dafa commited on
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Parent(s): 5c09de6
Publish synthetic abandoned cart email examples
Browse files- README.md +131 -0
- data/test.jsonl +36 -0
- data/train.jsonl +0 -0
- data/validation.jsonl +36 -0
- generate_dataset.py +491 -0
README.md
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---
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pretty_name: Synthetic Abandoned Cart Email Examples
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language:
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- en
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- fr
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license: cc-by-4.0
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task_categories:
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- text-classification
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- text-generation
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tags:
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- ecommerce
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- email-marketing
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- abandoned-cart
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- synthetic-data
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- multilingual
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- responsible-ai
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size_categories:
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- n<1K
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configs:
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- config_name: default
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data_files:
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- split: train
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path: data/train.jsonl
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- split: validation
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path: data/validation.jsonl
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- split: test
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path: data/test.jsonl
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---
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# Synthetic Abandoned Cart Email Examples
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An entirely synthetic, bilingual collection of abandoned-cart email drafts with transparent checklist annotations. It is intended for education, prototyping, and evaluation, and contains no real recipients, customer messages, orders, merchant data, or campaign results.
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## Dataset Description
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The dataset mirrors the five visible checks in NeuroCheckout's public [Abandoned Cart Email Checker](https://huggingface.co/spaces/neurocheckout-ai/abandoned-cart-email-checker?utm_source=huggingface&utm_medium=dataset&utm_campaign=synthetic_abandoned_cart_emails&utm_content=dataset_card):
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- message clarity;
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- primary call to action;
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- synthetic personalization placeholders;
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- send timing;
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- excessive discount risk.
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The scores reproduce deterministic educational rules committed with the generator. They are not conversion predictions, deliverability scores, legal reviews, or evidence that an email will perform well.
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## Composition
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| Dimension | Count |
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| --- | ---: |
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| Total examples | 180 |
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| Train | 108 |
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| Validation | 36 |
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| Test | 36 |
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| English | 90 |
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| French | 90 |
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| First reminder | 60 |
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| Second reminder | 60 |
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| Final reminder | 60 |
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| Each readiness label | 60 |
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Ten fictional product categories are used. All languages, stages, and quality variants for one product category stay in the same split, preventing closely related product concepts from crossing split boundaries.
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## Readiness Labels
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| Label | Score range | Meaning |
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| --- | ---: | --- |
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| `ready_for_final_review` | 85-100 | No critical checklist issue remains; final campaign review is still required |
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| `needs_focused_edit` | 65-84 | One or more checklist areas need a focused correction |
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| `revise_before_scheduling` | 0-64 | Multiple or serious checklist issues should be revised before scheduling |
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Each of the five check scores ranges from zero to twenty. `issue_tags` lists checks below sixteen, while `primary_issue` identifies the lowest-scoring check.
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## Schema
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| Field | Description |
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| --- | --- |
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| `id` | Stable synthetic draft identifier |
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| `draft_variant` | `balanced`, `focused_edit`, or `high_risk` generation variant |
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| `language` | `en` or `fr` |
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| `stage` | `first`, `second`, or `final` reminder |
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| `product_category` | Fictional product concept used to vary the draft |
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| `subject`, `preview_text`, `body`, `cta` | Synthetic email content |
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| `delay_hours` | Illustrative delay after cart abandonment |
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| `configured_discount_percent` | Discount entered in the illustrative campaign settings |
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| `detected_discount_percent` | Highest percentage detected in the draft text |
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| `clarity_score`, `cta_score`, `personalization_score`, `timing_score`, `discount_score` | Transparent checklist scores from zero to twenty |
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| `readiness_score` | Sum of the five checklist scores |
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| `readiness_label` | Readiness band derived from the total |
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| `issue_tags`, `primary_issue` | Checklist areas requiring attention |
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| `synthetic` | Always `true` |
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## Usage
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```python
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from datasets import load_dataset
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dataset = load_dataset("neurocheckout-ai/synthetic-abandoned-cart-email-examples")
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print(dataset["train"][0])
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```
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Potential educational uses include testing rule reproduction, evaluating classification of draft issues, demonstrating score explanations, and exploring controlled email generation. Real campaigns require consent, suppression handling, localization, deliverability testing, accurate promotional terms, brand review, margin validation, and applicable legal review.
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## Generation and Validation
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The committed `generate_dataset.py` script creates all rows deterministically and independently recalculates every annotation. It verifies:
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- exact split, language, stage, variant, and label counts;
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- unique identifiers and normalized draft content;
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- score totals, readiness bands, issue tags, and detected discounts;
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- product-concept isolation between splits;
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- use of only `{{ first_name }}`, `{{ product_name }}`, and `{{ cart_url }}` placeholders;
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- absence of email addresses, phone-like strings, and long digit sequences.
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## Limitations and Responsible Use
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- The drafts are template-generated and intentionally balanced, unlike real campaign traffic.
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- English and French wording does not represent every locale, register, brand, or accessibility need.
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- The timing windows and discount thresholds are educational starting points only.
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- The dataset contains no opens, clicks, purchases, deliverability outcomes, consent status, or causal performance labels.
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- A high readiness score does not establish safety, compliance, fairness, brand fit, or production quality.
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- The public rules and examples do not reveal or claim to represent NeuroCheckout's internal systems or customer workflows.
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Never replace placeholders with real personal data in a public dataset. Do not use these examples to target vulnerable people, create deceptive urgency, bypass consent, or guarantee promotional outcomes.
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## License
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The dataset and generation script are released under the Creative Commons Attribution 4.0 International license (`CC BY 4.0`).
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## Learn More
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Read NeuroCheckout's educational guide: [AI Models for Ecommerce](https://www.neurocheckout.com/resources/ai-models-for-ecommerce?utm_source=huggingface&utm_medium=dataset&utm_campaign=synthetic_abandoned_cart_emails&utm_content=dataset_card_guide).
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data/test.jsonl
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{"id":"sace-yoga-mat-en-second-high_risk","draft_variant":"high_risk","language":"en","stage":"second","product_category":"yoga-mat","subject":"SECOND RECYCLED YOGA MAT - BUY NOW!!!","preview_text":"Your only chance disappears immediately!","body":"Your recycled yoga mat might disappear. Act immediately and do not miss this only chance. Get 50% off now!!!","cta":"CLICK HERE!!!","delay_hours":72,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":5,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":20,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
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{"id":"sace-yoga-mat-fr-second-focused_edit","draft_variant":"focused_edit","language":"fr","stage":"second","product_category":"yoga-mat","subject":"RAPPEL","preview_text":"Un rappel intermédiaire très court pour tapis de yoga recyclé.","body":"Bonjour {{ first_name }}, votre {{ product_name }} vous attend. Utilisez {{ cart_url }} quand vous le souhaitez.","cta":"Retrouver mon panier","delay_hours":24,"configured_discount_percent":5,"detected_discount_percent":0.0,"clarity_score":3,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":18,"readiness_score":81,"readiness_label":"needs_focused_edit","issue_tags":["clarity"],"primary_issue":"clarity","synthetic":true}
