Fixing deployment issues:

.gitignore

@@ -0,0 +1,28 @@
+# Python
+**/__pycache__/
+**/*.pyc
+*.pyo
+*.pyd
+.Python
+*.so
+*.egg
+*.egg-info/
+
+# Environment & Secrets
+.env
+.env.local
+*.pem
+*.key
+
+# IDE
+.vscode/
+.idea/
+*.swp
+*.swo
+*~
+
+# OS
+.DS_Store
+Thumbs.db
+
+# Note: We keep ALL data files (JSON, CSV) as they are needed for the app

ai_messaging_system_v2/logs/.gitignore

@@ -0,0 +1,5 @@
+# Note: We keep ALL log files (CSV, etc.) as they contain important data
+
+# Keep directory structure
+!.gitkeep
+!rejections/.gitkeep

visualization/.gitignore

@@ -0,0 +1,47 @@
+# Python
+__pycache__/
+*.py[cod]
+*$py.class
+*.so
+.Python
+env/
+venv/
+ENV/
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+
+# Note: We keep ALL data files (JSON, CSV, etc.) as they are needed for the app
+
+# Environment variables
+.env
+.env.local
+
+# IDEs
+.vscode/
+.idea/
+*.swp
+*.swo
+*~
+
+# OS
+.DS_Store
+Thumbs.db
+
+# Streamlit
+.streamlit/secrets.toml
+
+# Logs
+*.log

visualization/data/configs/drumeo_re_engagement_test.json

@@ -0,0 +1,193 @@
+{
+  "brand": "drumeo",
+  "campaign_type": "re_engagement",
+  "campaign_name": "UI-Test-Campaign-Re-engagement",
+  "campaign_instructions": "Keep messages encouraging and motivational. Focus on getting users excited about practicing.",
+  "1": {
+    "stage": 1,
+    "model": "gpt-5-nano",
+    "personalization": true,
+    "involve_recsys_result": true,
+    "recsys_contents": [
+      "workout",
+      "course",
+      "quick_tips"
+    ],
+    "specific_content_id": null,
+    "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+    "instructions": "",
+    "sample_examples": "Header: Your next lesson is waiting 👇 \n Message: Check it out now and improve your playing!",
+    "identifier_column": "user_id",
+    "platform": "push"
+  },
+  "2": {
+    "stage": 2,
+    "model": "gemini-2.5-flash-lite",
+    "personalization": true,
+    "involve_recsys_result": true,
+    "recsys_contents": [
+      "workout",
+      "course",
+      "quick_tips"
+    ],
+    "specific_content_id": null,
+    "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+    "instructions": "",
+    "sample_examples": "Header: It's a great day to play 🤩,\n Message: It's been a few days — warm up with a quick lesson!",
+    "identifier_column": "user_id",
+    "platform": "push"
+  },
+  "3": {
+    "stage": 3,
+    "model": "gemini-2.5-flash-lite",
+    "personalization": true,
+    "involve_recsys_result": true,
+    "recsys_contents": [
+      "workout",
+      "course",
+      "quick_tips"
+    ],
+    "specific_content_id": null,
+    "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+    "instructions": "",
+    "sample_examples": "Header: Practice makes progress 💪, \nMessage: You don't need to be perfect. But you do need practice to reach your goals!",
+    "identifier_column": "user_id",
+    "platform": "push"
+  },
+  "4": {
+    "stage": 4,
+    "model": "gemini-2.5-flash-lite",
+    "personalization": true,
+    "involve_recsys_result": true,
+    "recsys_contents": [
+      "workout",
+      "course",
+      "quick_tips"
+    ],
+    "specific_content_id": null,
+    "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+    "instructions": "",
+    "sample_examples": "Header: Never stop learning, \nMessage: Take a lesson today and get back on track!",
+    "identifier_column": "user_id",
+    "platform": "push"
+  },
+  "5": {
+    "stage": 5,
+    "model": "gemini-2.5-flash-lite",
+    "personalization": true,
+    "involve_recsys_result": true,
+    "recsys_contents": [
+      "workout",
+      "course",
+      "quick_tips"
+    ],
+    "specific_content_id": null,
+    "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+    "instructions": "",
+    "sample_examples": "Header: Get back on track ⏱️\nMessage: It's been two weeks since your last practice session. Take a lesson today!",
+    "identifier_column": "user_id",
+    "platform": "push"
+  },
+  "6": {
+    "stage": 6,
+    "model": "gemini-2.5-flash-lite",
+    "personalization": true,
+    "involve_recsys_result": true,
+    "recsys_contents": [
+      "workout",
+      "course",
+      "quick_tips"
+    ],
+    "specific_content_id": null,
+    "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+    "instructions": "",
+    "sample_examples": "Header: Keep on going!\nMessage: Get back to playing today. It only takes a few minutes!",
+    "identifier_column": "user_id",
+    "platform": "push"
+  },
+  "7": {
+    "stage": 7,
+    "model": "gemini-2.5-flash-lite",
+    "personalization": true,
+    "involve_recsys_result": true,
+    "recsys_contents": [
+      "workout",
+      "course",
+      "quick_tips"
+    ],
+    "specific_content_id": null,
+    "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+    "instructions": "",
+    "sample_examples": "Header: Ready to play? 🎸\nMessage: Let's get started. Time for a quick practice session!",
+    "identifier_column": "user_id",
+    "platform": "push"
+  },
+  "8": {
+    "stage": 8,
+    "model": "gemini-2.5-flash-lite",
+    "personalization": true,
+    "involve_recsys_result": true,
+    "recsys_contents": [
+      "workout",
+      "course",
+      "quick_tips"
+    ],
+    "specific_content_id": null,
+    "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+    "instructions": "",
+    "sample_examples": "Header: Your lesson's waiting. 📥\nMessage: We want to hear you play! Dive in today.",
+    "identifier_column": "user_id",
+    "platform": "push"
+  },
+  "9": {
+    "stage": 9,
+    "model": "gemini-2.5-flash-lite",
+    "personalization": true,
+    "involve_recsys_result": true,
+    "recsys_contents": [
+      "workout",
+      "course",
+      "quick_tips"
+    ],
+    "specific_content_id": null,
+    "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+    "instructions": "",
+    "sample_examples": "Header: Time for a comeback!\nMessage: We haven't seen you in 25 days. This will help get you back into the groove!",
+    "identifier_column": "user_id",
+    "platform": "push"
+  },
+  "10": {
+    "stage": 10,
+    "model": "gemini-2.5-flash-lite",
+    "personalization": true,
+    "involve_recsys_result": true,
+    "recsys_contents": [
+      "workout",
+      "course",
+      "quick_tips"
+    ],
+    "specific_content_id": null,
+    "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+    "instructions": "",
+    "sample_examples": "Header: Have you been practicing?\nMessage: You're very talented. We'd love to hear you play again!",
+    "identifier_column": "user_id",
+    "platform": "push"
+  },
+  "11": {
+    "stage": 11,
+    "model": "gemini-2.5-flash-lite",
+    "personalization": true,
+    "involve_recsys_result": true,
+    "recsys_contents": [
+      "workout",
+      "course",
+      "quick_tips"
+    ],
+    "specific_content_id": null,
+    "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+    "instructions": "",
+    "sample_examples": "Header: We Miss You 😔Message: All your lessons will just be here when you get back!",
+    "identifier_column": "user_id",
+    "platform": "push"
+  }
+}

