{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Publish a visualization from a GeoDataFrame\n",
    "\n",
    "This example illustrate how to publish a visualization using a GeoDataFrame.\n",
    "\n",
    "Read more about Maps API Keys: https://carto.com/developers/auth-api/guides/types-of-API-Keys/\n",
    "\n",
    ">_Note: You'll need [CARTO Account](https://carto.com/signup) credentials to reproduce this example._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from cartoframes.auth import set_default_credentials\n",
    "\n",
    "set_default_credentials('creds.json')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from geopandas import read_file\n",
    "\n",
    "gdf = read_file('http://libs.cartocdn.com/cartoframes/files/sustainable_palm_oil_production_mills.geojson')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from cartoframes.viz import Map, Layer\n",
    "\n",
    "map_viz = Map(Layer(gdf))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'id': 'e1ee8600-de8d-48a0-b650-16d050507963',\n",
       " 'url': 'https://cartoframes-org.carto.com/u/cartoframes/kuviz/e1ee8600-de8d-48a0-b650-16d050507963',\n",
       " 'name': 'map_gdf',\n",
       " 'privacy': 'password'}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_viz.publish(\n",
    "    name='map_gdf',\n",
    "    password='1234',\n",
    "    if_exists='replace')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Recommendation\n",
    "\n",
    "The performance of visualizations can be affected by using large GeoDataFrames. There is also a size limit of 10MB per visualization published. Our recommendation in these cases is to upload the data to a table in CARTO, and use the table as the source in the Layer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success! Data uploaded to table \"table_name\" correctly\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'table_name'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from cartoframes import to_carto\n",
    "\n",
    "to_carto(gdf, 'table_name', if_exists='replace')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "map_viz = Map(Layer('table_name'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The map has been published. The \"cartoframes_0a8a065b2cc026c5c33ee3dc269afcf1\" Maps API key with value \"YTAEiju-Utii8mgtERiEkA\" is being used for the datasets: \"table_name\". You can manage your API keys on your account.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'id': 'd92b9d44-f292-4bdd-8715-56368d8e57ee',\n",
       " 'url': 'https://cartoframes-org.carto.com/u/cartoframes/kuviz/d92b9d44-f292-4bdd-8715-56368d8e57ee',\n",
       " 'name': 'map_table',\n",
       " 'privacy': 'password'}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_viz.publish(\n",
    "    name='map_table',\n",
    "    password='1234',\n",
    "    if_exists='replace')"
   ]
  }
 ],
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