Customer Journey Map
Run ID: 69c94ab4fee1f7eb4a8102b22026-03-29Marketing
PantheraHive BOS
BOS Dashboard

This deliverable provides the code for a "test run" of a customer journey map, focusing on data representation, basic analysis, and visualization. It's designed to be comprehensive, well-commented, and production-ready, allowing you to easily adapt it for your specific customer journeys.


Customer Journey Map: Test Run Code Generation

This output provides a Python script to model, analyze, and visualize a sample customer journey. It's structured to demonstrate how to capture key elements of a customer journey map programmatically, making it easy to manage and update as your understanding of the customer evolves.

1. Introduction & Purpose

This "test run" code serves as a foundational script to:

The example scenario used for this test run is a customer signing up for an online streaming service.

2. Code Implementation

The following Python script utilizes pandas for data handling and matplotlib/seaborn for basic visualization.

python • 7,534 chars
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns

# --- 1. Define the Customer Journey Data ---
# Each dictionary represents a single touchpoint/stage in the customer journey.
# For a 'test run', we've created a simplified journey for a streaming service signup.
customer_journey_data = [
    {
        "Stage": "Awareness",
        "Touchpoint": "Social Media Ad",
        "Customer Action": "Sees ad, clicks link",
        "Customer Thoughts": "What's this streaming service about?",
        "Customer Emotion": "Curious",
        "Pain Point": "N/A",
        "Opportunity": "Improve ad targeting for higher relevance",
        "Emotion Score": 0.5 # Numerical representation for visualization (-1 to 1 scale)
    },
    {
        "Stage": "Consideration",
        "Touchpoint": "Website Landing Page",
        "Customer Action": "Browses plans, reads FAQs",
        "Customer Thoughts": "Looks interesting, but pricing is a bit confusing.",
        "Customer Emotion": "Slightly Confused",
        "Pain Point": "Pricing structure unclear",
        "Opportunity": "Simplify pricing display, add clear comparison table",
        "Emotion Score": -0.2
    },
    {
        "Stage": "Decision",
        "Touchpoint": "Sign-up Form",
        "Customer Action": "Enters details, attempts payment",
        "Customer Thoughts": "This form is long... and now a payment error!",
        "Customer Emotion": "Frustrated",
        "Pain Point": "Long form, payment gateway error",
        "Opportunity": "Streamline sign-up form, ensure robust payment system",
        "Emotion Score": -0.8
    },
    {
        "Stage": "Purchase",
        "Touchpoint": "Confirmation Email",
        "Customer Action": "Receives email, account activated",
        "Customer Thoughts": "Finally, it worked! Hope the content is good.",
        "Customer Emotion": "Relieved",
        "Pain Point": "N/A",
        "Opportunity": "Personalize welcome message with content recommendations",
        "Emotion Score": 0.6
    },
    {
        "Stage": "Onboarding",
        "Touchpoint": "First Login & Content Browsing",
        "Customer Action": "Logs in, starts watching a show",
        "Customer Thoughts": "Easy to navigate, but initial recommendations aren't quite for me.",
        "Customer Emotion": "Content, but slightly let down",
        "Pain Point": "Initial content recommendations not accurate",
        "Opportunity": "Improve personalization algorithm based on initial preferences",
        "Emotion Score": 0.3
    },
    {
        "Stage": "Retention",
        "Touchpoint": "Weekly Content Update Email",
        "Customer Action": "Reads email, discovers new shows",
        "Customer Thoughts": "Nice to see new content, keeps me engaged.",
        "Customer Emotion": "Engaged",
        "Pain Point": "N/A",
        "Opportunity": "Segment email lists for more targeted content updates",
        "Emotion Score": 0.7
    },
    {
        "Stage": "Advocacy",
        "Touchpoint": "Referral Program Invitation",
        "Customer Action": "Receives invite, considers referring a friend",
        "Customer Thoughts": "I really like this service, I should tell my friends!",
        "Customer Emotion": "Enthusiastic",
        "Pain Point": "N/A",
        "Opportunity": "Simplify referral process, offer more compelling incentives",
        "Emotion Score": 0.9
    },
]

# --- 2. Data Processing Functions ---

def create_journey_dataframe(data: list) -> pd.DataFrame:
    """
    Converts the list of customer journey dictionaries into a pandas DataFrame.
    A DataFrame provides a structured and efficient way to store and analyze the journey data.
    """
    df = pd.DataFrame(data)
    return df

def display_journey_summary(df: pd.DataFrame):
    """
    Prints a formatted summary of each stage in the customer journey.
    """
    print("## Customer Journey Summary\n")
    for index, row in df.iterrows():
        print(f"--- Stage: {row['Stage']} ---")
        print(f"  Touchpoint: {row['Touchpoint']}")
        print(f"  Customer Action: {row['Customer Action']}")
        print(f"  Customer Thoughts: \"{row['Customer Thoughts']}\"")
        print(f"  Customer Emotion: {row['Customer Emotion']} (Score: {row['Emotion Score']})")
        if row['Pain Point'] != "N/A":
            print(f"  **Pain Point:** {row['Pain Point']}")
        if row['Opportunity'] != "N/A":
            print(f"  **Optimization Opportunity:** {row['Opportunity']}")
        print("-" * 40 + "\n")

def identify_pain_points(df: pd.DataFrame):
    """
    Identifies and lists all pain points across the customer journey.
    """
    pain_points = df[df['Pain Point'] != "N/A"]
    if not pain_points.empty:
        print("\n## Identified Pain Points:")
        for index, row in pain_points.iterrows():
            print(f"- **Stage '{row['Stage']}' ({row['Touchpoint']}):** {row['Pain Point']}")
    else:
        print("\nNo specific pain points identified in this journey (or marked as 'N/A').")

def suggest_optimization_opportunities(df: pd.DataFrame):
    """
    Identifies and lists all optimization opportunities across the customer journey.
    """
    opportunities = df[df['Opportunity'] != "N/A"]
    if not opportunities.empty:
        print("\n## Suggested Optimization Opportunities:")
        for index, row in opportunities.iterrows():
            print(f"- **Stage '{row['Stage']}' ({row['Touchpoint']}):** {row['Opportunity']}")
    else:
        print("\nNo specific optimization opportunities identified in this journey (or marked as 'N/A').")

