rfm_analysis_python.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# RFM Analysis in Python - Customer Segmentation\n",
    "\n",
    "**Customer segmentation** is the practice of grouping customers based on common characteristics. These customer segments are beneficial in marketing campaigns, in identifying potentially profitable customers, and in developing customer loyalty. A company might segment customers according to a wide range of factors, including: demographics (age, gender, location etc), behaviour (previous orders, responses to messaging), psychographics (values, interests, lifestyles) etc.\n",
    "\n",
    "**RFM (Recency-Frequency-Monetary)** analysis is a simple technique for behaviour based customer segmentation. It groups customers based on their transaction history – how recently, how often and how much did they buy. It is a handy method to find the best customers, understand their behavior and then run targeted marketing campaigns to increase sales, satisfaction and customer lifetime value.\n",
    "\n",
    "The goal of this analysis is to identify customer segments for global retail company using RFM analysis and to understand how those groups differ from each other."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from datetime import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import squarify\n",
    "import json\n",
    "\n",
    "pd.options.display.float_format = '{:,.2f}'.format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gpd\n",
    "from bokeh.io import output_notebook, show, output_file\n",
    "from bokeh.plotting import figure\n",
    "from bokeh.models import GeoJSONDataSource, LinearColorMapper, ColorBar\n",
    "from bokeh.palettes import brewer\n",
    "from bokeh.models import HoverTool"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('data/superstore_dataset.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.columns = [col.lower().replace(' ', '_') for col in df.columns]\n",
    "df = df.drop(['row_id', 'ship_date', 'customer_name', 'postal_code', 'shipping_cost', 'order_priority'], axis=1)\n",
    "df['order_date'] = pd.to_datetime(df['order_date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Analysis as of: 2015-01-31 (max order date in the dataset: 2014-12-31)\n",
    "today = datetime.strptime('2015-01-31', '%Y-%m-%d')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset overview\n",
    "\n",
    "The retail dataset of a global superstore for years 2011-2015 is used in this analysis. It contains information about:\n",
    "* order, order date, ship mode\n",
    "* ordered products, their category\n",
    "* customer, type of customer, location\n",
    "* sales, quantity, profit, discount\n",
    "\n",
    "Number of records in the dataset: 51,290"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "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>order_id</th>\n",
       "      <th>order_date</th>\n",
       "      <th>ship_mode</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>segment</th>\n",
       "      <th>city</th>\n",
       "      <th>state</th>\n",
       "      <th>country</th>\n",
       "      <th>market</th>\n",
       "      <th>region</th>\n",
       "      <th>product_id</th>\n",
       "      <th>category</th>\n",
       "      <th>sub-category</th>\n",
       "      <th>product_name</th>\n",
       "      <th>sales</th>\n",
       "      <th>quantity</th>\n",
       "      <th>discount</th>\n",
       "      <th>profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AG-2011-2040</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>TB-11280</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>Constantine</td>\n",
       "      <td>Constantine</td>\n",
       "      <td>Algeria</td>\n",
       "      <td>Africa</td>\n",
       "      <td>Africa</td>\n",
       "      <td>OFF-TEN-10000025</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Tenex Lockers, Blue</td>\n",
       "      <td>408.30</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>106.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>IN-2011-47883</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>JH-15985</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>Wagga Wagga</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>Australia</td>\n",
       "      <td>APAC</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>OFF-SU-10000618</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Supplies</td>\n",
       "      <td>Acme Trimmer, High Speed</td>\n",
       "      <td>120.37</td>\n",
       "      <td>3</td>\n",
       "      <td>0.10</td>\n",
       "      <td>36.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HU-2011-1220</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>AT-735</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>Budapest</td>\n",
       "      <td>Budapest</td>\n",
       "      <td>Hungary</td>\n",
       "      <td>EMEA</td>\n",
       "      <td>EMEA</td>\n",
       "      <td>OFF-TEN-10001585</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Tenex Box, Single Width</td>\n",
       "      <td>66.12</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>29.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>IT-2011-3647632</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>EM-14140</td>\n",
       "      <td>Home Office</td>\n",
       "      <td>Stockholm</td>\n",
       "      <td>Stockholm</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>EU</td>\n",
       "      <td>North</td>\n",
       "      <td>OFF-PA-10001492</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Paper</td>\n",
       "      <td>Enermax Note Cards, Premium</td>\n",
       "      <td>44.87</td>\n",
       "      <td>3</td>\n",
       "      <td>0.50</td>\n",
       "      <td>-26.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>IN-2011-47883</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>JH-15985</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>Wagga Wagga</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>Australia</td>\n",
       "      <td>APAC</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>FUR-FU-10003447</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Furnishings</td>\n",
       "      <td>Eldon Light Bulb, Duo Pack</td>\n",
       "      <td>113.67</td>\n",
       "      <td>5</td>\n",
       "      <td>0.10</td>\n",
       "      <td>37.77</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          order_id order_date       ship_mode customer_id      segment  \\\n",
       "0     AG-2011-2040 2011-01-01  Standard Class    TB-11280     Consumer   \n",
       "1    IN-2011-47883 2011-01-01  Standard Class    JH-15985     Consumer   \n",
       "2     HU-2011-1220 2011-01-01    Second Class      AT-735     Consumer   \n",
       "3  IT-2011-3647632 2011-01-01    Second Class    EM-14140  Home Office   \n",
       "4    IN-2011-47883 2011-01-01  Standard Class    JH-15985     Consumer   \n",
       "\n",
       "          city            state    country  market   region        product_id  \\\n",
       "0  Constantine      Constantine    Algeria  Africa   Africa  OFF-TEN-10000025   \n",
       "1  Wagga Wagga  New South Wales  Australia    APAC  Oceania   OFF-SU-10000618   \n",
       "2     Budapest         Budapest    Hungary    EMEA     EMEA  OFF-TEN-10001585   \n",
       "3    Stockholm        Stockholm     Sweden      EU    North   OFF-PA-10001492   \n",
       "4  Wagga Wagga  New South Wales  Australia    APAC  Oceania   FUR-FU-10003447   \n",
       "\n",
       "          category sub-category                 product_name  sales  quantity  \\\n",
       "0  Office Supplies      Storage          Tenex Lockers, Blue 408.30         2   \n",
       "1  Office Supplies     Supplies     Acme Trimmer, High Speed 120.37         3   \n",
       "2  Office Supplies      Storage      Tenex Box, Single Width  66.12         4   \n",
       "3  Office Supplies        Paper  Enermax Note Cards, Premium  44.87         3   \n",
       "4        Furniture  Furnishings   Eldon Light Bulb, Duo Pack 113.67         5   \n",
       "\n",
       "   discount  profit  \n",
       "0      0.00  106.14  \n",
       "1      0.10   36.04  \n",
       "2      0.00   29.64  \n",
       "3      0.50  -26.05  \n",
       "4      0.10   37.77  "
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "agg_dict1 = {\n",
    "    'order_id': 'count',\n",
    "    'order_date': 'max',\n",
    "    'sales': 'sum'\n",
    "}\n",
    "df_rfm = df.groupby('customer_id').agg(agg_dict1).reset_index()\n",
    "df_rfm.columns = ['customer_id', 'frequency', 'max_date', 'monetary']\n",
    "df_rfm['recency'] = (today - df_rfm['max_date']).dt.days\n",
    "df_rfm.drop(['max_date'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Recency, Frequency, Monetary\n",
    "\n",
    "RFM model combines three different customer attributes to rank customers:\n",
    "* **Recency (R)**: Who have purchased recently? Number of days since last purchase\n",
    "* **Frequency (F)**: Who has purchased frequently? The total number of purchases\n",
    "* **Monetary Value(M)**: Who has high purchase amount? The total money customer spent\n",
    "\n",
    "If the customer bought in recent past, he gets higher points. If he bought many times, he gets higher score. And if he spent a lot of money, he gets more points.\n",
    "\n",
    "How to create segments?\n",
    "* Concatenate all scores into one, eg: 3-4-1 (R-F-M) and group customers according to those values. It gives 125 combinations which is difficult to depict and understand\n",
    "* Sum all scores into one, eg: 8 (3 + 4 + 1) and group customers according to this number. It creates 13 groups which is much easier to work with but it disregards relations between R & F & M\n",
    "* Segment customers based on set of rules applied to R-F-M scores. It creates 10 groups, such as \"champions\", \"needing attention\" or \"at risk\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "r_labels, f_labels, m_labels = range(5, 0, -1), range(1,6), range(1,6)\n",
    "\n",
    "df_rfm['r_score'] = pd.qcut(df_rfm['recency'], q=5, labels=r_labels).astype(int)\n",
    "df_rfm['f_score'] = pd.qcut(df_rfm['frequency'], q=5, labels=f_labels).astype(int)\n",
    "df_rfm['m_score'] = pd.qcut(df_rfm['monetary'], q=5, labels=m_labels).astype(int)\n",
    "\n",
    "df_rfm['rfm_sum'] = df_rfm['r_score'] + df_rfm['f_score'] + df_rfm['m_score']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def assign_label(df, r_rule, fm_rule, label, colname='rfm_label'):\n",
    "    df.loc[(df['r_score'].between(r_rule[0], r_rule[1]))\n",
    "            & (df['f_score'].between(fm_rule[0], fm_rule[1])), colname] = label\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_rfm['rfm_label'] = ''\n",
    "\n",
    "df_rfm = assign_label(df_rfm, (5,5), (4,5), 'champions')\n",
    "df_rfm = assign_label(df_rfm, (3,4), (4,5), 'loyal customers')\n",
    "df_rfm = assign_label(df_rfm, (4,5), (2,3), 'potential loyalist')\n",
    "df_rfm = assign_label(df_rfm, (5,5), (1,1), 'new customers')\n",
    "df_rfm = assign_label(df_rfm, (4,4), (1,1), 'promising')\n",
    "df_rfm = assign_label(df_rfm, (3,3), (3,3), 'needing attention')\n",
    "df_rfm = assign_label(df_rfm, (3,3), (1,2), 'about to sleep')\n",
    "df_rfm = assign_label(df_rfm, (1,2), (3,4), 'at risk')\n",
    "df_rfm = assign_label(df_rfm, (1,2), (5,5), 'cant loose them')\n",
    "df_rfm = assign_label(df_rfm, (1,2), (1,2), 'hibernating')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## RFM Customer Segments\n",
    "\n",
    "* **Champions** - bought recently, buy often and spend the most\n",
    "* **Loyal Customers** - spend good money and often, responsive to promotions\n",
    "* **Potential Loyalist** - recent customers, but spent a good amount and bought more than once\n",
    "* **New Customers** - bought most recently, but not often\n",
    "* **Promising** - recent shoppers, but haven’t spent much\n",
    "* **Needing Attention** - above average recency, frequency and monetary values; may not have bought very recently though\n",
    "* **About To Sleep** - below average recency, frequency and monetary values; will lose them if not reactivated\n",
    "* **At Risk** - spent big money and purchased often but long time ago; need to bring them back\n",
    "* **Can't Loose Them** - made biggest purchases, and often but haven’t returned for a long time\n",
    "* **Hibernating** - last purchase was long back, low spenders and low number of orders"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Distribution of Recency, Frequency and Monetary\n",
    "\n",
    "Recency distribution is right-skewed, showing that the majority of customers made a purchase in the recent past. It has a long tail containing single customers who made their order long time ago.\n",
    "\n",
    "Both frequency and monetary distributions are bimodal (with two different peaks - modes). The chart reveals that one group of customers has low frequency (small number of orders, around 10 per customer) and another group is much more \"loyal\" (with around 50 purchases per customer). When it comes to monetary, it follows similar pattern. Part of customers have only spent little amount of money but there is another (significant in size) group that have spent much more.\n",
    "\n",
    "Frequency and monetary distributions suggest that there are visible differences between different groups of customers. By looking at the distribution of three the biggest segments: \"loyal customers\", \"hibernating\", \"potential loyalist\" it's easy to see that indeed they build up different parts of total distribution, eg. hibernating customers are responsible for first monetary peak and loyal customers for the second peak."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "colnames = ['recency', 'frequency', 'monetary']\n",
    "\n",
    "for col in colnames:\n",
    "    fig, ax = plt.subplots(figsize=(12,3))\n",
    "    sns.distplot(df_rfm[col])\n",
    "    ax.set_title('Distribution of %s' % col)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "segments = ['loyal customers', 'hibernating', 'potential loyalist']\n",
    "\n",
    "for col in colnames:\n",
    "    fig, ax = plt.subplots(figsize=(12,3))\n",
    "    for segment in segments:\n",
    "        sns.distplot(df_rfm[df_rfm['rfm_label']==segment][col], label=segment)\n",
    "    ax.set_title('Distribution of %s' % col)\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis of RFM Segments\n",
    "\n",
    "Analysis of clusters obtained by summing up RFM scores shows that their sizes are quite similar. There is a peak around score = 12 which shows that the group of customers from segments 11-13 is numerous - those are the customers that generate stable, significant income. The smallest segment is for RFM score = 15 - it's understandable cause those are the most valuable gems in the customer base. Although it's the smallest group, it is still quite big in size.\n",
    "\n",
    "Analysis of clusters based on set of rules applied to R-F-M scores is much more diverse. It's good to see that 'loyal customers' and 'potential loyalists' constitute around 1/3 of all customers (generating almost 1/2 of sales). What is more, there is strong group of 'champions' who are the most profitable customers (13% of all customers generating 25% of all sales). At the same time it should worry that group of 'hibernating' is so big - over 1/4 of all customers. There is an opportunity that part of this group could be reactivated with a reach out campaign. Moreover, the company should focus on the group 'at risk' to increase customer retention (they generate 10% of total sales)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "palette = sns.color_palette(\"Blues_r\", n_colors=13)\n",
    "\n",
    "for rfm_type in ['sum', 'label']:\n",
    "    fig, ax = plt.subplots(figsize=(12,5))\n",
    "    sns.countplot(x='rfm_'+rfm_type, data=df_rfm, palette=palette)\n",
    "    ax.set_title('Number of customers in each RFM cluster (%s)' % rfm_type)\n",
    "    if rfm_type == 'label':\n",
    "        plt.xticks(rotation=90)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "agg_dict2 = {\n",
    "    'customer_id': 'count',\n",
    "    'recency': 'mean',\n",
    "    'frequency': 'mean',\n",
    "    'monetary': 'sum'\n",
    "}\n",
    "\n",
    "df_analysis = df_rfm.groupby('rfm_label').agg(agg_dict2).sort_values(by='recency').reset_index()\n",
    "df_analysis.rename({'rfm_label': 'label', 'customer_id': 'count'}, axis=1, inplace=True)\n",
    "df_analysis['count_share'] = df_analysis['count'] / df_analysis['count'].sum()\n",
    "df_analysis['monetary_share'] = df_analysis['monetary'] / df_analysis['monetary'].sum()\n",
    "df_analysis['monetary'] = df_analysis['monetary'] / df_analysis['count']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = ['#37BEB0', '#DBF5F0', '#41729F', '#C3E0E5', '#0C6170', '#5885AF', '#E1C340', '#274472', '#F8EA8C', '#A4E5E0', '#1848A0']\n",
    "\n",
    "for col in ['count', 'monetary']:\n",
    "    labels = df_analysis['label'] + df_analysis[col + '_share'].apply(lambda x: ' ({0:.1f}%)'.format(x*100))\n",
    "\n",
    "    fig, ax = plt.subplots(figsize=(16,6))\n",
    "    squarify.plot(sizes=df_analysis[col], label=labels, alpha=.8, color=colors)\n",
    "    ax.set_title('RFM Segments of Customers (%s)' % col)\n",
    "    plt.axis('off')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "palette = sns.color_palette(\"coolwarm\", 10)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(12,6))\n",
    "plot = sns.scatterplot(x='recency', y='frequency', data=df_analysis, hue='label', s=300, palette=palette)\n",
    "\n",
    "for i in range(len(df_analysis)):\n",
    "     plot.text(df_analysis['recency'][i]+5,\n",
    "               df_analysis['frequency'][i]-0.5,\n",
    "               df_analysis['label'][i],\n",
    "               horizontalalignment='left',\n",
    "               size='medium', color='black')\n",
    "\n",
    "ax.set_title('Recency vs frequency of segments')\n",
    "ax.get_legend().remove()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As expected, scatterplot visualizes the set of rules applied to generate RFM segments. 'Champions' and 'loyal customers' are the ones who buy the most often and who made their last order recently. 'New customers' and 'promising' made purchases not long time ago but they are not frequent buyers yet. And 'hibernating' customers are the ones with the lowest recency and frequency scores."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Demographic Analysis of RFM segments\n",
    "\n",
    "The dataset contains information about orders placed by customers from all over the world. Analysis of customer's country of origing combained with RFM score gives an interesting overview of the most profitable locations.\n",
    "\n",
    "United States is the market not only responsible for the biggest share of all orders but also with high RFM score. Other locations with good-quality customers are: Latin America, Western Europe, South-East Asia and Australia."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.merge(df_rfm[['customer_id', 'rfm_sum', 'rfm_label']], on='customer_id', how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "country_dict = {\n",
    "    \"United States\": \"United States of America\",\n",
    "    \"Singapore\": \"Malaysia\",\n",
    "    \"Tanzania\": \"United Republic of Tanzania\",\n",
    "    \"Myanmar (Burma)\": \"Myanmar\",\n",
    "    \"Cote d'Ivoire\": \"Ivory Coast\",\n",
    "    \"Czech Republic\": \"Czechia\",\n",
    "    #\"Barbados\": ,\n",
    "    \"Martinique\": \"France\",\n",
    "    \"Guadeloupe\": \"France\",\n",
    "    \"Hong Kong\": \"China\",\n",
    "    #\"Bahrain\": ,\n",
    "    \"Swaziland\": \"eSwatini\",\n",
    "}\n",
    "\n",
    "df['country'] = df['country'].apply(lambda x: country_dict[x] if x in country_dict.keys() else x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "agg_dict3 = {\n",
    "    'order_id': 'nunique',\n",
    "    'rfm_sum': 'mean'\n",
    "}\n",
    "df_country = df.groupby('country').agg(agg_dict3).reset_index().rename({'order_id': 'orders_count'}, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "shapefile = 'data/countries_110m/ne_110m_admin_0_countries.shp'\n",
    "gdf = gpd.read_file(shapefile)[['ADMIN', 'ADM0_A3', 'geometry']]\n",
    "gdf.columns = ['country', 'country_code', 'geometry']\n",
    "gdf = gdf.drop(gdf.index[159])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf_rfm = gdf.merge(df_country, on='country', how='left')\n",
    "\n",
    "gdf_rfm_json = json.loads(gdf_rfm.to_json())\n",
    "json_data = json.dumps(gdf_rfm_json)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1466\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"1466\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };var element = document.getElementById(\"1466\");\n",
       "  if (element == null) {\n",
       "    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1466' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"1466\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1466\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };var element = document.getElementById(\"1466\");\n  if (element == null) {\n    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1466' but no matching script tag was found. \")\n    return false;\n  }\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1466\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"6b3092b1-4765-4333-a2da-5004c55f699e\" data-root-id=\"1438\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"9ad2d6f5-df40-4b66-af96-1d2e5b41a8a8\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1449\",\"type\":\"LinearAxis\"},{\"id\":\"1436\",\"type\":\"ColorBar\"}],\"center\":[{\"id\":\"1453\",\"type\":\"Grid\"},{\"id\":\"1458\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1454\",\"type\":\"LinearAxis\"}],\"plot_width\":950,\"renderers\":[{\"id\":\"1464\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1439\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1459\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1441\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"1445\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1443\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"1447\",\"type\":\"LinearScale\"}},\"id\":\"1438\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"fill_color\":{\"field\":\"rfm_sum\",\"transform\":{\"id\":\"1435\",\"type\":\"LinearColorMapper\"}},\"line_width\":{\"value\":0.25},\"xs\":{\"field\":\"xs\"},\"ys\":{\"field\":\"ys\"}},\"id\":\"1462\",\"type\":\"Patches\"},{\"attributes\":{\"formatter\":{\"id\":\"1500\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1455\",\"type\":\"BasicTicker\"}},\"id\":\"1454\",\"type\":\"LinearAxis\"},{\"attributes\":{\"high\":14,\"low\":0,\"nan_color\":\"#d9d9d9\",\"palette\":[\"#ffffd9\",\"#edf8b1\",\"#c7e9b4\",\"#7fcdbb\",\"#41b6c4\",\"#1d91c0\",\"#225ea8\",\"#0c2c84\"]},\"id\":\"1435\",\"type\":\"LinearColorMapper\"},{\"attributes\":{},\"id\":\"1497\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1496\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"text\":\"RFM score by country\"},\"id\":\"1439\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1498\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"callback\":null,\"tooltips\":[[\"Country\",\"@country\"],[\"RFM score\",\"@rfm_sum\"],[\"Number of orders\",\"@orders_count\"]]},\"id\":\"1437\",\"type\":\"HoverTool\"},{\"attributes\":{\"grid_line_color\":null,\"ticker\":{\"id\":\"1450\",\"type\":\"BasicTicker\"}},\"id\":\"1453\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null},\"id\":\"1441\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1445\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1501\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"source\":{\"id\":\"1434\",\"type\":\"GeoJSONDataSource\"}},\"id\":\"1465\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null,\"geojson\":\"{\\\"type\\\": \\\"FeatureCollection\\\", \\\"features\\\": [{\\\"id\\\": \\\"0\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Fiji\\\", \\\"country_code\\\": \\\"FJI\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[180.0, -16.067132663642447], [180.0, -16.555216566639196], [179.36414266196414, -16.801354076946883], [178.72505936299711, -17.01204167436804], [178.59683859511713, -16.639150000000004], [179.0966093629971, -16.433984277547403], [179.4135093629971, -16.379054277547404], [180.0, -16.067132663642447]]], [[[178.12557, -17.50481], [178.3736, -17.33992], [178.71806, -17.62846], [178.55271, -18.15059], [177.93266000000003, -18.28799], [177.38146, -18.16432], [177.28504, -17.72465], [177.67087, -17.381140000000002], [178.12557, -17.50481]]], [[[-179.79332010904864, -16.020882256741224], [-179.9173693847653, -16.501783135649397], [-180.0, -16.555216566639196], [-180.0, -16.067132663642447], [-179.79332010904864, -16.020882256741224]]]]}}, {\\\"id\\\": \\\"1\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"United Republic of Tanzania\\\", \\\"country_code\\\": \\\"TZA\\\", \\\"orders_count\\\": 73.0, \\\"rfm_sum\\\": 6.1891891891891895}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[33.90371119710453, -0.9500000000000001], [34.07261999999997, -1.0598199999999451], [37.69868999999994, -3.0969899999999484], [37.7669, -3.6771200000000004], [39.20222, -4.67677], [38.74053999999995, -5.9089499999999475], [38.79977000000008, -6.475660000000005], [39.44, -6.839999999999861], [39.47000000000014, -7.099999999999966], [39.19468999999998, -7.703899999999976], [39.25203000000005, -8.00780999999995], [39.18652000000009, -8.48550999999992], [39.53574000000009, -9.112369999999885], [39.94960000000003, -10.098400000000026], [40.316586229110854, -10.317097752817492], [40.31659000000002, -10.317099999999868], [39.52099999999996, -10.89688000000001], [38.42755659358775, -11.285202325081656], [37.827639999999974, -11.26878999999991], [37.471289999999954, -11.568759999999997], [36.775150994622805, -11.594537448780805], [36.51408165868426, -11.720938002166735], [35.31239790216904, -11.439146416879147], [34.55998904799935, -11.520020033415925], [34.27999999999997, -10.160000000000025], [33.940837724096525, -9.693673841980285], [33.73972000000009, -9.417149999999992], [32.75937544122132, -9.23059905358906], [32.19186486179194, -8.930358981973257], [31.556348097466497, -8.762048841998642], [31.15775133695005, -8.594578747317366], [30.740009731422095, -8.34000593035372], [30.74001549655179, -8.340007419470915], [30.199996779101696, -7.079980970898163], [29.620032179490014, -6.520015150583426], [29.419992710088167, -5.939998874539434], [29.519986606572928, -5.419978936386315], [29.339997592900346, -4.4999834122940925], [29.753512404099865, -4.452389418153302], [30.11632000000003, -4.090120000000013], [30.505539999999996, -3.5685799999999404], [30.752240000000086, -3.3593099999999936], [30.743010000000027, -3.034309999999948], [30.527660000000026, -2.807619999999986], [30.469673645761223, -2.41385475710134], [30.469670000000008, -2.4138299999999617], [30.75830895358311, -2.2872502579883687], [30.816134881317712, -1.6989140763453887], [30.419104852019245, -1.1346591121504161], [30.769860000000108, -1.0145499999999856], [31.866170000000068, -1.0273599999999306], [33.90371119710453, -0.9500000000000001]]]}}, {\\\"id\\\": \\\"2\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Western Sahara\\\", \\\"country_code\\\": \\\"SAH\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-8.665589565454809, 27.656425889592356], [-8.665124477564191, 27.589479071558227], [-8.684399786809053, 27.395744126896005], [-8.6872936670174, 25.881056219988906], [-11.96941891117116, 25.933352769468268], [-11.937224493853321, 23.374594224536168], [-12.874221564169575, 23.284832261645178], [-13.118754441774712, 22.771220201096256], [-12.929101935263532, 21.327070624267563], [-16.845193650773993, 21.33332347257488], [-17.06342322434257, 20.999752102130827], [-17.02042843267577, 21.422310288981578], [-17.00296179856109, 21.420734157796577], [-14.750954555713534, 21.500600083903663], [-14.630832688851072, 21.860939846274903], [-14.221167771857253, 22.31016307218816], [-13.891110398809047, 23.691009019459305], [-12.50096269372537, 24.7701162785782], [-12.03075883630163, 26.030866197203068], [-11.718219773800357, 26.104091701760623], [-11.392554897497007, 26.883423977154393], [-10.551262579785273, 26.990807603456886], [-10.189424200877582, 26.860944729107405], [-9.735343390328879, 26.860944729107405], [-9.41303748212448, 27.088476060488574], [-8.794883999049077, 27.120696316022507], [-8.817828334986672, 27.656425889592356], [-8.665589565454809, 27.656425889592356]]]}}, {\\\"id\\\": \\\"3\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Canada\\\", \\\"country_code\\\": \\\"CAN\\\", \\\"orders_count\\\": 201.0, \\\"rfm_sum\\\": 6.4765625}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[-122.84000000000003, 49.000000000000114], [-122.97421000000001, 49.00253777777778], [-124.91024, 49.98456], [-125.62461, 50.416560000000004], [-127.43561000000001, 50.83061], [-127.99276, 51.71583], [-127.85032, 52.32961], [-129.12979, 52.75538], [-129.30523, 53.561589999999995], [-130.51497, 54.28757], [-130.53610895273684, 