{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Enrich Points from a Dataset\n",
    "\n",
    "This example illustrates how to enrich points that are in a dataset with variables from CARTO's Data Observatory.\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": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>num_bike_dropoffs</th>\n",
       "      <th>num_bike_pickups</th>\n",
       "      <th>total_events</th>\n",
       "      <th>station_id</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>178</td>\n",
       "      <td>204</td>\n",
       "      <td>382</td>\n",
       "      <td>31000</td>\n",
       "      <td>-77.053144</td>\n",
       "      <td>38.858726</td>\n",
       "      <td>POINT (-77.05314 38.85873)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>222</td>\n",
       "      <td>276</td>\n",
       "      <td>498</td>\n",
       "      <td>31001</td>\n",
       "      <td>-77.053738</td>\n",
       "      <td>38.857216</td>\n",
       "      <td>POINT (-77.05374 38.85722)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>839</td>\n",
       "      <td>710</td>\n",
       "      <td>1549</td>\n",
       "      <td>31002</td>\n",
       "      <td>-77.049218</td>\n",
       "      <td>38.856372</td>\n",
       "      <td>POINT (-77.04922 38.85637)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>487</td>\n",
       "      <td>489</td>\n",
       "      <td>976</td>\n",
       "      <td>31003</td>\n",
       "      <td>-77.049614</td>\n",
       "      <td>38.860167</td>\n",
       "      <td>POINT (-77.04961 38.86017)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>230</td>\n",
       "      <td>227</td>\n",
       "      <td>457</td>\n",
       "      <td>31004</td>\n",
       "      <td>-77.059552</td>\n",
       "      <td>38.857937</td>\n",
       "      <td>POINT (-77.05955 38.85794)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>661</td>\n",
       "      <td>659</td>\n",
       "      <td>1320</td>\n",
       "      <td>31005</td>\n",
       "      <td>-77.059930</td>\n",
       "      <td>38.862077</td>\n",
       "      <td>POINT (-77.05993 38.86208)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>448</td>\n",
       "      <td>436</td>\n",
       "      <td>884</td>\n",
       "      <td>31006</td>\n",
       "      <td>-77.063398</td>\n",
       "      <td>38.863298</td>\n",
       "      <td>POINT (-77.06340 38.86330)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1146</td>\n",
       "      <td>1521</td>\n",
       "      <td>2667</td>\n",
       "      <td>31007</td>\n",
       "      <td>-77.051129</td>\n",
       "      <td>38.857474</td>\n",
       "      <td>POINT (-77.05113 38.85747)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>329</td>\n",
       "      <td>311</td>\n",
       "      <td>640</td>\n",
       "      <td>31009</td>\n",
       "      <td>-77.051513</td>\n",
       "      <td>38.848455</td>\n",
       "      <td>POINT (-77.05151 38.84846)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>396</td>\n",
       "      <td>373</td>\n",
       "      <td>769</td>\n",
       "      <td>31010</td>\n",
       "      <td>-77.050315</td>\n",
       "      <td>38.842644</td>\n",
       "      <td>POINT (-77.05031 38.84264)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   num_bike_dropoffs  num_bike_pickups  total_events  station_id  longitude  \\\n",
       "0                178               204           382       31000 -77.053144   \n",
       "1                222               276           498       31001 -77.053738   \n",
       "2                839               710          1549       31002 -77.049218   \n",
       "3                487               489           976       31003 -77.049614   \n",
       "4                230               227           457       31004 -77.059552   \n",
       "5                661               659          1320       31005 -77.059930   \n",
       "6                448               436           884       31006 -77.063398   \n",
       "7               1146              1521          2667       31007 -77.051129   \n",
       "8                329               311           640       31009 -77.051513   \n",
       "9                396               373           769       31010 -77.050315   \n",
       "\n",
       "    latitude                    geometry  \n",
       "0  38.858726  POINT (-77.05314 38.85873)  \n",
       "1  38.857216  POINT (-77.05374 38.85722)  \n",
       "2  38.856372  POINT (-77.04922 38.85637)  \n",
       "3  38.860167  POINT (-77.04961 38.86017)  \n",
       "4  38.857937  POINT (-77.05955 38.85794)  \n",
       "5  38.862077  POINT (-77.05993 38.86208)  \n",
       "6  38.863298  POINT (-77.06340 38.86330)  \n",
       "7  38.857474  POINT (-77.05113 38.85747)  \n",
       "8  38.848455  POINT (-77.05151 38.84846)  \n",
       "9  38.842644  POINT (-77.05031 38.84264)  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from geopandas import read_file\n",
    "\n",
    "arlington_file = 'http://libs.cartocdn.com/cartoframes/files/bikes.geojson'\n",
    "bikeshare_gdf = read_file(arlington_file)\n",
    "bikeshare_gdf.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<Variable.get('geoid_e99a58c1')> #'US Census Block Groups Geoids',\n",
       " <Variable.get('do_date_45f076c2')> #'First day of the year the survey was issued',\n",
       " <Variable.get('total_pop_17ea032f')> #'Total Population. The total number of all people l...',\n",
       " <Variable.get('households_a12defd5')> #'Households. A count of the number of households in...',\n",
       " <Variable.get('male_pop_eac43e5a')> #'Male Population. The number of people within each ...',\n",
       " <Variable.get('female_pop_35a04d3c')> #'Female Population. The number of people within eac...',\n",
       " <Variable.get('median_age_924e66ec')> #'Median Age. The median age of all people in a give...',\n",
       " <Variable.get('male_under_5_7851129b')> #'Male under 5 years. The male population over the a...',\n",
       " <Variable.get('male_5_to_9_13dd9eca')> #'Male age 5 to 9. The male population between the a...',\n",
       " <Variable.get('male_10_to_14_bf0c5d01')> #'Male age 10 to 14. The male population between the...',\n",
       " <Variable.get('male_15_to_17_743d231c')> #'Male age 15 to 17. The male population between the...',\n",
       " <Variable.get('male_18_to_19_f2526fdb')> #'Male age 18 and 19. The male population between th...',\n",
       " <Variable.get('male_20_27887230')> #'Male age 20. The male population with an age of tw...',\n",
       " <Variable.get('male_21_508f42a6')> #'Male age 21. The male population with an age of tw...',\n",
       " <Variable.get('male_22_to_24_8d311808')> #'Male age 22 to 24. The male population between the...',\n",
       " <Variable.get('male_25_to_29_36275a3b')> #'Male age 25 to 29. The male population between the...',\n",
       " <Variable.get('male_30_to_34_cf1f38fe')> #'Male age 30 to 34. The male population between the...',\n",
       " <Variable.get('male_35_to_39_e3966be4')> #'Male age 35 to 39. The male population between the...',\n",
       " <Variable.get('male_40_to_44_8a9ba720')> #'Male age 40 to 44. The male population between the...',\n",
       " <Variable.get('male_45_to_49_a612f43a')> #'Men age 45 to 49. The male population between the ...',\n",
       " <Variable.get('male_50_to_54_5f2a96ff')> #'Men age 50 to 54. The male population between the ...',\n",
       " <Variable.get('male_55_to_59_73a3c5e5')> #'Men age 55 to 59. The male population between the ...',\n",
       " <Variable.get('male_60_to_61_8ae23650')> #'Men age 60 to 61. The male population between the ...',\n",
       " <Variable.get('male_62_to_64_6d17d3f6')> #'Men age 62 to 64. The male population between the ...',\n",
       " <Variable.get('male_65_to_66_46be8c54')> #'Male age 65 to 66. The male population between the...',\n",
       " <Variable.get('male_67_to_69_419e80ec')> #'Male age 67 to 69. The male population between the...',\n",
       " <Variable.get('male_70_to_74_2f39f300')> #'Male age 70 to 74. The male population between the...',\n",
       " <Variable.get('male_75_to_79_3b0a01a')> #'Male age 75 to 79. The male population between the...',\n",
       " <Variable.get('male_80_to_84_7181fd63')> #'Male age 80 to 84. The male population between the...',\n",
       " <Variable.get('male_85_and_ove_55263063')> #'Male age 85 and over. The male population of the a...',\n",
       " <Variable.get('female_under_5_27560dab')> #'Female under 5 years. The female population over t...',\n",
       " <Variable.get('female_5_to_9_114aa6f3')> #'Female age 5 to 9. The female population between t...',\n",
       " <Variable.get('female_10_to_14_998a6ab2')> #'Female age 10 to 14. The female population between...',\n",
       " <Variable.get('female_15_to_17_52bb14af')> #'Female age 15 to 17. The female population between...',\n",
       " <Variable.get('female_18_to_19_d4d45868')> #'Female age 18 and 19. The female population betwee...',\n",
       " <Variable.get('female_20_2314d79c')> #'Female age 20. The female population with an age o...',\n",
       " <Variable.get('female_21_5413e70a')> #'Female age 21. The female population with an age o...',\n",
       " <Variable.get('female_22_to_24_abb72fbb')> #'Female age 22 to 24. The female population between...',\n",
       " <Variable.get('female_25_to_29_10a16d88')> #'Female age 25 to 29. The female population between...',\n",
       " <Variable.get('female_30_to_34_e9990f4d')> #'Female age 30 to 34. The female population between...',\n",
       " <Variable.get('female_35_to_39_c5105c57')> #'Female age 35 to 39. The female population between...',\n",
       " <Variable.get('female_40_to_44_ac1d9093')> #'Female age 40 to 44. The female population between...',\n",
       " <Variable.get('female_45_to_49_8094c389')> #'Female age 45 to 49. The female population between...',\n",
       " <Variable.get('female_50_to_54_79aca14c')> #'Female age 50 to 54. The female population between...',\n",
       " <Variable.get('female_55_to_59_5525f256')> #'Female age 55 to 59. The female population between...',\n",
       " <Variable.get('female_60_to_61_ac6401e3')> #'Female age 60 and 61. The female population betwee...',\n",
       " <Variable.get('female_62_to_64_4b91e445')> #'Female age 62 to 64. The female population between...',\n",
       " <Variable.get('female_65_to_66_6038bbe7')> #'Female age 65 to 66. The female population between...',\n",