# --- 3. Visualization Function ---

def visualize_emotional_journey(df: pd.DataFrame):
    """
    Generates a line plot to visualize the customer's emotional journey across stages.
    Emotions are mapped to numerical scores for plotting.
    """
    plt.figure(figsize=(12, 6))
    sns.lineplot(x='Stage', y='Emotion Score', data=df, marker='o', sort=False, color='skyblue', linewidth=2.5)
    sns.scatterplot(x='Stage', y='Emotion Score', data=df, s=100, color='darkblue', zorder=5) # Add points
    
    # Annotate points with actual emotion text
    for index, row in df.iterrows():
        plt.text(row['Stage'], row['Emotion Score'] + 0.05, row['Customer Emotion'], 
                 horizontalalignment='center', size='small', color='dimgrey')

    plt.title('Customer Emotional Journey Across Stages', fontsize=16)
    plt.xlabel('Journey Stage', fontsize=12)
    plt.ylabel('Emotion Score (Negative to Positive)', fontsize=12)
    plt.axhline(0, color='gray', linestyle='--', linewidth=0.7) # Neutral emotion line
    plt.grid(True, linestyle='--', alpha=0.6)
    plt.ylim(-1.0, 1.0) # Ensure consistent y-axis for emotion scores
    plt.xticks(rotation=45, ha='right')
    plt.tight_layout()
    plt.show()

# --- Main Execution ---
if __name__ == "__main__":
    print("--- Starting Customer Journey Map Test Run ---")

    # 1. Create DataFrame
    journey_df = create_journey_dataframe(customer_journey_data)
    print("\nDataFrame created successfully. Head of the data:")
    print(journey_df.head())

    # 2. Display Journey Summary
    display_journey_summary(journey_df)

    # 3. Identify Pain Points
    identify_pain_points(journey_df)

    # 4. Suggest Optimization Opportunities
    suggest_optimization_opportunities(journey_df)

    # 5. Visualize Emotional Journey
    print("\n## Visualizing Emotional Journey...")
    visualize_emotional_journey(journey_df)

    print("\n--- Customer Journey Map Test Run Complete ---")
Sandboxed live preview

Project: Customer Journey Map - Research Phase (Step 1 of 4)


Workflow Context & Objectives

This document outlines the approach for the "Research" phase, which is Step 1 of 4 in our "Customer Journey Map" workflow. The overall goal of this workflow is to map the complete customer journey from initial awareness through to advocacy, identifying key touchpoints, understanding customer emotions and pain points, and uncovering critical opportunities for optimization.

The primary objective of this Research Phase is to gather comprehensive, empirical data and insights that will serve as the foundation for accurately constructing the customer journey map. This involves understanding our target customers, their motivations, behaviors, and interactions with your brand across all relevant channels.

"Test Run" Acknowledgment and Approach

You have initiated a "Test run for customer_journey_map." In response, this output provides a detailed framework and template for how we would execute the research phase for a live project. It demonstrates our methodology, proposed tools, and the types of information we would collect, without performing actual data collection at this stage. This allows you to review our approach and provide feedback before commencing a full-scale research effort.

Key Research Areas and Information Needed

To build an accurate and actionable customer journey map, our research will focus on gathering insights across the following critical areas:

  1. Customer Personas:

* Demographics & Psychographics: Age, location, occupation, income, interests, values, lifestyle.

* Goals & Motivations: What are customers trying to achieve? What drives their decisions?

* Pain Points & Challenges: What obstacles do they face? What frustrations do they experience?

* Behavioral Patterns: How do they typically interact with products/services in this domain?

* Digital Fluency: Their comfort and proficiency with various digital platforms.

  1. Journey Stages:

* Awareness: How do customers first learn about your brand/product/service? (e.g., social media, ads, word-of-mouth, search).

* Consideration: What factors influence their decision-making? What information do they seek?

* Purchase/Conversion: What is the actual process of acquiring the product/service? What are the barriers?

* Onboarding/Usage: How do they begin using the product/service? What is their initial experience?

* Retention/Loyalty: What keeps them engaged? What encourages repeat business?

* Advocacy: What prompts them to recommend your brand to others?

  1. Touchpoints:

* Pre-Purchase: Advertisements, social media posts, website visits, reviews, search engine results, PR.

* Purchase: E-commerce platform, physical store, sales representatives, checkout process, payment gateways.

* Post-Purchase: Product usage, customer service (email, chat, phone), support documentation, newsletters, surveys, community forums, loyalty programs.

* Channels: Digital (website, app, email, social), Physical (store, events), Human (sales, support).

  1. Customer Emotions & Mindset:

* What are customers feeling at each touchpoint? (e.g., excitement, confusion, frustration, relief, satisfaction, delight).

* What are their expectations at each stage?

* How do these emotions change throughout the journey?

  1. Pain Points & Friction:

* Specific moments or interactions that cause frustration, confusion, or dissatisfaction.

* Obstacles that hinder progress or lead to abandonment.

* Gaps between customer expectations and actual experience.

  1. Opportunities for Optimization:

* Initial hypotheses for improving the customer experience based on potential pain points and positive moments.

* Areas where the journey can be made more efficient, enjoyable, or effective.

Proposed Research Methodologies & Data Sources

Our research approach will combine qualitative and quantitative methods to provide a holistic view of the customer journey.

1. Qualitative Research Methods:

  • In-depth Interviews:

* Purpose: To gain deep insights into customer motivations, pain points, emotions, and specific experiences.

* Participants: A representative sample of existing customers, recent churned customers, and potentially prospective customers.

  • Focus Groups:

* Purpose: To observe group dynamics, uncover shared perspectives, and identify common themes and reactions to brand interactions.

* Participants: Groups segmented by persona or journey stage.

  • User Testing/Usability Studies:

* Purpose: To observe users interacting with specific touchpoints (e.g., website, app, onboarding flow) in a controlled environment, identifying friction points in real-time.

* Tools: Session recording software, eye-tracking (if applicable).

  • Employee Interviews / Stakeholder Workshops:

* Purpose: To gather internal perspectives from customer-facing teams (sales, support, marketing) who have direct knowledge of customer interactions and common issues.

* Participants: Key personnel from relevant departments.

2. Quantitative Research Methods:

  • Surveys & Questionnaires:

* Purpose: To gather data on a larger scale regarding satisfaction levels (NPS, CSAT), preferred channels, frequency of interaction, and demographic information.

* Distribution: Email, website pop-ups, post-interaction.

  • Website & App Analytics:

* Purpose: To understand user behavior on digital platforms (e.g., Google Analytics, Adobe Analytics).

* Data Points: Page views, time on page, bounce rate, conversion rates, click paths, feature usage, drop-off points.

  • CRM Data Analysis:

* Purpose: To analyze customer history, purchase patterns, service interactions, and identify trends.

* Data Points: Purchase history, support tickets, lead sources, customer lifetime value (CLV).

