diff --git a/.gitignore b/.gitignore index e282e3b23..77ea2835a 100644 --- a/.gitignore +++ b/.gitignore @@ -19,3 +19,6 @@ target/ # Branch switching generated/ + +**/.DS_Store +**/creds.yaml diff --git a/README.md b/README.md index 0ce9ecbd5..b567465a0 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -# Distributed version of the Spring PetClinic Sample Application built with Spring Cloud +# Distributed version of the Spring PetClinic Sample Application built with Spring Cloud and Spring AI [![Build Status](https://github.com/spring-petclinic/spring-petclinic-microservices/actions/workflows/maven-build.yml/badge.svg)](https://github.com/spring-petclinic/spring-petclinic-microservices/actions/workflows/maven-build.yml) [![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://opensource.org/licenses/Apache-2.0) @@ -17,7 +17,7 @@ If everything goes well, you can access the following services at given location * Discovery Server - http://localhost:8761 * Config Server - http://localhost:8888 * AngularJS frontend (API Gateway) - http://localhost:8080 -* Customers, Vets and Visits Services - random port, check Eureka Dashboard +* Customers, Vets, Visits and GenAI Services - random port, check Eureka Dashboard * Tracing Server (Zipkin) - http://localhost:9411/zipkin/ (we use [openzipkin](https://github.com/openzipkin/zipkin/tree/main/zipkin-server)) * Admin Server (Spring Boot Admin) - http://localhost:9090 * Grafana Dashboards - http://localhost:3000 @@ -46,7 +46,7 @@ For instance, if you target container images for an Apple M2, you could use the ``` Once images are ready, you can start them with a single command -`docker-compose up` or `podman-compose up`. +`docker compose up` or `podman-compose up`. Containers startup order is coordinated with the `service_healthy` condition of the Docker Compose [depends-on](https://github.com/compose-spec/compose-spec/blob/main/spec.md#depends_on) expression and the [healthcheck](https://github.com/compose-spec/compose-spec/blob/main/spec.md#healthcheck) of the service containers. @@ -93,7 +93,25 @@ Each service has its own specific role and communicates via REST APIs. ![Spring Petclinic Microservices architecture](docs/microservices-architecture-diagram.jpg) +## Integrating the Spring AI Chatbot +Spring Petclinic integrates a Chatbot that allows you to interact with the application in a natural language. Here are some examples of what you could ask: + +1. Please list the owners that come to the clinic. +2. Are there any vets that specialize in surgery? +3. Is there an owner named Betty? +4. Which owners have dogs? +5. Add a dog for Betty. Its name is Moopsie. +6. Create a new owner + +![alt text](spring-ai.png) + +This Microservice currently supports OpenAI or Azure's OpenAI as the LLM provider. +In order to enable Spring AI, perform the following steps: + +1. Decide which provider you want to use. By default, the `spring-ai-azure-openai-spring-boot-starter` dependency is enabled. You can change it to `spring-ai-openai-spring-boot-starter`in `pom.xml`. +2. Copy `src/main/resources/creds-template.yaml` into `src/main/resources/creds.yaml`, and edit its contents with your API key and API endpoint. Refer to OpenAI's or Azure's documentation for further information on how to obtain these. You only need to populate the provider you're using - either openai, or azure-openai. +3. Boot the `spring-petclinic-genai-service` microservice. ## In case you find a bug/suggested improvement for Spring Petclinic Microservices Our issue tracker is available here: https://github.com/spring-petclinic/spring-petclinic-microservices/issues diff --git a/docker-compose.yml b/docker-compose.yml index 49ab25958..8725b5920 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -79,6 +79,23 @@ services: ports: - 8083:8083 + + genai-service: + image: springcommunity/spring-petclinic-genai-service + container_name: genai-service + deploy: + resources: + limits: + memory: 512M + depends_on: + config-server: + condition: service_healthy + discovery-server: + condition: service_healthy + ports: + - 8084:8084 + + api-gateway: image: springcommunity/spring-petclinic-api-gateway container_name: api-gateway @@ -131,7 +148,7 @@ services: limits: memory: 256M ports: - - 3000:3000 + - 3030:3030 prometheus-server: build: ./docker/prometheus diff --git a/pom.xml b/pom.xml index da8d98809..56c96ea24 100644 --- a/pom.xml +++ b/pom.xml @@ -6,12 +6,12 @@ org.springframework.boot spring-boot-starter-parent - 3.2.7 + 3.3.4 org.springframework.samples spring-petclinic-microservices - 3.2.7 + 3.3.4 ${project.artifactId} pom @@ -20,6 +20,7 @@ spring-petclinic-customers-service spring-petclinic-vets-service spring-petclinic-visits-service + spring-petclinic-genai-service spring-petclinic-config-server spring-petclinic-discovery-server spring-petclinic-api-gateway diff --git a/scripts/run_all.sh b/scripts/run_all.sh index 8560c917e..18aec7e9b 100755 --- a/scripts/run_all.sh +++ b/scripts/run_all.sh @@ -7,10 +7,10 @@ set -o pipefail pkill -9 -f spring-petclinic || echo "Failed to kill any apps" -docker-compose kill || echo "No docker containers are running" +docker compose kill || echo "No docker containers are running" echo "Running infra" -docker-compose up -d grafana-server prometheus-server tracing-server +docker compose up -d grafana-server prometheus-server tracing-server echo "Running apps" mkdir -p target @@ -23,6 +23,7 @@ sleep 20 nohup java -jar spring-petclinic-customers-service/target/*.jar --server.port=8081 --spring.profiles.active=chaos-monkey > target/customers-service.log 2>&1 & nohup java -jar spring-petclinic-visits-service/target/*.jar --server.port=8082 --spring.profiles.active=chaos-monkey > target/visits-service.log 2>&1 & nohup java -jar spring-petclinic-vets-service/target/*.jar --server.port=8083 --spring.profiles.active=chaos-monkey > target/vets-service.log 2>&1 & +nohup java -jar spring-petclinic-genai-service/target/*.jar --server.port=8084 --spring.profiles.active=chaos-monkey > target/genai-service.log 2>&1 & nohup java -jar spring-petclinic-api-gateway/target/*.jar --server.port=8080 --spring.profiles.active=chaos-monkey > target/gateway-service.log 2>&1 & nohup java -jar spring-petclinic-admin-server/target/*.jar --server.port=9090 --spring.profiles.active=chaos-monkey > target/admin-server.log 2>&1 & echo "Waiting for apps to start" diff --git a/spring-ai.png b/spring-ai.png new file mode 100644 index 000000000..441de4220 Binary files /dev/null and b/spring-ai.png differ diff --git a/spring-petclinic-admin-server/pom.xml b/spring-petclinic-admin-server/pom.xml index 2c537636a..e8faa0f84 100644 --- a/spring-petclinic-admin-server/pom.xml +++ b/spring-petclinic-admin-server/pom.xml @@ -12,7 +12,7 @@ org.springframework.samples spring-petclinic-microservices - 3.2.7 + 3.3.4 diff --git a/spring-petclinic-api-gateway/pom.xml b/spring-petclinic-api-gateway/pom.xml index 2cdb6259b..7d92f68cb 100644 --- a/spring-petclinic-api-gateway/pom.xml +++ b/spring-petclinic-api-gateway/pom.xml @@ -11,7 +11,7 @@ org.springframework.samples spring-petclinic-microservices - 3.2.7 + 3.3.4 diff --git a/spring-petclinic-api-gateway/src/main/java/org/springframework/samples/petclinic/api/ApiGatewayApplication.java b/spring-petclinic-api-gateway/src/main/java/org/springframework/samples/petclinic/api/ApiGatewayApplication.java index df86a6fc2..f872c1c17 100644 --- a/spring-petclinic-api-gateway/src/main/java/org/springframework/samples/petclinic/api/ApiGatewayApplication.java +++ b/spring-petclinic-api-gateway/src/main/java/org/springframework/samples/petclinic/api/ApiGatewayApplication.java @@ -84,7 +84,7 @@ RouterFunction routerFunction() { public Customizer defaultCustomizer() { return factory -> factory.configureDefault(id -> new Resilience4JConfigBuilder(id) .circuitBreakerConfig(CircuitBreakerConfig.ofDefaults()) - .timeLimiterConfig(TimeLimiterConfig.custom().timeoutDuration(Duration.ofSeconds(4)).build()) + .timeLimiterConfig(TimeLimiterConfig.custom().timeoutDuration(Duration.ofSeconds(10)).build()) .build()); } } diff --git a/spring-petclinic-api-gateway/src/main/java/org/springframework/samples/petclinic/api/boundary/web/FallbackController.java b/spring-petclinic-api-gateway/src/main/java/org/springframework/samples/petclinic/api/boundary/web/FallbackController.java new file mode 100644 index 000000000..32853fb33 --- /dev/null +++ b/spring-petclinic-api-gateway/src/main/java/org/springframework/samples/petclinic/api/boundary/web/FallbackController.java @@ -0,0 +1,16 @@ +package org.springframework.samples.petclinic.api.boundary.web; + +import org.apache.http.HttpStatus; +import org.springframework.http.ResponseEntity; +import org.springframework.web.bind.annotation.RequestMapping; +import org.springframework.web.bind.annotation.RestController; + +@RestController +public class FallbackController { + + @RequestMapping("/fallback") + public ResponseEntity fallback() { + return ResponseEntity.status(HttpStatus.SC_SERVICE_UNAVAILABLE) + .body("Chat is currently unavailable. Please try again later."); + } +} diff --git a/spring-petclinic-api-gateway/src/main/resources/application.yml b/spring-petclinic-api-gateway/src/main/resources/application.yml index 48ead7d0f..f02aa9872 100644 --- a/spring-petclinic-api-gateway/src/main/resources/application.yml +++ b/spring-petclinic-api-gateway/src/main/resources/application.yml @@ -5,6 +5,16 @@ spring: import: optional:configserver:${CONFIG_SERVER_URL:http://localhost:8888/} cloud: gateway: + default-filters: + - name: CircuitBreaker + args: + name: defaultCircuitBreaker + fallbackUri: forward:/fallback + - name: Retry + args: + retries: 1 + statuses: SERVICE_UNAVAILABLE + methods: GET, POST routes: - id: vets-service uri: lb://vets-service @@ -24,8 +34,13 @@ spring: - Path=/api/customer/** filters: - StripPrefix=2 - - + - id: genai-service + uri: lb://genai-service + predicates: + - Path=/api/genai/** + filters: + - StripPrefix=2 + - CircuitBreaker=name=genaiCircuitBreaker,fallbackUri=/fallback --- spring: diff --git a/spring-petclinic-api-gateway/src/main/resources/static/css/petclinic.css b/spring-petclinic-api-gateway/src/main/resources/static/css/petclinic.css index d5fb1c5b9..3928143e7 100644 --- a/spring-petclinic-api-gateway/src/main/resources/static/css/petclinic.css +++ b/spring-petclinic-api-gateway/src/main/resources/static/css/petclinic.css @@ -9387,6 +9387,99 @@ table td.action-column { hr { border-top: 1px dotted #34302D; } +/* Chatbox container */ +.chatbox { + position: fixed; + bottom: 10px; + right: 10px; + width: 300px; + background-color: #f1f1f1; + border-radius: 10px; + box-shadow: 0px 0px 10px rgba(0, 0, 0, 0.1); + display: flex; + flex-direction: column; } + .chatbox.minimized .chatbox-content { + height: 40px; + /* Height when minimized (header only) */ } + .chatbox.minimized .chatbox-messages, + .chatbox.minimized .chatbox-footer { + display: none; } + +/* Header styling */ +.chatbox-header { + background-color: #075E54; + color: white; + padding: 10px; + text-align: center; + border-top-left-radius: 10px; + border-top-right-radius: 10px; + cursor: pointer; } + +/* Chatbox content styling */ +.chatbox-content { + display: flex; + flex-direction: column; + height: 400px; + /* Adjust to desired height */ + overflow: hidden; + /* Hide overflow to make it scrollable */ } + +.chatbox-messages { + flex-grow: 1; + overflow-y: auto; + /* Allows vertical scrolling */ + padding: 10px; } + +/* Chat bubbles styling */ +.chat-bubble { + max-width: 80%; + padding: 10px; + border-radius: 20px; + margin-bottom: 10px; + position: relative; + word-wrap: break-word; + font-size: 14px; } + .chat-bubble strong { + font-weight: bold; } + .chat-bubble em { + font-style: italic; } + .chat-bubble.user { + background-color: #dcf8c6; + /* WhatsApp-style light green */ + margin-left: auto; + text-align: right; + border-bottom-right-radius: 0; } + .chat-bubble.bot { + background-color: #ffffff; + margin-right: auto; + text-align: left; + border-bottom-left-radius: 0; + border: 1px solid #e1e1e1; } + +/* Input field and button */ +.chatbox-footer { + padding: 10px; + background-color: #f9f9f9; + display: flex; } + +.chatbox-footer input { + flex-grow: 1; + padding: 10px; + border-radius: 20px; + border: 1px solid #ccc; + margin-right: 10px; + outline: none; } + +.chatbox-footer button { + background-color: #075E54; + color: white; + border: none; + padding: 10px; + border-radius: 50%; + cursor: pointer; } + .chatbox-footer button:hover { + background-color: #128C7E; } + @font-face { font-family: 'varela_roundregular'; src: url("../fonts/varela_round-webfont.eot"); diff --git a/spring-petclinic-api-gateway/src/main/resources/static/index.html b/spring-petclinic-api-gateway/src/main/resources/static/index.html index f7e49ef29..70417fc0e 100644 --- a/spring-petclinic-api-gateway/src/main/resources/static/index.html +++ b/spring-petclinic-api-gateway/src/main/resources/static/index.html @@ -58,6 +58,122 @@
+ +
+
+ Chat with Us! +
+
+
+ +
+ +
+
+ + + + + + + + + + + + + diff --git a/spring-petclinic-api-gateway/src/main/resources/static/scss/petclinic.scss b/spring-petclinic-api-gateway/src/main/resources/static/scss/petclinic.scss index 7f3e64ed2..9136fbd6e 100644 --- a/spring-petclinic-api-gateway/src/main/resources/static/scss/petclinic.scss +++ b/spring-petclinic-api-gateway/src/main/resources/static/scss/petclinic.scss @@ -21,6 +21,20 @@ $spring-brown: #34302D; $spring-grey: #838789; $spring-light-grey: #f1f1f1; +$chatbox-bg-color: #f1f1f1; +$chatbox-header-bg-color: #075E54; +$chatbox-header-text-color: white; +$chatbox-height: 400px; +$chatbox-border-radius: 10px; +$chatbox-box-shadow: 0px 0px 10px rgba(0, 0, 0, 0.1); +$chatbox-bubble-user-bg-color: #dcf8c6; +$chatbox-bubble-bot-bg-color: #ffffff; +$chatbox-bubble-border-color: #e1e1e1; +$chatbox-footer-bg-color: #f9f9f9; +$chatbox-input-border-color: #ccc; +$chatbox-button-bg-color: #075E54; +$chatbox-button-hover-bg-color: #128C7E; + $body-bg: $spring-light-grey; $text-color: $spring-brown; $link-color: $spring-dark-green; @@ -209,6 +223,117 @@ hr { border-top: 1px dotted $spring-brown; } +/* Chatbox container */ +.chatbox { + position: fixed; + bottom: 10px; + right: 10px; + width: 300px; + background-color: $chatbox-bg-color; + border-radius: $chatbox-border-radius; + box-shadow: $chatbox-box-shadow; + display: flex; + flex-direction: column; + + &.minimized { + .chatbox-content { + height: 40px; /* Height when minimized (header only) */ + } + .chatbox-messages, + .chatbox-footer { + display: none; + } + } +} + +/* Header styling */ +.chatbox-header { + background-color: $chatbox-header-bg-color; + color: $chatbox-header-text-color; + padding: 10px; + text-align: center; + border-top-left-radius: $chatbox-border-radius; + border-top-right-radius: $chatbox-border-radius; + cursor: pointer; +} + +/* Chatbox content styling */ +.chatbox-content { + display: flex; + flex-direction: column; + height: $chatbox-height; /* Adjust to desired height */ + overflow: hidden; /* Hide overflow to make it scrollable */ +} + +.chatbox-messages { + flex-grow: 1; + overflow-y: auto; /* Allows vertical scrolling */ + padding: 10px; +} + +/* Chat bubbles styling */ +.chat-bubble { + max-width: 80%; + padding: 10px; + border-radius: 20px; + margin-bottom: 10px; + position: relative; + word-wrap: break-word; + font-size: 14px; + + strong { + font-weight: bold; + } + + em { + font-style: italic; + } + + &.user { + background-color: $chatbox-bubble-user-bg-color; /* WhatsApp-style light green */ + margin-left: auto; + text-align: right; + border-bottom-right-radius: 0; + } + + &.bot { + background-color: $chatbox-bubble-bot-bg-color; + margin-right: auto; + text-align: left; + border-bottom-left-radius: 0; + border: 1px solid $chatbox-bubble-border-color; + } +} + +/* Input field and button */ +.chatbox-footer { + padding: 10px; + background-color: $chatbox-footer-bg-color; + display: flex; +} + +.chatbox-footer input { + flex-grow: 1; + padding: 10px; + border-radius: 20px; + border: 1px solid $chatbox-input-border-color; + margin-right: 10px; + outline: none; +} + +.chatbox-footer button { + background-color: $chatbox-button-bg-color; + color: white; + border: none; + padding: 10px; + border-radius: 50%; + cursor: pointer; + + &:hover { + background-color: $chatbox-button-hover-bg-color; + } +} + @import "typography.scss"; @import "header.scss"; @import "responsive.scss"; diff --git a/spring-petclinic-config-server/pom.xml b/spring-petclinic-config-server/pom.xml index 36db9e1c0..5556418a4 100644 --- a/spring-petclinic-config-server/pom.xml +++ b/spring-petclinic-config-server/pom.xml @@ -11,7 +11,7 @@ org.springframework.samples spring-petclinic-microservices - 3.2.7 + 3.3.4 diff --git a/spring-petclinic-customers-service/pom.xml b/spring-petclinic-customers-service/pom.xml index 56cf73dc3..0817f826f 100644 --- a/spring-petclinic-customers-service/pom.xml +++ b/spring-petclinic-customers-service/pom.xml @@ -11,7 +11,7 @@ org.springframework.samples spring-petclinic-microservices - 3.2.7 + 3.3.4 diff --git a/spring-petclinic-discovery-server/pom.xml b/spring-petclinic-discovery-server/pom.xml index 74e1f8a27..0dfc3a642 100644 --- a/spring-petclinic-discovery-server/pom.xml +++ b/spring-petclinic-discovery-server/pom.xml @@ -11,7 +11,7 @@ org.springframework.samples spring-petclinic-microservices - 3.2.7 + 3.3.4 diff --git a/spring-petclinic-genai-service/.gitignore b/spring-petclinic-genai-service/.gitignore new file mode 100644 index 000000000..c71ea97ab --- /dev/null +++ b/spring-petclinic-genai-service/.gitignore @@ -0,0 +1 @@ +/.apt_generated/ diff --git a/spring-petclinic-genai-service/pom.xml b/spring-petclinic-genai-service/pom.xml new file mode 100644 index 000000000..b1f8e1dd4 --- /dev/null +++ b/spring-petclinic-genai-service/pom.xml @@ -0,0 +1,185 @@ + + + 4.0.0 + + org.springframework.samples.petclinic.vets + spring-petclinic-genai-service + jar + Spring PetClinic Generative AI Service + + + org.springframework.samples + spring-petclinic-microservices + 3.3.4 + + + + 8081 + ${basedir}/../docker + 1.0.0-M3 + + + + + + org.springframework.ai + spring-ai-azure-openai-spring-boot-starter + + + org.springframework.boot + spring-boot-starter-web + + + org.springframework.boot + spring-boot-configuration-processor + true + + + org.springframework.boot + spring-boot-starter-actuator + + + org.springframework.boot + spring-boot-starter-cache + + + org.springframework.boot + spring-boot-starter-data-jpa + + + org.springframework.boot + spring-boot-starter-test + test + + + + + org.springframework.cloud + spring-cloud-starter-circuitbreaker-reactor-resilience4j + + + org.springframework.cloud + spring-cloud-starter-config + + + org.springframework.cloud + spring-cloud-starter-netflix-eureka-client + + + org.springframework.cloud + spring-cloud-starter-gateway + + + + + org.projectlombok + lombok + provided + + + javax.cache + cache-api + + + jakarta.xml.bind + jakarta.xml.bind-api + + + com.github.ben-manes.caffeine + caffeine + + + org.jolokia + jolokia-core + + + org.hsqldb + hsqldb + runtime + + + com.mysql + mysql-connector-j + runtime + + + io.micrometer + micrometer-registry-prometheus + + + de.codecentric + chaos-monkey-spring-boot + + + io.opentelemetry + opentelemetry-exporter-zipkin + + + io.micrometer + micrometer-observation + + + io.micrometer + micrometer-tracing-bridge-brave + + + io.zipkin.reporter2 + zipkin-reporter-brave + + + net.ttddyy.observation + datasource-micrometer-spring-boot + 1.0.2 + + + + + org.junit.jupiter + junit-jupiter-api + test + + + org.junit.jupiter + junit-jupiter-engine + test + + + + + + + org.springframework.ai + spring-ai-bom + ${spring-ai.version} + pom + import + + + + + + + spring-milestones + Spring Milestones + https://repo.spring.io/milestone + + false + + + + + + + buildDocker + + + + org.codehaus.mojo + exec-maven-plugin + + + + + + diff --git a/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/AIBeanConfiguration.java b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/AIBeanConfiguration.java new file mode 100644 index 000000000..13c954c42 --- /dev/null +++ b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/AIBeanConfiguration.java @@ -0,0 +1,36 @@ +package org.springframework.samples.petclinic.genai; + +import org.springframework.ai.chat.memory.ChatMemory; +import org.springframework.ai.chat.memory.InMemoryChatMemory; +import org.springframework.ai.embedding.EmbeddingModel; +import org.springframework.ai.vectorstore.SimpleVectorStore; +import org.springframework.ai.vectorstore.VectorStore; +import org.springframework.cloud.client.loadbalancer.LoadBalanced; +import org.springframework.context.annotation.Bean; +import org.springframework.context.annotation.Configuration; +import org.springframework.web.reactive.function.client.WebClient; + +/** + * A Configuration class for beans used by the Chat Client. + * + * @author Oded Shopen + */ +@Configuration +public class AIBeanConfiguration { + + @Bean + public ChatMemory chatMemory() { + return new InMemoryChatMemory(); + } + + @Bean + VectorStore vectorStore(EmbeddingModel embeddingModel) { + return new SimpleVectorStore(embeddingModel); + } + + @Bean + @LoadBalanced + public WebClient.Builder loadBalancedWebClientBuilder() { + return WebClient.builder(); + } +} diff --git a/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/AIDataProvider.java b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/AIDataProvider.java new file mode 100644 index 000000000..d29ff7a32 --- /dev/null +++ b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/AIDataProvider.java @@ -0,0 +1,79 @@ +package org.springframework.samples.petclinic.genai; + +import java.util.List; + +import org.springframework.ai.document.Document; +import org.springframework.ai.vectorstore.SearchRequest; +import org.springframework.ai.vectorstore.VectorStore; +import org.springframework.core.ParameterizedTypeReference; +import org.springframework.samples.petclinic.genai.dto.OwnerDetails; +import org.springframework.samples.petclinic.genai.dto.PetDetails; +import org.springframework.stereotype.Service; +import org.springframework.web.reactive.function.client.WebClient; + +import com.fasterxml.jackson.core.JsonProcessingException; +import com.fasterxml.jackson.databind.ObjectMapper; + +/** + * Functions that are invoked by the LLM will use this bean to query the system of record + * for information such as listing owners and vets, or adding pets to an owner. + * + * @author Oded Shopen + */ +@Service +public class AIDataProvider { + + private final VectorStore vectorStore; + private String ownersHostname = "http://customers-service/"; + + private final WebClient webClient; + + + public AIDataProvider(WebClient.Builder webClientBuilder, VectorStore vectorStore) { + this.webClient = webClientBuilder.build(); + this.vectorStore = vectorStore; + } + + public OwnersResponse getAllOwners() { + return new OwnersResponse(webClient + .get() + .uri(ownersHostname + "owners") + .retrieve() + .bodyToMono(new ParameterizedTypeReference>() {}) + .block()); + } + + public VetResponse getVets(VetRequest request) throws JsonProcessingException { + ObjectMapper objectMapper = new ObjectMapper(); + String vetAsJson = objectMapper.writeValueAsString(request.vet()); + + SearchRequest sr = SearchRequest.from(SearchRequest.defaults()).withQuery(vetAsJson).withTopK(20); + if (request.vet() == null) { + // Provide a limit of 50 results when zero parameters are sent + sr = sr.withTopK(50); + } + + List topMatches = this.vectorStore.similaritySearch(sr); + List results = topMatches.stream().map(document -> document.getContent()).toList(); + return new VetResponse(results); + } + + public AddedPetResponse addPetToOwner(AddPetRequest request) { + + return new AddedPetResponse(webClient + .post() + .uri(ownersHostname + "owners/"+request.ownerId()+"/pets") + .bodyValue(request.pet()) + .retrieve().bodyToMono(PetDetails.class).block()); + } + + public OwnerResponse addOwnerToPetclinic(OwnerRequest ownerRequest) { + return new OwnerResponse(webClient + .post() + .uri(ownersHostname + "owners") + .bodyValue(ownerRequest) + .retrieve().bodyToMono(OwnerDetails.class).block()); + + } + +} diff --git a/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/AIFunctionConfiguration.java b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/AIFunctionConfiguration.java new file mode 100644 index 000000000..c0da17238 --- /dev/null +++ b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/AIFunctionConfiguration.java @@ -0,0 +1,98 @@ +package org.springframework.samples.petclinic.genai; + +import java.util.List; +import java.util.function.Function; + +import org.springframework.context.annotation.Bean; +import org.springframework.context.annotation.Configuration; +import org.springframework.context.annotation.Description; +import org.springframework.samples.petclinic.genai.dto.OwnerDetails; +import org.springframework.samples.petclinic.genai.dto.PetDetails; +import org.springframework.samples.petclinic.genai.dto.PetRequest; +import org.springframework.samples.petclinic.genai.dto.Vet; + +import com.fasterxml.jackson.core.JsonProcessingException; + +import jakarta.validation.constraints.Digits; +import jakarta.validation.constraints.NotBlank; + +/** + * This class defines the @Bean functions that the LLM provider will invoke when it + * requires more Information on a given topic. The currently available functions enable + * the LLM to get the list of owners and their pets, get information about the + * veterinarians, and add a pet to an owner. + * + * @author Oded Shopen + */ +@Configuration +class AIFunctionConfiguration { + + // The @Description annotation helps the model understand when to call the function + @Bean + @Description("List the owners that the pet clinic has") + public Function listOwners(AIDataProvider petclinicAiProvider) { + return request -> { + return petclinicAiProvider.getAllOwners(); + }; + } + + @Bean + @Description("Add a new pet owner to the pet clinic. " + "The Owner must include a first name and a last name " + + "as two separate words, " + "plus an address and a 10-digit phone number") + public Function addOwnerToPetclinic(AIDataProvider petclinicAiDataProvider) { + return request -> { + return petclinicAiDataProvider.addOwnerToPetclinic(request); + }; + } + + @Bean + @Description("List the veterinarians that the pet clinic has") + public Function listVets(AIDataProvider petclinicAiProvider) { + return request -> { + try { + return petclinicAiProvider.getVets(request); + } + catch (JsonProcessingException e) { + e.printStackTrace(); + return null; + } + }; + } + + @Bean + @Description("Add a pet with the specified petTypeId, " + "to an owner identified by the ownerId. " + + "The allowed Pet types IDs are only: " + "1 - cat" + "2 - dog" + "3 - lizard" + "4 - snake" + "5 - bird" + + "6 - hamster") + public Function addPetToOwner(AIDataProvider petclinicAiProvider) { + return request -> { + return petclinicAiProvider.addPetToOwner(request); + }; + } + +} + +record AddPetRequest(PetRequest pet, Integer ownerId) { +}; + +record OwnersResponse(List owners) { +}; + +record OwnerResponse(OwnerDetails owner) { +}; + +record AddedPetResponse(PetDetails pet) { +}; + +record VetResponse(List vet) { +}; + +record VetRequest(Vet vet) { + +}; + +record OwnerRequest(@NotBlank String firstName, + @NotBlank String lastName, + @NotBlank String address, + @NotBlank String city, + @NotBlank @Digits(fraction = 0, integer = 12) String telephone) { +}; diff --git a/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/GenAIServiceApplication.java b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/GenAIServiceApplication.java new file mode 100644 index 000000000..c2c02cf06 --- /dev/null +++ b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/GenAIServiceApplication.java @@ -0,0 +1,32 @@ +/* + * Copyright 2002-2021 the original author or authors. + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ +package org.springframework.samples.petclinic.genai; + +import org.springframework.boot.SpringApplication; +import org.springframework.boot.autoconfigure.SpringBootApplication; +import org.springframework.cloud.client.discovery.EnableDiscoveryClient; + +/** + * @author Oded Shopen + */ +@EnableDiscoveryClient +@SpringBootApplication +public class GenAIServiceApplication { + + public static void main(String[] args) { + SpringApplication.run(GenAIServiceApplication.class, args); + } +} diff --git a/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/PetclinicChatClient.java b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/PetclinicChatClient.java new file mode 100644 index 000000000..1c0666360 --- /dev/null +++ b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/PetclinicChatClient.java @@ -0,0 +1,70 @@ +package org.springframework.samples.petclinic.genai; + +import static org.springframework.ai.chat.client.advisor.AbstractChatMemoryAdvisor.DEFAULT_CHAT_MEMORY_CONVERSATION_ID; + +import org.springframework.ai.chat.client.ChatClient; +import org.springframework.ai.chat.client.advisor.MessageChatMemoryAdvisor; +import org.springframework.ai.chat.client.advisor.SimpleLoggerAdvisor; +import org.springframework.ai.chat.memory.ChatMemory; +import org.springframework.web.bind.annotation.PostMapping; +import org.springframework.web.bind.annotation.RequestBody; +import org.springframework.web.bind.annotation.RequestMapping; +import org.springframework.web.bind.annotation.RestController; + +/** + * This REST controller is being invoked by the in order to interact with the LLM + * + * @author Oded Shopen + */ +@RestController +@RequestMapping("/") +public class PetclinicChatClient { + + // ChatModel is the primary interfaces for interacting with an LLM + // it is a request/response interface that implements the ModelModel + // interface. Make suer to visit the source code of the ChatModel and + // checkout the interfaces in the core spring ai package. + private final ChatClient chatClient; + + public PetclinicChatClient(ChatClient.Builder builder, ChatMemory chatMemory) { + // @formatter:off + this.chatClient = builder + .defaultSystem(""" + You are a friendly AI assistant designed to help with the management of a veterinarian pet clinic called Spring Petclinic. + Your job is to answer questions about and to perform actions on the user's behalf, mainly around + veterinarians, owners, owners' pets and owners' visits. + You are required to answer an a professional manner. If you don't know the answer, politely tell the user + you don't know the answer, then ask the user a followup question to try and clarify the question they are asking. + If you do know the answer, provide the answer but do not provide any additional followup questions. + When dealing with vets, if the user is unsure about the returned results, explain that there may be additional data that was not returned. + Only if the user is asking about the total number of all vets, answer that there are a lot and ask for some additional criteria. + For owners, pets or visits - provide the correct data. + """) + .defaultAdvisors( + // Chat memory helps us keep context when using the chatbot for up to 10 previous messages. + new MessageChatMemoryAdvisor(chatMemory, DEFAULT_CHAT_MEMORY_CONVERSATION_ID, 10), // CHAT MEMORY + new SimpleLoggerAdvisor() + ) + .build(); + } + + @PostMapping("/chatclient") + public String exchange(@RequestBody String query) { + try { + //All chatbot messages go through this endpoint + //and are passed to the LLM + return + this.chatClient + .prompt() + .user( + u -> + u.text(query) + ) + .call() + .content(); + } catch (Exception exception) { + exception.printStackTrace(); + return "Chat is currently unavailable. Please try again later."; + } + } +} diff --git a/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/VectorStoreController.java b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/VectorStoreController.java new file mode 100644 index 000000000..eaef4810b --- /dev/null +++ b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/VectorStoreController.java @@ -0,0 +1,106 @@ +package org.springframework.samples.petclinic.genai; + +import java.io.File; +import java.io.IOException; +import java.util.List; + +import org.slf4j.Logger; +import org.slf4j.LoggerFactory; +import org.springframework.ai.document.Document; +import org.springframework.ai.document.DocumentReader; +import org.springframework.ai.reader.JsonReader; +import org.springframework.ai.vectorstore.SimpleVectorStore; +import org.springframework.ai.vectorstore.VectorStore; +import org.springframework.boot.context.event.ApplicationStartedEvent; +import org.springframework.context.event.EventListener; +import org.springframework.core.ParameterizedTypeReference; +import org.springframework.core.io.ByteArrayResource; +import org.springframework.core.io.ClassPathResource; +import org.springframework.core.io.Resource; +import org.springframework.samples.petclinic.genai.dto.Vet; +import org.springframework.stereotype.Component; +import org.springframework.web.reactive.function.client.WebClient; + +import com.fasterxml.jackson.core.JsonProcessingException; +import com.fasterxml.jackson.databind.ObjectMapper; + +/** + * Loads the veterinarians data into a vector store for the purpose of RAG functionality. + * + * @author Oded Shopen + */ +@Component +public class VectorStoreController { + + private final Logger logger = LoggerFactory.getLogger(VectorStoreController.class); + + private final VectorStore vectorStore; + private final WebClient webClient; + private final String vetsHostname = "http://vets-service/"; + + public VectorStoreController(VectorStore vectorStore, WebClient.Builder webClientBuilder) throws IOException { + this.webClient = webClientBuilder.build(); + this.vectorStore = vectorStore; + } + + @EventListener + public void loadVetDataToVectorStoreOnStartup(ApplicationStartedEvent event) throws IOException { + Resource resource = new ClassPathResource("vectorstore.json"); + + // Check if file exists + if (resource.exists()) { + // In order to save on AI credits, use a pre-embedded database that was saved + // to + // disk based on the current data in the h2 data.sql file + File file = resource.getFile(); + ((SimpleVectorStore) this.vectorStore).load(file); + logger.info("vector store loaded from existing vectorstore.json file in the classpath"); + return; + } + + // If vectorstore.json is deleted, the data will be loaded on startup every time. + // Warning - this can be costly in terms of credits used with the AI provider. + // Fetches all Vet entites and creates a document per vet + List vets = webClient + .get() + .uri(vetsHostname + "vets") + .retrieve() + .bodyToMono(new ParameterizedTypeReference>() {}) + .block(); + + + Resource vetsAsJson = convertListToJsonResource(vets); + DocumentReader reader = new JsonReader(vetsAsJson); + + List documents = reader.get(); + // add the documents to the vector store + this.vectorStore.add(documents); + + if (vectorStore instanceof SimpleVectorStore) { + var file = File.createTempFile("vectorstore", ".json"); + ((SimpleVectorStore) this.vectorStore).save(file); + logger.info("vector store contents written to {}", file.getAbsolutePath()); + } + + logger.info("vector store loaded with {} documents", documents.size()); + } + + public Resource convertListToJsonResource(List vets) { + ObjectMapper objectMapper = new ObjectMapper(); + try { + // Convert List to JSON string + String json = objectMapper.writeValueAsString(vets); + + // Convert JSON string to byte array + byte[] jsonBytes = json.getBytes(); + + // Create a ByteArrayResource from the byte array + return new ByteArrayResource(jsonBytes); + } + catch (JsonProcessingException e) { + e.printStackTrace(); + return null; + } + } + +} diff --git a/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/dto/OwnerDetails.java b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/dto/OwnerDetails.java new file mode 100644 index 000000000..1ad0f3816 --- /dev/null +++ b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/dto/OwnerDetails.java @@ -0,0 +1,53 @@ +/* + * Copyright 2002-2021 the original author or authors. + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ +package org.springframework.samples.petclinic.genai.dto; + +import com.fasterxml.jackson.annotation.JsonIgnore; +import lombok.Data; + +import java.util.ArrayList; +import java.util.List; + +import static java.util.stream.Collectors.toList; + +/** + * Simple Data Transfer Object representing an owner. + * @author Oded Shopen + */ +@Data +public class OwnerDetails { + + private int id; + + private String firstName; + + private String lastName; + + private String address; + + private String city; + + private String telephone; + + private final List pets = new ArrayList<>(); + + @JsonIgnore + public List getPetIds() { + return pets.stream() + .map(PetDetails::getId) + .collect(toList()); + } +} diff --git a/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/dto/PetDetails.java b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/dto/PetDetails.java new file mode 100644 index 000000000..c9a793ad2 --- /dev/null +++ b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/dto/PetDetails.java @@ -0,0 +1,41 @@ +/* + * Copyright 2002-2021 the original author or authors. + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ +package org.springframework.samples.petclinic.genai.dto; + +import lombok.Data; + +import java.util.ArrayList; +import java.util.List; + +/** + * Simple Data Transfer Object representing a pet data type. + * + * @author Oded Shopen + */ +@Data +public class PetDetails { + + private int id; + + private String name; + + private String birthDate; + + private PetType type; + + private final List visits = new ArrayList<>(); + +} diff --git a/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/dto/PetRequest.java b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/dto/PetRequest.java new file mode 100644 index 000000000..63334f8d3 --- /dev/null +++ b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/dto/PetRequest.java @@ -0,0 +1,36 @@ +/* + * Copyright 2002-2021 the original author or authors. + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ +package org.springframework.samples.petclinic.genai.dto; + +import com.fasterxml.jackson.annotation.JsonFormat; +import jakarta.validation.constraints.Size; + +import java.util.Date; + +/** + * Simple Data Transfer Object representing a Pet request. + * + * @author Oded Shopen + */ +public record PetRequest(int id, + @JsonFormat(pattern = "yyyy-MM-dd") + Date birthDate, + @Size(min = 1) + String name, + int typeId +) { + +} diff --git a/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/dto/PetType.java b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/dto/PetType.java new file mode 100644 index 000000000..f1353535f --- /dev/null +++ b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/dto/PetType.java @@ -0,0 +1,29 @@ +/* + * Copyright 2002-2021 the original author or authors. + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ +package org.springframework.samples.petclinic.genai.dto; + +import lombok.Data; + +/** + * Simple Data Transfer Object representing a Pet type. + * + * @author Oded Shopen + */ +@Data +public class PetType { + + private String name; +} diff --git a/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/dto/Specialty.java b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/dto/Specialty.java new file mode 100644 index 000000000..1a9fc22f7 --- /dev/null +++ b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/dto/Specialty.java @@ -0,0 +1,37 @@ +/* + * Copyright 2002-2021 the original author or authors. + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ +package org.springframework.samples.petclinic.genai.dto; + +import lombok.Data; +import lombok.Getter; +import lombok.Setter; + +/** + * Simple Data Transfer Object representing a vet's specialty. + * + * @author Oded Shopen + */ + +@Data +public class Specialty { + @Getter + private Integer id; + + @Getter + @Setter + private String name; + +} diff --git a/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/dto/Vet.java b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/dto/Vet.java new file mode 100644 index 000000000..e5561fd1f --- /dev/null +++ b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/dto/Vet.java @@ -0,0 +1,79 @@ +/* + * Copyright 2002-2021 the original author or authors. + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ +package org.springframework.samples.petclinic.genai.dto; + +import java.util.ArrayList; +import java.util.Collections; +import java.util.HashSet; +import java.util.List; +import java.util.Set; + +import org.springframework.beans.support.MutableSortDefinition; +import org.springframework.beans.support.PropertyComparator; + +import jakarta.validation.constraints.NotBlank; +import jakarta.xml.bind.annotation.XmlElement; +import lombok.Data; +import lombok.Getter; +import lombok.Setter; + +/** + * Simple Data Transfer Object representing a vet. + * + * @author Oded Shopen + */ +@Data +public class Vet { + + @Getter + @Setter + private Integer id; + + @NotBlank + @Getter + @Setter + private String firstName; + + @NotBlank + @Getter + @Setter + private String lastName; + + private Set specialties; + + protected Set getSpecialtiesInternal() { + if (this.specialties == null) { + this.specialties = new HashSet<>(); + } + return this.specialties; + } + + @XmlElement + public List getSpecialties() { + List sortedSpecs = new ArrayList<>(getSpecialtiesInternal()); + PropertyComparator.sort(sortedSpecs, new MutableSortDefinition("name", true, true)); + return Collections.unmodifiableList(sortedSpecs); + } + + public int getNrOfSpecialties() { + return getSpecialtiesInternal().size(); + } + + public void addSpecialty(Specialty specialty) { + getSpecialtiesInternal().add(specialty); + } + +} diff --git a/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/dto/VisitDetails.java b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/dto/VisitDetails.java new file mode 100644 index 000000000..6fb9bf426 --- /dev/null +++ b/spring-petclinic-genai-service/src/main/java/org/springframework/samples/petclinic/genai/dto/VisitDetails.java @@ -0,0 +1,37 @@ +/* + * Copyright 2002-2021 the original author or authors. + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ +package org.springframework.samples.petclinic.genai.dto; + +import lombok.Data; +import lombok.NoArgsConstructor; + +/** + * Simple Data Transfer Object representing a customer visit. + * + * @author Oded Shopen + */ +@Data +@NoArgsConstructor +public class VisitDetails { + + private Integer id = null; + + private Integer petId = null; + + private String date = null; + + private String description = null; +} diff --git a/spring-petclinic-genai-service/src/main/resources/application.yml b/spring-petclinic-genai-service/src/main/resources/application.yml new file mode 100644 index 000000000..d7d21ecab --- /dev/null +++ b/spring-petclinic-genai-service/src/main/resources/application.yml @@ -0,0 +1,43 @@ +spring: + main: + web-application-type: reactive + application: + name: genai-service + profiles: + active: production + config: + import: optional:configserver:${CONFIG_SERVER_URL:http://localhost:8888/},optional:classpath:/creds.yaml + #These apply when using spring-ai-azure-openai-spring-boot-starter + ai: + chat: + client: + enabled: true + azure: + openai: + chat: + options: + functions: listOwners,addOwnerToPetclinic,addPetToOwner,listVets + temperature: 0.7 + +logging: + level: + org: + springframework: + ai: + chat: + client: + advisor: DEBUG +--- +spring: + config: + activate: + on-profile: docker + import: configserver:http://config-server:8888 + zipkin: + baseUrl: http://tracing-server:9411 +server: + port: 8084 +eureka: + client: + serviceUrl: + defaultZone: http://discovery-server:8761/eureka/ \ No newline at end of file diff --git a/spring-petclinic-genai-service/src/main/resources/creds-template.yaml b/spring-petclinic-genai-service/src/main/resources/creds-template.yaml new file mode 100644 index 000000000..efa0c15c7 --- /dev/null +++ b/spring-petclinic-genai-service/src/main/resources/creds-template.yaml @@ -0,0 +1,17 @@ +spring: + ai: + #These parameters only apply when using the spring-ai-azure-openai-spring-boot-starter dependency: + azure: + openai: + api-key: "" + endpoint: "" + chat: + options: + deployment-name: "gpt-4o" + #These parameters only apply when using the spring-ai-openai-spring-boot-starter dependency: + openai: + api-key: "" + endpoint: "" + chat: + options: + deployment-name: "gpt-4o" \ No newline at end of file diff --git a/spring-petclinic-genai-service/src/main/resources/logback-spring.xml b/spring-petclinic-genai-service/src/main/resources/logback-spring.xml new file mode 100644 index 000000000..5d03f7941 --- /dev/null +++ b/spring-petclinic-genai-service/src/main/resources/logback-spring.xml @@ -0,0 +1,6 @@ + + + + + + diff --git a/spring-petclinic-genai-service/src/main/resources/vectorstore.json b/spring-petclinic-genai-service/src/main/resources/vectorstore.json new file mode 100644 index 000000000..eb00c1317 --- /dev/null +++ b/spring-petclinic-genai-service/src/main/resources/vectorstore.json @@ -0,0 +1,44 @@ +{ + "7912125d-e63f-4988-aa4c-2fd508ffb203" : { + "embedding" : [ 0.011865104, 0.026805574, 0.01799506, -0.016540494, -0.016027933, 0.026722457, -0.0056070057, -0.004027763, -0.014490249, -0.02862032, 0.01785653, 0.006306583, -0.0025974393, -0.0076260823, 0.0060087433, 0.009530871, 0.028648024, -0.026902545, 0.013077241, -0.011705793, -0.018036619, 0.022123257, -0.0094339, 0.007020013, -0.009641695, 0.01514134, -0.0017039203, -0.015321429, 0.0068052914, -0.027207311, 0.03848366, -0.029063616, -0.019906776, -0.041115735, -0.02186005, -0.005551594, -0.006116104, -0.0035706135, 0.018549182, 0.01014733, 0.0103966845, 0.006445113, 0.01753791, -0.0113109825, -0.0010441707, 0.014504102, 0.003400914, -0.027387401, -0.018147444, 0.01591711, -0.0013731796, 0.03119698, -0.019352656, 0.0038788428, 0.005825191, -0.0074806255, 0.0058702133, 0.020280806, 0.019186419, -0.018673858, 0.026168337, 0.009517018, -0.018341385, -0.0058736764, -0.018576887, 0.0080139665, 0.014781162, 0.012412298, 0.0014891987, 0.02554495, 0.017233144, 0.0062511708, -0.015113634, -0.024187356, 0.019255685, 1.4643064E-4, -0.021402901, -0.007009623, 0.018119738, -0.007882363, 0.014379425, -0.042722683, -0.017634882, 0.027124194, 0.015182899, 0.012204502, -0.005669344, 0.030559741, -0.021015016, -0.001255429, 0.014040026, 0.014878133, 0.011913589, -0.022857467, 0.0023428902, 0.020266954, -0.020308513, 0.019477332, -0.005104834, -0.024672212, -0.022621965, 0.030753683, -0.011262497, -0.0041074175, -0.014365572, 0.00472734, -7.1862494E-5, 0.009184546, 0.01835524, -0.0013740455, -0.026015954, 0.024672212, 0.0042978963, -3.10394E-4, -0.023785619, -0.0046580746, 0.01591711, 0.0063966275, 0.005513498, -0.032887045, -4.5368608E-4, 0.042667273, 0.013333523, -0.040339965, 0.036156356, 0.018895507, -0.0026892156, -0.022206375, -0.0013281574, -0.013894569, 0.047598943, 0.0225527, -5.272802E-4, 0.013042609, 0.005118687, 0.017967355, -0.011186305, 0.019366508, -0.011657308, -0.024602946, 0.025212478, 0.012412298, -0.021015016, -0.0034753738, -0.0046511483, 0.008062452, 0.011671161, 0.017274704, 0.012377664, -0.0054892553, -0.004852017, -0.0118928095, -0.008117864, -0.008637352, -0.025503391, -0.006829534, -0.0043533086, 0.016097197, 5.705709E-4, -0.016069492, -0.010015726, -0.0013298889, -0.007937775, -0.028564908, -0.003916939, 0.018466063, 0.029146733, 0.010625259, -0.012814035, 0.0119828535, -0.013194992, 0.027525932, -0.019906776, -0.002228603, 0.010327419, 0.016914526, -0.021056576, -0.01431016, -0.030088738, -0.0029212534, -0.017842676, -0.003771482, 0.018853948, 0.040755555, 0.0035255912, 0.011421807, 0.0031809974, -0.009565503, -0.009302297, 0.011497999, -0.0024208135, 0.014227042, 0.009420047, 0.01872927, -0.6405632, -0.023647089, 0.013534391, -0.0308368, 0.045825757, 0.016346551, -5.662418E-4, -0.004730803, -0.004869333, -0.002626877, -0.025835864, 0.04560411, 0.015044369, -0.0027723336, -0.0118304705, -0.015570784, 0.020544015, -0.010410537, 5.848568E-4, 0.0057559256, -0.004990547, 0.012717064, -0.022954438, 0.019574303, 8.5455755E-4, 0.007168933, -0.0028035028, -0.021153547, 0.010382831, 0.010237374, -0.03258228, 0.016942231, 0.0031065375, -0.008360292, 0.039425667, -0.014199335, -0.0043567717, 0.021250518, 0.029617736, 0.0031948504, -0.016401963, 0.010666818, 0.039841257, -0.021195106, -0.018881653, 0.003892696, 0.001218199, 0.0072728302, -0.019588156, -0.010618333, 0.012495415, -0.0115880435, -0.018701565, 0.00629273, 0.012897152, -0.040617026, 0.01375604, -0.014462543, 0.004540324, -0.0013342181, -0.011262497, 0.009198399, -0.02751208, -0.008041672, 0.024104238, 0.0294515, 3.4372782E-4, 0.008803588, -0.006202685, -0.0151274875, 0.01298027, 0.033302635, -0.015861697, 0.0050632753, 0.015515371, 0.011144747, 0.02816317, 0.0035948562, 0.0025056633, 0.005530814, 0.025572658, -0.010202742, -0.017524058, 0.010403611, -0.013430494, 0.017413234, -0.027941521, -0.0038580634, 0.01946348, -0.014324012, 0.021527577, 0.005530814, 0.017011497, 0.0018666931, 0.0012493684, -6.268487E-4, -0.0091429865, 0.021749226, 0.008665058, -0.029479206, -0.031612568, -0.002422545, 0.017593322, -0.007013086, 0.015750872, -3.4026455E-4, -5.2468275E-4, -0.0019982967, 0.016415818, -0.02986709, -0.028675731, 0.011955148, -0.014040026, -0.01113782, -0.016097197, -0.0317511, -0.011788912, 0.00486587, -0.014143923, -0.012107531, 0.010957731, 0.0057212934, 0.028675731, -0.009960314, 0.019297244, -0.0029853238, -0.016928378, -0.010992364, -0.014109291, -0.011858176, 0.032416046, 0.011733499, 0.015196752, -0.01056292, 0.0072035654, -0.037707895, -0.007889289, 0.023536265, 0.022483436, -0.028246287, 0.006597496, -0.016124904, 6.8962015E-4, -0.0014424447, -0.014601073, -0.0030805632, -0.01472575, 0.0027550175, -0.010833054, 0.010569847, -8.900559E-4, -0.020737957, -0.012924858, 0.010230448, 0.046462998, -0.021098135, -0.008955971, -0.022677377, -0.0107014505, -0.017150026, -0.014282454, 0.009551651, -0.019906776, -0.011511851, 0.006742953, -0.01684526, -0.038345132, 0.01185125, -0.007875436, -0.0340507, 6.398359E-4, -0.0075914497, 0.00556891, -0.018853948, -0.004564567, 0.013354301, -0.038649898, 0.021153547, 0.016872967, -0.012356885, -0.044274222, 0.012820961, 0.0038061147, 0.021015016, 0.014601073, 0.015501519, -3.8528684E-4, 0.032831635, -0.012252987, 0.040783264, -0.024783036, 0.021153547, -0.014171629, 0.01928339, 0.006168053, -0.005620859, -0.021749226, 0.021195106, -0.008360292, 0.014490249, -0.009281517, -4.3442173E-4, 0.024866153, 0.008810515, -0.0065247677, -0.012474636, 0.0066667614, 0.0021974337, 0.012086752, -0.007875436, -0.0023238424, -0.022788202, 0.021596843, -8.567221E-4, 0.019892924, 0.014822721, 0.002432935, -2.4675674E-4, -0.012834814, -0.0079516275, 0.01583399, -0.0018666931, 0.00699577, -0.005257217, -0.024409004, 0.0069472846, 0.018881653, 0.008824367, 0.014448689, -0.027996933, -0.0102443015, 0.03133551, 0.0013515343, 0.0039792773, -1.705652E-4, 0.023951855, 0.0035325177, -0.03892696, 0.024228916, -0.022469582, -0.005897919, 0.0285372, 0.03424464, -0.019892924, -0.009385414, -0.00128833, 0.021278223, 0.023023702, 0.0055585206, 0.028426377, -0.0032069718, -0.007418287, 0.0021177789, 0.0021801174, 0.011581116, 0.012945638, -0.0065594004, 0.028246287, 0.014164703, 0.012599313, 0.019075595, 0.008609646, 0.03474335, 0.00457842, 0.015556931, 0.012246061, -0.013451273, -0.014919692, -0.015820138, -0.012433076, 0.01431016, -0.014781162, -0.01028586, 0.009330003, -0.013624435, 0.010666818, -0.007840804, 0.016485082, 0.024325887, 0.023910295, -1.5498055E-4, -0.020336218, 0.008131717, 0.004609589, 0.005551594, -0.031861924, -0.013472052, 0.02917444, -0.014628779, 0.017468646, 0.028897379, 0.008097084, -0.008367218, -0.0032173616, -0.012536975, 0.0018407188, 0.032222103, -0.0096624745, -7.8096346E-4, -0.0064797457, -0.004800068, -0.010618333, -0.012668578, -0.015778579, 0.028190875, 0.013970761, -0.0152798705, -0.034272347, 0.007584523, -0.026722457, -0.0037680187, -0.011608822, -0.016069492, -0.009108354, 0.013430494, -0.018950919, -0.008713543, -0.0073975073, 0.012564681, -0.024949271, 0.0054338435, -0.024173504, -0.008526528, 0.009482386, 0.006898799, 0.033995286, 0.002483152, 0.0041455133, 0.013063389, -0.010410537, -0.012613166, 0.012024413, 0.0056000794, -0.025475686, 0.017496351, 0.004585346, 0.048125356, -0.004166293, 8.961166E-4, 0.0025125898, 0.012814035, -0.0015870355, -0.003094416, -0.025420275, -2.7424633E-4, -0.019158714, 0.017648734, 0.020073012, 0.02043319, -0.0024017657, -0.0036260255, -0.010209668, -0.0096624745, -0.026126778, 0.003729923, 0.009496238, 0.011802765, 0.0065316944, -0.014601073, 0.027996933, 0.021236666, -0.006618276, 0.013922275, -0.012897152, 0.0071204472, 0.02314838, 0.01212831, -0.003257189, 0.0074529196, 0.0024675676, -0.0055931527, -0.007279757, 0.021458313, 0.0010545604, -0.010202742, 7.5282453E-4, -0.0079516275, -0.0050771283, 0.03823431, 0.018022766, 0.0041489764, -0.019505039, -0.03948108, 0.010736083, -0.00457842, -0.022026286, 0.0050805914, -0.007923922, -0.014822721, -0.028980497, -0.03188963, 0.0025091264, -0.039314844, -0.025392568, 0.0065871063, 0.003516933, -0.025752746, 0.02199858, 0.025489539, -0.016665172, 0.007723053, 0.010479802, 0.011186305, 0.024187356, -0.022123257, -0.009239958, 0.003840747, -7.116984E-4, -0.0076260823, -0.022677377, 0.0030563204, -0.02540642, 0.0016268629, 0.04169756, 0.012917932, -0.0137837455, 0.0075914497, -0.015030516, 0.019892924, 0.027678315, 0.021513725, 3.155889E-4, -0.02760905, -0.018701565, 0.010209668, -0.002154143, -0.017842676, 0.011456439, -0.015515371, 0.020987311, 0.011712721, -0.010375905, -0.024907712, -0.0020502454, 0.0062580975, -0.030365799, 0.02747052, -0.012252987, -0.003771482, -0.007459846, -0.019712834, 0.008526528, 0.012523121, -0.02300985, 0.0089005595, 0.006365458, 0.020627132, -0.016900672, -0.009607063, -0.0022043602, -0.01030664, -0.011816618, -0.0037749454, -0.010452096, -0.020169983, 0.010708377, -0.018466063, -0.014947398, -0.018105885, 0.0015575979, -0.016166463, 0.0083810715, 0.0012112726, -0.028648024, 8.961166E-4, -5.255486E-4, 0.005118687, 0.0026840207, -0.0073698014, -0.025918983, -0.014420983, 0.009676328, -0.0058806026, 0.021375194, -0.018701565, 0.03139092, -0.010382831, 0.008221761, -0.0013705821, -0.021610696, -0.018632298, -0.00987027, 0.021111988, 0.033496577, 0.045714933, -0.015930962, 0.013049535, 0.028509496, -0.0050390325, 0.02429818, 0.008692764, -0.019075595, -0.015972521, 0.030947626, 0.030088738, 0.005783632, 0.022192523, -0.015072075, -0.0308368, 0.016942231, -0.013887643, 0.005942941, -0.016138757, -0.04455128, -0.013091095, 0.008291027, -0.0083810715, 0.0059602577, -0.010417463, 0.009620915, 0.01904789, 0.016526641, -0.0108538335, -0.011442587, 0.013922275, -0.00941312, 0.015182899, -0.030642858, 0.007598376, -0.005911772, -0.022303347, 0.00335416, -0.034577113, -0.027262725, -0.0036849007, 0.0038788428, 0.013146507, -0.010632185, -0.010078065, 0.0058806026, -0.012966418, 0.014656485, 0.0022441878, -0.028814262, -0.009066795, -0.0017956964, -0.022247935, 0.0046165157, -0.0015688534, 0.0025212478, -0.031280097, 0.010909245, -0.019034036, -0.030171856, -0.0073420955, -0.022067845, 0.018521475, 0.00701655, 0.019671274, 0.024228916, -0.011179379, -0.023203792, 4.1191062E-4, 0.01026508, -0.005118687, 0.0049559143, 0.020377778, 0.008041672, -0.036655065, 0.027567491, 0.009330003, -0.012890226, -0.043415334, 0.012710137, -0.008263321, 0.028357113, -0.020169983, 0.010874613, -0.046906292, 0.041725267, 0.0031307803, -0.0050702016, -0.0072589773, -0.011456439, -0.036932126, 0.008893632, -0.015030516, 0.069819175, -0.009683254, -1.16993004E-4, 0.0013272916, -0.002167996, -0.0029074005, 0.004308286, 0.001783575, 0.029202146, 0.00644165, 0.014040026, 0.0066806143, 0.035685353, 0.01882624, 0.018410651, 0.011269424, 0.027193459, 0.006853777, -0.007598376, 0.019020183, -4.878857E-4, -0.017828824, 0.017219292, -0.009960314, 0.019131007, -0.0075914497, -0.008277174, 0.026764017, 0.012093678, 0.012107531, 0.002015613, -0.006202685, -0.023813324, -0.0019151786, -0.0031030744, -0.0035567605, -0.0032138983, -0.009994947, -0.0060814717, 0.0024450563, 0.021652255, 0.022677377, -4.4221405E-4, 0.021250518, 0.004699634, -0.023439294, -0.005399211, -0.041808385, -0.0041212705, -0.04216856, 0.007674568, 0.0029853238, -0.010050359, 0.018895507, -0.011151673, -0.029063616, 8.5931955E-5, 0.023993414, -0.016000226, -0.0039411816, -0.004225168, 0.024409004, -0.0072728302, -2.0552239E-4, -0.014988957, -0.015861697, 0.028564908, -0.014199335, -0.009517018, 0.0028485253, -0.021389049, -0.0108538335, -9.3767565E-4, 0.030476622, 0.026680898, -0.022608113, -0.0086234985, 0.015820138, 0.03884384, -0.019712834, 0.010195816, -0.010362051, 0.0029506912, -0.02029466, 0.025060095, 0.012814035, -0.03557453, 0.017565617, 0.0062580975, 0.0018753513, 0.0086858375, -0.01514134, -0.02614063, -0.01099929, 0.0025229794, -0.015903255, -0.01559849, -0.0011731768, 0.033829052, 0.017565617, -0.002386181, -0.021929314, -0.0060156696, -0.015362988, 0.0010588894, -0.011172453, 0.03524206, 0.011214011, 0.014670338, 0.002330769, -0.0075221844, 0.013375081, 0.007279757, -0.028481789, 0.0013420103, 0.0017749169, 0.012904079, 0.020100718, 0.0042875065, -0.048153065, -0.0059948904, 8.7057514E-4, -0.014781162, 0.009066795, 0.012252987, -0.038871545, -0.013839157, 0.0036987537, -0.008387998, -0.0142686, -0.0043256027, 0.020779515, -0.025212478, 0.008235615, 3.3203934E-4, 0.006639055, -0.0019913702, 0.006375848, 0.018147444, -0.005097908, 0.014199335, -0.016775995, -0.0063689216, -0.02296829, -0.022206375, 0.030338092, 0.017150026, 0.0035255912, 0.017482499, 0.0064347233, 0.021139694, 0.0024104237, 0.019795952, 0.014434837, -0.0050494224, 0.0030459305, -0.01042439, 0.00729361, -0.010950805, 0.010902319, -0.015501519, 0.006583643, -0.028481789, -0.0031030744, -0.0072728302, 0.0010917904, -0.0032589207, -0.0460197, -0.011200159, 0.0038857693, 0.0027948448, -0.019061742, -0.025503391, -0.0040935646, -0.014199335, -0.021319782, -0.014227042, -0.010646039, -0.020668691, 0.022497289, 0.0075360374, -0.010389757, 0.019186419, 0.20003746, -0.0035203963, -0.019186419, 0.013562097, -0.016000226, 0.0055481307, 0.01587555, -0.009960314, -0.012814035, 0.0024052288, -0.00472734, 0.020557867, 0.01113782, -0.0045611034, 0.013229624, -0.021929314, -0.035685353, -0.013305817, -0.020142278, -0.021402901, 0.006091861, 0.010431317, 0.013665995, -0.02328691, 0.012059045, -0.008173276, 0.0074806255, 0.0062615606, 0.02903591, 0.022150964, 0.0052745338, -0.021430606, -0.011456439, 0.007286683, -0.012343032, -0.029894795, -0.018161297, 0.008277174, 0.03105845, -0.0018268657, -6.0433755E-4, -0.009281517, 0.02053016, -0.017510206, 0.0065316944, 0.025669629, -0.021319782, -0.011581116, 0.001621668, 0.025267892, -0.039591905, 0.0023792544, 0.046850882, -0.0054580863, 0.01983751, 0.011248644, 0.026168337, -0.0027775285, 1.4134399E-4, 0.035436, -0.0058459705, 0.030753683, 0.005825191, 0.012814035, 0.010112697, 0.01187203, -0.01587555, -0.0017922332, 0.032277513, 4.81825E-4, 0.020807222, -0.012640872, -0.003840747, 0.018978624, -0.03446629, -0.023854883, -0.005139467, 0.0037403128, -0.026126778, 0.014102365, -0.018285973, -0.011394101, 0.012052119, -0.002552417, -0.041669853, -0.045216225, 0.003030346, 0.019546598, -0.008408777, 0.006226928, -0.0034043773, -0.022995997, -0.025434127, 0.009766372, 0.017704148, 0.021984728, -0.0044295, 0.03557453, -0.016526641, -0.0059152353, -0.033524286, 0.05541204, 0.019089447, 0.010050359, -0.030615153, -7.826951E-4, 0.014670338, 0.027027223, 0.027498225, 0.0058806026, -0.009163766, -0.015570784, -0.01258546, -0.018756976, -0.013340449, 0.015072075, -0.002034661, -0.027872257, 0.0044883755, -0.017246997, 0.02447827, -0.003284895, 0.013215772, 7.478461E-5, -0.009198399, -0.010292786, -0.023494706, -0.0039550345, 0.03438317, -0.03856678, 0.0012104068, -0.0123499585, -0.012627019, 0.01399154, 0.002187044, -0.009011383, -0.011955148, -0.020100718, -0.016083345, 0.013742186, 0.036405712, -0.006375848, 0.0036502683, -0.0057282196, -0.009773299, -0.01472575, -4.326901E-4, 0.01240537, -0.0025610754, -0.0024623726, -0.0045611034, -0.027110342, -0.009897976, -0.01371448, 0.0054927184, -0.023771765, 0.0012389786, -0.05075743, 0.00236367, -0.030587446, -0.040921792, -0.009911829, 0.014143923, -0.0033835978, -0.04211315, -0.024492122, -0.17887007, 0.03216669, 0.024741476, -0.028149316, -0.0059152353, -0.0017801118, 0.027124194, -0.009087575, 0.014684191, 0.003187924, 0.01268243, 0.005156783, -0.024561387, -0.0149751045, -0.007681494, 0.011671161, -0.012557753, -0.0028086978, 0.033496577, 0.030781388, 0.025918983, -0.027761433, 0.010368979, -0.014850427, -0.012370738, -0.013472052, 0.022469582, 3.5000496E-4, -3.1169274E-4, 0.002038124, -0.002914327, -0.0030009083, 0.020544015, -0.0029732024, 0.0012675504, -0.011234791, 5.5628497E-4, -0.0108538335, -0.024492122, 0.023383882, 0.016208023, 0.012232208, -0.007473699, 0.019089447, -0.0032935531, 0.0071065943, 0.038372837, -0.010195816, 0.021569137, -0.014919692, 0.03424464, -0.048430122, -0.0060225963, 0.0058494336, 0.0046026628, 0.01987907, 7.510929E-4, -0.0069368947, -0.0039723506, -0.004128197, -0.022303347, -0.040256847, 0.012266841, -0.0046788543, -0.009939535, -0.0033143328, -0.0061645894, 0.0023376956, -0.047571238, -3.3766712E-4, -0.024658358, 0.015626196, 0.001556732, 6.6884066E-4, 0.022247935, 0.022331053, -0.013084169, 0.029645441, 0.013153433, 0.016900672, 0.0025697334, 0.019324949, 0.0016112783, 0.021499872, -0.0049282084, 0.01638811, -0.0049455245, -0.004606126, 0.027719874, -0.02507395, 0.023065262, -0.05646487, -0.0015047833, -7.2106E-6, -0.002367133, 0.004498765, -0.0021853123, 0.010833054, 7.2208815E-4, -0.015446106, 0.017718, -0.013070315, -0.017593322, -0.0014268601, 0.016318846, 0.013222698, 0.016969938, 0.04122656, 0.051062196, 0.0015610611, 0.02798308, 0.027179606, -0.007376728, 0.030753683, -0.0012588924, 0.029368382, -0.026265308, -0.016235728, 0.01615261, -0.017551765, 0.034022994, -0.0016796775, -0.0027896499, -6.922176E-4, 0.014988957, 0.0102443015, -0.076579444, -0.015958669, 0.032970164, 0.009634769, -0.025489539, 0.014850427, -0.021970874, 0.01660976, -0.028260142, 0.023854883, -0.031778805, -0.03723689, 0.005634712, -0.0093577085, 0.023619382, 0.019671274, -0.022137111, -0.0062719504, -0.008221761, 0.033524286, -0.024658358, -0.017246997, 0.010923099, 0.013749112, -0.014753456, 1.767341E-4, -0.012190649, 0.013271184, 0.009343855, -0.004720413, 0.012931785, -0.019795952, 0.03654424, -0.0074667726, -0.017150026, 0.0033697446, -0.016027933, 0.013832231, 0.01983751, -0.005669344, 0.013271184, -0.00336455, 0.013361229, -0.024104238, -0.026334573, 0.011144747, -0.012377664, 0.03571306, 0.011262497, -0.03599012, 0.004415647, -0.0017056519, -0.019255685, -0.006330826, 0.017870383, 0.0067949016, 0.010909245, 0.017690293, -0.008152496, -0.014109291, -0.0053299456, 0.0074529196, 0.0107014505, 0.043526158, 0.01688682, 0.0075914497, -0.016969938, -0.023259204, 0.006732563, -0.0046788543, -0.004564567, 4.281446E-4, -0.011359468, -0.008741249, -0.010943878, 0.00973174, -0.014282454, -0.02503239, 0.0103966845, -0.047515824, 0.0010017458, -0.0040935646, -0.0022615038, -0.013769892, 0.03745854, 0.022344906, 6.826937E-4, -0.005361115, -0.008263321, -0.017343968, 0.008464189, 0.0033697446, 0.0074875522, -0.02517092, -0.014878133, 0.008464189, 0.0031480966, -9.030431E-4, -0.0027688704, 0.0011143015, -0.018230561, -0.005374968, -0.0662728, 0.0271519, -0.0055931527, 0.0022511142, 5.3031056E-4, -0.0014640901, -0.0054476964, 0.0041351235, 0.026957957, -0.0037264598, -0.016304992, 0.008270247, -0.011117041, -0.008588866, -0.012966418, -0.014324012, 0.0068364604, 0.018743122, 0.017274704, 0.00456803, -0.00856116, 0.006361995, 0.017870383, 0.017413234, 0.008478043, -8.813978E-4, -0.010736083, 0.02227564, -0.030171856, -0.006486672, 0.02167996, -0.029146733, 0.0022805517, 0.041365087, -0.0034113037, -0.030559741, -0.004883186, 0.019795952, 0.008387998, 0.010209668, -0.03626718, -0.05563369, 0.003317796, 0.0051879524, -0.0071897125, 0.012848667, -0.020834927, 0.025309449, -0.0060537653, 0.012398444, 0.019989895, 0.001946348, -0.021970874, -0.02733199, -0.044994578, -0.03704295, 0.016401963, 0.018590739, -0.012259915, -0.0154322535, 0.052336674, -0.021693815, 0.015459959, -0.027207311, -0.009787152, -0.0010831322, -9.2382263E-4, 0.015169046, 0.02029466, -0.017039202, -0.0460197, 0.0012363811, 0.0068156812, 0.0066875406, 0.023342323, -0.029423794, -0.008360292, 0.0066702245, 8.104011E-4, 0.017066909, 