       " <Variable.get('female_67_to_69_6718b75f')> #'Female age 67 to 69. The female population between...',\n",
       " <Variable.get('female_70_to_74_9bfc4b3')> #'Female age 70 to 74. The female population between...',\n",
       " <Variable.get('female_75_to_79_253697a9')> #'Female age 75 to 79. The female population between...',\n",
       " <Variable.get('female_80_to_84_5707cad0')> #'Female age 80 to 84. The female population between...',\n",
       " <Variable.get('female_85_and_o_6e2f62d')> #'Female age 85 and over. The female population of t...',\n",
       " <Variable.get('white_pop_7ca03aa4')> #'White Population. The number of people identifying...',\n",
       " <Variable.get('population_1_ye_6e0712f6')> #'Population 1 year and over. All people, male and f...',\n",
       " <Variable.get('population_3_ye_cc547bf')> #'Population 3 Years and Over. The total number of p...',\n",
       " <Variable.get('pop_5_years_ove_1ce71cb0')> #'Population 5 Years and Over. The number of people ...',\n",
       " <Variable.get('pop_15_and_over_a1bc478c')> #'Population 15 Years and Over. The number of people...',\n",
       " <Variable.get('pop_16_over_3bda9273')> #'Population age 16 and over. The number of people i...',\n",
       " <Variable.get('pop_25_years_ov_a5cb9ddf')> #'Population 25 Years and Over. The number of people...',\n",
       " <Variable.get('pop_25_64_7a581469')> #'Population age 25 to 64. The number of people in e...',\n",
       " <Variable.get('pop_never_marri_35218dc6')> #'Never Married. The number of people in a geographi...',\n",
       " <Variable.get('pop_now_married_540ba7de')> #'Currently married. The number of people in a geogr...',\n",
       " <Variable.get('pop_separated_5fc2715f')> #'Married but separated. The number of people in a g...',\n",
       " <Variable.get('pop_widowed_c23e3ee3')> #'Widowed. The number of people in a geographic area...',\n",
       " <Variable.get('pop_divorced_377eefa9')> #'Divorced. The number of people in a geographic are...',\n",
       " <Variable.get('not_us_citizen__ea2c7821')> #'Not a U.S. Citizen Population. The number of peopl...',\n",
       " <Variable.get('black_pop_8cb1f145')> #'Black or African American Population. The number o...',\n",
       " <Variable.get('asian_pop_a6608e1b')> #'Asian Population. The number of people identifying...',\n",
       " <Variable.get('hispanic_pop_759a7301')> #'Hispanic Population. The number of people identify...',\n",
       " <Variable.get('amerindian_pop_cb21a909')> #'American Indian and Alaska Native Population. The ...',\n",
       " <Variable.get('other_race_pop_7f6dc842')> #'Other Race population. The number of people identi...',\n",
       " <Variable.get('two_or_more_rac_673bc5ca')> #'Two or more races population. The number of people...',\n",
       " <Variable.get('white_including_866d1f5')> #'White including Hispanic',\n",
       " <Variable.get('black_including_1dca0df0')> #'Black including Hispanic',\n",
       " <Variable.get('asian_including_44ab0e7e')> #'Asian including Hispanic',\n",
       " <Variable.get('amerindian_incl_d600d770')> #'American Indian and Alaska Native Population, incl...',\n",
       " <Variable.get('hispanic_any_ra_5005362a')> #'Hispanic of any race',\n",
       " <Variable.get('not_hispanic_po_d63599a1')> #'Population not Hispanic. The number of people not ...',\n",
       " <Variable.get('asian_male_45_5_4fdc36e3')> #'Asian Men age 45 to 54',\n",
       " <Variable.get('asian_male_55_6_59914c90')> #'Asian Men age 55 to 64',\n",
       " <Variable.get('black_male_45_5_bd5802ae')> #'Black Men age 45 to 54',\n",
       " <Variable.get('black_male_55_6_ab1578dd')> #'Black Men age 55 to 64',\n",
       " <Variable.get('hispanic_male_4_131ba12f')> #'Hispanic Men age 45 to 54',\n",
       " <Variable.get('hispanic_male_5_556db5c')> #'Hispanic Men age 55 to 64',\n",
       " <Variable.get('white_male_45_5_b846e9ef')> #'White Men age 45 to 54',\n",
       " <Variable.get('white_male_55_6_ae0b939c')> #'White Men age 55 to 64',\n",
       " <Variable.get('median_income_9752e312')> #'Median Household Income in the past 12 Months. Wit...',\n",
       " <Variable.get('income_per_capi_e4e7984c')> #'Per Capita Income in the past 12 Months. Per capit...',\n",
       " <Variable.get('income_less_100_26690420')> #'Households with income less than $10,000. The numb...',\n",
       " <Variable.get('income_10000_14_394465ad')> #'Households with income of $10,000 to $14,999. The ...',\n",
       " <Variable.get('income_15000_19_2d077634')> #'Households with income of $15,000 to $19,999. The ...',\n",
       " <Variable.get('income_20000_24_e706797c')> #'Households with income of $20,000 to $24,999. The ...',\n",
       " <Variable.get('income_25000_29_f3456ae5')> #'Households with income of $25,000 to $29,999. The ...',\n",
       " <Variable.get('income_30000_34_1be88f0c')> #'Households with income of $30,000 to $34,999. The ...',\n",
       " <Variable.get('income_35000_39_fab9c95')> #'Households with income of $35,000 to $39,999. The ...',\n",
       " <Variable.get('income_40000_44_80f3469f')> #'Households with income of $40,000 to $44,999. The ...',\n",
       " <Variable.get('income_45000_49_94b05506')> #'Households with income of $45,000 to $49,999. The ...',\n",
       " <Variable.get('income_50000_59_8e776832')> #'Households with income of $50,000 to $59,999. The ...',\n",
       " <Variable.get('income_60000_74_9f3f858e')> #'Households with income of $60,000 to $74,999. The ...',\n",
       " <Variable.get('income_75000_99_f5c2f7b6')> #'Households with income of $75,000 to $99,999. The ...',\n",
       " <Variable.get('income_100000_1_311c84aa')> #'Households with income of $100,000 to $124,999. Th...',\n",
       " <Variable.get('income_125000_1_d15a9b0a')> #'Households with income of $125,000 to $149,999. Th...',\n",
       " <Variable.get('income_150000_1_2c051a76')> #'Households with income of $150,000 to $199,999. Th...',\n",
       " <Variable.get('income_200000_o_80a8b10')> #'Households with income of $200,000 Or More. The nu...',\n",
       " <Variable.get('households_reti_c972f7b7')> #'Households receiving retirement income',\n",
       " <Variable.get('pop_determined__b2af48da')> #'Population for Whom Poverty Status Determined. The...',\n",
       " <Variable.get('poverty_a86da569')> #'Income In The Past 12 Months Below Poverty Level. ...',\n",
       " <Variable.get('gini_index_61a4f040')> #'Gini Index. The Gini index, or index of income con...',\n",
       " <Variable.get('housing_units_43ca0162')> #'Housing Units. A count of housing units in each ge...',\n",
       " <Variable.get('renter_occupied_cc1e093c')> #'Renter-Occupied Housing Units Paying Cash Rent Med...',\n",
       " <Variable.get('owner_occupied__555e3c8')> #'Owner-Occupied Housing Units Lower Value Quartile',\n",
       " <Variable.get('owner_occupied__38823e55')> #'Owner-Occupied Housing Units Median Value. The mid...',\n",
       " <Variable.get('owner_occupied__acdc02b9')> #'Owner-Occupied Housing Units Upper Value Quartile',\n",
       " <Variable.get('occupied_housin_4942d85c')> #'Occupied housing units. A housing unit is classifi...',\n",
       " <Variable.get('housing_units_r_c42a333a')> #'Renter occupied housing units. All occupied units ...',\n",
       " <Variable.get('vacant_housing__afe37f66')> #'Vacant Housing Units. The count of vacant housing ...',\n",
       " <Variable.get('vacant_housing__7f060d9a')> #'Vacant Housing Units for Rent. The count of vacant...',\n",
       " <Variable.get('vacant_housing__98358053')> #'Vacant Housing Units for Sale. The count of vacant...',\n",
       " <Variable.get('dwellings_1_uni_b7252163')> #'Single-family (one unit) detached dwellings. This ...',\n",
       " <Variable.get('dwellings_1_uni_3e6cb87d')> #'Single-family (one unit) attached dwellings. This ...',\n",
       " <Variable.get('dwellings_2_uni_95fba657')> #'Two-family (two unit) dwellings',\n",
       " <Variable.get('dwellings_3_to__aaff1af9')> #'Multifamily dwellings with three to 4 units',\n",
       " <Variable.get('dwellings_5_to__2415ded9')> #'Apartment buildings with 5 to 9 units',\n",
       " <Variable.get('dwellings_10_to_632f7f56')> #'Apartment buildings with 10 to 19 units',\n",
       " <Variable.get('dwellings_20_to_57ae54e9')> #'Apartment buildings with 20 to 49 units',\n",
       " <Variable.get('dwellings_50_or_197b4892')> #'Apartment buildings with 50 or more units',\n",
       " <Variable.get('mobile_homes_76413596')> #'Mobile homes. A manufactured home is defined as a ...',\n",
       " <Variable.get('housing_built_2_bc97840a')> #'Housing units built in 2005 or later. A house, an ...',\n",
       " <Variable.get('housing_built_2_a0be2bae')> #'Housing units built between 2000 and 2004. A house...',\n",
       " <Variable.get('housing_built_1_872a8937')> #'Housing units built before 1939. A house, an apart...',\n",
       " <Variable.get('median_year_str_8a467206')> #'Median Year Structure Built. Median Year Structure...',\n",
       " <Variable.get('married_househo_16cbee75')> #'Married households. People in formal marriages, as...',\n",
       " <Variable.get('nonfamily_house_eacbe414')> #'Nonfamily Households. A householder living alone o...',\n",
       " <Variable.get('family_househol_a2b690bc')> #'Family Households. A family consists of a househol...',\n",
       " <Variable.get('households_publ_41c8c0ef')> #'Households on cash public assistance or receiving ...',\n",
       " <Variable.get('male_male_house_6c80824c')> #'Households with two male partners. An unmarried pa...',\n",
       " <Variable.get('female_female_h_cad0ee35')> #'Households with two female partners. An unmarried ...',\n",
       " <Variable.get('children_1345e45e')> #'Children under 18 Years of Age. The number of peop...',\n",
       " <Variable.get('children_in_sin_5a8be0bf')> #'Children under 18 years of age in single female-le...',\n",
       " <Variable.get('median_rent_8e984f49')> #'Median Rent. The median contract rent within a geo...',\n",
       " <Variable.get('percent_income__1dd987a9')> #'Percent of Household Income Spent on Rent. Within ...',\n",
       " <Variable.get('rent_burden_not_c1988e56')> #'Housing units without rent burden computed. Units ...',\n",
       " <Variable.get('rent_over_50_pe_6bfdd5d0')> #'Housing units spending over 50% income on rent. Gr...',\n",
       " <Variable.get('rent_40_to_50_p_ac0400e0')> #'Housing units spending 40 to 49.9% income on rent....',\n",
       " <Variable.get('rent_35_to_40_p_8db82d20')> #'Housing units spending 35 to 39.9% income on rent....',\n",