54.80275447679924], [-130.53611, 54.802780000000006], [-129.98, 55.285000000000004], [-130.00778000000003, 55.915830000000085], [-131.70781, 56.55212], [-132.73042, 57.692890000000006], [-133.35556000000003, 58.41028000000001], [-134.27111000000002, 58.86111000000005], [-134.94500000000005, 59.2705600000001], [-135.47583, 59.787780000000005], [-136.47972000000004, 59.46389000000005], [-137.4525, 58.905], [-138.34089, 59.562110000000004], [-139.03900000000002, 60.0], [-140.013, 60.27682000000001], [-140.99778, 60.30639000000001], [-140.9925, 66.00003000000001], [-140.986, 69.712], [-140.98598761037601, 69.71199839952635], [-139.12052, 69.47102], [-137.54636000000002, 68.99002], [-136.50358, 68.89804], [-135.62576, 69.31512000000001], [-134.41464000000002, 69.62743], [-132.92925000000002, 69.50534], [-131.43135999999998, 69.94451], [-129.79471, 70.19369], [-129.10773, 69.77927000000001], [-128.36156, 70.01286], [-128.13817, 70.48384], [-127.44712000000001, 70.37721], [-125.75632000000002, 69.48058], [-124.42483, 70.1584], [-124.28968, 69.39968999999999], [-123.06108, 69.56372], [-122.6835, 69.85553], [-121.47226, 69.79778], [-119.94288, 69.37786], [-117.60268, 69.01128], [-116.22643, 68.84151], [-115.24690000000001, 68.90591], [-113.89793999999999, 68.3989], [-115.30489, 67.90261000000001], [-113.49727, 67.68815000000001], [-110.798, 67.80611999999999], [-109.94619, 67.98104000000001], [-108.8802, 67.38144], [-107.79239, 67.88736], [-108.81299, 68.31164], [-108.16721000000001, 68.65392], [-106.95, 68.7], [-106.15, 68.8], [-105.34282000000002, 68.56122], [-104.33791000000001, 68.018], [-103.22115000000001, 68.09775], [-101.45433, 67.64689], [-99.90195, 67.80566], [-98.4432, 67.78165], [-98.5586, 68.40394], [-97.66948000000001, 68.57864000000001], [-96.11991, 68.23939], [-96.12588, 67.29338], [-95.48943, 68.0907], [-94.685, 68.06383], [-94.23282000000002, 69.06903000000001], [-95.30408, 69.68571], [-96.47131, 70.08976], [-96.39115, 71.19482], [-95.2088, 71.92053], [-93.88997, 71.76015], [-92.87818, 71.31869], [-91.51964000000001, 70.19129000000001], [-92.40692000000001, 69.69997000000001], [-90.5471, 69.49766], [-90.55151000000001, 68.47499], [-89.21515, 69.25873], [-88.01966, 68.61508], [-88.31748999999999, 67.87338000000001], [-87.35017, 67.19872], [-86.30606999999999, 67.92146], [-85.57664, 68.78456], [-85.52197, 69.88211], [-84.10081000000001, 69.80539], [-82.62258, 69.65826], [-81.28043000000001, 69.16202000000001], [-81.22019999999999, 68.66567], [-81.96436000000001, 68.13253], [-81.25928, 67.59716], [-81.38653000000001, 67.11078], [-83.34456, 66.41154], [-84.73542, 66.2573], [-85.76943, 66.55833], [-86.06760000000001, 66.05625], [-87.03143, 65.21297], [-87.32324, 64.77563], [-88.48296, 64.09897000000001], [-89.91444, 64.03273], [-90.70398, 63.610170000000004], [-90.77004000000001, 62.960210000000004], [-91.93342, 62.83508], [-93.15698, 62.02469000000001], [-94.24153, 60.89865], [-94.62930999999999, 60.11021], [-94.6846, 58.94882], [-93.21502000000001, 58.78212], [-92.76462000000001, 57.84571], [-92.29702999999999, 57.08709], [-90.89769, 57.28468], [-89.03953, 56.85172], [-88.03978000000001, 56.47162], [-87.32421, 55.999140000000004], [-86.07121, 55.72383], [-85.01181000000001, 55.302600000000005], [-83.36055, 55.24489], [-82.27285, 55.14832], [-82.43620000000001, 54.282270000000004], [-82.12502, 53.27703], [-81.40075, 52.157880000000006], [-79.91289, 51.208420000000004], [-79.14301, 51.533930000000005], [-78.60191, 52.56208], [-79.12421, 54.14145], [-79.82958, 54.66772], [-78.22874, 55.136449999999996], [-77.0956, 55.83741], [-76.54137, 56.53423000000001], [-76.62319000000001, 57.20263], [-77.30226, 58.05209], [-78.51688, 58.80458], [-77.33676, 59.852610000000006], [-77.77272, 60.75788000000001], [-78.10687, 62.31964000000001], [-77.41067, 62.55053], [-75.69621000000001, 62.2784], [-74.6682, 62.181110000000004], [-73.83988000000001, 62.4438], [-72.90853, 62.10507], [-71.67708, 61.52535], [-71.37369000000001, 61.137170000000005], [-69.59042, 61.06141], [-69.62033, 60.221250000000005], [-69.28790000000001, 58.95736], [-68.37455, 58.80106], [-67.64976, 58.21206], [-66.20178, 58.76731], [-65.24517, 59.87071], [-64.58352000000001, 60.33558], [-63.804750000000006, 59.442600000000006], [-62.502359999999996, 58.16708], [-61.396550000000005, 56.96745000000001], [-61.798660000000005, 56.33945], [-60.46853, 55.775479999999995], [-59.56962, 55.20407], [-57.97508, 54.94549000000001], [-57.3332, 54.6265], [-56.93689, 53.780319999999996], [-56.15811, 53.647490000000005], [-55.75632, 53.27036], [-55.68338, 52.146640000000005], [-56.40916000000001, 51.770700000000005], [-57.12691, 51.419720000000005], [-58.77482, 51.0643], [-60.03309000000001, 50.24277], [-61.72366, 50.08046], [-63.86251, 50.29099], [-65.36331, 50.2982], [-66.39905, 50.228970000000004], [-67.23631, 49.511559999999996], [-68.51114, 49.068360000000006], [-69.95362, 47.74488], [-71.10458, 46.82171], [-70.25522, 46.986059999999995], [-68.65, 48.3], [-66.55243, 49.1331], [-65.05626, 49.232780000000005], [-64.17099, 48.74248], [-65.11545000000001, 48.07085], [-64.79854, 46.99297], [-64.47219, 46.238490000000006], [-63.17329000000001, 45.73902], [-61.520720000000004, 45.883770000000005], [-60.518150000000006, 47.00793], [-60.448600000000006, 46.28264], [-59.80287, 45.9204], [-61.03988, 45.265249999999995], [-63.254709999999996, 44.67014], [-64.24656, 44.265530000000005], [-65.36406000000001, 43.54523], [-66.1234, 43.61867], [-66.16173, 44.46512], [-64.42549, 45.29204], [-66.02605000000001, 45.25931], [-67.13741, 45.13753], [-67.79134, 45.70281000000001], [-67.79046000000001, 47.066359999999996], [-68.23444, 47.354859999999974], [-68.90500000000003, 47.18500000000006], [-69.237216, 47.447781], [-69.99997, 46.69307], [-70.305, 45.915], [-70.66, 45.46], [-71.08482000000004, 45.30524000000014], [-71.405, 45.254999999999995], [-71.50506, 45.0082], [-73.34783, 45.00738], [-74.86700000000002, 45.000480000000096], [-75.31821000000001, 44.81645], [-76.375, 44.09631], [-76.50000000000001, 44.01845889375865], [-76.82003414580558, 43.628784288093755], [-77.7378850979577, 43.62905558936328], [-78.72027991404235, 43.62508942318493], [-79.17167355011186, 43.46633942318426], [-79.01, 43.27], [-78.92, 42.964999999999996], [-78.93936214874375, 42.86361135514798], [-80.24744767934794, 42.36619985612255], [-81.27774654816716, 42.209025987306816], [-82.4392777167916, 41.675105088867326], [-82.69008928092023, 41.675105088867326], [-83.029810146807, 41.83279572200598], [-83.14199968131264, 41.975681057292874], [-83.12, 42.08], [-82.9, 42.43], [-82.42999999999999, 42.980000000000004], [-82.13764238150395, 43.57108755143997], [-82.33776312543114, 44.440000000000055], [-82.55092464875821, 45.34751658790543], [-83.59285071484311, 45.81689362241252], [-83.46955074739469, 45.994686387712534], [-83.61613094759059, 46.116926988299014], [-83.89076534700574, 46.116926988299014], [-84.0918512641615, 46.27541860613826], [-84.1421195136734, 46.51222585711571], [-84.33670000000001, 46.408770000000004], [-84.60490000000004, 46.439599999999984], [-84.54374874544584, 46.538684190449146], [-84.77923824739992, 46.63710195574902], [-84.8760798815149, 46.90008331968238], [-85.65236324740341, 47.22021881773051], [-86.46199083122826, 47.553338019392], [-87.43979262330028, 47.94], [-88.37811418328671, 48.302917588893706], [-89.27291744663665, 48.01980825458281], [-89.60000000000002, 48.010000000000105], [-90.83, 48.27], [-91.64, 48.14], [-92.61000000000001, 48.44999999999993], [-93.63087000000002, 48.609260000000006], [-94.32914000000001, 48.67074], [-94.64, 48.84], [-94.81758000000002, 49.38905], [-95.15609, 49.38425000000001], [-95.15906950917206, 49.0], [-97.2287200000048, 49.0007], [-100.65000000000003, 49.000000000000114], [-104.04826000000003, 48.99986000000007], [-107.05000000000001, 49.0], [-110.05000000000001, 49.0], [-113.0, 49.0], [-116.04818, 49.0], [-117.03121, 49.0], [-120.0, 49.000000000000114], [-122.84000000000003, 49.000000000000114]]], [[[-83.99367000000001, 62.452799999999996], [-83.25048, 62.91409], [-81.87699, 62.90458], [-81.89825, 62.7108], [-83.06857000000001, 62.159220000000005], [-83.77462000000001, 62.18231], [-83.99367000000001, 62.452799999999996]]], [[[-79.77583312988281, 72.8029022216797], [-80.87609863281251, 73.33318328857422], [-80.83388519287111, 73.69318389892578], [-80.35305786132812, 73.75971984863281], [-78.06443786621094, 73.65193176269531], [-76.34, 73.10268498995305], [-76.25140380859375, 72.82638549804688], [-77.31443786621094, 72.85554504394531], [-78.39167022705078, 72.87665557861328], [-79.4862518310547, 72.74220275878906], [-79.77583312988281, 72.8029022216797]]], [[[-80.315395, 62.08556500000001], [-79.92939, 62.3856], [-79.52002, 62.363710000000005], [-79.26582, 62.158674999999995], [-79.65752, 61.63308], [-80.09956000000001, 61.71810000000001], [-80.36215, 62.016490000000005], [-80.315395, 62.08556500000001]]], [[[-93.61275590694046, 74.97999726022438], [-94.15690873897391, 74.59234650338688], [-95.60868058956564, 74.66686391875176], [-96.82093217648455, 74.92762319609658], [-96.28858740922982, 75.37782827422338], [-94.85081987178917, 75.64721751576089], [-93.97774654821797, 75.29648956979595], [-93.61275590694046, 74.97999726022438]]], [[[-93.84000301794399, 77.51999726023455], [-94.29560828324529, 77.49134267852868], [-96.16965410031007, 77.55511139597685], [-96.43630449093614, 77.83462921824362], [-94.42257727738641, 77.820004787905], [-93.7206562975659, 77.63433136668031], [-93.84000301794399, 77.51999726023455]]], [[[-96.75439876990876, 78.76581268992702], [-95.5592779202946, 78.41831452098033], [-95.83029496944934, 78.05694122996324], [-97.30984290239799, 77.85059723582181], [-98.12428931353404, 78.08285696075761], [-98.55286780474668, 78.45810537384507], [-98.63198442258553, 78.87193024363837], [-97.33723141151266, 78.83198436147676], [-96.75439876990876, 78.76581268992702]]], [[[-88.15035030796028, 74.39230703398503], [-89.7647220527584, 74.51555532500116], [-92.42244096552946, 74.83775788034099], [-92.76828548864282, 75.38681997344214], [-92.88990597204175, 75.88265534128267], [-93.89382402217599, 76.31924367950056], [-95.9624574450358, 76.4413809272224], [-97.1213789538295, 76.7510777859476], [-96.74512285031237, 77.16138865834507], [-94.68408586299944, 77.09787832305837], [-93.57392106807313, 76.77629588490605], [-91.6050231595366, 76.7785179714946], [-90.7418458727493, 76.44959747995681], [-90.96966142450802, 76.07401317005947], [-89.82223792189926, 75.84777374948565], [-89.18708289259985, 75.61016551380762], [-87.83827633334965, 75.56618886992725], [-86.37919226758864, 75.4824213731821], [-84.78962521029058, 75.69920400664653], [-82.75344458691006, 75.78431509063124], [-81.12853084992436, 75.71398346628199], [-80.05751095245915, 75.33684886341591], [-79.83393286814837, 74.92312734648716], [-80.45777075877587, 74.65730377877777], [-81.94884253612557, 74.44245901152432], [-83.22889360221143, 74.56402781849094], [-86.09745235873332, 74.41003205026117], [-88.15035030796028, 74.39230703398503]]], [[[-111.26444332563088, 78.15295604116154], [-109.85445187054711, 77.99632477488488], [-110.18693803591302, 77.69701487905034], [-112.0511911690585, 77.4092288276169], [-113.53427893761912, 77.73220652944111], [-112.7245867582539, 78.05105011668196], [-111.26444332563088, 78.15295604116154]]], [[[-110.96366065147602, 78.8044408230652], [-109.6631457182026, 78.60197256134565], [-110.88131425661892, 78.40691986765997], [-112.54209143761516, 78.4079017198735], [-112.52589087609164, 78.55055451121522], [-111.5000103422334, 78.8499935981305], [-110.96366065147602, 78.8044408230652]]], [[[-55.600218268442056, 51.31707469339794], [-56.13403581401709, 50.68700979267928], [-56.795881720595276, 49.81230866149089], [-56.14310502788433, 50.15011749938286], [-55.471492275603, 49.93581533466846], [-55.82240108908096, 49.58712860777905], [-54.935142584845636, 49.3130109726868], [-54.473775397343786, 49.556691189159125], [-53.47654944519137, 49.24913890237404], [-53.786013759971254, 48.516780503933624], [-53.08613399922626, 48.68780365660358], [-52.958648240762216, 48.15716421161447], [-52.64809872090421, 47.53554840757552], [-53.069158291218386, 46.65549876564492], [-53.521456264853, 46.61829173439477], [-54.17893551290251, 46.80706574155698], [-53.9618686590605, 47.62520701760193], [-54.24048214376214, 47.752279364607645], [-55.40077307801157, 46.884993801453135], [-55.99748084168583, 46.919720363953275], [-55.29121904155279, 47.38956248635099], [-56.250798712780586, 47.632545070987376], [-57.32522925477708, 47.57280711525797], [-59.26601518414682, 47.60334788674247], [-59.419494188053676, 47.899453843774886], [-58.79658647320744, 48.25152537697942], [-59.23162451845657, 48.52318838153781], [-58.3918049790652, 49.12558055276418], [-57.35868974468606, 50.71827403421587], [-56.738650071832026, 51.28743825947855], [-55.87097693543532, 51.63209422464921], [-55.40697424988659, 51.5882726100657], [-55.600218268442056, 51.31707469339794]]], [[[-83.88262630891977, 65.10961782496354], [-82.78757687043883, 64.76669302027467], [-81.6420137193926, 64.45513580998697], [-81.55344031444432, 63.97960928003714], [-80.81736121287886, 64.057485663501], [-80.10345130076664, 63.72598135034862], [-80.99101986359572, 63.41124603947496], [-82.54717810741704, 63.65172231714521], [-83.10879757356511, 64.10187571883971], [-84.10041663281388, 63.569711819098], [-85.52340471061905, 63.052379055424055], [-85.8667687649824, 63.63725291610349], [-87.22198320183678, 63.54123810490519], [-86.35275977247133, 64.0358332383707], [-86.2248864407651, 64.82291697860823], [-85.88384782585486, 65.7387783881171], [-85.1613079495499, 65.6572846543928], [-84.97576371940592, 65.21751821558898], [-84.4640120104195, 65.37177236598022], [-83.88262630891977, 65.10961782496354]]], [[[-78.77063859731078, 72.35217316353418], [-77.8246239895596, 72.74961660429098], [-75.60584469267573, 72.2436784939374], [-74.228616095665, 71.76714427355789], [-74.09914079455771, 71.33084015571758], [-72.24222571479768, 71.55692454699452], [-71.20001542833518, 70.92001251899718], [-68.7860542466849, 70.52502370877427], [-67.91497046575694, 70.12194753689765], [-66.9690333726542, 69.18608734809182], [-68.8051228502006, 68.72019847276444], [-66.4498660956339, 68.06716339789203], [-64.86231441919524, 67.84753856065159], [-63.424934454996794, 66.92847321234059], [-61.851981370680605, 66.86212067327783], [-62.16317684594226, 66.16025136988962], [-63.918444383384184, 64.9986685248329], [-65.14886023625368, 65.42603261988667], [-66.72121904159852, 66.38804108343219], [-68.015016038674, 66.26272573512439], [-68.1412874009792, 65.68978913030439], [-67.08964616562342, 65.10845510523696], [-65.73208045109976, 64.64840566675856], [-65.32016760930125, 64.38273712834605], [-64.66940629744968, 63.392926744227495], [-65.01380388045888, 62.67418508569598], [-66.27504472519048, 62.94509878198612], [-68.7831862046927, 63.74567007105183], [-67.36968075221309, 62.88396556258484], [-66.32829728866726, 62.28007477482201], [-66.16556820338015, 61.93089712182582], [-68.87736650254465, 62.330149237712824], [-71.02343705919385, 62.91070811629588], [-72.23537858751902, 63.39783600529522], [-71.88627844917127, 63.67998932560887], [-73.37830624051838, 64.19396312118384], [-74.83441891142263, 64.6790756293238], [-74.81850257027673, 64.38909332951793], [-77.70997982452008, 64.22954234481678], [-78.5559488593542, 64.57290639918013], [-77.89728105336198, 65.30919220647475], [-76.01827429879717, 65.32696889918314], [-73.95979529488268, 65.45476471624094], [-74.29388342964964, 65.81177134872938], [-73.94491248238262, 66.31057811142666], [-72.65116716173942, 67.28457550726391], [-72.92605994331605, 67.72692576768235], [-73.31161780464572, 68.06943716091287], [-74.84330725777684, 68.55462718370127], [-76.86910091826672, 68.89473562283025], [-76.22864905465738, 69.14776927354741], [-77.28736996123715, 69.76954010688321], [-78.1686339993266, 69.82648753526887], [-78.95724219431673, 70.16688019477543], [-79.49245500356366, 69.87180776638884], [-81.30547095409176, 69.74318512641436], [-84.94470618359851, 69.96663401964442], [-87.06000342481789, 70.26000112576538], [-88.68171322300148, 70.4107412787608], [-89.51341956252303, 70.76203766548095], [-88.46772111688082, 71.21818553332132], [-89.88815121128755, 71.22255219184997], [-90.20516028518205, 72.23507436796079], [-89.436576707705, 73.12946421985238], [-88.40824154331287, 73.53788890247121], [-85.82615108920098, 73.80381582304518], [-86.56217851433412, 73.15744700793844], [-85.77437130404454, 72.53412588163387], [-84.85011247428822, 73.34027822538708], [-82.31559017610101, 73.7509508328106], [-80.60008765330768, 72.71654368762417], [-80.74894161652443, 72.06190664335072], [-78.77063859731078, 72.35217316353418]]], [[[-94.50365759965237, 74.13490672473922], [-92.42001217321173, 74.1000251329422], [-90.50979285354263, 73.85673248971206], [-92.00396521682987, 72.96624420845852], [-93.19629553910026, 72.77199249947334], [-94.26904659704726, 72.02459625923599], [-95.40985551632266, 72.06188080513458], [-96.03374508338244, 72.94027680123183], [-96.01826799191102, 73.43742991809582], [-95.49579342322404, 73.86241689726417], [-94.50365759965237, 74.13490672473922]]], [[[-122.85492448615902, 76.11654287383568], [-122.85492529360326, 76.11654287383568], [-121.15753536032824, 76.86450755482828], [-119.1039389718211, 77.51221995717462], [-117.570130784966, 77.4983189968881], [-116.19858659550738, 77.6452867703262], [-116.33581336145845, 76.87696157501061], [-117.10605058476882, 76.53003184681911], [-118.04041215703819, 76.48117178008714], [-119.89931758688572, 76.053213406062], [-121.49999507712648, 75.90001862253276], [-122.85492448615902, 76.11654287383568]]], [[[-132.71000788443126, 54.04000931542356], [-131.74998958400334, 54.12000438090922], [-132.049480347351, 52.98462148702447], [-131.1790425218266, 52.180432847698285], [-131.57782954982298, 52.18237071390928], [-132.18042842677852, 52.639707139692405], [-132.54999243231384, 53.100014960332146], [-133.05461117875552, 53.411468817755406], [-133.2396644827927, 53.851080227262344], [-133.1800040417117, 54.169975490935315], [-132.71000788443126, 54.04000931542356]]], [[[-105.4922891914932, 79.30159393992916], [-103.52928239623795, 79.16534902619163], [-100.8251580472688, 78.80046173777872], [-100.0601918200522, 78.32475434031589], [-99.67093909381364, 77.90754466420744], [-101.30394019245301, 78.01898489044486], [-102.94980872273302, 78.34322866486023], [-105.17613277873151, 78.3803323432458], [-104.21042945027713, 78.67742015249176], [-105.41958045125853, 78.91833567983649], [-105.4922891914932, 79.30159393992916]]], [[[-123.51000158755119, 48.51001089130341], [-124.01289078839955, 48.37084625914139], [-125.65501277733838, 48.8250045843385], [-125.95499446679275, 49.17999583596759], [-126.85000443587185, 49.53000031188043], [-127.02999344954443, 49.81499583597008], [-128.0593363043662, 49.9949590114266], [-128.44458410710214, 50.539137681676095], [-128.35841365625546, 50.77064809834371], [-127.30858109602994, 50.552573554071955], [-126.69500097721235, 50.400903225295394], [-125.7550066738232, 50.29501821552935], [-125.4150015875588, 49.95000051533259], [-124.92076818911934, 49.475274970083376], [-123.92250870832106, 49.06248362893581], [-123.51000158755119, 48.51001089130341]]], [[[-121.53787999999997, 74.44893000000002], [-120.10978, 74.24135000000001], [-117.55563999999993, 74.18576999999993], [-116.58442000000002, 73.89607000000007], [-115.51080999999999, 73.47519], [-116.76793999999995, 73.22291999999999], [-119.22000000000003, 72.51999999999998], [-120.45999999999998, 71.82000000000005], [-120.45999999999998, 71.38360179308756], [-123.09218999999996, 70.90164000000004], [-123.62, 71.34000000000009], [-125.92894873747338, 71.86868846301138], [-125.49999999999994, 72.29226081179502], [-124.80729000000002, 73.02255999999994], [-123.93999999999994, 73.68000000000012], [-124.91774999999996, 74.29275000000013], [-121.53787999999997, 74.44893000000002]]], [[[-107.81943000000001, 75.84552000000001], [-106.92893000000001, 76.01282], [-105.881, 75.96940000000001], [-105.70498, 75.47951], [-106.31347000000001, 75.00527], [-109.70000000000002, 74.85000000000001], [-112.22306999999999, 74.41696], [-113.74381, 74.39427], [-113.87135, 74.72029], [-111.79420999999999, 75.16250000000001], [-116.31221, 75.04343], [-117.7104, 75.2222], [-116.34602000000001, 76.19903000000001], [-115.40487, 76.47887], [-112.59056000000001, 76.14134], [-110.81422, 75.54919], [-109.06710000000001, 75.47321000000001], [-110.49726000000001, 76.42982], [-109.58109999999999, 76.79417], [-108.54858999999999, 76.67832000000001], [-108.21141, 76.20168000000001], [-107.81943000000001, 75.84552000000001]]], [[[-106.52258999999992, 73.07601], [-105.40245999999996, 72.67259000000007], [-104.77484000000004, 71.6984000000001], [-104.4647599999999, 70.99297000000007], [-102.78537, 70.49776000000003], [-100.98077999999992, 70.02431999999999], [-101.08928999999995, 69.58447000000012], [-102.73115999999993, 69.50402000000003], [-102.09329000000002, 69.11962000000011], [-102.43024000000003, 68.75281999999999], [-104.24000000000001, 68.91000000000008], [-105.96000000000004, 69.18000000000012], [-107.12254000000001, 69.11922000000004], [-108.99999999999994, 68.78000000000003], [-111.53414887520017, 68.63005915681794], [-113.31320000000005, 68.53553999999997], [-113.85495999999989, 69.00744000000009], [-115.22000000000003, 69.28000000000009], [-116.10793999999999, 69.16821000000004], [-117.34000000000003, 69.9600000000001], [-116.67472999999995, 70.06655], [-115.13112000000001, 70.23730000000006], [-113.72140999999999, 70.1923700000001], [-112.41610000000003, 70.36637999999999], [-114.35000000000002, 70.60000000000002], [-116.48684000000003, 70.52044999999998], [-117.90480000000002, 70.54056000000014], [-118.43238000000002, 70.90920000000006], [-116.11311, 71.30917999999997], [-117.65567999999996, 71.29520000000002], [-119.40199000000001, 71.55858999999998], [-118.56266999999997, 72.30785000000003], [-117.86641999999995, 72.70594000000006], [-115.18909000000002, 73.31459000000012], [-114.16716999999994, 73.1214500000001], [-114.66633999999999, 72.65277000000009], [-112.44101999999992, 72.95540000000011], [-111.05039, 72.45040000000006], [-109.92034999999993, 72.96113000000008], [-109.00653999999997, 72.63335000000001], [-108.18834999999996, 71.65089], [-107.68599, 72.0654800000001], [-108.39639, 73.08953000000008], [-107.51645000000002, 73.23597999999998], [-106.52258999999992, 73.07601]]], [[[-100.43836, 72.70588000000001], [-101.54, 73.36], [-100.35642000000001, 73.84389], [-99.16387, 73.63339], [-97.38, 73.76], [-97.12, 73.47], [-98.05359, 72.99052], [-96.54, 72.56], [-96.72000000000001, 71.66], [-98.35966, 71.27284999999999], [-99.32286, 71.35639], [-100.01482, 71.73827], [-102.5, 72.51], [-102.48000000000002, 72.83000000000001], [-100.43836, 72.70588000000001]]], [[[-106.6, 73.60000000000001], [-105.26, 73.64], [-104.5, 73.42], [-105.38000000000001, 72.76], [-106.94, 73.46000000000001], [-106.6, 73.60000000000001]]], [[[-98.50000000000001, 76.72], [-97.735585, 76.25656000000001], [-97.70441500000001, 75.74344], [-98.16000000000001, 75.0], [-99.80874, 74.89744], [-100.88365999999999, 75.05736], [-100.86292000000002, 75.64075], [-102.50209, 75.5638], [-102.56552, 76.3366], [-101.48973, 76.30537], [-99.98349, 76.64634], [-98.57699, 76.58859], [-98.50000000000001, 76.72]]], [[[-96.01644, 80.60233000000001], [-95.32345000000001, 80.90729], [-94.29843, 80.97727], [-94.73542, 81.20646000000002], [-92.40983999999999, 81.25739000000003], [-91.13288999999999, 80.72345000000003], [-89.45000000000002, 80.50932203389831], [-87.81, 80.32000000000001], [-87.02000000000001, 79.66000000000001], [-85.81435, 79.3369], [-87.18755999999999, 79.0393], [-89.03535000000001, 78.28723], [-90.80436, 78.21533000000001], [-92.87669000000001, 78.34333000000001], [-93.95116000000002, 78.75099], [-93.93574, 79.11373], [-93.14524, 79.3801], [-94.974, 79.37248], [-96.07614000000001, 79.70502], [-96.70972, 80.15777], [-96.01644, 80.60233000000001]]], [[[-91.58702000000001, 81.89429000000001], [-90.10000000000001, 82.08500000000004], [-88.93227, 82.11751000000001], [-86.97024, 82.27961], [-85.5, 82.65227345805702], [-84.260005, 82.60000000000001], [-83.18, 82.32], [-82.42, 82.86000000000001], [-81.1, 83.02], [-79.30664, 83.13056], [-76.25, 83.17205882352941], [-75.71878000000001, 83.06404000000002], [-72.83153, 83.23324000000001], [-70.66576500000001, 83.16978075838284], [-68.50000000000001, 83.10632151676572], [-65.82735, 83.02801000000001], [-63.68, 82.9], [-61.85, 82.62860000000002], [-61.89388, 82.36165000000001], [-64.334, 81.92775000000002], [-66.75342, 81.72527000000001], [-67.65755, 81.50141], [-65.48031, 81.50657000000002], [-67.84, 80.90000000000003], [-69.4697, 80.61683000000001], [-71.18, 79.8], [-73.2428, 79.63415], [-73.88000000000001, 79.43016220480206], [-76.90773, 79.32309000000001], [-75.52924, 79.19766000000001], [-76.22046, 79.01907], [-75.39345, 78.52581], [-76.34354, 78.18296000000001], [-77.88851000000001, 77.89991], [-78.36269, 77.50859000000001], [-79.75951, 77.20967999999999], [-79.61965000000001, 76.98336], [-77.91089000000001, 77.022045], [-77.88911, 76.777955], [-80.56125, 76.17812], [-83.17439, 76.45403], [-86.11184, 76.29901000000001], [-87.60000000000001, 76.42], [-89.49068, 76.47239], [-89.6161, 76.95213000000001], [-87.76739, 77.17833], [-88.26, 77.9], [-87.65, 77.97022222222223], [-84.97634, 77.53873], [-86.34, 78.18], [-87.96191999999999, 78.37181], [-87.15198000000001, 78.75867], [-85.37868, 78.99690000000001], [-85.09495, 79.34543000000001], [-86.50734, 79.73624], [-86.93179, 80.25145], [-84.19844, 80.20836], [-83.40869565217389, 80.10000000000001], [-81.84823, 80.46442], [-84.1, 80.58], [-87.59895, 80.51627], [-89.36663, 80.85569000000001], [-90.2, 81.26], [-91.36786000000001, 81.5531], [-91.58702000000001, 81.89429000000001]]], [[[-75.21597, 67.44425], [-75.86588, 67.14886], [-76.98687, 67.09873], [-77.2364, 67.58809000000001], [-76.81166, 68.14856], [-75.89521, 68.28721], [-75.11449999999999, 68.01035999999999], [-75.10333, 67.58202], [-75.21597, 67.44425]]], [[[-96.25740120380055, 69.49003035832177], [-95.64768120380054, 69.10769035832178], [-96.26952120380055, 68.75704035832177], [-97.61740120380055, 69.06003035832177], [-98.43180120380055, 68.95070035832177], [-99.79740120380055, 69.40003035832177], [-98.91740120380055, 69.71003035832177], [-98.21826120380055, 70.14354035832177], [-97.15740120380055, 69.86003035832177], [-96.55740120380055, 69.68003035832177], [-96.25740120380055, 69.49003035832177]]], [[[-64.51912, 49.87304], [-64.17322, 49.95718], [-62.858290000000004, 49.70641], [-61.835584999999995, 49.28855], [-61.806304999999995, 49.10506000000001], [-62.29318, 49.08717], [-63.589259999999996, 49.400690000000004], [-64.51912, 49.87304]]], [[[-64.01486, 47.03601], [-63.6645, 46.55001], [-62.9393, 46.41587], [-62.012080000000005, 46.44314], [-62.503910000000005, 46.033390000000004], [-62.87433, 45.968180000000004], [-64.14280000000001, 46.39265], [-64.39261, 46.72747], [-64.01486, 47.03601]]]]}}, {\\\"id\\\": \\\"4\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"United States of America\\\", \\\"country_code\\\": \\\"USA\\\", \\\"orders_count\\\": 5009.0, \\\"rfm_sum\\\": 12.279667800680409}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[-122.84000000000003, 49.000000000000114], [-120.0, 49.000000000000114], [-117.03121, 49.0], [-116.04818, 49.0], [-113.0, 49.0], [-110.05000000000001, 49.0], [-107.05000000000001, 49.0], [-104.04826000000003, 48.99986000000007], [-100.65000000000003, 49.000000000000114], [-97.2287200000048, 49.0007], [-95.15906950917206, 49.0], [-95.15609, 49.38425000000001], [-94.81758000000002, 49.38905], [-94.64, 48.84], [-94.32914000000001, 48.67074], [-93.63087000000002, 48.609260000000006], [-92.61000000000001, 48.44999999999993], [-91.64, 48.14], [-90.83, 48.27], [-89.60000000000002, 48.010000000000105], [-89.27291744663665, 48.01980825458281], [-88.37811418328671, 48.302917588893706], [-87.43979262330028, 47.94], [-86.46199083122826, 47.553338019392], [-85.65236324740341, 47.22021881773051], [-84.8760798815149, 46.90008331968238], [-84.77923824739992, 46.63710195574902], [-84.54374874544584, 46.538684190449146], [-84.60490000000004, 46.439599999999984], [-84.33670000000001, 46.408770000000004], [-84.1421195136734, 46.51222585711571], [-84.0918512641615, 46.27541860613826], [-83.89076534700574, 46.116926988299014], [-83.61613094759059, 46.116926988299014], [-83.46955074739469, 45.994686387712534], [-83.59285071484311, 45.81689362241252], [-82.55092464875821, 45.34751658790543], [-82.33776312543114, 44.440000000000055], [-82.13764238150395, 43.57108755143997], [-82.42999999999999, 42.980000000000004], [-82.9, 42.43], [-83.12, 42.08], [-83.14199968131264, 41.975681057292874], [-83.029810146807, 41.83279572200598], [-82.69008928092023, 41.675105088867326], [-82.4392777167916, 41.675105088867326], [-81.27774654816716, 42.209025987306816], [-80.24744767934794, 42.36619985612255], [-78.93936214874375, 42.86361135514798], [-78.92, 42.964999999999996], [-79.01, 43.27], [-79.17167355011186, 43.46633942318426], [-78.72027991404235, 43.62508942318493], [-77.7378850979577, 43.62905558936328], [-76.82003414580558, 43.628784288093755], [-76.50000000000001, 44.01845889375865], [-76.375, 