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{"id":"sace-yoga-mat-en-second-focused_edit","draft_variant":"focused_edit","language":"en","stage":"second","product_category":"yoga-mat","subject":"REMINDER","preview_text":"A very short second reminder for the recycled yoga mat.","body":"Hi {{ first_name }}, your {{ product_name }} is waiting. Use {{ cart_url }} whenever you are ready.","cta":"Return to your cart","delay_hours":24,"configured_discount_percent":5,"detected_discount_percent":0.0,"clarity_score":3,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":18,"readiness_score":81,"readiness_label":"needs_focused_edit","issue_tags":["clarity"],"primary_issue":"clarity","synthetic":true}
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{"id":"sace-yoga-mat-fr-final-high_risk","draft_variant":"high_risk","language":"fr","stage":"final","product_category":"yoga-mat","subject":"DERNIER TAPIS DE YOGA RECYCLÉ - ACHETEZ MAINTENANT !!!","preview_text":"Votre seule chance disparaît immédiatement !","body":"Votre tapis de yoga recyclé peut disparaître. Agissez immédiatement et ne manquez pas cette seule chance. Obtenez 50% maintenant !!!","cta":"CLIQUEZ ICI !!!","delay_hours":24,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":8,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":23,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
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{"id":"sace-watch-band-en-second-high_risk","draft_variant":"high_risk","language":"en","stage":"second","product_category":"watch-band","subject":"SECOND SMARTWATCH BAND - BUY NOW!!!","preview_text":"Your only chance disappears immediately!","body":"Your smartwatch band might disappear. Act immediately and do not miss this only chance. Get 50% off now!!!","cta":"CLICK HERE!!!","delay_hours":72,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":5,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":20,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
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{"id":"sace-yoga-mat-fr-second-balanced","draft_variant":"balanced","language":"fr","stage":"second","product_category":"yoga-mat","subject":"Rappel pour votre tapis de yoga recyclé enregistré","preview_text":"Vérifiez le produit, la livraison et le montant final.","body":"Bonjour {{ first_name }},\n\nVotre {{ product_name }} de la sélection tapis de yoga recyclé est toujours enregistré dans votre panier. Nous avons conservé l'article afin que vous puissiez vérifier ses détails, la livraison, les retours et le montant final avant de décider. Utilisez {{ cart_url }} pour retrouver votre panier en toute sécurité lorsque vous le souhaitez. Une offre de relance de 5% est disponible au paiement selon les conditions indiquées. Notre équipe peut vous aider si vous avez une question avant de finaliser la commande.","cta":"Retrouver mon panier","delay_hours":24,"configured_discount_percent":5,"detected_discount_percent":5.0,"clarity_score":16,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":18,"readiness_score":94,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
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{"id":"sace-yoga-mat-en-first-focused_edit","draft_variant":"focused_edit","language":"en","stage":"first","product_category":"yoga-mat","subject":"REMINDER","preview_text":"A very short first reminder for the recycled yoga mat.","body":"Hi {{ first_name }}, your {{ product_name }} is waiting. Use {{ cart_url }} whenever you are ready.","cta":"Return to your cart","delay_hours":2,"configured_discount_percent":0,"detected_discount_percent":0.0,"clarity_score":3,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":20,"readiness_score":83,"readiness_label":"needs_focused_edit","issue_tags":["clarity"],"primary_issue":"clarity","synthetic":true}
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{"id":"sace-watch-band-fr-final-high_risk","draft_variant":"high_risk","language":"fr","stage":"final","product_category":"watch-band","subject":"DERNIER BRACELET DE MONTRE CONNECTÉE - ACHETEZ MAINTENANT !!!","preview_text":"Votre seule chance disparaît immédiatement !","body":"Votre bracelet de montre connectée peut disparaître. Agissez immédiatement et ne manquez pas cette seule chance. Obtenez 50% maintenant !!!","cta":"CLIQUEZ ICI !!!","delay_hours":24,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":6,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":21,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
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{"id":"sace-watch-band-en-final-balanced","draft_variant":"balanced","language":"en","stage":"final","product_category":"watch-band","subject":"Final reminder for your saved smartwatch band","preview_text":"A final opportunity to review the item saved in your cart.","body":"Hi {{ first_name }},\n\nYour {{ product_name }} from the smartwatch band selection is still saved in your cart. We kept the item ready so you can review its details, shipping choices, return information, and final total before deciding. Use {{ cart_url }} to return securely whenever you are ready. A 15% recovery offer is available at checkout under the stated terms. Our support team can help if you have a question before completing the order.","cta":"Complete your order","delay_hours":72,"configured_discount_percent":15,"detected_discount_percent":15.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":18,"readiness_score":98,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
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{"id":"sace-yoga-mat-en-final-focused_edit","draft_variant":"focused_edit","language":"en","stage":"final","product_category":"yoga-mat","subject":"REMINDER","preview_text":"A very short final reminder for the recycled yoga mat.","body":"Hi {{ first_name }}, your {{ product_name }} is waiting. Use {{ cart_url }} whenever you are ready.","cta":"Complete your order","delay_hours":72,"configured_discount_percent":10,"detected_discount_percent":0.0,"clarity_score":3,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":18,"readiness_score":81,"readiness_label":"needs_focused_edit","issue_tags":["clarity"],"primary_issue":"clarity","synthetic":true}
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{"id":"sace-yoga-mat-fr-first-balanced","draft_variant":"balanced","language":"fr","stage":"first","product_category":"yoga-mat","subject":"Votre tapis de yoga recyclé reste dans le panier","preview_text":"Retrouvez votre sélection lorsque vous serez prêt.","body":"Bonjour {{ first_name }},\n\nVotre {{ product_name }} de la sélection tapis de yoga recyclé est toujours enregistré dans votre panier. Nous avons conservé l'article afin que vous puissiez vérifier ses détails, la livraison, les retours et le montant final avant de décider. Utilisez {{ cart_url }} pour retrouver votre panier en toute sécurité lorsque vous le souhaitez. Notre équipe peut vous aider si vous avez une question avant de finaliser la commande.","cta":"Retrouver mon panier","delay_hours":2,"configured_discount_percent":0,"detected_discount_percent":0.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":20,"readiness_score":100,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
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{"id":"sace-yoga-mat-fr-final-focused_edit","draft_variant":"focused_edit","language":"fr","stage":"final","product_category":"yoga-mat","subject":"RAPPEL","preview_text":"Un rappel final très court pour tapis de yoga recyclé.","body":"Bonjour {{ first_name }}, votre {{ product_name }} vous attend. Utilisez {{ cart_url }} quand vous le souhaitez.","cta":"Finaliser ma commande","delay_hours":72,"configured_discount_percent":10,"detected_discount_percent":0.0,"clarity_score":3,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":18,"readiness_score":81,"readiness_label":"needs_focused_edit","issue_tags":["clarity"],"primary_issue":"clarity","synthetic":true}
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{"id":"sace-yoga-mat-fr-second-high_risk","draft_variant":"high_risk","language":"fr","stage":"second","product_category":"yoga-mat","subject":"DEUXIEME TAPIS DE YOGA RECYCLÉ - ACHETEZ MAINTENANT !!!","preview_text":"Votre seule chance disparaît immédiatement !","body":"Votre tapis de yoga recyclé peut disparaître. Agissez immédiatement et ne manquez pas cette seule chance. Obtenez 50% maintenant !!!","cta":"CLIQUEZ ICI !!!","delay_hours":72,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":8,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":23,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
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| 14 |
+
{"id":"sace-yoga-mat-en-first-balanced","draft_variant":"balanced","language":"en","stage":"first","product_category":"yoga-mat","subject":"Your saved recycled yoga mat are waiting","preview_text":"Return to your selection whenever you are ready.","body":"Hi {{ first_name }},\n\nYour {{ product_name }} from the recycled yoga mat selection is still saved in your cart. We kept the item ready so you can review its details, shipping choices, return information, and final total before deciding. Use {{ cart_url }} to return securely whenever you are ready. Our support team can help if you have a question before completing the order.","cta":"Return to your cart","delay_hours":2,"configured_discount_percent":0,"detected_discount_percent":0.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":20,"readiness_score":100,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
|
| 15 |
+
{"id":"sace-yoga-mat-en-final-balanced","draft_variant":"balanced","language":"en","stage":"final","product_category":"yoga-mat","subject":"Final reminder for your saved recycled yoga mat","preview_text":"A final opportunity to review the item saved in your cart.","body":"Hi {{ first_name }},\n\nYour {{ product_name }} from the recycled yoga mat selection is still saved in your cart. We kept the item ready so you can review its details, shipping choices, return information, and final total before deciding. Use {{ cart_url }} to return securely whenever you are ready. A 10% recovery offer is available at checkout under the stated terms. Our support team can help if you have a question before completing the order.","cta":"Complete your order","delay_hours":72,"configured_discount_percent":10,"detected_discount_percent":10.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":18,"readiness_score":98,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
|
| 16 |
+
{"id":"sace-watch-band-en-first-focused_edit","draft_variant":"focused_edit","language":"en","stage":"first","product_category":"watch-band","subject":"Your saved smartwatch band are waiting","preview_text":"A 25% offer is included in this reminder.","body":"Hi {{ first_name }},\n\nYour {{ product_name }} from the smartwatch band selection is still saved in your cart. We kept the item ready so you can review its details, shipping choices, return information, and final total before deciding. Use {{ cart_url }} to return securely whenever you are ready. Our support team can help if you have a question before completing the order. The stated recovery discount is 25% for this message.","cta":"Return to your cart","delay_hours":8,"configured_discount_percent":25,"detected_discount_percent":25.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":12,"discount_score":0,"readiness_score":72,"readiness_label":"needs_focused_edit","issue_tags":["timing","discount"],"primary_issue":"discount","synthetic":true}
|
| 17 |
+
{"id":"sace-watch-band-en-first-balanced","draft_variant":"balanced","language":"en","stage":"first","product_category":"watch-band","subject":"Your saved smartwatch band are waiting","preview_text":"Return to your selection whenever you are ready.","body":"Hi {{ first_name }},\n\nYour {{ product_name }} from the smartwatch band selection is still saved in your cart. We kept the item ready so you can review its details, shipping choices, return information, and final total before deciding. Use {{ cart_url }} to return securely whenever you are ready. Our support team can help if you have a question before completing the order.","cta":"Return to your cart","delay_hours":2,"configured_discount_percent":0,"detected_discount_percent":0.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":20,"readiness_score":100,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