       " <Variable.get('rent_30_to_35_p_1674cd9d')> #'Housing units spending 30 to 34.9% income on rent....',\n",
       " <Variable.get('rent_25_to_30_p_c10ca7c8')> #'Housing units spending 25 to 29.9% income on rent....',\n",
       " <Variable.get('rent_20_to_25_p_57de3732')> #'Housing units spending 20 to 24.9% income on rent....',\n",
       " <Variable.get('rent_15_to_20_p_7067804')> #'Housing units spending 15 to 19.9% income on rent....',\n",
       " <Variable.get('rent_10_to_15_p_952138c3')> #'Housing units spending 10 to 14.9% income on rent....',\n",
       " <Variable.get('rent_under_10_p_59dbd7a2')> #'Housing units spending less than 10% on rent. Gros...',\n",
       " <Variable.get('owner_occupied__6e757d85')> #'Owner-occupied Housing Units',\n",
       " <Variable.get('million_dollar__20d5997e')> #'Owner-occupied Housing Units valued at $1,000,000 ...',\n",
       " <Variable.get('mortgaged_housi_fc2ef17f')> #'Owner-occupied Housing Units with a Mortgage. The ...',\n",
       " <Variable.get('different_house_dceb6c52')> #'Lived in a different house one year ago in a diffe...',\n",
       " <Variable.get('different_house_fb1fd24c')> #'Lived in a different house one year ago in the sam...',\n",
       " <Variable.get('families_with_y_d2703936')> #'Families with young children (under 6 years of age...',\n",
       " <Variable.get('two_parent_fami_a72b2560')> #'Two-parent families with young children (under 6 y...',\n",
       " <Variable.get('two_parents_in__17ac98f5')> #'Two-parent families, both parents in labor force w...',\n",
       " <Variable.get('two_parents_fat_e0331ff')> #'Two-parent families, father only in labor force wi...',\n",
       " <Variable.get('two_parents_mot_975a4455')> #'Two-parent families, mother only in labor force wi...',\n",
       " <Variable.get('two_parents_not_ab87942')> #'Two-parent families, neither parent in labor force...',\n",
       " <Variable.get('one_parent_fami_d7b1b01e')> #'One-parent families with young children (under 6 y...',\n",
       " <Variable.get('father_one_pare_fe8951dc')> #'One-parent families, father, with young children (...',\n",
       " <Variable.get('father_in_labor_c1ec49f0')> #'One-parent families, father in labor force, with y...',\n",
       " <Variable.get('commute_5_9_min_8e735f37')> #'Number of workers with a commute between 5 and 9 m...',\n",
       " <Variable.get('commute_less_10_fa5f86cc')> #'Number of workers with less than 10 minute commute...',\n",
       " <Variable.get('commute_10_14_m_59a0fba8')> #'Number of workers with a commute between 10 and 14...',\n",
       " <Variable.get('commute_15_19_m_afa9ad39')> #'Number of workers with a commute between 15 and 19...',\n",
       " <Variable.get('commute_20_24_m_837f5a36')> #'Number of workers with a commute between 20 and 24...',\n",
       " <Variable.get('commute_25_29_m_75760ca7')> #'Number of workers with a commute between 25 and 29...',\n",
       " <Variable.get('commute_30_34_m_caca3abc')> #'Number of workers with a commute between 30 and 34...',\n",
       " <Variable.get('commute_35_39_m_3cc36c2d')> #'Number of workers with a commute between 35 and 39...',\n",
       " <Variable.get('commute_40_44_m_edb11f4b')> #'Number of workers with a commute between 40 and 44...',\n",
       " <Variable.get('commute_35_44_m_45fa417d')> #'Number of workers with a commute between 35 and 44...',\n",
       " <Variable.get('commute_45_59_m_bdcf426e')> #'Number of workers with a commute between 45 and 59...',\n",
       " <Variable.get('commute_60_more_b8f49aa7')> #'Number of workers with a commute of over 60 minute...',\n",
       " <Variable.get('commute_60_89_m_927ab6dc')> #'Number of workers with a commute between 60 and 89...',\n",
       " <Variable.get('commute_90_more_ca6005d6')> #'Number of workers with a commute of over 90 minute...',\n",
       " <Variable.get('commuters_16_ov_2f2238f0')> #'Workers age 16 and over who do not work from home....',\n",
       " <Variable.get('walked_to_work_77fb49e8')> #'Walked to Work. The number of workers age 16 years...',\n",
       " <Variable.get('worked_at_home_165b5edb')> #'Worked at Home. The count within a geographical ar...',\n",
       " <Variable.get('no_car_6df757b8')> #'Workers age 16 and over with no vehicle. All peopl...',\n",
       " <Variable.get('no_cars_ded903e2')> #'Car-free households. The number of households with...',\n",
       " <Variable.get('one_car_f7f299a7')> #'One car households. The number of households with ...',\n",
       " <Variable.get('two_cars_2147dcdf')> #'Two car households. The number of households with ...',\n",
       " <Variable.get('three_cars_bb82be3d')> #'Three car households. The number of households wit...',\n",
       " <Variable.get('four_more_cars_60d7217e')> #'Four car households. The number of households with...',\n",
       " <Variable.get('aggregate_trave_ed412cab')> #'Aggregate travel time to work. The total number of...',\n",
       " <Variable.get('commuters_by_pu_89255082')> #'Commuters by Public Transportation. The number of ...',\n",
       " <Variable.get('commuters_by_bu_c5b6c768')> #'Commuters by Bus. The number of workers age 16 yea...',\n",
       " <Variable.get('commuters_by_ca_a0affdc3')> #'Commuters by Car, Truck, or Van. The number of wor...',\n",
       " <Variable.get('commuters_by_ca_9f22ab27')> #'Commuters by Carpool. The number of workers age 16...',\n",
       " <Variable.get('commuters_by_su_a0d71dc6')> #'Commuters by Subway or Elevated. The number of wor...',\n",
       " <Variable.get('commuters_drove_720e6216')> #'Commuters who drove alone. The number of workers a...',\n",
       " <Variable.get('group_quarters_bbe7d575')> #'Population living in group quarters',\n",
       " <Variable.get('associates_degr_88c5e753')> #'Population Completed Associate's Degree. The numbe...',\n",
       " <Variable.get('bachelors_degre_bbf0bd04')> #'Population Completed Bachelor's Degree. The number...',\n",
       " <Variable.get('high_school_dip_ad9f670d')> #'Population Completed High School. The number of pe...',\n",
       " <Variable.get('less_one_year_c_8f419b06')> #'Population completed less than one year of college...',\n",
       " <Variable.get('masters_degree_1bcf52d2')> #'Population Completed Master's Degree. The number o...',\n",
       " <Variable.get('one_year_more_c_ca568205')> #'Population completed more than one year of college...',\n",
       " <Variable.get('less_than_high__8db9eeaa')> #'Less than high school graduate. The number of peop...',\n",
       " <Variable.get('high_school_inc_966cadfc')> #'Population with high school degree, including GED....',\n",
       " <Variable.get('bachelors_degre_6591b321')> #'Population who completed a bachelor's degree. From...',\n",
       " <Variable.get('bachelors_degre_6a3073d')> #'Population with Bachelors Degree or Higher, Ages 2...',\n",
       " <Variable.get('graduate_profes_21febb6')> #'Population who completed a graduate or professiona...',\n",
       " <Variable.get('some_college_an_e8c299d9')> #'Population who completed some college or obtained ...',\n",
       " <Variable.get('male_45_64_asso_7221c8ad')> #'Men age 45 to 64 who obtained an associate's degre...',\n",
       " <Variable.get('male_45_64_bach_50e2201a')> #'Men age 45 to 64 who obtained a bachelor's degree',\n",
       " <Variable.get('male_45_64_grad_497d0290')> #'Men age 45 to 64 who obtained a graduate or profes...',\n",
       " <Variable.get('male_45_64_less_9cfbe2bb')> #'Men age 45 to 64 who attained less than a 9th grad...',\n",
       " <Variable.get('male_45_64_grad_ab30bb77')> #'Men age 45 to 64 who attained between 9th and 12th...',\n",
       " <Variable.get('male_45_64_high_3adafc46')> #'Men age 45 to 64 who completed high school or obta...',\n",
       " <Variable.get('male_45_64_some_1a47b9aa')> #'Men age 45 to 64 who completed some college, no de...',\n",
       " <Variable.get('male_45_to_64_ea95ea05')> #'Men age 45 to 64 (\"middle aged\"). The male populat...',\n",
       " <Variable.get('employed_pop_883ea712')> #'Employed Population. The number of civilians 16 ye...',\n",
       " <Variable.get('unemployed_pop_2a231e36')> #'Unemployed Population',\n",
       " <Variable.get('pop_in_labor_fo_bbdc31d9')> #'Population in Labor Force. The number of people in...',\n",
       " <Variable.get('not_in_labor_fo_586333cf')> #'Population Not in Labor Force. The number of peopl...',\n",
       " <Variable.get('workers_16_and__25701dd5')> #'Workers over the Age of 16. The number of people i...',\n",
       " <Variable.get('armed_forces_e75890d6')> #'Population in Armed Forces. The number of people i...',\n",
       " <Variable.get('civilian_labor__592b2aa5')> #'Population in Civilian Labor Force. The number of ...',\n",
       " <Variable.get('employed_agricu_2364af74')> #'Workers employed in firms in agriculture, forestry...',\n",
       " <Variable.get('employed_arts_e_fced4aef')> #'Workers employed in firms in arts, entertainment, ...',\n",
       " <Variable.get('employed_constr_78639ae5')> #'Workers employed in firms in construction. The Con...',\n",
       " <Variable.get('employed_educat_f2b1607c')> #'Workers employed in firms in educational services,...',\n",
       " <Variable.get('employed_financ_d311ad01')> #'Workers employed in firms in finance, insurance, r...',\n",
       " <Variable.get('employed_inform_ac5fee5')> #'Workers employed in firms in information. The Info...',\n",
       " <Variable.get('employed_manufa_1b2f8386')> #'Workers employed in firms in manufacturing. The Ma...',\n",
       " <Variable.get('employed_other__46059f67')> #'Workers employed in firms in other services except...',\n",
       " <Variable.get('employed_public_15ffcc97')> #'Workers employed in firms in public administration...',\n",
       " <Variable.get('employed_retail_443db8a8')> #'Workers employed in firms in retail trade. The Ret...',\n",
       " <Variable.get('employed_scienc_da9727e9')> #'Workers employed in firms in professional scientif...',\n",
       " <Variable.get('employed_transp_9e5b20d7')> #'Workers employed in firms in transportation, wareh...',\n",
       " <Variable.get('employed_wholes_c42bb44e')> #'Workers employed in firms in wholesale trade. The ...',\n",
       " <Variable.get('occupation_mana_fdae509d')> #'Workers employed in management business science an...',\n",
       " <Variable.get('occupation_natu_6080635')> #'Workers employed in natural resources, constructio...',\n",