44.09631], [-75.31821000000001, 44.81645], [-74.86700000000002, 45.000480000000096], [-73.34783, 45.00738], [-71.50506, 45.0082], [-71.405, 45.254999999999995], [-71.08482000000004, 45.30524000000014], [-70.66, 45.46], [-70.305, 45.915], [-69.99997, 46.69307], [-69.237216, 47.447781], [-68.90500000000003, 47.18500000000006], [-68.23444, 47.354859999999974], [-67.79046000000001, 47.066359999999996], [-67.79134, 45.70281000000001], [-67.13741, 45.13753], [-66.96465999999998, 44.809700000000134], [-68.03251999999998, 44.325199999999995], [-69.05999999999995, 43.980000000000075], [-70.11616999999995, 43.68405000000013], [-70.64547563341102, 43.09023834896402], [-70.81488999999999, 42.865299999999934], [-70.82499999999999, 42.33499999999998], [-70.49499999999995, 41.80500000000001], [-70.07999999999998, 41.78000000000003], [-70.185, 42.145000000000095], [-69.88496999999995, 41.92283000000009], [-69.96502999999996, 41.63717000000014], [-70.63999999999999, 41.47500000000002], [-71.12039000000004, 41.49445000000014], [-71.8599999999999, 41.32000000000005], [-72.29500000000002, 41.26999999999998], [-72.87643000000003, 41.220650000000035], [-73.71000000000004, 40.93110235165449], [-72.24125999999995, 41.119480000000124], [-71.94499999999988, 40.930000000000064], [-73.34499999999997, 40.63000000000005], [-73.98200000000003, 40.62799999999993], [-73.95232499999997, 40.75075000000004], [-74.25671, 40.47351000000003], [-73.96243999999996, 40.42763000000002], [-74.17838, 39.70925999999997], [-74.90603999999996, 38.93954000000002], [-74.98041, 39.19640000000004], [-75.20002, 39.248450000000105], [-75.52805000000001, 39.49850000000009], [-75.32, 38.960000000000036], [-75.07183476478986, 38.782032230179254], [-75.05672999999996, 38.40412000000009], [-75.37746999999996, 38.015510000000006], [-75.94022999999999, 37.21689000000009], [-76.03126999999995, 37.25659999999999], [-75.72204999999985, 37.93705000000011], [-76.23286999999999, 38.319214999999986], [-76.35000000000002, 39.14999999999998], [-76.54272499999996, 38.71761500000008], [-76.32933000000003, 38.08326000000005], [-76.98999793161352, 38.23999176691336], [-76.30161999999996, 37.91794499999992], [-76.25873999999999, 36.96640000000008], [-75.97179999999997, 36.89726000000002], [-75.8680399999999, 36.55125000000004], [-75.72748999999999, 35.55074000000013], [-76.36318, 34.80854000000011], [-77.39763499999992, 34.512009999999975], [-78.05496, 33.92547000000002], [-78.55434999999989, 33.86133000000012], [-79.06067000000002, 33.493949999999984], [-79.20357000000001, 33.158390000000054], [-80.30132499999996, 32.509355000000085], [-80.86498, 32.033300000000054], [-81.33629000000002, 31.44049000000001], [-81.49041999999997, 30.7299900000001], [-81.31371000000001, 30.035520000000076], [-80.97999999999996, 29.18000000000012], [-80.53558499999991, 28.472129999999993], [-80.52999999999986, 28.040000000000077], [-80.05653928497759, 26.88000000000011], [-80.08801499999998, 26.205764999999985], [-80.13155999999992, 25.816775000000064], [-80.38103000000001, 25.20616000000001], [-80.67999999999995, 25.08000000000004], [-81.17212999999998, 25.201260000000104], [-81.33000000000004, 25.639999999999986], [-81.70999999999987, 25.870000000000005], [-82.23999999999995, 26.730000000000132], [-82.70515, 27.495040000000074], [-82.85525999999999, 27.886240000000043], [-82.64999999999998, 28.550000000000125], [-82.92999999999995, 29.10000000000008], [-83.70958999999999, 29.936560000000043], [-84.09999999999997, 30.09000000000009], [-85.10881999999998, 29.636150000000043], [-85.28784000000002, 29.68612000000013], [-85.7731, 30.152610000000095], [-86.39999999999992, 30.40000000000009], [-87.53035999999992, 30.27433000000002], [-88.41781999999995, 30.384900000000016], [-89.1804899999999, 30.315980000000025], [-89.5938311784198, 30.159994004836847], [-89.41373499999997, 29.89418999999998], [-89.43, 29.488639999999975], [-89.21767, 29.291080000000022], [-89.40822999999995, 29.159610000000043], [-89.77927999999997, 29.307140000000118], [-90.15463, 29.11743000000007], [-90.88022499999994, 29.148535000000095], [-91.62678499999993, 29.677000000000135], [-92.49905999999999, 29.552300000000002], [-93.22636999999997, 29.783750000000055], [-93.84841999999998, 29.71363000000008], [-94.69, 29.480000000000132], [-95.60025999999999, 28.738630000000057], [-96.59403999999995, 28.307480000000055], [-97.13999999999987, 27.83000000000004], [-97.36999999999995, 27.380000000000052], [-97.37999999999994, 26.690000000000055], [-97.32999999999998, 26.210000000000093], [-97.13999999999987, 25.870000000000005], [-97.52999999999992, 25.84000000000009], [-98.23999999999995, 26.06000000000006], [-99.01999999999992, 26.37000000000006], [-99.30000000000001, 26.840000000000032], [-99.51999999999992, 27.54000000000002], [-100.10999999999996, 28.110000000000127], [-100.45584000000002, 28.69612000000012], [-100.95759999999996, 29.380710000000136], [-101.66239999999999, 29.77930000000009], [-102.48000000000002, 29.75999999999999], [-103.11000000000001, 28.970000000000027], [-103.94, 29.27000000000004], [-104.4569699999999, 29.571960000000047], [-104.70574999999997, 30.121730000000014], [-105.03737000000001, 30.644019999999955], [-105.63159000000002, 31.08383000000009], [-106.1429, 31.399950000000047], [-106.50758999999988, 31.754520000000014], [-108.24000000000001, 31.754853718166373], [-108.24193999999994, 31.342220000000054], [-109.03500000000003, 31.341940000000136], [-111.02361000000002, 31.334719999999948], [-113.30498, 32.03914000000009], [-114.815, 32.52528000000001], [-114.72138999999993, 32.72082999999992], [-115.99134999999995, 32.61239000000012], [-117.12775999999985, 32.53533999999996], [-117.29593769127393, 33.04622461520387], [-117.94400000000002, 33.621236431201396], [-118.41060227589753, 33.74090922312445], [-118.51989482279976, 34.02778157757575], [-119.08100000000002, 34.07799999999992], [-119.43884064201671, 34.34847717828427], [-120.36777999999998, 34.447110000000066], [-120.62286, 34.60854999999998], [-120.74432999999999, 35.15686000000011], [-121.71456999999992, 36.161529999999914], [-122.54746999999998, 37.551760000000115], [-122.51201000000003, 37.78339000000011], [-122.95319, 38.11371000000008], [-123.72720000000004, 38.95166000000012], [-123.86516999999998, 39.76699000000008], [-124.39807000000002, 40.313199999999995], [-124.17885999999999, 41.142020000000116], [-124.21370000000002, 41.99964000000011], [-124.53283999999996, 42.7659900000001], [-124.14213999999998, 43.708380000000034], [-124.020535, 44.615894999999966], [-123.89892999999995, 45.52341000000007], [-124.079635, 46.864750000000015], [-124.39566999999994, 47.72017000000011], [-124.68721008300781, 48.18443298339855], [-124.56610107421875, 48.37971496582037], [-123.12, 48.04000000000002], [-122.58735999999993, 47.09600000000006], [-122.34000000000003, 47.360000000000014], [-122.5, 48.180000000000064], [-122.84000000000003, 49.000000000000114]]], [[[-155.40214, 20.07975], [-155.22452, 19.99302], [-155.06226, 19.8591], [-154.80741, 19.50871], [-154.83147, 19.453280000000003], [-155.22217, 19.23972], [-155.54211, 19.08348], [-155.68817, 18.91619], [-155.93665, 19.05939], [-155.90806, 19.33888], [-156.07347000000001, 19.70294], [-156.02368, 19.81422], [-155.85008000000002, 19.97729], [-155.91907, 20.17395], [-155.86108000000002, 20.267210000000002], [-155.78505, 20.2487], [-155.40214, 20.07975]]], [[[-155.99566000000002, 20.76404], [-156.07926, 20.643970000000003], [-156.41445, 20.57241], [-156.58673, 20.783], [-156.70167, 20.8643], [-156.71054999999998, 20.92676], [-156.61258, 21.01249], [-156.25711, 20.917450000000002], [-155.99566000000002, 20.76404]]], [[[-156.75824, 21.176840000000002], [-156.78933, 21.068730000000002], [-157.32521, 21.097770000000004], [-157.25027, 21.219579999999997], [-156.75824, 21.176840000000002]]], [[[-158.0252, 21.71696], [-157.94161, 21.65272], [-157.65283000000002, 21.322170000000003], [-157.70703, 21.26442], [-157.7786, 21.27729], [-158.12667000000002, 21.31244], [-158.2538, 21.53919], [-158.29265, 21.57912], [-158.0252, 21.71696]]], [[[-159.36569, 22.21494], [-159.34512, 21.982000000000003], [-159.46372, 21.88299], [-159.80051, 22.065330000000003], [-159.74877, 22.1382], [-159.5962, 22.236179999999997], [-159.36569, 22.21494]]], [[[-166.46779212142462, 60.384169826897754], [-165.67442969466364, 60.29360687930625], [-165.57916419173358, 59.90998688418753], [-166.19277014876727, 59.75444082298899], [-166.84833736882197, 59.941406155020985], [-167.45527706609008, 60.21306915957936], [-166.46779212142462, 60.384169826897754]]], [[[-153.22872941792113, 57.96896841087248], [-152.56479061583514, 57.901427313866996], [-152.1411472239064, 57.591058661522], [-153.00631405333692, 57.11584219016593], [-154.0050902984581, 56.734676825581076], [-154.51640275777004, 56.99274892844669], [-154.67099280497118, 57.46119578717253], [-153.7627795074415, 57.81657461204373], [-153.22872941792113, 57.96896841087248]]], [[[-140.98598761037601, 69.71199839952635], [-140.986, 69.712], [-140.9925, 66.00003000000001], [-140.99778, 60.30639000000001], [-140.013, 60.27682000000001], [-139.03900000000002, 60.0], [-138.34089, 59.562110000000004], [-137.4525, 58.905], [-136.47972000000004, 59.46389000000005], [-135.47583, 59.787780000000005], [-134.94500000000005, 59.2705600000001], [-134.27111000000002, 58.86111000000005], [-133.35556000000003, 58.41028000000001], [-132.73042, 57.692890000000006], [-131.70781, 56.55212], [-130.00778000000003, 55.915830000000085], [-129.98, 55.285000000000004], [-130.53611, 54.802780000000006], [-130.53610895273684, 54.80275447679924], [-130.5361101894673, 54.8027534043494], [-131.08581823797215, 55.17890615500204], [-131.9672114671423, 55.497775580459006], [-132.2500107428595, 56.3699962428974], [-133.53918108435641, 57.17888743756214], [-134.07806292029608, 58.12306753196691], [-135.0382110322791, 58.18771474876394], [-136.62806230995471, 58.21220937767043], [-137.800006279686, 58.49999542910376], [-139.867787041413, 59.53776154238915], [-140.825273817133, 59.727517401765056], [-142.57444353556446, 60.08444651960497], [-143.9588809948799, 59.999180406323376], [-145.92555681682788, 60.45860972761426], [-147.11437394914665, 60.884656073644635], [-148.22430620012761, 60.67298940697714], [-148.01806555885082, 59.97832896589364], [-148.57082251686086, 59.914172675203304], [-149.72785783587585, 59.70565827090553], [-150.60824337461642, 59.368211168039466], [-151.7163927886833, 59.15582103131993], [-151.85943315326722, 59.744984035879554], [-151.40971900124717, 60.72580272077937], [-150.3469414947325, 61.03358755150987], [-150.62111080625704, 61.2844249538544], [-151.89583919981683, 60.727197984451266], [-152.57832984109558, 60.061657212964235], [-154.01917212625764, 59.35027944603428], [-153.28751135965317, 58.86472768821977], [-154.23249243875847, 58.14637360293051], [-155.3074914215102, 57.727794501366304], [-156.30833472392305, 57.422774359763594], [-156.55609737854638, 56.97998484967064], [-158.11721655986779, 56.46360809999419], [-158.43332129619714, 55.99415355083852], [-159.60332739971741, 55.56668610292013], [-160.28971961163427, 55.643580634170576], [-161.22304765525777, 55.364734605523495], [-162.23776607974105, 55.02418691672011], [-163.06944658104638, 54.68973704692712], [-164.78556922102717, 54.40417308208214], [-164.94222632552007, 54.57222483989534], [-163.84833960676565, 55.03943146424609], [-162.87000139061595, 55.34804311789321], [-161.80417497459607, 55.89498647727038], [-160.5636047027812, 56.00805451112501], [-160.07055986228448, 56.41805532492873], [-158.6844429189195, 57.01667511659787], [-158.46109737855403, 57.21692129172885], [-157.72277035218391, 57.57000051536306], [-157.55027442119362, 58.328326321030204], [-157.04167497457698, 58.91888458926172], [-158.19473120830554, 58.61580231386978], [-158.51721798402303, 58.78778148053732], [-159.0586061269288, 58.42418610293163], [-159.71166704001737, 58.93139028587632], [-159.98128882550017, 58.572549140041644], [-160.3552711659965, 59.07112335879361], [-161.3550034251151, 58.670837714260756], [-161.96889360252632, 58.67166453717738], [-162.05498653872465, 59.26692536074745], [-161.8741707021354, 59.63362132429057], [-162.51805904849212, 59.98972361921386], [-163.8183414378202, 59.79805573184336], [-164.66221757714652, 60.26748444278263], [-165.3463877024748, 60.50749563256238], [-165.3508318756519, 61.073895168697504], [-166.12137915755602, 61.50001902937623], [-165.73445187077058, 62.074996853271784], [-164.9191786367179, 62.63307648380794], [-164.56250790103934, 63.14637848576302], [-163.75333248599708, 63.21944896102377], [-163.06722449445786, 63.05945872664802], [-162.26055538638175, 63.54193573674115], [-161.53444983624863, 63.455816962326764], [-160.7725066803211, 63.766108100023246], [-160.9583351308426, 64.22279857040274], [-161.51806840721218, 64.40278758407527], [-160.77777767641481, 64.78860382756642], [-161.39192623598765, 64.77723501246231], [-162.4530500966689, 64.55944468856819], [-162.75778601789415, 64.33860545516876], [-163.54639421288428, 64.5591604681905], [-164.96082984114514, 64.44694509546883], [-166.42528825586447, 64.68667206487066], [-166.8450042389391, 65.08889557561452], [-168.11056006576715, 65.66999705673675], [-166.70527116602193, 66.08831777613938], [-164.47470964257548, 66.5766600612975], [-163.65251176659564, 66.5766600612975], [-163.78860165103623, 66.07720734319668], [-161.67777442121013, 66.11611969671242], [-162.48971452538004, 66.73556509059512], [-163.71971696679117, 67.11639455837008], [-164.4309913808565, 67.61633820257777], [-165.39028683170673, 68.04277212185025], [-166.76444068099605, 68.35887685817966], [-166.20470740462667, 68.88303091091615], [-164.43081051334346, 68.91553538682774], [-163.1686136546145, 69.37111481391287], [-162.930566169262, 69.85806183539927], [-161.90889726463556, 70.33332998318764], [-160.93479651593367, 70.44768992784958], [-159.03917578838713, 70.89164215766891], [-158.11972286683394, 70.82472117785102], [-156.58082455139808, 71.35776357694175], [-155.06779029032427, 71.14777639432367], [-154.3441652089412, 70.69640859647018], [-153.9000062733926, 70.88998851183567], [-152.21000606993528, 70.82999217394485], [-152.27000240782613, 70.60000621202983], [-150.73999243874448, 70.43001658800569], [-149.7200030181675, 70.53001048449045], [-147.61336157935705, 70.2140349392418], [-145.68998980022533, 70.12000967068673], [-144.9200109590764, 69.98999176704046], [-143.58944618042523, 70.15251414659832], [-142.07251034871348, 69.85193817817265], [-140.98598752156073, 69.71199839952635], [-140.98598761037601, 69.71199839952635]]], [[[-171.73165686753944, 63.782515367275934], [-171.1144335602453, 63.59219106714495], [-170.4911124339407, 63.694975490973505], [-169.6825054596536, 63.43111562769119], [-168.6894394603007, 63.297506212000556], [-168.77194088445466, 63.18859813094544], [-169.5294398672051, 62.97693146427792], [-170.29055620021595, 63.194437567794424], [-170.67138566799093, 63.3758218451389], [-171.55306311753873, 63.317789211675105], [-171.79111060289122, 63.40584585230046], [-171.73165686753944, 63.782515367275934]]]]}}, {\\\"id\\\": \\\"5\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Kazakhstan\\\", \\\"country_code\\\": \\\"KAZ\\\", \\\"orders_count\\\": 53.0, \\\"rfm_sum\\\": 5.98019801980198}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[87.35997033076265, 49.21498078062912], [86.59877648310336, 48.549181626980626], [85.7682328633083, 48.45575063739699], [85.72048383987067, 47.452969468773105], [85.16429039911324, 47.0009557155161], [83.18048383986047, 47.33003123635086], [82.45892581576906, 45.539649563166506], [81.9470707539181, 45.31702749285312], [79.96610639844141, 44.91751699480463], [80.86620649610126, 43.18036204688101], [80.1801501809943, 42.92006785742694], [80.2599902688853, 42.34999929459906], [79.64364546094012, 42.49668284765953], [79.14217736197978, 42.85609243424952], [77.65839196158322, 42.96068553320826], [76.00035363149846, 42.98802236589067], [75.63696495962202, 42.87789988867668], [74.21286583852256, 43.29833934180337], [73.64530358266092, 43.09127187760987], [73.48975752146237, 42.50089447689132], [71.8446382994506, 42.8453954127651], [71.18628055205212, 42.70429291439214], [70.96231489449914, 42.266154283205495], [70.3889648782208, 42.08130768489745], [69.07002729683524, 41.38424428971234], [68.63248294462002, 40.66868073176681], [68.25989586779562, 40.6623245305949], [67.98585574735182, 41.13599070898222], [66.71404707221652, 41.1684435084615], [66.51064863471572, 41.987644151368556], [66.02339155463562, 41.99464630794404], [66.09801232286509, 42.997660020513095], [64.90082441595928, 43.72808055274258], [63.18578698105657, 43.650074978198006], [62.01330040878625, 43.50447663021565], [61.05831994003245, 44.40581696225051], [60.23997195825834, 44.78403677019473], [58.68998904809581, 45.50001373959873], [58.50312706892845, 45.586804307632974], [55.928917270741096, 44.99585846615911], [55.96819135928291, 41.30864166926936], [55.45525109235377, 41.25985911718584], [54.75534549339264, 42.043971462566574], [54.07941775901495, 42.32410940202083], [52.944293247291654, 42.11603424739759], [52.50245975119615, 41.78331553808637], [52.44633914572722, 42.027150783855575], [52.692112257707265, 42.44389537207337], [52.50142622255032, 42.7922978785852], [51.342427199108215, 43.132974758469345], [50.89129194520024, 44.03103363705378], [50.339129266161365, 44.284015611338475], [50.30564293803627, 44.609835516938915], [51.278503452363225, 44.51485423438646], [51.31689904155604, 45.2459982366679], [52.16738976421573, 45.40839142514511], [53.0408764992452, 45.25904653582177], [53.220865512917726, 46.234645901059935], [53.042736850807785, 46.85300608986449], [52.04202273947561, 46.80463694923924], [51.191945428274266, 47.048704738953916], [50.03408328634248, 46.60898997658222], [49.10116000000011, 46.399330000000134], [48.59325000000018, 46.56104000000005], [48.694733514201744, 47.07562816017793], [48.05725000000001, 47.74377000000004], [47.31524000000013, 47.7158500000001], [46.46644575377627, 48.39415233010493], [47.04367150247651, 49.152038886097614], [46.75159630716274, 49.35600576435377], [47.54948042174931, 50.454698391311126], [48.57784142435753, 49.87475962991567], [48.70238162618102, 50.60512848571284], [50.76664839051216, 51.6927623561599], [52.32872358583097, 51.718652248738124], [54.532878452376224, 51.02623973245932], [55.71694000000002, 50.62171000000018], [56.77798000000013, 51.043550000000096], [58.363320000000044, 51.06364000000002], [59.642282342370606, 50.545442206415714], [59.93280724471549, 50.842194118851864], [61.337424350840934, 50.79907013610426], [61.58800337102417, 51.272658799843214], [59.967533807215545, 51.9604204372157], [60.92726850774028, 52.44754832621504], [60.73999311711458, 52.71998647725775], [61.699986199800605, 52.97999644633427], [60.978066440683165, 53.66499339457914], [61.43660000000017, 54.00625000000002], [65.17853356309593, 54.35422781027211], [65.66687000000002, 54.60125000000011], [68.16910037625883, 54.97039175070432], [69.06816694527288, 55.38525014914353], [70.86526655465514, 55.169733588270105], [71.18013105660941, 54.13328522400826], [72.22415001820218, 54.376655381886735], [73.5085160663844, 54.0356167669766], [73.42567874542044, 53.489810289109755], [74.38482000000016, 53.54685000000012], [76.89110029491343, 54.49052440044193], [76.52517947785475, 54.17700348572714], [77.80091556184425, 53.404414984747575], [80.03555952344169, 50.86475088154725], [80.56844689323549, 51.38833649352847], [81.94598554883993, 50.81219594990637], [83.38300377801238, 51.069182847693924], [83.93511478061885, 50.88924551045358], [84.41637739455308, 50.311399644565824], [85.11555952346203, 50.11730296487764], [85.54126997268247, 49.69285858824816], [86.82935672398963, 49.82667470966817], [87.35997033076265, 49.21498078062912]]]}}, {\\\"id\\\": \\\"6\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Uzbekistan\\\", \\\"country_code\\\": \\\"UZB\\\", \\\"orders_count\\\": 21.0, \\\"rfm_sum\\\": 5.916666666666667}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[55.96819135928291, 41.30864166926936], [55.928917270741096, 44.99585846615911], [58.50312706892845, 45.586804307632974], [58.68998904809581, 45.50001373959873], [60.23997195825834, 44.78403677019473], [61.05831994003245, 44.40581696225051], [62.01330040878625, 43.50447663021565], [63.18578698105657, 43.650074978198006], [64.90082441595928, 43.72808055274258], [66.09801232286509, 42.997660020513095], [66.02339155463562, 41.99464630794404], [66.51064863471572, 41.987644151368556], [66.71404707221652, 41.1684435084615], [67.98585574735182, 41.13599070898222], [68.25989586779562, 40.6623245305949], [68.63248294462002, 40.66868073176681], [69.07002729683524, 41.38424428971234], [70.3889648782208, 42.08130768489745], [70.96231489449914, 42.266154283205495], [71.25924767444823, 42.16771067968946], [70.42002241402821, 41.51999827734314], [71.1578585142916, 41.14358714452912], [71.87011478057047, 41.392900092121266], [73.05541710804917, 40.866033026689465], [71.77487511585656, 40.14584442805378], [71.01419803252017, 40.24436554621823], [70.60140669137269, 40.21852733007229], [70.45815962105962, 40.49649485937029], [70.66662234892505, 40.960213324541414], [69.32949466337283, 40.72782440852485], [69.0116329283455, 40.08615814875667], [68.53641645698943, 39.53345286717894], [67.70142866401736, 39.58047842056453], [67.44221967964131, 39.140143541005486], [68.17602501818592, 38.901553453113905], [68.39203250516596, 38.15702525486874], [67.82999962755952, 37.144994004864685], [67.07578209825962, 37.35614390720929], [66.51860680528867, 37.36278432875879], [66.54615034370022, 37.97468496352687], [65.2159989765074, 38.4026950139843], [64.17022301621677, 38.892406724598246], [63.51801476426103, 39.36325653742564], [62.374260288345006, 40.05388621679039], [61.88271406438469, 41.084856879229406], [61.54717898951356, 41.266370347654615], [60.465952996670694, 41.22032664648255], [60.083340691981675, 41.425146185871405], [59.976422153569786, 42.22308197689021], [58.62901085799146, 42.75155101172305], [57.78652998233708, 42.17055288346552], [56.932215203687804, 41.826026109375604], [57.0963912290791, 41.32231008561057], [55.96819135928291, 41.30864166926936]]]}}, {\\\"id\\\": \\\"7\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Papua New Guinea\\\", \\\"country_code\\\": \\\"PNG\\\", \\\"orders_count\\\": 9.0, \\\"rfm_sum\\\": 12.909090909090908}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[141.00021040259185, -2.60015105551566], [142.73524661679147, -3.28915292726321], [144.58397098203324, -3.861417738463416], [145.27317955950997, -4.373737888205049], [145.8297864117257, -4.876497897972683], [145.981921828393, -5.465609226100043], [147.64807335834757, -6.0836593563108465], [147.89110761941623, -6.614014580922343], [146.97090538959486, -6.721656589386313], [147.19187381407494, -7.388024183790023], [148.08463585834932, -8.044108168167647], [148.73410525939357, -9.104663588093764], [149.30683515848443, -9.07143564213009], [149.26663089416132, -9.514406019736029], [150.03872846903425, -9.684318129111709], [149.7387984560122, -9.872937106977048], [150.80162763895913, -10.293686618697478], [150.6905749859639, -10.582712904505925], [150.02839318257583, -10.652476088099952], [149.78231001200197, -10.393267103723923], [148.92313764871727, -10.280922539921384], [147.913018426708, -10.13044076908745], [147.13544315001218, -9.492443536011983], [146.56788089415056, -8.942554619994155], [146.04848107318492, -8.067414239131281], [144.74416792213805, -7.630128269077446], [143.89708784400966, -7.915330498896296], [143.28637576718432, -8.24549122480908], [143.41391320208066, -8.983068942910982], [142.62843143124417, -9.326820570516524], [142.06825890520025, -9.159595635620022], [141.03385176001382, -9.117892754760483], [141.01705691951895, -5.859021905138071], [141.00021040259185, -2.60015105551566]]], [[[152.64001671774253, -3.659983005389691], [153.0199935243847, -3.9800151505732653], [153.14003787659874, -4.4999834122940925], [152.82729210836828, -4.7664270971909914], [152.63867313050298, -4.176127211120921], [152.40602583232493, -3.7897425268745835], [151.95323693258354, -3.4620622697118155], [151.38427941305002, -3.0354216447101123], [150.66204959533883, -2.741486097833935], [150.93996544820448, -2.500002129734007], [151.47998416565457, -2.779985039891379], [151.8200150901351, -2.9999716121578857], [152.23998945537113, -3.24000864015364], [152.64001671774253, -3.659983005389691]]], [[[151.30139041565388, -5.840728448106752], [150.75444705627666, -6.083762709175431], [150.2411967307538, -6.317753594593028], [149.70996300679332, -6.316513360218025], [148.89006473205046, -6.026040134305404], [148.31893680236067, -5.747142429226166], [148.40182579975686, -5.437755629094717], [149.29841190002082, -5.58374155031926], [149.84556196512722, -5.505503431829368], [149.99625044169028, -5.026101169457654], [150.13975589416486, -5.0013481583898525], [150.23690758687354, -5.532220147324267], [150.80746707580812, -5.455842380396874], [151.08967207255404, -5.113692722192383], [151.6478808941709, -4.757073662946162], [151.53786176982146, -4.167807305521933], [152.1367916200843, -4.14879037843852], [152.33874311748093, -4.312966403829805], [152.3186926617517, -4.867661228050771], [151.98279585185452, -5.478063246282382], [151.45910688700866, -5.560280450058754], [151.30139041565388, -5.840728448106752]]], [[[154.75999067608439, -5.339983819198495], [155.06291792217934, -5.56679168052753], [155.5477462099417, -6.200654799019645], [156.0199654482248, -6.540013929880381], [155.8800256695784, -6.819996840037753], [155.59999108298877, -6.9199907365225215], [155.16699425681514, -6.535931491729322], [154.72919152243838, -5.900828138862195], [154.51411421123964, -5.139117526879986], [154.65250369691728, -5.04243092206189], [154.75999067608439, -5.339983819198495]]]]}}, {\\\"id\\\": \\\"8\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Indonesia\\\", \\\"country_code\\\": \\\"IDN\\\", \\\"orders_count\\\": 698.0, \\\"rfm_sum\\\": 12.30431654676259}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[141.00021040259185, -2.60015105551566], [141.01705691951895, -5.859021905138071], [141.03385176001382, -9.117892754760483], [140.14341515519254, -8.29716765710095], [139.1277665549281, -8.096042982620979], [138.881476678625, -8.380935153846075], [137.61447391169287, -8.41168263105974], [138.03909915583517, -7.597882175327321], [138.66862145401478, -7.320224704623087], [138.4079138531023, -6.232849216337485], [137.92783979711078, -5.393365573756], [135.98925011611345, -4.54654387778907], [135.16459760959975, -4.462931410340822], [133.66288048719787, -3.538853448097541], [133.36770470594672, -4.024818617370315], [132.98395551974727, -4.112978610860253], [132.75694095268904, -3.7462826473171233], [132.75378869031925, -3.3117872046070502], [131.98980431531618, -2.820551039240499], [133.0668445171434, -2.460417982598436], [133.78003095920354, -2.4798483211401816], [133.69621178602614, -2.214541517753702], [132.23237348849426, -2.2125261368943185], [131.83622195854474, -1.6171619604596472], [130.94283979708285, -1.4325220678807826], [130.5195581401801, -0.9377202286860893], [131.8675378765136, -0.6954611141017892], [132.3801164084167, -0.36953785563694913], [133.98554813042836, -0.7802104630604559], [134.14336795464772, -1.151867364103623], [134.42262739475302, -2.769184665542376], [135.45760298069467, -3.367752780779149], [136.29331424371884, -2.307042331556154], [137.44073774632756, -1.7035132788193648], [138.3297274110447, -1.7026864559026933], [139.18492068904288, -2.0512956681436734], [139.92668419816044, -2.409051608900313], [141.00021040259185, -2.60015105551566]]], [[[124.96868248911623, -8.892790215697083], [125.07001997284061, -9.089987481322872], [125.08852013560109, -9.393173109579294], [124.43595014861933, -10.140000909061449], [123.57998172413669, -10.359987481327956], [123.459989048355, -10.239994805546223], [123.55000939340744, -9.900015557497987], [123.9800089865081, -9.290026950724716], [124.96868248911623, -8.892790215697083]]], [[[134.21013390516885, -6.89523772545472], [134.11277550673094, -6.142467136259], [134.29033572808584, -5.783057549669017], [134.49962527886788, -5.445042006047871], [134.72700158095216, -5.737582289252167], [134.7246244650667, -6.214400730009288], [134.21013390516885, -6.89523772545472]]], [[[117.88203494677018, 4.137551377779516], [117.3132324565335, 3.234428208830593], [118.0483297058854, 2.2876901310273325], [117.87562706916597, 1.8276406925489255], [118.99674726773816, 0.9022191430660627], [117.8118583517178, 0.7842418481437078], [117.47833865770603, 0.10247467691702639], [117.52164350796664, -0.8037232397532676], [116.56004845587947, -1.4876608211362097], [116.5337968282752, -2.483517347832901], [116.14808393764866, -4.012726332214022], [116.00085778204911, -3.6570374487490582], [114.86480309454456, -4.106984144714396], [114.46865156459506, -3.495703627133828], [113.75567182826407, -3.4391696102065197], [113.25699425664752, -3.118775729996905], [112.06812625534067, -3.4783920223160507], [111.70329064336005, -2.9944422339026535], [111.04824018762824, -3.0494259578612106], [110.223846063276, -2.9340324845534553], [110.07093550012434, -1.5928740372824635], [109.571947869914, -1.3149065079844746], [109.0918738139225, -0.45950652425709393], [108.9526575053282, 0.41537547444431766], [109.06913618371408, 