|
| 18 |
+
{"id":"sace-watch-band-en-final-focused_edit","draft_variant":"focused_edit","language":"en","stage":"final","product_category":"watch-band","subject":"Final reminder for your saved smartwatch band","preview_text":"A 30% offer is included in this reminder.","body":"Hi {{ first_name }},\n\nYour {{ product_name }} from the smartwatch band selection is still saved in your cart. We kept the item ready so you can review its details, shipping choices, return information, and final total before deciding. Use {{ cart_url }} to return securely whenever you are ready. A 15% recovery offer is available at checkout under the stated terms. Our support team can help if you have a question before completing the order. The stated recovery discount is 30% for this message.","cta":"Complete your order","delay_hours":90,"configured_discount_percent":30,"detected_discount_percent":30.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":12,"discount_score":0,"readiness_score":72,"readiness_label":"needs_focused_edit","issue_tags":["timing","discount"],"primary_issue":"discount","synthetic":true}
|
| 19 |
+
{"id":"sace-yoga-mat-fr-final-balanced","draft_variant":"balanced","language":"fr","stage":"final","product_category":"yoga-mat","subject":"Dernier rappel pour votre tapis de yoga recyclé","preview_text":"Une dernière occasion de revoir l'article conservé dans votre panier.","body":"Bonjour {{ first_name }},\n\nVotre {{ product_name }} de la sélection tapis de yoga recyclé est toujours enregistré dans votre panier. Nous avons conservé l'article afin que vous puissiez vérifier ses détails, la livraison, les retours et le montant final avant de décider. Utilisez {{ cart_url }} pour retrouver votre panier en toute sécurité lorsque vous le souhaitez. Une offre de relance de 10% est disponible au paiement selon les conditions indiquées. Notre équipe peut vous aider si vous avez une question avant de finaliser la commande.","cta":"Finaliser ma commande","delay_hours":72,"configured_discount_percent":10,"detected_discount_percent":10.0,"clarity_score":16,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":18,"readiness_score":94,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
|
| 20 |
+
{"id":"sace-watch-band-en-first-high_risk","draft_variant":"high_risk","language":"en","stage":"first","product_category":"watch-band","subject":"FIRST SMARTWATCH BAND - BUY NOW!!!","preview_text":"Your only chance disappears immediately!","body":"Your smartwatch band might disappear. Act immediately and do not miss this only chance. Get 50% off now!!!","cta":"CLICK HERE!!!","delay_hours":24,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":5,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":20,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
|
| 21 |
+
{"id":"sace-yoga-mat-en-final-high_risk","draft_variant":"high_risk","language":"en","stage":"final","product_category":"yoga-mat","subject":"FINAL RECYCLED YOGA MAT - BUY NOW!!!","preview_text":"Your only chance disappears immediately!","body":"Your recycled yoga mat might disappear. Act immediately and do not miss this only chance. Get 50% off now!!!","cta":"CLICK HERE!!!","delay_hours":24,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":5,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":20,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
|
| 22 |
+
{"id":"sace-watch-band-fr-second-high_risk","draft_variant":"high_risk","language":"fr","stage":"second","product_category":"watch-band","subject":"DEUXIEME BRACELET DE MONTRE CONNECTÉE - ACHETEZ MAINTENANT !!!","preview_text":"Votre seule chance disparaît immédiatement !","body":"Votre bracelet de montre connectée peut disparaître. Agissez immédiatement et ne manquez pas cette seule chance. Obtenez 50% maintenant !!!","cta":"CLIQUEZ ICI !!!","delay_hours":72,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":6,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":21,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
|
| 23 |
+
{"id":"sace-yoga-mat-fr-first-focused_edit","draft_variant":"focused_edit","language":"fr","stage":"first","product_category":"yoga-mat","subject":"RAPPEL","preview_text":"Un rappel initial très court pour tapis de yoga recyclé.","body":"Bonjour {{ first_name }}, votre {{ product_name }} vous attend. Utilisez {{ cart_url }} quand vous le souhaitez.","cta":"Retrouver mon panier","delay_hours":2,"configured_discount_percent":0,"detected_discount_percent":0.0,"clarity_score":3,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":20,"readiness_score":83,"readiness_label":"needs_focused_edit","issue_tags":["clarity"],"primary_issue":"clarity","synthetic":true}
|
| 24 |
+
{"id":"sace-watch-band-en-final-high_risk","draft_variant":"high_risk","language":"en","stage":"final","product_category":"watch-band","subject":"FINAL SMARTWATCH BAND - BUY NOW!!!","preview_text":"Your only chance disappears immediately!","body":"Your smartwatch band might disappear. Act immediately and do not miss this only chance. Get 50% off now!!!","cta":"CLICK HERE!!!","delay_hours":24,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":5,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":20,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
|
| 25 |
+
{"id":"sace-yoga-mat-en-second-balanced","draft_variant":"balanced","language":"en","stage":"second","product_category":"yoga-mat","subject":"A reminder about your saved recycled yoga mat","preview_text":"Review your saved item, delivery choices, and final total.","body":"Hi {{ first_name }},\n\nYour {{ product_name }} from the recycled yoga mat selection is still saved in your cart. We kept the item ready so you can review its details, shipping choices, return information, and final total before deciding. Use {{ cart_url }} to return securely whenever you are ready. A 5% recovery offer is available at checkout under the stated terms. Our support team can help if you have a question before completing the order.","cta":"Return to your cart","delay_hours":24,"configured_discount_percent":5,"detected_discount_percent":5.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":18,"readiness_score":98,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
|
| 26 |
+
{"id":"sace-yoga-mat-fr-first-high_risk","draft_variant":"high_risk","language":"fr","stage":"first","product_category":"yoga-mat","subject":"PREMIER TAPIS DE YOGA RECYCLÉ - ACHETEZ MAINTENANT !!!","preview_text":"Votre seule chance disparaît immédiatement !","body":"Votre tapis de yoga recyclé peut disparaître. Agissez immédiatement et ne manquez pas cette seule chance. Obtenez 50% maintenant !!!","cta":"CLIQUEZ ICI !!!","delay_hours":24,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":8,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":23,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
|
| 27 |
+
{"id":"sace-watch-band-en-second-focused_edit","draft_variant":"focused_edit","language":"en","stage":"second","product_category":"watch-band","subject":"A reminder about your saved smartwatch band","preview_text":"A 25% offer is included in this reminder.","body":"Hi {{ first_name }},\n\nYour {{ product_name }} from the smartwatch band selection is still saved in your cart. We kept the item ready so you can review its details, shipping choices, return information, and final total before deciding. Use {{ cart_url }} to return securely whenever you are ready. A 5% recovery offer is available at checkout under the stated terms. Our support team can help if you have a question before completing the order. The stated recovery discount is 25% for this message.","cta":"Return to your cart","delay_hours":40,"configured_discount_percent":25,"detected_discount_percent":25.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":12,"discount_score":0,"readiness_score":72,"readiness_label":"needs_focused_edit","issue_tags":["timing","discount"],"primary_issue":"discount","synthetic":true}
|
| 28 |
+
{"id":"sace-watch-band-fr-final-focused_edit","draft_variant":"focused_edit","language":"fr","stage":"final","product_category":"watch-band","subject":"Dernier rappel pour votre bracelet de montre connectée","preview_text":"Une offre de 30% est incluse dans ce rappel.","body":"Bonjour {{ first_name }},\n\nVotre {{ product_name }} de la sélection bracelet de montre connectée est toujours enregistré dans votre panier. Nous avons conservé l'article afin que vous puissiez vérifier ses détails, la livraison, les retours et le montant final avant de décider. Utilisez {{ cart_url }} pour retrouver votre panier en toute sécurité lorsque vous le souhaitez. Une offre de relance de 15% est disponible au paiement selon les conditions indiquées. Notre équipe peut vous aider si vous avez une question avant de finaliser la commande. La remise de relance indiquée est de 30% pour ce message.","cta":"Finaliser ma commande","delay_hours":90,"configured_discount_percent":30,"detected_discount_percent":30.0,"clarity_score":16,"cta_score":20,"personalization_score":20,"timing_score":12,"discount_score":0,"readiness_score":68,"readiness_label":"needs_focused_edit","issue_tags":["timing","discount"],"primary_issue":"discount","synthetic":true}
|
| 29 |
+
{"id":"sace-watch-band-fr-second-focused_edit","draft_variant":"focused_edit","language":"fr","stage":"second","product_category":"watch-band","subject":"Rappel pour votre bracelet de montre connectée enregistré","preview_text":"Une offre de 25% est incluse dans ce rappel.","body":"Bonjour {{ first_name }},\n\nVotre {{ product_name }} de la sélection bracelet de montre connectée est toujours enregistré dans votre panier. Nous avons conservé l'article afin que vous puissiez vérifier ses détails, la livraison, les retours et le montant final avant de décider. Utilisez {{ cart_url }} pour retrouver votre panier en toute sécurité lorsque vous le souhaitez. Une offre de relance de 5% est disponible au paiement selon les conditions indiquées. Notre équipe peut vous aider si vous avez une question avant de finaliser la commande. La remise de relance indiquée est de 25% pour ce message.","cta":"Retrouver mon panier","delay_hours":40,"configured_discount_percent":25,"detected_discount_percent":25.0,"clarity_score":16,"cta_score":20,"personalization_score":20,"timing_score":12,"discount_score":0,"readiness_score":68,"readiness_label":"needs_focused_edit","issue_tags":["timing","discount"],"primary_issue":"discount","synthetic":true}
|
| 30 |
+
{"id":"sace-watch-band-en-second-balanced","draft_variant":"balanced","language":"en","stage":"second","product_category":"watch-band","subject":"A reminder about your saved smartwatch band","preview_text":"Review your saved item, delivery choices, and final total.","body":"Hi {{ first_name }},\n\nYour {{ product_name }} from the smartwatch band selection is still saved in your cart. We kept the item ready so you can review its details, shipping choices, return information, and final total before deciding. Use {{ cart_url }} to return securely whenever you are ready. A 5% recovery offer is available at checkout under the stated terms. Our support team can help if you have a question before completing the order.","cta":"Return to your cart","delay_hours":24,"configured_discount_percent":5,"detected_discount_percent":5.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":18,"readiness_score":98,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
|
| 31 |
+
{"id":"sace-watch-band-fr-final-balanced","draft_variant":"balanced","language":"fr","stage":"final","product_category":"watch-band","subject":"Dernier rappel pour votre bracelet de montre connectée","preview_text":"Une dernière occasion de revoir l'article conservé dans votre panier.","body":"Bonjour {{ first_name }},\n\nVotre {{ product_name }} de la sélection bracelet de montre connectée est toujours enregistré dans votre panier. Nous avons conservé l'article afin que vous puissiez vérifier ses détails, la livraison, les retours et le montant final avant de décider. Utilisez {{ cart_url }} pour retrouver votre panier en toute sécurité lorsque vous le souhaitez. Une offre de relance de 15% est disponible au paiement selon les conditions indiquées. Notre équipe peut vous aider si vous avez une question avant de finaliser la commande.","cta":"Finaliser ma commande","delay_hours":72,"configured_discount_percent":15,"detected_discount_percent":15.0,"clarity_score":16,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":18,"readiness_score":94,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
|
| 32 |
+