       " <Variable.get('occupation_prod_b464c455')> #'Workers employed in production, transportation, an...',\n",
       " <Variable.get('occupation_sale_21f676c4')> #'Workers employed in sales and office occupations',\n",
       " <Variable.get('occupation_serv_73248584')> #'Workers employed in service occupations',\n",
       " <Variable.get('management_busi_f792d04c')> #'Civilian Employed Population in Management, Busine...',\n",
       " <Variable.get('sales_office_em_d3786701')> #'Civilian Employed Population in Sales and Office O...',\n",
       " <Variable.get('in_grades_1_to__48e08699')> #'Students Enrolled in Grades 1 to 4. The total numb...',\n",
       " <Variable.get('in_grades_5_to__dac788a4')> #'Students Enrolled in Grades 5 to 8. The total numb...',\n",
       " <Variable.get('in_grades_9_to__ddd6cf49')> #'Students Enrolled in Grades 9 to 12. The total num...',\n",
       " <Variable.get('in_school_e9bc87aa')> #'Students Enrolled in School. The total number of p...',\n",
       " <Variable.get('in_undergrad_co_d71245dd')> #'Students Enrolled as Undergraduate in College. The...',\n",
       " <Variable.get('speak_only_engl_c1599ddf')> #'Speaks only English at Home. The number of people ...',\n",
       " <Variable.get('speak_spanish_a_f22f39a8')> #'Speaks Spanish at Home. The number of people in a ...',\n",
       " <Variable.get('speak_spanish_a_cdb8ce26')> #'Speaks Spanish at Home, speaks English less than \"...']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from cartoframes.data.observatory import Dataset, Catalog\n",
    "\n",
    "dataset = Dataset.get('carto-do-public-data.usa_acs.demographics_sociodemographics_usa_censustract_2015_5yrs_20132017')\n",
    "dataset.variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Variable.get('no_cars_ded903e2')> #'Car-free households. The number of households with...'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from cartoframes.data.observatory import Variable\n",
    "\n",
    "variable = Variable.get('no_cars_ded903e2')\n",
    "variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from cartoframes.data.observatory import Enrichment\n",
    "\n",
    "enrichment = Enrichment()\n",
    "\n",
    "enriched_dataset_gdf = enrichment.enrich_points(\n",
    "    bikeshare_gdf,\n",
    "    variables=[variable]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>num_bike_dropoffs</th>\n",
       "      <th>num_bike_pickups</th>\n",
       "      <th>total_events</th>\n",
       "      <th>station_id</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>geometry</th>\n",
       "      <th>no_cars</th>\n",
       "      <th>do_area</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>178</td>\n",
       "      <td>204</td>\n",
       "      <td>382</td>\n",
       "      <td>31000</td>\n",
       "      <td>-77.053144</td>\n",
       "      <td>38.858726</td>\n",
       "      <td>POINT (-77.05314 38.85873)</td>\n",
       "      <td>567.0</td>\n",
       "      <td>2.007639e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>222</td>\n",
       "      <td>276</td>\n",
       "      <td>498</td>\n",
       "      <td>31001</td>\n",
       "      <td>-77.053738</td>\n",
       "      <td>38.857216</td>\n",
       "      <td>POINT (-77.05374 38.85722)</td>\n",
       "      <td>187.0</td>\n",
       "      <td>1.627917e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>839</td>\n",
       "      <td>710</td>\n",
       "      <td>1549</td>\n",
       "      <td>31002</td>\n",
       "      <td>-77.049218</td>\n",
       "      <td>38.856372</td>\n",
       "      <td>POINT (-77.04922 38.85637)</td>\n",
       "      <td>629.0</td>\n",
       "      <td>1.160783e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>487</td>\n",
       "      <td>489</td>\n",
       "      <td>976</td>\n",
       "      <td>31003</td>\n",
       "      <td>-77.049614</td>\n",
       "      <td>38.860167</td>\n",
       "      <td>POINT (-77.04961 38.86017)</td>\n",
       "      <td>629.0</td>\n",
       "      <td>1.160783e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>230</td>\n",
       "      <td>227</td>\n",
       "      <td>457</td>\n",
       "      <td>31004</td>\n",
       "      <td>-77.059552</td>\n",
       "      <td>38.857937</td>\n",
       "      <td>POINT (-77.05955 38.85794)</td>\n",
       "      <td>628.0</td>\n",
       "      <td>6.686098e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>661</td>\n",
       "      <td>659</td>\n",
       "      <td>1320</td>\n",
       "      <td>31005</td>\n",
       "      <td>-77.059930</td>\n",
       "      <td>38.862077</td>\n",
       "      <td>POINT (-77.05993 38.86208)</td>\n",
       "      <td>628.0</td>\n",
       "      <td>6.686098e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>448</td>\n",
       "      <td>436</td>\n",
       "      <td>884</td>\n",
       "      <td>31006</td>\n",
       "      <td>-77.063398</td>\n",
       "      <td>38.863298</td>\n",
       "      <td>POINT (-77.06340 38.86330)</td>\n",
       "      <td>628.0</td>\n",
       "      <td>6.686098e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1146</td>\n",
       "      <td>1521</td>\n",
       "      <td>2667</td>\n",
       "      <td>31007</td>\n",
       "      <td>-77.051129</td>\n",
       "      <td>38.857474</td>\n",
       "      <td>POINT (-77.05113 38.85747)</td>\n",
       "      <td>629.0</td>\n",
       "      <td>1.160783e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>329</td>\n",
       "      <td>311</td>\n",
       "      <td>640</td>\n",
       "      <td>31009</td>\n",
       "      <td>-77.051513</td>\n",
       "      <td>38.848455</td>\n",
       "      <td>POINT (-77.05151 38.84846)</td>\n",
       "      <td>629.0</td>\n",
       "      <td>1.160783e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>396</td>\n",
       "      <td>373</td>\n",
       "      <td>769</td>\n",
       "      <td>31010</td>\n",
       "      <td>-77.050315</td>\n",
       "      <td>38.842644</td>\n",
       "      <td>POINT (-77.05031 38.84264)</td>\n",
       "      <td>629.0</td>\n",
       "      <td>1.160783e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   num_bike_dropoffs  num_bike_pickups  total_events  station_id  longitude  \\\n",
       "0                178               204           382       31000 -77.053144   \n",
       "1                222               276           498       31001 -77.053738   \n",
       "2                839               710          1549       31002 -77.049218   \n",
       "3                487               489           976       31003 -77.049614   \n",
       "4                230               227           457       31004 -77.059552   \n",
       "5                661               659          1320       31005 -77.059930   \n",
       "6                448               436           884       31006 -77.063398   \n",
       "7               1146              1521          2667       31007 -77.051129   \n",
       "8                329               311           640       31009 -77.051513   \n",
       "9                396               373           769       31010 -77.050315   \n",
       "\n",
       "    latitude                    geometry  no_cars       do_area  \n",
       "0  38.858726  POINT (-77.05314 38.85873)    567.0  2.007639e+05  \n",
       "1  38.857216  POINT (-77.05374 38.85722)    187.0  1.627917e+05  \n",
       "2  38.856372  POINT (-77.04922 38.85637)    629.0  1.160783e+06  \n",
       "3  38.860167  POINT (-77.04961 38.86017)    629.0  1.160783e+06  \n",
       "4  38.857937  POINT (-77.05955 38.85794)    628.0  6.686098e+05  \n",
       "5  38.862077  POINT (-77.05993 38.86208)    628.0  6.686098e+05  \n",
       "6  38.863298  POINT (-77.06340 38.86330)    628.0  6.686098e+05  \n",
       "7  38.857474  POINT (-77.05113 38.85747)    629.0  1.160783e+06  \n",
       "8  38.848455  POINT (-77.05151 38.84846)    629.0  1.160783e+06  \n",
       "9  38.842644  POINT (-77.05031 38.84264)    629.0  1.160783e+06  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "enriched_dataset_gdf.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "   * This borrows heavily from TraceKit (https://github.com/csnover/TraceKit)\n",
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       "\n",
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       "      column: parts[5] ? +parts[5] : null,\n",
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       "\n",
       "  function displayError(e) {\n",
       "    const error$ = document.getElementById('error-container');\n",
       "    const errors$ = error$.getElementsByClassName('errors');\n",
       "    const stacktrace$ = document.getElementById('error-stacktrace');\n",
       "\n",
       "    errors$[0].innerHTML = e.name;\n",
       "    errors$[1].innerHTML = e.type;\n",
       "    errors$[2].innerHTML = e.message.replace(e.type, '');\n",
       "\n",
       "    error$.style.visibility = 'visible';\n",
       "\n",
       "    const stack = parse(e.stack);\n",
       "    const list = stack.map(item => {\n",
       "      return `<li>\n",
       "      at <span class=&quot;stacktrace-method&quot;>${item.methodName}:</span>\n",
       "      (${item.file}:${item.lineNumber}:${item.column})\n",
       "    </li>`;\n",
       "    });\n",
       "\n",
       "    stacktrace$.innerHTML = list.join('\\n');\n",
       "  }\n",
       "\n",
       "  // Computes the decimal coefficient and exponent of the specified number x with\n",
       "  // significant digits p, where x is positive and p is in [1, 21] or undefined.\n",
       "  // For example, formatDecimal(1.23) returns [&quot;123&quot;, 0].\n",
       "  function formatDecimal(x, p) {\n",
       "    if ((i = (x = p ? x.toExponential(p - 1) : x.toExponential()).indexOf(&quot;e&quot;)) < 0) return null; // NaN, ±Infinity\n",
       "    var i, coefficient = x.slice(0, i);\n",
       "\n",
       "    // The string returned by toExponential either has the form \\d\\.\\d+e[-+]\\d+\n",
       "    // (e.g., 1.2e+3) or the form \\de[-+]\\d+ (e.g., 1e+3).\n",
       "    return [\n",
       "      coefficient.length > 1 ? coefficient[0] + coefficient.slice(2) : coefficient,\n",
       "      +x.slice(i + 1)\n",
       "    ];\n",
       "  }\n",
       "\n",
       "  function exponent(x) {\n",
       "    return x = formatDecimal(Math.abs(x)), x ? x[1] : NaN;\n",
       "  }\n",
       "\n",
       "  function formatGroup(grouping, thousands) {\n",
       "    return function(value, width) {\n",