1.3419339054376138], [109.66326012577375, 2.0064669864949565], [109.83022667850881, 1.3381356876641632], [110.51406090702716, 0.7731314152009645], [111.15913781132662, 0.976478176269481], [111.79754845586041, 0.9044412296546085], [112.38025190638359, 1.4101209578467433], [112.85980919805218, 1.4977900252299037], [113.8058496440195, 1.2175487329110695], [114.62135542201753, 1.4306881778989011], [115.13403730678522, 2.8214818383862337], [115.51907840379198, 3.169238389494396], [115.8655172058767, 4.3065591495901], [117.01521447150628, 4.3060940616994685], [117.88203494677018, 4.137551377779516]]], [[[129.37099775606094, -2.8021542293445947], [130.47134402885177, -3.093764336767634], [130.83483605359282, -3.8584721818227763], [129.99054650280817, -3.446300957862796], [129.15524865124235, -3.3626368139822485], [128.59068362845363, -3.428679294451264], [127.89889122936235, -3.393435967628207], [128.13587934785284, -2.843650404474971], [129.37099775606094, -2.8021542293445947]]], [[[126.87492272349886, -3.7909827612495874], [126.18380211802736, -3.607376397316564], [125.98903364471926, -3.177273451351305], [127.00065148326497, -3.129317722184446], [127.24921512258891, -3.45906503663889], [126.87492272349886, -3.7909827612495874]]], [[[127.93237755748748, 2.1745962589565693], [128.00415612194087, 1.6285313989283452], [128.5945593608755, 1.5408106551128782], [128.6882487326207, 1.1323859724940633], [128.63595218314134, 0.2584858260061935], [128.1201697124361, 0.3564126651992865], [127.96803429576886, -0.25207732503751856], [128.3799988139997, -0.7800037573313005], [128.1000159038423, -0.8999964331130315], [127.69647464407507, -0.26659840251153355], [127.39949018769369, 1.011721503092545], [127.60051150930906, 1.810690822757195], [127.93237755748748, 2.1745962589565693]]], [[[122.9275667664518, 0.8751923689774088], [124.07752241424288, 0.9171019555661245], [125.0659892111218, 1.6432591821315297], [125.2405005229715, 1.4198361271176054], [124.4370353536974, 0.4278811710589565], [123.6855049988767, 0.235593166500891], [122.72308312387287, 0.4311367862933366], [121.05672488818911, 0.3812173526993945], [120.18308312386272, 0.2372468123342344], [120.04086958219548, -0.5196578914448367], [120.93590538949073, -1.408905938323393], [121.4758207540762, -0.9559620092851304], [123.34056481332846, -0.6156727026431383], [123.25839928598441, -1.0762130672283092], [122.82271528533161, -0.9309506160558526], [122.38852990121529, -1.516858005381117], [121.50827355355551, -1.904482924002458], [122.4545723816843, -3.1860584448409237], [122.2718961935325, -3.5295000138527115], [123.17096276254655, -4.683693129091701], [123.1623327983538, -5.340603936385996], [122.62851525277875, -5.634591159694466], [122.23639448454801, -5.2829330379482675], [122.71956912647701, -4.464171644715826], [121.73823367725436, -4.851331475446543], [121.48946333220127, -4.574552504091265], [121.61917117725386, -4.1884778784386825], [120.89818159391766, -3.602105401222794], [120.97238895068878, -2.627642917494939], [120.30545291552986, -2.9316036922357327], [120.39004723519167, -4.097579034037274], [120.43071658740537, -5.528241062037793], [119.79654341031949, -5.673400160345665], [119.36690555224489, -5.3798780249278195], [119.65360639860017, -4.459417412944973], [119.49883548388601, -3.4944117163265322], [119.07834435432704, -3.487021986508793], [118.76776899625287, -2.801999200047718], [119.18097374885869, -2.1471037736128054], [119.3233939962551, -1.3531470678804638], [119.82599897672587, 0.1542544620734816], [120.0357019389663, 0.5664773624657613], [120.88577925016762, 1.3092227237968501], [121.66681684782696, 1.0139435896810909], [122.9275667664518, 0.8751923689774088]]], [[[120.29501427620689, -10.258649997603591], [118.96780846565471, -9.557969252158074], [119.90030968636157, -9.361340427287502], [120.42575564990534, -9.665921319215798], [120.77550174365675, -9.96967538822743], [120.71560875863045, -10.239581394087885], [120.29501427620689, -10.258649997603591]]], [[[121.34166873584651, -8.536739597206072], [122.00736453663043, -8.460620212440148], [122.90353722543607, -8.094234307490765], [122.75698286345632, -8.649807631060696], [121.2544905945701, -8.933666273639957], [119.92439090380958, -8.81041798262384], [119.92092858284605, -8.444858900591122], [120.71509199430757, -8.236964613480914], [121.34166873584651, -8.536739597206072]]], [[[118.26061648974044, -8.362383314653293], [118.87845991422208, -8.280682875199844], [119.12650678922307, -8.705824883665088], [117.97040164598928, -8.906639499551304], [117.27773074754901, -9.040894870645594], [116.74014082241665, -9.032936700072646], [117.0837374207253, -8.45715789147659], [117.6320243673421, -8.449303073768228], [117.90001834520776, -8.09568124759494], [118.26061648974044, -8.362383314653293]]], [[[108.48684614464926, -6.42198495852574], [108.62347863162896, -6.777673841990705], [110.53922732955328, -6.877357679881726], [110.75957563684585, -6.465186455921747], [112.6148112325564, -6.946035658397626], [112.97876834518806, -7.594213148634594], [114.47893517462114, -7.7765276017603275], [115.70552697150106, -8.370806573116873], [114.56451134649649, -8.751816908404855], [113.46473351446085, -8.348947442257405], [112.55967247930097, -8.376180922075221], [111.52206139531245, -8.302128594600973], [110.58614953007432, -8.122604668819001], [109.42766727095511, -7.740664157749762], [108.69365522668133, -7.641600437046243], [108.27776329959633, -7.766657403192576], [106.45410200401612, -7.354899590690934], [106.28062422081231, -6.924899997590252], [105.36548628135552, -6.851416110871206], [106.05164594932702, -5.895918877794472], [107.2650085795402, -5.954985039904081], [108.07209109907467, -6.3457622208952245], [108.48684614464926, -6.42198495852574]]], [[[104.36999148968489, -1.0848430314210589], [104.53949018760221, -1.7823715144967662], [104.88789269411402, -2.340425306816705], [105.62211144411697, -2.4288436824680986], [106.10859337771265, -3.0617766251789647], [105.85744591677414, -4.305524997579774], [105.8176550639094, -5.85235564537242], [104.71038414919144, -5.873284600450632], [103.86821333213078, -5.037314955264996], [102.5842606954069, -4.2202588842981825], [102.156173130301, -3.6141460099468006], [101.39911339722507, -2.7997771134591645], [100.90250288290015, -2.050262139497832], [100.14198082886065, -0.6503475887109857], [99.26373986206028, 0.1831415877246343], [98.97001102091326, 1.042882391764536], [98.60135135294306, 1.8235065779655741], [97.69959760944985, 2.45318390544206], [97.17694217324984, 3.3087905948985963], [96.42401655475726, 3.868859768077925], [95.3808760925135, 4.970782172053688], [95.29302615761729, 5.479820868344788], [95.93686282754174, 5.439513251157123], [97.4848820332771, 5.246320909033955], [98.36916914265566, 4.2683702661263965], [99.1425586283358, 3.590349636240873], [99.69399783732241, 3.174328518075143], [100.64143354696162, 2.099381211755741], [101.65801232300734, 2.0836974145551608], [102.49827111207323, 1.3987004663102311], [103.07684044801303, 0.5613613956688681], [103.83839603069836, 0.10454173420869493], [103.4376452982749, -0.7119458960029021], [104.01078860882404, -1.0592115210042863], [104.36999148968489, -1.0848430314210589]]]]}}, {\\\"id\\\": \\\"9\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Argentina\\\", \\\"country_code\\\": \\\"ARG\\\", \\\"orders_count\\\": 191.0, \\\"rfm_sum\\\": 12.338461538461539}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[-68.63401022758323, -52.63637045887449], [-68.25, -53.1], [-67.75, -53.85], [-66.45, -54.45], [-65.05, -54.699999999999996], [-65.5, -55.2], [-66.45, -55.25], [-66.95992000000001, -54.896810000000016], [-67.56244, -54.87001], [-68.63335000000001, -54.869499999999995], [-68.63401022758323, -52.63637045887449]]], [[[-57.62513342958296, -30.21629485445426], [-57.87493730328188, -31.016556084926208], [-58.14244035504076, -32.044503676076154], [-58.13264767112145, -33.040566908502015], [-58.349611172098875, -33.26318897881541], [-58.42707414410439, -33.909454441057576], [-58.49544206402655, -34.43148976007008], [-57.22582963726366, -35.28802662530788], [-57.36235877137878, -35.977390232081476], [-56.73748735210545, -36.41312590916655], [-56.78828528504836, -36.901571547189334], [-57.74915686708346, -38.18387053807989], [-59.23185706240189, -38.720220228837235], [-61.23744523786564, -38.9284245745412], [-62.33595699731013, -38.827707208004334], [-62.125763108962936, -39.42410491308485], [-62.330530971919494, -40.17258635840034], [-62.145994432205214, -40.67689666113672], [-62.745802781816984, -41.0287614886121], [-63.77049475773255, -41.16678923926369], [-64.73208980981973, -40.80267709733515], [-65.11803524439158, -41.06431487402891], [-64.97856055363582, -42.05800099056934], [-64.3034079657425, -42.35901620866951], [-63.75594784204239, -42.043686618824495], [-63.458059048095876, -42.563138116222405], [-64.37880388045633, -42.87355844499969], [-65.18180396183975, -43.495380954767796], [-65.32882341171013, -44.501366062193696], [-65.5652689276616, -45.036785577169795], [-66.50996578638934, -45.03962778094586], [-67.29379391139247, -45.55189625425519], [-67.58054643418008, -46.30177296324257], [-66.59706641301729, -47.033924655953825], [-65.64102657740149, -47.23613453551193], [-65.98508826360079, -48.133289076531135], [-67.16617896184769, -48.697337334996945], [-67.81608761256643, -49.86966887797038], [-68.72874508327321, -50.26421843851883], [-69.13853919134777, -50.732510267947795], [-68.81556148952356, -51.771104011594126], [-68.14999487982038, -52.34998340612768], [-68.57154537624133, -52.299443855346226], [-69.49836218939609, -52.14276091263727], [-71.91480383979638, -52.0090223058659], [-72.32940385607407, -51.42595631287243], [-72.30997351753234, -50.67700977966632], [-72.97574683296469, -50.741450290734285], [-73.32805091011453, -50.378785088909915], [-73.4154357571201, -49.31843637471297], [-72.64824744331494, -48.87861825947683], [-72.33116085477201, -48.2442383766618], [-72.44735531278027, -47.73853281025352], [-71.91725847033024, -46.88483814879177], [-71.55200944689128, -45.5607329241771], [-71.65931555854536, -44.973688653341426], [-71.22277889675976, -44.784242852559416], [-71.32980078803622, -44.407521661151655], [-71.79362260607193, -44.207172133156064], [-71.46405615913051, -43.787611179378345], [-71.91542395698389, -43.40856454851745], [-72.14889807807856, -42.254888197601375], [-71.7468037584155, -42.05138640723598], [-71.91573401557763, -40.83233936947069], [-71.68076127794649, -39.808164157878046], [-71.41351660834906, -38.91602223079114], [-70.81466427273469, -38.55299529394074], [-71.11862504747549, -37.57682748794724], [-71.12188066270987, -36.65812387466232], [-70.36476925320164, -36.00508879978992], [-70.38804948594913, -35.16968759535949], [-69.81730912950152, -34.1935714657983], [-69.81477698431922, -33.273886000299825], [-70.0743993801536, -33.09120981214805], [-70.53506893581951, -31.36501026787031], [-69.91900834825194, -30.33633920666828], [-70.01355038112992, -29.367922865518572], [-69.65613033718317, -28.459141127233686], [-69.00123491074825, -27.52121388113618], [-68.29554155137043, -26.89933969493578], [-68.59479977077268, -26.506908868111296], [-68.38600114609736, -26.185016371365215], [-68.41765296087614, -24.51855478281688], [-67.32844295924417, -24.02530323659095], [-66.9852339341777, -22.98634856536284], [-67.1066735500636, -22.735924574476417], [-66.27333940292485, -21.83231047942072], [-64.96489213729461, -22.075861504812327], [-64.37702104354226, -22.79809132252354], [-63.986838141522476, -21.99364430103595], [-62.84646847192156, -22.03498544686945], [-62.685057135657885, -22.249029229422387], [-60.846564704009914, -23.880712579038292], [-60.02896603050403, -24.032796319273274], [-58.80712846539498, -24.77145924245331], [-57.77721716981794, -25.16233977630904], [-57.63366004091113, -25.60365650808164], [-58.61817359071975, -27.123718763947096], [-57.60975969097614, -27.395898532828387], [-56.486701626192996, -27.548499037386293], [-55.69584550639816, -27.387837009390864], [-54.78879492859505, -26.621785577096134], [-54.625290696823576, -25.739255466415514], [-54.13004960795439, -25.547639255477254], [-53.628348965048744, -26.124865004177472], [-53.64873531758789, -26.92347258881609], [-54.490725267135524, -27.47475676850579], [-55.16228634298457, -27.881915378533463], [-56.29089962423908, -28.852760512000895], [-57.62513342958296, -30.21629485445426]]]]}}, {\\\"id\\\": \\\"10\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Chile\\\", \\\"country_code\\\": \\\"CHL\\\", \\\"orders_count\\\": 80.0, \\\"rfm_sum\\\": 12.475524475524475}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[-68.63401022758323, -52.63637045887449], [-68.63335000000001, -54.869499999999995], [-67.56244, -54.87001], [-66.95992000000001, -54.896810000000016], [-67.29102999999992, -55.30123999999995], [-68.14862999999991, -55.61183], [-68.63999081081187, -55.58001799908692], [-69.2321, -55.49905999999993], [-69.95808999999997, -55.19843000000003], [-71.00567999999998, -55.053830000000005], [-72.26390000000004, -54.49513999999999], [-73.28519999999997, -53.95751999999993], [-74.66253, -52.837489999999946], [-73.8381, -53.04743000000002], [-72.43417999999997, -53.71539999999999], [-71.10773, -54.07432999999992], [-70.59177999999986, -53.61582999999996], [-70.26747999999998, -52.93123000000003], [-69.34564999999992, -52.518299999999954], [-68.63401022758323, -52.63637045887449]]], [[[-69.59042375352405, -17.580011895419332], [-69.10024695501949, -18.260125420812678], [-68.96681840684187, -18.981683444904107], [-68.44222510443092, -19.40506845467143], [-68.75716712103375, -20.372657972904463], [-68.21991309271128, -21.494346612231865], [-67.82817989772273, -22.872918796482175], [-67.1066735500636, -22.735924574476417], [-66.9852339341777, -22.98634856536284], [-67.32844295924417, -24.02530323659095], [-68.41765296087614, -24.51855478281688], [-68.38600114609736, -26.185016371365215], [-68.59479977077268, -26.506908868111296], [-68.29554155137043, -26.89933969493578], [-69.00123491074825, -27.52121388113618], [-69.65613033718317, -28.459141127233686], [-70.01355038112992, -29.367922865518572], [-69.91900834825194, -30.33633920666828], [-70.53506893581951, -31.36501026787031], [-70.0743993801536, -33.09120981214805], [-69.81477698431922, -33.273886000299825], [-69.81730912950152, -34.1935714657983], [-70.38804948594913, -35.16968759535949], [-70.36476925320164, -36.00508879978992], [-71.12188066270987, -36.65812387466232], [-71.11862504747549, -37.57682748794724], [-70.81466427273469, -38.55299529394074], [-71.41351660834906, -38.91602223079114], [-71.68076127794649, -39.808164157878046], [-71.91573401557763, -40.83233936947069], [-71.7468037584155, -42.05138640723598], [-72.14889807807856, -42.254888197601375], [-71.91542395698389, -43.40856454851745], [-71.46405615913051, -43.787611179378345], [-71.79362260607193, -44.207172133156064], [-71.32980078803622, -44.407521661151655], [-71.22277889675976, -44.784242852559416], [-71.65931555854536, -44.973688653341426], [-71.55200944689128, -45.5607329241771], [-71.91725847033024, -46.88483814879177], [-72.44735531278027, -47.73853281025352], [-72.33116085477201, -48.2442383766618], [-72.64824744331494, -48.87861825947683], [-73.4154357571201, -49.31843637471297], [-73.32805091011453, -50.378785088909915], [-72.97574683296469, -50.741450290734285], [-72.30997351753234, -50.67700977966632], [-72.32940385607407, -51.42595631287243], [-71.91480383979638, -52.0090223058659], [-69.49836218939609, -52.14276091263727], [-68.57154537624133, -52.299443855346226], [-69.46128434922667, -52.29195077266391], [-69.9427795071062, -52.53793059037322], [-70.8451016913546, -52.89920052852571], [-71.00633216010525, -53.83325204220132], [-71.429794684521, -53.85645476030037], [-72.55794287788488, -53.53141000118449], [-73.7027567206629, -52.835069268607235], [-73.7027567206629, -52.835070076051494], [-74.94676347522517, -52.262753588419], [-75.2600260077785, -51.62935475037325], [-74.97663245308988, -51.0433956846157], [-75.47975419788355, -50.37837167745158], [-75.60801510283198, -48.67377288187184], [-75.18276974150216, -47.7119194476232], [-74.1265809801047, -46.93925343199511], [-75.64439531116545, -46.64764332457207], [-74.69215369332312, -45.76397633238103], [-74.35170935738425, -44.10304412208794], [-73.24035600451522, -44.454960625995604], [-72.7178039211798, -42.38335580827898], [-73.38889990913822, -42.117532240569574], [-73.70133561877488, -43.365776462579774], [-74.33194312203261, -43.22495818458442], [-74.0179571194272, -41.79481292090683], [-73.67709937202999, -39.94221282324317], [-73.21759253609065, -39.25868865331856], [-73.50555945503712, -38.282882582351114], [-73.58806087919109, -37.15628468195598], [-73.1667170884993, -37.12378020604439], [-72.55313696968174, -35.50884002049106], [-71.86173214383263, -33.90909270603153], [-71.4384504869299, -32.41889942803078], [-71.66872066922247, -30.920644626592495], [-71.37008256700773, -30.09568206148503], [-71.48989437527645, -28.861442152625923], [-70.90512386746161, -27.640379734001247], [-70.72495398627599, -25.705924167587256], [-70.40396582709502, -23.628996677344574], [-70.09124589708074, -21.39331918710126], [-70.16441972520605, -19.756468194256165], [-70.37257239447771, -18.34797535570887], [-69.85844356960587, -18.092693780187012], [-69.59042375352405, -17.580011895419332]]]]}}, {\\\"id\\\": \\\"11\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Democratic Republic of the Congo\\\", \\\"country_code\\\": \\\"COD\\\", \\\"orders_count\\\": 187.0, \\\"rfm_sum\\\": 6.617414248021108}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[29.339997592900346, -4.4999834122940925], [29.519986606572928, -5.419978936386315], [29.419992710088167, -5.939998874539434], [29.620032179490014, -6.520015150583426], [30.199996779101696, -7.079980970898163], [30.74001549655179, -8.340007419470915], [30.740009731422095, -8.34000593035372], [30.346086053190817, -8.238256524288218], [29.00291222506047, -8.407031752153472], [28.734866570762502, -8.526559340044578], [28.449871046672826, -9.164918308146085], [28.67368167492893, -9.605924981324932], [28.49606977714177, -10.789883721564046], [28.372253045370428, -11.793646742401393], [28.642417433392353, -11.971568698782315], [29.34154788586909, -12.360743910372413], [29.61600141777123, -12.178894545137311], [29.69961388521949, -13.257226657771831], [28.934285922976837, -13.248958428605135], [28.523561639121027, -12.698604424696683], [28.155108676879987, -12.272480564017897], [27.388798862423783, -12.132747491100666], [27.164419793412463, -11.608748467661075], [26.553087599399618, -11.924439792532127], [25.752309604604733, -11.784965101776358], [25.418118116973204, -11.330935967659961], [24.78316979340295, -11.238693536018964], [24.31451622894795, -11.26282642989927], [24.25715538910399, -10.951992689663657], [23.912215203555718, -10.926826267137514], [23.45679080576744, -10.867863457892483], [22.83734541188474, -11.01762175867433], [22.402798292742375, -10.993075453335692], [22.155268182064308, -11.084801120653772], [22.208753289486395, -9.894796237836509], [21.875181919042348, -9.523707777548566], [21.8018013851879, -8.90870655684298], [21.949130893652043, -8.305900974158277], [21.74645592620331, -7.920084730667149], [21.7281107927397, -7.290872491081302], [20.5147481625265, -7.2996058081386295], [20.6018229509383, -6.939317722199682], [20.091621534920648, -6.943090101756994], [20.037723016040218, -7.116361179231646], [19.41750247567316, -7.155428562044299], [19.16661339689611, -7.738183688999754], [19.01675174324967, -7.988245944860132], [18.464175652752687, -7.847014255406443], [18.13422163256905, -7.987677504104923], [17.472970004962235, -8.0685511206417], [17.08999596524717, -7.545688978712526], [16.8601908708452, -7.2222978654299865], [16.573179965896145, -6.6226445451150875], [16.326528354567046, -5.877470391466268], [13.375597364971895, -5.8642412247995495], [13.024869419006961, -5.984388929878158], [12.735171339578699, -5.965682061388499], [12.32243167486351, -6.10009246177966], [12.182336866920252, -5.789930515163839], [12.436688266660868, -5.6843038875592455], [12.468004184629736, -5.248361504745005], [12.63161176926579, -4.991271254092936], [12.995517205465177, -4.781103203961884], [13.258240187237048, -4.882957452009165], [13.600234816144678, -4.50013844159097], [14.144956088933299, -4.510008640158716], [14.209034864975223, -4.793092136253598], [14.582603794013181, -4.97023894615014], [15.170991652088444, -4.343507175314301], [15.753540073314753, -3.8551648901560966], [16.0062895036543, -3.535132744972529], [15.972803175529151, -2.7123922664536124], [16.407091912510054, -1.7409270157986825], [16.865306837642123, -1.2258163387132868], [17.523716261472856, -0.743830254726987], [17.638644646889986, -0.4248316381892465], [17.66355268725468, -0.05808399821381727], [17.826540154703252, 0.28892324462610475], [17.774191928791566, 0.8556586775710854], [17.898835483479587, 1.7418319767282782], [18.094275750407434, 2.365721543788055], [18.393792351971143, 2.90044342692822], [18.45306521980993, 3.5043858911233485], [18.54298221199778, 4.201785183118318], [18.93231245288476, 4.709506130385975], [19.46778364429315, 5.03152781821278], [20.290679152108936, 4.691677761245288], [20.927591180106276, 4.322785549329737], [21.659122755630023, 4.22434194581372], [22.405123732195538, 4.029160061047321], [22.70412356943629, 4.633050848810157], [22.841479526468106, 4.710126247573484], [23.29721398285014, 4.609693101414223], [24.410531040146253, 5.10878408448913], [24.805028924262416, 4.89724660890235], [25.12883344900328, 4.92724477784779], [25.278798455514305, 5.170408229997192], [25.650455356557472, 5.256087754737123], [26.402760857862543, 5.1508745385908705], [27.04406538260471, 5.127852688004836], [27.37422610851749, 5.233944403500061], [27.97997724784281, 4.408413397637375], [28.428993768026913, 4.287154649264494], [28.696677687298802, 4.455077215996937], [29.1590784034465, 4.389267279473231], [29.71599531425602, 4.600804755060153], [29.953500197069474, 4.173699042167684], [30.833852421715427, 3.5091716042224625], [30.83385989759381, 3.509165961110341], [30.77334679538004, 2.339883327642127], [31.174149204235817, 2.204465236821264], [30.85267011894806, 1.8493964705438088], [30.46850752129029, 1.5838054467797065], [30.086153598762706, 1.0623127303062887], [29.875778842902434, 0.5973798689763612], [29.819503208136638, -0.2053101538133717], [29.58783776217217, -0.587405694179381], [29.579466180140884, -1.3413131648856265], [29.291886834436614, -1.6200558406679872], [29.254834832483343, -2.2151099585089113], [29.117478875451553, -2.2922111954883846], [29.024926385216787, -2.8392579077301576], [29.276383904749053, -3.293907159034063], [29.339997592900346, -4.4999834122940925]]]}}, {\\\"id\\\": \\\"12\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Somalia\\\", \\\"country_code\\\": \\\"SOM\\\", \\\"orders_count\\\": 32.0, \\\"rfm_sum\\\": 6.653846153846154}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[41.58513, -1.6832500000000001], [40.993, -0.85829], [40.98105, 2.7845199999999997], [41.85508309264397, 3.918911920483727], [42.128609999999995, 4.23413], [42.76967, 4.25259], [43.66086999999999, 4.957550000000083], [44.96360000000001, 5.00162], [47.78942, 8.003], [48.48673587422695, 8.837626247589995], [48.93812951029645, 9.451748968946617], [48.93823286316103, 9.973500067581512], [48.938491245322496, 10.982327378783467], [48.94200524271835, 11.394266058798138], [48.94820475850974, 11.410617281697963], [48.94820475850985, 11.41061728169797], [49.26776, 11.43033], [49.72862, 11.5789], [50.25878000000001, 11.67957], [50.73202, 12.021900000000002], [51.1112, 12.024640000000002], [51.13387, 11.74815], [51.04153, 11.16651], [51.04531, 10.6409], [50.834179999999996, 10.279720000000001], [50.55239, 9.19874], [50.07092, 8.08173], [49.45270000000001, 6.80466], [48.594550000000005, 5.339110000000001], [47.740790000000004, 4.2194], [46.56476, 2.85529], [45.563990000000004, 2.04576], [44.068149999999996, 1.0528300000000002], [43.13597, 0.2922], [42.04157000000001, -0.9191600000000001], [41.81095, -1.4464700000000001], [41.58513, -1.6832500000000001]]]}}, {\\\"id\\\": \\\"13\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Kenya\\\", \\\"country_code\\\": \\\"KEN\\\", \\\"orders_count\\\": 55.0, \\\"rfm_sum\\\": 6.122448979591836}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[39.20222, -4.67677], [37.7669, -3.6771200000000004], [37.69868999999994, -3.0969899999999484], [34.07261999999997, -1.0598199999999451], [33.90371119710453, -0.9500000000000001], [33.893568969666944, 0.1098135378618963], [34.18, 0.515], [34.6721, 1.1769399999999999], [35.03599, 1.90584], [34.59607, 3.0537400000001185], [34.47913, 3.5556000000000836], [34.005, 4.249884947362048], [34.62019626785388, 4.8471227420819885], [35.29800711823298, 5.506], [35.817447662353516, 5.338232082790797], [35.817447662353516, 4.7769656634618896], [36.159078632855646, 4.447864127672769], [36.85509323800812, 4.447864127672769], [38.120915, 3.598605], [38.43697, 3.58851], [38.67114, 3.6160700000000006], [38.89251, 3.5007400000000004], [39.55938425876585, 3.42206], [39.85494, 3.83879], [40.76848, 4.257020000000001], [41.1718, 3.9190899999999997], [41.85508309264397, 3.918911920483727], [40.98105, 2.7845199999999997], [40.993, -0.85829], [41.58513, -1.6832500000000001], [40.88477, -2.08255], [40.63785000000001, -2.49979], [40.26304000000001, -2.57309], [40.12119, -3.27768], [39.80006, -3.68116], [39.604890000000005, -4.3465300000000004], [39.20222, -4.67677]]]}}, {\\\"id\\\": \\\"14\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Sudan\\\", \\\"country_code\\\": \\\"SDN\\\", \\\"orders_count\\\": 40.0, \\\"rfm_sum\\\": 6.75}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[24.567369012152085, 8.229187933785468], [23.805813429466752, 8.666318874542526], [23.459012892355986, 8.954285793488893], [23.394779087017184, 9.265067857292223], [23.55724979014283, 9.681218166538684], [23.554304233502194, 10.089255275915308], [22.97754357269261, 10.71446259199854], [22.864165480244225, 11.142395127807546], [22.876219999999932, 11.384610000000123], [22.50869, 11.679360000000031], [22.497619999999984, 12.260240000000067], [22.288010000000043, 12.646049999999946], [21.93680999999998, 12.588180000000136], [22.037589999999966, 12.95545999999996], [22.296580000000006, 13.372319999999945], [22.18329, 13.78648000000004], [22.512020000000007, 14.093179999999961], [22.30350999999996, 14.326820000000055], [22.56795000000011, 14.944290000000137], [23.024590000000103, 15.680720000000065], [23.886890000000108, 15.610839999999996], [23.83766000000014, 19.580470000000105], [23.850000000000136, 20.000000000000057], [25.000000000000114, 20.003040000000055], [25.0, 22.0], [29.019999999999982, 22.0], [32.89999999999998, 22.0], [36.86622999999997, 22.0], [37.1887200000001, 21.018850000000043], [36.969409999999925, 20.83744000000013], [37.11470000000014, 19.807960000000094], [37.4817900000001, 18.61409000000009], [37.862760000000094, 18.36785999999995], [38.410089959473225, 17.998307399970315], [37.90400000000011, 17.427540000000022], [37.167470000000094, 17.263140000000135], [36.852530000000115, 16.956549999999993], [36.75389000000007, 16.291860000000042], [36.32321999999999, 14.822490000000016], [36.42951000000005, 14.422110000000032], [36.27022000000005, 13.563330000000121], [35.86363, 12.578280000000063], [35.26049000000006, 12.08286000000004], [34.83163000000013, 11.318960000000118], [34.73115000000013, 10.910170000000107], [34.25745000000006, 10.630089999999996], [33.961620000000096, 9.583580000000097], [33.97498000000007, 8.68455999999992], [33.963392794971185, 9.464285229420625], [33.82496348090751, 9.484060845715362], [33.84213085302815, 9.981914637215993], [33.72195924818311, 10.325262079630193], [33.206938084561784, 10.720111638406593], [33.086766479716744, 11.441141267476496], [33.206938084561784, 12.179338268667095], [32.743419037302544, 12.248007757149992], [32.67474954881965, 12.02483191958072], [32.073891524594785, 11.973329803218519], [32.31423473428475, 11.68148447716652], [32.400071594888345, 11.080626452941488], [31.850715687025513, 10.531270545078826], [31.35286189552488, 9.810240916008695], [30.837840731903384, 9.70723668328452], [29.996639497988554, 10.290927335388687], [29.61895731133285, 10.084918869940225], [29.515953078608618, 9.793073543888056], [29.000931914987177, 9.60423245056029], [28.966597170745786, 9.398223985111656], [27.970889587744352, 9.398223985111656], [27.833550610778786, 9.60423245056029], [27.112520981708883, 9.638567194801624], [26.752006167173818, 9.466893473594496], [26.477328213242515, 9.552730334198088], [25.962307049621018, 10.136420986302426], [25.790633328413946, 10.411098940233728], [25.069603699343986, 10.273759963267992], [24.794925745412684, 9.810240916008695], [24.53741516360202, 8.91753756573172], [24.19406772118765, 8.728696472403897], [23.886979580860668, 8.619729712933065], [24.567369012152085, 8.229187933785468]]]}}, {\\\"id\\\": \\\"15\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Chad\\\", \\\"country_code\\\": \\\"TCD\\\", \\\"orders_count\\\": 1.0, \\\"rfm_sum\\\": 6.0}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[23.83766000000014, 19.580470000000105], [23.886890000000108, 15.610839999999996], [23.024590000000103, 15.680720000000065], [22.56795000000011, 