Francia code to Mark working Branch

.gitignore

@@ -125,6 +125,7 @@ celerybeat.pid
 # Environments
 .env
 .venv
+scriptenv
 env/
 venv/
 ENV/

azure_custom.yaml

@@ -0,0 +1,41 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/Azure/azure-dev/main/schemas/v1.0/azure.yaml.json
+name: multi-agent-custom-automation-engine-solution-accelerator
+metadata:
+  template: [email protected]
+requiredVersions:
+  azd: ">=1.15.0 !=1.17.1"
+
+services:
+  backend:
+    project: ./src/backend
+    language: py
+    host: containerapp
+    docker:
+      image: backend
+      remoteBuild: true
+
+  mcp:
+    project: ./src/mcp_server
+    language: py
+    host: containerapp
+    docker:
+      image: mcp
+      remoteBuild: true
+
+  frontend:
+    project: ./src/frontend
+    language: py
+    host: appservice
+    dist: ./dist
+    hooks:
+      prepackage:
+        windows:
+          shell: pwsh
+          run: ../../infra/scripts/package_frontend.ps1
+          interactive: true
+          continueOnError: false
+        posix:
+          shell: sh
+          run: bash ../../infra/scripts/package_frontend.sh
+          interactive: true
+          continueOnError: false

data/datasets/competitor_pricing_analysis.csv

@@ -0,0 +1,5 @@
+ProductCategory,ContosoAveragePrice,CompetitorAveragePrice
+Dresses,120,100
+Shoes,100,105
+Accessories,60,55
+Sportswear,80,85

data/datasets/customer_churn_analysis.csv

@@ -0,0 +1,6 @@
+ReasonForCancellation,Percentage
+Service Dissatisfaction,40
+Financial Reasons,3
+Competitor Offer,15
+Moving to a Non-Service Area,5
+Other,37

data/datasets/customer_feedback_surveys.csv

@@ -0,0 +1,3 @@
+SurveyID,Date,SatisfactionRating,Comments
+O5678,2023-03-16,5,"Loved the summer dress! Fast delivery."
+O5970,2023-09-13,4,"Happy with the sportswear. Quick delivery."

data/datasets/customer_profile.csv

@@ -0,0 +1,2 @@
+CustomerID,Name,Age,MembershipDuration,TotalSpend,AvgMonthlySpend,PreferredCategories
+C1024,Emily Thompson,35,24,4800,200,"Dresses, Shoes, Accessories"

data/datasets/customer_service_interactions.json

@@ -0,0 +1,3 @@
+{"InteractionID":"1","Channel":"Live Chat","Date":"2023-06-20","Customer":"Emily Thompson","OrderID":"O5789","Content":["Agent: Hello Emily, how can I assist you today?","Emily: Hi, I just received my order O5789, and wanted to swap it for another colour","Agent: Sure, that's fine- feel free to send it back or change it in store.","Emily: Ok, I'll just send it back then","Agent: Certainly. I've initiated the return process. You'll receive an email with the return instructions.","Emily: Thank you."]}
+{"InteractionID":"2","Channel":"Phone Call","Date":"2023-07-25","Customer":"Emily Thompson","OrderID":"O5890","Content":["Agent: Good afternoon, this is Contoso customer service. How may I help you?","Emily: I'm calling about my order O5890. I need the gown for an event this weekend, and just want to make sure it will be delivered on time as it's really important.","Agent: Let me check... it seems like the delivery is on track. It should be there on time.","Emily: Ok thanks."]}
+{"InteractionID":"3","Channel":"Email","Date":"2023-09-15","Customer":"Emily Thompson","OrderID":"","Content":["Subject: Membership Cancellation Request","Body: Hello, I want to cancel my Contoso Plus subscription. The cost is becoming too high for me."]}

data/datasets/delivery_performance_metrics.csv

@@ -0,0 +1,8 @@
+Month,AverageDeliveryTime,OnTimeDeliveryRate,CustomerComplaints
+March,3,98,15
+April,4,95,20
+May,5,92,30
+June,6,88,50
+July,7,85,70
+August,4,94,25
+September,3,97,10