       "      var i = value.length,\n",
       "          t = [],\n",
       "          j = 0,\n",
       "          g = grouping[0],\n",
       "          length = 0;\n",
       "\n",
       "      while (i > 0 && g > 0) {\n",
       "        if (length + g + 1 > width) g = Math.max(1, width - length);\n",
       "        t.push(value.substring(i -= g, i + g));\n",
       "        if ((length += g + 1) > width) break;\n",
       "        g = grouping[j = (j + 1) % grouping.length];\n",
       "      }\n",
       "\n",
       "      return t.reverse().join(thousands);\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function formatNumerals(numerals) {\n",
       "    return function(value) {\n",
       "      return value.replace(/[0-9]/g, function(i) {\n",
       "        return numerals[+i];\n",
       "      });\n",
       "    };\n",
       "  }\n",
       "\n",
       "  // [[fill]align][sign][symbol][0][width][,][.precision][~][type]\n",
       "  var re = /^(?:(.)?([<>=^]))?([+\\-( ])?([$#])?(0)?(\\d+)?(,)?(\\.\\d+)?(~)?([a-z%])?$/i;\n",
       "\n",
       "  function formatSpecifier(specifier) {\n",
       "    if (!(match = re.exec(specifier))) throw new Error(&quot;invalid format: &quot; + specifier);\n",
       "    var match;\n",
       "    return new FormatSpecifier({\n",
       "      fill: match[1],\n",
       "      align: match[2],\n",
       "      sign: match[3],\n",
       "      symbol: match[4],\n",
       "      zero: match[5],\n",
       "      width: match[6],\n",
       "      comma: match[7],\n",
       "      precision: match[8] && match[8].slice(1),\n",
       "      trim: match[9],\n",
       "      type: match[10]\n",
       "    });\n",
       "  }\n",
       "\n",
       "  formatSpecifier.prototype = FormatSpecifier.prototype; // instanceof\n",
       "\n",
       "  function FormatSpecifier(specifier) {\n",
       "    this.fill = specifier.fill === undefined ? &quot; &quot; : specifier.fill + &quot;&quot;;\n",
       "    this.align = specifier.align === undefined ? &quot;>&quot; : specifier.align + &quot;&quot;;\n",
       "    this.sign = specifier.sign === undefined ? &quot;-&quot; : specifier.sign + &quot;&quot;;\n",
       "    this.symbol = specifier.symbol === undefined ? &quot;&quot; : specifier.symbol + &quot;&quot;;\n",
       "    this.zero = !!specifier.zero;\n",
       "    this.width = specifier.width === undefined ? undefined : +specifier.width;\n",
       "    this.comma = !!specifier.comma;\n",
       "    this.precision = specifier.precision === undefined ? undefined : +specifier.precision;\n",
       "    this.trim = !!specifier.trim;\n",
       "    this.type = specifier.type === undefined ? &quot;&quot; : specifier.type + &quot;&quot;;\n",
       "  }\n",
       "\n",
       "  FormatSpecifier.prototype.toString = function() {\n",
       "    return this.fill\n",
       "        + this.align\n",
       "        + this.sign\n",
       "        + this.symbol\n",
       "        + (this.zero ? &quot;0&quot; : &quot;&quot;)\n",
       "        + (this.width === undefined ? &quot;&quot; : Math.max(1, this.width | 0))\n",
       "        + (this.comma ? &quot;,&quot; : &quot;&quot;)\n",
       "        + (this.precision === undefined ? &quot;&quot; : &quot;.&quot; + Math.max(0, this.precision | 0))\n",
       "        + (this.trim ? &quot;~&quot; : &quot;&quot;)\n",
       "        + this.type;\n",
       "  };\n",
       "\n",
       "  // Trims insignificant zeros, e.g., replaces 1.2000k with 1.2k.\n",
       "  function formatTrim(s) {\n",
       "    out: for (var n = s.length, i = 1, i0 = -1, i1; i < n; ++i) {\n",
       "      switch (s[i]) {\n",
       "        case &quot;.&quot;: i0 = i1 = i; break;\n",
       "        case &quot;0&quot;: if (i0 === 0) i0 = i; i1 = i; break;\n",
       "        default: if (!+s[i]) break out; if (i0 > 0) i0 = 0; break;\n",
       "      }\n",
       "    }\n",
       "    return i0 > 0 ? s.slice(0, i0) + s.slice(i1 + 1) : s;\n",
       "  }\n",
       "\n",
       "  var prefixExponent;\n",
       "\n",
       "  function formatPrefixAuto(x, p) {\n",
       "    var d = formatDecimal(x, p);\n",
       "    if (!d) return x + &quot;&quot;;\n",
       "    var coefficient = d[0],\n",
       "        exponent = d[1],\n",
       "        i = exponent - (prefixExponent = Math.max(-8, Math.min(8, Math.floor(exponent / 3))) * 3) + 1,\n",
       "        n = coefficient.length;\n",
       "    return i === n ? coefficient\n",
       "        : i > n ? coefficient + new Array(i - n + 1).join(&quot;0&quot;)\n",
       "        : i > 0 ? coefficient.slice(0, i) + &quot;.&quot; + coefficient.slice(i)\n",
       "        : &quot;0.&quot; + new Array(1 - i).join(&quot;0&quot;) + formatDecimal(x, Math.max(0, p + i - 1))[0]; // less than 1y!\n",
       "  }\n",
       "\n",
       "  function formatRounded(x, p) {\n",
       "    var d = formatDecimal(x, p);\n",
       "    if (!d) return x + &quot;&quot;;\n",
       "    var coefficient = d[0],\n",
       "        exponent = d[1];\n",
       "    return exponent < 0 ? &quot;0.&quot; + new Array(-exponent).join(&quot;0&quot;) + coefficient\n",
       "        : coefficient.length > exponent + 1 ? coefficient.slice(0, exponent + 1) + &quot;.&quot; + coefficient.slice(exponent + 1)\n",
       "        : coefficient + new Array(exponent - coefficient.length + 2).join(&quot;0&quot;);\n",
       "  }\n",
       "\n",
       "  var formatTypes = {\n",
       "    &quot;%&quot;: function(x, p) { return (x * 100).toFixed(p); },\n",
       "    &quot;b&quot;: function(x) { return Math.round(x).toString(2); },\n",
       "    &quot;c&quot;: function(x) { return x + &quot;&quot;; },\n",
       "    &quot;d&quot;: function(x) { return Math.round(x).toString(10); },\n",
       "    &quot;e&quot;: function(x, p) { return x.toExponential(p); },\n",
       "    &quot;f&quot;: function(x, p) { return x.toFixed(p); },\n",
       "    &quot;g&quot;: function(x, p) { return x.toPrecision(p); },\n",
       "    &quot;o&quot;: function(x) { return Math.round(x).toString(8); },\n",
       "    &quot;p&quot;: function(x, p) { return formatRounded(x * 100, p); },\n",
       "    &quot;r&quot;: formatRounded,\n",
       "    &quot;s&quot;: formatPrefixAuto,\n",
       "    &quot;X&quot;: function(x) { return Math.round(x).toString(16).toUpperCase(); },\n",
       "    &quot;x&quot;: function(x) { return Math.round(x).toString(16); }\n",
       "  };\n",
       "\n",
       "  function identity(x) {\n",
       "    return x;\n",
       "  }\n",
       "\n",
       "  var map = Array.prototype.map,\n",
       "      prefixes = [&quot;y&quot;,&quot;z&quot;,&quot;a&quot;,&quot;f&quot;,&quot;p&quot;,&quot;n&quot;,&quot;µ&quot;,&quot;m&quot;,&quot;&quot;,&quot;k&quot;,&quot;M&quot;,&quot;G&quot;,&quot;T&quot;,&quot;P&quot;,&quot;E&quot;,&quot;Z&quot;,&quot;Y&quot;];\n",
       "\n",
       "  function formatLocale(locale) {\n",
       "    var group = locale.grouping === undefined || locale.thousands === undefined ? identity : formatGroup(map.call(locale.grouping, Number), locale.thousands + &quot;&quot;),\n",
       "        currencyPrefix = locale.currency === undefined ? &quot;&quot; : locale.currency[0] + &quot;&quot;,\n",
       "        currencySuffix = locale.currency === undefined ? &quot;&quot; : locale.currency[1] + &quot;&quot;,\n",
       "        decimal = locale.decimal === undefined ? &quot;.&quot; : locale.decimal + &quot;&quot;,\n",
       "        numerals = locale.numerals === undefined ? identity : formatNumerals(map.call(locale.numerals, String)),\n",
       "        percent = locale.percent === undefined ? &quot;%&quot; : locale.percent + &quot;&quot;,\n",
       "        minus = locale.minus === undefined ? &quot;-&quot; : locale.minus + &quot;&quot;,\n",
       "        nan = locale.nan === undefined ? &quot;NaN&quot; : locale.nan + &quot;&quot;;\n",
       "\n",
       "    function newFormat(specifier) {\n",
       "      specifier = formatSpecifier(specifier);\n",
       "\n",
       "      var fill = specifier.fill,\n",
       "          align = specifier.align,\n",
       "          sign = specifier.sign,\n",
       "          symbol = specifier.symbol,\n",
       "          zero = specifier.zero,\n",
       "          width = specifier.width,\n",
       "          comma = specifier.comma,\n",
       "          precision = specifier.precision,\n",
       "          trim = specifier.trim,\n",
       "          type = specifier.type;\n",
       "\n",
       "      // The &quot;n&quot; type is an alias for &quot;,g&quot;.\n",
       "      if (type === &quot;n&quot;) comma = true, type = &quot;g&quot;;\n",
       "\n",
       "      // The &quot;&quot; type, and any invalid type, is an alias for &quot;.12~g&quot;.\n",
       "      else if (!formatTypes[type]) precision === undefined && (precision = 12), trim = true, type = &quot;g&quot;;\n",
       "\n",
       "      // If zero fill is specified, padding goes after sign and before digits.\n",
       "      if (zero || (fill === &quot;0&quot; && align === &quot;=&quot;)) zero = true, fill = &quot;0&quot;, align = &quot;=&quot;;\n",
       "\n",
       "      // Compute the prefix and suffix.\n",
       "      // For SI-prefix, the suffix is lazily computed.\n",
       "      var prefix = symbol === &quot;$&quot; ? currencyPrefix : symbol === &quot;#&quot; && /[boxX]/.test(type) ? &quot;0&quot; + type.toLowerCase() : &quot;&quot;,\n",
       "          suffix = symbol === &quot;$&quot; ? currencySuffix : /[%p]/.test(type) ? percent : &quot;&quot;;\n",
       "\n",
       "      // What format function should we use?\n",
       "      // Is this an integer type?\n",
       "      // Can this type generate exponential notation?\n",
       "      var formatType = formatTypes[type],\n",
       "          maybeSuffix = /[defgprs%]/.test(type);\n",
       "\n",
       "      // Set the default precision if not specified,\n",
       "      // or clamp the specified precision to the supported range.\n",
       "      // For significant precision, it must be in [1, 21].\n",
       "      // For fixed precision, it must be in [0, 20].\n",
       "      precision = precision === undefined ? 6\n",
       "          : /[gprs]/.test(type) ? Math.max(1, Math.min(21, precision))\n",
       "          : Math.max(0, Math.min(20, precision));\n",
       "\n",
       "      function format(value) {\n",
       "        var valuePrefix = prefix,\n",
       "            valueSuffix = suffix,\n",