14.944290000000137], [22.30350999999996, 14.326820000000055], [22.512020000000007, 14.093179999999961], [22.18329, 13.78648000000004], [22.296580000000006, 13.372319999999945], [22.037589999999966, 12.95545999999996], [21.93680999999998, 12.588180000000136], [22.288010000000043, 12.646049999999946], [22.497619999999984, 12.260240000000067], [22.50869, 11.679360000000031], [22.876219999999932, 11.384610000000123], [22.864165480244225, 11.142395127807546], [22.23112918466876, 10.97188873946061], [21.723821648859456, 10.567055568885976], [21.000868361096167, 9.475985215691509], [20.05968549976427, 9.012706000194854], [19.09400800952602, 9.07484691002584], [18.812009718509273, 8.982914536978598], [18.911021762780507, 8.630894680206353], [18.38955488452322, 8.281303615751824], [17.964929640380888, 7.890914008002994], [16.705988396886255, 7.5083275415299795], [16.456184523187346, 7.734773667832968], [16.290561557691888, 7.754307359239419], [16.106231723706742, 7.497087917506462], [15.279460483469109, 7.421924546737969], [15.436091749745742, 7.692812404811889], [15.120865512765306, 8.382150173369439], [14.97999555833769, 8.796104234243472], [14.54446658698177, 8.965861314322268], [13.954218377344006, 9.549494940626687], [14.171466098699028, 10.021378282099931], [14.62720055508106, 9.920919297724538], [14.909353875394716, 9.992129421422732], [15.467872755605242, 9.982336737503545], [14.92356489427496, 10.891325181517473], [14.9601518083376, 11.555574042197224], [14.89336000000003, 12.219049999999982], [14.495787387762846, 12.85939626713733], [14.595781284247607, 13.33042694747786], [13.95447675950561, 13.353448798063766], [13.956698846094127, 13.996691189016929], [13.540393507550789, 14.367133693901224], [13.972170000000006, 15.684370000000058], [15.247731154041844, 16.627305813050782], [15.30044111497972, 17.927949937405003], [15.685740594147774, 19.957180080642388], [15.903246697664315, 20.387618923417506], [15.487148064850146, 20.730414537025638], [15.47106000000008, 21.04845000000006], [15.096887648181848, 21.30851878507491], [14.851300000000037, 22.862950000000126], [15.860850000000084, 23.409719999999993], [19.849260000000072, 21.49509000000006], [23.83766000000014, 19.580470000000105]]]}}, {\\\"id\\\": \\\"16\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Haiti\\\", \\\"country_code\\\": \\\"HTI\\\", \\\"orders_count\\\": 42.0, \\\"rfm_sum\\\": 12.211538461538462}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-71.71236141629296, 19.714455878167357], [-71.62487321642283, 19.169837958243306], [-71.7013026597825, 18.785416978424053], [-71.94511206733556, 18.61690013272026], [-71.68773759630588, 18.31666006110447], [-71.70830481635805, 18.044997056546094], [-72.37247616238935, 18.21496084235406], [-72.84441118029488, 18.145611070218365], [-73.45455481636503, 18.2179063989947], [-73.92243323433566, 18.030992743395004], [-74.45803361682478, 18.342549953682706], [-74.36992529976713, 18.66490753831941], [-73.44954220243272, 18.526052964751145], [-72.69493709989064, 18.445799465401862], [-72.334881557897, 18.668421535715254], [-72.79164954292489, 19.10162506761803], [-72.78410478381028, 19.48359141690341], [-73.41502234566175, 19.639550889560283], [-73.18979061551762, 19.915683905511912], [-72.57967281766362, 19.871500555902358], [-71.71236141629296, 19.714455878167357]]]}}, {\\\"id\\\": \\\"17\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Dominican Republic\\\", \\\"country_code\\\": \\\"DOM\\\", \\\"orders_count\\\": 389.0, \\\"rfm_sum\\\": 12.191374663072777}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-71.70830481635805, 18.044997056546094], [-71.68773759630588, 18.31666006110447], [-71.94511206733556, 18.61690013272026], [-71.7013026597825, 18.785416978424053], [-71.62487321642283, 19.169837958243306], [-71.71236141629296, 19.714455878167357], [-71.58730445014663, 19.8849105900821], [-70.80670610216174, 19.880285549391985], [-70.21436499701613, 19.62288524014616], [-69.95081519232758, 19.64799998624001], [-69.76925004747008, 19.29326711677244], [-69.22212582057988, 19.313214219637103], [-69.25434607611385, 19.015196234609874], [-68.80941199408083, 18.979074408437853], [-68.31794328476897, 18.612197577381693], [-68.68931596543452, 18.205142320218613], [-69.16494584824892, 18.42264842373511], [-69.62398759629764, 18.38071299893025], [-69.95293392605154, 18.42830699307106], [-70.1332329983179, 18.245915025296895], [-70.51713721381422, 18.184290879788833], [-70.66929846869763, 18.426885891183034], [-70.99995012071719, 18.283328762276213], [-71.4002099270339, 17.5985643579766], [-71.65766191271202, 17.7575727401387], [-71.70830481635805, 18.044997056546094]]]}}, {\\\"id\\\": \\\"18\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Russia\\\", \\\"country_code\\\": \\\"RUS\\\", \\\"orders_count\\\": 191.0, \\\"rfm_sum\\\": 6.575520833333333}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[178.7253, 71.0988], [180.00000000000006, 71.51571433642829], [180.00000000000006, 70.83219920854673], [178.90342499999997, 70.78114000000001], [178.7253, 71.0988]]], [[[49.10116000000011, 46.399330000000134], [48.64541000000008, 45.806290000000104], [47.67590999999999, 45.64149000000015], [46.68201000000005, 44.6092000000001], [47.59093999999999, 43.660160000000076], [47.49252000000007, 42.98658000000012], [48.58437000000015, 41.808880000000045], [48.58435339611342, 41.80886879162067], [47.98728315612598, 41.40581920019423], [47.81566572448463, 41.15141612402135], [47.37331546406623, 41.2197323675112], [46.68607059101661, 41.82713715266988], [46.404950799348825, 41.860675157227305], [45.776400000000024, 42.09244000000018], [45.47027916848572, 42.50278066666998], [44.537622918481986, 42.71199270280363], [43.931210000000135, 42.55496000000011], [43.75599000000011, 42.740830000000074], [42.39440000000013, 43.220300000000066], [40.922190000000114, 43.38215000000014], [40.07696495947977, 43.553104153002316], [39.955008579270924, 43.43499766699922], [38.68000000000001, 44.280000000000086], [37.539120000000025, 44.65721000000002], [36.6754600000001, 45.244690000000105], [37.4031700000001, 45.40451000000013], [38.23295000000002, 46.24087000000003], [37.67372, 46.636570000000006], [39.14767000000012, 47.044750000000136], [39.121200000000044, 47.26336000000009], [38.223538038899335, 47.10218984637595], [38.25511233902978, 47.54640045835691], [38.77057000000008, 47.825620000000185], [39.738277622238854, 47.89893707945197], [39.89562000000018, 48.23241000000007], [39.674649999999986, 48.78382000000016], [40.080789015469406, 49.30742991799934], [40.06904000000014, 49.60104999999999], [38.59498823421342, 49.9264619004237], [38.01063113785693, 49.9156615260747], [37.39345950699516, 50.38395335550365], [36.62616784032542, 50.225590928745135], [35.356116163887975, 50.57719737405904], [35.377909999999986, 50.773940000000096], [35.02218305841791, 51.2075723333715], [34.22481570815427, 51.25599315042888], [34.141978387190534, 51.566413479206346], [34.39173058445709, 51.768881740925906], [33.75269982273579, 52.3350745713318], [32.715760532367085, 52.23846548116211], [32.41205813978769, 52.28869497334978], [32.15944000000013, 52.06125000000014], [31.78599244755525, 52.1016775699397], [31.785970000000077, 52.1016800000001], [31.54001834486226, 52.74205231384636], [31.305200636528014, 53.07399587667321], [31.49763999999999, 53.16743000000014], [32.30451948418823, 53.13272614197291], [32.69364301934604, 53.35142080343218], [32.405598585751164, 53.61804535584204], [31.731272820774507, 53.79402944601202], [31.79142418796224, 53.974638576872124], [31.38447228366374, 54.15705638286238], [30.75753380709872, 54.81177094178432], [30.971835971813135, 55.08154775656404], [30.87390913262001, 55.55097646750341], [29.896294386522356, 55.78946320253041], [29.371571893030673, 55.670090643936184], [29.229513380660308, 55.91834422466636], [28.17670942557794, 56.16912995057879], [27.855282016722526, 56.75932648378429], [27.77001590344093, 57.24425812441123], [27.288184848751513, 57.47452830670383], [27.71668582531572, 57.79189911562436], [27.42015000000015, 58.72457000000014], [28.13169925305175, 59.300825100330925], [27.981120000000033, 59.47537000000011], [27.981126857000987, 59.47537333432527], [29.117700000000013, 60.02805000000012], [28.070001921525666, 60.50351912796823], [28.07000000000005, 60.503520000000094], [30.21110721204445, 61.780027777749694], [31.139991082490894, 62.35769277612441], [31.516092156711125, 62.86768748641289], [30.035872430142717, 63.55281362573855], [30.44468468600371, 64.20445343693909], [29.54442955904699, 64.94867157659048], [30.217650000000003, 65.80598], [29.054588657352326, 66.94428620062206], [29.97742638522061, 67.69829702419275], [28.445943637818658, 68.36461294216404], [28.591929559043194, 69.06477692328666], [29.399550000000033, 69.15692000000013], [31.101042202597625, 69.55810108805622], [31.10108000000008, 69.55811000000011], [32.13272000000018, 69.90595000000019], [33.77547000000004, 69.30142000000012], [36.51396, 69.06342000000006], [40.29234000000014, 67.93240000000003], [41.059870000000046, 67.45713000000012], [41.1259500000001, 66.79158000000007], [40.01583000000005, 66.26618000000013], [38.382949999999994, 65.9995300000001], [33.91871000000015, 66.75961000000001], [33.18444000000005, 66.63252999999997], [34.814770000000124, 65.90015000000017], [34.87857425307874, 65.4362128770482], [34.94391000000007, 64.41437000000019], [36.23129, 64.10945000000004], [37.01273000000009, 63.84983000000011], [37.141970000000185, 64.33471000000009], [36.53957903508979, 64.76446000000004], [37.17604000000006, 65.14322000000016], [39.59345000000002, 64.5207900000002], [40.43560000000008, 64.76446000000004], [39.76260000000019, 65.49682000000001], [42.09309000000013, 66.47623000000004], [43.01604000000009, 66.41858000000013], [43.94975000000011, 66.06908000000004], [44.53226000000001, 66.75634000000014], [43.698390000000074, 67.35245000000003], [44.18795000000017, 67.95051000000012], [43.45282000000003, 68.57078999999999], [46.250000000000114, 68.25], [46.82134000000008, 67.68997000000007], [45.55517000000003, 67.56652000000003], [45.56202000000013, 67.01005000000015], [46.34915000000012, 66.6676700000001], [47.89416000000017, 66.8845500000001], [48.13876000000005, 67.52238000000006], [50.22766000000013, 67.99867000000017], [53.71743000000015, 68.85738000000015], [54.47171000000009, 68.80815000000001], [53.48582000000016, 68.20130999999998], [54.726279999999974, 68.09701999999999], [55.44268000000011, 68.43866000000008], [57.31702000000007, 68.4662800000001], [58.802000000000135, 68.88081999999997], [59.94142000000011, 68.27844000000005], [61.07784000000021, 68.94069000000007], [60.02999999999997, 69.5200000000001], [60.55000000000001, 69.85000000000002], [63.50400000000013, 69.54739000000006], [64.88811500000003, 69.23483500000009], [68.51216000000016, 68.09233000000012], [69.18068000000011, 68.61563000000012], [68.16444000000007, 69.14436000000006], [68.13522, 69.35649000000012], [66.93008000000015, 69.45461000000012], [67.25976000000009, 69.92873000000009], [66.72492000000017, 70.70889000000017], [66.69466000000006, 71.02897000000019], [68.54006000000004, 71.93450000000018], [69.19636000000003, 72.84336000000019], [69.94, 73.04000000000008], [72.58754000000005, 72.77629000000013], [72.79603000000003, 72.22005999999999], [71.84811000000008, 71.4089800000001], [72.47010999999998, 71.09019000000006], [72.79188000000005, 70.39114000000001], [72.56470000000013, 69.02085], [73.66787, 68.40789999999998], [73.23870000000005, 67.74040000000002], [71.28000000000009, 66.3200000000001], [72.42301000000009, 66.17267000000021], [72.82076999999998, 66.53267000000005], [73.92099000000013, 66.78946000000013], [74.18651000000011, 67.28429], [75.05200000000008, 67.76047000000011], [74.46926000000013, 68.32899000000009], [74.9358400000001, 68.98918000000009], [73.84235999999999, 69.07146000000006], [73.60187000000019, 69.62763000000001], [74.39980000000003, 70.63175000000001], [73.10109999999997, 71.4471700000002], [74.89082000000019, 72.12119000000013], [74.65926000000007, 72.83227000000005], [75.1580100000001, 72.85497000000015], [75.68351000000013, 72.30056000000013], [75.2889800000001, 71.3355600000001], [76.35911000000004, 71.15287000000018], [75.90313000000015, 71.87401000000006], [77.57665000000009, 72.26717000000002], [79.6520200000001, 72.32011], [81.50000000000006, 71.75000000000006], [80.6107100000001, 72.58285000000012], [80.51109000000002, 73.64819999999997], [82.25000000000006, 73.85000000000014], [84.65526, 73.80591000000021], [86.82230000000015, 73.93688000000003], [86.00956000000002, 74.45967000000019], [87.16682000000014, 75.11643000000004], [88.31571000000008, 75.14393000000007], [90.26000000000005, 75.64000000000004], [92.90057999999999, 75.7733300000001], [93.23421000000008, 76.04720000000009], [95.86000000000018, 76.1400000000001], [96.67821000000009, 75.91548], [98.92254000000014, 76.44689], [100.75967000000014, 76.43028000000004], [101.03532000000001, 76.86189000000007], [101.9908400000001, 77.28754000000015], [104.35160000000013, 77.69792000000007], [106.06664000000018, 77.37389000000007], [104.70500000000015, 77.12740000000008], [106.9701300000001, 76.97419000000008], [107.24000000000012, 76.48000000000002], [108.1538000000001, 76.7233500000001], [111.0772600000002, 76.71000000000004], [113.33150999999998, 76.22224], [114.13417000000004, 75.84764000000001], [113.88539000000003, 75.32779000000016], [112.77918, 75.03186000000011], [110.15125000000012, 74.47673000000003], [109.40000000000003, 74.18000000000006], [110.63999999999999, 74.04000000000002], [112.11919, 73.78774000000016], [113.01954000000023, 73.97693000000015], [113.52958000000024, 73.33505000000014], [113.96880999999996, 73.59488000000005], [115.56781999999998, 73.75285000000008], [118.77633000000014, 73.58771999999999], [119.01999999999998, 73.12000000000006], [123.20066000000008, 72.97122000000007], [123.25777000000016, 73.73503000000005], [125.38000000000011, 73.56000000000006], [126.97644000000003, 73.56549000000012], [128.59126000000003, 73.0387100000001], [129.05156999999997, 72.39872000000008], [128.46000000000004, 71.98000000000002], [129.71599000000015, 71.19304000000011], [131.28858000000025, 70.78699000000012], [132.25350000000014, 71.83630000000011], [133.85766000000024, 71.3864200000001], [135.56192999999996, 71.65525000000014], [137.49755000000005, 71.3476300000001], [138.23409000000015, 71.62803000000002], [139.8698300000001, 71.48783000000014], [139.14791000000002, 72.41619000000014], [140.46817, 72.84941000000015], [149.5, 72.20000000000005], [150.3511800000001, 71.60643000000005], [152.9689000000002, 70.84222000000005], [157.00688000000002, 71.03141000000005], [158.99779, 70.86671999999999], [159.83031000000017, 70.45324000000005], [159.70866, 69.72198000000003], [160.9405300000003, 69.4372800000001], [162.27907000000005, 69.64204000000001], [164.05248000000006, 69.66823], [165.94037000000014, 69.47199], [167.83566999999994, 69.58269000000013], [169.5776300000001, 68.69380000000007], [170.8168800000002, 69.01362999999998], [170.0082000000001, 69.65276000000006], [170.4534500000002, 70.09703000000007], [173.64391000000012, 69.81743000000006], [175.7240300000002, 69.87725000000017], [178.60000000000002, 69.40000000000003], [180.0, 68.96363636363651], [180.0, 64.97970870219848], [179.99280999999996, 64.97433000000001], [178.70720000000028, 64.53493000000003], [177.41128000000003, 64.60821000000004], [178.3130000000001, 64.07593000000003], [178.90825000000018, 63.251970000000085], [179.37033999999994, 62.98262000000011], [179.48636, 62.56894], [179.22825, 62.304100000000176], [177.36430000000007, 62.52190000000007], [174.56929000000025, 61.769150000000025], [173.68013000000008, 61.652610000000095], [172.14999999999998, 60.94999999999999], [170.69850000000008, 60.33618000000013], [170.33085000000028, 59.881770000000074], [168.90045999999995, 60.57355000000007], [166.29498000000024, 59.78855000000016], [165.84000000000015, 60.160000000000025], [164.87673999999993, 59.731600000000014], [163.53929000000005, 59.86871000000002], [163.21711000000016, 59.211010000000044], [162.01733000000002, 58.24328000000003], [162.05296999999996, 57.83911999999998], [163.19191, 57.615030000000104], [163.05794000000014, 56.159240000000125], [162.12958000000015, 56.122190000000046], [161.70146, 55.285680000000184], [162.1174900000001, 54.855140000000006], [160.36877000000027, 54.34433000000007], [160.02173000000016, 53.202570000000094], [158.5309400000001, 52.958680000000186], [158.23118, 51.94269000000003], [156.78979000000027, 51.01105000000007], [156.42000000000007, 51.700000000000045], [155.99181999999996, 53.158950000000004], [155.43366000000003, 55.38103000000012], [155.9144200000003, 56.767920000000174], [156.75815, 57.36470000000003], [156.81035000000008, 57.832040000000006], [158.3643300000001, 58.055750000000046], [160.15064000000007, 59.31477000000007], [161.87203999999997, 60.343000000000075], [163.66968999999995, 61.1409000000001], [164.47355000000005, 62.550610000000006], [163.25842000000011, 62.46627000000012], [162.65791000000002, 61.64250000000004], [160.12148000000002, 60.544230000000084], [159.30232, 61.7739600000001], [156.72068000000002, 61.434420000000046], [154.21806000000026, 59.75818000000015], [155.04375000000005, 59.14495000000005], [152.81185000000005, 58.88385000000005], [151.2657300000002, 58.78089], [151.33815000000004, 59.50396000000006], [149.78371000000004, 59.655730000000176], [148.54480999999998, 59.164480000000026], [145.48721999999998, 59.336370000000045], [142.1978200000001, 59.03998000000013], [138.95848000000024, 57.08805000000007], [135.12618999999995, 54.72959000000009], [136.70171000000005, 54.603550000000155], [137.19342000000006, 53.97732000000002], [138.16470000000004, 53.7550100000002], [138.80462999999997, 54.25455000000005], [139.90151000000003, 54.18968000000012], [141.34531000000004, 53.08957000000015], [141.37923, 52.238770000000045], [140.59742000000017, 51.2396700000001], [140.51307999999995, 50.045530000000156], [140.0619300000002, 48.44671000000011], [138.5547200000002, 46.999649999999974], [138.21970999999996, 46.307950000000005], [136.86232000000007, 45.14350000000013], [135.51535000000013, 43.98900000000009], [134.86939000000018, 43.39821000000006], [133.53687000000025, 42.8114700000001], [132.90627000000006, 42.79849000000013], [132.27807000000018, 43.28456000000011], [130.93587000000014, 42.552740000000085], [130.78000485358513, 42.22001036108258], [130.78000366004676, 42.220007813203225], [130.77999999999997, 42.22000000000014], [130.77999231657833, 42.22000960427719], [130.6400000000001, 42.39500000000004], [130.63999970690955, 42.39502427522179], [130.63386640840974, 42.90301463477053], [131.1446879416149, 42.92998973242689], [131.28855512911548, 44.11151968034828], [131.02519000000018, 44.96796000000006], [131.8834542176595, 45.32116160743652], [133.09712000000013, 45.14409000000006], [133.76964399631288, 46.116926988299014], [134.1123500000001, 47.212480000000085], [134.50081, 47.57845000000009], [135.02631147678665, 48.478229885443874], [133.37359581922794, 48.18344167743487], [132.50669000000005, 47.78896000000003], [130.9872600000001, 47.79013000000003], [130.58229332898242, 48.72968740497614], [129.39781782442043, 49.44060008401544], [127.65740000000028, 49.760270000000105], [127.28745568248485, 50.73979726826548], [126.93915652883766, 51.35389415140592], [126.56439904185697, 51.7842554795327], [125.94634891164617, 52.79279857035698], [125.06821129771038, 53.16104482686886], [123.57146999999998, 53.45880000000005], [122.24574791879283, 53.431725979213695], [121.00308475147017, 53.25140106873119], [120.17708865771681, 52.75388621684124], [120.72578901579197, 52.516226304730935], [120.7382, 51.96411000000006], [120.18208000000016, 51.64355000000012], [119.27939000000003, 50.58292], [119.2884607280258, 50.142882798862004], [117.8792444194264, 49.510983384796965], [116.67880089728612, 49.888531399121405], [115.48569542853136, 49.80517731383475], [114.96210981655018, 50.140247300815126], [114.36245649623527, 50.24830272073741], [112.89773969935436, 49.54356537535699], [111.58123091028662, 49.37796824807769], [110.66201053267878, 49.13012807880585], [109.40244917199664, 49.292960516957635], [108.47516727095129, 49.28254771585074], [107.86817589725095, 49.793705145865815], [106.8888041524553, 50.27429596618032], [105.88659142458675, 50.406019192092224], [104.62158, 50.27532000000019], [103.67654544476022, 50.089966132195116], [102.25589000000008, 50.51056000000011], [102.06521000000004, 51.25991000000005], [100.88948042196262, 51.51685578063832], [99.98173221232354, 51.63400625264399], [98.86149051310034, 52.04736603454669], [97.82573978067431, 51.01099518493318], [98.23176150919156, 50.422400621128745], [97.25976000000014, 49.72605000000004], [95.8140200000002, 49.97746000000012], [94.81594933469873, 50.01343333597085], [94.14756635943559, 50.48053660745717], [93.10421000000002, 50.49529000000001], [92.23471154171968, 50.80217072204172], [90.71366743364068, 50.33181183532109], [88.80556684769552, 49.47052073831242], [87.75126427607671, 49.297197984405486], [87.35997033076265, 49.21498078062912], [86.82935672398963, 49.82667470966817], [85.54126997268247, 49.69285858824816], [85.11555952346203, 50.11730296487764], [84.41637739455308, 50.311399644565824], [83.93511478061885, 50.88924551045358], [83.38300377801238, 51.069182847693924], [81.94598554883993, 50.81219594990637], [80.56844689323549, 51.38833649352847], [80.03555952344169, 50.86475088154725], [77.80091556184425, 53.404414984747575], [76.52517947785475, 54.17700348572714], [76.89110029491343, 54.49052440044193], [74.38482000000016, 53.54685000000012], [73.42567874542044, 53.489810289109755], [73.5085160663844, 54.0356167669766], [72.22415001820218, 54.376655381886735], [71.18013105660941, 54.13328522400826], [70.86526655465514, 55.169733588270105], [69.06816694527288, 55.38525014914353], [68.16910037625883, 54.97039175070432], [65.66687000000002, 54.60125000000011], [65.17853356309593, 54.35422781027211], [61.43660000000017, 54.00625000000002], [60.978066440683165, 53.66499339457914], [61.699986199800605, 52.97999644633427], [60.73999311711458, 52.71998647725775], [60.92726850774028, 52.44754832621504], [59.967533807215545, 51.9604204372157], [61.58800337102417, 51.272658799843214], [61.337424350840934, 50.79907013610426], [59.93280724471549, 50.842194118851864], [59.642282342370606, 50.545442206415714], [58.363320000000044, 51.06364000000002], [56.77798000000013, 51.043550000000096], [55.71694000000002, 50.62171000000018], [54.532878452376224, 51.02623973245932], [52.32872358583097, 51.718652248738124], [50.76664839051216, 51.6927623561599], [48.70238162618102, 50.60512848571284], [48.57784142435753, 49.87475962991567], [47.54948042174931, 50.454698391311126], [46.75159630716274, 49.35600576435377], [47.04367150247651, 49.152038886097614], [46.46644575377627, 48.39415233010493], [47.31524000000013, 47.7158500000001], [48.05725000000001, 47.74377000000004], [48.694733514201744, 47.07562816017793], [48.59325000000018, 46.56104000000005], [49.10116000000011, 46.399330000000134]]], [[[93.77766000000001, 81.0246], [95.94089500000001, 81.2504], [97.88385, 80.74697500000002], [100.186655, 79.780135], [99.93976, 78.88094], [97.75794, 78.75619999999999], [94.97259, 79.044745], [93.31288, 79.4265], [92.5454, 80.14379000000001], [91.18107000000002, 80.34146000000001], [93.77766000000001, 81.0246]]], [[[102.837815, 79.28129], [105.37243000000001, 78.71334], [105.07547000000002, 78.30689], [99.43814, 77.921], [101.2649, 79.23399], [102.08635, 79.34641], [102.837815, 79.28129]]], [[[138.831075, 76.13676000000001], [141.47161499999999, 76.09289], [145.086285, 75.562625], [144.3, 74.82000000000001], [140.61381, 74.84768], [138.95544, 74.61148], [136.97439, 75.26167000000001], [137.51176, 75.94917], [138.831075, 76.13676000000001]]], [[[148.22223, 75.345845], [150.73167, 75.08406], [149.575925, 74.68892], [147.977465, 74.778355], [146.11919, 75.17298], [146.358485, 75.49682], [148.22223, 75.345845]]], [[[139.86312, 73.36983000000001], [140.81171, 73.76506], [142.06207, 73.85758], [143.48283, 73.47525], [143.60385, 73.21244], [142.08763000000002, 73.20544], [140.03815500000002, 73.31692000000001], [139.86312, 73.36983000000001]]], [[[44.84695804218114, 80.58980988231714], [46.79913862487123, 80.77191762971368], [48.31847741068461, 80.78400991486998], [48.52280602396667, 80.51456899690017], [49.097189568890855, 80.7539859077084], [50.03976769389462, 80.91888540315178], [51.522932977103665, 80.69972565380193], [51.13618655783128, 80.54728017854093], [49.79368452332071, 80.4154277615482], [48.89441124857755, 80.33956675894375], [48.75493655782177, 80.17546824820089], [47.58611901224418, 80.01018117951533], [46.50282596210963, 80.2472468126543], [47.07245527526294, 80.55942414012951], [44.84695804218114, 80.58980988231714]]], [[[22.731098667092652, 54.327536932993326], [20.892244500418627, 54.31252492941253], [19.660640089606403, 54.42608388937393], [19.888481479581287, 54.86616038677151], [21.268448927503467, 55.190481675835315], [22.315723504330577, 55.015298570365864], [22.75776370615526, 54.85657440858138], [22.65105187347254, 54.582740993866736], [22.731098667092652, 54.327536932993326]]], [[[53.50828982932515, 73.7498139513002], [55.90245893740766, 74.62748647734536], [55.631932814359686, 75.08141225859718], [57.86864383324885, 75.60939036732326], [61.170044386647476, 76.25188345000812], [64.49836836127017, 76.43905548776927], [66.21097700385513, 76.80978221303117], [68.1570597675348, 76.93969676381293], [68.85221113472508, 76.5448113064546], [68.1805725442276, 76.23364166940907], [64.63732628770302, 75.73775462513625], [61.58350752141476, 75.26088450794684], [58.47708214705335, 74.30905630156285], [56.98678551618803, 73.33304352486623], [55.419335971910925, 72.37126760526603], [55.62283776227633, 71.54059479439032], [57.535692579992315, 70.72046397570212], [56.94497928246388, 70.63274323188666], [53.67737511578417, 70.76265778266846], [53.412016635965394, 71.20666168892022], [51.601894565645665, 71.47475901965045], [51.455753615124216, 72.01488108996513], [52.47827518088354, 72.22944163684097], [52.44416873557088, 72.77473135038481], [54.42761355979758, 73.6275475124976], [53.50828982932515, 73.7498139513002]]], [[[142.91461551327654, 53.704577541714784], [143.2608476096321, 52.74076040303906], [143.23526777564763, 51.75666026468876], [143.64800744036285, 50.747600409541505], [144.6541475770856, 48.97639069273754], [143.1739278505172, 49.306551418650315], [142.55866824765013, 47.86157501890495], [143.53349246640403, 46.83672801369252], [143.50527713437265, 46.137907619809525], [142.74770063697383, 46.74076487892651], [142.09203006405454, 45.966755276058834], [141.906925083585, 46.80592886004656], [142.01844282447087, 47.78013296161296], [141.90444461483503, 48.85918854429957], [142.1358000022057, 49.61516307229739], [142.17998335181528, 50.9523424342819], [141.59407596249002, 51.9354348822025], [141.6825460145737, 53.301966457728795], [142.60693403541075, 53.762145087287934], [142.20974897681543, 54.225475979216874], [142.65478641171302, 54.36588084575389], [142.91461551327654, 53.704577541714784]]], [[[-174.92825000000002, 67.20589000000001], [-175.01425000000003, 66.58435], [-174.33983000000003, 66.33556], [-174.57182, 67.06219], [-171.85731, 66.91308000000001], [-169.89958000000001, 65.97724], [-170.89107, 65.54138999999999], [-172.53025000000002, 65.43791], [-172.555, 64.46079], [-172.95533, 64.25269], [-173.89184, 64.2826], [-174.65392000000003, 64.63125000000001], [-175.98353, 64.92288], [-176.20716, 65.35667000000001], [-177.22266, 65.52024], [-178.35993000000002, 65.39052000000001], [-178.90332000000004, 65.74044], [-178.68610999999999, 66.11211], [-179.88377, 65.87456], [-179.43268, 65.40411], [-180.0, 64.9797087021984], [-180.0, 68.96363636363635], [-177.55000000000004, 68.2], [-174.92825000000002, 67.20589000000001]]], [[[-178.69378000000003, 70.89302], [-180.0, 70.83219920854673], [-180.0, 71.51571433642827], [-179.871875, 71.55762000000001], [-179.02433000000002, 71.55553], [-177.57794500000003, 71.26948], [-177.663575, 71.13277000000001], [-178.69378000000003, 70.89302]]], [[[33.435988094713366, 45.971917370797485], [33.69946184910907, 46.219572831556434], [34.41040172853718, 46.005162391728845], [34.73201738827845, 45.96566573176062], [34.861792128174045, 45.76818243191957], [35.01265897004737, 45.73772519982549], [35.02078779474607, 45.65121898048466], [35.51000857925311, 45.40999339454612], [36.52999799983019, 45.46998973243717], [36.334712762199274, 45.11321564389402], [35.239999220528205, 44.93999624285175], [33.882511020652885, 44.361478583344194], [33.32642093276013, 44.564877020844904], [33.546924269349404, 45.03477081967486], [32.4541744321055, 45.327466132176085], [32.63080447767919, 45.51918569597899], [33.58816206231842, 45.85156850848023], [33.435988094713366, 45.971917370797485]]]]}}, {\\\"id\\\": \\\"19\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"The Bahamas\\\", \\\"country_code\\\": \\\"BHS\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[-78.98, 26.790000000000003], [-78.51, 26.870000000000005], [-77.85000000000001, 26.84], [-77.82000000000001, 26.580000000000005], [-78.91000000000001, 26.42], [-78.98, 26.790000000000003]]], [[[-77.79, 27.040000000000003], [-77.0, 