{"id":"sace-watch-band-fr-second-balanced","draft_variant":"balanced","language":"fr","stage":"second","product_category":"watch-band","subject":"Rappel pour votre bracelet de montre connectée enregistré","preview_text":"Vérifiez le produit, la livraison et le montant final.","body":"Bonjour {{ first_name }},\n\nVotre {{ product_name }} de la sélection bracelet de montre connectée est toujours enregistré dans votre panier. Nous avons conservé l'article afin que vous puissiez vérifier ses détails, la livraison, les retours et le montant final avant de décider. Utilisez {{ cart_url }} pour retrouver votre panier en toute sécurité lorsque vous le souhaitez. Une offre de relance de 5% est disponible au paiement selon les conditions indiquées. Notre équipe peut vous aider si vous avez une question avant de finaliser la commande.","cta":"Retrouver mon panier","delay_hours":24,"configured_discount_percent":5,"detected_discount_percent":5.0,"clarity_score":16,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":18,"readiness_score":94,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
|
| 33 |
+
{"id":"sace-yoga-mat-en-first-high_risk","draft_variant":"high_risk","language":"en","stage":"first","product_category":"yoga-mat","subject":"FIRST RECYCLED YOGA MAT - BUY NOW!!!","preview_text":"Your only chance disappears immediately!","body":"Your recycled yoga mat might disappear. Act immediately and do not miss this only chance. Get 50% off now!!!","cta":"CLICK HERE!!!","delay_hours":24,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":5,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":20,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
|
| 34 |
+
{"id":"sace-watch-band-fr-first-high_risk","draft_variant":"high_risk","language":"fr","stage":"first","product_category":"watch-band","subject":"PREMIER BRACELET DE MONTRE CONNECTÉE - ACHETEZ MAINTENANT !!!","preview_text":"Votre seule chance disparaît immédiatement !","body":"Votre bracelet de montre connectée peut disparaître. Agissez immédiatement et ne manquez pas cette seule chance. Obtenez 50% maintenant !!!","cta":"CLIQUEZ ICI !!!","delay_hours":24,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":6,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":21,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
|
| 35 |
+
{"id":"sace-watch-band-fr-first-balanced","draft_variant":"balanced","language":"fr","stage":"first","product_category":"watch-band","subject":"Votre bracelet de montre connectée reste dans le panier","preview_text":"Retrouvez votre sélection lorsque vous serez prêt.","body":"Bonjour {{ first_name }},\n\nVotre {{ product_name }} de la sélection bracelet de montre connectée est toujours enregistré dans votre panier. Nous avons conservé l'article afin que vous puissiez vérifier ses détails, la livraison, les retours et le montant final avant de décider. Utilisez {{ cart_url }} pour retrouver votre panier en toute sécurité lorsque vous le souhaitez. Notre équipe peut vous aider si vous avez une question avant de finaliser la commande.","cta":"Retrouver mon panier","delay_hours":2,"configured_discount_percent":0,"detected_discount_percent":0.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":20,"readiness_score":100,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
|
| 36 |
+
{"id":"sace-watch-band-fr-first-focused_edit","draft_variant":"focused_edit","language":"fr","stage":"first","product_category":"watch-band","subject":"Votre bracelet de montre connectée reste dans le panier","preview_text":"Une offre de 25% est incluse dans ce rappel.","body":"Bonjour {{ first_name }},\n\nVotre {{ product_name }} de la sélection bracelet de montre connectée est toujours enregistré dans votre panier. Nous avons conservé l'article afin que vous puissiez vérifier ses détails, la livraison, les retours et le montant final avant de décider. Utilisez {{ cart_url }} pour retrouver votre panier en toute sécurité lorsque vous le souhaitez. Notre équipe peut vous aider si vous avez une question avant de finaliser la commande. La remise de relance indiquée est de 25% pour ce message.","cta":"Retrouver mon panier","delay_hours":8,"configured_discount_percent":25,"detected_discount_percent":25.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":12,"discount_score":0,"readiness_score":72,"readiness_label":"needs_focused_edit","issue_tags":["timing","discount"],"primary_issue":"discount","synthetic":true}
|
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| 1 |
+
{"id":"sace-skincare-set-fr-first-balanced","draft_variant":"balanced","language":"fr","stage":"first","product_category":"skincare-set","subject":"Votre coffret de soins reste dans le panier","preview_text":"Retrouvez votre sélection lorsque vous serez prêt.","body":"Bonjour {{ first_name }},\n\nVotre {{ product_name }} de la sélection coffret de soins est toujours enregistré dans votre panier. Nous avons conservé l'article afin que vous puissiez vérifier ses détails, la livraison, les retours et le montant final avant de décider. Utilisez {{ cart_url }} pour retrouver votre panier en toute sécurité lorsque vous le souhaitez. Notre équipe peut vous aider si vous avez une question avant de finaliser la commande.","cta":"Retrouver mon panier","delay_hours":2,"configured_discount_percent":0,"detected_discount_percent":0.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":20,"readiness_score":100,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
|
| 2 |
+
{"id":"sace-skincare-set-en-second-focused_edit","draft_variant":"focused_edit","language":"en","stage":"second","product_category":"skincare-set","subject":"A reminder about your saved skincare set","preview_text":"The skincare set reminder is scheduled outside its preferred window.","body":"Hi {{ first_name }},\n\nYour {{ product_name }} from the skincare set selection is still saved in your cart. We kept the item ready so you can review its details, shipping choices, return information, and final total before deciding. Use {{ cart_url }} to return securely whenever you are ready. A 5% recovery offer is available at checkout under the stated terms. Our support team can help if you have a question before completing the order.","cta":"Return to your cart","delay_hours":72,"configured_discount_percent":5,"detected_discount_percent":5.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":4,"discount_score":18,"readiness_score":82,"readiness_label":"needs_focused_edit","issue_tags":["timing"],"primary_issue":"timing","synthetic":true}
|
| 3 |
+
{"id":"sace-skincare-set-fr-second-balanced","draft_variant":"balanced","language":"fr","stage":"second","product_category":"skincare-set","subject":"Rappel pour votre coffret de soins enregistré","preview_text":"Vérifiez le produit, la livraison et le montant final.","body":"Bonjour {{ first_name }},\n\nVotre {{ product_name }} de la sélection coffret de soins est toujours enregistré dans votre panier. Nous avons conservé l'article afin que vous puissiez vérifier ses détails, la livraison, les retours et le montant final avant de décider. Utilisez {{ cart_url }} pour retrouver votre panier en toute sécurité lorsque vous le souhaitez. Une offre de relance de 5% est disponible au paiement selon les conditions indiquées. Notre équipe peut vous aider si vous avez une question avant de finaliser la commande.","cta":"Retrouver mon panier","delay_hours":24,"configured_discount_percent":5,"detected_discount_percent":5.0,"clarity_score":16,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":18,"readiness_score":94,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
|
| 4 |
+
{"id":"sace-cookbook-en-first-balanced","draft_variant":"balanced","language":"en","stage":"first","product_category":"cookbook","subject":"Your saved vegetarian cookbook are waiting","preview_text":"Return to your selection whenever you are ready.","body":"Hi {{ first_name }},\n\nYour {{ product_name }} from the vegetarian cookbook selection is still saved in your cart. We kept the item ready so you can review its details, shipping choices, return information, and final total before deciding. Use {{ cart_url }} to return securely whenever you are ready. Our support team can help if you have a question before completing the order.","cta":"Return to your cart","delay_hours":2,"configured_discount_percent":0,"detected_discount_percent":0.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":20,"readiness_score":100,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
|
| 5 |
+
{"id":"sace-cookbook-fr-second-focused_edit","draft_variant":"focused_edit","language":"fr","stage":"second","product_category":"cookbook","subject":"Rappel pour votre livre de cuisine végétarienne enregistré","preview_text":"Vérifiez le produit, la livraison et le montant final.","body":"Bonjour, le produit livre de cuisine végétarienne est toujours enregistré dans votre panier. Vous pouvez vérifier ses détails, la livraison, les retours et le montant final avant de décider. Votre sélection reste disponible dans la limite des stocks et le support peut répondre à vos questions avant de continuer la commande.","cta":"Retrouver mon panier","delay_hours":40,"configured_discount_percent":5,"detected_discount_percent":0.0,"clarity_score":16,"cta_score":20,"personalization_score":6,"timing_score":12,"discount_score":18,"readiness_score":72,"readiness_label":"needs_focused_edit","issue_tags":["personalization","timing"],"primary_issue":"personalization","synthetic":true}
|
| 6 |
+
{"id":"sace-skincare-set-fr-second-focused_edit","draft_variant":"focused_edit","language":"fr","stage":"second","product_category":"skincare-set","subject":"Rappel pour votre coffret de soins enregistré","preview_text":"Le rappel pour coffret de soins est programmé hors de sa fenêtre conseillée.","body":"Bonjour {{ first_name }},\n\nVotre {{ product_name }} de la sélection coffret de soins est toujours enregistré dans votre panier. Nous avons conservé l'article afin que vous puissiez vérifier ses détails, la livraison, les retours et le montant final avant de décider. Utilisez {{ cart_url }} pour retrouver votre panier en toute sécurité lorsque vous le souhaitez. Une offre de relance de 5% est disponible au paiement selon les conditions indiquées. Notre équipe peut vous aider si vous avez une question avant de finaliser la commande.","cta":"Retrouver mon panier","delay_hours":72,"configured_discount_percent":5,"detected_discount_percent":5.0,"clarity_score":16,"cta_score":20,"personalization_score":20,"timing_score":4,"discount_score":18,"readiness_score":78,"readiness_label":"needs_focused_edit","issue_tags":["timing"],"primary_issue":"timing","synthetic":true}
|
| 7 |
+
{"id":"sace-skincare-set-en-first-focused_edit","draft_variant":"focused_edit","language":"en","stage":"first","product_category":"skincare-set","subject":"Your saved skincare set are waiting","preview_text":"The skincare set reminder is scheduled outside its preferred window.","body":"Hi {{ first_name }},\n\nYour {{ product_name }} from the skincare set selection is still saved in your cart. We kept the item ready so you can review its details, shipping choices, return information, and final total before deciding. Use {{ cart_url }} to return securely whenever you are ready. Our support team can help if you have a question before completing the order.","cta":"Return to your cart","delay_hours":24,"configured_discount_percent":0,"detected_discount_percent":0.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":4,"discount_score":20,"readiness_score":84,"readiness_label":"needs_focused_edit","issue_tags":["timing"],"primary_issue":"timing","synthetic":true}
|
| 8 |
+
{"id":"sace-cookbook-fr-first-high_risk","draft_variant":"high_risk","language":"fr","stage":"first","product_category":"cookbook","subject":"PREMIER LIVRE DE CUISINE VÉGÉTARIENNE - ACHETEZ MAINTENANT !!!","preview_text":"Votre seule chance disparaît immédiatement !","body":"Votre livre de cuisine végétarienne peut disparaître. Agissez immédiatement et ne manquez pas cette seule chance. Obtenez 50% maintenant !!!","cta":"CLIQUEZ ICI !!!","delay_hours":24,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":6,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":21,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
|
| 9 |
+