data/datasets/email_marketing_engagement.csv

@@ -0,0 +1,6 @@
+Campaign,Opened,Clicked,Unsubscribed
+Summer Sale,Yes,Yes,No
+New Arrivals,Yes,No,No
+Exclusive Member Offers,No,No,No
+Personal Styling Invite,No,No,No
+Autumn Collection Preview,Yes,Yes,No

data/datasets/loyalty_program_overview.csv

@@ -0,0 +1,2 @@
+TotalPointsEarned,PointsRedeemed,CurrentPointBalance,PointsExpiringNextMonth
+4800,3600,1200,1200

data/datasets/product_return_rates.csv

@@ -0,0 +1,6 @@
+Category,ReturnRate
+Dresses,15
+Shoes,10
+Accessories,8
+Outerwear,12
+Sportswear,9

data/datasets/product_table.csv

@@ -0,0 +1,6 @@
+ProductCategory,ReturnRate,ContosoAveragePrice,CompetitorAveragePrice
+Dresses,15,120,100
+Shoes,10,100,105
+Accessories,8,60,55
+Outerwear,12,,
+Sportswear,9,80,85

data/datasets/purchase_history.csv

@@ -0,0 +1,8 @@
+OrderID,Date,ItemsPurchased,TotalAmount,DiscountApplied,DateDelivered,ReturnFlag
+O5678,2023-03-15,"Summer Floral Dress, Sun Hat",150,10,2023-03-19,No
+O5721,2023-04-10,"Leather Ankle Boots",120,15,2023-04-13,No
+O5789,2023-05-05,Silk Scarf,80,0,2023-05-25,Yes
+O5832,2023-06-18,Casual Sneakers,90,5,2023-06-21,No
+O5890,2023-07-22,"Evening Gown, Clutch Bag",300,20,2023-08-05,No
+O5935,2023-08-30,Denim Jacket,110,0,2023-09-03,Yes
+O5970,2023-09-12,"Fitness Leggings, Sports Bra",130,25,2023-09-18,No

data/datasets/social_media_sentiment_analysis.csv

@@ -0,0 +1,8 @@
+Month,PositiveMentions,NegativeMentions,NeutralMentions
+March,500,50,200
+April,480,60,220
+May,450,80,250
+June,400,120,300
+July,350,150,320
+August,480,70,230
+September,510,40,210

data/datasets/store_visit_history.csv

@@ -0,0 +1,4 @@
+Date,StoreLocation,Purpose,Outcome
+2023-05-12,Downtown Outlet,Browsing,"Purchased a Silk Scarf (O5789)"
+2023-07-20,Uptown Mall,Personal Styling,"Booked a session but didn't attend"
+2023-08-05,Midtown Boutique,Browsing,"No purchase"

data/datasets/subscription_benefits_utilization.csv

@@ -0,0 +1,5 @@
+Benefit,UsageFrequency
+Free Shipping,7
+Early Access to Collections,2
+Exclusive Discounts,1
+Personalized Styling Sessions,0

data/datasets/unauthorized_access_attempts.csv

@@ -0,0 +1,4 @@
+Date,IPAddress,Location,SuccessfulLogin
+2023-06-20,192.168.1.1,Home Network,Yes
+2023-07-22,203.0.113.45,Unknown,No
+2023-08-15,198.51.100.23,Office Network,Yes

data/datasets/warehouse_incident_reports.csv

@@ -0,0 +1,4 @@
+Date,IncidentDescription,AffectedOrders
+2023-06-15,Inventory system outage,100
+2023-07-18,Logistics partner strike,250
+2023-08-25,Warehouse flooding due to heavy rain,150

data/datasets/website_activity_log.csv

@@ -0,0 +1,6 @@
+Date,PagesVisited,TimeSpent
+2023-09-10,"Homepage, New Arrivals, Dresses",15
+2023-09-11,"Account Settings, Subscription Details",5
+2023-09-12,"FAQ, Return Policy",3
+2023-09-13,"Careers Page, Company Mission",2
+2023-09-14,"Sale Items, Accessories",10