26.59], [-77.17255, 25.87918], [-77.35641, 26.00735], [-77.34, 26.53], [-77.78802, 26.925159999999998], [-77.79, 27.040000000000003]]], [[[-78.19087, 25.210300000000004], [-77.89, 25.17], [-77.54, 24.34], [-77.53466, 23.759750000000004], [-77.78, 23.710000000000004], [-78.03405000000001, 24.28615], [-78.40848, 24.575640000000003], [-78.19087, 25.210300000000004]]]]}}, {\\\"id\\\": \\\"20\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Falkland Islands\\\", \\\"country_code\\\": \\\"FLK\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-61.2, -51.85], [-60.0, -51.25], [-59.15, -51.5], [-58.550000000000004, -51.10000000000001], [-57.75, -51.55], [-58.050000000000004, -51.900000000000006], [-59.400000000000006, -52.199999999999996], [-59.85000000000001, -51.85], [-60.7, -52.300000000000004], [-61.2, -51.85]]]}}, {\\\"id\\\": \\\"21\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Norway\\\", \\\"country_code\\\": \\\"NOR\\\", \\\"orders_count\\\": 37.0, \\\"rfm_sum\\\": 12.285714285714286}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[15.142820000000002, 79.67431], [15.52255, 80.01608], [16.990850000000002, 80.05086], [18.25183, 79.70175], [21.54383, 78.95611], [19.02737, 78.5626], [18.47172, 77.82669], [17.59441, 77.63796], [17.1182, 76.80941], [15.91315, 76.77045], [13.76259, 77.38035], [14.669560000000002, 77.73565], [13.1706, 78.02493], [11.22231, 78.8693], [10.44453, 79.65239], [13.170770000000001, 80.01046000000001], [13.71852, 79.66039], [15.142820000000002, 79.67431]]], [[[31.101042202597625, 69.55810108805622], [29.399550000000033, 69.15692000000013], [28.591929559043194, 69.06477692328666], [29.015572950971972, 69.76649119737799], [27.732292107867863, 70.16419302029625], [26.179622023226244, 69.82529897732614], [25.689212680776365, 69.09211375596904], [24.735679152126725, 68.64955678982146], [23.66204959483076, 68.89124746365054], [22.356237827247412, 68.84174144151491], [21.244936150810673, 69.37044302029308], [20.645592889089528, 69.10624726020087], [20.025268995857886, 69.0651386583127], [19.878559604581255, 68.40719432237258], [17.993868442464333, 68.56739126247736], [17.729181756265348, 68.01055186631628], [16.768878614985482, 68.0139366726314], [16.108712192456778, 67.30245555283689], [15.108411492583002, 66.19386688909547], [13.55568973150909, 64.78702769638151], [13.919905226302204, 64.44542064071608], [13.571916131248713, 64.04911408146971], [12.579935336973934, 64.06621898055833], [11.930569288794231, 63.12831757267698], [11.992064243221563, 61.80036245385655], [12.631146681375185, 61.293571682370136], [12.3003658382749, 60.11793284773003], [11.468271925511146, 59.43239329694604], [11.027368605196868, 58.85614940045936], [10.356556837616067, 59.469807033925356], [8.382000359743586, 58.313288479233215], [7.048748406613271, 58.078884182357285], [5.665835402050419, 58.5881554225937], [5.308234490590678, 59.663231919993834], [4.992078077828978, 61.97099803328432], [5.912900424837886, 62.614472968182724], [8.553411085655739, 63.45400828719648], [10.527709181366758, 64.4860383164975], [12.358346795306373, 65.87972585719318], [14.761145867581604, 67.81064158799516], [16.435927361728943, 68.56320547146173], [19.18402835457846, 69.81744415961778], [21.378416375420585, 70.2551693793461], [23.023742303161526, 70.2020718451662], [24.546543409938465, 71.03049673123722], [26.37004967622181, 70.98626170519539], [28.165547316202943, 71.18547435168055], [31.293418409965454, 70.4537877468599], [30.005435011522792, 70.18625885688489], [31.101042202597625, 69.55810108805622]]], [[[27.407505730913446, 80.05640574820042], [25.92465050629815, 79.51783397085451], [23.024465773213617, 79.40001170522903], [20.075188429451828, 79.56682322866722], [19.897266473070914, 79.84236196564747], [18.462263624757867, 79.85988027619443], [17.368015170977458, 80.31889618602698], [20.45599205901064, 80.59815562613225], [21.907944777115404, 80.35767934846204], [22.91925255706738, 80.65714427359343], [25.447625359811866, 80.40734039989452], [27.407505730913446, 80.05640574820042]]], [[[24.724120000000003, 77.85385], [22.490320000000004, 77.44493], [20.726010000000002, 77.67704], [21.416110000000003, 77.93504], [20.8119, 78.25463], [22.884259999999998, 78.45494000000001], [23.281340000000004, 78.07954], [24.724120000000003, 77.85385]]]]}}, {\\\"id\\\": \\\"22\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Greenland\\\", \\\"country_code\\\": \\\"GRL\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-46.76379, 82.62796], [-43.40644, 83.22516000000002], [-39.89753, 83.18018], [-38.62214, 83.54905], [-35.08787, 83.64513000000001], [-27.10046, 83.51966], [-20.84539, 82.72668999999999], [-22.69182, 82.34165], [-26.51753, 82.29765], [-31.900000000000002, 82.2], [-31.396459999999998, 82.02154], [-27.85666, 82.13177999999999], [-24.84448, 81.78697], [-22.90328, 82.09317], [-22.071749999999998, 81.73449000000001], [-23.169610000000002, 81.15271], [-20.62363, 81.52462], [-15.768180000000001, 81.91245], [-12.77018, 81.71885], [-12.20855, 81.29154], [-16.285330000000002, 80.58004], [-16.85, 80.35], [-20.04624, 80.17708], [-17.73035, 80.12912], [-18.900000000000002, 79.4], [-19.70499, 78.75128000000001], [-19.67353, 77.63859000000001], [-18.47285, 76.98565], [-20.03503, 76.94434000000001], [-21.679440000000003, 76.62795], [-19.83407, 76.09808], [-19.59896, 75.24838], [-20.66818, 75.15585], [-19.37281, 74.29561000000001], [-21.594220000000004, 74.22382], [-20.434540000000002, 73.81713], [-20.762340000000002, 73.46436], [-22.17221, 73.30955], [-23.56593, 73.30663], [-22.313109999999998, 72.62928], [-22.29954, 72.18409], [-24.278340000000004, 72.59788], [-24.79296, 72.3302], [-23.442960000000003, 72.08015999999999], [-22.13281, 71.46898], [-21.753560000000004, 70.66369], [-23.53603, 70.471], [-24.307019999999998, 70.85649000000001], [-25.543409999999998, 71.43093999999999], [-25.20135, 70.75225999999999], [-26.36276, 70.22646], [-23.727420000000002, 70.18401], [-22.349020000000003, 70.12946000000001], [-25.029270000000004, 69.25880000000001], [-27.74737, 68.47046], [-30.67371, 68.12503], [-31.77665, 68.12078000000001], [-32.81105, 67.73547], [-34.20196, 66.67974], [-36.35284, 65.9789], [-37.043780000000005, 65.93768], [-38.37505, 65.69213], [-39.81222, 65.45848], [-40.66899, 64.83997000000001], [-40.68281, 64.13902], [-41.188700000000004, 63.482459999999996], [-42.819379999999995, 62.68233], [-42.41666000000001, 61.90093], [-42.86619, 61.074040000000004], [-43.3784, 60.09772], [-44.7875, 60.03676000000001], [-46.26364, 60.85328], [-48.26294000000001, 60.858430000000006], [-49.23308000000001, 61.40681000000001], [-49.90039, 62.38336], [-51.63325, 63.62691], [-52.140139999999995, 64.27842], [-52.27659, 65.17670000000001], [-53.66166, 66.09957], [-53.30161, 66.8365], [-53.96911, 67.18899], [-52.9804, 68.35759], [-51.47536, 68.72958000000001], [-51.08041, 69.14781], [-50.87122, 69.9291], [-52.013585, 69.574925], [-52.55792, 69.42616], [-53.456289999999996, 69.283625], [-54.68336, 69.61003], [-54.750009999999996, 70.28932], [-54.35884, 70.82131500000001], [-53.431315000000005, 70.835755], [-51.39014, 70.56978], [-53.109370000000006, 71.20485000000001], [-54.00422, 71.54719], [-55.0, 71.40653696727257], [-55.83468, 71.65444000000001], [-54.71819000000001, 72.58625], [-55.32634, 72.95861000000001], [-56.12003, 73.64977], [-57.32363, 74.71026], [-58.59679, 75.09861000000001], [-58.58516, 75.51727], [-61.26861, 76.10238000000001], [-63.39165, 76.1752], [-66.06427, 76.13486], [-68.50438, 76.06141000000001], [-69.66485, 76.37975], [-71.40257, 77.00857], [-68.77671, 77.32312], [-66.76397, 77.37595], [-71.04293, 77.63595], [-73.297, 78.04419], [-73.15938, 78.43271], [-69.37345, 78.91388], [-65.7107, 79.39436], [-65.3239, 79.75814], [-68.02298, 80.11721], [-67.15129, 80.51582], [-63.68925, 81.21396000000001], [-62.234440000000006, 81.3211], [-62.65116, 81.77042], [-60.28249, 82.03363000000002], [-57.207440000000005, 82.19074], [-54.13442, 82.19962], [-53.043279999999996, 81.88833], [-50.39061, 82.43883], [-48.003859999999996, 82.06481000000001], [-46.59984000000001, 81.985945], [-44.523, 81.6607], [-46.9007, 82.19979000000001], [-46.76379, 82.62796]]]}}, {\\\"id\\\": \\\"23\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"French Southern and Antarctic Lands\\\", \\\"country_code\\\": \\\"ATF\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[68.935, -48.62500000000001], [69.58, -48.940000000000005], [70.525, -49.065000000000005], [70.56, -49.255], [70.28, -49.71], [68.745, -49.775000000000006], [68.72000000000001, -49.2425], [68.8675, -48.830000000000005], [68.935, -48.62500000000001]]]}}, {\\\"id\\\": \\\"24\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"East Timor\\\", \\\"country_code\\\": \\\"TLS\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[124.96868248911623, -8.892790215697083], [125.08624637258026, -8.65688730228468], [125.94707238169826, -8.432094821815035], [126.64470421763855, -8.398246758663852], [126.95724328013983, -8.273344821814398], [127.33592817597463, -8.397316582882603], [126.96799197805655, -8.668256117388893], [125.9258850444586, -9.106007175333353], [125.08852013560109, -9.393173109579294], [125.07001997284061, -9.089987481322872], [124.96868248911623, -8.892790215697083]]]}}, {\\\"id\\\": \\\"25\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"South Africa\\\", \\\"country_code\\\": \\\"ZAF\\\", \\\"orders_count\\\": 222.0, \\\"rfm_sum\\\": 6.830802603036877}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[16.344976840895242, -28.5767050106977], [16.824017368240902, -28.08216155366447], [17.218928663815404, -28.35594329194681], [17.387497185951503, -28.78351409272978], [17.83615197110953, -28.85637786226132], [18.464899122804752, -29.04546192801728], [19.002127312911085, -28.972443129188868], [19.894734327888614, -28.461104831660776], [19.895767856534434, -24.76779021576059], [20.16572553882719, -24.91796192800077], [20.75860924651184, -25.86813648855145], [20.66647016773544, -26.477453301704923], [20.88960900237174, -26.828542982695915], [21.605896030369394, -26.726533705351756], [22.105968865657868, -26.280256036079138], [22.57953169118059, -25.979447523708146], [22.8242712745149, -25.50045867279477], [23.312096795350186, -25.26868987396572], [23.73356977712271, -25.390129489851617], [24.211266717228796, -25.670215752873574], [25.025170525825786, -25.7196700985769], [25.66466637543772, -25.486816094669713], [25.76584882986521, -25.17484547292368], [25.94165205252216, -24.69637338633322], [26.4857532081233, -24.616326592713104], [26.786406691197413, -24.240690606383485], [27.119409620886245, -23.574323011979775], [28.01723595552525, -22.82775359465908], [29.43218834810904, -22.091312758067588], [29.839036899542972, -22.102216485281176], [30.322883335091774, -22.271611830333935], [30.65986535006709, -22.151567478119915], [31.19140913262129, -22.2515096981724], [31.670397983534656, -23.658969008073864], [31.930588820124253, -24.36941659922254], [31.75240848158188, -25.484283949487413], [31.83777794772806, -25.84333180105135], [31.333157586397903, -25.66019052500895], [31.04407962415715, -25.731452325139443], [30.949666782359913, -26.02264902110415], [30.67660851412964, -26.398078301704608], [30.68596194837448, -26.743845310169533], [31.28277306491333, -27.285879408478998], [31.86806033705108, -27.177927341421277], [32.07166548028107, -26.73382008230491], [32.830120477028885, -26.742191664336197], [32.580264926897684, -27.470157566031816], [32.46213260267845, -28.301011244420557], [32.20338870619304, -28.75240488049007], [31.521001417778876, -29.257386976846256], [31.325561150851, -29.401977634398914], [30.901762729625347, -29.909956963828037], [30.62281334811382, -30.42377573010613], [30.05571618014278, -31.140269463832958], [28.92555260591954, -32.1720411109725], [28.2197558936771, -32.771952813448856], [27.464608188595975, -33.2269637997788], [26.419452345492825, -33.61495045342619], [25.90966434093349, -33.6670402971764], [25.780628289500697, -33.94464609144834], [25.172861769315972, -33.796851495093584], [24.677853224392123, -33.98717579522455], [23.594043409934642, -33.794474379208154], [22.988188917744736, -33.91643075941698], [22.574157342222236, -33.86408253350531], [21.542799106541025, -34.258838799782936], [20.689052768647002, -34.417175388325234], [20.071261020597632, -34.79513681410799], [19.61640506356457, -34.81916635512371], [19.193278435958717, -34.46259897230979], [18.85531456876987, -34.444305515278465], [18.42464318204938, -33.99787281670897], [18.377410922934615, -34.13652068454807], [18.24449913907992, -33.86775156019803], [18.250080193767445, -33.28143075941444], [17.92519046394844, -32.61129078545343], [18.247909783611192, -32.42913136162457], [18.22176150887148, -31.66163298922567], [17.56691775886887, -30.725721123987547], [17.064416131262703, -29.878641045859162], [17.062917514726223, -29.875953871379984], [16.344976840895242, -28.5767050106977]], [[28.978262566857243, -28.95559661226171], [28.541700066855498, -28.64750172293757], [28.074338413207784, -28.851468601193588], [27.532511020627478, -29.24271087007536], [26.999261915807637, -29.875953871379984], [27.749397006956485, -30.645105889612225], [28.107204624145425, -30.54573211031495], [28.29106937023991, -30.2262167294543], [28.84839969250774, -30.070050551068256], [29.018415154748027, -29.74376555757737], [29.32516645683259, -29.257386976846256], [28.978262566857243, -28.95559661226171]]]}}, {\\\"id\\\": \\\"26\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Lesotho\\\", \\\"country_code\\\": \\\"LSO\\\", \\\"orders_count\\\": 3.0, \\\"rfm_sum\\\": 6.333333333333333}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[28.978262566857243, -28.95559661226171], [29.32516645683259, -29.257386976846256], [29.018415154748027, -29.74376555757737], [28.84839969250774, -30.070050551068256], [28.29106937023991, -30.2262167294543], [28.107204624145425, -30.54573211031495], [27.749397006956485, -30.645105889612225], [26.999261915807637, -29.875953871379984], [27.532511020627478, -29.24271087007536], [28.074338413207784, -28.851468601193588], [28.541700066855498, -28.64750172293757], [28.978262566857243, -28.95559661226171]]]}}, {\\\"id\\\": \\\"27\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Mexico\\\", \\\"country_code\\\": \\\"MEX\\\", \\\"orders_count\\\": 1329.0, \\\"rfm_sum\\\": 12.295385779122542}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-117.12775999999985, 32.53533999999996], [-115.99134999999995, 32.61239000000012], [-114.72138999999993, 32.72082999999992], [-114.815, 32.52528000000001], [-113.30498, 32.03914000000009], [-111.02361000000002, 31.334719999999948], [-109.03500000000003, 31.341940000000136], [-108.24193999999994, 31.342220000000054], [-108.24000000000001, 31.754853718166373], [-106.50758999999988, 31.754520000000014], [-106.1429, 31.399950000000047], [-105.63159000000002, 31.08383000000009], [-105.03737000000001, 30.644019999999955], [-104.70574999999997, 30.121730000000014], [-104.4569699999999, 29.571960000000047], [-103.94, 29.27000000000004], [-103.11000000000001, 28.970000000000027], [-102.48000000000002, 29.75999999999999], [-101.66239999999999, 29.77930000000009], [-100.95759999999996, 29.380710000000136], [-100.45584000000002, 28.69612000000012], [-100.10999999999996, 28.110000000000127], [-99.51999999999992, 27.54000000000002], [-99.30000000000001, 26.840000000000032], [-99.01999999999992, 26.37000000000006], [-98.23999999999995, 26.06000000000006], [-97.52999999999992, 25.84000000000009], [-97.14000830767071, 25.8699974634784], [-97.52807247596655, 24.9921440699203], [-97.70294552284224, 24.272343044526735], [-97.77604183631905, 22.93257986092766], [-97.87236670611111, 22.44421173755336], [-97.69904395220419, 21.898689480064263], [-97.38895952023677, 21.411018988525825], [-97.18933346229329, 20.635433254473128], [-96.52557552772032, 19.890930894444068], [-96.29212724484177, 19.320371405509547], [-95.90088497595997, 18.82802419684873], [-94.83906348344271, 18.562717393462208], [-94.42572953975622, 18.144370835843347], [-93.5486512926824, 18.423836981677937], [-92.7861138577835, 18.52483856859226], [-92.0373481920904, 18.704569200103435], [-91.40790340855926, 18.87608327888023], [-90.77186987991087, 19.28412038825678], [-90.53358985061305, 19.8674181177513], [-90.45147599970124, 20.707521877520435], [-90.2786183336849, 20.999855454995554], [-89.60132117385149, 21.26172577563449], [-88.54386633986286, 21.49367544197662], [-87.65841651075772, 21.45884552661198], [-87.05189022494807, 21.5435431991383], [-86.81198238803296, 21.331514797444754], [-86.84590796583262, 20.849864610268355], [-87.38329118523586, 20.25540477139873], [-87.62105445021075, 19.64655304613592], [-87.43675045444178, 19.47240346931227], [-87.58656043165593, 19.04013011319074], [-87.83719112827151, 18.25981598558343], [-88.09066402866318, 18.51664785407405], [-88.3000310940937, 18.4999822046599], [-88.49012285027935, 18.486830552641607], [-88.84834387892661, 17.883198147040233], [-89.02985734735182, 18.001511338772488], [-89.15090938999553, 17.95546763760042], [-89.14308041050333, 17.808318996649405], [-90.06793351923098, 17.819326076727478], [-91.00151994501596, 17.81759491624571], [-91.00226925328421, 17.25465770107418], [-91.45392127151516, 17.252177232324172], [-91.08167009150065, 16.918476670799407], [-90.71182186558772, 16.687483018454728], [-90.60084672724093, 16.47077789963879], [-90.43886695022204, 16.410109768128095], [-90.46447262242266, 16.069562079324655], [-91.74796017125595, 16.066564846251765], [-92.2292486234063, 15.251446641495875], [-92.08721594925207, 15.064584662328441], [-92.20322953974733, 14.830102850804069], [-92.22775000686983, 14.538828640190928], [-93.35946387406176, 15.615429592343673], [-93.87516883011853, 15.940164292865916], [-94.69165646033014, 16.200975246642884], [-95.25022701697304, 16.128318182840644], [-96.05338212765332, 15.752087917539598], [-96.55743404822829, 15.653515122942792], [-97.26359249549665, 15.917064927631316], [-98.01302995480961, 16.107311713113916], [-98.94767574745651, 16.566043402568766], [-99.69739742714705, 16.70616404872817], [-100.82949886758132, 17.17107107184205], [-101.66608862995446, 17.649026394109626], [-101.91852800170022, 17.916090196193977], [-102.47813208698892, 17.975750637275098], [-103.50098954955808, 18.29229462327885], [-103.91752743204682, 18.74857168220001], [-104.9920096504755, 19.316133938061682], [-105.49303849976144, 19.946767279535436], [-105.73139604370766, 20.434101874264115], [-105.39777299683135, 20.531718654863425], [-105.50066077352443, 20.81689504646613], [-105.27075232625793, 21.07628489835514], [-105.26581722697404, 21.42210358325235], [-105.6031609769754, 21.87114594165257], [-105.69341386597313, 22.269080308516152], [-106.02871639689897, 22.773752346278627], [-106.90998043498837, 23.767774359628902], [-107.91544877809139, 24.54891531015295], [-108.40190487347098, 25.172313951105934], [-109.26019873740665, 25.58060944264406], [-109.44408932171734, 25.82488393808768], [-109.29164384645628, 26.442934068298428], [-109.80145768923182, 26.676175645447927], [-110.3917317370857, 27.16211497650454], [-110.64101884646163, 27.859876003525528], [-111.17891883018785, 27.94124054616907], [-111.75960689985163, 28.46795258230395], [-112.2282346260904, 28.95440867768349], [-112.27182369672869, 29.266844387320077], [-112.80959448937398, 30.02111359305235], [-113.16381059451868, 30.786880804969428], [-113.14866939985717, 31.170965887978923], [-113.87188106978186, 31.567608344035193], [-114.20573666060352, 31.524045111613134], [-114.77645117883503, 31.79953217216115], [-114.93669979537214, 31.393484605427602], [-114.7712318591735, 30.913617255165263], [-114.67389929895177, 30.162681179315996], [-114.33097449426293, 29.750432440707414], [-113.58887508833544, 29.061611436473015], [-113.42405310754054, 28.82617361095123], [-113.27196936730553, 28.7547826197399], [-113.14003943566439, 28.41128937429596], [-112.9622983467965, 28.42519033458251], [-112.76158708377488, 27.780216783147523], [-112.45791052941166, 27.52581370697476], [-112.2449519519368, 27.17172679291076], [-111.61648902061921, 26.662817287700477], [-111.28467464887302, 25.732589830014433], [-110.9878193835724, 25.294606228124564], [-110.71000688357134, 24.82600434010186], [-110.65504899782889, 24.298594672131117], [-110.17285620811344, 24.265547593680424], [-109.77184709352855, 23.811182562754198], [-109.40910437705571, 23.36467234953625], [-109.43339230023292, 23.1855876734287], [-109.85421932660171, 22.818271592698068], [-110.03139197471444, 22.823077500901206], [-110.29507097048366, 23.43097321216669], [-110.94950130902805, 24.000964260345995], [-111.6705684070127, 24.484423122652515], [-112.18203589562148, 24.738412787367167], [-112.14898881717085, 25.47012523040405], [-112.3007108223797, 26.012004299416617], [-112.77729671919155, 26.32195954030317], [-113.46467078332194, 26.768185533143424], [-113.59672990604383, 26.639459540304472], [-113.84893673384425, 26.90006378835244], [-114.46574662968004, 27.142090358991368], [-115.05514217818501, 27.72272675222291], [-114.98225257043742, 27.798200181585116], [-114.57036556685495, 27.74148529714489], [-114.19932878299926, 28.115002549750557], [-114.16201839888464, 28.566111965442303], [-114.93184221073665, 29.27947927501549], [-115.518653937627, 29.5563615992354], [-115.88736528202958, 30.180793768834178], [-116.25835038945291, 30.836464341753583], [-116.72152625208497, 31.635743720012044], [-117.12775999999985, 32.53533999999996]]]}}, {\\\"id\\\": \\\"28\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Uruguay\\\", \\\"country_code\\\": \\\"URY\\\", \\\"orders_count\\\": 15.0, \\\"rfm_sum\\\": 11.666666666666666}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-57.62513342958296, -30.21629485445426], [-56.976025763564735, -30.109686374636127], [-55.97324459494094, -30.883075860316303], [-55.601510179249345, -30.853878676071393], [-54.57245154480512, -31.494511407193748], [-53.78795162618219, -32.047242526987624], [-53.209588995971544, -32.727666110974724], [-53.6505439927181, -33.20200408298183], [-53.373661668498244, -33.768377780900764], [-53.806425950726535, -34.39681487400223], [-54.93586605489773, -34.952646579733624], [-55.67408972840329, -34.75265878676407], [-56.21529700379607, -34.85983570733742], [-57.1396850246331, -34.430456231424245], [-57.81786068381551, -34.4625472958775], [-58.42707414410439, -33.909454441057576], [-58.349611172098875, -33.26318897881541], [-58.13264767112145, -33.040566908502015], [-58.14244035504076, -32.044503676076154], [-57.87493730328188, -31.016556084926208], [-57.62513342958296, -30.21629485445426]]]}}, {\\\"id\\\": \\\"29\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Brazil\\\", \\\"country_code\\\": \\\"BRA\\\", \\\"orders_count\\\": 784.0, \\\"rfm_sum\\\": 12.326454033771107}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-53.373661668498244, -33.768377780900764], [-53.6505439927181, -33.20200408298183], [-53.209588995971544, -32.727666110974724], [-53.78795162618219, -32.047242526987624], [-54.57245154480512, -31.494511407193748], [-55.601510179249345, -30.853878676071393], [-55.97324459494094, -30.883075860316303], [-56.976025763564735, -30.109686374636127], [-57.62513342958296, -30.21629485445426], [-56.29089962423908, -28.852760512000895], [-55.16228634298457, -27.881915378533463], [-54.490725267135524, -27.47475676850579], [-53.64873531758789, -26.92347258881609], [-53.628348965048744, -26.124865004177472], [-54.13004960795439, -25.547639255477254], [-54.625290696823576, -25.739255466415514], [-54.42894609233059, -25.162184747012166], [-54.29347632507745, -24.570799655863965], [-54.29295956075452, -24.02101409271073], [-54.65283423523513, -23.83957813893396], [-55.02790178080955, -24.00127369557523], [-55.40074723979542, -23.956935316668805], [-55.517639329639636, -23.571997572526637], [-55.610682745981144, -22.655619398694846], [-55.79795813660691, -22.356929620047822], [-56.47331743022939, -22.086300144135283], [-56.8815095689029, -22.28215382252148], [-57.937155727761294, -22.090175876557172], [-57.8706739976178, -20.73268767668195], [-58.166392381408045, -20.176700941653678], [-57.85380164247451, -19.96999521248619], [-57.949997321185826, -19.40000416430682], [-57.67600887717431, -18.96183969490403], [-57.49837114117099, -18.174187513911292], [-57.734558274961, -17.55246835700777], [-58.28080400250225, -17.271710300366017], [-58.38805843772404, -16.877109063385276], [-58.24121985536668, -16.299573256091293], [-60.158389655179036, -16.258283786690086], [-60.54296566429515, -15.093910414289596], [-60.251148851142936, -15.07721892665932], [-60.26432634137737, -14.645979099183641], [-60.45919816755003, -14.354007256734555], [-60.503304002511136, -13.775954685117659], [-61.08412126325565, -13.479383640194598], [-61.71320431176078, -13.489202162330052], [-62.127080857986385, -13.198780612849724], [-62.803060268796386, -13.000653171442686], [-63.19649878605057, -12.627032565972435], [-64.3163529120316, -12.461978041232193], [-65.40228146021303, -11.566270440317155], [-65.32189876978302, -10.895872084194679], [-65.44483700220539, -10.511451104375432], [-65.33843522811642, -9.761987806846392], [-66.6469083319628, -9.931331475466862], [-67.17380123561074, -10.306812432499612], [-68.04819230820539, -10.712059014532485], [-68.27125362819326, -11.01452117273682], [-68.78615759954948, -11.03638030359628], [-69.52967810736496, -10.951734307502194], [-70.0937522040469, -11.123971856331012], [-70.54868567572841, -11.009146823778465], [-70.48189388699117, -9.490118096558845], [-71.30241227892154, -10.079436130415374], [-72.18489071316985, -10.053597914269432], [-72.56303300646564, -9.520193780152717], [-73.22671342639016, -9.462212823121234], [-73.01538265653255, -9.032833347208062], [-73.57105933296707, -8.424446709835834], [-73.98723548042966, -7.523829847853065], [-73.7234014553635, -7.340998630404414], [-73.72448666044164, -6.91859547285064], [-73.1200274319236, -6.629930922068239], [-73.21971126981461, -6.089188734566078], [-72.9645072089412, -5.7412513159448935], [-72.89192765978726, -5.274561455916981], [-71.74840572781655, -4.593982842633011], [-70.92884334988358, -4.401591485210368], [-70.7947688463023, -4.251264743673303], [-69.89363521999663, -4.2981869441943275], [-69.44410193548961, -1.5562871232198177], [-69.42048580593223, -1.1226185034264091], [-69.5770653957766, -0.549991957200163], [-70.02065589057005, -0.18515634521953928], [-70.01556576198931, 0.5414142928042054], [-69.45239600287246, 0.7061587589506929], [-69.25243404811906, 0.6026508650700748], [-69.21863766140018, 0.9856765812174331], [-69.80459672715773, 1.0890811222334662], [-69.81697323269162, 1.7148052026396243], [-67.86856502955884, 1.6924551456733923], [-67.5378100246747, 2.03716278727633], [-67.2599975246736, 1.7199986840849562], [-67.0650481838525, 1.130112209473225], [-66.87632585312258, 1.253360500489336], [-66.32576514348496, 0.7244522159820121], [-65.54826738143757, 0.7892544620760303], [-65.35471330428837, 1.0952822941085003], [-64.61101192895987, 1.3287305769870417], [-64.19930579289051, 1.49285492594602], [-64.08308549666609, 1.9163691267940803], [-63.368788011311665, 2.200899562993129], [-63.42286739770512, 2.4110676131241746], [-64.2699991522658, 2.497005520025567], [-64.40882788761792, 3.126786200366624], [-64.3684944322141, 3.797210394705246], [-64.81606401229402, 4.056445217297423], [-64.62865943058755, 4.14848094320925], [-63.88834286157416, 4.020530096854571], [-63.093197597899106, 3.7705711938587854], [-62.804533047116706, 4.006965033377952], [-62.08542965355913, 4.162123521334308], [-60.96689327660154, 4.536467596856639], [-60.601179165271944, 4.91809804933213], [-60.73357418480372, 5.200277207861901], [-60.21368343773133, 5.244486395687602], [-59.980958624904886, 5.014061184098139], [-60.11100236676738, 4.574966538914083], [-59.767405768458715, 4.423502915866607], [-59.53803992373123, 3.9588025984819377], [-59.815413174057866, 3.6064985213320853], [-59.97452490908456, 2.755232652188056], [-59.71854570172675, 2.2496304386443597], [-59.64604366722126, 1.786893825686789], [-59.03086157900265, 1.3176976586927225], [-58.540012986878295, 1.2680882836925207], [-58.429477098205965, 1.4639419620787208], [-58.11344987652502, 1.5071951359070253], [-57.66097103537737, 1.6825849471056387], [-57.335822923396904, 1.9485377058957594], [-56.78270423036083, 1.8637108422886541], [-56.539385748914555, 1.8995226098669207], [-55.995698004771754, 1.8176671411166012], [-55.905600145070885, 2.0219957543986595], [-56.0733418442903, 2.2207949894254995], [-55.973322109589375, 2.510363877773017], [-55.569755011606, 2.4215062524471307], [-55.09758744975514, 2.5237480737366127], [-54.524754197799716, 2.3118488631237852], [-54.08806250671725, 2.105556545414629], [-53.77852067728892, 2.3767027856500818], [-53.554839240113544, 2.334896551925951], [-53.41846513529531, 2.0533891870159806], [-52.939657151894956, 2.1248576928756364], [-52.55642473001842, 2.504705308437053], [-52.249337531123956, 3.241094468596245], [-51.65779741067889, 4.156232408053029], [-51.31714636901086, 4.203490505383954], [-51.069771287629656, 3.650397650564031], [-50.508875291533656, 1.901563828942457], [-49.97407589374506, 1.736483465986069], [-49.94710079608871, 1.0461896834312228], [-50.699251268096916, 