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Customer Base & NZ GDP Dual Analysis

A deep dive into a 100K global customer dataset and New Zealand's GDP trajectory from 1972–2025, revealing subscriber growth patterns and economic structure.

APAkashdeep Patra
Apr 30, 2026
Conversation Story
Chapter 1
05:43 PM
AP

analyse these

Customers 100000.csv16.5 MB
GDP June 2025 Quarter.csv19.5 MB
AI Analysis
Two datasets walked into a bar — one tracking 100,000 global customers, the other mapping New Zealand's economy across 53 years. Let's untangle both stories.
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🌍 Story 1: The Customer Universe


The puzzle: 100,000 customers, 243 countries — yet the distribution is remarkably flat. No single country dominates. This isn't a "USA takes 40%" story. It's something far more interesting.
Top 10 Countries by Customer Count

Top 10 Countries by Customer Count

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🤔 The Flat Distribution Signal

🤔 The Flat Distribution Signal

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📅 Subscriber Growth Over Time


Here's where the real story lives. Subscriptions ran from Jan 2020 through mid-2022 — but then something happened.
Monthly New Subscribers (Jan 2020 – Aug 2021)

Monthly New Subscribers (Jan 2020 – Aug 2021)

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Annual Subscriber Distribution

Annual Subscriber Distribution

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⚠️ 2022 Drop — Truncation or Churn?

⚠️ 2022 Drop — Truncation or Churn?

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The headline: NZ GDP grew from $7B in 1972 to $431B in 2025 — a 62× increase over 53 years. But the real drama is how it got there.
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New Zealand Nominal GDP, 1972–2025 (NZ$ Millions)

New Zealand Nominal GDP, 1972–2025 (NZ$ Millions)

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🏭 What Powers NZ's Economy Today?


Fast-forward to Q2 2025 — here's how GDP breaks down by industry (production measure, chain volume):
NZ GDP by Industry — Q2 2025 (Chain Volume, NZ$ Millions)

NZ GDP by Industry — Q2 2025 (Chain Volume, NZ$ Millions)

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🧠 Knowledge Economy Dominates

🧠 Knowledge Economy Dominates

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📉 Recent GDP Momentum

NZ Annual GDP — Post-COVID Recovery (NZ$ Millions)

NZ Annual GDP — Post-COVID Recovery (NZ$ Millions)

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NZ GDP: 2020 vs 2025

NZ GDP: 2020 vs 2025

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What These Two Datasets Tell Us

What These Two Datasets Tell Us

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