0.042722683, -0.0073282425, 0.00941312, 0.015252165, 0.014850427, 0.0156539, -0.011878956, 0.003094416, 0.021776931, -0.0030459305, -0.029645441, 0.015030516, -0.012765549, 0.0013013171, -0.010666818, -0.013769892, -0.0070996676, -0.03249916, 0.01872927, 0.0151274875, 0.013146507, 0.0064658923, 0.016665172, 0.0047827517, -0.04191921, -0.005277997, -0.048651773, -0.008845147, 0.016083345, 0.03180651, 0.017939648, 0.0090529425, -0.011989781, 0.012377664, -0.0038615265, -0.013520538, 9.956851E-4, -0.01983751, -0.013638289, -0.0010666818, -0.005662418, 0.008575013, 0.009884123, -0.011207085, -0.009634769, 0.006923042, 0.015169046, -0.03502041, 0.013118801, -0.004730803, 0.021555284, -0.010133477, -0.0050771283, 0.0053576515, -0.023674795, -0.00499401, -0.019338802, 0.0035740766, -0.014296306, 0.06887717, -0.021555284, 0.0015653902, 0.009163766, 0.0041247336, 0.032803927, 0.0014493712, 0.005413064, -0.013444346, -0.036378004, 0.028786555, -0.02172152, 0.015750872, -0.004045079, 0.0030615153, -0.0060953246, -0.02747052, 0.010479802, 0.0060260594, -0.035214353, -0.016512789, 0.032388337, -0.01270321, -0.014081585, 0.0029922503, 0.03139092, 0.016554348, -0.01042439, -0.021028869, -0.03510353, 0.005703977, 0.0061541996, -0.03371823, -0.018008914, 0.01113782, -0.02057172, -0.008076305, 0.004183609, 0.010729156, 0.022829762, -0.0094339, 0.04809765, -0.024866153, -0.015958669, 0.0024692991, -0.0012389786, -0.003508275, -0.016928378, -0.033080988 ], + "content" : "{id=4, firstName=Rafael, lastName=Ortega, specialties=[{id=2, name=surgery}], nrOfSpecialties=1}", + "id" : "7912125d-e63f-4988-aa4c-2fd508ffb203", + "metadata" : { }, + "media" : [ ] + }, + "a9c86fa6-3261-474b-9e4d-7606ce5afb82" : { + "embedding" : [ 0.013371035, 0.030233739, 0.014240529, -0.020169519, -0.028234588, 0.023770731, 0.0016054828, -0.012672702, -0.006141228, -0.040804595, 0.010872097, 0.011638895, -0.0038613745, -5.716751E-4, 0.0037449854, 0.007387275, 0.030233739, -0.027727954, 0.0049910317, -0.025701417, -0.019033015, 0.007257193, -0.013768127, 0.023072395, -0.015253798, 0.00998891, 8.883215E-4, -0.023866579, -0.0043269303, -0.018923473, 0.030973151, -0.0142953005, -0.015034713, -0.05690735, -0.028152432, -0.004641865, -0.0030363821, 0.0077090557, 0.019074094, 0.004932837, 0.003479687, -0.004361162, 0.015541347, -0.020580303, -0.009715053, 0.017225564, -0.0034642827, -0.03231505, -0.005644864, 0.006606784, 0.0016961977, 0.019142559, -0.01023538, 0.005898181, -0.009810903, -0.0020881547, 0.021100631, 0.015527654, 0.007257193, -0.013008176, 0.01149512, 0.0027693722, -0.026166974, -0.0019152828, -0.012535774, -0.008441621, 0.0038305656, 0.0062541943, -0.014651314, 0.008366311, 0.021278637, -0.003604634, -0.011871672, -0.009276884, 0.02079939, -0.009071491, -0.008831867, -5.37871E-4, 0.02075831, -0.017554192, 0.028426288, -0.0488012, -0.024770306, 0.026030045, 0.017622655, 0.014528079, -0.021716807, 0.03499884, -0.010228534, -0.0018194331, 0.022250827, 0.018142981, 0.015911054, -0.024701841, 0.0088044815, 0.018320989, -0.007962373, 0.023880273, 0.003967494, -0.02411305, -0.027303476, 0.023291482, -0.012713781, -7.381284E-4, -0.006767675, -0.0014505828, -0.020059977, 0.015418111, 0.025112625, -0.007900755, -0.023893965, 0.02512632, 0.02133341, 0.005278581, -0.010214841, -0.006517781, 0.00945489, -0.006565706, -8.6221955E-4, -0.015568733, 0.011501966, 0.03086361, -0.009461736, -0.032397203, 0.032725833, 0.023496874, -0.009400119, -0.022976547, 0.01176213, -0.006586245, 0.040421195, 0.0028378363, -6.379997E-4, 0.010433926, -0.0023021048, 0.009482276, -0.0020059976, 0.01803344, -0.008633321, -0.03173995, 0.010844711, 0.013097179, -0.012679548, 0.0027368518, 0.001802317, 0.010564008, 0.008886638, 0.0010851558, -0.00645274, -0.0013384728, -0.010851557, -0.008647013, -0.014254223, -0.009756132, -0.018293602, -0.0042721587, -1.4088624E-4, 0.014733471, -0.0014043695, -0.014541771, -0.010358616, -0.012494695, -0.008530625, -0.03048021, -0.01122811, 0.022154978, 0.026509294, 0.0089071775, -1.6709516E-4, 0.0075652814, -0.016979093, 0.026550371, -0.014692392, -0.006083034, 0.0120086, 0.015691968, -0.018457917, -0.011529352, -0.025454946, -0.02809766, -0.01351481, 0.006473279, 0.006322658, 0.037217077, 0.014062523, 0.022127593, 0.0045220526, -0.029302629, -0.0066923643, 0.015390726, 0.017047556, 0.02464707, -0.0025519987, 0.011084335, -0.63666123, -0.019594422, -0.0017004767, -0.040996294, 0.022812232, 0.008126687, 8.065925E-4, -0.005552437, -0.01862223, 0.0096260505, -0.016896935, 0.035354853, 0.014322686, 0.0020419413, -0.012994483, -0.018225139, 0.0034848219, -0.0023808386, 0.0045323223, -8.421082E-4, -0.0143500725, 0.018498996, -0.022661611, 0.015678275, 0.009762978, 0.022250827, -0.0043714317, -0.01334365, 0.025386482, 0.014925171, -0.03817557, 0.010824172, 2.8712125E-4, -0.017184485, 0.036778904, -0.00494653, -0.013583275, 0.025619261, 0.035464395, 0.008304694, -0.013240954, 0.008078762, 0.04006518, -0.00751051, -0.032643676, 0.0064561632, -0.0032674484, 0.0151716415, -0.007852831, -0.008818174, 0.015979517, -0.012830169, -0.0076200524, 0.0041968483, 0.014267915, -0.042940672, 0.015185334, -0.0143500725, -0.00512796, -0.0030534982, -0.012830169, 0.016349223, -0.018923473, -0.0016568309, 0.012289303, 0.027577333, -0.0054052393, -0.010796786, -0.0028327014, -0.019156251, 0.023784423, 0.04721283, -0.008558011, 0.0054394715, 0.025906809, 0.013850284, 0.028371517, 0.0045049367, 0.0054257787, 0.015157948, 0.02032014, -0.019402722, -0.01387767, 0.012693241, -0.012077064, -0.0060624946, -0.02222344, 0.0020231137, 0.025756188, -0.0057783686, 0.019525956, 0.0027625258, 0.020539226, -0.0023414716, 3.4167856E-4, 0.0067334427, -0.014637621, 0.014254223, -0.0024099357, -0.032917533, -0.026646221, -0.013268339, 0.025591874, -0.0031852915, 0.0016380032, -0.0059700683, -0.0065417434, -0.022880698, 0.014952556, -0.016705237, -0.02522217, 0.0018416839, -0.025167398, -0.0061925766, -0.01818406, -0.028426288, -0.0025519987, -3.5323188E-4, -0.011460887, -0.009393272, 0.02493462, 0.01439115, 0.03362956, -0.011344499, 0.020347526, -0.0054908195, -0.0071476502, -6.40995E-4, -0.013056101, -0.007722749, 0.029768184, 0.023962429, 0.008427929, -0.023127168, 0.006052225, -0.031520866, 8.061646E-4, 7.822022E-4, 0.031685177, -0.03086361, 0.0035361699, -0.014911477, -0.0012203723, -0.008160919, -0.01706125, 0.0010243938, -0.032890145, 0.0031031347, -0.013699663, 0.009899907, 0.0023979545, -0.015609811, -0.013186183, 0.015924746, 0.034451127, -0.013761281, 0.0145554645, -0.02157988, -0.017403571, -0.017403571, -0.009927292, -6.734084E-5, -0.02123756, -0.0025211899, -3.0166988E-4, -0.028001811, -0.032890145, 0.014500693, -0.009584972, -0.04047597, -0.004296121, -0.006942258, -0.00415577, -0.02032014, 0.004912298, 0.00610015, -0.013227261, 0.022332985, 0.0073667355, -0.02079939, -0.048007015, 0.018512689, 0.0028891843, 0.008667553, 0.009311115, 0.012700087, 0.012617931, 0.028179817, -0.023510566, 0.03091838, -0.01404883, 0.032588903, -0.0075858207, 0.008201998, -0.0023055281, -0.009270037, -0.0093727335, 0.008249922, -0.002151484, 0.01353535, -0.009222113, 2.1138287E-4, 0.02556449, 0.012994483, 0.01334365, -0.015390726, 0.0065417434, 4.1955645E-4, -0.0044193566, -0.0032229468, 0.0031373666, -0.016609387, 0.014815628, 0.0062062694, 0.022497298, 0.011837441, 0.0038339887, 7.993182E-4, -0.009434351, -8.4767095E-4, 0.020552918, 2.2237455E-5, 0.016362917, 0.011282881, -0.011734744, -0.006274733, 0.015335955, 0.0060282624, 0.011960676, -0.010406541, -0.0010552027, 0.036477663, 0.005247772, 0.017020172, 0.012357767, 0.020059977, 0.02037491, -0.028261974, 0.015130563, -0.018334681, 0.0034677058, 0.012330381, 0.026221745, -0.015308569, -0.009037259, -0.0043851244, 0.016417688, 0.01910148, -0.006925142, 0.039024528, 2.0721083E-4, -0.012474156, 4.968995E-5, -0.0012263629, 0.011392424, 0.0171571, -0.004344046, 0.023346253, 0.021114323, 0.02207282, 0.027714262, -0.007633745, 0.019334257, 6.2088366E-4, -7.518212E-4, 0.014404844, -0.01069409, -0.00892087, -0.007298271, -0.0030380937, -7.9076015E-4, -0.014021444, -0.01978612, -0.008845559, -0.011974368, -0.0055421675, 0.00628158, 0.019402722, 0.028645372, 0.03743616, -0.01774589, -0.015240105, 0.017759584, 0.021401873, 0.0027676607, -0.03267106, -0.019567035, 0.016705237, 0.0026718108, 0.011625201, 0.03305446, 0.010112145, -0.004039381, -0.0072777322, -0.018252525, 0.012802783, 0.023496874, -0.0070175687, -0.0033051036, 0.007832292, -0.015144255, -0.013405268, -0.021319715, -0.0038990297, 0.029001387, 0.0015258932, -0.018937165, -0.02264792, -9.944409E-4, -0.019156251, -0.0055695535, -0.016061675, -0.005785215, -0.008818174, 0.010728322, -0.01477455, -0.0055421675, 0.0042995443, 0.0028583754, -0.027358249, -0.0085511645, -0.026002659, -0.010707783, 0.033876028, 0.0074557387, 0.029384784, 0.013056101, -0.0020179788, -0.0042310804, -0.009530201, -0.009448044, 0.0028344132, 0.009139955, -0.02464707, 0.026084816, 0.0025571336, 0.034533285, -0.0013513098, -0.0017988938, -0.0018348375, 0.017074943, 0.0020590574, -0.014226837, -0.014815628, 0.00751051, -0.022867003, 0.023962429, 0.011953829, 0.017540498, -8.771961E-4, 0.006938835, -0.026413444, -0.0017903358, -0.024469065, -0.016842164, 0.023401024, 0.009413811, -0.0042481963, -0.0015147679, 0.029330013, 0.027193934, -0.018882394, 0.0072298073, -0.020237984, 0.019923048, 0.028289359, 0.017321413, 0.0071750362, 0.013918748, 0.011974368, 0.008208844, 0.0017697966, 0.022867003, 0.0029918805, 0.0037518318, 0.008160919, -0.007092879, 0.002779642, 0.0335474, 0.003721023, 0.0061480748, -0.024373215, -0.039736554, 0.017389877, -0.0024424563, -0.012385153, 0.01526749, -0.0015524231, -0.01130342, -0.027673183, -0.033848643, 0.007428353, -0.03801126, -0.0037073302, 0.006904603, -0.0067813676, -0.024920927, 0.01856746, 0.036806293, -0.003522477, 0.024605991, 0.010399695, 0.014103602, 0.020183211, -0.019512264, -0.01875916, 0.011125414, -0.0026392904, -0.010564008, -0.00583314, 0.0030620561, -0.020114748, -0.0054771267, 0.018923473, 0.026262823, -0.013384729, 0.0054771267, -0.022962853, 0.00964659, 0.035327468, 0.017964976, 1.0216125E-4, -0.021648344, -0.014254223, 0.010769401, -1.6805793E-4, -0.024414292, 0.011056949, -9.6192036E-4, 0.0022011204, 0.011344499, -0.005021841, -0.016855858, -0.006374006, 0.010050528, -0.028645372, 0.03705276, -0.002723159, -0.006274733, -0.018677002, -0.0055318982, 0.0058297166, 0.0040770364, -0.029658642, 0.015472883, -0.0078049055, 0.017211871, -0.02279854, -0.014596542, -0.003376991, 0.002683792, -0.00996837, -0.0030209776, -0.014062523, -0.0061275354, 0.0146787, -0.02066246, -0.019799814, -0.022374062, -8.164342E-4, -0.017198177, 5.554149E-4, -0.0024150705, -0.026920078, -0.004922568, -0.0020077094, -1.4837451E-4, -7.6166296E-4, -0.00194438, -0.029987268, -0.016705237, -0.005021841, -0.0057886383, 0.031712566, -0.011187031, 0.013309418, -0.017581576, -0.001290548, 0.0112691885, -0.030315896, -0.0026392904, -0.0010928579, 0.024181515, 0.0024629955, 0.044501655, -0.009687668, 0.017773276, 0.021128016, 0.0041694627, 0.032999687, 0.0051416527, -0.016513538, -0.03091838, 0.022196056, 0.023839194, 0.0039298385, 0.025742495, -0.012316689, -0.031055309, 0.023962429, -0.012186607, 0.006825869, -0.014733471, -0.054470025, -0.011262341, 0.008585396, -0.012967098, 0.008181458, -0.011296574, 0.0014428806, 0.0028463942, -0.0032571787, -0.008886638, -0.0076132063, 0.019156251, -0.010091606, 0.0049396837, -0.022538377, 0.01159097, -0.012700087, -0.019662885, 0.0075721275, -0.031849492, -0.027152855, 0.0050355336, 0.0047685234, 0.0091125695, -0.0019392452, -0.0027180242, 0.0011382154, -0.024948312, 0.0061651906, -0.019621806, -0.016486151, 0.0122003, 0.003187003, -0.037107535, 0.0070723398, -0.0033016806, 0.007058647, -0.023921352, 0.014569157, -0.018444225, -0.03724446, 0.00566198, -0.03267106, 0.010564008, 0.006267887, 0.02070354, 0.02066246, -0.012645316, -0.039161455, 0.0012546043, 0.012412539, 6.1146985E-4, 0.016472459, 0.013391575, -0.005158769, -0.02037491, 0.013254647, 0.022538377, -0.013028715, -0.04866427, 0.015130563, -0.011002178, 0.010687243, -0.017786968, 0.0073119644, -0.03957224, 0.03004204, 0.013774973, -9.5421815E-4, -0.008729171, -0.002095001, -0.027276091, 0.015869975, -0.013699663, 0.068573624, -0.012097604, 0.012782245, 0.008619628, -0.004542592, -0.0057064816, 0.016499843, -0.011214417, 0.02834413, -0.003217812, 0.014089908, 0.002925128, 0.03228766, 0.023195632, 0.013138258, 0.009667128, 0.028453674, -0.0035395932, -0.011857979, 0.02245622, 0.007859677, -0.010666705, 0.0055387444, -0.025975274, 0.022579456, -0.0103449235, 0.005347045, 0.031822108, 0.008790788, 0.008558011, -0.012337228, -0.019868277, -0.0087017855, -0.004895182, 0.004525476, -0.006801907, -0.02270269, -0.01477455, -0.007887063, -0.0034437433, 0.012576852, 0.01595213, 0.0045494386, 0.025071548, 0.013501117, -0.02032014, -0.011844287, -0.038339887, -0.00802399, -0.042036947, 4.7325797E-4, 0.010324384, -0.0151716415, 0.010098453, -0.017033864, -0.04121538, -0.014035137, 0.009502815, -0.012631623, 0.0030261124, -8.249922E-4, 0.008414236, 0.0031476363, 0.0077912128, -0.020744618, -0.014089908, 0.032068577, -0.014000906, 8.977353E-4, 0.004922568, -0.015404419, 0.007873369, -0.013056101, 0.015883667, 0.013549042, -0.027371941, -0.0072640395, 0.013617506, 0.033109233, -0.008030837, -0.0031955612, -0.0052922736, -0.008975642, -0.019964127, 0.026700992, 0.004542592, -0.02012844, 0.023496874, 0.011536198, 0.01103641, 0.028042888, -0.017814355, -0.029083543, -0.014829321, 0.0026255976, -0.019512264, -0.006808753, 0.019402722, 0.039462697, 0.017239256, -0.0051382296, -0.0081883045, -0.0066341697, -0.021086939, 0.0034728406, -0.002146349, 0.035190538, 0.0146787, 0.023715958, 0.0037175997, -0.013412114, 0.0067300196, -0.00194438, -0.03209596, 0.008427929, 0.0017295739, 0.010803632, 0.023565337, 0.01111172, -0.039928254, -0.011084335, 0.008359465, 0.005381277, 0.0066410163, 0.015034713, -0.04058551, -0.009810903, -5.391547E-4, -0.020142134, -0.010837864, 0.010303845, 0.018074518, -0.004881489, 0.013850284, 0.0066855177, 4.4073753E-5, -0.0020162673, 0.019265793, 0.01784174, 0.0018930319, 0.02416782, -0.009899907, -7.7920686E-4, -0.015185334, -0.026728379, 0.024126744, 0.012508389, 0.02318194, 0.035080995, -0.005021841, 0.013035562, 0.011091182, 0.005768099, 0.002365434, -0.0016705237, 0.0013179337, -0.0018622231, 0.008722324, -0.015418111, 0.009537047, -0.014158373, -9.841712E-4, -0.025674032, -0.0077022095, -0.015240105, 0.0059940307, -0.02095001, -0.05255303, -0.018635923, -0.0050423797, -0.013008176, -0.0147608565, -0.011276035, -3.3825537E-4, -0.019799814, -0.013617506, -0.0036867908, -0.024071973, -0.027289784, 0.035765637, 0.013959827, -0.007661131, 0.014665007, 0.2075831, -0.007811752, -0.0065485896, 0.013590121, -0.024126744, 0.0043817014, 0.0035567093, -0.011810054, -0.0061549214, 0.011070643, -0.011618355, 0.014014598, 0.001970054, 0.0029045888, 0.019553343, -0.023414716, -0.040695053, -0.0055284747, -0.036285963, -0.02041599, 0.001958073, 0.012843862, 0.004778793, -0.026112203, 0.01315195, -0.0020795965, 0.004895182, 0.011905904, 0.03048021, 0.026481908, -0.006267887, -0.030973151, -0.02075831, -0.009468582, -0.009242651, -0.03732662, -0.008099301, 0.004200272, 0.026947463, -0.006035109, -0.007907602, -0.028891843, 0.0128096305, -0.0062541943, 0.012871248, 0.018649617, -0.009619203, -0.0052066934, 0.010557162, 0.02270269, -0.030781452, -0.0030038618, 0.04417303, -0.0036799444, 0.0139392875, 0.012871248, 0.028508445, -0.006103573, -0.0083936965, 0.0436527, 8.797635E-4, 0.030507596, 0.014747163, 0.018074518, 0.013069794, 0.017362492, -0.021922199, -0.011940137, 0.015623504, 0.008078762, 0.026920078, 0.0045631314, -0.0060282624, 0.014336379, -0.0244006, -0.02318194, 0.0049567996, 0.0046624043, -0.018320989, 0.0032297932, -0.027645797, 0.014130987, 0.0059666447, -0.007291425, -0.026920078, -0.033848643, 4.6298836E-4, 0.01953965, -0.0033222197, 0.011529352, 7.8134635E-4, -0.010892636, -0.011851133, 0.002035095, 0.021662036, 0.017786968, -0.008777096, 0.024783999, -0.018896088, -0.0049978783, -0.032917533, 0.05230656, 0.010207995, 0.0074694315, -0.040804595, -0.002615328, 0.018991938, 0.028398901, 0.03256152, 0.012172914, -0.016664159, -0.030945767, -0.0057235975, -0.009571279, -0.027084392, 0.028563216, -0.0037073302, -0.01700648, 0.014500693, -0.023510566, 0.018115597, -7.7364413E-4, 0.013288879, -7.0389634E-4, -0.017074943, -0.011200724, -0.022086514, -0.0019426683, 0.03343786, -0.035847794, 0.014199451, -0.0111664925, -0.009954678, 0.015418111, 0.00857855, -0.011892212, -0.015212719, -0.011419809, -0.025482332, 0.015869975, 0.04074982, -0.006853255, 0.005932413, 0.0035156307, 5.8194473E-5, -0.0173488, 0.0028190087, 0.0058913343, -0.0027385633, -0.0056277476, -0.004823295, -0.027536254, -0.011262341, -0.008660707, 0.007387275, -0.017732197, -9.670552E-4, -0.058605257, 0.006723173, -0.013131412, -0.045487538, 0.002925128, 0.024058279, -0.008249922, -0.03617642, -0.020361219, -0.17581576, 0.014021444, 0.020922624, -0.037737403, -0.0171571, 0.014733471, 0.01910148, -0.021552494, 0.009242651, 0.005025264, 0.020772003, -0.008222536, -0.031219622, -0.015527654, -0.015157948, 0.0062781563, -0.0068464084, 0.017074943, 0.03582041, 0.018156676, 0.023469487, -0.02674207, 0.009235805, 8.660707E-4, -0.0074488926, 0.0056209015, 0.020484455, 0.0042858515, 0.008667553, 0.0017329971, 0.0065999376, -0.0038853367, 0.02022429, -0.0014617082, 3.2884156E-4, -0.018320989, -0.0045528617, -0.015431805, -0.020114748, 0.03160302, 0.011810054, 0.01988197, 0.008640167, 0.009235805, -0.002976476, 0.008872945, 0.036669362, -0.004302968, 0.028809687, -0.017759584, 0.041461848, -0.049513225, -8.985911E-4, 0.0015104888, 0.010475005, 0.010947407, 0.0023055281, 0.0151168695, 0.0016979093, 0.0027026196, -0.019991513, -0.045460153, 6.8763614E-4, -0.0023842617, -0.0119332895, -0.009769825, -0.0019323988, -0.0042653126, -0.051731464, -0.0077843666, -0.016225988, -0.016294451, -0.005466857, 0.0023534528, 0.023537952, 0.0136311995, -0.011522505, 0.041187994, -0.009181034, 0.011098028, -1.8378328E-4, 0.03231505, 0.009804057, 0.008147226, -0.016595693, -0.003601211, -0.0118853655, -5.8836322E-5, 0.019717656, -0.01526749, 0.028974, -0.06287742, -0.0041694627, -0.0040462273, -0.0055695535, 0.014610236, 0.0053367754, 0.0118853655, 0.019498572, -0.012118143, -7.933276E-4, -0.011796362, -0.021511415, 0.0024938043, 0.026536679, -0.005836563, 0.007934988, 0.039490085, 0.052580416, 0.011412963, 0.02104586, -0.0069182958, 0.011241803, 0.03217812, -0.005946106, 0.01526749, -0.015390726, -0.017170792, 0.0012845574, -0.012405692, 0.021032168, -0.0024338982, -0.010748861, -0.0011578988, 0.010776247, 0.018416839, -0.08385481, -0.026194358, 0.030261125, 0.0097219, -0.022935469, 0.027495176, -0.016883243, 0.0063534672, -0.035026226, 0.025646646, -0.036915835, -0.0266873, -0.0030791722, -0.013001329, 0.020046284, 0.019498572, -0.028125046, -0.00326916, -0.006521204, 0.032725833, -0.017047556, -0.013316264, 0.0046863668, -2.916142E-4, -0.0018279911, -2.5781005E-4, -0.008448468, 0.022949161, 0.014979942, -0.009119416, 0.009119416, -0.023715958, 0.013110872, -0.009776671, -0.007845984, -0.004638442, -0.024291057, 0.013966673, 0.013644892, -0.0066307466, 0.009037259, 0.013617506, 0.013268339, -0.015760433, -0.011433502, 0.012679548, -0.029110929, 0.039791327, 0.028001811, -0.033574786, -0.013829745, -1.3264916E-4, -0.018170368, 0.002077885, 0.017896513, 0.01265901, 0.014952556, 0.0027351403, -0.01793759, -0.0019717657, -0.001311943, 0.007209268, -0.0032948342, 0.043296687, 0.0128096305, 0.009304269, -0.014979942, -0.028481059, 0.009434351, -0.002262738, -0.009434351, 0.0016996209, -0.014884092, 1.4040486E-7, -0.005853679, 0.010605087, -0.027810112, -0.019334257, 0.0026204628, -0.053977083, -0.005463434, -0.006716327, 4.34533E-4, -0.010543469, 0.042036947, 0.02114171, -8.584754E-5, -0.012761706, 0.0048643732, -0.024715533, -3.1557665E-4, 0.010940561, 0.014925171, -0.029521713, -0.011981214, 0.018937165, 0.0097219, -0.008653861, 0.0010115568, 0.0125015415, -0.017636348, 0.0025092086, -0.066273235, 0.034149885, -0.011673126, 0.0025211899, 0.007394121, -0.017786968, 0.0018382607, 0.0052922736, 0.017102329, -0.002322644, -0.0053915465, 0.020210598, -0.012980791, -0.0062062694, -0.0054292018, -0.035546552, -0.0063123885, 0.019909356, 0.016513538, 0.0031390782, -0.008708632, 0.007359889, 0.019115172, 0.02750887, 9.901618E-4, -2.4978694E-5, -5.686798E-4, 0.02032014, -0.020813081, -0.011385577, 0.02659145, -0.029576484, -3.652131E-4, 0.03582041, -0.011009024, -0.03894237, -0.008681246, 0.0153770335, -0.004737715, 0.013672277, -0.023017624, -0.045624465, 0.0041489233, 0.015965825, -0.01881393, 0.023921352, -0.02022429, 0.030069426, -0.0046726735, 0.018937165, 0.039407928, 0.0046076328, -0.022538377, -0.03190426, -0.050772965, -0.028289359, 0.016568309, 0.004111268, -0.010926868, 0.0042310804, 0.04225603, -0.026646221, 0.014363765, -0.018512689, -0.015774125, -0.0073804283, 0.01784174, 0.0057099047, 0.01608906, -0.016636772, -0.039627012, 0.005182731, 0.020333832, 0.014500693, 0.023811808, -0.02493462, -0.020635076, -0.01052293, 5.0492265E-4, 0.014199451, 0.03198642, -0.015185334, 0.0056209015, 0.01159097, 0.023127168, 0.022141285, -0.01866331, 0.017376184, 0.024058279, -8.5237785E-4, -0.014487, 0.02182635, 0.010865251, 2.744982E-4, 0.014500693, -0.004693213, 9.199861E-4, -0.030315896, 0.0065896683, 0.016198602, 0.013891363, 0.0025862309, 0.028508445, -3.9987304E-4, -0.045870937, -0.0106530115, -0.052881658, -0.0043817014, 0.00636716, 0.028152432, 0.02047076, 0.016513538, -0.0038511048, 0.02449645, -0.017074943, -0.005415509, 