"Slots são a memória do seu bot. Eles agem como um 
    armazenamento de valor-chave que pode ser usado
    para armazenar informações fornecidas pelo usuário 
    (por exemplo, sua cidade natal), bem como informações
    coletadas sobre o mundo exterior (por exemplo, o 
    resultado de uma consulta ao banco de dados)."

slots: 
  nome: 
    type: **P.S.:** em type será definido os tipos citados acima.

entities:
	 - nome **Passo 3.** -intents.md

## intent:preparo_r1
    - o que a [Gabriela Lemos](nome) preparou para a R1
    - o que o [Iuri Severo](nome) preparou para a R1
    - o que o [Pedro Igor](nome) fez para a R1
    - o que o [André](nome) fez para a R1
    - o que o [Gustavo](nome) criou para a R1

from rasa_core_sdk import Action

class TestSlot(Action):
    def name(self):
        return "action_test_slot"

    def run(self, dispatcher, tracker, domain):
        slot = tracker.get_slot('pesquisa')
        dispatcher.utter_message('Mensagem da custom action de teste')
        dispatcher.utter_message(slot)

from rasa_core_sdk.actions import Action
from rasa_core_sdk.events import SlotSet
import requests

class FetchProfileAction(Action):
    def name(self):
        return "fetch_profile"

    def run(self, dispatcher, tracker, domain):
        url = "http://myprofileurl.com"
        data = requests.get(url).json
        return [SlotSet("account_type", data["account_type"])]

<!--more-->

* Arthur Temporim

* Bruna Pinos

* Carla

* Matheus Miranda

* Victor Moura

* Guilherme Lacerda

* Kamilla Costa

> Após o nome não ser captado de forma correta, testei outras maneiras de escrevê-los para ver se o bot compreendia. Na maioria dos casos a resposta é negativa

### Teste de variação de escrita dos nomes já captados
> Os seguintes nomes foram captados com sucesso pela função:
* Bruna Nayara
* Arthur Temporim
* Bruna Pinos
* Victor Moura
* Guilherme Lacerda
> Continuando os testes, irei reescrevê-los variando caracteres maiúsculos, minúsculos, acentos e, em alguns casos, letras.

* Bruna Nayara

* Arthur Temporim

* Victor Moura

> Pode-se reparar que os casos em que os dois nomes estão capitalizados (nome e sobrenome), o slot detecta corretamente os que foi escrito, porém, nos outros casos, o slot é dado como vazio e retorna o último texto detectado.

### Frases usadas na criação da intent da função
- quando que o [Eduardo Nunes](nome) vai estar no lappis
- [Victor Moura](nome)
- [Arthur Diniz](nome)
- [Francisco Matias](nome)
- me diga quando que [Fabíola Malta](nome) trabalha
- [Bruna Pinos](nome) vai trabalhar quais dias essa semana
- quais são os horários do [Arthur Temporim](nome) no lappis essa semana
- me informe os horarios da [Paloma](nome)
- [Gabriela](nome) trabalha quando essa semana
- horarios [Thalisson](nome)
- horários [Carla](nome)

#### Analisando Intent
> Após olhar a intent resolvi testar com uma frase exatamente igual a do exemplo.
O bot conseguiu captar o texto da slot da forma desejada, porém, quando o mesmo nome é aplicado em outra setença, o slot é tido como vazio.

> Outro ponto interessante que pode ser reparado a partir da intent da função é que a maioria dos nomes de exemplo são nomes compostos inicilializados com letra maiúscula, fato que segue o mesmo padrão de nomes que o slot consegue detectar.
> Casos mais específicos, como nomes únicos, só são percebidos nas frases exatas do exemplo.

|Quantidade de nomes compostos|Quantidade de nomes únicos|Total|
|:--:|:--:|:--:|
|7|4|11|
|63,64%|36,36%|100%|


## Conclusões dos testes realizados no bot
> Após reparar o padrão encontrado na função do Lappisudo, criei uma função de teste de slot na Aix, para verificar como ela reagia ao padrão notado.