       "            i, n, c;\n",
       "\n",
       "        if (type === &quot;c&quot;) {\n",
       "          valueSuffix = formatType(value) + valueSuffix;\n",
       "          value = &quot;&quot;;\n",
       "        } else {\n",
       "          value = +value;\n",
       "\n",
       "          // Determine the sign. -0 is not less than 0, but 1 / -0 is!\n",
       "          var valueNegative = value < 0 || 1 / value < 0;\n",
       "\n",
       "          // Perform the initial formatting.\n",
       "          value = isNaN(value) ? nan : formatType(Math.abs(value), precision);\n",
       "\n",
       "          // Trim insignificant zeros.\n",
       "          if (trim) value = formatTrim(value);\n",
       "\n",
       "          // If a negative value rounds to zero after formatting, and no explicit positive sign is requested, hide the sign.\n",
       "          if (valueNegative && +value === 0 && sign !== &quot;+&quot;) valueNegative = false;\n",
       "\n",
       "          // Compute the prefix and suffix.\n",
       "          valuePrefix = (valueNegative ? (sign === &quot;(&quot; ? sign : minus) : sign === &quot;-&quot; || sign === &quot;(&quot; ? &quot;&quot; : sign) + valuePrefix;\n",
       "          valueSuffix = (type === &quot;s&quot; ? prefixes[8 + prefixExponent / 3] : &quot;&quot;) + valueSuffix + (valueNegative && sign === &quot;(&quot; ? &quot;)&quot; : &quot;&quot;);\n",
       "\n",
       "          // Break the formatted value into the integer “value” part that can be\n",
       "          // grouped, and fractional or exponential “suffix” part that is not.\n",
       "          if (maybeSuffix) {\n",
       "            i = -1, n = value.length;\n",
       "            while (++i < n) {\n",
       "              if (c = value.charCodeAt(i), 48 > c || c > 57) {\n",
       "                valueSuffix = (c === 46 ? decimal + value.slice(i + 1) : value.slice(i)) + valueSuffix;\n",
       "                value = value.slice(0, i);\n",
       "                break;\n",
       "              }\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "\n",
       "        // If the fill character is not &quot;0&quot;, grouping is applied before padding.\n",
       "        if (comma && !zero) value = group(value, Infinity);\n",
       "\n",
       "        // Compute the padding.\n",
       "        var length = valuePrefix.length + value.length + valueSuffix.length,\n",
       "            padding = length < width ? new Array(width - length + 1).join(fill) : &quot;&quot;;\n",
       "\n",
       "        // If the fill character is &quot;0&quot;, grouping is applied after padding.\n",
       "        if (comma && zero) value = group(padding + value, padding.length ? width - valueSuffix.length : Infinity), padding = &quot;&quot;;\n",
       "\n",
       "        // Reconstruct the final output based on the desired alignment.\n",
       "        switch (align) {\n",
       "          case &quot;<&quot;: value = valuePrefix + value + valueSuffix + padding; break;\n",
       "          case &quot;=&quot;: value = valuePrefix + padding + value + valueSuffix; break;\n",
       "          case &quot;^&quot;: value = padding.slice(0, length = padding.length >> 1) + valuePrefix + value + valueSuffix + padding.slice(length); break;\n",
       "          default: value = padding + valuePrefix + value + valueSuffix; break;\n",
       "        }\n",
       "\n",
       "        return numerals(value);\n",
       "      }\n",
       "\n",
       "      format.toString = function() {\n",
       "        return specifier + &quot;&quot;;\n",
       "      };\n",
       "\n",
       "      return format;\n",
       "    }\n",
       "\n",
       "    function formatPrefix(specifier, value) {\n",
       "      var f = newFormat((specifier = formatSpecifier(specifier), specifier.type = &quot;f&quot;, specifier)),\n",
       "          e = Math.max(-8, Math.min(8, Math.floor(exponent(value) / 3))) * 3,\n",
       "          k = Math.pow(10, -e),\n",
       "          prefix = prefixes[8 + e / 3];\n",
       "      return function(value) {\n",
       "        return f(k * value) + prefix;\n",
       "      };\n",
       "    }\n",
       "\n",
       "    return {\n",
       "      format: newFormat,\n",
       "      formatPrefix: formatPrefix\n",
       "    };\n",
       "  }\n",
       "\n",
       "  var locale;\n",
       "  var format;\n",
       "  var formatPrefix;\n",
       "\n",
       "  defaultLocale({\n",
       "    decimal: &quot;.&quot;,\n",
       "    thousands: &quot;,&quot;,\n",
       "    grouping: [3],\n",
       "    currency: [&quot;$&quot;, &quot;&quot;],\n",
       "    minus: &quot;-&quot;\n",
       "  });\n",
       "\n",
       "  function defaultLocale(definition) {\n",
       "    locale = formatLocale(definition);\n",
       "    format = locale.format;\n",
       "    formatPrefix = locale.formatPrefix;\n",
       "    return locale;\n",
       "  }\n",
       "\n",
       "  function formatter(value, specifier) {\n",
       "    const formatFunc = specifier ? format(specifier) : formatValue;\n",
       "\n",
       "    if (Array.isArray(value)) {\n",
       "      const [first, second] = value;\n",
       "      if (first === -Infinity) {\n",
       "        return `< ${formatFunc(second)}`;\n",
       "      }\n",
       "      if (second === Infinity) {\n",
       "        return `> ${formatFunc(first)}`;\n",
       "      }\n",
       "      return `${formatFunc(first)} - ${formatFunc(second)}`;\n",
       "    }\n",
       "    return formatFunc(value);\n",
       "  }\n",
       "\n",
       "  function formatValue(value) {\n",
       "    if (typeof value === 'number') {\n",
       "      return formatNumber(value);\n",
       "    }\n",
       "    return value;\n",
       "  }\n",
       "\n",
       "  function formatNumber(value) {\n",
       "    if (!Number.isInteger(value)) {\n",
       "      return value.toLocaleString(undefined, {\n",
       "        minimumFractionDigits: 2,\n",
       "        maximumFractionDigits: 3\n",
       "      });\n",
       "    }\n",
       "    return value.toLocaleString();\n",
       "  }\n",
       "\n",
       "  function updateViewport(id, map) {\n",
       "    function updateMapInfo() {\n",
       "      const mapInfo$ = document.getElementById(id);\n",
       "      const center = map.getCenter();\n",
       "      const lat = center.lat.toFixed(6);\n",
       "      const lng = center.lng.toFixed(6);\n",
       "      const zoom = map.getZoom().toFixed(2);\n",
       "\n",
       "      mapInfo$.innerText = `viewport={'zoom': ${zoom}, 'lat': ${lat}, 'lng': ${lng}}`;\n",
       "    }\n",
       "\n",
       "    updateMapInfo();\n",
       "\n",
       "    map.on('zoom', updateMapInfo);\n",
       "    map.on('move', updateMapInfo);\n",
       "  }\n",
       "\n",
       "  function getBasecolorSettings(basecolor) {\n",
       "    return {\n",
       "      'version': 8,\n",
       "      'sources': {},\n",
       "      'layers': [{\n",
       "          'id': 'background',\n",
       "          'type': 'background',\n",
       "          'paint': {\n",
       "              'background-color': basecolor\n",
       "          }\n",
       "      }]\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function getImageElement(mapIndex) {\n",
       "    const id = mapIndex !== undefined ? `map-image-${mapIndex}` : 'map-image';\n",
       "    return document.getElementById(id);\n",
       "  }\n",
       "\n",
       "  function getContainerElement(mapIndex) {\n",
       "    const id = mapIndex !== undefined ? `main-container-${mapIndex}` : 'main-container';\n",
       "    return document.getElementById(id);\n",
       "  }\n",
       "\n",
       "  function saveImage(mapIndex) {\n",
       "    const img = getImageElement(mapIndex);\n",
       "    const container = getContainerElement(mapIndex);\n",
       "\n",
       "    html2canvas(container)\n",
       "      .then((canvas) => setMapImage(canvas, img, container));\n",
       "  }\n",
       "\n",
       "  function setMapImage(canvas, img, container) {\n",
       "    const src = canvas.toDataURL();\n",
       "    img.setAttribute('src', src);\n",
       "    img.style.display = 'block';\n",
       "    container.style.display = 'none';\n",
       "  }\n",
       "\n",
       "  function resetPopupClick(interactivity) {\n",
       "    interactivity.off('featureClick');\n",
       "  }\n",
       "\n",
       "  function resetPopupHover(interactivity) {\n",
       "    interactivity.off('featureHover');\n",
       "  }\n",
       "\n",
       "  function setPopupsClick(map, clickPopup, hoverPopup, interactivity, attrs) {\n",
       "    interactivity.on('featureClick', (event) => {\n",
       "      updatePopup(map, clickPopup, event, attrs);\n",
       "      hoverPopup.remove();\n",
       "    });\n",
       "  }\n",
       "\n",
       "  function setPopupsHover(map, hoverPopup, interactivity, attrs) {\n",
       "    interactivity.on('featureHover', (event) => {\n",
       "      updatePopup(map, hoverPopup, event, attrs);\n",
       "    });\n",
       "  }\n",
       "\n",
       "  function updatePopup(map, popup, event, attrs) {\n",
       "    if (event.features.length > 0) {\n",
       "      let popupHTML = '';\n",
       "      const layerIDs = [];\n",
       "\n",
       "      for (const feature of event.features) {\n",
       "        if (layerIDs.includes(feature.layerId)) {\n",
       "          continue;\n",
       "        }\n",
       "        // Track layers to add only one feature per layer\n",
       "        layerIDs.push(feature.layerId);\n",
       "\n",
       "        for (const item of attrs) {\n",
       "          const variable = feature.variables[item.name];\n",
       "          if (variable) {\n",
       "            let value = variable.value;\n",
       "            value = formatter(value, item.format);\n",
       "\n",
       "            popupHTML = `\n",
       "            <span class=&quot;popup-name&quot;>${item.title}</span>\n",
       "            <span class=&quot;popup-value&quot;>${value}</span>\n",
       "          ` + popupHTML;\n",
       "          }\n",
       "        }\n",
       "      }\n",
       "\n",
       "      if (popupHTML) {\n",
       "        popup\n",
       "            .setLngLat([event.coordinates.lng, event.coordinates.lat])\n",
       "            .setHTML(`<div class=&quot;popup-content&quot;>${popupHTML}</div>`);\n",