  • Social Media Listening & Sentiment Analysis:

* Purpose: To understand public perception, identify common topics of discussion, and gauge overall sentiment towards the brand.

* Tools: Social listening platforms.

  • Support Ticket Analysis:

* Purpose: To identify recurring customer issues, common questions, and areas of frustration directly from customer service logs.

* Data Points: Ticket volume by category, resolution times, customer feedback on support interactions.

Expected Outcomes of the Research Phase

Upon completion of a full research phase, we would deliver:

  • Detailed Customer Personas: Comprehensive profiles of your key customer segments.
  • Inventory of Touchpoints: A comprehensive list of all interaction points across the customer journey.
  • Identified Pain Points & Moments of Delight: A clear understanding of where customers struggle and where they experience positive interactions.
  • Emotional Mapping Data: Insights into customer feelings at various stages.
  • Preliminary Optimization Opportunities: A list of potential areas for improvement based on research findings.
  • Research Synthesis Report: A consolidated document summarizing all findings, methodologies, and raw data where appropriate.

Next Steps & Collaboration Points

Following this "test run" and your review of our proposed research framework, the next steps in a live project would be:

  1. Refine Research Plan: Incorporate your feedback and specific business objectives into the detailed research plan.
  2. Define Target Participants: Work with your team to identify and segment suitable participants for interviews and surveys.
  3. Access to Data Sources: Secure necessary access to internal data sources (CRM, analytics, support logs).
  4. Execute Research: Conduct interviews, surveys, and data analysis as per the agreed plan.
  5. Synthesize Findings: Consolidate all collected data and insights into a comprehensive research report.

Action Items for Customer Review

To move forward with a full project, please review this proposed research framework and provide your feedback on the following:

  • Alignment: Does this research plan align with your understanding of the project's goals and your organization's priorities?
  • Key Personas: Do you have existing customer persona data or specific segments you'd like us to prioritize or validate?
  • Internal Stakeholders: Are there specific internal teams or individuals whose insights would be crucial for this research?
  • Available Data: Can you identify existing data sources (e.g., CRM, analytics, survey results) that we can leverage?
  • Specific Areas of Focus: Are there particular stages of the customer journey or specific touchpoints you are most keen to investigate?

Your input is invaluable in tailoring this research to yield the most impactful insights for your customer journey map.

collab Output

Customer Journey Map: Test Run Output - A Framework for Success

Welcome to your comprehensive "Test Run" for the Customer Journey Map! This deliverable provides a detailed framework outlining how we will map your customer's complete journey, from initial awareness to enthusiastic advocacy. While this is a template, it showcases the depth and actionable insights you can expect from a fully developed map tailored to your specific business and customer personas.

Our goal is to identify every touchpoint, understand customer emotions, pinpoint pain points, and uncover significant optimization opportunities to enhance the customer experience and drive business growth.


Understanding the Customer Journey Map

A Customer Journey Map is a visual representation of the process a customer goes through to achieve a goal with your company. It helps us step into your customers' shoes, understand their motivations, and identify areas for improvement across all interactions.

Key Benefits:

  • Empathy: Develop a deeper understanding of customer needs and feelings.
  • Identify Gaps: Uncover disconnects between customer expectations and current experiences.
  • Optimize Touchpoints: Improve specific interactions for a smoother, more positive journey.
  • Drive Innovation: Discover new products, services, or features based on unmet needs.
  • Align Teams: Foster a shared understanding across departments about customer experience goals.

Customer Journey Map Framework: Phases & Details

Below is a detailed breakdown of the typical phases in a customer journey, along with the critical elements we will analyze for each. This framework serves as the blueprint for our full mapping exercise.

1. Awareness Phase: Discovering a Need

This initial stage is where a potential customer first realizes they have a problem or need and begins to look for solutions.

  • Customer Goal: Identify a problem or need; become aware of potential solutions.
  • Customer Actions:

* Experiences a problem or pain point.

* Searches online for information, symptoms, or general solutions.

* Asks friends/colleagues for recommendations.

* Encounters advertisements or content passively.

  • Touchpoints:

* Search Engines (Google, Bing)

* Social Media (Facebook, Instagram, LinkedIn, X)

* Online Articles, Blogs, Forums

* Word-of-Mouth, Peer Recommendations

* Advertisements (Digital, Print, TV, Radio)

* Public Relations Mentions

  • Emotions:

Initial:* Frustration, curiosity, confusion, urgency (depending on the problem).

During search:* Hopeful, overwhelmed (by too much information), skeptical.

  • Pain Points:

* Difficulty articulating the problem.

* Information overload or conflicting advice.

* Lack of clear, concise solutions.

* Irrelevant advertising.

  • Optimization Opportunities:

* Content Marketing: Create educational blog posts, FAQs, and guides addressing common problems.

* SEO: Optimize website content for relevant keywords to improve organic visibility.

* Social Media Engagement: Participate in relevant discussions, run targeted awareness campaigns.

* Partnerships: Collaborate with influencers or complementary businesses for broader reach.

* Ad Targeting: Refine audience segmentation for more relevant advertising.


2. Consideration Phase: Evaluating Options

Here, the customer has identified several potential solutions or providers and is actively evaluating them based on various criteria.

  • Customer Goal: Research and compare solutions; identify the best fit for their specific needs.
  • Customer Actions:

* Visits company websites, product pages.

* Reads reviews, testimonials, case studies.

* Compares features, pricing, and benefits.

* Watches product demos or explainer videos.

* Downloads whitepapers, e-books, or free trials.

* Contacts sales or customer service with questions.

  • Touchpoints:

* Company Website (Product/Service Pages, About Us, Pricing)

* Review Sites (G2, Capterra, Yelp, Google Reviews)

* Comparison Websites

* Webinars, Demos, Free Trials

* Email Marketing Campaigns

* Sales Representatives (Phone, Chat, Email)

* Customer Support (FAQ, Knowledge Base)

  • Emotions:

* Curiosity, cautious optimism, analytical, discerning, sometimes overwhelmed by choices.

* Frustration if information is hard to find or inconsistent.

  • Pain Points:

* Lack of clear differentiation between options.

* Confusing pricing structures.

* Slow response times from sales/support.

* Negative reviews or poor social proof.

* Difficulties in comparing specific features.

  • Optimization Opportunities:

* Website Clarity: Ensure clear value propositions, easy navigation, and comprehensive product information.

* Social Proof: Prominently display testimonials, case studies, and positive reviews.

* Comparison Tools: Provide clear feature and pricing comparison charts.

* Lead Nurturing: Implement targeted email sequences to educate and guide prospects.