* Teste de exemplos com uma palavra
	* Inicialmente o bot pareceu captar as palavras únicas inicializadas com letra maiúscula, porém essa detecção foi começando a falhar a medida que o teste se 
	seguia.

Your input ->  Teste Capital                                                    
2019-05-07 11:55:56 DEBUG    rasa_core.tracker_store  - Recreating tracker for id 'default'
2019-05-07 11:55:56 DEBUG    rasa_core.processor  - Received user message 'Teste Capital' with intent '{'name': 'test_slot', 'confidence': 0.9124845862388611}' and entities '[{'start': 6, 'end': 13, 'value': 'Capital', 'entity': 'pesquisa', 'confidence': 0.5855489356445063, 'extractor': 'ner_crf'}]'
2019-05-07 11:55:56 DEBUG    rasa_core.processor  - Logged UserUtterance - tracker now has 179 events
2019-05-07 11:55:56 DEBUG    rasa_core.processor  - Current slot values: 
	pesquisa: Capital
2019-05-07 11:55:56 DEBUG    rasa_core.policies.memoization  - Current tracker state [{'prev_action_listen': 1.0, 'intent_test_slot': 1.0}, {'prev_action_test_slot': 1.0, 'intent_test_slot': 1.0}, {'prev_action_listen': 1.0, 'intent_test_slot': 1.0, 'entity_pesquisa': 1.0}]
2019-05-07 11:55:56 DEBUG    rasa_core.policies.memoization  - There is no memorised next action
2019-05-07 11:55:56 DEBUG    rasa_core.policies.ensemble  - Predicted next action using policy_0_KerasPolicy
2019-05-07 11:55:56 DEBUG    rasa_core.processor  - Predicted next action 'action_test_slot' with prob 1.00.
2019-05-07 11:55:56 DEBUG    rasa_core.actions.action  - Calling action endpoint to run action 'action_test_slot'.
2019-05-07 11:55:56 DEBUG    rasa_core.processor  - Action 'action_test_slot' ended with events '[]'
2019-05-07 11:55:56 DEBUG    rasa_core.processor  - Bot utterance 'BotUttered(text: Mensagem da custom action de teste, data: {
  "elements": null,
  "buttons": null,
  "attachment": null
})'
Mensagem da custom action de teste
2019-05-07 11:55:56 DEBUG    rasa_core.processor  - Bot utterance 'BotUttered(text: Capital, data: {
  "elements": null,
  "buttons": null,
  "attachment": null
})'
Capital
2019-05-07 11:55:56 DEBUG    rasa_core.policies.memoization  - Current tracker state [{'prev_action_test_slot': 1.0, 'intent_test_slot': 1.0}, {'prev_action_listen': 1.0, 'intent_test_slot': 1.0, 'entity_pesquisa': 1.0}, {'prev_action_test_slot': 1.0, 'intent_test_slot': 1.0, 'entity_pesquisa': 1.0}]
2019-05-07 11:55:56 DEBUG    rasa_core.policies.memoization  - There is no memorised next action
2019-05-07 11:55:56 DEBUG    rasa_core.policies.ensemble  - Predicted next action using policy_0_KerasPolicy
2019-05-07 11:55:56 DEBUG    rasa_core.processor  - Predicted next action 'action_listen' with prob 1.00.
2019-05-07 11:55:56 DEBUG    rasa_core.processor  - Action 'action_listen' ended with events '[]'
127.0.0.1 - - [2019-05-07 11:55:56] "POST /webhooks/rest/webhook?stream=true&token= HTTP/1.1" 200 255 0.066509
Your input ->  Teste Carro                                                      
2019-05-07 11:56:00 DEBUG    rasa_core.tracker_store  - Recreating tracker for id 'default'
2019-05-07 11:56:00 DEBUG    rasa_core.processor  - Received user message 'Teste Carro' with intent '{'name': 'test_slot', 'confidence': 0.9124845862388611}' and entities '[]'
2019-05-07 11:56:00 DEBUG    rasa_core.processor  - Logged UserUtterance - tracker now has 184 events
2019-05-07 11:56:00 DEBUG    rasa_core.processor  - Current slot values: 
	pesquisa: Capital
2019-05-07 11:56:00 DEBUG    rasa_core.policies.memoization  - Current tracker state [{'prev_action_listen': 1.0, 'intent_test_slot': 1.0, 'entity_pesquisa': 1.0}, {'prev_action_test_slot': 1.0, 'intent_test_slot': 1.0, 'entity_pesquisa': 1.0}, {'prev_action_listen': 1.0, 'intent_test_slot': 1.0}]
2019-05-07 11:56:00 DEBUG    rasa_core.policies.memoization  - There is no memorised next action
2019-05-07 11:56:00 DEBUG    rasa_core.policies.ensemble  - Predicted next action using policy_0_KerasPolicy
2019-05-07 11:56:00 DEBUG    rasa_core.processor  - Predicted next action 'action_test_slot' with prob 1.00.
2019-05-07 11:56:00 DEBUG    rasa_core.actions.action  - Calling action endpoint to run action 'action_test_slot'.
2019-05-07 11:56:00 DEBUG    rasa_core.processor  - Action 'action_test_slot' ended with events '[]'
2019-05-07 11:56:00 DEBUG    rasa_core.processor  - Bot utterance 'BotUttered(text: Mensagem da custom action de teste, data: {
  "elements": null,
  "buttons": null,
  "attachment": null
})'
2019-05-07 11:56:00 DEBUG    rasa_core.processor  - Bot utterance 'BotUttered(text: Capital, data: {
  "elements": null,
  "buttons": null,
  "attachment": null
})'Mensagem da custom action de teste