       "\n",
       "        if (!popup.isOpen()) {\n",
       "          popup.addTo(map);\n",
       "        }\n",
       "      } else {\n",
       "        popup.remove();\n",
       "      }\n",
       "    } else {\n",
       "      popup.remove();\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function setInteractivity(map, interactiveLayers, interactiveMapLayers) {\n",
       "    const interactivity = new carto.Interactivity(interactiveMapLayers);\n",
       "\n",
       "    const clickPopup = new mapboxgl.Popup({\n",
       "      closeButton: true,\n",
       "      closeOnClick: false\n",
       "    });\n",
       "\n",
       "    const hoverPopup = new mapboxgl.Popup({\n",
       "      closeButton: false,\n",
       "      closeOnClick: false\n",
       "    });\n",
       "\n",
       "    const { clickAttrs, hoverAttrs } = _setInteractivityAttrs(interactiveLayers);\n",
       "\n",
       "    resetPopupClick(map);\n",
       "    resetPopupHover(map);\n",
       "\n",
       "    if (clickAttrs.length > 0) {\n",
       "      setPopupsClick(map, clickPopup, hoverPopup, interactivity, clickAttrs);\n",
       "    }\n",
       "\n",
       "    if (hoverAttrs.length > 0) {\n",
       "      setPopupsHover(map, hoverPopup, interactivity, hoverAttrs);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function _setInteractivityAttrs(interactiveLayers) {\n",
       "    let clickAttrs = [];\n",
       "    let hoverAttrs = [];\n",
       "\n",
       "    interactiveLayers.forEach((interactiveLayer) => {\n",
       "      interactiveLayer.interactivity.forEach((interactivityDef) => {\n",
       "        if (interactivityDef.event === 'click') {\n",
       "          clickAttrs = clickAttrs.concat(interactivityDef.attrs);\n",
       "        } else if (interactivityDef.event === 'hover') {\n",
       "          hoverAttrs = hoverAttrs.concat(interactivityDef.attrs);\n",
       "        }\n",
       "      });\n",
       "    });\n",
       "\n",
       "    return { clickAttrs, hoverAttrs };\n",
       "  }\n",
       "\n",
       "  function renderWidget(widget, value) {\n",
       "    widget.element = widget.element || document.querySelector(`#${widget.id}-value`);\n",
       "\n",
       "    if (value && widget.element) {\n",
       "      widget.element.innerText = typeof value === 'number' ? formatter(value, widget.options.format) : value;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function renderBridge(bridge, widget, mapLayer) {\n",
       "    widget.element = widget.element || document.querySelector(`#${widget.id}`);\n",
       "\n",
       "    switch (widget.type) {\n",
       "      case 'histogram':\n",
       "        const type = _getWidgetType(mapLayer, widget.value, widget.prop);\n",
       "        const histogram = type === 'category' ? 'categoricalHistogram' : 'numericalHistogram';\n",
       "        bridge[histogram](widget.element, widget.value, widget.options);\n",
       "        break;\n",
       "      case 'category':\n",
       "        bridge.category(widget.element, widget.value, widget.options);\n",
       "        break;\n",
       "      case 'animation':\n",
       "        widget.options.propertyName = widget.prop;\n",
       "        bridge.animationControls(widget.element, widget.value, widget.options);\n",
       "        break;\n",
       "      case 'time-series':\n",
       "        widget.options.propertyName = widget.prop;\n",
       "        bridge.timeSeries(widget.element, widget.value, widget.options);\n",
       "        break;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function bridgeLayerWidgets(map, mapLayer, mapSource, widgets) {\n",
       "    const bridge = new AsBridge.VL.Bridge({\n",
       "      carto: carto,\n",
       "      layer: mapLayer,\n",
       "      source: mapSource,\n",
       "      map: map\n",
       "    });\n",
       "\n",
       "    widgets\n",
       "      .filter((widget) => widget.has_bridge)\n",
       "      .forEach((widget) => renderBridge(bridge, widget, mapLayer));\n",
       "\n",
       "    bridge.build();\n",
       "  }\n",
       "\n",
       "  function _getWidgetType(layer, property, value) {\n",
       "    return layer.metadata && layer.metadata.properties[value] ?\n",
       "      layer.metadata.properties[value].type\n",
       "      : _getWidgetPropertyType(layer, property);\n",
       "  }\n",
       "\n",
       "  function _getWidgetPropertyType(layer, property) {\n",
       "    return layer.metadata && layer.metadata.properties[property] ?\n",
       "      layer.metadata.properties[property].type\n",
       "      : null;\n",
       "  }\n",
       "\n",
       "  function createLegends(layer, legends, layerIndex, mapIndex=0) {\n",
       "    if (legends.length) {\n",
       "      legends.forEach((legend, legendIndex) => _createLegend(layer, legend, layerIndex, legendIndex, mapIndex));\n",
       "    } else {\n",
       "      _createLegend(layer, legends, layerIndex, 0, mapIndex);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function _createLegend(layer, legend, layerIndex, legendIndex, mapIndex=0) {\n",
       "    const element = document.querySelector(`#layer${layerIndex}_map${mapIndex}_legend${legendIndex}`);\n",
       "\n",
       "    if (legend.prop) {\n",
       "      const othersLabel = 'Others';   // TODO: i18n\n",
       "      const prop = legend.prop;\n",
       "      const dynamic = legend.dynamic;\n",
       "      const order = legend.ascending ? 'ASC' : 'DESC';\n",
       "      const variable = legend.variable;\n",
       "      const config = { othersLabel, variable, order };\n",
       "      const formatFunc = (value) => formatter(value, legend.format);\n",
       "      const options = { format: formatFunc, config, dynamic };\n",
       "\n",
       "      if (legend.type.startsWith('size-continuous')) {\n",
       "        config.samples = 4;\n",
       "      }\n",
       "\n",
       "      AsBridge.VL.Legends.rampLegend(element, layer, prop, options);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function SourceFactory() {\n",
       "    const sourceTypes = { GeoJSON, Query, MVT };\n",
       "\n",
       "    this.createSource = (layer) => {\n",
       "      return sourceTypes[layer.type](layer);\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function GeoJSON(layer) {\n",
       "    const options = JSON.parse(JSON.stringify(layer.options));\n",
       "    const data = _decodeJSONData(layer.data, layer.encode_data);\n",
       "\n",
       "    return new carto.source.GeoJSON(data, options);\n",
       "  }\n",
       "\n",
       "  function Query(layer) {\n",
       "    const auth = {\n",
       "      username: layer.credentials.username,\n",
       "      apiKey: layer.credentials.api_key || 'default_public'\n",
       "    };\n",
       "\n",
       "    const config = {\n",
       "      serverURL: layer.credentials.base_url || `https://${layer.credentials.username}.carto.com/`\n",
       "    };\n",
       "\n",
       "    return new carto.source.SQL(layer.data, auth, config);\n",
       "  }\n",
       "\n",
       "  function MVT(layer) {\n",
       "    return new carto.source.MVT(layer.data.file, JSON.parse(layer.data.metadata));\n",
       "  }\n",
       "\n",
       "  function _decodeJSONData(data, encodeData) {\n",
       "    try {\n",
       "      if (encodeData) {\n",
       "        const decodedJSON = pako.inflate(atob(data), { to: 'string' });\n",
       "        return JSON.parse(decodedJSON);\n",
       "      } else {\n",
       "        return JSON.parse(data);\n",
       "      }\n",
       "    } catch(error) {\n",
       "      throw new Error(`\n",
       "      Error: &quot;${error}&quot;. CARTOframes is not able to parse your local data because it is too large.\n",
       "      Please, disable the data compresion with encode_data=False in your Layer class.\n",
       "    `);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  const factory = new SourceFactory();\n",
       "\n",
       "  function initMapLayer(layer, layerIndex, numLayers, hasLegends, map, mapIndex) {\n",
       "    const mapSource = factory.createSource(layer);\n",
       "    const mapViz = new carto.Viz(layer.viz);\n",
       "    const mapLayer = new carto.Layer(`layer${layerIndex}`, mapSource, mapViz);\n",
       "    const mapLayerIndex = numLayers - layerIndex - 1;\n",
       "\n",
       "    try {\n",
       "      mapLayer._updateLayer.catch(displayError);\n",
       "    } catch (e) {\n",
       "      throw e;\n",
       "    }\n",
       "\n",
       "    mapLayer.addTo(map);\n",
       "\n",
       "    setLayerLegend(layer, mapLayerIndex, mapLayer, mapIndex, hasLegends);\n",
       "    setLayerWidgets(map, layer, mapLayer, mapLayerIndex, mapSource);\n",
       "\n",
       "    return mapLayer;\n",
       "  }\n",
       "\n",
       "  function getInteractiveLayers(layers, mapLayers) {\n",
       "    const interactiveLayers = [];\n",
       "    const interactiveMapLayers = [];\n",
       "\n",
       "    layers.forEach((layer, index) => {\n",
       "      if (layer.interactivity) {\n",
       "        interactiveLayers.push(layer);\n",
       "        interactiveMapLayers.push(mapLayers[index]);\n",
       "      }\n",
       "    });\n",
       "\n",
       "    return { interactiveLayers, interactiveMapLayers };\n",
       "  }\n",
       "\n",
       "  function setLayerLegend(layer, mapLayerIndex, mapLayer, mapIndex, hasLegends) {\n",
       "    if (hasLegends && layer.legends) {\n",
       "      createLegends(mapLayer, layer.legends, mapLayerIndex, mapIndex);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function setLayerWidgets(map, layer, mapLayer, mapLayerIndex, mapSource) {\n",
       "    if (layer.widgets.length) {\n",
       "      initLayerWidgets(layer.widgets, mapLayerIndex);\n",
       "      updateLayerWidgets(layer.widgets, mapLayer);\n",
       "      bridgeLayerWidgets(map, mapLayer, mapSource, layer.widgets);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function initLayerWidgets(widgets, mapLayerIndex) {\n",
       "    widgets.forEach((widget, widgetIndex) => {\n",
       "      const id = `layer${mapLayerIndex}_widget${widgetIndex}`;\n",
       "      widget.id = id;\n",
       "    });\n",
       "  }\n",
       "\n",
       "  function updateLayerWidgets(widgets, mapLayer) {\n",
       "    mapLayer.on('updated', () => renderLayerWidgets(widgets, mapLayer));\n",
       "  }\n",
       "\n",