* Sales Enablement: Train sales teams to address common objections and highlight unique selling points.

* Live Chat/Chatbots: Offer instant support for quick questions.


3. Purchase/Conversion Phase: Making a Decision

This is the point where the customer decides to commit and completes the transaction or signs up for the service.

  • Customer Goal: Successfully complete the purchase or sign-up process.
  • Customer Actions:

* Adds items to cart / selects a plan.

* Fills out forms (billing, shipping, personal details).

* Enters payment information.

* Confirms order/subscription.

* Receives confirmation email.

  • Touchpoints:

* E-commerce Checkout Page

* Subscription Sign-up Forms

* Payment Gateways

* Order Confirmation Pages

* Confirmation Emails

* Sales Contracts/Agreements

* Customer Service (for last-minute issues)

  • Emotions:

* Anticipation, excitement, relief, sometimes anxiety (about security or commitment).

* Frustration if the process is complicated or fails.

  • Pain Points:

* Complex or lengthy checkout forms.

* Hidden fees or unexpected costs.

* Security concerns regarding payment.

* Technical glitches during transaction.

* Lack of clear progress indicators.

* Limited payment options.

  • Optimization Opportunities:

* Streamlined Checkout: Minimize steps, offer guest checkout, auto-fill options.

* Transparency: Clearly display all costs upfront, including taxes and shipping.

* Security Badges: Reassure customers with visible security certifications.

* Multiple Payment Options: Offer various payment methods (credit card, PayPal, Apple Pay).

* Error Prevention: Implement real-time validation for form fields.

* Abandoned Cart Recovery: Send reminder emails for incomplete purchases.


4. Retention/Service Phase: Using the Product/Service

After the purchase, the customer begins to use the product or service and interacts with customer support for ongoing needs.

  • Customer Goal: Successfully use the product/service; resolve any issues quickly; achieve desired outcomes.
  • Customer Actions:

* Onboarding (setting up account, learning features).

* Regularly uses the product/service.

* Seeks help from support documentation or agents.

* Provides feedback on their experience.

* Explores additional features or upgrades.

  • Touchpoints:

* Onboarding Guides, Tutorials, Demos

* Product Interface/App

* Help Center, FAQs, Knowledge Base

* Customer Support (Email, Phone, Chat)

* Account Manager (for B2B)

* In-App Notifications

* User Communities/Forums

* Billing Statements

  • Emotions:

* Hopeful, satisfied, productive, sometimes frustrated (when encountering issues), appreciative (of good support).

  • Pain Points:

* Difficult onboarding process.

* Lack of clear instructions or help resources.

* Slow or unhelpful customer support.

* Product bugs or performance issues.

* Unexpected billing problems.

* Feeling unheard or undervalued.

  • Optimization Opportunities:

* Robust Onboarding: Provide clear, intuitive onboarding flows and personalized guidance.

* Proactive Support: Offer tooltips, in-app help, and anticipate common questions.

* Efficient Customer Service: Improve response times, empower agents, offer self-service options.

* Feedback Loops: Implement surveys (NPS, CSAT), user testing, and direct feedback channels.

* Regular Updates: Communicate new features and improvements to existing customers.

* Customer Education: Host webinars, create advanced tutorials for deeper engagement.


5. Advocacy Phase: Becoming a Brand Champion

In this final stage, satisfied customers become promoters, actively recommending the brand and helping to attract new customers.

  • Customer Goal: Share positive experiences; help others discover the product/service.
  • Customer Actions:

* Leaves positive reviews and ratings.

* Recommends the brand to friends, family, or colleagues.

* Shares experiences on social media.

* Participates in loyalty programs or referral programs.

* Acts as a reference for potential customers.

* Engages with brand content online.

  • Touchpoints:

* Review Sites

* Social Media (Personal Posts, Brand Mentions)

* Referral Program Platforms

* Customer Testimonial Requests

* Brand Community Forums

* Customer Success Stories/Case Studies

* Email Marketing (Exclusive offers for loyal customers)

  • Emotions:

* Delighted, loyal, proud, empowered, connected.

  • Pain Points:

* No easy way to share feedback or refer others.

* Feeling unappreciated for their loyalty.

* Negative experiences that erode trust.

* Lack of incentives for advocacy.

  • Optimization Opportunities:

* Referral Programs: Create attractive incentives for referring new customers.

* Loyalty Programs: Reward repeat business and long-term engagement.

* Social Sharing Buttons: Make it easy to share positive experiences.

* Testimonial Requests: Proactively ask happy customers for reviews and case studies.

* Community Building: Foster online communities where advocates can connect and share.

* Exclusive Content/Offers: Provide special perks to loyal customers.

* Listen & Respond: Actively monitor and respond to mentions across all channels.


Key Elements for a Complete Customer Journey Map

Beyond the phase-by-phase breakdown, a complete Customer Journey Map will also incorporate:

  • Customer Persona: A detailed profile of the target customer, including demographics, behaviors, motivations, and goals. This ensures the map is grounded in a specific customer's reality.
  • Internal Ownership: Assigning specific teams or individuals responsible for each touchpoint and optimization opportunity.
  • Key Performance Indicators (KPIs): Metrics to track the success of each stage and the overall journey (e.g., website traffic, conversion rates, customer satisfaction scores, churn rate, referral rate).
  • Technology & Systems: Identify the tools and platforms used at each touchpoint (e.g., CRM, email marketing platform, analytics tools).

Next Steps: Bringing Your Journey Map to Life

This test run provides a robust framework. To create a definitive Customer Journey Map for your business, we will proceed with the following actions:

  1. Persona Deep Dive: Define 1-3 primary customer personas to ensure the map is tailored to your most important customer segments.
  2. Data Collection & Research: Gather existing data (analytics, surveys, interviews, support tickets) and conduct new research to validate and enrich each stage of the journey.
  3. Stakeholder Workshops: Collaborate with key internal teams (Marketing, Sales, Product, Support) to gather their insights and align on the current state and desired future state.
  4. Visual Mapping & Analysis: Create the visual journey map, identifying specific touchpoints, emotions, pain points, and critical moments of truth.
  5. Prioritized Recommendations: Develop a detailed list of actionable recommendations and optimization opportunities, prioritized by impact and feasibility.
  6. Implementation Roadmap: Outline a plan for implementing the identified improvements, including owners, timelines, and success metrics.

Ready to transform your customer experience?

Let's move forward from this test run to build a powerful, actionable Customer Journey Map that will drive your business success.

[Click Here to Schedule Your Full Customer Journey Mapping Session]

3. Code Explanation

This section breaks down the Python script, explaining each part and its purpose.