visualization/data/configs/guitareo_re_engagement_test.json

@@ -0,0 +1,116 @@
+{
+        "campaign_name": "UI-Test-Campaign-Re-engagement",
+        "brand": "guitareo",
+        "campaign_instructions": "Keep messages encouraging and motivational. Focus on getting users excited about practicing.",
+
+        "1": {
+            "identifier_column": "user_id",
+            "stage": 1,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Your next lesson is waiting 👇 \n Message: Check it out now and improve your playing!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "2": {
+            "identifier_column": "user_id",
+            "stage": 2,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: It's a great day to play 🤩,\n Message: It's been a few days — warm up with a quick lesson!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "3": {
+            "identifier_column": "user_id",
+            "stage": 3,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Practice makes progress 💪, \nMessage: You don't need to be perfect. But you do need practice to reach your goals!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "4": {
+            "identifier_column": "user_id",
+            "stage": 4,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Never stop learning, \nMessage: Take a lesson today and get back on track!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "5": {
+            "identifier_column": "user_id",
+            "stage": 5,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Get back on track ⏱️\nMessage: It's been two weeks since your last practice session. Take a lesson today!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "6": {
+            "identifier_column": "user_id",
+            "stage": 6,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Keep on going!\nMessage: Get back to playing today. It only takes a few minutes!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "7": {
+            "identifier_column": "user_id",
+            "stage": 7,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Ready to play? 🎸\nMessage: Let's get started. Time for a quick practice session!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "8": {
+            "identifier_column": "user_id",
+            "stage": 8,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Your lesson's waiting. 📥\nMessage: We want to hear you play! Dive in today.",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "9": {
+            "identifier_column": "user_id",
+            "stage": 9,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Time for a comeback!\nMessage: We haven't seen you in 25 days. This will help get you back into the groove!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "10": {
+            "identifier_column": "user_id",
+            "stage": 10,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Have you been practicing?\nMessage: You're very talented. We'd love to hear you play again!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "11": {
+            "identifier_column": "user_id",
+            "stage": 11,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: We Miss You 😔Message: All your lessons will just be here when you get back!",
+            "model": "gemini-2.5-flash-lite"
+        }
+    }