0.22298411702168153], [-50.38821082213214, -0.07844451253681939], [-48.62056677915632, -0.2354891902718208], [-48.58449662941659, -1.2378052710050014], [-47.824956427590635, -0.5816179337628], [-46.566583624851226, -0.941027520352776], [-44.905703090990414, -1.551739597178134], [-44.417619187993665, -2.137750339367976], [-44.58158850765578, -2.691308282078524], [-43.418791266440195, -2.383110039889793], [-41.47265682632825, -2.9120183243971165], [-39.97866533055404, -2.873054294449041], [-38.50038347019657, -3.7006523576033956], [-37.2232521225352, -4.820945733258917], [-36.45293738457639, -5.109403578312154], [-35.59779578301047, -5.149504489770649], [-35.23538896334756, -5.464937432480247], [-34.89602983248683, -6.738193047719711], [-34.729993455533034, -7.343220716992967], [-35.12821204277422, -8.996401462442286], [-35.636966518687714, -9.649281508017815], [-37.046518724097, -11.040721123908803], [-37.68361161960736, -12.171194756725823], [-38.42387651218844, -13.038118584854288], [-38.67388709161652, -13.057652276260619], [-38.953275722802545, -13.793369642800023], [-38.88229814304965, -15.667053724838768], [-39.16109249526431, -17.208406670808472], [-39.2673392400564, -17.867746270420483], [-39.58352149103423, -18.262295830968938], [-39.76082333022764, -19.59911345792741], [-40.77474077001034, -20.904511814052423], [-40.94475623225061, -21.93731698983781], [-41.754164191238225, -22.370675551037458], [-41.98828426773656, -22.970070489190896], [-43.07470374202475, -22.96769337330547], [-44.64781185563781, -23.351959323827842], [-45.35213578955992, -23.796841729428582], [-46.47209326840554, -24.088968601174543], [-47.64897233742066, -24.885199069927722], [-48.4954581365777, -25.877024834905654], [-48.64100480812774, -26.623697605090932], [-48.474735887228654, -27.17591196056189], [-48.661520351747626, -28.18613453543572], [-48.8884574041574, -28.674115085567884], [-49.587329474472675, -29.224469089476337], [-50.696874152211485, -30.98446502047296], [-51.576226162306156, -31.77769825615321], [-52.256081305538046, -32.24536996839467], [-52.712099982297694, -33.19657805759118], [-53.373661668498244, -33.768377780900764]]]}}, {\\\"id\\\": \\\"30\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Bolivia\\\", \\\"country_code\\\": \\\"BOL\\\", \\\"orders_count\\\": 26.0, \\\"rfm_sum\\\": 12.208333333333334}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-69.52967810736496, -10.951734307502194], [-68.78615759954948, -11.03638030359628], [-68.27125362819326, -11.01452117273682], [-68.04819230820539, -10.712059014532485], [-67.17380123561074, -10.306812432499612], [-66.6469083319628, -9.931331475466862], [-65.33843522811642, -9.761987806846392], [-65.44483700220539, -10.511451104375432], [-65.32189876978302, -10.895872084194679], [-65.40228146021303, -11.566270440317155], [-64.3163529120316, -12.461978041232193], [-63.19649878605057, -12.627032565972435], [-62.803060268796386, -13.000653171442686], [-62.127080857986385, -13.198780612849724], [-61.71320431176078, -13.489202162330052], [-61.08412126325565, -13.479383640194598], [-60.503304002511136, -13.775954685117659], [-60.45919816755003, -14.354007256734555], [-60.26432634137737, -14.645979099183641], [-60.251148851142936, -15.07721892665932], [-60.54296566429515, -15.093910414289596], [-60.158389655179036, -16.258283786690086], [-58.24121985536668, -16.299573256091293], [-58.38805843772404, -16.877109063385276], [-58.28080400250225, -17.271710300366017], [-57.734558274961, -17.55246835700777], [-57.49837114117099, -18.174187513911292], [-57.67600887717431, -18.96183969490403], [-57.949997321185826, -19.40000416430682], [-57.85380164247451, -19.96999521248619], [-58.166392381408045, -20.176700941653678], [-58.183471442280506, -19.868399346600363], [-59.11504248720611, -19.3569060197754], [-60.04356462262649, -19.342746677327426], [-61.78632646345377, -19.633736667562964], [-62.2659612697708, -20.513734633061276], [-62.291179368729225, -21.051634616787393], [-62.685057135657885, -22.249029229422387], [-62.84646847192156, -22.03498544686945], [-63.986838141522476, -21.99364430103595], [-64.37702104354226, -22.79809132252354], [-64.96489213729461, -22.075861504812327], [-66.27333940292485, -21.83231047942072], [-67.1066735500636, -22.735924574476417], [-67.82817989772273, -22.872918796482175], [-68.21991309271128, -21.494346612231865], [-68.75716712103375, -20.372657972904463], [-68.44222510443092, -19.40506845467143], [-68.96681840684187, -18.981683444904107], [-69.10024695501949, -18.260125420812678], [-69.59042375352405, -17.580011895419332], [-68.9596353827533, -16.50069793057127], [-69.38976416693471, -15.660129082911652], [-69.16034664577495, -15.323973890853019], [-69.33953467474701, -14.953195489158832], [-68.9488866848366, -14.453639418193283], [-68.92922380234954, -13.602683607643009], [-68.88007951523997, -12.899729099176653], [-68.66507971868963, -12.561300144097173], [-69.52967810736496, -10.951734307502194]]]}}, {\\\"id\\\": \\\"31\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Peru\\\", \\\"country_code\\\": \\\"PER\\\", \\\"orders_count\\\": 73.0, \\\"rfm_sum\\\": 12.253086419753087}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-69.89363521999663, -4.2981869441943275], [-70.7947688463023, -4.251264743673303], [-70.92884334988358, -4.401591485210368], [-71.74840572781655, -4.593982842633011], [-72.89192765978726, -5.274561455916981], [-72.9645072089412, -5.7412513159448935], [-73.21971126981461, -6.089188734566078], [-73.1200274319236, -6.629930922068239], [-73.72448666044164, -6.91859547285064], [-73.7234014553635, -7.340998630404414], [-73.98723548042966, -7.523829847853065], [-73.57105933296707, -8.424446709835834], [-73.01538265653255, -9.032833347208062], [-73.22671342639016, -9.462212823121234], [-72.56303300646564, -9.520193780152717], [-72.18489071316985, -10.053597914269432], [-71.30241227892154, -10.079436130415374], [-70.48189388699117, -9.490118096558845], [-70.54868567572841, -11.009146823778465], [-70.0937522040469, -11.123971856331012], [-69.52967810736496, -10.951734307502194], [-68.66507971868963, -12.561300144097173], [-68.88007951523997, -12.899729099176653], [-68.92922380234954, -13.602683607643009], [-68.9488866848366, -14.453639418193283], [-69.33953467474701, -14.953195489158832], [-69.16034664577495, -15.323973890853019], [-69.38976416693471, -15.660129082911652], [-68.9596353827533, -16.50069793057127], [-69.59042375352405, -17.580011895419332], [-69.85844356960587, -18.092693780187012], [-70.37257239447771, -18.34797535570887], [-71.37525021023693, -17.773798516513857], [-71.46204077827113, -17.363487644116383], [-73.44452958850042, -16.359362888252996], [-75.23788265654144, -15.265682875227782], [-76.00920508492995, -14.649286390850321], [-76.42346920439775, -13.823186944232432], [-76.25924150257417, -13.535039157772943], [-77.10619238962184, -12.22271615972082], [-78.09215287953464, -10.377712497604065], [-79.03695309112695, -8.386567884965892], [-79.44592037628485, -7.93083342858386], [-79.76057817251005, -7.194340915560084], [-80.53748165558608, -6.541667575713717], [-81.24999630402642, -6.136834405139183], [-80.92634680858244, -5.690556735866565], [-81.41094255239946, -4.7367648250554595], [-81.09966956248937, -4.036394138203697], [-80.30256059438722, -3.4048564591647126], [-80.18401485870967, -3.8211617977080437], [-80.46929460317695, -4.0592867977089995], [-80.44224199087216, -4.425724379090674], [-80.02890804718561, -4.3460909969288934], [-79.62497921417618, -4.454198093283495], [-79.20528906931773, -4.959128513207389], [-78.63989722361234, -4.547784112164074], [-78.45068396677564, -3.873096612161376], [-77.83790483265861, -3.003020521663103], [-76.63539425322672, -2.6086776668438176], [-75.54499569365204, -1.5616097957458803], [-75.23372270374195, -0.9114169246495294], [-75.37322323271385, -0.1520317521204504], [-75.10662451852008, -0.05720549886486026], [-74.44160051135597, -0.5308200008198867], [-74.12239518908906, -1.002832533373848], [-73.6595035468346, -1.2604912247811342], [-73.07039221870724, -2.3089543595509525], [-72.32578650581365, -2.434218031426454], [-71.7747607082854, -2.169789727388938], [-71.41364579942979, -2.3428024227021282], [-70.81347571479196, -2.2568645158007428], [-70.04770850287485, -2.725156345229699], [-70.69268205430971, -3.742872002785859], [-70.39404395209499, -3.7665914852078255], [-69.89363521999663, -4.2981869441943275]]]}}, {\\\"id\\\": \\\"32\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Colombia\\\", \\\"country_code\\\": \\\"COL\\\", \\\"orders_count\\\": 163.0, \\\"rfm_sum\\\": 12.297222222222222}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-66.87632585312258, 1.253360500489336], [-67.0650481838525, 1.130112209473225], [-67.2599975246736, 1.7199986840849562], [-67.5378100246747, 2.03716278727633], [-67.86856502955884, 1.6924551456733923], [-69.81697323269162, 1.7148052026396243], [-69.80459672715773, 1.0890811222334662], [-69.21863766140018, 0.9856765812174331], [-69.25243404811906, 0.6026508650700748], [-69.45239600287246, 0.7061587589506929], [-70.01556576198931, 0.5414142928042054], [-70.02065589057005, -0.18515634521953928], [-69.5770653957766, -0.549991957200163], [-69.42048580593223, -1.1226185034264091], [-69.44410193548961, -1.5562871232198177], [-69.89363521999663, -4.2981869441943275], [-70.39404395209499, -3.7665914852078255], [-70.69268205430971, -3.742872002785859], [-70.04770850287485, -2.725156345229699], [-70.81347571479196, -2.2568645158007428], [-71.41364579942979, -2.3428024227021282], [-71.7747607082854, -2.169789727388938], [-72.32578650581365, -2.434218031426454], [-73.07039221870724, -2.3089543595509525], [-73.6595035468346, -1.2604912247811342], [-74.12239518908906, -1.002832533373848], [-74.44160051135597, -0.5308200008198867], [-75.10662451852008, -0.05720549886486026], [-75.37322323271385, -0.1520317521204504], [-75.8014658271166, 0.08480133707320192], [-76.29231441924097, 0.4160472680641192], [-76.5763797675494, 0.256935533037435], [-77.4249843004304, 0.395686753741117], [-77.66861284047044, 0.8258930525709616], [-77.85506140817952, 0.8099250349927729], [-78.85525875518871, 1.380923773601822], [-78.99093522817104, 1.6913699405952514], [-78.61783138702371, 1.766404120283056], [-78.66211808949785, 2.2673554549204766], [-78.42761043975733, 2.629555568854215], [-77.93154252797149, 2.6966057397529255], [-77.51043128122501, 3.325016994638247], [-77.12768978545526, 3.8496361352653565], [-77.49627193877703, 4.087606105969428], [-77.3076012844794, 4.6679841170394525], [-77.53322058786573, 5.582811997902497], [-77.31881507028675, 5.84535411216136], [-77.47666073272228, 6.691116441266303], [-77.88157141794525, 7.223771267114785], [-77.7534138658614, 7.709839789252143], [-77.43110795765699, 7.638061224798734], [-77.24256649444008, 7.935278225125444], [-77.47472286651133, 8.524286200388218], [-77.35336076527386, 8.67050466555807], [-76.83667395700357, 8.638749497914716], [-76.08638383655786, 9.336820583529487], [-75.67460018584006, 9.443248195834599], [-75.66470414905618, 9.774003200718738], [-75.48042599150335, 10.618990383339309], [-74.90689510771199, 11.083044745320322], [-74.27675269234489, 11.102035834187587], [-74.1972226630477, 11.310472723836867], [-73.41476396350029, 11.22701528568548], [-72.62783525255963, 11.731971543825523], [-72.23819495307892, 11.955549628136326], [-71.75409013536864, 12.437303168177309], [-71.3998223537917, 12.376040757695293], [-71.13746110704588, 12.112981879113505], [-71.3315836249503, 11.776284084515808], [-71.97392167833829, 11.60867157637712], [-72.22757544624294, 11.10870209395324], [-72.61465776232521, 10.821975409381778], [-72.9052860175347, 10.450344346554772], [-73.02760413276957, 9.736770331252444], [-73.30495154488005, 9.151999823437606], [-72.7887298245004, 9.085027167187334], [-72.6604947577681, 8.625287787302682], [-72.43986223009796, 8.405275376820029], [-72.36090064155597, 8.002638454617895], [-72.47967892117885, 7.632506008327354], [-72.44448727078807, 7.423784898300482], [-72.19835242378188, 7.340430813013683], [-71.96017574734864, 6.991614895043539], [-70.67423356798152, 7.087784735538719], [-70.09331295437242, 6.96037649172311], [-69.38947994655712, 6.0998605411988365], [-68.98531856960236, 6.206804917826858], [-68.26505245631823, 6.153268133972475], [-67.69508724635502, 6.267318020040647], [-67.34143958196557, 6.095468044454023], [-67.52153194850275, 5.556870428891969], [-67.74469662135522, 5.221128648291668], [-67.82301225449355, 4.503937282728899], [-67.62183590358129, 3.8394817163199946], [-67.33756384954368, 3.5423422306417223], [-67.30317318385345, 3.31845408773718], [-67.8099381171237, 2.820655015469569], [-67.44709204778631, 2.6002808699608693], [-67.18129431829307, 2.250638129074062], [-66.87632585312258, 1.253360500489336]]]}}, {\\\"id\\\": \\\"33\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Panama\\\", \\\"country_code\\\": \\\"PAN\\\", \\\"orders_count\\\": 199.0, \\\"rfm_sum\\\": 12.3659793814433}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-77.35336076527386, 8.67050466555807], [-77.47472286651133, 8.524286200388218], [-77.24256649444008, 7.935278225125444], [-77.43110795765699, 7.638061224798734], [-77.7534138658614, 7.709839789252143], [-77.88157141794525, 7.223771267114785], [-78.21493608266012, 7.512254950384161], [-78.42916073272607, 8.052041123888927], [-78.18209570993864, 8.319182440621773], [-78.4354652574657, 8.38770538984079], [-78.62212053090394, 8.718124497915028], [-79.12030717641375, 8.996092027213024], [-79.55787736684519, 8.932374986197146], [-79.76057817251005, 8.5845150822244], [-80.16448116730334, 8.333315944853595], [-80.38265906443962, 8.298408514840432], [-80.4806892564973, 8.09030752200107], [-80.00368994822716, 7.547524115423372], [-80.276670701809, 7.419754136581716], [-80.42115800649708, 7.271571966984765], [-80.8864009264208, 7.220541490096537], [-81.05954281281473, 7.817921047390597], [-81.18971574575795, 7.64790558515034], [-81.51951473664468, 7.706610012233909], [-81.72131120474447, 8.108962714058435], [-82.13144120962892, 8.175392767769637], [-82.39093441438257, 8.29236237226229], [-82.82008134635042, 8.290863755725823], [-82.85095801464482, 8.073822740099956], [-82.96578304719736, 8.225027980985985], [-82.91317643912421, 8.42351715741907], [-82.82977067740516, 8.62629547773237], [-82.86865719270477, 8.807266343618522], [-82.71918311230053, 8.925708726431495], [-82.92715491405916, 9.074330145702916], [-82.93289099804358, 9.476812038608173], [-82.54619625520348, 9.566134751824677], [-82.18712256542341, 9.20744863528678], [-82.20758643261097, 8.9955752628901], [-81.80856686066929, 8.950616766796173], [-81.71415401887204, 9.031955471223583], [-81.43928707551154, 8.786234035675719], [-80.94730160187676, 8.858503526235907], [-80.52190121125008, 9.111072089062432], [-79.91459977895599, 9.31276520429762], [-79.57330278188431, 9.611610012241528], [-79.02119177927793, 9.552931423374105], [-79.05845048696037, 9.454565334506526], [-78.50088762074719, 9.420458889193881], [-78.05592770049802, 9.2477304142583], [-77.72951351592641, 8.946844387238869], [-77.35336076527386, 8.67050466555807]]]}}, {\\\"id\\\": \\\"34\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Costa Rica\\\", \\\"country_code\\\": \\\"CRI\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-82.54619625520348, 9.566134751824677], [-82.93289099804358, 9.476812038608173], [-82.92715491405916, 9.074330145702916], [-82.71918311230053, 8.925708726431495], [-82.86865719270477, 8.807266343618522], [-82.82977067740516, 8.62629547773237], [-82.91317643912421, 8.42351715741907], [-82.96578304719736, 8.225027980985985], [-83.50843726269431, 8.446926581247283], [-83.71147396516908, 8.656836249216866], [-83.59631303580665, 8.830443223501419], [-83.63264156770784, 9.051385809765321], [-83.90988562695374, 9.29080272057358], [-84.30340165885636, 9.487354030795714], [-84.64764421256866, 9.61553742109571], [-84.71335079622777, 9.908051866083852], [-84.97566036654133, 10.086723130733006], [-84.91137488477024, 9.795991522658923], [-85.11092342806532, 9.55703969974131], [-85.33948828809227, 9.83454214114866], [-85.66078650586698, 9.933347479690724], [-85.79744483106285, 10.134885565629034], [-85.79170874707843, 10.439337266476613], [-85.65931372754667, 10.75433095951172], [-85.94172543002176, 10.895278428587801], [-85.7125404528073, 11.088444932494824], [-85.5618519762442, 11.217119248901597], [-84.90300330273895, 10.952303371621896], [-84.67306901725627, 11.082657172078143], [-84.35593075228104, 10.999225572142905], [-84.19017859570485, 10.793450018756674], [-83.89505449088595, 10.726839097532446], [-83.65561174186158, 10.938764146361422], [-83.40231970898296, 10.395438137244653], [-83.01567664257517, 9.992982082555557], [-82.54619625520348, 9.566134751824677]]]}}, {\\\"id\\\": \\\"35\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Nicaragua\\\", \\\"country_code\\\": \\\"NIC\\\", \\\"orders_count\\\": 315.0, \\\"rfm_sum\\\": 12.43485342019544}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-83.65561174186158, 10.938764146361422], [-83.89505449088595, 10.726839097532446], [-84.19017859570485, 10.793450018756674], [-84.35593075228104, 10.999225572142905], [-84.67306901725627, 11.082657172078143], [-84.90300330273895, 10.952303371621896], [-85.5618519762442, 11.217119248901597], [-85.7125404528073, 11.088444932494824], [-86.05848832878526, 11.403438625529944], [-86.52584998243296, 11.806876532432597], [-86.74599158399633, 12.143961900272487], [-87.16751624220116, 12.458257961471658], [-87.66849341505471, 12.909909979702633], [-87.55746660027562, 13.064551703336065], [-87.39238623731923, 12.914018256069838], [-87.31665442579549, 12.984685777228975], [-87.00576900912758, 13.025794379117158], [-86.88055701368438, 13.254204209847217], [-86.7338217841916, 13.263092556201443], [-86.75508663607971, 13.754845485890913], [-86.52070817741992, 13.778487453664468], [-86.31214209668993, 13.77135610600817], [-86.09626380079061, 14.038187364147234], [-85.80129472526859, 13.83605499923759], [-85.69866533073696, 13.960078436738002], [-85.51441301140028, 14.079011745657908], [-85.16536454948482, 14.354369615125051], [-85.14875057650296, 14.560196844943617], [-85.05278744173694, 14.551541042534723], [-84.9245006985724, 14.79049286545235], [-84.82003679069436, 14.81958669683267], [-84.64958207877964, 14.666805324761867], [-84.4493359036486, 14.621614284722511], [-84.22834164095241, 14.74876414637663], [-83.97572140169359, 14.749435939996488], [-83.62858496777292, 14.880073960830302], [-83.48998877636612, 15.016267198135537], [-83.14721900097413, 14.99582916916411], [-83.23323442252394, 14.899866034398102], [-83.2841615465476, 14.6766238468972], [-83.18212643098728, 14.31070302983845], [-83.41249996614445, 13.970077826386557], [-83.51983191601468, 13.567699286345883], [-83.55220720084554, 13.127054348193086], [-83.49851538769427, 12.869292303921227], [-83.47332312695198, 12.419087225794428], [-83.62610449902292, 12.320850328007566], [-83.71961300325506, 11.893124497927728], [-83.65085751009072, 11.62903209070012], [-83.8554703437504, 11.373311265503787], [-83.80893571647155, 11.103043524617275], [-83.65561174186158, 10.938764146361422]]]}}, {\\\"id\\\": \\\"36\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Honduras\\\", \\\"country_code\\\": \\\"HND\\\", \\\"orders_count\\\": 349.0, \\\"rfm_sum\\\": 12.475455820476858}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-83.14721900097413, 14.99582916916411], [-83.48998877636612, 15.016267198135537], [-83.62858496777292, 14.880073960830302], [-83.97572140169359, 14.749435939996488], [-84.22834164095241, 14.74876414637663], [-84.4493359036486, 14.621614284722511], [-84.64958207877964, 14.666805324761867], [-84.82003679069436, 14.81958669683267], [-84.9245006985724, 14.79049286545235], [-85.05278744173694, 14.551541042534723], [-85.14875057650296, 14.560196844943617], [-85.16536454948482, 14.354369615125051], [-85.51441301140028, 14.079011745657908], [-85.69866533073696, 13.960078436738002], [-85.80129472526859, 13.83605499923759], [-86.09626380079061, 14.038187364147234], [-86.31214209668993, 13.77135610600817], [-86.52070817741992, 13.778487453664468], [-86.75508663607971, 13.754845485890913], [-86.7338217841916, 13.263092556201443], [-86.88055701368438, 13.254204209847217], [-87.00576900912758, 13.025794379117158], [-87.31665442579549, 12.984685777228975], [-87.48940873894713, 13.297534898323931], [-87.79311113152657, 13.384480495655055], [-87.7235029772294, 13.785050360565506], [-87.85951534702161, 13.893312486217098], [-88.06534257684014, 13.964625962779778], [-88.50399797234971, 13.845485948130857], [-88.541230841816, 13.980154730683479], [-88.84307288283284, 14.14050670008517], [-89.05851192905766, 14.340029405164087], [-89.35332597528281, 14.424132798719086], [-89.14553504103719, 14.678019110569153], [-89.22522009963127, 14.874286200413621], [-89.15481096063357, 15.06641917567481], [-88.68067969435563, 15.346247056535304], [-88.22502275262202, 15.727722479713904], [-88.12115312371537, 15.688655096901357], [-87.90181250685242, 15.864458319558196], [-87.61568010125234, 15.878798529519202], [-87.52292090528846, 15.797278957578783], [-87.36776241733213, 15.846940009011291], [-86.90319129102818, 15.75671295822957], [-86.44094560417739, 15.782835394753192], [-86.11923397494434, 15.893448798073962], [-86.00195431185784, 16.00540578863439], [-85.68331743034628, 15.953651841693954], [-85.44400387240256, 15.885749009662447], [-85.18244361035721, 15.909158433490632], [-84.98372188997882, 15.995923163308703], [-84.52697974316715, 15.857223619037427], [-84.36825558138258, 15.835157782448732], [-84.06305457226682, 15.648244126849136], [-83.77397661002612, 15.424071763566872], [-83.41038123242038, 15.270902818253774], [-83.14721900097413, 14.99582916916411]]]}}, {\\\"id\\\": \\\"37\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"El Salvador\\\", \\\"country_code\\\": \\\"SLV\\\", \\\"orders_count\\\": 375.0, \\\"rfm_sum\\\": 12.28125}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-89.35332597528281, 14.424132798719086], [-89.05851192905766, 14.340029405164087], [-88.84307288283284, 14.14050670008517], [-88.541230841816, 13.980154730683479], [-88.50399797234971, 13.845485948130857], [-88.06534257684014, 13.964625962779778], [-87.85951534702161, 13.893312486217098], [-87.7235029772294, 13.785050360565506], [-87.79311113152657, 13.384480495655055], [-87.90411210808952, 13.149016831917137], [-88.48330156121682, 13.163951320849492], [-88.84322791212972, 13.259733588102478], [-89.2567427233293, 13.458532823129303], [-89.81239356154767, 13.520622056527998], [-90.09555457229098, 13.735337632700734], [-90.0646779039966, 13.881969509328925], [-89.72193396682073, 14.134228013561696], [-89.53421932652051, 14.244815578666305], [-89.58734269891656, 14.36258616785949], [-89.35332597528281, 14.424132798719086]]]}}, {\\\"id\\\": \\\"38\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Guatemala\\\", \\\"country_code\\\": \\\"GTM\\\", \\\"orders_count\\\": 266.0, \\\"rfm_sum\\\": 12.408829174664108}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-92.22775000686983, 14.538828640190928], [-92.20322953974733, 14.830102850804069], [-92.08721594925207, 15.064584662328441], [-92.2292486234063, 15.251446641495875], [-91.74796017125595, 16.066564846251765], [-90.46447262242266, 16.069562079324655], [-90.43886695022204, 16.410109768128095], [-90.60084672724093, 16.47077789963879], [-90.71182186558772, 16.687483018454728], [-91.08167009150065, 16.918476670799407], [-91.45392127151516, 17.252177232324172], [-91.00226925328421, 17.25465770107418], [-91.00151994501596, 17.81759491624571], [-90.06793351923098, 17.819326076727478], [-89.14308041050333, 17.808318996649405], [-89.15080603713095, 17.015576687075836], [-89.22912167026928, 15.886937567605171], [-88.93061275913527, 15.887273464415076], [-88.60458614780585, 15.70638011317736], [-88.51836402052686, 15.855389105690975], [-88.22502275262202, 15.727722479713904], [-88.68067969435563, 15.346247056535304], [-89.15481096063357, 15.06641917567481], [-89.22522009963127, 14.874286200413621], [-89.14553504103719, 14.678019110569153], [-89.35332597528281, 14.424132798719086], [-89.58734269891656, 14.36258616785949], [-89.53421932652051, 14.244815578666305], [-89.72193396682073, 14.134228013561696], [-90.0646779039966, 13.881969509328925], [-90.09555457229098, 13.735337632700734], [-90.60862403030085, 13.909771429901951], [-91.23241024449605, 13.927832342987957], [-91.68974667027913, 14.126218166556455], [-92.22775000686983, 14.538828640190928]]]}}, {\\\"id\\\": \\\"39\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Belize\\\", \\\"country_code\\\": \\\"BLZ\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-89.14308041050333, 17.808318996649405], [-89.15090938999553, 17.95546763760042], [-89.02985734735182, 18.001511338772488], [-88.84834387892661, 17.883198147040233], [-88.49012285027935, 18.486830552641607], [-88.3000310940937, 18.4999822046599], [-88.29633622918482, 18.35327281338327], [-88.10681291375438, 18.348673610909287], [-88.1234785631685, 18.07667470954101], [-88.2853549873228, 17.644142971258034], [-88.19786678745265, 17.489475409408456], [-88.30264075392444, 17.131693630435663], [-88.23951799187991, 17.036066392479555], [-88.35542822951057, 16.530774237529627], [-88.55182451043585, 16.265467434143147], [-88.73243364129594, 16.233634751851355], [-88.93061275913527, 15.887273464415076], [-89.22912167026928, 15.886937567605171], [-89.15080603713095, 17.015576687075836], [-89.14308041050333, 17.808318996649405]]]}}, {\\\"id\\\": \\\"40\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Venezuela\\\", \\\"country_code\\\": \\\"VEN\\\", \\\"orders_count\\\": 96.0, \\\"rfm_sum\\\": 12.530927835051546}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-60.73357418480372, 5.200277207861901], [-60.601179165271944, 4.91809804933213], [-60.96689327660154, 4.536467596856639], [-62.08542965355913, 4.162123521334308], [-62.804533047116706, 4.006965033377952], [-63.093197597899106, 3.7705711938587854], [-63.88834286157416, 4.020530096854571], [-64.62865943058755, 4.14848094320925], [-64.81606401229402, 4.056445217297423], [-64.3684944322141, 3.797210394705246], [-64.40882788761792, 3.126786200366624], [-64.2699991522658, 2.497005520025567], [-63.42286739770512, 2.4110676131241746], [-63.368788011311665, 2.200899562993129], [-64.08308549666609, 1.9163691267940803], [-64.19930579289051, 1.49285492594602], [-64.61101192895987, 1.3287305769870417], [-65.35471330428837, 1.0952822941085003], [-65.54826738143757, 0.7892544620760303], [-66.32576514348496, 0.7244522159820121], [-66.87632585312258, 1.253360500489336], [-67.18129431829307, 2.250638129074062], [-67.44709204778631, 2.6002808699608693], [-67.8099381171237, 2.820655015469569], [-67.30317318385345, 3.31845408773718], [-67.33756384954368, 3.5423422306417223], [-67.62183590358129, 3.8394817163199946], [-67.82301225449355, 4.503937282728899], [-67.74469662135522, 5.221128648291668], [-67.52153194850275, 5.556870428891969], [-67.34143958196557, 6.095468044454023], [-67.69508724635502, 6.267318020040647], [-68.26505245631823, 6.153268133972475], [-68.98531856960236, 6.206804917826858], [-69.38947994655712, 6.0998605411988365], [-70.09331295437242, 6.96037649172311], [-70.67423356798152, 7.087784735538719], [-71.96017574734864, 6.991614895043539], [-72.19835242378188, 7.340430813013683], [-72.44448727078807, 7.423784898300482], [-72.47967892117885, 7.632506008327354], [-72.36090064155597, 8.002638454617895], [-72.43986223009796, 8.405275376820029], [-72.6604947577681, 8.625287787302682], [-72.7887298245004, 9.085027167187334], [-73.30495154488005, 9.151999823437606], [-73.02760413276957, 9.736770331252444], [-72.9052860175347, 10.450344346554772], [-72.61465776232521, 10.821975409381778], [-72.22757544624294, 11.10870209395324], [-71.97392167833829, 11.60867157637712], [-71.3315836249503, 11.776284084515808], [-71.36000566271082, 11.539993597861212], [-71.94704993354651, 11.423282375530022], [-71.62086829292019, 10.969459947142795], [-71.63306393094109, 10.446494452349029], [-72.07417395698451, 9.865651353388373], [-71.69564409044654, 9.072263088411248], [-71.26455929226773, 9.137194525585983], [-71.03999935574339, 9.859992784052409], [-71.35008378771079, 10.211935126176215], [-71.40062333849224, 10.968969021036015], [-70.15529883490652, 11.37548167566004], [-70.29384334988103, 11.846822414594214], [-69.94324459499683, 12.162307033736099], [-69.58430009629747, 11.459610907431212], [-68.88299923366445, 11.443384507691563], [-68.23327145045873, 10.885744126829946], [-68.19412655299763, 10.554653225135922], [-67.29624854192633, 10.54586823164631], [-66.227864142508, 10.648626817258688], [-65.65523759628175, 10.200798855017323], [-64.89045223657817, 10.0772146671913], [-64.32947872583374, 10.38959870039568], [-64.31800655786495, 10.64141795495398], [-63.07932247582873, 10.7017243514386], [-61.880946010980196, 10.715625311725104], [-62.73011898461641, 10.420268662960906], [-62.388511928950976, 9.94820445397464], [-61.58876746280194, 9.873066921422264], [-60.83059668643172, 9.381339829948942], [-60.67125240745973, 8.580174261911878], [-60.15009558779618, 8.602756862823426], [-59.758284878159195, 8.367034816924047], [-60.5505879380582, 7.779602972846178], [-60.637972785063766, 7.4149999048108555], [-60.2956680975624, 7.043911444522919], [-60.54399919294099, 6.856584377464883], [-61.15933631045648, 6.696077378766319], [-61.13941504580795, 6.234296779806144], [-61.410302903881956, 