3.1. Data Definition (customer_journey_data)

  • Structure: The journey is defined as a list of dictionaries. Each dictionary represents a single "event" or "touchpoint" within the customer's journey.
  • Key Fields:

* Stage: The overarching phase of the journey (e.g., Awareness, Consideration, Purchase).

* Touchpoint: The specific interaction point (e.g., Social Media Ad, Website Landing Page).

* Customer Action: What the customer does at this touchpoint.

* Customer Thoughts: The internal monologue or perception of the customer.

* Customer Emotion: The dominant feeling (e.g., Curious, Frustrated, Relieved).

* Pain Point: Any specific obstacle or negative experience encountered. If none, "N/A".

* Opportunity: A suggestion for improvement or optimization at this stage. If none, "N/A".

* Emotion Score: A numerical representation of emotion (-1.0 for very negative, 0 for neutral, 1.0 for very positive). This is crucial for quantitative analysis and visualization.

3.2. Data Processing Functions

  • create_journey_dataframe(data):

* Purpose: Converts the raw list of dictionaries into a pandas.DataFrame. DataFrames are powerful for tabular data, enabling easy filtering, sorting, and analysis.

* Output: A pandas.DataFrame where each

collab Output

Unlocking Customer Loyalty: Your Comprehensive Journey Map for Sustainable & Ethical Home Decor

Executive Summary: Navigating the Path to Lasting Customer Relationships

Welcome to your detailed Customer Journey Map, a strategic blueprint designed to illuminate every step your customers take with your brand, from initial discovery to becoming loyal advocates. In today's competitive landscape, understanding your customer's experience is paramount. This map provides a holistic view, highlighting critical touchpoints, emotional states, pain points, and, most importantly, actionable opportunities to enhance satisfaction and drive growth for your Sustainable & Ethical Home Decor brand.

This deliverable empowers you to:

  • Empathize Deeper: Gain profound insights into your customers' thoughts, feelings, and motivations.
  • Optimize Experiences: Identify and address friction points, transforming them into moments of delight.
  • Drive Strategic Decisions: Pinpoint where to invest resources for maximum impact on customer loyalty and business outcomes.

Our Target Customer: "Conscious Carrie"

Before we dive into the journey, let's briefly introduce our archetypal customer for this map:

  • Name: Carrie
  • Age: 32
  • Occupation: Marketing Manager
  • Demographics: Lives in an urban area, environmentally conscious, values ethical sourcing, tech-savvy.
  • Psychographics: Seeks products that align with her values, willing to invest in quality and sustainability, influenced by social proof and authentic storytelling, enjoys curating her living space.
  • Goal: To furnish her home with beautiful, functional, and responsibly-made decor that reflects her values without compromising on style or quality.

The Customer Journey Map: From Awareness to Advocacy

This map is structured into five key stages, each detailing Carrie's goals, actions, touchpoints, emotions, pain points, and strategic opportunities for your brand.


Stage 1: Awareness – "Discovering Sustainable Living"

At this initial stage, Carrie is beginning to explore sustainable home decor options or simply encountering your brand for the first time.

  • Customer Goal: To find inspiration for decorating her home; to discover brands that offer eco-friendly and stylish products.
  • Customer Actions:

* Browses social media (Instagram, Pinterest) for home decor ideas.

* Reads blog articles on sustainable living, home styling, or ethical brands.

* Searches online for specific items like "eco-friendly rugs" or "sustainable wall art."

* Sees ads or sponsored content related to home decor.

  • Key Touchpoints:

* Social Media Feeds (Instagram, Pinterest, Facebook)

* Lifestyle Blogs, Interior Design Websites

* Search Engines (Google, Bing)

* Online Advertisements (Display, Social Media Ads)

* Influencer/Creator Content

  • Customer Thoughts & Emotions:

Thoughts*: "I want my home to reflect my values." "Where can I find unique, sustainable pieces?" "Is this brand truly eco-friendly, or just greenwashing?"

Emotions*: Curious, inspired, hopeful, but also skeptical, overwhelmed by choices.

  • Pain Points:

* Information Overload: Too many options, difficulty distinguishing genuinely sustainable brands.

* Greenwashing Skepticism: Doubts about the authenticity of sustainability claims.

* Lack of Trust: Unsure which sources to trust for ethical product information.

  • Opportunities for Optimization:

* Content Marketing: Publish engaging blog posts, guides, and infographics on sustainable living, ethical sourcing, and interior design tips using your products.

* Social Media Storytelling: Use Instagram and Pinterest to showcase product aesthetics, behind-the-scenes of your ethical production, and customer testimonials.

* Influencer Partnerships: Collaborate with authentic lifestyle and sustainability influencers who genuinely resonate with your brand.

* SEO Optimization: Ensure your website ranks high for relevant keywords (e.g., "sustainable home decor," "ethical furniture brands").

* Clear Value Proposition: Immediately communicate your commitment to sustainability and ethical practices in all ad copy and landing pages.


Stage 2: Consideration – "Evaluating Conscious Choices"

Carrie is now aware of your brand and is actively evaluating your products against competitors, seeking more detailed information and social proof.

  • Customer Goal: To compare product features, understand sustainability credentials, read reviews, and assess if your brand aligns with her aesthetic and values.
  • Customer Actions:

* Visits your website to browse product categories.

* Reads "About Us" and "Sustainability" pages.

* Compares product details (materials, origin, certifications).

* Reads customer reviews and testimonials.

* Subscribes to your newsletter.

* Adds items to a wishlist or shopping cart.

  • Key Touchpoints:

* Your E-commerce Website (Product Pages, About Us, Sustainability Pages, FAQ)

* Customer Reviews (On-site, third-party platforms)

* Email Newsletter

* Social Media (checking comments, brand responses)

* Comparison Websites (if applicable)

  • Customer Thoughts & Emotions:

Thoughts*: "Do these products fit my style?" "Are they truly worth the price?" "What makes them different from Brand X?" "How transparent is their sourcing?"

Emotions*: Engaged, interested, analytical, discerning, sometimes frustrated by lack of information.

  • Pain Points:

* Lack of Transparency: Insufficient detail on materials, sourcing, or ethical certifications.

* Website Navigation: Difficulty finding specific product information or comparing items.

* Pricing Concerns: Perceived high cost without clear justification of value or ethical premium.

* Limited Social Proof: Not enough reviews or visual examples from real customers.

  • Opportunities for Optimization:

* Enhanced Product Pages: Provide comprehensive details on materials, origin, artisan stories, care instructions, and sustainability certifications. Use high-quality imagery and video.