{"id":"sace-cookbook-fr-final-balanced","draft_variant":"balanced","language":"fr","stage":"final","product_category":"cookbook","subject":"Dernier rappel pour votre livre de cuisine végétarienne","preview_text":"Une dernière occasion de revoir l'article conservé dans votre panier.","body":"Bonjour {{ first_name }},\n\nVotre {{ product_name }} de la sélection livre de cuisine végétarienne est toujours enregistré dans votre panier. Nous avons conservé l'article afin que vous puissiez vérifier ses détails, la livraison, les retours et le montant final avant de décider. Utilisez {{ cart_url }} pour retrouver votre panier en toute sécurité lorsque vous le souhaitez. Une offre de relance de 15% est disponible au paiement selon les conditions indiquées. Notre équipe peut vous aider si vous avez une question avant de finaliser la commande.","cta":"Finaliser ma commande","delay_hours":72,"configured_discount_percent":15,"detected_discount_percent":15.0,"clarity_score":16,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":18,"readiness_score":94,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
|
| 10 |
+
{"id":"sace-cookbook-fr-final-high_risk","draft_variant":"high_risk","language":"fr","stage":"final","product_category":"cookbook","subject":"DERNIER LIVRE DE CUISINE VÉGÉTARIENNE - ACHETEZ MAINTENANT !!!","preview_text":"Votre seule chance disparaît immédiatement !","body":"Votre livre de cuisine végétarienne peut disparaître. Agissez immédiatement et ne manquez pas cette seule chance. Obtenez 50% maintenant !!!","cta":"CLIQUEZ ICI !!!","delay_hours":24,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":6,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":21,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
|
| 11 |
+
{"id":"sace-cookbook-en-final-focused_edit","draft_variant":"focused_edit","language":"en","stage":"final","product_category":"cookbook","subject":"Final reminder for your saved vegetarian cookbook","preview_text":"A final opportunity to review the item saved in your cart.","body":"Hello, the vegetarian cookbook is still saved in your cart. You can review the item details, delivery choices, returns, and final total before deciding. Your selection will remain available while stock lasts, and support can answer questions before you continue with the order.","cta":"Complete your order","delay_hours":90,"configured_discount_percent":15,"detected_discount_percent":0.0,"clarity_score":20,"cta_score":20,"personalization_score":6,"timing_score":12,"discount_score":18,"readiness_score":76,"readiness_label":"needs_focused_edit","issue_tags":["personalization","timing"],"primary_issue":"personalization","synthetic":true}
|
| 12 |
+
{"id":"sace-skincare-set-en-first-high_risk","draft_variant":"high_risk","language":"en","stage":"first","product_category":"skincare-set","subject":"FIRST SKINCARE SET - BUY NOW!!!","preview_text":"Your only chance disappears immediately!","body":"Your skincare set might disappear. Act immediately and do not miss this only chance. Get 50% off now!!!","cta":"CLICK HERE!!!","delay_hours":24,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":5,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":20,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
|
| 13 |
+
{"id":"sace-skincare-set-fr-final-balanced","draft_variant":"balanced","language":"fr","stage":"final","product_category":"skincare-set","subject":"Dernier rappel pour votre coffret de soins","preview_text":"Une dernière occasion de revoir l'article conservé dans votre panier.","body":"Bonjour {{ first_name }},\n\nVotre {{ product_name }} de la sélection coffret de soins est toujours enregistré dans votre panier. Nous avons conservé l'article afin que vous puissiez vérifier ses détails, la livraison, les retours et le montant final avant de décider. Utilisez {{ cart_url }} pour retrouver votre panier en toute sécurité lorsque vous le souhaitez. Une offre de relance de 10% est disponible au paiement selon les conditions indiquées. Notre équipe peut vous aider si vous avez une question avant de finaliser la commande.","cta":"Finaliser ma commande","delay_hours":72,"configured_discount_percent":10,"detected_discount_percent":10.0,"clarity_score":16,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":18,"readiness_score":94,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
|
| 14 |
+
{"id":"sace-skincare-set-fr-final-high_risk","draft_variant":"high_risk","language":"fr","stage":"final","product_category":"skincare-set","subject":"DERNIER COFFRET DE SOINS - ACHETEZ MAINTENANT !!!","preview_text":"Votre seule chance disparaît immédiatement !","body":"Votre coffret de soins peut disparaître. Agissez immédiatement et ne manquez pas cette seule chance. Obtenez 50% maintenant !!!","cta":"CLIQUEZ ICI !!!","delay_hours":24,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":5,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":20,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
|
| 15 |
+
{"id":"sace-cookbook-en-final-high_risk","draft_variant":"high_risk","language":"en","stage":"final","product_category":"cookbook","subject":"FINAL VEGETARIAN COOKBOOK - BUY NOW!!!","preview_text":"Your only chance disappears immediately!","body":"Your vegetarian cookbook might disappear. Act immediately and do not miss this only chance. Get 50% off now!!!","cta":"CLICK HERE!!!","delay_hours":24,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":5,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":20,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
|
| 16 |
+
{"id":"sace-skincare-set-en-first-balanced","draft_variant":"balanced","language":"en","stage":"first","product_category":"skincare-set","subject":"Your saved skincare set are waiting","preview_text":"Return to your selection whenever you are ready.","body":"Hi {{ first_name }},\n\nYour {{ product_name }} from the skincare set selection is still saved in your cart. We kept the item ready so you can review its details, shipping choices, return information, and final total before deciding. Use {{ cart_url }} to return securely whenever you are ready. Our support team can help if you have a question before completing the order.","cta":"Return to your cart","delay_hours":2,"configured_discount_percent":0,"detected_discount_percent":0.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":20,"readiness_score":100,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
|
| 17 |
+
{"id":"sace-cookbook-en-second-focused_edit","draft_variant":"focused_edit","language":"en","stage":"second","product_category":"cookbook","subject":"A reminder about your saved vegetarian cookbook","preview_text":"Review your saved item, delivery choices, and final total.","body":"Hello, the vegetarian cookbook is still saved in your cart. You can review the item details, delivery choices, returns, and final total before deciding. Your selection will remain available while stock lasts, and support can answer questions before you continue with the order.","cta":"Return to your cart","delay_hours":40,"configured_discount_percent":5,"detected_discount_percent":0.0,"clarity_score":20,"cta_score":20,"personalization_score":6,"timing_score":12,"discount_score":18,"readiness_score":76,"readiness_label":"needs_focused_edit","issue_tags":["personalization","timing"],"primary_issue":"personalization","synthetic":true}
|
| 18 |
+
{"id":"sace-cookbook-en-second-balanced","draft_variant":"balanced","language":"en","stage":"second","product_category":"cookbook","subject":"A reminder about your saved vegetarian cookbook","preview_text":"Review your saved item, delivery choices, and final total.","body":"Hi {{ first_name }},\n\nYour {{ product_name }} from the vegetarian cookbook selection is still saved in your cart. We kept the item ready so you can review its details, shipping choices, return information, and final total before deciding. Use {{ cart_url }} to return securely whenever you are ready. A 5% recovery offer is available at checkout under the stated terms. Our support team can help if you have a question before completing the order.","cta":"Return to your cart","delay_hours":24,"configured_discount_percent":5,"detected_discount_percent":5.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":18,"readiness_score":98,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
|
| 19 |
+
{"id":"sace-skincare-set-fr-first-focused_edit","draft_variant":"focused_edit","language":"fr","stage":"first","product_category":"skincare-set","subject":"Votre coffret de soins reste dans le panier","preview_text":"Le rappel pour coffret de soins est programmé hors de sa fenêtre conseillée.","body":"Bonjour {{ first_name }},\n\nVotre {{ product_name }} de la sélection coffret de soins est toujours enregistré dans votre panier. Nous avons conservé l'article afin que vous puissiez vérifier ses détails, la livraison, les retours et le montant final avant de décider. Utilisez {{ cart_url }} pour retrouver votre panier en toute sécurité lorsque vous le souhaitez. Notre équipe peut vous aider si vous avez une question avant de finaliser la commande.","cta":"Retrouver mon panier","delay_hours":24,"configured_discount_percent":0,"detected_discount_percent":0.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":4,"discount_score":20,"readiness_score":84,"readiness_label":"needs_focused_edit","issue_tags":["timing"],"primary_issue":"timing","synthetic":true}
|
| 20 |
+
{"id":"sace-cookbook-fr-second-balanced","draft_variant":"balanced","language":"fr","stage":"second","product_category":"cookbook","subject":"Rappel pour votre livre de cuisine végétarienne enregistré","preview_text":"Vérifiez le produit, la livraison et le montant final.","body":"Bonjour {{ first_name }},\n\nVotre {{ product_name }} de la sélection livre de cuisine végétarienne est toujours enregistré dans votre panier. Nous avons conservé l'article afin que vous puissiez vérifier ses détails, la livraison, les retours et le montant final avant de décider. Utilisez {{ cart_url }} pour retrouver votre panier en toute sécurité lorsque vous le souhaitez. Une offre de relance de 5% est disponible au paiement selon les conditions indiquées. Notre équipe peut vous aider si vous avez une question avant de finaliser la commande.","cta":"Retrouver mon panier","delay_hours":24,"configured_discount_percent":5,"detected_discount_percent":5.0,"clarity_score":16,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":18,"readiness_score":94,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
|
| 21 |
+
{"id":"sace-cookbook-en-second-high_risk","draft_variant":"high_risk","language":"en","stage":"second","product_category":"cookbook","subject":"SECOND VEGETARIAN COOKBOOK - BUY NOW!!!","preview_text":"Your only chance disappears immediately!","body":"Your vegetarian cookbook might disappear. Act immediately and do not miss this only chance. Get 50% off now!!!","cta":"CLICK HERE!!!","delay_hours":72,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":5,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":20,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
|
| 22 |
+
{"id":"sace-skincare-set-en-final-high_risk","draft_variant":"high_risk","language":"en","stage":"final","product_category":"skincare-set","subject":"FINAL SKINCARE SET - BUY NOW!!!","preview_text":"Your only chance disappears immediately!","body":"Your skincare set might disappear. Act immediately and do not miss this only chance. Get 50% off now!!!","cta":"CLICK HERE!!!","delay_hours":24,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":5,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":20,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
|
| 23 |
+
{"id":"sace-skincare-set-fr-final-focused_edit","draft_variant":"focused_edit","language":"fr","stage":"final","product_category":"skincare-set","subject":"Dernier rappel pour votre coffret de soins","preview_text":"Le rappel pour coffret de soins est programmé hors de sa fenêtre conseillée.","body":"Bonjour {{ first_name }},\n\nVotre {{ product_name }} de la sélection coffret de soins est toujours enregistré dans votre panier. Nous avons conservé l'article afin que vous puissiez vérifier ses détails, la livraison, les retours et le montant final avant de décider. Utilisez {{ cart_url }} pour retrouver votre panier en toute sécurité lorsque vous le souhaitez. Une offre de relance de 10% est disponible au paiement selon les conditions indiquées. Notre équipe peut vous aider si vous avez une question avant de finaliser la commande.","cta":"Finaliser ma commande","delay_hours":24,"configured_discount_percent":10,"detected_discount_percent":10.0,"clarity_score":16,"cta_score":20,"personalization_score":20,"timing_score":4,"discount_score":18,"readiness_score":78,"readiness_label":"needs_focused_edit","issue_tags":["timing"],"primary_issue":"timing","synthetic":true}
|
| 24 |
+