Capital

Your input ->  teste A B C                                                      
2019-05-07 12:29:43 DEBUG    rasa_core.tracker_store  - Recreating tracker for id 'default'
2019-05-07 12:29:43 DEBUG    rasa_core.processor  - Received user message 'teste A B C' with intent '{'name': 'test_slot', 'confidence': 0.6648008823394775}' and entities '[{'start': 6, 'end': 11, 'value': 'A B C', 'entity': 'pesquisa', 'confidence': 0.9141533469732314, 'extractor': 'ner_crf'}]'
2019-05-07 12:29:43 DEBUG    rasa_core.processor  - Logged UserUtterance - tracker now has 37 events
2019-05-07 12:29:43 DEBUG    rasa_core.processor  - Current slot values: 
	pesquisa: A B C
2019-05-07 12:29:43 DEBUG    rasa_core.policies.memoization  - Current tracker state [{'intent_test_slot': 1.0, 'prev_action_listen': 1.0, 'entity_pesquisa': 1.0}, {'intent_test_slot': 1.0, 'prev_action_test_slot': 1.0, 'entity_pesquisa': 1.0}, {'intent_test_slot': 1.0, 'prev_action_listen': 1.0, 'entity_pesquisa': 1.0}]
2019-05-07 12:29:43 DEBUG    rasa_core.policies.memoization  - There is no memorised next action
2019-05-07 12:29:43 DEBUG    rasa_core.policies.ensemble  - Predicted next action using policy_0_KerasPolicy
2019-05-07 12:29:43 DEBUG    rasa_core.processor  - Predicted next action 'action_test_slot' with prob 0.99.
2019-05-07 12:29:43 DEBUG    rasa_core.actions.action  - Calling action endpoint to run action 'action_test_slot'.
2019-05-07 12:29:43 DEBUG    rasa_core.processor  - Action 'action_test_slot' ended with events '[]'
2019-05-07 12:29:43 DEBUG    rasa_core.processor  - Bot utterance 'BotUttered(text: Mensagem da custom action de teste, data: {
  "elements": null,
  "buttons": null,
  "attachment": null
})'
2019-05-07 12:29:43 DEBUG    rasa_core.processor  - Bot utterance 'BotUttered(text: A B C, data: {
  "elements": null,
  "buttons": null,
  "attachment": null
})'Mensagem da custom action de teste