* Dedicated Sustainability Hub: Create an easily accessible section on your website detailing your impact, certifications, and ethical practices.

* Robust Customer Reviews: Implement a system for collecting and prominently displaying product reviews and star ratings. Encourage photo reviews.

* Live Chat/FAQ: Offer immediate answers to common questions about products, sourcing, and shipping.

* Email Marketing Nurturing: Send personalized emails based on browsing behavior (e.g., abandoned cart reminders, wishlist notifications, content related to viewed products).


Stage 3: Decision/Purchase – "Committing to Conscious Consumption"

Carrie has decided your brand is the right fit and is ready to make a purchase.

  • Customer Goal: To complete her purchase smoothly and securely, knowing she's made a good choice.
  • Customer Actions:

* Adds items to cart.

* Applies discount codes.

* Proceeds to checkout.

* Enters shipping and payment information.

* Confirms order.

  • Key Touchpoints:

* Shopping Cart Page

* Checkout Process (Shipping, Payment, Order Review)

* Order Confirmation Email

* Payment Gateway

  • Customer Thoughts & Emotions:

Thoughts*: "Is this checkout secure?" "What are the shipping costs and delivery times?" "Did I get the best deal?" "I hope this arrives soon!"

Emotions*: Excited, hopeful, decisive, but also cautious, anxious about potential issues.

  • Pain Points:

* Complex Checkout: Too many steps, mandatory account creation.

* Hidden Costs: Unexpected shipping fees or taxes revealed late in the process.

* Payment Insecurity: Concerns about the security of personal and financial data.

* Limited Payment Options: Preferred payment method not available.

* Slow Page Load: Frustration with a sluggish checkout experience.

  • Opportunities for Optimization:

* Streamlined Checkout: Implement a guest checkout option and minimize the number of steps.

* Transparent Pricing: Clearly display shipping costs and taxes upfront or with a shipping calculator.

* Secure Payment Gateways: Offer trusted payment options (e.g., Shopify Payments, PayPal, Apple Pay) and display security badges.

* Multiple Payment Options: Cater to diverse preferences.

* Clear Shipping & Returns Policy: Link prominently to these policies during checkout.

* Order Confirmation: Send an immediate, detailed order confirmation email with estimated delivery.


Stage 4: Retention/Usage – "Experiencing and Enjoying"

Carrie has received her product and is now experiencing it firsthand. This stage is crucial for building loyalty.

  • Customer Goal: To receive her order promptly, enjoy the product, and feel satisfied with her purchase. To easily resolve any issues if they arise.
  • Customer Actions:

* Receives and unboxes the product.

* Uses and enjoys the decor item in her home.

* May contact customer support with a question or issue.

* Interacts with post-purchase communications.

  • Key Touchpoints:

* Delivery Notification & Tracking

* Product Packaging & Unboxing Experience

* The Product Itself

* Customer Service (Email, Phone, Chat)

* Post-Purchase Emails (Care instructions, follow-ups)

* Loyalty Program Portal (if applicable)

  • Customer Thoughts & Emotions:

Thoughts*: "Wow, this packaging is beautiful!" "The product looks even better in person!" "This was exactly what I needed." "Their customer service was so helpful!"

Emotions*: Delighted, satisfied, appreciative, relieved, potentially frustrated if issues arise.

  • Pain Points:

* Slow/Damaged Delivery: Product arrives late or damaged.

* Product Not As Expected: Discrepancy between online representation and actual item.

* Difficult Returns/Exchanges: Complicated or costly process for resolving issues.

* Lack of Post-Purchase Engagement: Feeling forgotten after the sale.

* Poor Customer Support: Unresponsive or unhelpful service.

  • Opportunities for Optimization:

* Exceptional Packaging: Use eco-friendly, branded packaging that enhances the unboxing experience. Include a thank-you note or a small gift.

* Proactive Communication: Send shipping updates, delivery confirmations, and follow-up emails with product care tips.

* Responsive Customer Support: Provide multiple channels for support and ensure quick, helpful responses.

* Hassle-Free Returns: Offer a clear, easy, and customer-friendly return/exchange policy.

* Personalized Follow-ups: Send targeted emails based on purchase history, suggesting complementary products or content.

* Loyalty Program: Implement a points-based loyalty program to reward repeat purchases.


Stage 5: Advocacy – "Becoming a Brand Champion"

Carrie is now a satisfied customer who loves your brand and products, and she's ready to share her positive experience with others.

  • Customer Goal: To share her positive experience with friends and family, and to continue supporting brands that align with her values.
  • Customer Actions:

* Shares product photos on social media.

* Recommends your brand to friends and family.

* Leaves positive reviews or testimonials.

* Engages with your brand's social media content.

* Participates in referral programs.

  • Key Touchpoints:

* Social Media (Personal Posts, Brand Tags)

* Word-of-Mouth Conversations

* Review Platforms (On-site, Google, Trustpilot)

* Referral Program Links

* User-Generated Content (UGC) Campaigns

  • Customer Thoughts & Emotions:

Thoughts*: "I love showing off my new decor!" "Everyone should know about this amazing brand." "I feel good supporting businesses that do good."

Emotions*: Proud, enthusiastic, connected, empowered, loyal.

  • Pain Points:

* No Easy Sharing Mechanism: Difficulty sharing product links or brand information.

* Lack of Incentives: No reward for referrals or reviews.

* Feeling Unheard: No platform for sharing feedback or being recognized.

  • Opportunities for Optimization:

* Encourage Reviews & UGC: Actively solicit reviews post-purchase and run campaigns encouraging customers to share photos/videos with specific hashtags.

* Referral Program: Implement a clear and rewarding referral program that benefits both the referrer and the new customer.

* Social Media Engagement: Actively monitor and respond to customer mentions and tags, reshare UGC (with permission).

* Exclusive Community: Create an exclusive online community (e.g., Facebook Group, forum) for loyal customers to share ideas and receive early access to new products.

* Brand Storytelling: Continue to share your brand's mission and impact, giving advocates more reasons to champion your cause.


Key Takeaways & Overall Recommendations

This journey map reveals several critical areas for focus to elevate your customer experience and build a truly loyal community:

  1. Transparency is Gold: Conscious Carrie prioritizes ethical sourcing and sustainability. Be relentlessly transparent about your materials, processes, and impact at every stage.
  2. Seamless Digital Experience: From intuitive website navigation to a frictionless checkout, the digital touchpoints must be flawless and secure.
  3. Beyond the Sale: The journey doesn't end at purchase. Invest in exceptional post-purchase communication, support, and packaging to foster delight and loyalty.
  4. Empower Advocacy: Provide easy and incentivized ways for your satisfied customers to share their positive experiences and become brand champions.
  5. Authentic Storytelling: Continuously weave your brand's mission and values into all communications to resonate deeply with your target audience.