{"id":"sace-cookbook-en-final-balanced","draft_variant":"balanced","language":"en","stage":"final","product_category":"cookbook","subject":"Final reminder for your saved vegetarian cookbook","preview_text":"A final opportunity to review the item saved in your cart.","body":"Hi {{ first_name }},\n\nYour {{ product_name }} from the vegetarian cookbook selection is still saved in your cart. We kept the item ready so you can review its details, shipping choices, return information, and final total before deciding. Use {{ cart_url }} to return securely whenever you are ready. A 15% recovery offer is available at checkout under the stated terms. Our support team can help if you have a question before completing the order.","cta":"Complete your order","delay_hours":72,"configured_discount_percent":15,"detected_discount_percent":15.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":18,"readiness_score":98,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
|
| 25 |
+
{"id":"sace-skincare-set-fr-second-high_risk","draft_variant":"high_risk","language":"fr","stage":"second","product_category":"skincare-set","subject":"DEUXIEME COFFRET DE SOINS - ACHETEZ MAINTENANT !!!","preview_text":"Votre seule chance disparaît immédiatement !","body":"Votre coffret de soins peut disparaître. Agissez immédiatement et ne manquez pas cette seule chance. Obtenez 50% maintenant !!!","cta":"CLIQUEZ ICI !!!","delay_hours":72,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":5,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":20,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
|
| 26 |
+
{"id":"sace-skincare-set-en-second-balanced","draft_variant":"balanced","language":"en","stage":"second","product_category":"skincare-set","subject":"A reminder about your saved skincare set","preview_text":"Review your saved item, delivery choices, and final total.","body":"Hi {{ first_name }},\n\nYour {{ product_name }} from the skincare set selection is still saved in your cart. We kept the item ready so you can review its details, shipping choices, return information, and final total before deciding. Use {{ cart_url }} to return securely whenever you are ready. A 5% recovery offer is available at checkout under the stated terms. Our support team can help if you have a question before completing the order.","cta":"Return to your cart","delay_hours":24,"configured_discount_percent":5,"detected_discount_percent":5.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":18,"readiness_score":98,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
|
| 27 |
+
{"id":"sace-skincare-set-fr-first-high_risk","draft_variant":"high_risk","language":"fr","stage":"first","product_category":"skincare-set","subject":"PREMIER COFFRET DE SOINS - ACHETEZ MAINTENANT !!!","preview_text":"Votre seule chance disparaît immédiatement !","body":"Votre coffret de soins peut disparaître. Agissez immédiatement et ne manquez pas cette seule chance. Obtenez 50% maintenant !!!","cta":"CLIQUEZ ICI !!!","delay_hours":24,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":5,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":20,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
|
| 28 |
+
{"id":"sace-skincare-set-en-final-balanced","draft_variant":"balanced","language":"en","stage":"final","product_category":"skincare-set","subject":"Final reminder for your saved skincare set","preview_text":"A final opportunity to review the item saved in your cart.","body":"Hi {{ first_name }},\n\nYour {{ product_name }} from the skincare set selection is still saved in your cart. We kept the item ready so you can review its details, shipping choices, return information, and final total before deciding. Use {{ cart_url }} to return securely whenever you are ready. A 10% recovery offer is available at checkout under the stated terms. Our support team can help if you have a question before completing the order.","cta":"Complete your order","delay_hours":72,"configured_discount_percent":10,"detected_discount_percent":10.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":18,"readiness_score":98,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
|
| 29 |
+
{"id":"sace-cookbook-fr-first-balanced","draft_variant":"balanced","language":"fr","stage":"first","product_category":"cookbook","subject":"Votre livre de cuisine végétarienne reste dans le panier","preview_text":"Retrouvez votre sélection lorsque vous serez prêt.","body":"Bonjour {{ first_name }},\n\nVotre {{ product_name }} de la sélection livre de cuisine végétarienne est toujours enregistré dans votre panier. Nous avons conservé l'article afin que vous puissiez vérifier ses détails, la livraison, les retours et le montant final avant de décider. Utilisez {{ cart_url }} pour retrouver votre panier en toute sécurité lorsque vous le souhaitez. Notre équipe peut vous aider si vous avez une question avant de finaliser la commande.","cta":"Retrouver mon panier","delay_hours":2,"configured_discount_percent":0,"detected_discount_percent":0.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":20,"discount_score":20,"readiness_score":100,"readiness_label":"ready_for_final_review","issue_tags":[],"primary_issue":"none","synthetic":true}
|
| 30 |
+
{"id":"sace-cookbook-fr-first-focused_edit","draft_variant":"focused_edit","language":"fr","stage":"first","product_category":"cookbook","subject":"Votre livre de cuisine végétarienne reste dans le panier","preview_text":"Retrouvez votre sélection lorsque vous serez prêt.","body":"Bonjour, le produit livre de cuisine végétarienne est toujours enregistré dans votre panier. Vous pouvez vérifier ses détails, la livraison, les retours et le montant final avant de décider. Votre sélection reste disponible dans la limite des stocks et le support peut répondre à vos questions avant de continuer la commande.","cta":"Retrouver mon panier","delay_hours":8,"configured_discount_percent":0,"detected_discount_percent":0.0,"clarity_score":20,"cta_score":20,"personalization_score":6,"timing_score":12,"discount_score":20,"readiness_score":78,"readiness_label":"needs_focused_edit","issue_tags":["personalization","timing"],"primary_issue":"personalization","synthetic":true}
|
| 31 |
+
{"id":"sace-skincare-set-en-second-high_risk","draft_variant":"high_risk","language":"en","stage":"second","product_category":"skincare-set","subject":"SECOND SKINCARE SET - BUY NOW!!!","preview_text":"Your only chance disappears immediately!","body":"Your skincare set might disappear. Act immediately and do not miss this only chance. Get 50% off now!!!","cta":"CLICK HERE!!!","delay_hours":72,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":5,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":20,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
|
| 32 |
+
{"id":"sace-cookbook-en-first-focused_edit","draft_variant":"focused_edit","language":"en","stage":"first","product_category":"cookbook","subject":"Your saved vegetarian cookbook are waiting","preview_text":"Return to your selection whenever you are ready.","body":"Hello, the vegetarian cookbook is still saved in your cart. You can review the item details, delivery choices, returns, and final total before deciding. Your selection will remain available while stock lasts, and support can answer questions before you continue with the order.","cta":"Return to your cart","delay_hours":8,"configured_discount_percent":0,"detected_discount_percent":0.0,"clarity_score":20,"cta_score":20,"personalization_score":6,"timing_score":12,"discount_score":20,"readiness_score":78,"readiness_label":"needs_focused_edit","issue_tags":["personalization","timing"],"primary_issue":"personalization","synthetic":true}
|
| 33 |
+
{"id":"sace-cookbook-fr-final-focused_edit","draft_variant":"focused_edit","language":"fr","stage":"final","product_category":"cookbook","subject":"Dernier rappel pour votre livre de cuisine végétarienne","preview_text":"Une dernière occasion de revoir l'article conservé dans votre panier.","body":"Bonjour, le produit livre de cuisine végétarienne est toujours enregistré dans votre panier. Vous pouvez vérifier ses détails, la livraison, les retours et le montant final avant de décider. Votre sélection reste disponible dans la limite des stocks et le support peut répondre à vos questions avant de continuer la commande.","cta":"Finaliser ma commande","delay_hours":90,"configured_discount_percent":15,"detected_discount_percent":0.0,"clarity_score":16,"cta_score":20,"personalization_score":6,"timing_score":12,"discount_score":18,"readiness_score":72,"readiness_label":"needs_focused_edit","issue_tags":["personalization","timing"],"primary_issue":"personalization","synthetic":true}
|
| 34 |
+
{"id":"sace-cookbook-en-first-high_risk","draft_variant":"high_risk","language":"en","stage":"first","product_category":"cookbook","subject":"FIRST VEGETARIAN COOKBOOK - BUY NOW!!!","preview_text":"Your only chance disappears immediately!","body":"Your vegetarian cookbook might disappear. Act immediately and do not miss this only chance. Get 50% off now!!!","cta":"CLICK HERE!!!","delay_hours":24,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":5,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":20,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
|
| 35 |
+
{"id":"sace-skincare-set-en-final-focused_edit","draft_variant":"focused_edit","language":"en","stage":"final","product_category":"skincare-set","subject":"Final reminder for your saved skincare set","preview_text":"The skincare set reminder is scheduled outside its preferred window.","body":"Hi {{ first_name }},\n\nYour {{ product_name }} from the skincare set selection is still saved in your cart. We kept the item ready so you can review its details, shipping choices, return information, and final total before deciding. Use {{ cart_url }} to return securely whenever you are ready. A 10% recovery offer is available at checkout under the stated terms. Our support team can help if you have a question before completing the order.","cta":"Complete your order","delay_hours":24,"configured_discount_percent":10,"detected_discount_percent":10.0,"clarity_score":20,"cta_score":20,"personalization_score":20,"timing_score":4,"discount_score":18,"readiness_score":82,"readiness_label":"needs_focused_edit","issue_tags":["timing"],"primary_issue":"timing","synthetic":true}
|
| 36 |
+
{"id":"sace-cookbook-fr-second-high_risk","draft_variant":"high_risk","language":"fr","stage":"second","product_category":"cookbook","subject":"DEUXIEME LIVRE DE CUISINE VÉGÉTARIENNE - ACHETEZ MAINTENANT !!!","preview_text":"Votre seule chance disparaît immédiatement !","body":"Votre livre de cuisine végétarienne peut disparaître. Agissez immédiatement et ne manquez pas cette seule chance. Obtenez 50% maintenant !!!","cta":"CLIQUEZ ICI !!!","delay_hours":72,"configured_discount_percent":50,"detected_discount_percent":50.0,"clarity_score":6,"cta_score":7,"personalization_score":4,"timing_score":4,"discount_score":0,"readiness_score":21,"readiness_label":"revise_before_scheduling","issue_tags":["clarity","cta","personalization","timing","discount"],"primary_issue":"discount","synthetic":true}
|
generate_dataset.py
ADDED
|
@@ -0,0 +1,491 @@
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|
| 1 |
+
#!/usr/bin/env python3
|
| 2 |
+
"""Generate and validate synthetic abandoned-cart email examples."""
|
| 3 |
+
|
| 4 |
+
from __future__ import annotations
|
| 5 |
+
|
| 6 |
+
import json
|
| 7 |
+
import random
|
| 8 |
+
import re
|
| 9 |
+
import unicodedata
|
| 10 |
+
from collections import Counter, defaultdict
|
| 11 |
+
from pathlib import Path
|
| 12 |
+
|
| 13 |
+
|
| 14 |
+
OUTPUT_DIR = Path(__file__).resolve().parent / "data"
|
| 15 |
+
SEED = 73
|
| 16 |
+
|
| 17 |
+
LANGUAGES = ("en", "fr")
|
| 18 |
+
STAGES = ("first", "second", "final")
|
| 19 |
+
VARIANTS = ("balanced", "focused_edit", "high_risk")
|
| 20 |
+
CHECK_IDS = ("clarity", "cta", "personalization", "timing", "discount")
|
| 21 |
+
|
| 22 |
+
PRODUCTS = (
|
| 23 |
+
{"slug": "trail-shoes", "en": "trail running shoes", "fr": "chaussures de trail"},
|
| 24 |
+
{"slug": "coffee-maker", "en": "ceramic coffee maker", "fr": "cafetière en céramique"},
|
| 25 |
+
{"slug": "linen-shirt", "en": "linen shirt", "fr": "chemise en lin"},
|
| 26 |
+
{"slug": "wireless-headphones", "en": "wireless headphones", "fr": "casque sans fil"},
|
| 27 |
+
{"slug": "desk-lamp", "en": "adjustable desk lamp", "fr": "lampe de bureau réglable"},
|
| 28 |
+
{"slug": "travel-backpack", "en": "travel backpack", "fr": "sac à dos de voyage"},
|
| 29 |
+
{"slug": "skincare-set", "en": "skincare set", "fr": "coffret de soins"},
|
| 30 |
+
{"slug": "cookbook", "en": "vegetarian cookbook", "fr": "livre de cuisine végétarienne"},
|
| 31 |
+
{"slug": "yoga-mat", "en": "recycled yoga mat", "fr": "tapis de yoga recyclé"},
|
| 32 |
+
