."""
def name(self) -> Text:
"""Unique identifier of the action"""
return "find_facility_types"
def run(self,
dispatcher: CollectingDispatcher,
tracker: Tracker,
domain: Dict[Text, Any]) -> List:
buttons = []
for t in FACILITY_TYPES:
facility_type = FACILITY_TYPES[t]
payload = "/inform{\"facility_type\": \"" + facility_type.get(
"resource") + "\"}"
buttons.append(
{"title": "{}".format(facility_type.get("name").title()),
"payload": payload})
# TODO: update rasa core version for configurable `button_type`
dispatcher.utter_button_template("utter_greet", buttons, tracker)
return []
class FindHealthCareAddress(Action):
"""This action class retrieves the address of the user's
healthcare facility choice to display it to the user."""
def name(self) -> Text:
"""Unique identifier of the action"""
return "find_healthcare_address"
def run(self,
dispatcher: CollectingDispatcher,
tracker: Tracker,
domain: Dict[Text, Any]) -> List[Dict]:
facility_type = tracker.get_slot("facility_type")
healthcare_id = tracker.get_slot("facility_id")
full_path = _create_path(ENDPOINTS["base"], facility_type,
ENDPOINTS[facility_type]["id_query"],
healthcare_id)
results = requests.get(full_path).json()
if results:
selected = results[0]
if facility_type == FACILITY_TYPES["hospital"]["resource"]:
address = "{}, {}, {} {}".format(selected["address"].title(),
selected["city"].title(),
selected["state"].upper(),
selected["zip_code"].title())
elif facility_type == FACILITY_TYPES["nursing_home"]["resource"]:
address = "{}, {}, {} {}".format(selected["provider_address"].title(),
selected["provider_city"].title(),
selected["provider_state"].upper(),
selected["provider_zip_code"].title())
else:
address = "{}, {}, {} {}".format(selected["address"].title(),
selected["city"].title(),
selected["state"].upper(),
selected["zip"].title())
return [SlotSet("facility_address", address)]
else:
print("No address found. Most likely this action was executed "
"before the user choose a healthcare facility from the "
"provided list. "
"If this is a common problem in your dialogue flow,"
"using a form instead for this action might be appropriate.")
return [SlotSet("facility_address", "not found")]
class FacilityForm(FormAction):
"""Custom form action to fill all slots required to find specific type
of healthcare facilities in a certain city or zip code."""
def name(self) -> Text:
"""Unique identifier of the form"""
return "facility_form"
@staticmethod
def required_slots(tracker: Tracker) -> List[Text]:
"""A list of required slots that the form has to fill"""
return ["facility_type", "location"]
def slot_mappings(self) -> Dict[Text, Any]:
return {"facility_type": self.from_entity(entity="facility_type",
intent=["inform",
"search_provider"]),
"location": self.from_entity(entity="location",
intent=["inform",
"search_provider"])}
def submit(self,
dispatcher: CollectingDispatcher,
tracker: Tracker,
domain: Dict[Text, Any]
) -> List[Dict]:
"""Once required slots are filled, print buttons for found facilities"""
location = tracker.get_slot('location')
facility_type = tracker.get_slot('facility_type')
results = _find_facilities(location, facility_type)
button_name = _resolve_name(FACILITY_TYPES, facility_type)
if len(results) == 0:
dispatcher.utter_message(
"Sorry, we could not find a {} in {}.".format(button_name,
location.title()))
return []
buttons = []
# limit number of results to 3 for clear presentation purposes
for r in results[:3]:
if facility_type == FACILITY_TYPES["hospital"]["resource"]:
facility_id = r.get("provider_id")
name = r["hospital_name"]
elif facility_type == FACILITY_TYPES["nursing_home"]["resource"]:
facility_id = r["federal_provider_number"]
name = r["provider_name"]
else:
facility_id = r["provider_number"]
name = r["provider_name"]
payload = "/inform{\"facility_id\":\"" + facility_id + "\"}"
buttons.append(
{"title": "{}".format(name.title()), "payload": payload})
if len(buttons) == 1:
message = "Here is a {} near you:".format(button_name)
else:
if button_name == "home health agency":
button_name = "home health agencie"
message = "Here are {} {}s near you:".format(len(buttons),
button_name)
# TODO: update rasa core version for configurable `button_type`
dispatcher.utter_button_message(message, buttons)
return []