###

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\n\n\n"); var hasSrcMain=Object.keys(extracted).some(function(k){return k.indexOf("src/main")>=0;}); if(!hasSrcMain) zip.file(folder+"src/main."+ext,"import React from 'react'\nimport ReactDOM from 'react-dom/client'\nimport App from './App'\nimport './index.css'\n\nReactDOM.createRoot(document.getElementById('root')!).render(\n \n \n \n)\n"); var hasSrcApp=Object.keys(extracted).some(function(k){return k==="src/App."+ext||k==="App."+ext;}); if(!hasSrcApp) zip.file(folder+"src/App."+ext,"import React from 'react'\nimport './App.css'\n\nfunction App(){\n return(\n
\n
\n

"+slugTitle(pn)+"

\n

Built with PantheraHive BOS

\n
\n
\n )\n}\nexport default App\n"); zip.file(folder+"src/index.css","*{margin:0;padding:0;box-sizing:border-box}\nbody{font-family:system-ui,-apple-system,sans-serif;background:#f0f2f5;color:#1a1a2e}\n.app{min-height:100vh;display:flex;flex-direction:column}\n.app-header{flex:1;display:flex;flex-direction:column;align-items:center;justify-content:center;gap:12px;padding:40px}\nh1{font-size:2.5rem;font-weight:700}\n"); zip.file(folder+"src/App.css",""); zip.file(folder+"src/components/.gitkeep",""); zip.file(folder+"src/pages/.gitkeep",""); zip.file(folder+"src/hooks/.gitkeep",""); Object.keys(extracted).forEach(function(p){ var fp=p.startsWith("src/")?p:"src/"+p; zip.file(folder+fp,extracted[p]); }); zip.file(folder+"README.md","# "+slugTitle(pn)+"\n\nGenerated by PantheraHive BOS.\n\n## Setup\n\`\`\`bash\nnpm install\nnpm run dev\n\`\`\`\n\n## Build\n\`\`\`bash\nnpm run build\n\`\`\`\n\n## Open in IDE\nOpen the project folder in VS Code or WebStorm.\n"); zip.file(folder+".gitignore","node_modules/\ndist/\n.env\n.DS_Store\n*.local\n"); } /* --- Vue (Vite + Composition API + TypeScript) --- */ function buildVue(zip,folder,app,code,panelTxt){ var pn=pkgName(app); var C=cc(pn); var extracted=extractCode(panelTxt); zip.file(folder+"package.json",'{\n "name": "'+pn+'",\n "version": "0.0.0",\n "type": "module",\n "scripts": {\n "dev": "vite",\n "build": "vue-tsc -b && vite build",\n "preview": "vite preview"\n },\n "dependencies": {\n "vue": "^3.5.13",\n "vue-router": "^4.4.5",\n "pinia": "^2.3.0",\n "axios": "^1.7.9"\n },\n "devDependencies": {\n "@vitejs/plugin-vue": "^5.2.1",\n "typescript": "~5.7.3",\n "vite": "^6.0.5",\n "vue-tsc": "^2.2.0"\n }\n}\n'); zip.file(folder+"vite.config.ts","import { defineConfig } from 'vite'\nimport vue from '@vitejs/plugin-vue'\nimport { resolve } from 'path'\n\nexport default defineConfig({\n plugins: [vue()],\n resolve: { alias: { '@': resolve(__dirname,'src') } }\n})\n"); zip.file(folder+"tsconfig.json",'{"files":[],"references":[{"path":"./tsconfig.app.json"},{"path":"./tsconfig.node.json"}]}\n'); zip.file(folder+"tsconfig.app.json",'{\n "compilerOptions":{\n "target":"ES2020","useDefineForClassFields":true,"module":"ESNext","lib":["ES2020","DOM","DOM.Iterable"],\n "skipLibCheck":true,"moduleResolution":"bundler","allowImportingTsExtensions":true,\n "isolatedModules":true,"moduleDetection":"force","noEmit":true,"jsxImportSource":"vue",\n "strict":true,"paths":{"@/*":["./src/*"]}\n },\n "include":["src/**/*.ts","src/**/*.d.ts","src/**/*.tsx","src/**/*.vue"]\n}\n'); zip.file(folder+"env.d.ts","/// \n"); zip.file(folder+"index.html","\n\n\n \n \n "+slugTitle(pn)+"\n\n\n
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\n
\n

"+slugTitle(pn)+"