{"slug": "watch-band", "en": "smartwatch band", "fr": "bracelet de montre connectée"},
|
| 33 |
+
)
|
| 34 |
+
|
| 35 |
+
IDEAL_DELAYS = {"first": 2, "second": 24, "final": 72}
|
| 36 |
+
OUTSIDE_DELAYS = {"first": 24, "second": 72, "final": 24}
|
| 37 |
+
NEARBY_DELAYS = {"first": 8, "second": 40, "final": 90}
|
| 38 |
+
|
| 39 |
+
CONTEXT_PATTERN = re.compile(
|
| 40 |
+
r"cart|basket|panier|commande|order|checkout|saved|selection|sélection|laiss[ée]|oubli[ée]",
|
| 41 |
+
re.IGNORECASE,
|
| 42 |
+
)
|
| 43 |
+
CTA_ACTION_PATTERN = re.compile(
|
| 44 |
+
r"return|complete|finish|resume|view|recover|checkout|buy|shop|continue|retrieve|restore|"
|
| 45 |
+
r"finaliser|terminer|reprendre|retrouver|voir|commander|continuer|payer|retourner",
|
| 46 |
+
re.IGNORECASE,
|
| 47 |
+
)
|
| 48 |
+
GENERIC_CTA_PATTERN = re.compile(r"click here|cliquez ici|learn more|en savoir plus", re.IGNORECASE)
|
| 49 |
+
NAME_TOKEN_PATTERN = re.compile(
|
| 50 |
+
r"\{\{\s*(first_?name|customer_?name|name)\s*\}\}|"
|
| 51 |
+
r"\[\[\s*(first_?name|name)\s*\]\]|\*\|FNAME\|\*|%FIRSTNAME%",
|
| 52 |
+
re.IGNORECASE,
|
| 53 |
+
)
|
| 54 |
+
COMMERCE_TOKEN_PATTERN = re.compile(
|
| 55 |
+
r"\{\{\s*(product_?name|cart_?url|cart_?items?|product_?url)\s*\}\}|"
|
| 56 |
+
r"\[\[\s*(product|cart)[^\]]*\]\]",
|
| 57 |
+
re.IGNORECASE,
|
| 58 |
+
)
|
| 59 |
+
SECOND_PERSON_PATTERN = re.compile(
|
| 60 |
+
r"\byour\b|\byou\b|\bvotre\b|\bvos\b|\bvous\b|\bton\b|\btes\b",
|
| 61 |
+
re.IGNORECASE,
|
| 62 |
+
)
|
| 63 |
+
GREETING_PATTERN = re.compile(r"\bhi\b|\bhello\b|\bbonjour\b|\bsalut\b", re.IGNORECASE)
|
| 64 |
+
DISCOUNT_PATTERN = re.compile(r"(\d{1,2}(?:[.,]\d+)?)\s*%")
|
| 65 |
+
|
| 66 |
+
|
| 67 |
+
def count_words(text: str) -> int:
|
| 68 |
+
return len(text.strip().split()) if text.strip() else 0
|
| 69 |
+
|
| 70 |
+
|
| 71 |
+
def uppercase_ratio(text: str) -> float:
|
| 72 |
+
letters = [character for character in text if character.isalpha()]
|
| 73 |
+
if not letters:
|
| 74 |
+
return 0.0
|
| 75 |
+
return sum(character.isupper() for character in letters) / len(letters)
|
| 76 |
+
|
| 77 |
+
|
| 78 |
+
def evaluate_clarity(draft: dict[str, object]) -> int:
|
| 79 |
+
subject = str(draft["subject"])
|
| 80 |
+
body = str(draft["body"])
|
| 81 |
+
score = 0
|
| 82 |
+
if 25 <= len(subject) <= 60:
|
| 83 |
+
score += 5
|
| 84 |
+
elif 15 <= len(subject) <= 70:
|
| 85 |
+
score += 3
|
| 86 |
+
if CONTEXT_PATTERN.search(subject):
|
| 87 |
+
score += 4
|
| 88 |
+
body_words = count_words(body)
|
| 89 |
+
if 35 <= body_words <= 180:
|
| 90 |
+
score += 6
|
| 91 |
+
elif 20 <= body_words <= 260:
|
| 92 |
+
score += 3
|
| 93 |
+
if CONTEXT_PATTERN.search(body):
|
| 94 |
+
score += 3
|
| 95 |
+
if subject.count("!") <= 2 and uppercase_ratio(subject) < 0.35:
|
| 96 |
+
score += 2
|
| 97 |
+
return min(20, score)
|
| 98 |
+
|
| 99 |
+
|
| 100 |
+
def evaluate_cta(draft: dict[str, object]) -> int:
|
| 101 |
+
cta = str(draft["cta"]).strip()
|
| 102 |
+
words = count_words(cta)
|
| 103 |
+
score = 0
|
| 104 |
+
if cta:
|
| 105 |
+
score += 2
|
| 106 |
+
if 2 <= words <= 6:
|
| 107 |
+
score += 5
|
| 108 |
+
elif 1 <= words <= 8:
|
| 109 |
+
score += 2
|
| 110 |
+
if CTA_ACTION_PATTERN.search(cta):
|
| 111 |
+
score += 7
|
| 112 |
+
if cta and not GENERIC_CTA_PATTERN.search(cta):
|
| 113 |
+
score += 4
|
| 114 |
+
if cta and cta.count("!") == 0 and uppercase_ratio(cta) < 0.6:
|
| 115 |
+
score += 2
|
| 116 |
+
return min(20, score)
|
| 117 |
+
|
| 118 |
+
|
| 119 |
+
def evaluate_personalization(draft: dict[str, object]) -> int:
|
| 120 |
+
combined = f'{draft["subject"]} {draft["preview_text"]} {draft["body"]}'
|
| 121 |
+
score = 0
|
| 122 |
+
if NAME_TOKEN_PATTERN.search(combined):
|
| 123 |
+
score += 7
|
| 124 |
+
if COMMERCE_TOKEN_PATTERN.search(combined):
|
| 125 |
+
score += 7
|
| 126 |
+
if SECOND_PERSON_PATTERN.search(combined):
|
| 127 |
+
score += 4
|
| 128 |
+
if GREETING_PATTERN.search(str(draft["body"])):
|
| 129 |
+
score += 2
|
| 130 |
+
return min(20, score)
|
| 131 |
+
|
| 132 |
+
|
| 133 |
+
def evaluate_timing(draft: dict[str, object]) -> int:
|
| 134 |
+
stage = str(draft["stage"])
|
| 135 |
+
delay = float(draft["delay_hours"])
|
| 136 |
+
if stage == "first":
|
| 137 |
+
if 1 <= delay <= 4:
|
| 138 |
+
return 20
|
| 139 |
+
if 0.5 <= delay <= 12:
|
| 140 |
+
return 12
|
| 141 |
+
elif stage == "second":
|
| 142 |
+
if 20 <= delay <= 30:
|
| 143 |
+
return 20
|
| 144 |
+
if 12 <= delay <= 48:
|
| 145 |
+
return 12
|
| 146 |
+
else:
|
| 147 |
+
if 48 <= delay <= 72:
|
| 148 |
+
return 20
|
| 149 |
+
if 36 <= delay <= 96:
|
| 150 |
+
return 12
|
| 151 |
+
return 4
|
| 152 |
+
|
| 153 |
+
|
| 154 |
+
def detected_discount(draft: dict[str, object]) -> float:
|
| 155 |
+
combined = " ".join(str(draft[field]) for field in ("subject", "preview_text", "body", "cta"))
|
| 156 |
+
values = [float(match.group(1).replace(",", ".")) for match in DISCOUNT_PATTERN.finditer(combined)]
|
| 157 |
+
return max(values, default=0.0)
|
| 158 |
+
|
| 159 |
+
|
| 160 |
+
def evaluate_discount(draft: dict[str, object]) -> tuple[int, float]:
|
| 161 |
+
configured = float(draft["configured_discount_percent"])
|
| 162 |
+
found = detected_discount(draft)
|
| 163 |
+
effective = max(configured, found)
|
| 164 |
+
mismatch = abs(configured - found) > 1 and found > 0
|
| 165 |
+
stage = str(draft["stage"])
|
| 166 |
+
score = 20
|
| 167 |
+
|
| 168 |
+
if effective > 0 and stage == "first":
|
| 169 |
+
score = 13 if effective <= 5 else 6 if effective <= 10 else 0
|
| 170 |
+
elif effective > 0 and stage == "second":
|
| 171 |
+
score = 18 if effective <= 10 else 12 if effective <= 15 else 5 if effective <= 20 else 0
|
| 172 |
+
elif effective > 0 and stage == "final":
|
| 173 |
+
score = 18 if effective <= 15 else 10 if effective <= 20 else 0
|
| 174 |
+
if mismatch:
|
| 175 |
+
score = min(score, 12)
|
| 176 |
+
return score, found
|
| 177 |
+
|
| 178 |
+
|
| 179 |
+
def readiness_label(score: int) -> str:
|
| 180 |
+
if score >= 85:
|
| 181 |
+
return "ready_for_final_review"
|
| 182 |
+
if score >= 65:
|
| 183 |
+
return "needs_focused_edit"
|
| 184 |
+
return "revise_before_scheduling"
|
| 185 |
+
|
| 186 |
+
|
| 187 |
+
def split_for_product(product_index: int) -> str:
|
| 188 |
+
if product_index < 6:
|
| 189 |
+
return "train"
|
| 190 |
+
if product_index < 8:
|
| 191 |
+
return "validation"
|
| 192 |
+
return "test"
|
| 193 |
+
|
| 194 |
+
|
| 195 |
+
def balanced_draft(
|
| 196 |
+
language: str,
|
| 197 |
+
stage: str,
|
| 198 |
+
product: dict[str, str],
|
| 199 |
+
product_index: int,
|
| 200 |
+
) -> dict[str, object]:
|
| 201 |
+
product_name = product[language]
|
| 202 |
+
discount = 0 if stage == "first" else (5 if stage == "second" else 10 + 5 * (product_index % 2))
|
| 203 |
+
|
| 204 |
+
if language == "en":
|
| 205 |
+
subjects = {
|
| 206 |
+
"first": f"Your saved {product_name} are waiting",
|
| 207 |
+
"second": f"A reminder about your saved {product_name}",
|
| 208 |
+
"final": f"Final reminder for your saved {product_name}",
|
| 209 |
+
}
|
| 210 |
+
previews = {
|
| 211 |
+
"first": "Return to your selection whenever you are ready.",
|
| 212 |
+
"second": "Review your saved item, delivery choices, and final total.",
|
| 213 |
+
"final": "A final opportunity to review the item saved in your cart.",
|
| 214 |
+
}
|
| 215 |
+
offer = (
|
| 216 |
+
f" A {discount}% recovery offer is available at checkout under the stated terms."
|
| 217 |
+
if discount
|
| 218 |
+
else ""
|
| 219 |
+
)
|
| 220 |
+
body = (
|
| 221 |
+
f"Hi {{{{ first_name }}}},\n\nYour {{{{ product_name }}}} from the {product_name} selection is still saved in your cart. "
|
| 222 |
+
"We kept the item ready so you can review its details, shipping choices, return information, and final total before deciding. "
|
| 223 |
+
f"Use {{{{ cart_url }}}} to return securely whenever you are ready.{offer} "
|
| 224 |
+
"Our support team can help if you have a question before completing the order."
|
| 225 |
+
)
|
| 226 |
+
cta = "Return to your cart" if stage != "final" else "Complete your order"
|
| 227 |
+
else:
|
| 228 |
+
subjects = {
|
| 229 |
+
"first": f"Votre {product_name} reste dans le panier",
|
| 230 |
+
"second": f"Rappel pour votre {product_name} enregistré",
|
| 231 |
+
"final": f"Dernier rappel pour votre {product_name}",
|
| 232 |
+
}
|
| 233 |
+
previews = {
|
| 234 |
+
"first": "Retrouvez votre sélection lorsque vous serez prêt.",
|
| 235 |
+
"second": "Vérifiez le produit, la livraison et le montant final.",
|
| 236 |
+
"final": "Une dernière occasion de revoir l'article conservé dans votre panier.",
|
| 237 |
+
}
|
| 238 |
+
offer = (
|
| 239 |
+
f" Une offre de relance de {discount}% est disponible au paiement selon les conditions indiquées."
|
| 240 |
+
if discount
|
| 241 |
+
else ""
|
| 242 |
+
)
|
| 243 |
+
body = (
|
| 244 |
+
f"Bonjour {{{{ first_name }}}},\n\nVotre {{{{ product_name }}}} de la sélection {product_name} est toujours enregistré dans votre panier. "
|
| 245 |
+
"Nous avons conservé l'article afin que vous puissiez vérifier ses détails, la livraison, les retours et le montant final avant de décider. "
|
| 246 |
+
f"Utilisez {{{{ cart_url }}}} pour retrouver votre panier en toute sécurité lorsque vous le souhaitez.{offer} "
|
| 247 |
+
"Notre équipe peut vous aider si vous avez une question avant de finaliser la commande."
|
| 248 |
+
)
|
| 249 |
+
cta = "Retrouver mon panier" if stage != "final" else "Finaliser ma commande"
|
| 250 |
+
|
| 251 |
+
return {
|
| 252 |
+
"language": language,
|
| 253 |
+
"stage": stage,
|
| 254 |
+
"product_category": product["slug"],
|
| 255 |
+
"subject": subjects[stage],
|
| 256 |
+
"preview_text": previews[stage],
|
| 257 |
+
"body": body,
|
| 258 |
+
"cta": cta,
|
| 259 |
+
"delay_hours": IDEAL_DELAYS[stage],
|
| 260 |
+
"configured_discount_percent": discount,
|
| 261 |
+
}
|
| 262 |
+
|
| 263 |
+
|
| 264 |
+
def focused_edit_draft(
|
| 265 |
+
language: str,
|
| 266 |
+
stage: str,
|
| 267 |
+
product: dict[str, str],
|
| 268 |
+
product_index: int,
|
| 269 |
+
) -> dict[str, object]:
|
| 270 |
+
draft = balanced_draft(language, stage, product, product_index)
|
| 271 |
+
profile = product_index % 5
|
| 272 |
+
product_name = product[language]
|
| 273 |
+
|
| 274 |
+
if profile == 0:
|
| 275 |
+
draft["cta"] = ""
|
| 276 |
+
elif profile == 1:
|
| 277 |
+
draft["delay_hours"] = OUTSIDE_DELAYS[stage]
|
| 278 |
+
draft["preview_text"] = (
|
| 279 |
+
f"The {product_name} reminder is scheduled outside its preferred window."
|
| 280 |
+
if language == "en"
|
| 281 |
+
else f"Le rappel pour {product_name} est programmé hors de sa fenêtre conseillée."
|
| 282 |
+
)
|
| 283 |
+
elif profile == 2:
|
| 284 |
+
draft["delay_hours"] = NEARBY_DELAYS[stage]
|
| 285 |
+
if language == "en":
|
| 286 |
+
draft["body"] = (
|
| 287 |
+
f"Hello, the {product_name} is still saved in your cart. You can review the item details, delivery choices, returns, and final total before deciding. "
|
| 288 |
+
"Your selection will remain available while stock lasts, and support can answer questions before you continue with the order."
|
| 289 |
+
)
|
| 290 |
+
else:
|
| 291 |
+
draft["body"] = (
|
| 292 |
+
f"Bonjour, le produit {product_name} est toujours enregistré dans votre panier. Vous pouvez vérifier ses détails, la livraison, les retours et le montant final avant de décider. "
|
| 293 |
+
"Votre sélection reste disponible dans la limite des stocks et le support peut répondre à vos questions avant de continuer la commande."
|
| 294 |
+
)
|
| 295 |
+
elif profile == 3:
|
| 296 |
+
draft["subject"] = "REMINDER" if language == "en" else "RAPPEL"
|
| 297 |
+
localized_stage = stage if language == "en" else {
|
| 298 |
+
"first": "initial",
|
| 299 |
+
"second": "intermédiaire",
|
| 300 |
+
"final": "final",
|
| 301 |
+
}[stage]
|
| 302 |
+
draft["preview_text"] = (
|
| 303 |
+
f"A very short {localized_stage} reminder for the {product_name}."
|
| 304 |
+
if language == "en"
|
| 305 |
+
else f"Un rappel {localized_stage} très court pour {product_name}."
|
| 306 |
+
)
|
| 307 |
+
draft["body"] = (
|
| 308 |
+
"Hi {{ first_name }}, your {{ product_name }} is waiting. Use {{ cart_url }} whenever you are ready."
|
| 309 |
+
if language == "en"
|
| 310 |
+
else "Bonjour {{ first_name }}, votre {{ product_name }} vous attend. Utilisez {{ cart_url }} quand vous le souhaitez."
|
| 311 |
+
)
|
| 312 |
+
else:
|
| 313 |
+
discount = 25 if stage != "final" else 30
|
| 314 |
+
draft["configured_discount_percent"] = discount
|
| 315 |
+
draft["delay_hours"] = NEARBY_DELAYS[stage]
|
| 316 |
+
if language == "en":
|
| 317 |
+
draft["preview_text"] = f"A {discount}% offer is included in this reminder."
