chore: sync from fn-registry agent
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fn-registry agent
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{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "07306d98",
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"metadata": {},
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"source": [
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"# 01 — Exploración: quotes ↔ call_center ↔ factura\n",
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"\n",
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"Mapa de tablas y joins en `psql_dcpublic` (BigQuery `autingo-159109`).\n",
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"\n",
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"## Cadena de joins\n",
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"\n",
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"```\n",
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"tpv_authorization_tpvuser_centers (dccenter_id ∈ {159 CALL_CENTER_AURGI, 162 CALL_CENTER})\n",
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" │ tpvuser_id\n",
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" ▼\n",
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"tpv_orders_quote.created_by_id ──► quote por agente call_center\n",
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" │ order_id\n",
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" ▼\n",
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"tpv_orders_order ─► terminal_id ─► tpv_terminals.center_id ─► centers (centro real de facturación)\n",
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" │ │ customer_id │ vehicle_id\n",
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" ▼ ▼ ▼\n",
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"tpv_orders_invoice (status convertido) tpv_customers (tlf) tpv_vehicles_vehicle (matrícula)\n",
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"```\n",
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"\n",
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"Identidad cliente = `(customer_id, vehicle_id)` o (tlf, matrícula) según necesite normalización."
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "d2b6d545",
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"metadata": {},
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"outputs": [],
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"source": [
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"import os, sys\n",
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"from google.cloud import bigquery\n",
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"import pandas as pd\n",
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"\n",
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"PROJECT = \"autingo-159109\"\n",
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"DATASET = \"psql_dcpublic\"\n",
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"bq = bigquery.Client(project=PROJECT)\n",
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"\n",
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"def q(sql):\n",
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" return bq.query(sql).to_dataframe()"
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]
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},
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{
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"cell_type": "markdown",
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"id": "3238b92e",
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"metadata": {},
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"source": [
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"## 1. Usuarios call_center"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "34d656ad",
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"metadata": {},
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"outputs": [],
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"source": [
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"cc_users = q(f\"\"\"\n",
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"SELECT u.id, u.name, u.email, u.is_active, u.role_id,\n",
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" STRING_AGG(CAST(uc.dccenter_id AS STRING)) AS centers\n",
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"FROM `{PROJECT}.{DATASET}.tpv_authorization_tpvuser` u\n",
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"JOIN `{PROJECT}.{DATASET}.tpv_authorization_tpvuser_centers` uc\n",
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" ON u.id = uc.tpvuser_id\n",
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"WHERE uc.dccenter_id IN (159, 162)\n",
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"GROUP BY 1,2,3,4,5\n",
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"ORDER BY u.is_active DESC, u.id\n",
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"\"\"\")\n",
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"print(f\"Total usuarios call_center: {len(cc_users)} (activos: {cc_users.is_active.sum()})\")\n",
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"cc_users.head(20)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "9ec102fb",
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"metadata": {},
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"source": [
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"## 2. Schema quote — campos clave"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "e5f94b52",
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"metadata": {},
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"outputs": [],
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"source": [
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"q(f\"\"\"\n",
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"SELECT column_name, data_type\n",
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"FROM `{PROJECT}.{DATASET}.INFORMATION_SCHEMA.COLUMNS`\n",
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"WHERE table_name='tpv_orders_quote'\n",
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"ORDER BY ordinal_position\n",
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"\"\"\")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "32ffc1d2",
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"metadata": {},
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"source": [
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"## 3. Distribución `status` y `accepted` (últimos 90d)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "609022a9",
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"metadata": {},
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"outputs": [],
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"source": [
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"q(f\"\"\"\n",
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"SELECT status, accepted, COUNT(*) n\n",
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"FROM `{PROJECT}.{DATASET}.tpv_orders_quote`\n",
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"WHERE created_at >= TIMESTAMP_SUB(CURRENT_TIMESTAMP(), INTERVAL 90 DAY)\n",
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" AND deleted_at IS NULL\n",
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"GROUP BY status, accepted\n",
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"ORDER BY n DESC\n",
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"\"\"\")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "73c85198",
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"metadata": {},
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"source": [
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"## 4. Conversion quote → invoice (mismo order_id)\n",
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"\n",
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"Una quote convierte cuando existe `tpv_orders_invoice` con el mismo `order_id`. Ese invoice fija la facturación real (NAV-sync via `nav_id`)."
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "46378f84",
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"metadata": {},
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"outputs": [],
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"source": [
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"q(f\"\"\"\n",
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"SELECT\n",
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" COUNT(*) AS quotes,\n",
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" COUNT(DISTINCT q.order_id) AS distinct_orders,\n",
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" SUM(CASE WHEN i.id IS NOT NULL THEN 1 ELSE 0 END) AS quotes_con_invoice,\n",
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" SAFE_DIVIDE(SUM(CASE WHEN i.id IS NOT NULL THEN 1 ELSE 0 END), COUNT(*)) AS conversion_rate\n",
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"FROM `{PROJECT}.{DATASET}.tpv_orders_quote` q\n",
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"LEFT JOIN `{PROJECT}.{DATASET}.tpv_orders_invoice` i\n",
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" ON q.order_id = i.order_id\n",
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"WHERE q.created_at >= TIMESTAMP_SUB(CURRENT_TIMESTAMP(), INTERVAL 90 DAY)\n",
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" AND q.deleted_at IS NULL\n",
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"\"\"\")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "df8b402c",
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"metadata": {},
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"source": [
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"## 5. Sanity: quote por call_center vs otro\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "506744d3",
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"metadata": {},
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"outputs": [],
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"source": [
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"q(f\"\"\"\n",
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"WITH cc_users AS (\n",
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" SELECT DISTINCT tpvuser_id AS user_id\n",
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" FROM `{PROJECT}.{DATASET}.tpv_authorization_tpvuser_centers`\n",
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" WHERE dccenter_id IN (159, 162)\n",
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")\n",
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"SELECT\n",
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" CASE WHEN cc.user_id IS NOT NULL THEN 'call_center' ELSE 'otro' END AS origen_user,\n",
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" COUNT(*) AS quotes,\n",
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" SUM(CASE WHEN i.id IS NOT NULL THEN 1 ELSE 0 END) AS convertidos,\n",
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" ROUND(SAFE_DIVIDE(SUM(CASE WHEN i.id IS NOT NULL THEN 1 ELSE 0 END), COUNT(*)), 3) AS conv_rate\n",
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"FROM `{PROJECT}.{DATASET}.tpv_orders_quote` q\n",
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"LEFT JOIN cc_users cc ON q.created_by_id = cc.user_id\n",
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"LEFT JOIN `{PROJECT}.{DATASET}.tpv_orders_invoice` i ON q.order_id = i.order_id\n",
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"WHERE q.created_at >= TIMESTAMP_SUB(CURRENT_TIMESTAMP(), INTERVAL 90 DAY)\n",
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" AND q.deleted_at IS NULL\n",
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"GROUP BY 1\n",
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"\"\"\")"
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]
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3 (ipykernel)",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.13.5"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 5
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}
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