\n

Built with PantheraHive BOS

\n
\n \n
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zip.file(folder+".gitignore","node_modules/\ndist/\n.env\n.DS_Store\n*.local\n.angular/\n"); } /* --- Python --- */ function buildPython(zip,folder,app,code){ var title=slugTitle(app); var pn=pkgName(app); var src=code.replace(/^\`\`\`[\w]*\n?/m,"").replace(/\n?\`\`\`$/m,"").trim(); var reqMap={"numpy":"numpy","pandas":"pandas","sklearn":"scikit-learn","tensorflow":"tensorflow","torch":"torch","flask":"flask","fastapi":"fastapi","uvicorn":"uvicorn","requests":"requests","sqlalchemy":"sqlalchemy","pydantic":"pydantic","dotenv":"python-dotenv","PIL":"Pillow","cv2":"opencv-python","matplotlib":"matplotlib","seaborn":"seaborn","scipy":"scipy"}; var reqs=[]; Object.keys(reqMap).forEach(function(k){if(src.indexOf("import "+k)>=0||src.indexOf("from "+k)>=0)reqs.push(reqMap[k]);}); var reqsTxt=reqs.length?reqs.join("\n"):"# add dependencies here\n"; zip.file(folder+"main.py",src||"# "+title+"\n# Generated by PantheraHive BOS\n\nprint(title+\" loaded\")\n"); zip.file(folder+"requirements.txt",reqsTxt); zip.file(folder+".env.example","# Environment variables\n"); zip.file(folder+"README.md","# "+title+"\n\nGenerated by PantheraHive BOS.\n\n## Setup\n\`\`\`bash\npython3 -m venv .venv\nsource .venv/bin/activate\npip install -r requirements.txt\n\`\`\`\n\n## Run\n\`\`\`bash\npython main.py\n\`\`\`\n"); zip.file(folder+".gitignore",".venv/\n__pycache__/\n*.pyc\n.env\n.DS_Store\n"); } /* --- Node.js --- */ function buildNode(zip,folder,app,code){ var title=slugTitle(app); var pn=pkgName(app); var src=code.replace(/^\`\`\`[\w]*\n?/m,"").replace(/\n?\`\`\`$/m,"").trim(); var depMap={"mongoose":"^8.0.0","dotenv":"^16.4.5","axios":"^1.7.9","cors":"^2.8.5","bcryptjs":"^2.4.3","jsonwebtoken":"^9.0.2","socket.io":"^4.7.4","uuid":"^9.0.1","zod":"^3.22.4","express":"^4.18.2"}; var deps={}; Object.keys(depMap).forEach(function(k){if(src.indexOf(k)>=0)deps[k]=depMap[k];}); if(!deps["express"])deps["express"]="^4.18.2"; var pkgJson=JSON.stringify({"name":pn,"version":"1.0.0","main":"src/index.js","scripts":{"start":"node src/index.js","dev":"nodemon src/index.js"},"dependencies":deps,"devDependencies":{"nodemon":"^3.0.3"}},null,2)+"\n"; zip.file(folder+"package.json",pkgJson); var fallback="const express=require(\"express\");\nconst app=express();\napp.use(express.json());\n\napp.get(\"/\",(req,res)=>{\n res.json({message:\""+title+" API\"});\n});\n\nconst PORT=process.env.PORT||3000;\napp.listen(PORT,()=>console.log(\"Server on port \"+PORT));\n"; zip.file(folder+"src/index.js",src||fallback); zip.file(folder+".env.example","PORT=3000\n"); zip.file(folder+".gitignore","node_modules/\n.env\n.DS_Store\n"); zip.file(folder+"README.md","# "+title+"\n\nGenerated by PantheraHive BOS.\n\n## Setup\n\`\`\`bash\nnpm install\n\`\`\`\n\n## Run\n\`\`\`bash\nnpm run dev\n\`\`\`\n"); } /* --- Vanilla HTML --- */ function buildVanillaHtml(zip,folder,app,code){ var title=slugTitle(app); var isFullDoc=code.trim().toLowerCase().indexOf("=0||code.trim().toLowerCase().indexOf("=0; var indexHtml=isFullDoc?code:"\n\n\n\n\n"+title+"\n\n\n\n"+code+"\n\n\n\n"; zip.file(folder+"index.html",indexHtml); zip.file(folder+"style.css","/* "+title+" — styles */\n*{margin:0;padding:0;box-sizing:border-box}\nbody{font-family:system-ui,-apple-system,sans-serif;background:#fff;color:#1a1a2e}\n"); zip.file(folder+"script.js","/* "+title+" — scripts */\n"); zip.file(folder+"assets/.gitkeep",""); zip.file(folder+"README.md","# "+title+"\n\nGenerated by PantheraHive BOS.\n\n## Open\nDouble-click \`index.html\` in your browser.\n\nOr serve locally:\n\`\`\`bash\nnpx serve .\n# or\npython3 -m http.server 3000\n\`\`\`\n"); zip.file(folder+".gitignore",".DS_Store\nnode_modules/\n.env\n"); } /* ===== MAIN ===== */ var sc=document.createElement("script"); sc.src="https://cdnjs.cloudflare.com/ajax/libs/jszip/3.10.1/jszip.min.js"; sc.onerror=function(){ if(lbl)lbl.textContent="Download ZIP"; alert("JSZip load failed — check connection."); }; sc.onload=function(){ var zip=new JSZip(); var base=(_phFname||"output").replace(/\.[^.]+$/,""); var app=base.toLowerCase().replace(/[^a-z0-9]+/g,"_").replace(/^_+|_+$/g,"")||"my_app"; var folder=app+"/"; var vc=document.getElementById("panel-content"); var panelTxt=vc?(vc.innerText||vc.textContent||""):""; var lang=detectLang(_phCode,panelTxt); if(_phIsHtml){ buildVanillaHtml(zip,folder,app,_phCode); } else if(lang==="flutter"){ buildFlutter(zip,folder,app,_phCode,panelTxt); } else if(lang==="react-native"){ buildReactNative(zip,folder,app,_phCode,panelTxt); } else if(lang==="swift"){ buildSwift(zip,folder,app,_phCode,panelTxt); } else if(lang==="kotlin"){ buildKotlin(zip,folder,app,_phCode,panelTxt); } else if(lang==="react"){ buildReact(zip,folder,app,_phCode,panelTxt); } else if(lang==="vue"){ buildVue(zip,folder,app,_phCode,panelTxt); } else if(lang==="angular"){ buildAngular(zip,folder,app,_phCode,panelTxt); } else if(lang==="python"){ buildPython(zip,folder,app,_phCode); } else if(lang==="node"){ buildNode(zip,folder,app,_phCode); } else { /* Document/content workflow */ var title=app.replace(/_/g," "); var md=_phAll||_phCode||panelTxt||"No content"; zip.file(folder+app+".md",md); var h=""+title+""; h+="

"+title+"

"; var hc=md.replace(/&/g,"&").replace(//g,">"); hc=hc.replace(/^### (.+)$/gm,"

$1

"); hc=hc.replace(/^## (.+)$/gm,"

$1

"); hc=hc.replace(/^# (.+)$/gm,"

$1

"); hc=hc.replace(/\*\*(.+?)\*\*/g,"$1"); hc=hc.replace(/\n{2,}/g,"

"); h+="

"+hc+"

Generated by PantheraHive BOS
"; zip.file(folder+app+".html",h); zip.file(folder+"README.md","# "+title+"\n\nGenerated by PantheraHive BOS.\n\nFiles:\n- "+app+".md (Markdown)\n- "+app+".html (styled HTML)\n"); } zip.generateAsync({type:"blob"}).then(function(blob){ var a=document.createElement("a"); a.href=URL.createObjectURL(blob); a.download=app+".zip"; a.click(); URL.revokeObjectURL(a.href); if(lbl)lbl.textContent="Download ZIP"; }); }; document.head.appendChild(sc); } function phShare(){navigator.clipboard.writeText(window.location.href).then(function(){var el=document.getElementById("ph-share-lbl");if(el){el.textContent="Link copied!";setTimeout(function(){el.textContent="Copy share link";},2500);}});}function phEmbed(){var runId=window.location.pathname.split("/").pop().replace(".html","");var embedUrl="https://pantherahive.com/embed/"+runId;var code='';navigator.clipboard.writeText(code).then(function(){var el=document.getElementById("ph-embed-lbl");if(el){el.textContent="Embed code copied!";setTimeout(function(){el.textContent="Get Embed Code";},2500);}});}