0.014213144, -0.011905904, -0.015911054, 4.920856E-4, -0.0034694176, 0.008605936, 0.00128199, -0.003916146, 0.010173763, 0.008653861, 0.023195632, -0.029302629, 0.0094206575, -0.0135764275, 0.014226837, -0.004943107, -0.015541347, -9.661994E-4, -0.023469487, -4.6512787E-4, -0.011543045, 0.026961157, -0.032588903, 0.06490395, -0.011926443, -0.012337228, 0.011905904, -0.0023363368, 0.03048021, 0.013316264, 0.013918748, -0.014897785, -0.0295491, 0.025865732, -0.04272159, 0.010057374, 6.059071E-4, 0.003411223, -0.01662308, -0.019279486, 0.0029439556, 0.012207146, -0.038504202, -0.013234108, 0.030452825, -0.005408663, -0.012549466, -0.0036491356, 0.02251099, 0.017294027, -0.011467734, -0.012487849, -0.027043313, 0.023866579, 0.0014052254, -0.029850341, -0.029768184, 0.012515235, -0.020265369, -0.0018536651, -0.0013915325, 0.0044296263, 0.012919173, -0.0011527641, 0.040311653, -0.02075831, -0.02659145, -0.009181034, 0.0069799135, -0.007428353, -0.034615442, -0.033766486 ], + "content" : "{id=2, firstName=Helen, lastName=Leary, specialties=[{id=1, name=radiology}], nrOfSpecialties=1}", + "id" : "a9c86fa6-3261-474b-9e4d-7606ce5afb82", + "metadata" : { }, + "media" : [ ] + }, + "f44808a9-897c-4f17-b6d8-278d15d0f54b" : { + "embedding" : [ 0.007528253, 0.028134786, 0.019823484, -0.020125713, -0.026170295, 0.022007776, -0.004622732, -0.011148133, -0.014713064, -0.02601918, 0.004286159, 0.0087989895, -0.003613012, 0.0011634105, -0.0016785738, 0.012624935, 0.03338258, -0.029618455, 0.0097606275, -0.0292338, -0.016911093, 0.017309487, -0.012961509, 0.016979782, -0.018793156, 0.013826983, -0.003223205, -0.023271643, 0.004004536, -0.022337481, 0.033300154, -0.017913945, -0.01699352, -0.056819078, -0.030772422, 0.005725181, -0.011718248, 0.0078373505, 0.01847719, -0.0021447965, 2.1379277E-4, -0.0017069078, 0.01336677, -0.015509849, -0.0030154225, 0.016773717, 0.002091563, -0.031816486, -0.017955158, -0.006339943, 0.0014553363, 0.029151374, -0.009451529, 0.0063193366, -0.004413232, -5.100117E-4, 0.0078098755, 0.023615085, 7.308879E-5, -0.005532854, 0.017858995, -0.0026153123, -0.026925867, 0.0041213064, -0.013668999, -0.007933515, 0.010076594, 0.0013050804, -0.017652929, 0.017776567, 0.023779938, 0.001562662, -0.022447381, -0.015976932, 0.023848627, -0.0034395736, -0.001880346, -0.0065631806, 0.024398133, -0.022886988, 0.018696994, -0.041790046, -0.024343183, 0.02643131, 0.02263971, 0.012109772, -0.01799637, 0.0347014, -0.0072054174, -1.3227891E-5, 0.0107497405, 0.01758424, 0.005680534, -0.026362622, 0.009939217, 0.013511016, -0.008963841, 0.019438827, 0.0056908373, -0.023862364, -0.026609901, 0.025346033, -0.018312339, 0.0016098853, -0.0014544777, 0.0022117677, -0.012576853, 0.0066799507, 0.011065708, -0.002472784, -0.019273976, 0.022625972, 0.0040114047, -0.008874547, -0.010371954, -0.0065150983, 0.016966045, -0.009101219, 0.0050520347, -0.025923017, 0.006958139, 0.044510107, -0.0015841271, -0.029013997, 0.028711768, 0.012789788, -0.016347848, -0.023340331, 0.014300933, -0.014905391, 0.042559355, 0.0017232213, -0.0013411418, 1.4016735E-4, -0.011793805, 0.012796656, -0.010962675, 0.023244169, -0.01592198, -0.034151893, 0.021884136, 0.013407984, -0.008647875, 0.002922693, 0.007116122, 0.005608411, 0.02156817, 0.0032335082, -0.005601542, -0.0050829444, -0.009101219, -0.009547693, -0.009712545, -0.0059518535, -0.02851944, -0.0044956584, -0.0054572965, 0.0154961115, 0.009808709, -0.008524235, -0.011876231, 6.2377687E-4, -0.015454899, -0.040416278, -0.011484707, 0.015386211, 0.018353552, 0.013167574, -0.0053954767, 0.004622732, -0.013353033, 0.023972265, -0.02417833, 0.003401795, 0.01342859, 0.017858995, -0.020180663, -0.0068894504, -0.019177813, -0.01699352, -0.014108606, 9.693656E-4, 0.0032815903, 0.04379575, 0.011168741, 0.019095385, 0.009987299, -0.023285381, 2.9858007E-4, 0.011855625, 0.025538363, 0.02382115, 0.0056874026, 0.0026410704, -0.6369891, -0.01937014, -0.0027080418, -0.041432865, 0.03409694, 0.019521255, 0.0030635044, 0.004413232, -0.013119492, 0.0087989895, -0.01610057, 0.038877655, 0.018600829, -0.004876879, -0.017240798, -0.02067522, 0.005725181, 4.2458042E-4, -0.005199715, 0.0062334756, 6.473885E-4, 0.021705547, -0.035855364, 0.005313051, 0.013146968, 0.015606013, -0.0044956584, -0.012034215, 0.018573353, 0.008531104, -0.03920736, 0.019589944, 0.0030635044, -0.012968377, 0.039234836, 7.220872E-4, -0.009540824, 0.030552618, 0.03450907, 0.00507951, -0.018367289, 0.0020297433, 0.029563505, -0.017845256, -0.025442198, 0.007528253, -0.0011299248, 0.009891136, -0.005429821, -0.018875584, 0.015303784, -0.013511016, -0.014603162, -4.1170133E-4, 0.008895153, -0.03981182, 0.014754277, -0.015578538, 0.0056599276, -0.004533437, -0.010571151, 0.0123845255, -0.017927682, -0.0063605495, 0.010069725, 0.044180404, 5.0786516E-4, -0.0024126815, -0.0064017624, -0.022255054, 0.017721618, 0.044702437, -0.011285511, 0.010440643, 0.022241317, 0.00968507, 0.02364256, 0.0053680018, 0.016430276, 0.01265241, 0.024796527, -0.01134733, -0.016265422, 0.017007258, -0.017790306, 0.008819596, -0.022625972, -0.007864826, 0.028327113, -0.007713712, 0.015248833, -0.0029106727, 0.024576724, -0.012350181, -0.002076108, 0.012844739, -5.293303E-4, 0.020592794, -0.008963841, -0.027667703, -0.046213582, -6.6327275E-4, 0.0122402795, -0.008778382, -0.002082977, -0.0043926258, -0.0011539658, -0.01645775, 0.015180145, -0.017488077, -0.021458268, 0.0043101995, -0.018642042, -0.01289282, -0.02192535, -0.029013997, -0.0109214615, -0.002261567, -0.016086832, -0.017858995, 0.017611716, 0.016444013, 0.03200881, -0.008517367, 0.018490927, -0.0042380765, -0.00576296, -0.003849987, -0.016347848, -0.004567781, 0.02816226, 0.012089165, 0.018078797, -0.01711716, 0.011127527, -0.036047693, -0.0059484188, 0.0066456064, 0.018765682, -0.032393467, 0.0048459694, -0.008689088, 0.0025294519, -0.0032747213, -0.0123845255, 0.0040629213, -0.024920166, 7.7918445E-4, -0.0071573355, 0.002107018, -0.0013540209, -0.012844739, -0.010461249, 0.018271124, 0.025565837, -0.013325557, 0.008462416, -0.026884655, -0.011196216, -0.012727967, -0.015674701, 0.009417185, -0.024686625, -0.015180145, -0.0016528156, -0.024054691, -0.029068947, 0.012673017, -0.01022084, -0.03214619, -0.0027337999, -0.0038156428, 5.8685686E-4, -0.023848627, 0.005003953, 0.009176776, -0.020180663, 0.022708397, 0.003767561, -0.023491446, -0.04472991, 0.010069725, -0.0022650012, 0.011505313, 0.011436625, 0.022488596, 0.008187662, 0.025181182, -0.025291083, 0.03788854, -0.017227061, 0.028959045, -0.009410316, 0.005151633, 0.0064326725, -0.005780132, -0.0049661743, 0.0135041475, -0.0015377625, 0.010887118, -0.01497408, 0.0061785253, 0.03393209, 0.0146169, 0.010997019, -0.021224728, 0.0050245593, -0.0011179043, -0.0047154613, -0.011745723, 0.0031751231, -0.014589424, 0.017625453, 0.0016476639, 0.027736392, 0.0141772935, 0.0020057024, -0.009492742, -0.008180793, -0.011072576, 0.023546398, -1.7182842E-4, 0.01633411, 0.010818429, -0.019232763, -0.009238595, 0.020537844, 0.0017584241, 0.01615552, -0.011512183, -0.005804173, 0.036349922, 0.002888349, -0.010571151, -0.0044407076, 0.024480559, 0.017515551, -0.03563556, 0.01788647, -0.012934033, -0.008730301, 0.014397097, 0.03137688, -0.026184034, -0.0076381546, -0.0019215591, 0.009726283, 0.024562987, -0.012686755, 0.043630898, 0.0074114827, -0.011457232, 0.0011050253, -0.0024916732, 0.009080612, 0.020235615, -2.8591562E-4, 0.027269311, 0.024782788, 0.024150856, 0.018174961, -0.0064326725, 0.036707103, -2.5972817E-4, 0.009898004, 0.019878434, -0.012082296, -0.019095385, -6.9890486E-4, -0.008867677, -2.4770768E-4, -0.016279161, -0.019136598, -0.0030738076, -0.01894427, -0.002970775, 0.005800739, 0.014713064, 0.028656816, 0.025414722, 0.0024298534, -0.01645775, 0.00932789, 0.022488596, 0.010090332, -0.027612753, -0.020963712, 0.010715396, -0.0114091495, 0.014300933, 0.03173406, 0.010687921, -0.0074458267, -0.0056839683, -0.021348367, 0.019315189, 0.024398133, -0.0069718766, -0.0045471746, 0.0074664336, -0.008750907, -0.014671851, -0.011416019, -0.01057802, 0.0292338, -0.004509396, -0.01686988, -0.022680923, -0.002474501, -0.021238465, -0.009121825, -0.020469155, -0.003832815, -0.0071367286, 0.017419389, -0.022131415, -0.012844739, -0.0013316971, 0.012968377, -0.025689477, -0.010777216, -0.036817003, -0.009973561, 0.015908243, 0.0017112007, 0.026623638, 0.008002203, -9.7451726E-4, -0.0051585017, -0.006291861, -0.015386211, 0.0071504666, 0.014479523, -0.020414203, 0.029481078, 0.0064189346, 0.038135823, -0.0031236068, -0.0015248833, 0.0010483573, 0.016073095, -0.007521384, -0.02121099, -0.023834888, -4.2264856E-4, -0.014987817, 0.025153706, 0.01710342, 0.028546914, -0.0013548795, 8.242613E-4, -0.019507516, -0.0058797305, -0.028794194, -0.022680923, 0.021911612, 0.0039118067, 6.602676E-4, -0.0056874026, 0.026032919, 0.020949975, -0.0049112234, 0.00784422, -0.018916797, 0.020098237, 0.02108735, 0.023999741, 0.0031115862, 0.012782918, 0.0012527055, 0.014204769, -0.0076724985, 0.023093054, 0.007974728, -2.895647E-4, 0.003558061, -0.007047434, -0.0055637634, 0.0402789, 0.009719414, 0.0040732245, -0.018312339, -0.04777968, 0.012645542, -4.4905068E-4, -0.012205936, 0.0065631806, -0.011168741, -0.012171592, -0.029920684, -0.031569205, -0.0065425737, -0.046900466, -0.0021224727, 0.014355884, 1.2677847E-5, -0.04360342, 0.022653447, 0.027750129, -0.011635821, 0.020537844, 0.0063639837, 0.008544842, 0.013050804, -0.020400466, -0.013311819, 0.017872732, -0.0022821734, -0.009575169, -0.015235096, -0.007857958, -0.02222758, -0.009479005, 0.04011405, 0.019782271, -0.008483022, 0.0067864177, -0.030689994, 0.001928428, 0.027296785, 0.01033761, -0.0018872148, -0.031019699, -0.0099323485, 0.01022084, 0.0019593376, -0.012150985, 0.00968507, -0.0041865604, 0.0040251426, 0.008977579, -0.010543675, -0.02882167, -0.009183644, 0.023450233, -0.030167963, 0.03409694, -0.010165889, -0.008125843, -0.010007906, -0.009465267, 0.025057543, 0.0020898457, -0.01717211, 0.01794142, -0.0034962415, 0.019837221, -0.014781753, -0.0058865994, -0.0028952176, -1.7644343E-4, 0.00316482, -0.0067280326, -0.012123509, -0.0051481985, 0.014740539, -0.01443831, -0.021595646, -0.035580613, 0.0054985094, -0.009678201, 0.0027252138, 0.001099015, -0.03593779, -0.009808709, -7.937808E-4, 0.0031957296, 0.016746242, -0.010893987, -0.024961378, -0.01752929, -0.009973561, -0.0024040954, 0.025057543, -0.01265928, 0.011072576, -0.0092729395, 0.0062472136, 0.006339943, -0.037284084, -0.001704332, 0.0066043935, 0.023807414, 0.0075007775, 0.050582167, 0.002840267, 0.009540824, 0.02276335, -0.002132776, 0.032063764, 0.014273457, -0.012412001, -0.021114826, 0.024700362, 0.025194919, 0.0055225505, 0.022722136, -9.863231E-5, -0.029975634, 0.028931571, -3.584678E-4, 0.00490092, -0.0113954125, -0.054978225, -0.01015902, -6.8259134E-4, -0.011512183, 0.013325557, -0.009602644, -0.007789269, 0.017268274, -0.0024264192, -0.013311819, -0.015399948, 0.0154823745, -0.018738206, 0.010365086, -0.026238983, 0.01788647, -0.010365086, -0.008936366, 0.009664464, -0.0274479, -0.019850958, 0.0018202437, 0.012027346, 0.011807542, -0.00507951, -0.002824812, -0.0034292703, -0.028684292, 0.017213322, -0.016004406, -0.01300959, -0.00201944, 0.0045128306, -0.025510887, 0.0029690578, -0.0022100506, 0.0097881025, -0.021678071, 0.0024865216, -0.016801191, -0.0348113, 0.0037572577, -0.029316226, 0.019342665, 0.017597979, 0.032942977, 0.02703577, -0.026953343, -0.050252464, 0.00427929, 0.005443559, 0.0033622992, 0.023216693, 0.020524105, -0.003915241, -0.025194919, 0.01022084, 0.023724986, -0.0057663945, -0.046323482, 0.0131881805, -0.0072809746, 0.008448678, -0.021939088, 0.006731467, -0.029041473, 0.030497666, 0.013181311, -0.0065425737, -0.0015858443, -0.005357698, -0.03593779, 0.015990669, -0.020057024, 0.05940176, -0.013854458, 0.0033125, 0.010942068, -0.005426387, -0.0015695308, 0.013167574, -0.0016553914, 0.03321773, 0.0017755962, 0.01057802, 0.00974689, 0.036047693, 0.011780067, 0.00968507, 0.01069479, 0.028739244, 0.0013600311, -0.00926607, 0.02108735, 0.011443494, -0.011285511, 0.010268922, -0.029206324, 0.021939088, -0.010461249, 0.008022809, 0.029178848, 0.004828797, 0.0024951075, -0.012844739, -0.0065872213, -0.0029038037, 0.001501701, -0.0018082232, -0.010529938, -0.028711768, -0.02110109, -0.010145282, -0.0064189346, 0.01824365, 0.018435977, 0.004825363, 0.029206324, 0.018806895, -0.018051323, 0.006683385, -0.040608604, -0.0011634105, -0.04129549, 0.002172272, 0.0070130895, -0.011175609, 0.010117807, -0.008737169, -0.04074598, -0.009664464, 0.012480689, -0.015248833, 1.516512E-4, -0.0013291213, 0.014026179, -0.006023976, -0.0036817004, -0.019150337, -0.022392431, 0.032283567, -0.015592276, 4.3080532E-4, 0.003558061, -0.022433644, 0.008421203, -0.0026050091, 0.025840592, 0.017900208, -0.018435977, -0.012096034, 0.0050314283, 0.031266976, -0.014685588, 0.004694855, -0.0075900727, -0.01717211, -0.02394479, 0.020331778, 0.011759461, -0.02085381, 0.010447511, 0.00932789, 0.017776567, 0.021856662, -0.017488077, -0.027983671, -0.0120548215, -0.0078098755, -0.024961378, -0.0030738076, 0.015633488, 0.038355626, 0.026129082, -0.0025655131, -0.022777086, -0.0049696085, -0.025194919, -0.0016476639, -0.002994816, 0.039949197, 0.016114308, 0.022433644, 0.0053027477, 5.8943266E-4, 0.0069237947, -0.006738336, -0.021842923, 0.0069718766, -0.0056942715, 0.014630637, 0.024961378, 0.016622603, -0.028382063, -0.0070886468, 0.010371954, -0.0073840073, 0.01033761, 0.018875584, -0.034536548, -0.009176776, 0.008290695, -0.012116641, -0.01022084, 0.0042037326, 0.024425609, -0.017323224, 0.015935717, 0.015935717, -0.0015987235, 0.009664464, 0.015083982, 0.017268274, -0.0011711379, 0.022090202, -0.005007387, 0.004413232, -0.009479005, -0.025030067, 0.023628823, 0.014369622, 0.009005055, 0.023917314, -1.5154386E-4, 0.016141783, 0.014713064, 0.0064738854, 0.007926646, -0.006449844, -0.004591822, -0.0038912, 0.0077617937, -0.014314671, 0.008050285, -0.0072054174, -0.0012484124, -0.026486263, -0.008613531, -0.0077617937, 0.011367937, -0.020922499, -0.04698289, -0.015674701, -0.004093831, -0.0123845255, -0.017776567, -0.015578538, -0.002311366, -0.01752929, -0.015715916, -0.0067658112, -0.02340902, -0.019713582, 0.03137688, 0.012308968, -0.006625, 0.014905391, 0.20068015, -0.010289528, -0.0094446605, 0.0073290565, -0.023958528, 0.011532789, 5.8599823E-4, -0.022392431, -0.007164204, 0.013030197, -6.55116E-4, 0.023367807, 0.007047434, 0.0017652928, 0.01806506, -0.019480042, -0.03950959, -0.00796099, -0.036734577, -0.012947771, 0.007816744, 0.014287195, -0.009005055, -0.023450233, 0.00807776, -0.0022684357, 0.0030909798, 0.016952306, 0.035553135, 0.025634525, -0.0077411872, -0.023244169, -0.0077480557, -2.4556118E-4, -0.008730301, -0.036404874, -0.015358735, 0.012597459, 0.025263608, 0.0037881674, -0.0043101995, -0.027365474, 0.012343313, -0.016595127, 0.0110931825, 0.022323743, -0.0140193105, -0.016512701, -0.0065150983, 0.02994816, -0.038932607, 0.0018545878, 0.037339035, -0.0045643467, 0.017900208, 0.00855858, 0.018999223, -0.0032077502, -0.006020542, 0.028794194, -0.010440643, 0.025400985, 0.008510497, 0.022625972, 0.0061270087, 0.02151322, -0.03107465, -0.014946604, 0.018435977, 0.010674183, 0.015193882, 0.0046055596, -0.0016717049, 0.017804043, -0.024192069, -0.023450233, 0.007363401, 0.01182128, -0.021966564, 0.0045712157, -0.020414203, 0.0022529808, 0.0012389678, -0.0043033306, -0.035855364, -0.03143183, -0.0042106016, 0.024095904, -0.0070096552, 0.0036233151, 0.0028746112, -0.022158891, -0.0018460018, -0.0015205903, 0.024054691, 0.02085381, -0.003523717, 0.024274494, -0.011539658, -0.0055397227, -0.030552618, 0.04462001, 0.010948937, 0.01354536, -0.03629497, -0.002409247, 0.0047395024, 0.028904095, 0.0146169, 0.010818429, -0.011416019, -0.016416537, -0.010028512, -0.010900855, -0.023065578, 0.018738206, -0.0065150983, -0.027846294, 0.011271773, -0.014136081, 0.01847719, -0.009066874, 0.014287195, -0.003582102, -0.0127004925, -0.008009072, -0.017336963, 0.007047434, 0.03398704, -0.032118715, 0.008462416, 0.0036851347, -0.012020477, 0.013119492, 0.01342859, -0.006916926, -0.014548211, -0.013394246, -0.02928875, 0.012590591, 0.041213065, -0.0065425737, 0.0122402795, 0.0043170685, -0.004354847, -0.022323743, 0.006322771, 0.015963193, -0.008015941, 0.0072534992, -0.014328408, -0.027502852, -0.01479549, -0.0068448028, 0.014713064, -0.016073095, 0.0011488141, -0.061270088, 0.0044922237, -0.016718766, -0.038712803, -0.006989049, 0.01740565, -0.002800771, -0.034179367, -0.0154686365, -0.17650181, 0.025991706, 0.026596164, -0.034124415, -0.005419518, 0.008840202, 0.030799896, -0.017378176, 0.0058797305, 0.0026187468, 0.005567198, -0.005182543, -0.039289787, -0.007988466, -0.0031270413, 0.0015987235, -0.01134733, 0.0117251165, 0.038822707, 0.023697512, 0.0238761, -0.02121099, 0.012164722, -0.0022529808, -0.004955871, 0.0026153123, 0.021307154, 0.0043342407, -0.0016837254, -0.0046192976, 0.0031133036, -0.015606013, 0.009101219, -0.00784422, 0.001388365, -0.016677553, -0.00748704, -0.015647227, -0.020180663, 0.028024884, 0.01853214, 0.021403318, 0.0075076465, 0.015702177, 0.0014347298, 0.0053851735, 0.027653966, -0.0057595256, 0.03233852, -0.012336444, 0.03874028, -0.051653706, -0.0058625583, 0.0033657334, 0.010557413, 0.0063639837, -0.0016064509, 0.018518403, 0.011388543, 0.0014201335, -0.0365972, -0.04022395, 0.0048871823, -0.009011923, -0.016059358, -0.010110938, 2.945017E-4, 3.2369426E-4, -0.046268534, -0.015812078, -0.022832038, -0.016004406, 0.0015068527, -0.005388608, 0.008283826, 0.010083463, -0.013346164, 0.0365972, -1.20097444E-4, 0.018326076, 0.0040663555, 0.025634525, 0.009156169, 0.0115671335, -0.017721618, 0.00974689, -0.010255184, -0.010110938, 0.016897356, -0.010365086, 0.020634007, -0.055307932, -0.009904873, 0.0036885692, -0.004444142, 0.0078236135, 0.0061819595, 0.00573205, 0.009204251, -0.006394894, 0.009822447, -0.021183515, -0.017776567, -0.002254698, 0.025002591, 0.0032781558, 0.010997019, 0.037751168, 0.062479004, 0.0070886468, 0.021224728, 0.01289282, -0.008689088, 0.030992223, 0.0013626069, 0.024192069, -0.028272161, -0.01663634, 0.0048562726, -0.018106272, 0.030525142, 0.0032575491, -0.014300933, -0.0028952176, 0.019988336, 0.016485225, -0.08473406, -0.030470192, 0.02632141, 0.013792639, -0.0154961115, 0.0345915, -0.021526957, 0.012755443, -0.026060393, 0.030525142, -0.031321928, -0.020070761, -0.0030995659, -0.008709694, 0.016952306, 0.01622421, -0.025057543, -0.009898004, -0.0046192976, 0.031102125, -0.022543546, -0.016430276, 0.014067393, 0.0067829834, -0.0054538622, 0.0069650076, -0.01110692, 0.019823484, 0.009911742, -0.0130164595, 0.01663634, -0.022255054, 0.015042768, -0.018600829, -0.00986366, 4.9670326E-4, -0.020867547, 0.0037916019, 0.025332296, 4.132039E-5, 0.0078373505, 0.011711379, 0.020153187, -0.015413686, -0.011635821, 0.014300933, -0.028244685, 0.039701916, 0.019947123, -0.039839294, -0.0058969026, 0.0042689866, -0.019919647, -0.010715396, 0.013737688, 0.010660446, 0.01592198, 0.01147097, -0.017034734, -0.001025175, 0.0028024884, -0.0010715397, 0.013875064, 0.04901607, 0.0013480106, 0.0019370139, -0.013435459, -0.020963712, 0.008744039, -0.012453214, 6.765811E-4, -0.009911742, -0.017639192, -4.8167768E-4, -0.016897356, 0.015056506, -0.018312339, -0.019109124, -0.003630184, -0.05429134, -0.0043205027, -0.0046124286, -0.003262701, -0.010330741, 0.038960084, 0.020304302, -0.012947771, 0.0016373607, 0.004873445, -0.016471488, 0.008977579, 0.0018013543, 0.011223691, -0.02507128, -0.020290565, 0.019164074, 0.0068241963, -0.005721747, -0.0017893339, 0.006511664, -0.013153836, 0.0019009525, -0.061764646, 0.030113012, -0.008524235, 2.147587E-4, -0.0076724985, -0.020840073, 0.0040251426, 0.0036507905, 0.019686107, 0.004997084, -0.0053439606, 0.02210394, -0.012837869, -0.0056427554, -0.002505411, -0.029893208, -0.0040800935, 0.018490927, 0.013881934, 0.004509396, -0.0055740667, 0.0049524363, 0.023738725, 0.016073095, 0.008029679, 0.011993001, -0.014754277, 0.0328056, -0.020455418, -0.0042449455, 0.021609383, -0.024508035, -0.0044407076, 0.034536548, 0.0071985484, -0.026774753, -0.016650077, 0.0151526695, -0.009025661, 0.010701659, -0.029645931, -0.049950235, -4.975619E-4, 0.0084692845, -0.013943753, 0.035141006, -0.02222758, 0.029041473, -0.003166537, 0.028134786, 0.031761535, -0.0016854426, -0.02560705, -0.028739244, -0.058247797, -0.03143183, 0.012796656, 0.011594608, -0.004207167, 0.012604329, 0.045004666, -0.028546914, 0.020111974, -0.022090202, -0.004347978, -0.01289282, 0.0070680403, 0.010454381, 0.028739244, -0.007116122, -0.035141006, -0.0041796914, 0.019686107, 0.014355884, 0.022900725, -0.02305184, -0.013215655, -0.007219155, -2.7217122E-6, 0.015386211, 0.040196475, -0.0036954382, 0.005357698, 0.015839554, 0.03148678, 0.018875584, -0.02483774, 0.027104458, 0.02246112, 9.58955E-5, -0.020661483, 0.015097719, -0.0037400855, 0.009657594, 0.0048391004, -0.006999352, -0.0016141783, -0.037201658, -0.0034567458, 0.01586703, 0.0192465, 0.002539755, 0.02667859, 0.009114956, -0.036542248, -0.007596941, -0.04728512, -0.0049799117, -4.0590574E-4, 0.022735873, 0.012123509, 0.006195697, -0.011738854, 0.022722136, -0.033959564, 0.005000518, -5.870715E-5, -0.0025912714, -0.014465786, 0.0043582814, -0.002400661, 0.011656428, 0.005371436, -0.010378824, 0.0062334756, 0.005316485, 0.02138958, -0.029865734, 0.01776283, -0.012645542, 0.013126361, -0.010770347, -0.014094868, 0.0041247406, -0.024480559, 0.004567781, -0.014342146, 0.018326076, -0.021320892, 0.074018665, -0.016567651, -0.007356532, 0.00891576, -0.006054886, 0.03154173, 0.007967859, 0.010584888, -0.011024495, -0.027269311, 