|
| 318 |
+
draft["body"] += f" The stated recovery discount is {discount}% for this message."
|
| 319 |
+
else:
|
| 320 |
+
draft["preview_text"] = f"Une offre de {discount}% est incluse dans ce rappel."
|
| 321 |
+
draft["body"] += f" La remise de relance indiquée est de {discount}% pour ce message."
|
| 322 |
+
return draft
|
| 323 |
+
|
| 324 |
+
|
| 325 |
+
def high_risk_draft(language: str, stage: str, product: dict[str, str]) -> dict[str, object]:
|
| 326 |
+
product_name = product[language]
|
| 327 |
+
if language == "en":
|
| 328 |
+
stage_name = {"first": "FIRST", "second": "SECOND", "final": "FINAL"}[stage]
|
| 329 |
+
subject = f"{stage_name} {product_name.upper()} - BUY NOW!!!"
|
| 330 |
+
preview = "Your only chance disappears immediately!"
|
| 331 |
+
body = (
|
| 332 |
+
f"Your {product_name} might disappear. Act immediately and do not miss this only chance. "
|
| 333 |
+
"Get 50% off now!!!"
|
| 334 |
+
)
|
| 335 |
+
cta = "CLICK HERE!!!"
|
| 336 |
+
else:
|
| 337 |
+
stage_name = {"first": "PREMIER", "second": "DEUXIEME", "final": "DERNIER"}[stage]
|
| 338 |
+
subject = f"{stage_name} {product_name.upper()} - ACHETEZ MAINTENANT !!!"
|
| 339 |
+
preview = "Votre seule chance disparaît immédiatement !"
|
| 340 |
+
body = (
|
| 341 |
+
f"Votre {product_name} peut disparaître. Agissez immédiatement et ne manquez pas cette seule chance. "
|
| 342 |
+
"Obtenez 50% maintenant !!!"
|
| 343 |
+
)
|
| 344 |
+
cta = "CLIQUEZ ICI !!!"
|
| 345 |
+
return {
|
| 346 |
+
"language": language,
|
| 347 |
+
"stage": stage,
|
| 348 |
+
"product_category": product["slug"],
|
| 349 |
+
"subject": subject,
|
| 350 |
+
"preview_text": preview,
|
| 351 |
+
"body": body,
|
| 352 |
+
"cta": cta,
|
| 353 |
+
"delay_hours": OUTSIDE_DELAYS[stage],
|
| 354 |
+
"configured_discount_percent": 50,
|
| 355 |
+
}
|
| 356 |
+
|
| 357 |
+
|
| 358 |
+
def annotate(draft: dict[str, object]) -> dict[str, object]:
|
| 359 |
+
discount_score, found_discount = evaluate_discount(draft)
|
| 360 |
+
scores = {
|
| 361 |
+
"clarity": evaluate_clarity(draft),
|
| 362 |
+
"cta": evaluate_cta(draft),
|
| 363 |
+
"personalization": evaluate_personalization(draft),
|
| 364 |
+
"timing": evaluate_timing(draft),
|
| 365 |
+
"discount": discount_score,
|
| 366 |
+
}
|
| 367 |
+
total = sum(scores.values())
|
| 368 |
+
issue_tags = [check_id for check_id in CHECK_IDS if scores[check_id] < 16]
|
| 369 |
+
primary_issue = min(CHECK_IDS, key=lambda check_id: scores[check_id]) if issue_tags else "none"
|
| 370 |
+
return {
|
| 371 |
+
**draft,
|
| 372 |
+
"detected_discount_percent": found_discount,
|
| 373 |
+
"clarity_score": scores["clarity"],
|
| 374 |
+
"cta_score": scores["cta"],
|
| 375 |
+
"personalization_score": scores["personalization"],
|
| 376 |
+
"timing_score": scores["timing"],
|
| 377 |
+
"discount_score": scores["discount"],
|
| 378 |
+
"readiness_score": total,
|
| 379 |
+
"readiness_label": readiness_label(total),
|
| 380 |
+
"issue_tags": issue_tags,
|
| 381 |
+
"primary_issue": primary_issue,
|
| 382 |
+
"synthetic": True,
|
| 383 |
+
}
|
| 384 |
+
|
| 385 |
+
|
| 386 |
+
def normalize_text(value: str) -> str:
|
| 387 |
+
return " ".join(unicodedata.normalize("NFKC", value).casefold().split())
|
| 388 |
+
|
| 389 |
+
|
| 390 |
+
def build_rows() -> dict[str, list[dict[str, object]]]:
|
| 391 |
+
rows_by_split: dict[str, list[dict[str, object]]] = defaultdict(list)
|
| 392 |
+
builders = {
|
| 393 |
+
"balanced": lambda language, stage, product, index: balanced_draft(language, stage, product, index),
|
| 394 |
+
"focused_edit": lambda language, stage, product, index: focused_edit_draft(language, stage, product, index),
|
| 395 |
+
"high_risk": lambda language, stage, product, index: high_risk_draft(language, stage, product),
|
| 396 |
+
}
|
| 397 |
+
|
| 398 |
+
for product_index, product in enumerate(PRODUCTS):
|
| 399 |
+
split = split_for_product(product_index)
|
| 400 |
+
for language in LANGUAGES:
|
| 401 |
+
for stage in STAGES:
|
| 402 |
+
for variant in VARIANTS:
|
| 403 |
+
draft = builders[variant](language, stage, product, product_index)
|
| 404 |
+
row = {
|
| 405 |
+
"id": f"sace-{product['slug']}-{language}-{stage}-{variant}",
|
| 406 |
+
"draft_variant": variant,
|
| 407 |
+
**annotate(draft),
|
| 408 |
+
}
|
| 409 |
+
rows_by_split[split].append(row)
|
| 410 |
+
|
| 411 |
+
for split_index, split in enumerate(("train", "validation", "test")):
|
| 412 |
+
random.Random(SEED + split_index).shuffle(rows_by_split[split])
|
| 413 |
+
return dict(rows_by_split)
|
| 414 |
+
|
| 415 |
+
|
| 416 |
+
def validate(rows_by_split: dict[str, list[dict[str, object]]]) -> None:
|
| 417 |
+
assert {split: len(rows) for split, rows in rows_by_split.items()} == {
|
| 418 |
+
"train": 108,
|
| 419 |
+
"validation": 36,
|
| 420 |
+
"test": 36,
|
| 421 |
+
}
|
| 422 |
+
all_rows = [row for split in ("train", "validation", "test") for row in rows_by_split[split]]
|
| 423 |
+
assert len(all_rows) == 180
|
| 424 |
+
assert Counter(row["language"] for row in all_rows) == Counter({"en": 90, "fr": 90})
|
| 425 |
+
assert Counter(row["stage"] for row in all_rows) == Counter({stage: 60 for stage in STAGES})
|
| 426 |
+
assert Counter(row["draft_variant"] for row in all_rows) == Counter({variant: 60 for variant in VARIANTS})
|
| 427 |
+
assert Counter(row["readiness_label"] for row in all_rows) == Counter(
|
| 428 |
+
{
|
| 429 |
+
"ready_for_final_review": 60,
|
| 430 |
+
"needs_focused_edit": 60,
|
| 431 |
+
"revise_before_scheduling": 60,
|
| 432 |
+
}
|
| 433 |
+
)
|
| 434 |
+
assert len({row["id"] for row in all_rows}) == len(all_rows)
|
| 435 |
+
content_keys = ("subject", "preview_text", "body", "cta")
|
| 436 |
+
fingerprints = {normalize_text(" ".join(str(row[key]) for key in content_keys)) for row in all_rows}
|
| 437 |
+
assert len(fingerprints) == len(all_rows)
|
| 438 |
+
|
| 439 |
+
product_splits: dict[str, set[str]] = defaultdict(set)
|
| 440 |
+
email_pattern = re.compile(r"[\w.+-]+@[\w-]+(?:\.[\w-]+)+")
|
| 441 |
+
phone_pattern = re.compile(r"(?:\+?\d[\s().-]*){7,}")
|
| 442 |
+
long_number_pattern = re.compile(r"\d{4,}")
|
| 443 |
+
allowed_tokens = {"first_name", "product_name", "cart_url"}
|
| 444 |
+
|
| 445 |
+
for split, rows in rows_by_split.items():
|
| 446 |
+
for row in rows:
|
| 447 |
+
product_splits[str(row["product_category"])].add(split)
|
| 448 |
+
combined = " ".join(str(row[key]) for key in content_keys)
|
| 449 |
+
assert not email_pattern.search(combined)
|
| 450 |
+
assert not phone_pattern.search(combined)
|
| 451 |
+
assert not long_number_pattern.search(combined)
|
| 452 |
+
tokens = {match.strip() for match in re.findall(r"\{\{\s*([^}]+?)\s*\}\}", combined)}
|
| 453 |
+
assert tokens <= allowed_tokens, tokens
|
| 454 |
+
assert row["synthetic"] is True
|
| 455 |
+
assert row["language"] in LANGUAGES
|
| 456 |
+
assert row["stage"] in STAGES
|
| 457 |
+
assert row["draft_variant"] in VARIANTS
|
| 458 |
+
assert 0 <= row["readiness_score"] <= 100
|
| 459 |
+
assert row["readiness_score"] == sum(row[f"{check_id}_score"] for check_id in CHECK_IDS)
|
| 460 |
+
assert row["readiness_label"] == readiness_label(int(row["readiness_score"]))
|
| 461 |
+
assert row["detected_discount_percent"] == detected_discount(row)
|
| 462 |
+
expected_issues = [check_id for check_id in CHECK_IDS if row[f"{check_id}_score"] < 16]
|
| 463 |
+
assert row["issue_tags"] == expected_issues
|
| 464 |
+
assert (row["primary_issue"] == "none") == (not expected_issues)
|
| 465 |
+
|
| 466 |
+
assert all(len(splits) == 1 for splits in product_splits.values())
|
| 467 |
+
|
| 468 |
+
|
| 469 |
+
def write_rows(rows_by_split: dict[str, list[dict[str, object]]]) -> None:
|
| 470 |
+
OUTPUT_DIR.mkdir(parents=True, exist_ok=True)
|
| 471 |
+
for split in ("train", "validation", "test"):
|
| 472 |
+
path = OUTPUT_DIR / f"{split}.jsonl"
|
| 473 |
+
with path.open("w", encoding="utf-8", newline="\n") as handle:
|
| 474 |
+
for row in rows_by_split[split]:
|
| 475 |
+
handle.write(json.dumps(row, ensure_ascii=False, separators=(",", ":")) + "\n")
|
| 476 |
+
|
| 477 |
+
|
| 478 |
+
def main() -> None:
|
| 479 |
+
rows_by_split = build_rows()
|
| 480 |
+
validate(rows_by_split)
|
| 481 |
+
write_rows(rows_by_split)
|
| 482 |
+
all_rows = [row for rows in rows_by_split.values() for row in rows]
|
| 483 |
+
print("Generated and validated 180 synthetic abandoned-cart email drafts.")
|
| 484 |
+
print("Splits:", {split: len(rows) for split, rows in rows_by_split.items()})
|
| 485 |
+
print("Languages:", dict(sorted(Counter(row["language"] for row in all_rows).items())))
|
| 486 |
+
print("Stages:", dict(sorted(Counter(row["stage"] for row in all_rows).items())))
|
| 487 |
+
print("Readiness labels:", dict(sorted(Counter(row["readiness_label"] for row in all_rows).items())))
|
| 488 |
+
|
| 489 |
+
|
| 490 |
+
if __name__ == "__main__":
|
| 491 |
+
main()
|