visualization/data/configs/pianote_re_engagement_test.json

@@ -0,0 +1,116 @@
+{
+        "campaign_name": "UI-Test-Campaign-Re-engagement",
+        "brand": "pianote",
+        "campaign_instructions": "Keep messages encouraging and motivational. Focus on getting users excited about practicing.",
+
+        "1": {
+            "identifier_column": "user_id",
+            "stage": 1,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Your next lesson is waiting 👇 \n Message: Check it out now and improve your playing!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "2": {
+            "identifier_column": "user_id",
+            "stage": 2,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: It's a great day to play 🤩,\n Message: It's been a few days — warm up with a quick lesson!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "3": {
+            "identifier_column": "user_id",
+            "stage": 3,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Practice makes progress 💪, \nMessage: You don't need to be perfect. But you do need practice to reach your goals!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "4": {
+            "identifier_column": "user_id",
+            "stage": 4,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Never stop learning, \nMessage: Take a lesson today and get back on track!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "5": {
+            "identifier_column": "user_id",
+            "stage": 5,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Get back on track ⏱️\nMessage: It's been two weeks since your last practice session. Take a lesson today!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "6": {
+            "identifier_column": "user_id",
+            "stage": 6,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Keep on going!\nMessage: Get back to playing today. It only takes a few minutes!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "7": {
+            "identifier_column": "user_id",
+            "stage": 7,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Ready to play? 🎸\nMessage: Let's get started. Time for a quick practice session!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "8": {
+            "identifier_column": "user_id",
+            "stage": 8,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Your lesson's waiting. 📥\nMessage: We want to hear you play! Dive in today.",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "9": {
+            "identifier_column": "user_id",
+            "stage": 9,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Time for a comeback!\nMessage: We haven't seen you in 25 days. This will help get you back into the groove!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "10": {
+            "identifier_column": "user_id",
+            "stage": 10,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Have you been practicing?\nMessage: You're very talented. We'd love to hear you play again!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "11": {
+            "identifier_column": "user_id",
+            "stage": 11,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: We Miss You 😔Message: All your lessons will just be here when you get back!",
+            "model": "gemini-2.5-flash-lite"
+        }
+    }

visualization/data/configs/singeo_re_engagement_test.json

@@ -0,0 +1,116 @@
+{
+        "campaign_name": "UI-Test-Campaign-Re-engagement",
+        "brand": "singeo",
+        "campaign_instructions": "Keep messages encouraging and motivational. Focus on getting users excited about practicing.",
+
+        "1": {
+            "identifier_column": "user_id",
+            "stage": 1,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Your next lesson is waiting 👇 \n Message: Check it out now and improve your singing!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "2": {
+            "identifier_column": "user_id",
+            "stage": 2,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: It's a great day to sing 🤩,\n Message: It's been a few days — warm up with a quick lesson!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "3": {
+            "identifier_column": "user_id",
+            "stage": 3,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Practice makes progress 💪, \nMessage: You don't need to be perfect. But you do need practice to reach your goals!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "4": {
+            "identifier_column": "user_id",
+            "stage": 4,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Never stop learning, \nMessage: Take a lesson today and get back on track!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "5": {
+            "identifier_column": "user_id",
+            "stage": 5,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Get back on track ⏱️\nMessage: It's been two weeks since your last practice session. Take a lesson today!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "6": {
+            "identifier_column": "user_id",
+            "stage": 6,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Keep on going!\nMessage: Get back to singing today. It only takes a few minutes!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "7": {
+            "identifier_column": "user_id",
+            "stage": 7,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Ready to play? 🎸\nMessage: Let's get started. Time for a quick practice session!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "8": {
+            "identifier_column": "user_id",
+            "stage": 8,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Your lesson's waiting. 📥\nMessage: We want to hear you sing! Dive in today.",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "9": {
+            "identifier_column": "user_id",
+            "stage": 9,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Time for a comeback!\nMessage: We haven't seen you in 25 days. This will help get you back into the groove!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "10": {
+            "identifier_column": "user_id",
+            "stage": 10,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: Have you been practicing?\nMessage: You have a lovely voice. We'd love to hear it again!",
+            "model": "gemini-2.5-flash-lite"
+        },
+        "11": {
+            "identifier_column": "user_id",
+            "stage": 11,
+            "segment_info": "Students who haven't practiced and logged into the app after at least 3 days.",
+            "recsys_contents": ["workout", "course", "quick_tips"],
+            "involve_recsys_result": true,
+            "personalization": true,
+            "sample_examples": "Header: We Miss You 😔Message: All your lessons will just be here when you get back!",
+            "model": "gemini-2.5-flash-lite"
+        }
+    }