0.016622603, -0.026651114, 0.0037881674, 0.0011110355, 0.0061716563, -0.009341627, -0.024796527, 0.005804173, 0.006916926, -0.033025403, -0.012425738, 0.028244685, -0.006023976, -0.018463453, -0.0034739177, 0.02358761, 0.012508165, -0.0082014, -0.008290695, -0.03025039, 0.017597979, 0.0052134525, -0.033684812, -0.025400985, 0.0072466303, -0.012164722, -0.0053027477, -0.0032403772, -0.00295532, 0.013339295, -0.0043994947, 0.04747745, -0.013002722, -0.018202437, -0.01075661, -0.0062987297, -9.899721E-4, -0.02133463, -0.023244169 ], + "content" : "{id=5, firstName=Henry, lastName=Stevens, specialties=[{id=1, name=radiology}], nrOfSpecialties=1}", + "id" : "f44808a9-897c-4f17-b6d8-278d15d0f54b", + "metadata" : { }, + "media" : [ ] + }, + "bbd55214-ec00-4462-b823-12df3cfc7bc2" : { + "embedding" : [ 0.005423399, 0.022028634, 0.010379144, -0.018161757, -0.026230546, 0.026384104, 0.0063691786, -0.0010871228, -0.022238031, -0.03922716, 0.012110164, 0.0096881315, 0.0036923788, 0.0013898769, 0.010058068, 0.0043310416, 0.033615302, -0.034480814, 0.001251151, -0.018552633, -0.019055188, 0.008976179, -0.009457794, 0.021274801, -0.015593146, -0.0071683796, -0.0121380845, -0.017575443, 0.0066483757, -0.01955774, 0.034564573, -0.022559108, -0.013729506, -0.041265298, -0.018985387, -0.0016507516, -7.2067697E-4, -0.007740733, 0.031214211, -0.0029699567, 0.01693329, -0.008299127, 0.007992011, -0.006320319, -0.0052244714, 0.011740229, -0.0041774833, -0.02956695, -0.009262356, 0.0035109008, -0.008655103, 0.032079723, -0.015760664, 0.00984169, 0.0013549774, 0.0028216334, 0.0045753387, 0.013199032, 0.007998991, -0.010281425, 0.030683737, 0.019529821, -0.017715042, -0.013938904, -0.011153915, -0.011265594, -0.015690865, -7.4761505E-5, -0.0069903918, 0.018706191, 0.017324166, 0.0022440448, -0.00808973, -0.027626531, 0.02945527, 0.011607611, -0.0108049195, -0.0091785975, 0.0018514243, -0.005604877, 0.014392599, -0.03138173, -0.05639777, 0.018594513, 0.020786207, 0.02068849, 0.00357372, 0.022866225, -0.0019421633, -0.016319057, 0.0076709343, 0.027151896, 0.02409469, -0.027570691, 0.02142836, 0.0081595285, -0.01890163, 0.035904717, 0.0022091453, -0.0304883, -0.011007337, 0.021693597, -0.024429727, 6.613476E-4, -0.009157658, -0.0021777356, -0.0075662355, 0.0071823397, 0.020283652, 0.0044043306, -0.008271207, 0.018091958, 0.011768148, -0.011077136, -0.0074685165, -0.0017475979, 0.006449448, -0.004037885, 0.006348239, -0.020786207, 0.01597006, 0.045034457, 0.0096392725, -0.027054178, 0.026970418, 0.027933648, -0.017296247, -0.017673163, 0.0053256806, -0.022810385, 0.039618038, 0.013555008, 0.0036504993, 0.01252896, -0.011893787, 0.018077997, -0.018064039, 0.027514853, -0.009394975, -0.03487169, 0.025518594, 0.02766841, -0.003915736, 9.4577944E-4, 0.0017493429, 0.008110669, 0.024290128, 0.016626174, -0.010127867, -0.008864501, 0.003908756, -0.007314958, -0.006704215, -0.010839819, -0.014783475, 0.010476863, 0.00269076, 0.0072940183, -0.0019124986, -0.0049627246, -0.0022702196, 0.0073917373, -0.0027186796, -0.039171323, 5.8238726E-4, 0.023996972, 0.016584294, 0.015062671, -0.011670429, 0.0029664668, -0.013680647, 0.024653085, -0.019055188, -2.3775359E-4, -0.013862125, 0.03129797, -0.02054889, -0.0026366655, -0.009394975, -0.023131462, -0.017603364, 0.01249406, 0.014183201, 0.038864207, 0.005084873, -0.0025459265, 9.047724E-4, -0.02771029, 0.007035761, 0.0031043203, 0.016737852, 0.01511851, -0.0030868705, -1.3755354E-5, -0.6405893, -0.015788583, 0.024960201, -0.02052097, 0.022824345, 0.021693597, 0.0125987595, 6.4520654E-4, -0.014064543, 0.012221843, -0.020144055, 0.028924797, 0.015104551, 0.0042647324, -0.022796424, -0.0177988, 0.016360937, -0.0058526644, -0.0115796905, 0.013254872, -0.002954252, 0.021218963, -0.023298979, 7.957111E-4, 0.0032753283, 0.012026406, -0.01340843, -0.010902638, 0.018050078, 0.0036888886, -0.022196151, 0.014769515, 0.01074908, -0.0179384, 0.043443035, -2.6788177E-5, -0.008215368, 0.021637758, 0.03210764, 0.018399075, -0.02597927, 0.0022981393, 0.022182193, -0.015076632, -0.030264942, 0.003845937, -0.010274445, 0.009073898, -0.0056746765, -0.012054325, 0.014239041, -0.009904509, -0.014162262, -0.006320319, 0.01617946, -0.041321136, -0.004205403, -0.011293514, 0.0039680856, 0.0011970566, -0.0016507516, 0.010965457, -0.016416777, -0.006107432, 0.01696121, 0.029092314, -0.0072660986, -0.011691369, -0.0036190895, -0.013171113, 0.0062575, 0.038752526, -0.003229959, 0.01890163, 7.485966E-4, 0.0120892245, 0.02240555, -0.0078105326, 0.0050325235, 0.006969452, 0.015006832, -0.017170608, -0.0072940183, -0.0015626301, -0.009716052, -0.00715442, -0.01693329, -0.0055769575, 0.0024569326, -0.0020329023, 0.029315673, 0.008871481, 0.025392955, 0.0048545357, -0.015872343, 0.014909113, -0.009185577, 0.008313087, -0.010134847, -0.022168232, -0.013799306, -0.0057723955, 0.021051444, -0.0020032376, -0.00536058, 0.005287291, 0.02149816, -0.008759802, 0.030795416, -0.026328266, -0.008892421, 0.0050429935, -0.0052244714, -0.01160063, -0.02328502, -0.030599978, -0.014434478, 0.0011324923, -0.023564216, -0.017533563, 0.002230085, 0.01884579, 0.026244506, -0.019250624, 0.001384642, 7.0017343E-4, -0.012591779, 0.008836581, -0.019152906, -0.013589908, 0.03738446, 0.021958834, 0.014560117, -0.022880184, 0.017491685, -0.041656174, 0.0025494164, 0.0140296435, 0.014211121, -0.013136213, 0.0075871754, -0.020213854, -0.0037168085, -0.012277682, -0.011300494, 2.644736E-5, -0.023647975, 0.003933186, -0.01345031, 0.008313087, 0.0029647218, -0.012822117, -0.011174855, 0.0013951119, 0.02144232, -0.018287396, 0.0055769575, -0.013443329, 9.87659E-4, -0.007901272, -0.0038354672, 0.006002733, -0.02244743, -0.014420519, 0.016249258, -0.015369788, -0.011153915, 0.005821255, -0.012829096, -0.039087564, 0.004945275, -0.0021742457, 0.010853779, -0.011558751, -0.004397351, 0.0016385367, -0.022684745, 0.02420637, 0.021958834, -0.0046067485, -0.04732387, 0.0020259223, -0.0041460735, 0.0062121307, 0.017631283, 0.0029612319, -0.0038564068, 0.014134342, -0.020814126, 0.03671439, -0.017184569, 0.018510753, -0.016598254, 0.007803553, -0.008515505, 0.00357721, -0.007524356, 0.022531187, -0.005283801, 0.0045648688, -0.0076499945, 0.014183201, 0.039283, 0.015760664, 0.023424618, -0.024178449, 0.007601135, -0.021093324, 0.004805676, -0.00802691, 0.0027186796, -0.005070913, 0.011349353, 0.011872848, 0.021079363, 0.019906737, -0.014615957, -9.274571E-4, -0.02050701, -0.004645138, 0.027263574, 0.0028704929, 0.0027553241, -0.014741595, -0.026286386, -0.009136718, 0.024555365, 0.0033538525, 0.024597244, -0.0076569743, -0.0057514557, 0.035430085, -0.00312177, -0.0035405655, 0.016626174, 0.038780447, 0.042577524, -0.027445054, 0.013862125, -0.013157153, -0.008843561, 0.027989486, 0.03476001, -0.010365184, -0.006428508, -0.010421024, 2.3797172E-4, 0.026007188, -6.467334E-5, 0.0338945, 0.011153915, -0.006002733, 0.001740618, -0.0018304845, 0.018329276, -0.0025511615, -0.0026436455, 0.022949982, 0.017352086, 0.028198885, 0.011181835, 0.0028233784, 0.026439944, -0.007321938, 0.012926815, 0.013038495, -0.018594513, -0.013080373, 0.005116283, -0.024080731, -6.5504933E-6, -0.012968695, -0.018231556, 0.005905014, -0.015816502, 0.0028041836, -0.001980553, 0.0114819715, 0.03827789, 0.012836076, 0.006170251, -0.027347334, 0.011139955, 0.01968338, -0.003395732, -0.020171974, -0.0026628403, 0.013059434, -0.01155177, 0.015760664, 0.028129086, 0.008550405, -5.5883E-4, -0.02222407, -0.0044915797, 0.018831829, 0.036909826, 0.0030851255, -0.01074908, -0.0031776095, -0.0038284871, -0.013212992, -0.01684953, -0.015286029, 0.028841037, -0.006414548, -0.018287396, -0.017952358, 0.0043380214, -0.024248248, 8.563492E-4, -0.015174351, -0.012124124, -0.011886807, 0.018440954, -0.02956695, 0.001954378, 0.011468012, 0.0056642066, -0.010134847, -0.018664312, -0.02962279, -0.015774624, 0.02595135, 0.010239545, 0.016319057, 0.0017065909, 0.014504278, 0.008585304, 0.005734006, -0.013743467, -0.00625401, 0.0053152107, -0.022977903, 0.021107284, -0.0045858086, 0.030348701, -0.0012450436, 0.006878713, -0.013212992, 0.008271207, -0.011872848, -0.014392599, -0.03135381, -0.0018095447, -0.023829453, 0.008724903, 0.011349353, 0.03554176, -0.0042682225, 3.9763743E-4, -0.022377629, -0.015788583, -0.025085839, -0.0032962682, 0.0015521601, 0.018203637, -0.0065052873, -0.021009564, 0.02681686, 0.019292504, 0.007971071, 0.025211478, 0.001879344, 0.011223715, 0.011851908, 0.016542414, -0.010141826, 0.030181183, -0.0064005884, 0.013003594, 0.0033573424, 0.04620708, -0.0114819715, 0.009855649, 0.004299632, 0.0046730577, 0.008103689, 0.040008914, 0.016737852, -0.0013794071, -0.021191044, -0.041516576, 0.00984867, -0.010776999, -0.013659707, 0.0026506253, -0.018371154, -0.021191044, -0.039283, -0.035904717, 0.0032107641, -0.030292861, -0.019501902, 0.0089343, -0.0025214967, -0.02053493, 0.029371511, 0.020018416, 0.0023435089, 0.0139807835, 0.01163553, 0.015635025, 0.024429727, -0.024429727, -0.01705893, 0.016514495, -0.0050429935, -0.0285758, -0.030907094, -0.0015172606, -0.008641143, 4.1835906E-4, 0.030655816, 0.012340502, -0.012766277, 0.011747208, -0.033754904, -6.6178385E-4, 0.0267331, 0.014615957, 0.0097369915, -0.024415767, -0.022056554, 0.015048712, -0.005884074, -0.00807577, 0.0027780088, -1.808236E-4, 0.005276821, 0.0031531798, -0.009234437, -0.023494417, -0.0027588143, 0.011775129, -0.031577166, 0.021191044, -0.024332007, -0.008424765, -0.003943656, -0.0048091663, 0.014420519, -0.010937538, -0.029092314, 0.015760664, -0.011810028, 0.03227516, -0.005475749, -8.519867E-4, -0.0011796068, -0.010811899, -0.0015146431, -0.005095343, 0.0044985595, -0.0148532735, -2.1823162E-4, -0.0020032376, -0.002130621, -0.037496142, 0.007677914, 0.011893787, 0.011963586, 0.0076709343, -0.034313295, -0.015760664, -0.0030170712, 0.01069324, 0.018161757, -0.009143698, -0.027794048, -0.007915231, -0.019571701, -0.009269336, 0.030935014, -0.026049068, 0.011649489, -0.023354819, 0.006096962, 0.0018217596, -0.020967685, -0.010811899, 0.00895524, 0.02314542, 0.01435072, 0.04207497, -0.010553642, 0.01430884, 0.013945884, -0.0031357298, 0.028478082, 0.0020416272, -0.010686261, -0.017198527, 0.024708923, 0.032470595, 0.014462398, 0.039925154, -0.0023836433, -0.018357195, 0.020897886, 7.241669E-4, -0.012382382, -0.010302365, -0.038166214, -0.0062923995, 0.006606496, -0.00989055, 0.021777356, -0.013352591, -1.06770996E-4, 0.011286533, 0.009073898, -0.019446062, -0.004397351, 0.023089582, -0.011091096, 0.0021969303, -0.01159365, -0.004983664, -0.0021149165, -0.009471754, 0.0119426465, -0.016821612, -0.013729506, -0.006714685, 0.006623946, 0.006885693, -0.010616461, -0.0096392725, -0.0038564068, -0.016905371, 0.010323305, -0.0047672866, -0.013659707, 0.009025039, -0.015453547, -0.019809019, 0.012989635, 0.0039820457, 0.008808661, -0.019013308, -6.216493E-4, -0.017352086, -0.03696567, 8.5329544E-4, -0.037244864, 0.036407273, 0.010281425, 0.03294523, 0.025588393, -0.017044969, -0.03489961, 0.012005466, 0.025267318, -0.008347986, 0.021861115, 0.017142689, 0.010770019, -0.03947844, 0.001427394, 0.0064668977, -0.020269694, -0.031912204, -0.004271712, -0.01524415, 0.012200903, -0.026453905, 0.0039750654, -0.03297315, 0.02685874, 0.004676548, -0.014099442, -0.003838957, -0.011265594, -0.030962933, 0.013750446, -0.026384104, 0.06421528, 8.8601385E-4, -0.010867738, -0.005709576, -0.014671796, 0.0043938607, 0.008494565, 0.0038738567, 0.026174707, 0.0088156415, 0.031046692, -0.0064529376, 0.019222705, 0.0074685165, 0.022810385, 2.044899E-4, 0.025141679, -0.004662588, -0.009674172, 0.032721873, 0.009974308, 0.009080878, 0.008864501, -0.0214842, -0.001295648, -0.014811395, -6.8970356E-4, 0.013478229, 0.009353096, 2.2030379E-4, -0.005908504, -0.010539682, -0.0016594764, -0.0025110268, -0.0039122463, -0.0021742457, -0.012717417, -0.021218963, -0.018036118, -0.009269336, 0.0077477135, 0.026160747, -0.0067670345, 0.03210764, 0.019292504, -0.01619342, 0.0020154524, -0.04363847, -0.007231199, -0.025476715, -3.7342584E-4, 0.0038773466, 0.0059329337, 0.022545148, -0.024010932, -0.043443035, -0.023047702, 0.021107284, -0.011314454, -0.0058491747, 0.00537803, 0.028226804, 0.006344749, 0.02413657, -0.010986397, -0.010372164, 0.04313592, -0.015635025, -0.015495427, 8.1228843E-4, -0.013101313, 3.8553164E-5, -2.5498527E-4, 0.0268727, 0.039925154, -0.02328502, -0.0143228, 0.0012249763, 0.04804978, -0.021540038, 0.006079512, -0.018287396, -0.01520227, -0.015746703, 0.020046337, 0.0024516976, -0.020925807, 0.01606778, 0.0012223588, 0.0044182907, 0.02669122, -0.017449806, -0.0091297375, -0.031912204, 0.009094838, -0.012940776, -0.009534573, 0.011474991, 0.03032078, 0.031605087, -0.014085483, -0.017142689, -0.0041705035, -0.022419509, -0.0031741194, -0.012801177, 0.03584888, 0.021009564, 0.01684953, 0.004889435, -4.8990326E-4, 0.016388856, 0.0034725112, -0.0139807835, 0.01248708, -0.006013203, 0.018915588, 0.039729714, 0.017631283, -0.03146549, -0.014420519, 0.0073917373, -0.010553642, 0.00980679, 0.0037447282, -0.034229536, -0.013904004, 0.011258614, -0.012166004, -0.0011708819, 0.0016053821, 0.022503268, -0.018091958, 0.008285168, 0.00714744, 0.0026244507, 0.010839819, 1.808236E-4, 0.011509892, -0.018091958, -0.002849553, -0.018231556, -0.009855649, -0.026509743, -0.019711299, 0.023522336, 0.0031060653, -0.0010330285, 0.009360075, -0.0074266368, 0.012703458, 0.002324314, 0.0061179018, 0.0033015031, -0.009618333, -0.012773257, -0.0019962576, 0.013924944, -0.026635382, 0.0111190155, -0.022545148, 0.0070078415, -0.018426994, 0.0017502154, -0.009520614, 7.4118044E-4, -0.0055595078, -0.050339196, -0.00446017, 0.0050464836, -0.007314958, -0.0032456636, -0.024611205, -0.01878995, -0.008222348, -0.015020792, 3.4179806E-4, -0.025406916, -0.025002081, 0.035095047, 0.013966824, 0.0060306527, 0.017393965, 0.2138648, -0.016374897, -0.016765773, 0.0304883, -0.024722883, 0.013143193, 0.005423399, -0.009597393, -0.0013924944, 0.014685756, -0.0013951119, 0.009939409, 0.002678545, -0.0027116996, 0.010623441, -0.0139807835, -0.037914935, -0.021274801, -0.021958834, -0.018371154, -0.006910123, 8.75544E-4, 0.010309345, -0.02151212, 0.02151212, -0.014839314, -0.00804087, 0.008431746, 0.031660926, 0.025797792, -0.0031985492, -0.011768148, 0.012312583, -0.0055909175, -0.003564995, -0.025574435, -0.015369788, -0.007440597, 0.021595879, -0.014546157, -0.0060376325, -0.037105266, 0.010002228, -0.0134223895, 0.0032875433, 0.036379352, -0.009911489, -0.022503268, -0.0030886154, 0.025141679, -0.033587385, -0.011474991, 0.037328623, -0.006191191, 0.0016472616, 0.008110669, 0.030990854, -0.005004604, -0.009960349, 0.0304883, -0.003660969, 0.04109778, 0.0018566592, 0.014532197, 0.0139807835, 0.016221339, -0.020730369, 0.006372669, 0.032721873, -0.008696983, 0.009164638, -0.013736486, 0.0012912855, 0.020744327, -0.009234437, -0.01872015, -0.0014335015, 0.019809019, -0.008836581, 0.0152162295, -0.021972794, -0.0064215283, 0.010832839, -0.014490318, -0.03646311, -0.049780805, 0.003491706, 0.0050569535, -8.724902E-4, -2.9359298E-4, 0.007580195, -0.021986755, -0.018887669, 0.0018531693, 0.029818226, 0.03213556, -0.0041390937, 0.027794048, -0.01435072, 1.2563859E-4, -0.020032376, 0.03735654, 0.015593146, 0.006906633, -0.035513844, 2.2379374E-4, 0.007831472, 0.017282287, 0.028506001, -0.014978913, -0.012975675, -0.029901985, -0.0046730577, -0.01966942, -0.023606095, 0.016207378, 0.0012302112, -0.015006832, 0.003940166, -0.014127362, 0.014881194, -0.01878995, 0.012319562, -0.004023925, 0.0014265216, -0.0070532113, -0.027933648, -0.006979922, 0.017631283, -0.044392303, 0.00446715, -0.028380362, -0.014378639, 0.006700725, -4.205403E-4, -0.008585304, -0.013631787, -0.013310711, -0.030097423, -0.0038808365, 0.04545325, -0.010476863, -0.0046835276, -0.0051093027, -0.0025860611, -0.017282287, 0.007063681, 0.0114819715, -0.0058421944, 0.0019124986, -0.007964091, -0.014741595, -0.015537307, -0.005734006, 0.021260843, -0.009094838, 0.002052097, -0.056034815, 5.2792475E-6, -0.025281277, -0.046095405, -0.009743971, 0.01890163, 0.001697866, -0.030627897, -0.01072116, -0.18147796, 0.031214211, 0.008599264, -0.023452537, -0.017128728, -7.730264E-4, 0.026160747, -0.011544791, 0.015900262, -0.0023417638, 0.022670787, -0.0018706191, -0.031912204, -0.017715042, 8.6289283E-4, -0.0029647218, -0.026523704, 0.020451171, 0.03406202, 0.029734468, 0.018315315, -0.016360937, 0.008878461, -0.0013130978, 0.011237674, 0.011286533, 0.026146788, -0.0016507516, -0.001742363, -1.4712366E-4, 0.0014910859, -0.022670787, 0.018343234, -0.0010923578, 0.0046974877, -0.0019910228, -0.021889035, -0.019362302, -0.01697517, 0.021861115, 0.014364679, 0.019264584, 0.0037900975, 0.015690865, 0.0063796486, 0.0062993797, 0.031772606, -0.013596888, 0.029901985, -0.0320518, 0.016402816, -0.048021864, 0.011789088, -0.0044392305, 0.0014465888, 0.014022663, 0.013157153, 0.011195795, -0.019208746, -2.6741825E-4, -0.029790306, -0.03328027, 0.01072814, 0.0055350782, -0.012996615, -0.011314454, -0.0034393566, 0.005873604, -0.04115362, -0.00714395, -0.02328502, 0.0063168295, -3.9850993E-4, 0.0016359192, 0.010874718, 0.01345729, -0.0024045832, 0.026188668, 0.00895524, 0.0120892245, -0.008501545, 0.018831829, 0.0017380005, 0.009248396, -0.01798028, 0.01518831, -0.013610847, -0.00537105, 0.029259833, -0.0034323765, 0.004812656, -0.05031128, -0.02052097, 0.0100510875, 0.01166345, 0.011084116, -0.015956102, 3.199858E-4, 0.00888544, 0.004090234, 0.004742857, -0.0018200147, -0.023508377, -0.0016699464, 0.018664312, 0.0015957847, 0.013219972, 0.028729359, 0.04553701, -0.005985283, 0.025295237, 0.006606496, 0.018050078, 0.037216943, 0.003748218, 0.022461388, -0.030683737, -0.013024534, -0.002326059, -0.01972526, 0.036407273, 0.0031985492, -0.0031043203, -0.001519878, 0.013938904, 0.021749437, -0.06549959, -0.026607463, 0.027179817, 0.012745338, -0.03755198, 0.04207497, -0.019348344, 0.009192557, -0.037663657, 0.021721518, -0.035374243, -0.027417133, -0.0114819715, -0.01430884, 0.027137937, 0.017268326, -0.021972794, -0.0019299485, -0.011112035, 0.025965309, -0.012996615, -0.023159381, -0.004561379, 0.0064983075, -0.0054024598, -0.001071418, -1.7657022E-4, 0.023843413, 0.009995248, 2.8639493E-4, -0.0033416376, -0.013589908, 0.023815494, -0.023550257, -0.014078503, 0.001564375, -0.010595522, 6.508777E-4, 0.031577166, -0.0026942499, 0.004303122, 0.0018723641, 0.008508525, -0.040595226, -0.0049382946, 0.0021376011, -0.014183201, 0.037942857, 0.018622432, -0.03032078, -0.008271207, 0.00714395, -0.02410865, 0.0040797642, 0.011461032, 0.018580552, 0.025727993, 0.031605087, -0.025351077, -0.0016629664, -2.1572321E-4, -0.003053716, 0.0069310623, 0.039143402, -0.010309345, 0.019152906, -0.012005466, -0.026551623, 0.009569473, 0.0021149165, -0.014141322, 0.008250268, -0.014406559, 0.0048684957, -0.006641396, -0.002774519, -0.02423429, -0.027919687, 0.0053082304, -0.044950698, -0.016598254, 0.0028879426, -3.4288867E-4, -0.00536058, 0.044029348, 0.010895658, -0.0013514874, 0.0015547776, 0.011328413, -0.026160747, 0.009059939, 0.011879827, 0.014839314, -0.022600988, -0.01876203, 0.015928183, 0.010441964, 0.006362199, 0.0142879, 0.009094838, -0.011670429, -0.0016699464, -0.06683973, 0.016737852, -0.010072027, -0.0062226006, -0.0074056974, -0.007936171, 0.008229328, -0.0055036684, 0.01610966, -2.881399E-4, -0.016835572, 0.008466645, -0.005193062, 0.005727026, -0.0049592345, -0.021986755, 0.021763397, 0.020102175, 0.0027221695, 0.0077128136, -0.007922212, -0.010476863, 0.020409292, 0.012054325, -3.304557E-4, 0.0054059494, -0.018552633, 0.034564573, -0.014155282, -0.008487585, 0.023634017, -0.012975675, 0.012801177, 0.018105917, -0.0023644485, -0.02331294, -0.012640638, 0.016793692, -0.0028146536, 0.011544791, -0.040706906, -0.041851614, 0.0054897084, 0.0073777772, -0.03487169, 0.02413657, -0.016039861, 0.021916956, -0.007761673, 0.016221339, 0.016709933, 0.0092763165, -0.0026558603, -0.020772249, -0.041851614, -0.03738446, 0.017310206, 0.016346978, -0.012103185, -0.03127005, 0.037859097, -0.018552633, 0.02416449, -0.0321914, -0.01249406, -0.0074056974, -0.0027326394, 0.019822977, 0.025588393, -0.0011054451, -0.025602354, -0.0036400293, 0.004732387, 0.023005823, 0.030544138, -0.027570691, -0.0052140015, 0.011956606, 0.0022894144, 0.013561988, 0.03864085, -0.010260485, -0.015481466, 0.0014919583, 0.035904717, 0.0052489014, -0.021665677, 0.011830968, 0.009450815, -0.0045020496, -0.02962279, 0.012689498, -0.01784068, -0.0048754755, 0.0076430147, -0.0053152107, -0.015509387, -0.008299127, 0.0058596446, 0.011049217, 0.023955092, 0.004386881, 0.036239754, 0.017352086, -0.025714032, -0.010037128, -0.04372223, 4.986282E-4, 0.010574582, 0.012982654, 0.01698913, -0.0064948173, -0.017966319, 0.019976536, -0.026453905, 0.012773257, 0.0042682225, -0.006599516, -0.022768505, 0.0076430147, -0.0069973716, -0.0062016607, 0.002591296, -0.009199537, 0.0067216647, 0.012054325, 0.0178686, -0.0357372, 0.009199537, 1.09443E-4, 0.02677498, -0.0027849888, 5.326553E-4, -0.0047254073, -0.012152044, 0.015830463, -0.010414043, 0.02068849, -0.0142460205, 0.07454557, -0.0027256594, 0.012026406, 1.6413722E-4, -0.0025214967, 0.02410865, 0.018957468, -0.0010836329, -0.0060376325, -0.024583286, 0.023578176, -0.025281277, 8.013823E-4, -0.009367055, 0.0066030063, -0.002786734, -0.03369906, 0.012047345, 8.6987275E-4, -0.025420876, -0.020674529, 0.038138293, -0.004732387, -0.03235892, -0.013024534, 0.014448439, 0.0047463467, -0.015760664, -0.017631283, -0.012319562, 0.022084473, 0.0030729107, -0.0214842, -0.011363313, 0.0040588244, -0.010337264, -0.014050582, -0.016249258, 0.0024865973, 0.012968695, -0.023955092, 0.057570398, -0.02765445, -0.016472615, -0.004648628, -0.015425627, 0.005454809, -0.021218963, -0.04106986 ], + "content" : "{id=1, firstName=James, lastName=Carter, specialties=[], nrOfSpecialties=0}", + "id" : "bbd55214-ec00-4462-b823-12df3cfc7bc2", + "metadata" : { }, + "media" : [ ] + }, + "3ec826e4-16a1-4e88-a593-08e4ad27eb44" : { + "embedding" : [ 0.009338349, 0.03250018, 0.017817842, -0.016427314, -0.031000592, 0.031273246, 8.2733E-4, -0.0050645205, -0.003329769, -0.026829008, 0.014423318, 0.0036433195, -0.010769775, -0.012242098, -0.0034933605, 0.008077331, 0.031436834, -0.040679757, 0.0032104836, -0.015282174, -0.031491365, 0.009985899, -0.0029071576, 0.0042295223, -0.015214011, 0.016331887, -0.0046691746, -0.0064039263, -0.014573278, -0.013987075, 0.037871435, -0.01593654, -0.014491482, -0.0378987, -0.02730615, -0.004781644, -0.009733696, 0.0017117467, 0.017845107, -0.004352216, 0.006502763, -0.0132304635, 0.017149843, -0.01375532, -0.0062369267, 0.0231482, 0.0053099077, -0.020898815, -0.0073888833, -0.0022101896, -0.0018966391, 0.04515126, -0.020857919, 1.9927065E-4, 0.010517571, -0.0038035028, 0.025193093, 0.004549889, 0.0061755795, -0.0017279354, 0.02564297, 0.007900107, -0.015541194, -0.00757974, -0.013025975, -9.167941E-4, 0.010122225, 0.01209214, 0.001197967, 0.020462573, 0.016522743, -0.0035138095, 0.0022357507, -0.0037251152, 0.027156191, -0.0094814915, -0.007163945, -0.0047305212, 0.025533909, -0.006393702, 0.011601365, -0.034844995, -0.026106479, 0.02865578, 0.021730406, 0.018540371, -0.0049281945, 0.020748857, -0.015214011, -0.0058143153, 0.0065266197, 0.015841112, 0.007668352, -0.020258082, 0.0027571986, 0.019699145, -0.015459398, 0.021007877, 0.0067004357, -0.025043134, -0.029882716, 0.027169824, -0.0089975335, -0.0024521686, -0.008636269, -0.0072389245, 0.0040386654, 0.0048600314, 0.02061253, 0.0026208723, -0.015309439, 0.021812202, 0.010169939, -0.004965684, -0.01603197, -0.012998709, 0.0012840229, -0.01759972, 0.0037966864, -0.014300625, 0.001089758, 0.052267488, 0.0015498592, -0.03427242, 0.03233659, 0.020476205, -0.0044715013, -0.015541194, -0.0020465981, -0.010197205, 0.0469235, 0.022316609, -0.002222118, 0.005476908, -0.008820309, 0.010715244, -0.010142674, 0.011437774, -0.022234814, -0.018226821, 0.02044894, 0.020408042, -0.016945355, 0.0030758614, 0.012542016, 0.012194384, 0.01894935, 0.004982725, 0.004662358, -0.0072730063, 0.0029020454, -0.009536022, -0.013891647, 1.4218403E-4, -0.026965335, -8.5885543E-4, 0.021662243, 0.012555649, 3.5652512E-5, -0.0052724183, -0.017886005, -0.008520392, -0.008022801, -0.043051835, -9.1935025E-4, 0.02464779, 0.021416856, 0.0023686688, -0.015145848, 0.008609003, -0.019835472, 0.03206394, -0.020585265, 9.0049885E-5, 0.010054062, 0.010067695, -0.0018778943, -0.008581738, -0.01588201, -0.019467391, -0.006117641, 0.0013189566, 0.019003881, 0.039371025, -0.004352216, 0.013455402, -0.0059881313, -0.02138959, 0.0073207202, 0.009904103, 0.004287461, 0.019549185, 0.0036944416, 0.0064516403, -0.64040625, -0.015418501, 0.008070515, -0.027292518, 0.032827362, 0.019903634, 0.004065931, -0.0107765915, -0.00523152, 0.004675991, -0.019617349, 0.039207432, 0.02808321, 6.97394E-4, -0.015650256, -0.019453758, 0.016386418, -0.010067695, -7.293455E-4, 0.003633095, -0.013189566, 0.016699968, -0.017995067, 0.010824305, -1.2940344E-4, 0.0036433195, -0.0081863925, -0.01769515, 0.014573278, -0.0022953935, -0.022643792, 0.012753322, 0.0031678816, -0.011246917, 0.03525397, 0.0055348463, -0.00696968, 0.017899638, 0.021130571, 0.009870022, -0.018513106, 0.0016052418, 0.03939829, -0.005183806, -0.014600542, 0.0069935373, 0.0028986372, 0.018022332, -0.010217654, -0.0061789877, 0.011233284, -0.009876838, -0.007443414, -0.008152311, 0.023625342, -0.04152498, 0.014941358, -0.012644261, 0.014109768, -0.007123047, -0.003527442, 0.010483489, -0.022752853, 0.0012439771, 0.017626986, 0.027592435, -0.0074161487, 0.0037182989, -0.0039330125, -0.017776944, 0.017354334, 0.030973326, -0.0019256085, 0.018499473, 0.01484593, 0.005599601, 0.029310146, 0.011580916, 9.281901E-5, -4.2154637E-4, 0.016577274, -0.01957645, -0.012610179, -0.0029139738, -3.614776E-4, 0.010047246, -0.01806323, -0.006093784, 0.00861582, -0.004832766, 0.021130571, 0.0084181465, 0.020885183, -0.014259727, 0.006864027, 0.013353158, -0.01375532, 0.01227618, 0.0036262786, -0.029010229, -0.023707137, 0.0034677994, 0.01074251, -0.011424141, 0.011103774, 0.0066118236, 0.0049725003, -0.007647903, 0.012944179, -0.024525095, -0.02860125, 0.0069594556, -0.01578658, -0.007866025, -0.033454467, -0.029419208, -0.01209214, -0.006029029, -0.03026443, -0.00549054, 0.011935364, 0.018567637, 0.030237164, -0.02226208, 0.017340701, -0.016781762, -0.0113559775, 0.004502175, -0.015813846, -0.015445766, 0.017722415, 0.020544367, 0.0080500655, -0.015091318, -0.0021164652, -0.036617234, -3.3357332E-4, 0.0067413338, 0.022043956, -0.030482553, 0.014614175, -0.010728877, 0.0016640325, 0.0011817783, -0.019194737, 0.002007404, -0.02606558, 0.0011212835, -0.013244096, 0.0097132465, 7.7833777E-4, -0.02138959, -0.011137855, 0.013605361, 0.030837001, -0.0059029274, 0.003023035, -0.00900435, -0.014505114, -0.01785874, -0.010878836, -8.7930437E-4, -0.026638152, -0.015064052, 0.012317078, -0.020053593, -0.03170949, 0.0062778243, -0.013073688, -0.032800097, 0.0052792346, -0.004791868, 0.007927372, -0.02590199, 0.012630628, 0.0077365153, -0.012317078, 0.023993421, 0.01774968, -0.008704432, -0.038607597, 0.010517571, 0.006530028, 0.021062408, 0.009781409, 0.009951817, 0.0070208027, 0.02050347, -0.018663066, 0.025247624, -0.014805032, 0.033154547, -0.004904337, -0.0036808092, 0.0019869553, -0.009720063, -0.009304267, 0.0089975335, -0.0037182989, 0.013537198, -0.0075865565, 0.0072798226, 0.024579626, 0.014096135, 0.018813023, -0.020176288, -0.0023175464, -0.009249737, 0.0075388425, -0.008983901, -1.4079947E-4, -0.018622167, 0.017517924, -0.00696968, 0.021989426, 0.026379133, -0.0047782357, -0.010708428, -0.021035142, 0.013319076, 0.027905986, 0.009808674, 0.014914094, 0.0041784, -0.022084855, -0.002351628, 0.025765663, -5.2954233E-4, 0.014150666, -0.019072045, -0.00848631, 0.031327777, -0.0037046662, 0.0010999825, 0.0051360917, 0.020080859, 0.014246094, -0.034354217, 0.014505114, -0.024375135, -0.0052621937, 0.02963733, 0.04722342, -0.016645437, -0.010040429, -0.010272183, 0.011833119, 0.020994244, -0.0043658484, 0.03192761, -0.008131862, -0.011335528, 0.003242861, -0.0034575749, 0.008902105, 0.007668352, -0.0027043722, 0.031409573, 0.026692683, 0.015404868, 0.015254909, -0.0039091557, 0.035799276, -0.0051224595, 0.024688685, 0.022193916, -0.028982963, -0.020639796, 0.011001529, -0.016209193, 0.004744154, -0.0062846406, -0.010129041, 3.6169062E-4, -0.018799393, 0.0040625227, -0.008745329, 0.019644614, 0.025302155, 0.025915623, 0.003980727, -0.030400757, 0.0073207202, 0.014368788, -0.0027554946, -0.021948528, -0.010872019, 0.020667061, -0.0021931487, 0.017163476, 0.015909275, 0.021498652, 5.125015E-4, -0.013373607, -0.013823483, 0.020462573, 0.014941358, -0.0057938662, -0.011137855, 0.011635447, -0.007286639, -0.008200024, -0.022534732, -0.007872841, 0.035553887, -0.00436244, -0.011540018, -0.016113764, 0.0093179, -0.022643792, -0.0017108946, -0.0068469867, -0.025261257, -0.0046862154, 0.012112589, -0.016904457, -0.0065436605, 4.639353E-4, 0.0031746977, -0.027756028, -0.0076751686, -0.031409573, -0.0076956176, 0.023448117, 0.015145848, 0.025452113, -0.0061926204, 0.007981903, -0.0011809262, 0.0042090733, 0.0017892822, -0.004416971, 0.002109649, -0.019617349, 0.020489838, 0.0030417799, 0.045969214, 0.0021846283, 0.0074843117, 0.011069693, 0.009972266, -0.0024300157, -0.012964628, -0.024879543, -4.6223123E-4, -0.024838645, 0.040461633, 0.018022332, 0.019112943, 0.0032905752, -0.007927372, -0.021498652, -0.0111242235, -0.023011873, -0.008234106, 0.015582092, 0.016890824, 0.011567283, -0.02372077, 0.031545896, 0.015214011, -0.011642263, 0.021253264, -0.011219651, 0.01432789, 0.029446473, 0.013748503, -6.8716955E-4, 0.01650911, -0.0012746506, 0.014886828, -0.005855213, 0.038171355, 0.0115877325, 0.009665532, -0.0040931962, -0.00335533, -0.004727113, 0.04842309, 0.012705607, 7.40848E-4, -0.0154730305, -0.04553297, 2.4474825E-4, -0.011799038, -0.009781409, 0.0019341288, -0.021689508, -0.010844754, -0.019317431, -0.025574807, 0.01085157, -0.034681402, -0.018554004, -0.004113645, -0.0100813275, -0.025574807, 0.020435307, 0.027060764, -0.011921732, 0.018417679, 0.010715244, 0.027456108, 0.032363854, -0.011512753, -0.02018992, 0.0059336005, 0.0036399113, -0.009883654, -0.015841112, -8.1753155E-4, -0.013721238, 0.007286639, 0.038007762, 0.010974264, -0.0076956176, -0.012548832, -0.025397582, 0.008813493, 0.026120111, 0.032036673, 0.008118229, -0.024893176, -0.01817229, 0.016849926, -0.0076751686, -0.02756517, 0.007463863, -0.009413328, -0.0025424848, 0.008943003, -0.004675991, -0.017245272, -0.002484546, 0.01432789, -0.040816084, 0.030237164, 0.0014893644, -0.009092961, -0.0056439075, -0.015745683, 0.0053610303, 0.0012303445, -0.021048775, 0.019072045, -0.01066753, 0.025411215, -0.014682339, -0.018390413, -0.011144672, -0.008009168, -0.0071503124, 0.0029224942, -0.017790576, -0.009167941, 0.0105243875, -0.010572102, -8.554473E-4, -0.017667884, 0.014886828, -0.01593654, 0.008806677, -0.003997768, -0.04027078, 0.0044715013, 5.0611125E-4, 0.0066868034, -0.0076956176, -4.639353E-4, -0.024225177, -0.017272538, -0.005892703, -0.004219298, 0.030837001, -0.017422497, 0.024743216, -0.025070399, 0.0014135329, 0.0040216246, -0.028328598, -0.008125045, -0.0046248683, 0.007770597, 0.024047952, 0.043160893, -0.027687864, 0.012432955, 0.01967188, -0.0032309324, 0.02423881, -0.0053814794, -0.006308498, -0.024593258, 0.021634977, 0.021880366, 0.0035172175, 0.032881893, 0.0030162185, -0.032936424, 0.035799276, -0.016004704, 0.0078114946, -0.014655073, -0.03841674, -0.014805032, -0.005770009, 8.248804E-5, 0.016018337, -0.008677167, 0.010858387, 0.019780941, 0.014600542, -0.014982256, -0.0134826675, 0.019849103, -0.014723237, 0.020653429, -0.023993421, 0.004935011, -0.0024214953, -0.018935718, 0.007866025, -0.02605195, -0.029310146, -0.009815491, 0.007681985, 0.014423318, -0.0077160667, -0.017054416, 0.0018557413, -0.014273359, -2.7030942E-4, -0.0076274546, -0.030618878, 0.001980139, 8.750442E-4, -0.025738398, -0.0011494008, 3.6977167E-6, 0.0027589027, -0.016836293, 0.015404868, -0.011717242, -0.025683869, -0.010285816, -0.028274067, 0.019290166, 0.0066288644, 0.033972505, 0.024906809, -0.0086908, -0.03072794, 0.010960631, 0.012596547, -0.011383243, 0.011165121, 0.02361171, -0.0011579212, -0.028928433, 0.024375135, 0.015145848, 0.0013232168, -0.047059827, 0.014518747, -0.008772595, 0.011805855, -0.014300625, 0.011219651, -0.03206394, 0.02813774, 0.0033774832, -0.0038000946, -0.0039500534, -0.004481726, -0.02616101, -0.004594195, -0.007831944, 0.054830424, -0.011662711, 0.019740043, 3.9960636E-4, -0.013952993, -0.015595725, 0.0152412765, -0.0017160068, 0.0276197, 0.005705254, 0.014246094, -0.0021437304, 0.035935603, 0.007075333, 0.025152195, 0.005425785, 0.032718305, -0.0014322778, 0.001047156, 0.017054416, -0.0049793166, 0.0031320958, 0.012426139, -0.019249268, 0.028873902, -0.022589263, -1.1515842E-5, 0.021975793, 0.0068197213, 0.015595725, 0.0010352276, -0.013100954, -0.013155485, -0.0027060763, 0.0043010935, 0.0012473853, -0.013305443, -0.012126221, -0.01573205, -0.0069287824, 0.012473853, 0.011233284, 0.0069594556, 0.022125753, 0.008936186, -0.022643792, 0.008056882, -0.04340628, -0.004359032, -0.042452, 6.143202E-4, 0.01310777, -0.0074843117, 0.011519569, -0.014123401, -0.021157837, 7.0591446E-4, 0.026774477, -0.020353511, -0.010497122, -0.013353158, 0.018826656, -0.019958165, 0.016222825, -0.013612177, -0.021307794, 0.034381483, -8.2647795E-4, -0.0045158076, -7.663027E-5, -0.012371608, 0.0041613593, -0.010142674, 0.016004704, 0.018104129, -0.018049598, -0.01126055, 0.0064516403, 0.037489723, -0.0060767434, 0.0056098257, -0.016059233, -0.010388061, -0.01593654, 0.027210722, -0.0045805625, -0.023243628, 0.023707137, 0.015582092, 0.002614056, 0.027524272, -0.013407688, -0.037680577, -0.0225211, -0.0034439422, -0.008677167, -0.0070412513, -1.6071588E-4, 0.022807384, 0.02061253, -0.0054939482, -0.009815491, 0.007668352, -0.018417679, -0.005698438, -0.017013518, 0.025738398, 0.019999063, 0.018826656, 4.180317E-5, -0.0074843117, 0.02133506, 0.0026617702, -0.035853807, -0.011874017, 0.010033613, 4.724557E-4, 0.035308503, 0.018813023, -0.032118466, -3.7724033E-4, -0.0035240338, -0.011342345, 0.017313436, 0.006465273, -0.042533793, -0.019644614, 0.008234106, -0.014900461, -0.008602187, -0.001479992, 0.015186746, -0.02164861, 0.016263723, 0.008711249, 0.010803856, 0.0097132465, 0.01175814, 0.019999063, -0.0028185456, 0.01754519, -0.016522743, -0.005923376, -0.017831475, -0.02242567, 0.018649433, 2.809599E-4, 0.020108124, 0.019699145, 0.0041988487, 0.011540018, 0.0097132465, 0.0065811505, 0.01164908, -0.015650256, 0.005899519, -0.0024231994, 0.010442591, -0.027919618, 1.0959354E-4, -0.017313436, 0.015841112, -0.02606558, 0.0075183935, -0.015268542, 0.0073616183, -0.013053239, -0.046541788, -0.011280999, 0.004393114, -5.904631E-4, -0.016809028, -0.021266896, -0.0019937716, -0.024974972, -0.008977084, 0.0062164776, -0.0086499015, -0.025629338, 0.030700674, 0.007613822, 7.553327E-4, 0.010681163, 0.20165381, -0.012991893, -0.013843932, 0.032663774, -0.014164299, 0.017245272, 0.01053802, -0.0116081815, -0.015827479, 0.007722883, -0.006881068, 0.0025782704, 0.015323072, -0.002719709, 0.034735933, -0.021457754, -0.025452113, -0.009679165, -0.019399228, -0.02710166, 3.6829393E-4, 0.011839936, 0.0042567877, -0.018962983, 0.008125045, -0.016904457, 0.013741687, 0.011376427, 0.01625009, 0.030428022, 0.0133667905, -0.022439303, -0.0058313557, -2.60937E-4, -0.006032437, -0.034326952, -0.008465861, 0.004883888, 0.026597254, -0.0029327187, 0.0097132465, -0.02605195, -0.0058858865, -0.023216363, 0.009086145, 0.024170646, -0.020121757, -0.0067720073, -0.0029787289, 0.046187337, -0.03489952, 0.0048259497, 0.038389474, 0.0024436482, 0.012187568, 0.0025850867, 0.01022447, -0.0058483966, -0.0026702906, 0.038171355, -0.010933367, 0.032091204, 0.015282174, 0.022221182, 0.006485722, 0.005159949, -0.012548832, -0.004065931, 0.01691809, -0.010715244, 0.015541194, -0.010613, 0.0048395824, 0.025942888, -0.030073574, -0.023584444, 0.008465861, 0.0025867908, -0.026133744, 0.013816667, -0.024416033, -0.015500296, 0.013503117, -0.013319076, -0.036317315, -0.04127959, 0.008452228, 0.018867554, -0.006622048, -0.0074365977, -0.003960278, -0.015091318, -0.01188765, -0.0012601659, 0.02558844, 0.0314641, -0.008547656, 0.028165005, 0.0023874138, 0.0024726177, -0.038007762, 0.050222594, 0.018758494, -8.6322216E-5, -0.030591613, -0.0022255261, 0.008629452, 0.018540371, 0.022589263, 5.7342235E-4, -0.008915737, -0.023652606, -0.0085340245, -0.0167136, -0.022480201, 0.023802565, 0.0046316846, -0.021321427, 0.008554473, -0.019590084, 0.019944532, -0.0041647675, 0.02117147, -0.0012576098, -0.015036787, -0.0052349283, -0.031382307, 0.005551887, 0.033345405, -0.0404889, 0.0045601134, -0.019740043, -0.015282174, 0.008472677, -0.008424963, -0.003224116, -0.013428137, -0.024784114, -0.015254909, 0.007198027, 0.042806447, -0.009297451, -0.013455402, -0.011069693, -0.009454226, -0.025165828, -0.0018029148, 0.009426961, 0.0063834772, 0.013346341, -0.010217654, -0.01785874, -0.011321896, -0.0022050773, 0.0045771543, -0.017299803, -0.0024709136, -0.05117688, 0.0067345174, -0.0119558135, -0.043624405, -0.0024555768, 0.015173113, -0.0070889657, -0.031627692, -0.015077685, -0.17471574, 0.030291695, 0.020367144, -0.021048775, -0.00924292, -0.0029003413, 0.02403432, -0.013250913, 0.028982963, 0.004662358, 0.022398405, 0.008745329, -0.034954052, -0.01164908, -0.011948997, 0.01113104, -0.007491128, 0.0059370087, 0.038689394, 0.020108124, 0.022875547, -0.0218531, 0.008595371, -0.008070515, 0.006761783, 0.0065845586, 0.025738398, -9.474675E-4, -0.004764603, 0.0016785171, 0.008029616, -0.005354214, 0.02081702, -0.014491482, -0.00174242, -0.0150095215, -0.0015004409, -0.01728617, -0.019740043, 0.0244024, 0.0036910335, 0.019085677, -5.21874E-4, 0.011478671, 0.012446588, 0.0029259024, 0.02652909, -0.012780587, 0.026638152, -0.013932544, 0.04100694, -0.053494427, 0.0064516403, 0.013441769, -7.1060064E-4, 0.015295806, 7.932484E-4, 0.0146414405, -0.006393702, -0.0068265377, -0.016727233, -0.042860977, 0.0015106654, 0.0055041728, -0.018826656, -0.012753322, -0.0042840526, 0.004614644, -0.06385522, -7.114527E-4, -0.021280529, 0.0063391714, -0.004444236, 0.011424141, 0.008322719, 0.026297336, -0.008002352, 0.033481732, 0.0101767555, 0.006380069, -0.0065981913, 0.02917382, 0.0023840056, 6.509579E-4, -0.015541194, 0.013912095, -0.008540841, -0.0013334412, 0.029419208, -0.01505042, 0.020285347, -0.07279822, 0.0016137621, 0.005224704, -0.0044953586, 0.00665613, -0.014232462, 0.0037080743, 0.0014390941, -0.010803856, 4.528588E-4, -0.02205759, -0.017517924, 0.014096135, 0.008670351, 0.012705607, 0.0042363387, 0.042833712, 0.04163404, -8.8026296E-5, 0.02969186, 0.008275004, 0.0029003413, 0.022970974, -0.0047168885, 0.029964512, -0.019385595, -0.010163123, 0.018104129, -0.009283818, 0.028410394, -0.014246094, -0.015854744, -0.0045567052, 0.023407219, 0.018308617, -0.08424963, -0.018226821, 0.02756517, 0.021757672, -0.026229173, 0.036044665, -0.022793751, 0.0072389245, -0.046514522, 0.033481732, -0.025288522, -0.025997419, 0.0074774954, -0.0057325196, 0.022412037, 0.010381245, -0.03274557, 0.001065049, -0.0034763196, 0.024197912, -0.023543546, -0.012507935, 0.011826303, 0.0068435785, -0.008145494, 0.010974264, -0.01593654, 0.026447294, 0.014355156, 0.0016060938, 0.0027554946, -0.019126575, 0.019003881, -0.009092961, -0.015282174, -0.0054973564, -0.013659892, 0.008581738, 0.03427242, -0.0076751686, 0.009583736, 7.983607E-4, 0.013319076, -0.024770482, -0.012876015, 0.0058483966, -0.019385595, 0.042642854, 0.018444944, -0.033618055, -0.009433777, 0.016154662, -0.024661422, -0.0031167592, 0.016018337, 0.013162301, 0.017068049, 0.01484593, -0.016481845, -0.007313904, -0.008854391, 0.0060562943, -0.00584158, 0.046487257, 0.014464216, 0.014096135, -0.016645437, -0.0146414405, -0.003287167, 3.4443682E-4, -3.7511022E-4, -0.0015081093, -0.013387239, 4.6776948E-4, -0.0059063355, 0.005507581, -0.021307794, -0.031136919, 0.0053951116, -0.04037984, 0.005071337, -0.0045294403, 0.0022255261, -0.009270186, 0.040161718, 0.014109768, -0.0077433316, -0.0045976033, 0.0044749095, -0.023407219, -0.0055348463, 0.005531438, 0.020258082, -0.026774477, -0.0069083334, 0.021512285, 0.005630275, -0.00983594, 0.0015319664, 0.007034435, -0.019903634, 2.6200202E-4, -0.06036527, 0.02813774, -0.008656718, -0.012133038, 0.0052144798, -0.010674346, 0.008145494, 3.0119583E-4, 0.03331814, 0.004113645, -0.026597254, 0.0065232115, -0.019072045, -0.002743566, -0.01817229, -0.036862623, 0.023816198, 0.006400518, 0.012991893, 0.009679165, 0.009215656, 0.0041034203, 0.013475851, 0.016372785, 0.0055689276, -0.0040625227, -0.008213657, 0.015118582, -0.029310146, -0.003070749, 0.022630159, -0.03364532, 0.006591375, 0.034326952, -0.012398873, -0.036808092, -0.005630275, 0.012753322, 0.002700964, 0.011492304, -0.03972547, -0.04935011, -0.009270186, 0.004243155, -0.0059574577, 0.012467037, -0.014777767, 0.024538727, -0.014668706, 0.023243628, 0.027278885, 0.0016282469, -0.0244024, -0.021375958, -0.053030916, -0.04272465, 0.027524272, 0.013046423, -0.0026004235, -0.014450584, 0.04095241, -0.021307794, 0.015663888, -0.023897994, -0.010319898, -0.017177109, 0.0026924438, 0.0032888711, 0.009154309, -0.012930546, -0.0385258, -0.006986721, 6.0366973E-4, 0.0044919504, 0.02911929, -0.021907631, -0.010565286, -0.011110591, -1.1598383E-4, 0.018744862, 0.038389474, -0.0097132465, -0.0033894116, 0.010681163, 0.027019866, 0.008479494, -0.016931722, 0.010674346, 0.02590199, 0.0030520041, -0.017776944, 0.024361502, -0.015922908, -0.0060188044, -0.0016163182, -0.0139461765, -0.0069321906, -0.03560842, 0.011635447, -7.089232E-6, 0.015568459, 0.007532026, 0.021198735, -0.0054360097, -0.04531485, -0.011846752, -0.03928923, -0.019331064, 0.012398873, 0.024511462, 0.015650256, -0.0023379955, -0.0078387605, 0.016372785, -0.015800213, 0.011874017, -0.002085792, -0.021471387, -0.022861915, -0.0041238694, -0.011689977, 0.011219651, 0.012351159, -0.001480844, -4.285757E-4, 0.004001176, 0.015309439, -0.02776966, 0.011526385, -0.005630275, 0.011874017, -0.0037966864, -0.02123963, 0.0013590024, -0.012739689, -0.017422497, -0.010885652, 0.009979082, -0.034790464, 0.076070055, -0.01227618, -0.008152311, 0.019767309, -0.0060597025, 0.02963733, 0.009501941, 0.009515573, -0.013591728, -0.018935718, 0.038389474, -0.03945282, 0.0039261966, -0.015868377, 0.010974264, -0.0052553774, -0.030373491, 0.00900435, 0.013441769, -0.036235522, -0.011853568, 0.030209899, -0.024334239, -0.027169824, 0.008574922, 0.023788933, 0.012528383, -0.010381245, -0.011021978, -0.03446328, 0.01702715, 0.011540018, -0.025520276, -0.01889482, 0.003786462, -0.0070480676, -0.010946999, -0.016222825, -0.004396522, 0.009658716, -0.011458223, 0.052403815, -0.029473739, -0.02667905, -0.009904103, 0.0032633098, -0.0039534615, -0.022207549, -0.039180167 ], + "content" : "{id=3, firstName=Linda, lastName=Douglas, specialties=[{id=3, name=dentistry}, {id=2, name=surgery}], nrOfSpecialties=2}", + "id" : "3ec826e4-16a1-4e88-a593-08e4ad27eb44", + "metadata" : { }, + "media" : [ ] + }, + "694664cd-5f19-4b9e-a0da-7c9b8173b41c" : { + "embedding" : [ 0.0072430703, 0.018030323, 0.003811402, -0.016764542, -0.021279156, 0.027298639, -0.0071903295, -0.013009398, -0.015259672, -0.03223518, 0.013825122, 0.015048709, -0.002169405, -3.131485E-4, 0.0036320833, 0.02085723, 0.032628976, -0.032122664, 0.0059948713, -0.027847143, -0.026707942, 0.018972624, -0.0021887433, 0.0139517, -0.0072782305, 3.7358067E-4, -0.016061332, -0.023613814, -0.009760564, -0.016581709, 0.022713706, -0.007362616, -0.012327284, -0.043233395, -0.029703619, 0.012278059, -0.016384808, -0.005597557, 0.02603286, 0.0036988882, 0.006255059, -0.0028726156, 0.008002537, -0.0054323026, 5.590525E-4, 0.022066751, 0.0029200823, -0.018466312, -0.012397605, 0.0098449495, -0.002232694, 0.030519344, -0.02146199, 0.009690244, 0.0038430465, -0.0079744095, 0.017608397, 0.0107731875, 0.007826735, -0.007221974, 0.023487236, 0.015611278, -0.03023806, -0.007840799, -0.013466485, -0.013501645, -0.010611449, 0.0020920518, -0.014472076, 0.016005075, 0.018086579, 0.009043289, -0.019366423, -0.01905701, 0.024246706, -0.0066734697, -0.011708458, 0.0015444265, 0.005843681, -0.011012279, 0.018381927, -0.03428855, -0.029141052, 0.015414379, 0.019366423, 0.015400314, -0.0031064332, 0.021546375, -0.013578999, -0.0040926863, 0.01074506, 0.025835961, 0.01689112, -0.01418376, 0.014373627, 0.00777751, -0.027340831, 0.02720019, 3.480893E-4, -0.034204166, -0.01368448, 0.021068193, -0.016680157, -0.0041841036, -0.005636234, -0.0031802703, -0.0140853105, 0.0072430703, 0.023388788, 0.008930776, -0.01939455, 0.011251371, 0.017580267, -0.014725232, -0.0024805758, -0.0035670362, 0.002303015, -0.009141739, -0.007890024, -0.028029978, 0.01805845, 0.04992796, 0.0031679643, -0.03206641, 0.026271952, 0.019436743, -0.0057592955, -0.018381927, -0.0014952017, -0.0065363436, 0.03741081, 0.0041383947, 0.011272468, 0.015329993, -0.017524011, 0.0136211915, -0.015864434, 1.1778779E-4, -0.01064661, -0.026046924, 0.023571622, 0.023276273, 6.412403E-4, -0.004296617, -0.0016551822, 0.009514441, 0.010323133, 0.0036496634, -0.008318982, 0.0037235005, -0.006494151, -0.012334316, -0.009015162, -0.01001372, -0.011792843, -4.493956E-4, 0.011174018, 0.016201975, -0.0030536924, 0.002964033, -0.009458184, -0.0026686846, -0.0021817111, -0.03527305, 0.008417432, 0.025020236, 0.0010943717, 0.009802757, -0.008234597, 0.013740737, -0.008227565, 0.025174944, -0.015822241, 0.0076157716, 5.533389E-4, 0.030350573, -0.014106407, -0.011159954, -0.013564934, -0.019464873, -0.014127503, 0.019014817, 0.010077009, 0.032938387, -7.366132E-4, 0.009043289, 0.0096058585, -0.019830542, 0.011279499, 0.017228661, 0.016806735, 0.01608946, -6.9398107E-4, 0.007840799, -0.6368276, -0.022516806, 0.0095425695, -0.018438185, 0.018114708, 0.020618137, -0.003347283, 0.008663556, -0.0062867035, 0.014000925, -0.029141052, 0.039351672, 0.010449711, 0.014556461, -0.018381927, -0.014879938, 0.014240016, -0.0028849219, -0.004391551, 0.010527064, -0.003215431, 0.01788968, -0.02372633, 0.011152921, 0.0044583557, 0.007292295, -0.004479452, -0.019366423, 0.01779123, 0.0044126473, -0.030744372, 0.015273736, 0.004929507, -0.0117647145, 0.043767832, -0.008888584, -0.009971527, 0.01915546, 0.024077933, 0.0208291, -0.028592547, -0.0066734697, 0.024893658, 0.0027056031, -0.022812154, 0.011736587, -0.0040926863, 0.010618482, -0.0031433518, 0.002898986, 0.008382271, -0.011729554, -0.0062761554, -0.001709681, 0.016680157, -0.045455538, 0.008382271, -0.001254352, 0.013635255, 0.011307628, -3.551214E-4, 0.028522225, -0.008529945, -0.005727651, 0.012271027, 0.024837403, -0.016539516, -0.020139955, -0.0055623967, -0.019732092, 0.016328553, 0.0369045, -0.005263532, 0.006114417, 0.007686093, 0.003352557, 0.013361003, -0.005594041, 0.0065433756, 0.010175459, 0.020139955, -0.02766431, -1.5794772E-6, 0.0032769619, -0.015245608, 0.0033859594, -0.016637964, -0.01381809, 0.009753533, -0.015836304, 0.03020993, -0.006367573, 0.015780048, -5.6608464E-4, -0.013361003, 0.022769962, -0.0020604073, 0.011961614, -0.0014371868, -0.028114364, -0.02099787, -0.019436743, 0.014303305, -7.238675E-4, -0.0014213646, -0.006392185, 0.010653642, -0.001845928, 0.02860661, -0.031363197, -0.012200706, 0.01878979, -0.0053022085, -0.0076439003, -0.033754114, -0.02800185, 0.007447001, 0.006947722, -0.008972969, -0.024781145, 0.012770306, 0.02012589, 0.026103182, -0.019661771, 0.0052951765, -0.0010196555, -0.009866046, 0.013874347, 6.7596126E-4, -0.023557559, 0.026257887, 0.019282037, 0.016370745, -0.013058622, 0.017664652, -0.039070386, -0.015358121, 0.013564934, 0.022685576, -0.019535193, 0.014936195, -0.010829445, -0.010639578, -0.010653642, -0.011863165, 1.8283477E-4, -0.022840284, 0.010006689, -0.007369648, 0.004729092, 0.0045638373, -0.006620729, -0.0034808929, 0.02292467, 0.016637964, -0.016159782, 6.5310695E-4, -0.0109489905, -0.018902304, -2.3557559E-4, -0.0030501764, 0.011919421, -0.024007613, -0.01601914, 0.008951873, -0.007826735, -0.017636525, 0.0019971184, -0.011019312, -0.04295211, -0.0049576354, -0.014626782, 0.0018160417, -0.021138513, -0.013143008, -0.017664652, -0.015344057, 0.019563321, 0.024288898, -0.0033244286, -0.035048023, 0.011251371, -0.009219092, 0.016525451, 0.014598654, 0.006328896, 0.0016059574, 0.022812154, -0.018888239, 0.029534848, -0.03561059, 0.0043001333, -0.009106578, 0.0060405796, 0.0010767913, -0.012552311, -0.0064765704, 0.018831983, -0.0012024903, 0.030434959, -0.0026704427, 0.0075876433, 0.02486553, 0.012503087, 0.013368036, -0.023881035, 1.4580635E-4, -0.01611759, 0.0068633365, 0.002037553, -0.0065363436, -0.025990667, 0.010266876, 0.0025157363, 0.014486141, 0.006483603, -0.013726673, 0.0022801608, -0.022980925, -0.014837746, 0.028648803, 0.003285752, 0.011954581, 5.6168955E-4, -0.011138857, -0.005260016, 0.025512485, 0.0069266255, 0.019464873, -0.015414379, -0.0054780114, 0.036257543, -0.0040364293, -0.0032013666, 0.014169696, 0.012861724, 0.027453346, -0.04022365, 0.02406387, -0.017439626, -0.0051861787, 0.023374723, 0.028508162, -0.010970087, -0.003496715, -0.012538247, 0.012369476, 0.02990052, 0.008480721, 0.02800185, 0.012847659, -0.013712608, -9.2911714E-4, 0.005309241, 0.0155409565, -0.0057487474, -0.019239845, 0.023993548, 0.029056666, 0.021785468, 0.014697104, 0.010991183, 0.028395647, 9.1153686E-4, 0.010920862, 0.018635083, -0.020955678, 0.0043950668, 0.020111825, -0.01845225, 0.0015294832, -0.0072079096, -0.012650761, -2.5821017E-4, -0.018775726, -0.013100815, -4.992796E-4, 0.011785811, 0.03125068, 0.012791403, -0.010681771, -0.020379046, 0.0012991817, 0.02109632, 5.6828215E-4, -0.012271027, -0.015723791, 0.019746156, -0.012580439, 0.019844607, 0.020786908, 0.017509947, -0.009099547, -0.010576289, -0.0019496516, 0.019689899, 0.02462644, -0.0034052979, -0.019464873, 0.0018177996, 0.0028655836, -0.012432765, -0.007566547, -0.008318982, 0.014697104, -0.0049646674, -0.024907723, -0.021321349, -0.009071418, -0.02877538, -0.002964033, -0.01104744, -0.0015725549, -0.009113611, 0.018297542, -0.022179265, 5.3619817E-5, 0.007102428, -0.0017668168, -0.004996312, -0.007925184, -0.04042055, -0.025892219, 0.027059548, 0.015765984, 0.034654222, 0.0068633365, 0.01796, 0.0034545225, 5.357586E-4, -0.015751919, -0.003811402, 0.012587472, -0.02109632, 0.009155803, -0.004444292, 0.039464183, -0.007904088, -0.0059772907, -0.013452421, 0.0153159285, -0.0027056031, -0.016300423, -0.027523667, -0.0066805016, -0.039801724, 0.020941615, -1.6228785E-4, 0.019028882, 0.016328553, -0.0013070928, -0.025385907, -0.009472248, -0.013811058, -0.0036461474, 0.007028591, 0.011166986, -0.006771919, -0.0095425695, 0.029703619, 0.019760221, 0.0020815036, 0.01672235, -0.012833595, 0.015695663, 0.02012589, 0.015681598, -0.0033103644, 0.020843165, -0.0050982777, 0.021349477, 0.005643266, 0.021377604, -0.0063253804, 0.011124793, 0.0044337437, 0.007439969, 0.007833767, 0.035216793, 0.0265673, 8.5176394E-4, -0.0079744095, -0.043374036, 0.006219899, -0.01798813, -0.018086579, -0.007193845, -0.023135632, -0.022404293, -0.023543494, -0.017861553, 0.0033578312, -0.025751576, -0.023107503, 0.01221477, -0.0041172984, -0.024584247, 0.021743275, 0.024879595, -0.0027073612, 0.0039098514, 5.854229E-4, 0.02165889, 0.013557903, -0.014570526, -0.022854347, 0.020575944, -0.0019900862, -0.02059001, -0.013522741, -0.0058190683, -0.010555193, -0.0023557558, 0.03268523, 0.02836752, -0.00837524, 0.016103525, -0.016103525, 0.0098941745, 0.023051247, 0.024978044, 0.010513, -0.021869853, -0.0068246596, 0.017298983, -0.01942268, 0.0034756188, 0.015329993, 0.005861261, 0.009753533, -0.008558074, -0.0065433756, -0.027453346, -0.011497495, 0.012699985, -0.030856885, 0.026539171, -0.018114708, -0.005727651, -0.0055623967, -0.018902304, 0.0024032225, 0.0026440723, -0.006037064, 0.007432937, -0.004996312, 0.032263305, 7.062872E-4, 0.0021272122, -0.0018248317, -0.015273736, -0.017974066, -0.012186642, 8.8296895E-4, -0.021082256, 0.007028591, -0.021377604, -0.015484699, -0.022151137, 0.0034263942, -0.011427173, 0.020815037, 0.004806445, -0.036257543, -0.017116148, -0.01502058, 0.0037094364, 0.01755214, -0.0015540957, -0.023852907, -0.023023117, -0.009999656, -0.0011937001, 0.03577936, -0.027242383, 0.015344057, -0.013086751, 0.009683211, 0.006729726, -0.020941615, -0.022784026, 0.0067156623, 0.03434481, 0.018494442, 0.044105373, -0.0073415195, 0.008227565, 0.03201015, -0.0011690878, 0.017931873, -0.0018547182, -0.012362444, -0.019352358, 0.024542054, 0.034063525, 0.014036085, 0.03471048, 0.0110615045, -0.020421239, 0.02179953, -0.0074048084, -0.007890024, -0.011870196, -0.036454443, 0.0046341587, 0.0033367348, -0.022474613, 0.015667534, -0.003755145, 1.4723474E-4, 0.006237479, 0.003215431, -0.0076790606, -0.0060229995, 0.022980925, -0.013614159, 0.012861724, -0.02022434, -0.0053619817, 0.0012209496, -0.022319907, 9.677937E-4, -0.02333253, -0.01672235, -0.001837138, 0.012777339, 0.019408615, -0.012953141, -0.014247049, 0.002034037, -0.017298983, 0.0018722984, -0.010498935, -0.014204856, 0.0057663275, -0.016047267, -0.016961442, 0.011722522, -0.0048486376, 0.014373627, -0.029000409, 0.01341726, -0.012193673, -0.041095633, -0.0029200823, -0.025217136, 0.025582805, 0.012594503, 0.028339392, 0.015639406, -0.0028392132, -0.028339392, 0.0113005955, 0.0042931014, -0.010808349, 0.028100299, 0.02039311, 0.01601914, -0.030153675, 0.012158513, 0.0030466605, -0.018410057, -0.037720222, 0.0041102665, -0.0034316683, 0.011870196, -0.03254459, 0.007432937, -0.039351672, 0.02229178, 0.006265607, -0.007700157, -0.01301643, -0.015864434, -0.023937292, 0.008382271, -0.022052687, 0.05996981, -0.0148518095, -0.014978387, 0.0038289821, -0.011230275, -0.0044478076, 0.0072149416, -7.8056386E-4, 0.023852907, 0.009268317, 0.017397434, 0.008466656, 0.026876712, 2.9073367E-4, 0.017228661, 0.004082138, 0.0254281, 0.002176437, -0.0031380777, 0.026440723, 0.0076157716, 0.0046974476, 0.012819531, -0.015751919, 0.008649492, -0.0075454507, 0.0063464767, 0.02129322, 0.004732608, 0.014415819, -0.0236982, -0.018142836, -0.011265435, -0.0049048946, -0.00890968, -0.001714076, -0.030688114, -0.010182491, -0.015470635, -0.004542741, 0.0020129406, 0.019352358, -0.0012464409, 0.026609493, 0.016103525, -0.014345498, 0.00408917, -0.038029633, -0.014992452, -0.040729962, -0.0054428508, 0.016412938, 0.0014029053, 0.015456571, -0.026271952, -0.033247802, -0.010871638, 0.025835961, -0.0013273102, -0.0118772285, 0.0010882185, 0.020449366, 0.0051685986, 0.010351261, -0.011195114, -0.0037656932, 0.021279156, -0.031335067, -0.012685921, -0.014668975, -0.012320251, 0.0021096321, 0.0012903917, 0.015287801, 0.03707327, -0.021588568, -0.010520032, 0.019619578, 0.028494097, -0.023937292, -0.0053127566, -0.022587128, -0.018916368, -0.015695663, 0.020182148, -0.0014389448, -0.02109632, 0.005734683, 0.01278437, 0.011511559, 0.04343029, -0.008839359, -0.025357777, -0.03794525, -0.0024084966, -0.024274834, -0.008234597, 0.015962882, 0.024007613, 0.029703619, -0.007932217, -0.009197996, -0.014486141, -0.011455302, 0.010372357, -0.014155631, 0.028733188, 0.017200533, 0.024302961, 0.0029886453, -0.010407519, 0.029478593, -0.0010926137, -0.02149012, -0.006638309, 3.3314608E-4, 0.020843165, 0.03490738, 0.0034668287, -0.03510428, 0.0059667425, 0.021672953, -0.0022467582, 0.014683039, -0.0018846047, -0.04115189, -0.021644825, 0.008002537, -0.010878669, -0.006501183, -0.0030853369, 0.035160534, -0.020336853, -0.004015333, 0.0103090685, -0.006757855, 0.001254352, 0.012798435, 0.004725576, -0.0037129524, -0.0087901335, -0.014345498, -0.016061332, -0.019872734, -0.018086579, 0.040673707, 0.016806735, 0.0041172984, 0.018494442, -0.004131363, 0.008431496, 0.0130937835, 0.012587472, 0.0015962883, -0.009022193, -0.0060968366, -0.004535709, 0.011792843, -0.027073612, 5.744352E-4, -0.023543494, 0.004598998, -0.02496398, -0.0052494677, -0.011328724, 0.0105340965, -0.010119202, -0.036623213, -0.0042438763, 0.0036215351, -0.005108826, 0.0064765704, -0.028198749, -0.01932423, -0.0146127185, -0.0046939314, -0.010280941, -0.015456571, -0.020336853, 0.017495882, 0.010182491, 0.002953485, 0.019971184, 0.2240148, -0.013199265, -0.012594503, 0.019000754, -0.01538625, -0.00249464, 0.021068193, -0.013536806, 0.0038852391, 0.020843165, -0.001714076, -0.0010433889, 0.009676179, 0.002222146, 0.024809273, -0.017186468, -0.031588223, -0.014443948, -0.02493585, -0.02306531, 0.0056116213, 0.014654911, -9.92406E-4, -0.019802414, 0.019774284, -0.0042368444, -4.1994863E-4, 0.015161223, 0.030688114, 0.03217892, -0.004859186, -0.013705577, 0.0069793663, -0.004880282, 0.0011620556, -0.03490738, -0.0075946753, 0.0030079838, 0.039239157, -0.011778779, -0.017749038, -0.04618688, -0.0112373065, -0.01355087, 0.009155803, 0.023121567, -0.030969398, -0.014823682, 0.013937636, 0.02532965, -0.04039242, -0.0013668658, 0.042305157, 0.0027231835, 0.018185029, 0.0072711986, 0.01825535, -0.013227393, -0.011392013, 0.01725679, -0.002898986, 0.03544182, -0.0062620915, 0.016216038, 0.012390573, 0.024781145, -0.019999312, -0.007120008, 0.019788349, -4.93566E-4, 0.018213157, 0.003811402, 0.005470979, 0.022390228, -0.024879595, -0.03217892, 0.006894981, 0.014380659, -0.005724135, 0.007292295, -0.018325672, -0.0017694539, 0.003292784, -0.013965764, -0.021251027, -0.054597277, -0.0030589665, -0.0047009634, -0.0010328407, 0.01041455, 0.00485567, -0.01311488, -0.0035775844, -0.016567644, 0.02403574, 0.03395101, 1.8118662E-4, 0.03653883, -0.016862992, -0.0019197651, -0.020533752, 0.046074364, 0.018972624, 0.009584762, -0.03974547, -0.008262726, 0.005861261, 0.004279037, 0.03490738, -0.0034474905, -0.020336853, -0.019718029, -0.007904088, -0.027186126, -0.019732092, 0.019000754, 8.85606E-4, -0.015034645, 0.005579977, -0.023613814, 0.014099374, -0.016173845, 0.017313048, -0.00938083, -0.005337369, 0.0032048828, -0.025484355, -0.0030765468, 0.021588568, -0.03811402, 0.004004785, -0.03004116, -0.02863474, 0.0025227685, -0.006167158, -0.020505624, -0.016272295, -0.013403196, -0.0133821, 0.015358121, 0.04542741, -0.015161223, -0.0021342444, 0.008368207, -0.0153159285, -0.019577386, 0.030547472, 0.006483603, -0.0027214254, -0.005010376, -0.00934567, -0.028058106, -0.0014705893, -0.010878669, 0.025034301, -0.020379046, -0.011835036, -0.06008232, -0.007148137, -0.021040063, -0.05577867, -0.0076579642, 0.021855788, 1.109205E-4, -0.0473964, -0.0091769, -0.18305981, 0.022741834, 0.016764542, -0.024640502, -0.0050771814, 0.0027442798, 0.02406387, -0.008171308, 0.019718029, 0.0049224747, 0.025160879, -5.133438E-4, -0.030913142, -0.013768866, -0.001249957, 0.008888584, -0.010470808, 0.01725679, 0.045343027, 0.022333972, 0.024612375, -0.015583149, 0.015400314, -0.004025881, -5.6696363E-4, 0.015583149, 0.014141567, -0.0010170185, 0.010738027, -0.0027653761, 0.0028849219, -0.009521473, 0.008670588, -0.0030730308, 0.0041770716, -0.013642288, -0.01555502, -0.006641825, -0.020350918, 0.029534848, 0.01562534, 0.0145002045, 0.004518129, 0.009296445, 0.01458459, -0.014429883, 0.026314145, -0.006427346, 0.023768522, -0.024499862, 0.025146814, -0.038732845, 0.009254253, -0.0029517268, 0.0075313863, 0.025245264, 0.0058190683, 0.02316376, -4.526919E-4, 0.011286532, -0.026496978, -0.048605923, 0.0048205093, 0.0045849336, -0.014823682, -0.0017255032, -0.011975678, 0.004465388, -0.047705814, -0.0067156623, -0.015878497, -0.0060194833, 0.008691684, 0.0077142213, 0.008797166, 0.0021992915, -0.009352703, 0.035048023, 0.0055764606, 0.014141567, -0.0018635084, 0.026342273, -0.010105138, 0.0044759363, -0.026553236, 0.022657448, -0.0017650588, -0.013705577, 0.0367076, -0.006371089, 0.007292295, -0.051925078, -0.01635668, 3.6237325E-4, -0.0010697593, 0.010906798, -0.0054112063, 0.0026247338, 0.009338638, -0.003628567, -0.0036250511, 0.0048380895, -0.016005075, 0.009626955, 0.018297542, -0.0052283714, 0.023782585, 0.015794111, 0.06047612, -0.004816993, 0.01698957, 0.003092369, 0.013726673, 0.023009054, -5.977291E-4, 0.030828757, -0.019816477, -0.018930431, 0.016961442, -0.013241458, 0.032854002, 0.0070742997, -0.004933023, -0.006564472, 0.012474958, 0.009444119, -0.06902716, -0.03268523, 0.03006929, -0.0016015624, -0.013698544, 0.03954857, -0.011265435, 0.012320251, -0.04199574, 0.023501301, -0.02005557, -0.02950672, -0.009936367, -0.0050033443, 0.022798091, 0.020786908, -0.026159437, 0.0035811004, -3.0172133E-4, 0.034401067, -0.013937636, -0.008269758, -0.0029780972, -0.006219899, -0.0021500667, -0.0076720286, -0.016005075, 0.02646885, 0.008797166, -0.013346939, 0.00857917, -0.023768522, 0.009704308, -0.02059001, -0.013607127, 3.8874368E-4, -0.034204166, -0.0031679643, 0.042248897, -0.0054217544, 0.0018916368, -0.015667534, 0.022826219, -0.027720565, -0.010836476, 0.012798435, -0.019971184, 0.047368273, 0.029366078, -0.021687018, -0.009584762, 0.016244167, -0.02853629, 0.011244339, 0.027847143, 0.0035248436, 0.019563321, 0.01825535, -0.024120126, -0.0016771575, 0.002245, 0.004732608, 0.0012288607, 0.03186951, 0.0021184222, 0.024274834, -0.025681255, -0.024753017, 0.007636868, -0.0016085944, -0.010674738, 5.6696363E-4, -0.021180706, 0.0017553897, -0.0031679643, -0.004159491, -0.02372633, -0.029253565, -0.0056327176, -0.041095633, -0.0015382734, 0.0028093266, -0.0014231226, -0.013747769, 0.052375134, 0.007854863, 0.0014969597, -0.010295005, 0.004061042, -0.018311607, -0.0033683793, 0.008895615, 0.01852257, -0.013775897, -0.019028882, 0.013424292, 0.0049470873, -0.009676179, 0.0077071893, 7.7968487E-4, -0.01625823, 0.0018248317, -0.07200877, 0.02442954, -0.0043634223, -0.01037939, 0.0012649002, -0.0089659365, -0.0048837983, 0.0012033693, 0.014380659, -0.0047748005, -0.023318466, 0.016145717, -0.019183587, -0.0011734829, -0.014443948, -0.025273392, 0.01121621, -0.0028058107, 0.010084041, 0.0012218286, -0.010161394, -0.009134707, 0.038395304, 0.025723448, 0.00644141, 6.7376374E-4, -0.03307903, 0.022741834, -0.026511043, -0.008621363, 0.023037182, -0.02860661, 0.004011817, 0.024837403, -0.013487581, -0.024077933, 0.002772408, 0.021138513, -0.0052494677, 0.007911121, -0.04742453, -0.053106472, 0.0068000476, 0.001509266, -0.03592, 0.007383712, -0.0104215825, 0.019732092, -0.025653126, 0.0016947378, 0.023571622, 0.006508215, -0.012601536, -0.028325327, -0.034597967, -0.03431668, 0.011567816, 0.008586203, -0.015372186, -0.026553236, 0.034204166, -4.1093875E-4, 0.007176265, -0.019014817, -0.0052318876, -0.01725679, 0.0039133676, 0.017777167, 0.027762758, -0.005379562, -0.027425217, 0.0032171889, 0.014598654, 0.022305842, 0.036060646, -0.02246055, -0.017678717, 0.0031626902, 0.0010451468, 0.023838842, 0.038535945, -0.0028128428, -0.0030607246, 0.002431351, 0.033416573, 0.010463775, -0.010822413, 0.015442506, 0.0149643235, -0.0020850196, -0.033529084, 0.0056186533, -0.007925184, 0.0021272122, 0.010555193, 0.0045708697, -0.009359734, -0.013079719, 0.011757683, -3.2809173E-4, 0.02129322, 0.0033402508, 0.029309822, 0.009556633, -0.035723105, -0.00814318, -0.02639853, 0.0011743619, 0.023276273, 0.016201975, 0.009992624, -0.002640556, -0.0047396403, 0.022221457, -0.026525108, 0.017692782, -0.004672835, -0.008382271, -0.029309822, 0.00592455, 0.0026686846, -0.0036496634, 0.0062093507, -0.01495026, 0.012271027, 0.008825295, 0.024077933, -0.04219264, 0.012045999, 8.7154174E-4, 0.0064132814, -0.016201975, -0.009465216, 0.005344401, -0.03307903, 0.018719468, -0.0073344875, 0.0131570725, -0.011223243, 0.072683856, -0.010569257, -0.0061319973, 0.017847488, 0.009247221, 0.017369304, 0.007369648, 0.012299155, -0.009619922, -0.029984904, 0.020505624, -0.027917465, 0.008600267, -0.003691856, 0.013473517, -0.0077142213, -0.02773463, 0.011392013, 0.013065655, -0.031728867, -0.019830542, 0.025990667, 9.6515665E-4, -0.01798813, -0.00957773, 0.025385907, 0.015681598, -0.012974237, 0.0013484065, -0.029562978, 0.030463086, 0.011462335, -0.023613814, -0.0015857401, 0.0150768375, -0.014697104, -0.01341726, 8.482479E-4, 0.009338638, -7.282626E-4, -0.0045110965, 0.063063934, -0.0263704, -0.021068193, -8.8956155E-4, 0.0018283478, -0.010034816, -0.020083698, -0.02766431 ], + "content" : "{id=6, firstName=Sharon, lastName=Jenkins, specialties=[], nrOfSpecialties=0}", + "id" : "694664cd-5f19-4b9e-a0da-7c9b8173b41c", + "metadata" : { }, + "media" : [ ] + } +} \ No newline at end of file diff --git a/spring-petclinic-vets-service/pom.xml b/spring-petclinic-vets-service/pom.xml index d60b1ae6e..0d7dd9ce7 100644 --- a/spring-petclinic-vets-service/pom.xml +++ b/spring-petclinic-vets-service/pom.xml @@ -11,7 +11,7 @@ org.springframework.samples spring-petclinic-microservices - 3.2.7 + 3.3.4 diff --git a/spring-petclinic-visits-service/pom.xml b/spring-petclinic-visits-service/pom.xml index 6d3109018..338ff0301 100644 --- a/spring-petclinic-visits-service/pom.xml +++ b/spring-petclinic-visits-service/pom.xml @@ -11,7 +11,7 @@ org.springframework.samples spring-petclinic-microservices - 3.2.7 + 3.3.4