       "  function renderLayerWidgets(widgets, mapLayer) {\n",
       "    const variables = mapLayer.viz.variables;\n",
       "\n",
       "    widgets\n",
       "      .filter((widget) => !widget.has_bridge)\n",
       "      .forEach((widget) => {\n",
       "        const name = widget.variable_name;\n",
       "        const value = getWidgetValue(name, variables);\n",
       "        renderWidget(widget, value);\n",
       "      });\n",
       "  }\n",
       "\n",
       "  function getWidgetValue(name, variables) {\n",
       "    return name && variables[name] ? variables[name].value : null;\n",
       "  }\n",
       "\n",
       "  function setReady(settings) {\n",
       "    try {\n",
       "      return settings.maps ? initMaps(settings.maps) : initMap(settings);\n",
       "    } catch (e) {\n",
       "      displayError(e);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function initMaps(maps) {\n",
       "    return maps.map((mapSettings, mapIndex) => {\n",
       "      return initMap(mapSettings, mapIndex);\n",
       "    });\n",
       "  }\n",
       "\n",
       "  function initMap(settings, mapIndex) {\n",
       "    const basecolor = getBasecolorSettings(settings.basecolor);\n",
       "    const basemapStyle =  BASEMAPS[settings.basemap] || settings.basemap || basecolor;\n",
       "    const container = mapIndex !== undefined ? `map-${mapIndex}` : 'map';\n",
       "    const map = createMap(container, basemapStyle, settings.bounds, settings.mapboxtoken);\n",
       "\n",
       "    if (settings.show_info) {\n",
       "      const id = mapIndex !== undefined ? `map-info-${mapIndex}` : 'map-info';\n",
       "      updateViewport(id, map);\n",
       "    }\n",
       "\n",
       "    if (settings.camera) {\n",
       "      map.flyTo(settings.camera);\n",
       "    }\n",
       "\n",
       "    return initLayers(map, settings, mapIndex);\n",
       "  }\n",
       "\n",
       "  function initLayers(map, settings, mapIndex) {\n",
       "    const numLayers = settings.layers.length;\n",
       "    const hasLegends = settings.has_legends;\n",
       "    const isStatic = settings.is_static;\n",
       "    const layers = settings.layers;\n",
       "    const mapLayers = getMapLayers(\n",
       "      layers,\n",
       "      numLayers,\n",
       "      hasLegends,\n",
       "      map,\n",
       "      mapIndex\n",
       "    );\n",
       "\n",
       "    if (settings.layer_selector) {\n",
       "      addLayersSelector(layers.reverse(), mapLayers.reverse(), mapIndex);\n",
       "    }\n",
       "\n",
       "    setInteractiveLayers(map, layers, mapLayers);\n",
       "\n",
       "    return waitForMapLayersLoad(isStatic, mapIndex, mapLayers);\n",
       "  }\n",
       "\n",
       "  function waitForMapLayersLoad(isStatic, mapIndex, mapLayers) {\n",
       "    return new Promise((resolve) => {\n",
       "      carto.on('loaded', mapLayers, onMapLayersLoaded.bind(\n",
       "        this, isStatic, mapIndex, mapLayers, resolve)\n",
       "      );\n",
       "    });\n",
       "  }\n",
       "\n",
       "  function onMapLayersLoaded(isStatic, mapIndex, mapLayers, resolve) {\n",
       "    if (isStatic) {\n",
       "      saveImage(mapIndex);\n",
       "    }\n",
       "\n",
       "    resolve(mapLayers);\n",
       "  }\n",
       "\n",
       "  function getMapLayers(layers, numLayers, hasLegends, map, mapIndex) {\n",
       "    return layers.map((layer, layerIndex) => {\n",
       "      return initMapLayer(layer, layerIndex, numLayers, hasLegends, map, mapIndex);\n",
       "    });\n",
       "  }\n",
       "\n",
       "  function setInteractiveLayers(map, layers, mapLayers) {\n",
       "    const { interactiveLayers, interactiveMapLayers } = getInteractiveLayers(layers, mapLayers);\n",
       "\n",
       "    if (interactiveLayers && interactiveLayers.length > 0) {\n",
       "      setInteractivity(map, interactiveLayers, interactiveMapLayers);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function addLayersSelector(layers, mapLayers, mapIndex) {\n",
       "    const layerSelectorId = mapIndex !== undefined ? `#layer-selector-${mapIndex}` : '#layer-selector';\n",
       "    const layerSelector$ = document.querySelector(layerSelectorId);\n",
       "    const layersInfo = mapLayers.map((layer, index) => {\n",
       "      return {\n",
       "        title: layers[index].title || `Layer ${index}`,\n",
       "        id: layer.id,\n",
       "        checked: true\n",
       "      };\n",
       "    });\n",
       "\n",
       "    const layerSelector = new AsBridge.VL.Layers(layerSelector$, carto, layersInfo, mapLayers);\n",
       "\n",
       "    layerSelector.build();\n",
       "  }\n",
       "\n",
       "  function createMap(container, basemapStyle, bounds, accessToken) {\n",
       "    const map = createMapboxGLMap(container, basemapStyle, accessToken);\n",
       "\n",
       "    map.addControl(attributionControl);\n",
       "    map.fitBounds(bounds, FIT_BOUNDS_SETTINGS);\n",
       "\n",
       "    return map;\n",
       "  }\n",
       "\n",
       "  function createMapboxGLMap(container, style, accessToken) {\n",
       "    if (accessToken) {\n",
       "      mapboxgl.accessToken = accessToken;\n",
       "    }\n",
       "\n",
       "    return new mapboxgl.Map({\n",
       "      container,\n",
       "      style,\n",
       "      zoom: 9,\n",
       "      dragRotate: false,\n",
       "      attributionControl: false\n",
       "    });\n",
       "  }\n",
       "\n",
       "  function init(settings) {\n",
       "    setReady(settings);\n",
       "  }\n",
       "\n",
       "  return init;\n",
       "\n",
       "}());\n",
       "</script>\n",
       "<script>\n",
       "  document\n",
       "  .querySelector('as-responsive-content')\n",
       "  .addEventListener('ready', () => {\n",
       "    const basecolor = '';\n",
       "    const basemap = 'Positron';\n",
       "    const bounds = [[-77.156003, 38.834112], [-77.049218, 38.898942]];\n",
       "    const camera = null;\n",
       "    const has_legends = 'true' === 'true';\n",
       "    const is_static = 'None' === 'true';\n",
       "    const layer_selector = 'False' === 'true';\n",
       "    const layers = [{&quot;credentials&quot;: null, &quot;data&quot;: &quot;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&quot;, &quot;encode_data&quot;: true, &quot;has_legend_list&quot;: true, &quot;interactivity&quot;: [{&quot;attrs&quot;: {&quot;format&quot;: null, &quot;name&quot;: &quot;v20b5e3&quot;, &quot;title&quot;: &quot;no_cars&quot;}, &quot;event&quot;: &quot;hover&quot;}], &quot;legends&quot;: [{&quot;ascending&quot;: false, &quot;description&quot;: &quot;&quot;, &quot;dynamic&quot;: true, &quot;footer&quot;: &quot;&quot;, &quot;format&quot;: null, &quot;prop&quot;: &quot;width&quot;, &quot;title&quot;: &quot;no_cars&quot;, &quot;type&quot;: &quot;size-continuous&quot;, &quot;variable&quot;: &quot;size_value&quot;}], &quot;map_index&quot;: 0, &quot;options&quot;: {&quot;dateColumns&quot;: []}, &quot;source&quot;: &quot;H4sIAK8Tyl8C/8VaTW9cNwz8L3t2A4nfzDVAz70XQWE428JA6jW220Ng+L9X68eHikcJ0MvNWHsxJkXODCm9nW4/Xs+nz6dfz4+3f6/nL5fv389Pt+fLy+nh9Of22T+nz7+/nZ6/tb8q7dP8hfbB6/Xyer7enu9/+HZ6ufzx9HhtP7Lop/L+cPrrfPn7fLv+uP8yvvvb5fnl1r75dLlcvz2/PN4+MH7R9gXGSvSA9snYFOTr+/tDYNcB7Gpz2Iq2YSvUHhsGsAV8ApscamALKnTYeAC21C3nUqpoh01D2DaTc2eGyLljj80HYDtuYUPRHlqWQwuib8ctCG4dti4/bq4VPFJOSh22HYDNdcs5GTF32L4eu2DlDRuE+rhrOaDH1DdwbgfeF1utB2SdNMiliCVShQNYlUowOlHpS72OUBsSToBrcdUPcFdK2CPU1nhxBhsw5MRJqPbgvB5ckLdGcyTAHnyE3YBnsm73eDfwqjVFrusjd+RIO1RKxT7CbyQzneawy5l5SVn35dh3yKj1Qsk6wQi/VZSZwLGV3Ba4FUzgdX3Wm5hsimZqpa83GOE3sol6q3dV2ZjdwEovaYDrwVu8AU6lpLTTAWdOIeat4bGvduD1zG47xQhKwj6A36RQdBoC9GIOur7NhSNuz6VuRzCMR9xsvZrCELvZFHbxKsFunCodR9gNaMbDNGLd2e3+j/TgB7CbqgU4W1JThJ8JjkMEM0NuxS2cY0FO2PQTsUe4TVlnwB1llxRJYooj5OY+pSgKG3azkGlQQR3a/kxgtzF8c25qmmgVbXnOa9XdQ9Q2s/TgvjruKi3pGzY2J9MvYMr6YlPRUPFS06RAy7mtlpZr2S1ETeBDkynbTNoxDhyF0tZryLcRzaiZGsSJc5qJaYTZoMCMc1IIFb/Phj21ER+whGHZeJWo9GtOGrJtClMWAiPp0tosBa7rweX/5XIWUrIhMZtaNzrEGoQkt7gvx1auENhW0pHzkHGDOpN19h2c0Htm5aH7BJ6aj9iUY6+uGXyE3HDKtzHVbT4ixZr26kPsNrOBaaNJhVi0Yj8QM60/cPJoM7K04+URbpuJWrQ5iJjM2NJpj02kUyLOJRqcAZJ7YV0ctynClvEmJjX1ty0fzFpnYeho0XRlxyPM5ji33y0hJ82t9oFLOUBOmCQur6jvMRnhNTacssr7epeFU9JlhNec5jZeLjEkVPW+0gXXl5tjsKqiJt8mB1yVEljUG6j0DkJ4KO1Tq742Bm9NrpYuUmSE3OqcWYYanK6IkALX5eDOrcG2rDtR6nJbzjBtJNpYXYS4lxTx1Sfe2iv2AM03pQWIlsWKonUnVnNLYWtd7JtqIYrbo3bcSc30gGVbDb/o5Gki1bGbhKnZqLFKXJSy9rSqtH4aJosXCd5YrndtesREulsIYU60qke8A4FYvrRBJYMPbdt4qtSb/O9XKJaO3FaXmxpGpbdaT13mB6y09+2qM/Ypt6FnIDM5L9K0LCS8ueYeu64Wk4+laohJtd4y2giztf97xjJqPHfydvDpyREuxwZVptgxWqJ0G7pGmLpHAN23HyqMvZbZ0B3pTIOzlLLfzzar3mMPXSNMzOEVGeIdp9VSei2zA56ANDGLURxNUpsNjaQ2tcwHF48TlzSgmK9fadcmKfEMAxK4D5HbTKkT1P0Wg5tl7LGX79pqwcbq8W6Y01sEh/XvAaCWeIwAnKYjxwMe90Fstcnwg96+vv8HLmh/JtctAAA=&quot;, &quot;title&quot;: null, &quot;type&quot;: &quot;GeoJSON&quot;, &quot;viz&quot;: &quot;@v20b5e3: prop(\\u0027no_cars\\u0027)\\n@size_value: ramp(linear(prop(\\u0027no_cars\\u0027), globalMIN(prop(\\u0027no_cars\\u0027)), globalMAX(prop(\\u0027no_cars\\u0027))), [2, 40])\\ncolor: opacity(#FFB927, 0.8)\\nfilter: 1\\nstrokeColor: opacity(#222,ramp(linear(zoom(),0,18),[0,0.6]))\\nstrokeWidth: ramp(linear(zoom(),0,18),[0,1])\\nwidth: ramp(linear(sqrt(prop(\\u0027no_cars\\u0027)), sqrt(globalMIN(prop(\\u0027no_cars\\u0027))), sqrt(globalMAX(prop(\\u0027no_cars\\u0027)))), [2, 40])\\n&quot;, &quot;widgets&quot;: []}];\n",
       "    const mapboxtoken = '';\n",
       "    const show_info = 'None' === 'true';\n",
       "\n",
       "    init({\n",
       "      basecolor,\n",
       "      basemap,\n",
       "      bounds,\n",
       "      camera,\n",
       "      has_legends,\n",
       "      is_static,\n",
       "      layer_selector,\n",
       "      layers,\n",
       "      mapboxtoken,\n",
       "      show_info\n",
       "    });\n",
       "});\n",
       "</script>\n",
       "</html>\n",
       "\">\n",
       "\n",
       "</iframe>"
      ],
      "text/plain": [
       "<cartoframes.viz.layer.Layer at 0x7efc6f416438>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from cartoframes.viz import Layer, size_continuous_style\n",
    "\n",
    "Layer(enriched_dataset_gdf, size_continuous_style('no_cars'))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
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  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
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