A B C
2019-05-07 12:29:43 DEBUG    rasa_core.policies.memoization  - Current tracker state [{'intent_test_slot': 1.0, 'prev_action_test_slot': 1.0, 'entity_pesquisa': 1.0}, {'intent_test_slot': 1.0, 'prev_action_listen': 1.0, 'entity_pesquisa': 1.0}, {'intent_test_slot': 1.0, 'prev_action_test_slot': 1.0, 'entity_pesquisa': 1.0}]
2019-05-07 12:29:43 DEBUG    rasa_core.policies.memoization  - There is no memorised next action
2019-05-07 12:29:43 DEBUG    rasa_core.policies.ensemble  - Predicted next action using policy_0_KerasPolicy
2019-05-07 12:29:43 DEBUG    rasa_core.processor  - Predicted next action 'action_listen' with prob 1.00.
2019-05-07 12:29:43 DEBUG    rasa_core.processor  - Action 'action_listen' ended with events '[]'
127.0.0.1 - - [2019-05-07 12:29:43] "POST /webhooks/rest/webhook?stream=true&token= HTTP/1.1" 200 253 0.039989
Your input ->  teste Aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
aaaaaaaaaaaaaaaaaaaa Bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb
bbbbbbbbbbbbbbbbbbbbbb Ccccccccccccccccccccccccccccccccccccccccccccccccccccccccc
cccccccccccccccccc                                                              
2019-05-07 12:30:37 DEBUG    rasa_core.tracker_store  - Recreating tracker for id 'default'
2019-05-07 12:30:37 DEBUG    rasa_core.processor  - Received user message 'teste Aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa Bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb Ccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc' with intent '{'name': 'test_slot', 'confidence': 0.6648008823394775}' and entities '[{'start': 6, 'end': 243, 'value': 'Aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa Bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb Ccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc', 'entity': 'pesquisa', 'confidence': 0.9136730850566134, 'extractor': 'ner_crf'}]'
2019-05-07 12:30:37 DEBUG    rasa_core.processor  - Logged UserUtterance - tracker now has 43 events
2019-05-07 12:30:37 DEBUG    rasa_core.processor  - Current slot values: 
	pesquisa: Aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa Bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb Ccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc
2019-05-07 12:30:37 DEBUG    rasa_core.policies.memoization  - Current tracker state [{'intent_test_slot': 1.0, 'prev_action_listen': 1.0, 'entity_pesquisa': 1.0}, {'intent_test_slot': 1.0, 'prev_action_test_slot': 1.0, 'entity_pesquisa': 1.0}, {'intent_test_slot': 1.0, 'prev_action_listen': 1.0, 'entity_pesquisa': 1.0}]
2019-05-07 12:30:37 DEBUG    rasa_core.policies.memoization  - There is no memorised next action
2019-05-07 12:30:37 DEBUG    rasa_core.policies.ensemble  - Predicted next action using policy_0_KerasPolicy
2019-05-07 12:30:37 DEBUG    rasa_core.processor  - Predicted next action 'action_test_slot' with prob 0.99.
2019-05-07 12:30:37 DEBUG    rasa_core.actions.action  - Calling action endpoint to run action 'action_test_slot'.
2019-05-07 12:30:37 DEBUG    rasa_core.processor  - Action 'action_test_slot' ended with events '[]'
2019-05-07 12:30:37 DEBUG    rasa_core.processor  - Bot utterance 'BotUttered(text: Mensagem da custom action de teste, data: {
  "elements": null,
  "buttons": null,
  "attachment": null
})'
2019-05-07 12:30:37 DEBUG    rasa_core.processor  - Bot utterance 'BotUttered(text: Aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa Bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb Ccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc, data: {
  "elements": null,
  "buttons": null,
  "attachment": null
})'
Mensagem da custom action de teste
Aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa Bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb Ccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc