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06 June, 2018
Sentiment Analysis
with Power BI
Power BI
Webinars
Speaker
• Gastón Cruz
@gastonfcruz
Microsoft Most Valuable Professional
(MVP) in Data Platform.
Business Intelligence Technical Manager
@Arkanosoftware
Tools
• Cognitive Services:
The suite of cognitive services allows to connect
and use a set of API’s that encapsulate logic ease
of use
• Text Analytics:
• It’s an API inside Cognitive Services that allows
us to analyze text and as a result obtain values
between 0 to 1. Those messages with a
negative sentiment are closer to 0, and positive
ones are going to get closer results to 1
Logins
• Cognitive Services:
https://azure.microsoft.com/en-
us/try/cognitive-services/
Access with our account and generate
API Keys
• Access allowing with a DEMO account
and after you can subscribe with an
Azure Subscriber Account
CAMPAIGN
ANALYSIS
Data Sources:
• Scenario: Data sources with feedback of
marketing campaigns in Microsoft Excel
with an structure.
SHOWTIME !!!
HANDS ON LAB
Logins
Get Data:
• Connect to an Excel file with
campaigns feedbacks.
• Transform fields that allow us to
connect with Cognitive Services API
Get Data:
• After we import Campaign Analysis
info
• Rename field TextID to ID so we can
go with ease pace with Cognitive
Services API
Query:
• Add a new Blank Query to our Data
Model
• Using Power Query Advanced Editor
we will be using M Language to
connect to Cognitive Services API
(Source as table) as any =>
let
JsonRecords = Text.FromBinary(Json.FromValue(Source)),
JsonRequest = "{""documents"": " & JsonRecords & "}",
JsonContent = Text.ToBinary(JsonRequest,
TextEncoding.Ascii),
Response =
Web.Contents("https://westus.api.cognitive.microsoft.com/
text/analytics/v2.0/sentiment?",
[
Headers = [#"Ocp-Apim-Subscription-Key"=
"ApiKeyTextAnalytics", #"Content-
Type"="application/json", Accept="application/json"],
Content=JsonContent
]),
JsonResponse = Json.Document(Response,1252)
in
JsonResponse
Queries
• Add as an Input Query the Excel Sheet that we import in
our first step
• After execute our Query we will see a LIST as a result. We
convert this LIST to a TABLE
Query
Execution
• After we convert the LIST with results to TABLE allows to
select delimiters and error handling
Table
Conversion
• Handling Language and Results:
• An important message at this phase is that our Result or
Score would give us OK if we have English as a TEXT
Data Source. If that is not our case we should define the
correct language in our table
Handling
Language
• Adding a New Column:
• We add a calculated column to process the language
that we have as a Data Source an going to API of
Cognitive Services
Handling
Language
• Now we have a more accurate result of sentiment of
each text
Handling
Language
• Adding a Conditional Column:
• We are going to add a new conditional column to handle
Image URL links to split and display results
Image
URLs
• Table Relationships:
• We are going to create some relationships to our Data
Model
• After that we add a Custom Visual to enhance our report
Relationships
• Table Relationships:
• We are going to create some relationships to our Data
Model
• After that we add a Custom Visual to enhance our report
Relationships
CAMPAIGN
ANALYSIS
Thanks !!!
Gastón Cruz
Twitter: @gastonfcruz
Blog: www.gastoncruz.com
Email: gastoncruz@outlook.com

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Sentiment Analysis of Marketing Campaigns with Power BI and Cognitive Services

  • 1. 06 June, 2018 Sentiment Analysis with Power BI Power BI Webinars
  • 2. Speaker • Gastón Cruz @gastonfcruz Microsoft Most Valuable Professional (MVP) in Data Platform. Business Intelligence Technical Manager @Arkanosoftware
  • 3. Tools • Cognitive Services: The suite of cognitive services allows to connect and use a set of API’s that encapsulate logic ease of use • Text Analytics: • It’s an API inside Cognitive Services that allows us to analyze text and as a result obtain values between 0 to 1. Those messages with a negative sentiment are closer to 0, and positive ones are going to get closer results to 1
  • 4. Logins • Cognitive Services: https://azure.microsoft.com/en- us/try/cognitive-services/ Access with our account and generate API Keys • Access allowing with a DEMO account and after you can subscribe with an Azure Subscriber Account
  • 5. CAMPAIGN ANALYSIS Data Sources: • Scenario: Data sources with feedback of marketing campaigns in Microsoft Excel with an structure.
  • 7. Logins Get Data: • Connect to an Excel file with campaigns feedbacks. • Transform fields that allow us to connect with Cognitive Services API
  • 8. Get Data: • After we import Campaign Analysis info • Rename field TextID to ID so we can go with ease pace with Cognitive Services API
  • 9. Query: • Add a new Blank Query to our Data Model • Using Power Query Advanced Editor we will be using M Language to connect to Cognitive Services API
  • 10. (Source as table) as any => let JsonRecords = Text.FromBinary(Json.FromValue(Source)), JsonRequest = "{""documents"": " & JsonRecords & "}", JsonContent = Text.ToBinary(JsonRequest, TextEncoding.Ascii), Response = Web.Contents("https://westus.api.cognitive.microsoft.com/ text/analytics/v2.0/sentiment?", [ Headers = [#"Ocp-Apim-Subscription-Key"= "ApiKeyTextAnalytics", #"Content- Type"="application/json", Accept="application/json"], Content=JsonContent ]), JsonResponse = Json.Document(Response,1252) in JsonResponse Queries
  • 11. • Add as an Input Query the Excel Sheet that we import in our first step • After execute our Query we will see a LIST as a result. We convert this LIST to a TABLE Query Execution
  • 12. • After we convert the LIST with results to TABLE allows to select delimiters and error handling Table Conversion
  • 13. • Handling Language and Results: • An important message at this phase is that our Result or Score would give us OK if we have English as a TEXT Data Source. If that is not our case we should define the correct language in our table Handling Language
  • 14. • Adding a New Column: • We add a calculated column to process the language that we have as a Data Source an going to API of Cognitive Services Handling Language
  • 15. • Now we have a more accurate result of sentiment of each text Handling Language
  • 16. • Adding a Conditional Column: • We are going to add a new conditional column to handle Image URL links to split and display results Image URLs
  • 17. • Table Relationships: • We are going to create some relationships to our Data Model • After that we add a Custom Visual to enhance our report Relationships
  • 18. • Table Relationships: • We are going to create some relationships to our Data Model • After that we add a Custom Visual to enhance our report Relationships
  • 20. Thanks !!! Gastón Cruz Twitter: @gastonfcruz Blog: www.gastoncruz.com Email: gastoncruz@outlook.com

Editor's Notes

  1. Conference information: Collaborate Canada - Join the Canadian User Groups in four different locations for access to premium Dynamics content designed by industry experts. Summit EMEA - Looking to attend another Summit? Join us across the pond to learn and network with your European user group peers. Registration opens soon! Focus - If you’re an advanced user of D365, AX, CRM or Power BI this is the conference for you. Concentrated learning tracks – all sessions are 90 minutes of deep dive, hands on learning. Summit Phoenix – Step out from behind your monitor and take your big ideas and love of knowledge-sharing to D365UG/CRMUG Summit in the fall of 2018.
  2. 38a530a86f47423e8b5e774de36bc003
  3. Conference information: Collaborate Canada - Join the Canadian User Groups in four different locations for access to premium Dynamics content designed by industry experts. Summit EMEA - Looking to attend another Summit? Join us across the pond to learn and network with your European user group peers. Registration opens soon! Focus - If you’re an advanced user of D365, AX, CRM or Power BI this is the conference for you. Concentrated learning tracks – all sessions are 90 minutes of deep dive, hands on learning. Summit Phoenix – Step out from behind your monitor and take your big ideas and love of knowledge-sharing to D365UG/CRMUG Summit in the fall of 2018.