5.959068101419618], [-60.73357418480372, 5.200277207861901]]]}}, {\\\"id\\\": \\\"41\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Guyana\\\", \\\"country_code\\\": \\\"GUY\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-56.539385748914555, 1.8995226098669207], [-56.78270423036083, 1.8637108422886541], [-57.335822923396904, 1.9485377058957594], [-57.66097103537737, 1.6825849471056387], [-58.11344987652502, 1.5071951359070253], [-58.429477098205965, 1.4639419620787208], [-58.540012986878295, 1.2680882836925207], [-59.03086157900265, 1.3176976586927225], [-59.64604366722126, 1.786893825686789], [-59.71854570172675, 2.2496304386443597], [-59.97452490908456, 2.755232652188056], [-59.815413174057866, 3.6064985213320853], [-59.53803992373123, 3.9588025984819377], [-59.767405768458715, 4.423502915866607], [-60.11100236676738, 4.574966538914083], [-59.980958624904886, 5.014061184098139], [-60.21368343773133, 5.244486395687602], [-60.73357418480372, 5.200277207861901], [-61.410302903881956, 5.959068101419618], [-61.13941504580795, 6.234296779806144], [-61.15933631045648, 6.696077378766319], [-60.54399919294099, 6.856584377464883], [-60.2956680975624, 7.043911444522919], [-60.637972785063766, 7.4149999048108555], [-60.5505879380582, 7.779602972846178], [-59.758284878159195, 8.367034816924047], [-59.10168412945866, 7.999201971870492], [-58.48296220562806, 7.347691351750697], [-58.45487606467742, 6.832787380394464], [-58.078103196837375, 6.809093736188643], [-57.542218593970645, 6.321268215353356], [-57.14743648947689, 5.973149929219161], [-57.307245856339506, 5.073566595882227], [-57.91428890647214, 4.812626451024414], [-57.8602095200787, 4.57680105226045], [-58.04469438336068, 4.0608635522583825], [-57.60156897645787, 3.3346546492606848], [-57.28143347840971, 3.3334919295341194], [-57.15009782573991, 2.7689269067454063], [-56.539385748914555, 1.8995226098669207]]]}}, {\\\"id\\\": \\\"42\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Suriname\\\", \\\"country_code\\\": \\\"SUR\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-54.524754197799716, 2.3118488631237852], [-55.09758744975514, 2.5237480737366127], [-55.569755011606, 2.4215062524471307], [-55.973322109589375, 2.510363877773017], [-56.0733418442903, 2.2207949894254995], [-55.905600145070885, 2.0219957543986595], [-55.995698004771754, 1.8176671411166012], [-56.539385748914555, 1.8995226098669207], [-57.15009782573991, 2.7689269067454063], [-57.28143347840971, 3.3334919295341194], [-57.60156897645787, 3.3346546492606848], [-58.04469438336068, 4.0608635522583825], [-57.8602095200787, 4.57680105226045], [-57.91428890647214, 4.812626451024414], [-57.307245856339506, 5.073566595882227], [-57.14743648947689, 5.973149929219161], [-55.9493184067898, 5.772877915872002], [-55.841779751190415, 5.95312531170606], [-55.033250291551774, 6.025291449401664], [-53.9580446030709, 5.756548163267765], [-54.47863298197923, 4.896755682795586], [-54.399542202356514, 4.212611395683467], [-54.00693050801901, 3.6200377465925584], [-54.181726040246275, 3.1897797713304215], [-54.2697051662232, 2.7323916691150463], [-54.524754197799716, 2.3118488631237852]]]}}, {\\\"id\\\": \\\"43\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"France\\\", \\\"country_code\\\": \\\"FRA\\\", \\\"orders_count\\\": 1237.0, \\\"rfm_sum\\\": 12.373776223776224}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[-51.65779741067889, 4.156232408053029], [-52.249337531123956, 3.241094468596245], [-52.55642473001842, 2.504705308437053], [-52.939657151894956, 2.1248576928756364], [-53.41846513529531, 2.0533891870159806], [-53.554839240113544, 2.334896551925951], [-53.77852067728892, 2.3767027856500818], [-54.08806250671725, 2.105556545414629], [-54.524754197799716, 2.3118488631237852], [-54.2697051662232, 2.7323916691150463], [-54.181726040246275, 3.1897797713304215], [-54.00693050801901, 3.6200377465925584], [-54.399542202356514, 4.212611395683467], [-54.47863298197923, 4.896755682795586], [-53.9580446030709, 5.756548163267765], [-53.618452928264844, 5.6465290389183735], [-52.88214128275409, 5.409850979021584], [-51.8233428615259, 4.565768133966131], [-51.65779741067889, 4.156232408053029]]], [[[6.186320428094177, 49.463802802114515], [6.658229607783568, 49.20195831969157], [8.099278598674744, 49.01778351500333], [7.593676385131062, 48.33301911070372], [7.466759067422231, 47.62058197691181], [7.192202182655507, 47.44976552997102], [6.736571079138059, 47.541801255882845], [6.768713820023606, 47.2877082383037], [6.037388950229001, 46.725778713561866], [6.022609490593538, 46.27298981382047], [6.5000997249704255, 46.42967275652944], [6.843592970414505, 45.99114655210061], [6.802355177445605, 45.70857982032864], [7.096652459347837, 45.33309886329589], [6.749955275101655, 45.02851797136758], [7.007562290076635, 44.25476675066136], [7.549596388386107, 44.12790110938481], [7.435184767291872, 43.69384491634922], [6.52924523278304, 43.128892320318315], [4.556962517931424, 43.399650987311595], [3.1004105973526634, 43.075200507167054], [2.9859989762584576, 42.47301504166986], [1.8267932470871528, 42.34338471126569], [0.7015906103638941, 42.795734361332606], [0.3380469091905809, 42.57954600683955], [-1.502770961910528, 43.03401439063043], [-1.901351284177764, 43.42280202897834], [-1.384225226232985, 44.022610378590116], [-1.1937975732374184, 46.01491771095486], [-2.2257242496738456, 47.06436269793822], [-2.9632761295596026, 47.57032664650795], [-4.4915549381594815, 47.954954332056374], [-4.592349819344776, 48.68416046812699], [-3.295813971357802, 48.90169240985963], [-1.6165107893849608, 48.64442129169454], [-1.933494025063311, 49.776341864615745], [-0.98946895995536, 49.34737580016091], [1.3387610205226963, 50.12717316344526], [1.6390010921384996, 50.9466063502975], [2.5135730322461427, 51.14850617126183], [2.658422071960274, 50.796848049515745], [3.1232515804256877, 50.78036326761455], [3.588184441755658, 50.37899241800356], [4.2860229834250845, 49.907496649772554], [4.799221632515724, 49.98537303323637], [5.674051954784829, 49.529483547557504], [5.897759230176348, 49.44266714130711], [6.186320428094177, 49.463802802114515]]], [[[8.746009148807559, 42.62812185319392], [9.390000848028876, 43.00998484961471], [9.560016310269134, 42.15249197037952], [9.229752231491773, 41.380006822264455], [8.775723097375362, 41.58361196549443], [8.544212680707773, 42.25651662858306], [8.746009148807559, 42.62812185319392]]]]}}, {\\\"id\\\": \\\"44\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Ecuador\\\", \\\"country_code\\\": \\\"ECU\\\", \\\"orders_count\\\": 24.0, \\\"rfm_sum\\\": 12.375}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-75.37322323271385, -0.1520317521204504], [-75.23372270374195, -0.9114169246495294], [-75.54499569365204, -1.5616097957458803], [-76.63539425322672, -2.6086776668438176], [-77.83790483265861, -3.003020521663103], [-78.45068396677564, -3.873096612161376], [-78.63989722361234, -4.547784112164074], [-79.20528906931773, -4.959128513207389], [-79.62497921417618, -4.454198093283495], [-80.02890804718561, -4.3460909969288934], [-80.44224199087216, -4.425724379090674], [-80.46929460317695, -4.0592867977089995], [-80.18401485870967, -3.8211617977080437], [-80.30256059438722, -3.4048564591647126], [-79.77029334178093, -2.65751189535964], [-79.98655921092242, -2.220794366061014], [-80.36878394236925, -2.6851587866357884], [-80.96776546906436, -2.246942640800704], [-80.76480628123804, -1.9650477026485331], [-80.93365902375172, -1.057454522306358], [-80.58337032746127, -0.9066626928786832], [-80.39932471385376, -0.28370330160014134], [-80.02089820018037, 0.3603400740534682], [-80.09060970734211, 0.7684288598623965], [-79.5427620103998, 0.982937730305963], [-78.85525875518871, 1.380923773601822], [-77.85506140817952, 0.8099250349927729], [-77.66861284047044, 0.8258930525709616], [-77.4249843004304, 0.395686753741117], [-76.5763797675494, 0.256935533037435], [-76.29231441924097, 0.4160472680641192], [-75.8014658271166, 0.08480133707320192], [-75.37322323271385, -0.1520317521204504]]]}}, {\\\"id\\\": \\\"45\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Puerto Rico\\\", \\\"country_code\\\": \\\"PRI\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-66.28243445500821, 18.514761664295364], [-65.7713028632093, 18.426679185453878], [-65.59100379094295, 18.228034979723915], [-65.84716386581377, 17.97590566657186], [-66.59993445500949, 17.981822618069273], [-67.18416236028527, 17.946553453030077], [-67.24242753769435, 18.374460150622937], [-67.10067908391774, 18.52060110114435], [-66.28243445500821, 18.514761664295364]]]}}, {\\\"id\\\": \\\"46\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Jamaica\\\", \\\"country_code\\\": \\\"JAM\\\", \\\"orders_count\\\": 15.0, \\\"rfm_sum\\\": 13.451612903225806}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-77.56960079619921, 18.490525417550487], [-76.89661861846213, 18.400866807524082], [-76.36535905628554, 18.160700588447597], [-76.19965857614164, 17.886867173732966], [-76.9025614081757, 17.868237819891746], [-77.20634131540348, 17.70111623785982], [-77.76602291534061, 17.86159739834224], [-78.33771928578561, 18.225967922432233], [-78.21772661000388, 18.454532782459196], [-77.79736467152563, 18.524218451404778], [-77.56960079619921, 18.490525417550487]]]}}, {\\\"id\\\": \\\"47\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Cuba\\\", \\\"country_code\\\": \\\"CUB\\\", \\\"orders_count\\\": 369.0, \\\"rfm_sum\\\": 12.319060773480663}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-82.26815121125706, 23.188610744717707], [-81.40445716014683, 23.117271429938782], [-80.6187686835812, 23.105980129483], [-79.67952368846025, 22.76530324959883], [-79.28148596873208, 22.399201565027056], [-78.34743445505649, 22.512166246017088], [-77.99329586456028, 22.277193508385935], [-77.14642249216105, 21.657851467367834], [-76.52382483590856, 21.206819566324373], [-76.19462012399319, 21.220565497314013], [-75.59822241891267, 21.016624457274133], [-75.67106035022806, 20.735091254148003], [-74.9338960435845, 20.693905137611385], [-74.17802486845126, 20.28462779385974], [-74.29664811877726, 20.05037852628068], [-74.96159461129294, 19.92343537035569], [-75.63468014189459, 19.873774318923196], [-76.323656175426, 19.95289093676206], [-77.75548092315307, 19.855480861891877], [-77.08510840524674, 20.413353786698792], [-77.49265458851661, 20.673105373613893], [-78.13729224314159, 20.739948838783434], [-78.48282670766119, 21.02861338956585], [-78.71986650258401, 21.598113511638434], [-79.28499996612794, 21.5591753199065], [-80.21747534861865, 21.827324327069036], [-80.51753455272141, 22.03707896574176], [-81.82094336620318, 22.19205658618507], [-82.16999182811864, 22.387109279870753], [-81.79500179719267, 22.636964830001958], [-82.77589799674085, 22.688150336187064], [-83.49445878775936, 22.16851797127613], [-83.90880042187563, 22.154565334557333], [-84.05215084505326, 21.910575059491254], [-84.54703019889638, 21.801227728761646], [-84.97491105827311, 21.89602814380109], [-84.44706214062776, 22.204949856041907], [-84.23035702181178, 22.565754706303764], [-83.7782399156902, 22.788118394455694], [-83.26754757356575, 22.983041897060644], [-82.51043616405751, 23.078746649665188], [-82.26815121125706, 23.188610744717707]]]}}, {\\\"id\\\": \\\"48\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Zimbabwe\\\", \\\"country_code\\\": \\\"ZWE\\\", \\\"orders_count\\\": 42.0, \\\"rfm_sum\\\": 6.575}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[31.19140913262129, -22.2515096981724], [30.65986535006709, -22.151567478119915], [30.322883335091774, -22.271611830333935], [29.839036899542972, -22.102216485281176], [29.43218834810904, -22.091312758067588], [28.794656202924216, -21.63945403410745], [28.021370070108617, -21.485975030200585], [27.72722781750326, -20.851801853114715], [27.724747348753255, -20.49905852629039], [27.296504754350508, -20.391519870691], [26.164790887158485, -19.29308562589494], [25.85039147309473, -18.714412937090536], [25.649163445750162, -18.53602589281899], [25.264225701608012, -17.736539808831417], [26.381935255648926, -17.8460421688579], [26.70677330903564, -17.961228936436484], [27.044427117630732, -17.938026218337434], [27.59824344250276, -17.290830580314008], [28.467906121542683, -16.468400160388846], [28.8258687680285, -16.389748630440614], [28.947463413211267, -16.04305144619444], [29.516834344203147, -15.644677829656388], [30.27425581230511, -15.507786960515213], [30.338954705534544, -15.880839125230246], [31.17306399915768, -15.860943698797874], [31.636498243951195, -16.071990248277885], [31.8520406430406, -16.319417006091378], [32.32823896661023, -16.392074069893752], [32.847638787575846, -16.713398125884616], [32.84986087416439, -17.97905730557718], [32.65488569512715, -18.672089939043495], [32.61199425632489, -19.419382826416275], [32.772707960752626, -19.715592136313298], [32.65974327976258, -20.304290052982317], [32.50869306817344, -20.395292250248307], [32.244988234188014, -21.116488539313693], [31.19140913262129, -22.2515096981724]]]}}, {\\\"id\\\": \\\"49\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Botswana\\\", \\\"country_code\\\": \\\"BWA\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[29.43218834810904, -22.091312758067588], [28.01723595552525, -22.82775359465908], [27.119409620886245, -23.574323011979775], [26.786406691197413, -24.240690606383485], [26.4857532081233, -24.616326592713104], [25.94165205252216, -24.69637338633322], [25.76584882986521, -25.17484547292368], [25.66466637543772, -25.486816094669713], [25.025170525825786, -25.7196700985769], [24.211266717228796, -25.670215752873574], [23.73356977712271, -25.390129489851617], [23.312096795350186, -25.26868987396572], [22.8242712745149, -25.50045867279477], [22.57953169118059, -25.979447523708146], [22.105968865657868, -26.280256036079138], [21.605896030369394, -26.726533705351756], [20.88960900237174, -26.828542982695915], [20.66647016773544, -26.477453301704923], [20.75860924651184, -25.86813648855145], [20.16572553882719, -24.91796192800077], [19.895767856534434, -24.76779021576059], [19.89545779794068, -21.84915699634787], [20.88113406747587, -21.814327080983148], [20.910641310314535, -18.252218926672022], [21.655040317478978, -18.219146010005225], [23.1968583513393, -17.869038181227786], [23.579005568137717, -18.28126108162006], [24.217364536239213, -17.88934701911849], [24.520705193792537, -17.887124932529936], [25.08444339366457, -17.661815687737374], [25.264225701608012, -17.736539808831417], [25.649163445750162, -18.53602589281899], [25.85039147309473, -18.714412937090536], [26.164790887158485, -19.29308562589494], [27.296504754350508, -20.391519870691], [27.724747348753255, -20.49905852629039], [27.72722781750326, -20.851801853114715], [28.021370070108617, -21.485975030200585], [28.794656202924216, -21.63945403410745], [29.43218834810904, -22.091312758067588]]]}}, {\\\"id\\\": \\\"50\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Namibia\\\", \\\"country_code\\\": \\\"NAM\\\", \\\"orders_count\\\": 5.0, \\\"rfm_sum\\\": 7.777777777777778}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[19.895767856534434, -24.76779021576059], [19.894734327888614, -28.461104831660776], [19.002127312911085, -28.972443129188868], [18.464899122804752, -29.04546192801728], [17.83615197110953, -28.85637786226132], [17.387497185951503, -28.78351409272978], [17.218928663815404, -28.35594329194681], [16.824017368240902, -28.08216155366447], [16.344976840895242, -28.5767050106977], [15.601818068105816, -27.821247247022804], [15.21047244635946, -27.090955905874047], [14.989710727608553, -26.117371921495156], [14.743214145576331, -25.39292001719538], [14.408144158595833, -23.853014011329847], [14.385716586981149, -22.65665292734069], [14.257714064194175, -22.111208184499958], [13.86864220546866, -21.699036960539978], [13.35249799973744, -20.872834161057504], [12.826845330464494, -19.673165785401665], [12.608564080463621, -19.0453488094877], [11.794918654028066, -18.069129327061916], [11.734198846085121, -17.301889336824473], [12.215461460019355, -17.111668389558083], [12.814081251688407, -16.94134286872407], [13.462362094789967, -16.971211846588773], [14.05850141770901, -17.423380629142663], [14.209706658595024, -17.35310068122572], [18.263309360434164, -17.309950860262006], [18.956186964603603, -17.789094740472258], [21.377176141045567, -17.930636488519696], [23.215048455506064, -17.523116143465984], [24.033861525170778, -17.295843194246324], [24.682349074001507, -17.353410739819473], [25.07695031098226, -17.57882333747662], [25.08444339366457, -17.661815687737374], [24.520705193792537, -17.887124932529936], [24.217364536239213, -17.88934701911849], [23.579005568137717, -18.28126108162006], [23.1968583513393, -17.869038181227786], [21.655040317478978, -18.219146010005225], [20.910641310314535, -18.252218926672022], [20.88113406747587, -21.814327080983148], [19.89545779794068, -21.84915699634787], [19.895767856534434, -24.76779021576059]]]}}, {\\\"id\\\": \\\"51\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Senegal\\\", \\\"country_code\\\": \\\"SEN\\\", \\\"orders_count\\\": 56.0, \\\"rfm_sum\\\": 6.883928571428571}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-16.71372880702347, 13.594958604379855], [-17.126106736712615, 14.373515733289224], [-17.62504269049066, 14.729540513564073], [-17.18517289882223, 14.919477240452862], [-16.700706346085923, 15.621527411354108], [-16.463098110407884, 16.13503611903846], [-16.12069007004193, 16.455662543193384], [-15.623666144258692, 16.369337063049812], [-15.135737270558819, 16.587282416240782], [-14.577347581428981, 16.59826365810281], [-14.099521450242179, 16.304302273010492], [-13.435737677453062, 16.03938304286619], [-12.830658331747516, 15.303691514542948], [-12.170750291380301, 14.616834214735505], [-12.12488745772126, 13.994727484589788], [-11.927716030311615, 13.422075100147396], [-11.55339779300543, 13.141213690641067], [-11.467899135778524, 12.754518947800975], [-11.51394283695059, 12.442987575729418], [-11.658300950557932, 12.386582749882836], [-12.203564825885634, 12.465647691289405], [-12.27859900557344, 12.354440008997287], [-12.499050665730564, 12.332089952031057], [-13.217818162478238, 12.575873521367967], [-13.700476040084325, 12.586182969610194], [-15.54847693527401, 12.628170070847347], [-15.816574266004254, 12.515567124883347], [-16.147716844130585, 12.547761542201187], [-16.677451951554573, 12.384851589401052], [-16.841524624081273, 13.15139394780256], [-15.931295945692211, 13.130284125211332], [-15.691000535534995, 13.270353094938457], [-15.511812506562933, 13.278569647672867], [-15.141163295949468, 13.509511623585238], [-14.712197231494628, 13.298206691943777], [-14.277701788784555, 13.280585028532244], [-13.844963344772408, 13.505041612192002], [-14.046992356817482, 13.79406789800045], [-14.376713833055788, 13.625680243377374], [-14.687030808968487, 13.630356960499784], [-15.08173539881382, 13.876491807505985], [-15.39877031092446, 13.86036876063092], [-15.624596320039942, 13.62358734786956], [-16.71372880702347, 13.594958604379855]]]}}, {\\\"id\\\": \\\"52\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Mali\\\", \\\"country_code\\\": \\\"MLI\\\", \\\"orders_count\\\": 22.0, \\\"rfm_sum\\\": 6.651162790697675}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-11.51394283695059, 12.442987575729418], [-11.467899135778524, 12.754518947800975], [-11.55339779300543, 13.141213690641067], [-11.927716030311615, 13.422075100147396], [-12.12488745772126, 13.994727484589788], [-12.170750291380301, 14.616834214735505], [-11.834207526079467, 14.79909699142894], [-11.666078253617854, 15.388208319556298], [-11.349095017939504, 15.411256008358478], [-10.650791388379417, 15.132745876521426], [-10.086846482778213, 15.330485744686271], [-9.700255092802706, 15.264107367407362], [-9.55023840985939, 15.486496893775438], [-5.537744309908447, 15.501689764869257], [-5.315277268891933, 16.20185374599184], [-5.488522508150439, 16.325102037007966], [-5.9711287093242476, 20.64083344164763], [-6.453786586930335, 24.956590684503425], [-4.923337368174231, 24.974574082941], [-1.5500548974576134, 22.792665920497384], [1.8232275732590324, 20.610809434486043], [2.06099083823392, 20.142233384679486], [2.683588494486429, 19.856230170160117], [3.1466610042539003, 19.693578599521445], [3.158133172222705, 19.057364203360038], [4.267419467800039, 19.155265204337], [4.2702099951438015, 16.852227484601215], [3.7234216650634835, 16.184283759012615], [3.6382589046464773, 15.568119818580456], [2.749992709981484, 15.409524847876696], [1.3855281917468576, 15.323561102759172], [1.0157833186984817, 14.96818227788799], [0.3748922054146817, 14.92890818934613], [-0.2662572900305804, 14.924308986872148], [-0.5158544580003479, 15.116157741755728], [-1.0663634912056636, 14.973815009007765], [-2.001035122068771, 14.559008287000893], [-2.1918245100903846, 14.246417548067356], [-2.9676944645205765, 13.79815033615151], [-3.1037068343127596, 13.541266791228594], [-3.522802700199861, 13.337661647998615], [-4.006390753587226, 13.472485459848116], [-4.28040503581488, 13.228443508349741], [-4.427166103523803, 12.542645575404295], [-5.220941941743121, 11.713858954307227], [-5.1978425765086484, 11.37514577885014], [-5.470564947929006, 10.951269842976048], [-5.404341599946974, 10.370736802609146], [-5.816926235365287, 10.222554633012194], [-6.050452032892267, 10.096360785355444], [-6.205222947606431, 10.524060777219134], [-6.493965013037268, 10.411302801958271], [-6.666460944027548, 10.430810655148449], [-6.8505065576350574, 10.138993841996239], [-7.622759161804809, 10.147236232946796], [-7.899589809592372, 10.297382106970828], [-8.029943610048619, 10.206534939001713], [-8.33537716310974, 10.494811916541934], [-8.282357143578281, 10.792597357623846], [-8.407310756860028, 10.909256903522762], [-8.620321010767128, 10.810890814655183], [-8.581305304386774, 11.136245632364805], [-8.376304897484914, 11.393645941610629], [-8.786099005559464, 11.812560939984706], [-8.90526485842453, 12.088358059126437], [-9.127473517279583, 12.308060411015333], [-9.327616339546012, 12.334286200403454], [-9.567911749703214, 12.194243068892476], [-9.890992804392013, 12.060478623904972], [-10.165213792348837, 11.844083563682744], [-10.593223842806282, 11.92397532800598], [-10.870829637078215, 12.17788747807211], [-11.03655595543826, 12.211244615116515], [-11.297573614944511, 12.077971096235771], [-11.456168585648271, 12.076834214725338], [-11.51394283695059, 12.442987575729418]]]}}, {\\\"id\\\": \\\"53\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Mauritania\\\", \\\"country_code\\\": \\\"MRT\\\", \\\"orders_count\\\": 8.0, \\\"rfm_sum\\\": 4.7}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-17.06342322434257, 20.999752102130827], [-16.845193650773993, 21.33332347257488], [-12.929101935263532, 21.327070624267563], [-13.118754441774712, 22.771220201096256], [-12.874221564169575, 23.284832261645178], [-11.937224493853321, 23.374594224536168], [-11.96941891117116, 25.933352769468268], [-8.6872936670174, 25.881056219988906], [-8.684399786809053, 27.395744126896005], [-4.923337368174231, 24.974574082941], [-6.453786586930335, 24.956590684503425], [-5.9711287093242476, 20.64083344164763], [-5.488522508150439, 16.325102037007966], [-5.315277268891933, 16.20185374599184], [-5.537744309908447, 15.501689764869257], [-9.55023840985939, 15.486496893775438], [-9.700255092802706, 15.264107367407362], [-10.086846482778213, 15.330485744686271], [-10.650791388379417, 15.132745876521426], [-11.349095017939504, 15.411256008358478], [-11.666078253617854, 15.388208319556298], [-11.834207526079467, 14.79909699142894], [-12.170750291380301, 14.616834214735505], [-12.830658331747516, 15.303691514542948], [-13.435737677453062, 16.03938304286619], [-14.099521450242179, 16.304302273010492], [-14.577347581428981, 16.59826365810281], [-15.135737270558819, 16.587282416240782], [-15.623666144258692, 16.369337063049812], [-16.12069007004193, 16.455662543193384], [-16.463098110407884, 16.13503611903846], [-16.549707810929064, 16.673892116761962], [-16.270551723688357, 17.166962795474873], [-16.14634741867485, 18.108481553616656], [-16.256883307347167, 19.096715806550307], [-16.37765112961327, 19.593817246981985], [-16.277838100641517, 20.0925206568147], [-16.536323614965468, 20.567866319251493], [-17.06342322434257, 20.999752102130827]]]}}, {\\\"id\\\": \\\"54\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Benin\\\", \\\"country_code\\\": \\\"BEN\\\", \\\"orders_count\\\": 23.0, \\\"rfm_sum\\\": 5.428571428571429}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[2.6917016943562544, 6.258817246928629], [1.8652405127123188, 6.142157701029731], [1.618950636409238, 6.832038072126238], [1.664477573258381, 9.12859039960938], [1.46304284018467, 9.334624335157088], [1.425060662450136, 9.825395412633], [1.0777950374487375, 10.175606594275024], [0.7723356461714843, 10.470808213742359], [0.8995630224740694, 10.99733938236426], [1.2434696793764886, 11.110510769083461], [1.4471781754710662, 11.547719224488858], [1.9359855485198807, 11.641150214072553], [2.1544735042499212, 11.940150051313339], [2.49016360841793, 12.233052069543675], [2.8486430192265857, 12.23563589115821], [3.611180454125559, 11.660167141155968], [3.572216424177469, 11.32793935795152], [3.7971122575117136, 10.734745591673105], [3.600070021182802, 10.332186184119408], [3.7054382666259187, 10.063210354040208], [3.2203515967021015, 9.444152533399702], [2.912308383810256, 9.137607937044322], [2.723792758809509, 8.50684540448971], [2.7490625342002204, 7.870734361192888], [2.6917016943562544, 6.258817246928629]]]}}, {\\\"id\\\": \\\"55\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Niger\\\", \\\"country_code\\\": \\\"NER\\\", \\\"orders_count\\\": 17.0, \\\"rfm_sum\\\": 6.837209302325581}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[14.851300000000037, 22.862950000000126], [15.096887648181848, 21.30851878507491], [15.47106000000008, 21.04845000000006], [15.487148064850146, 20.730414537025638], [15.903246697664315, 20.387618923417506], [15.685740594147774, 19.957180080642388], [15.30044111497972, 17.927949937405003], [15.247731154041844, 16.627305813050782], [13.972170000000006, 15.684370000000058], [13.540393507550789, 14.367133693901224], [13.956698846094127, 13.996691189016929], [13.95447675950561, 13.353448798063766], [14.595781284247607, 13.33042694747786], [14.495787387762846, 12.85939626713733], [14.213530714584635, 12.802035427293347], [14.181336297266794, 12.483656927943116], [13.995352817448293, 12.461565253138303], [13.318701613018561, 13.556356309457826], [13.083987257548813, 13.596147162322495], [12.302071160540523, 13.037189032437524], [11.527803175511394, 13.328980007373588], [10.989593133191534, 13.387322699431195], [10.701031935273706, 13.246917832894084], [10.114814487354693, 13.27725189864941], [9.524928012742947, 12.851102199754479], [9.014933302454438, 12.826659247280418], [7.804671258178786, 13.343526923063747], [7.330746697630019, 13.0980380314612], [6.820441928747754, 13.115091254117518], [6.445426059605637, 13.492768459522678], [5.443058302440136, 13.865923977102227], [4.368343540066007, 13.747481594289411], [4.107945997747322, 13.531215725147831], [3.9672827490488487, 12.956108710171575], [3.6806335791258107, 12.552903347214226], [3.611180454125559, 11.660167141155968], [2.8486430192265857, 12.23563589115821], [2.49016360841793, 12.233052069543675], [2.1544735042499212, 11.940150051313339], [2.177107781593776, 12.625017808477535], [1.0241032242974768, 12.851825669806574], [0.9930456884900708, 13.335749620003824], [0.429927605805517, 13.988733018443924], [0.29564639649510127, 14.444234930880654], [0.3748922054146817, 14.92890818934613], [1.0157833186984817, 14.96818227788799], [1.3855281917468576, 15.323561102759172], [2.749992709981484, 15.409524847876696], [3.6382589046464773, 15.568119818580456], [3.7234216650634835, 16.184283759012615], [4.2702099951438015, 16.852227484601215], [4.267419467800039, 19.155265204337], [5.677565952180686, 19.601206976799716], [8.572893100629784, 21.565660712159143], [11.999505649471613, 23.47166840259645], [13.581424594790462, 23.04050608976928], [14.143870883855243, 22.491288967371133], [14.851300000000037, 22.862950000000126]]]}}, {\\\"id\\\": \\\"56\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Nigeria\\\", \\\"country_code\\\": \\\"NGA\\\", \\\"orders_count\\\": 410.0, \\\"rfm_sum\\\": 6.566850828729282}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[2.6917016943562544, 6.258817246928629], [2.7490625342002204, 7.870734361192888], [2.723792758809509, 8.50684540448971], [2.912308383810256, 9.137607937044322], [3.2203515967021015, 9.444152533399702], [3.7054382666259187, 10.063210354040208], [3.600070021182802, 10.332186184119408], [3.7971122575117136, 10.734745591673105], [3.572216424177469, 11.32793935795152], [3.611180454125559, 11.660167141155968], [3.6806335791258107, 12.552903347214226], [3.9672827490488487, 12.956108710171575], [4.107945997747322, 13.531215725147831], [4.368343540066007, 13.747481594289411], [5.443058302440136, 13.865923977102227], [6.445426059605637, 13.492768459522678], [6.820441928747754, 13.115091254117518], [7.330746697630019, 13.0980380314612], [7.804671258178786, 13.343526923063747], [9.014933302454438, 12.826659247280418], [9.524928012742947, 12.851102199754479], [10.114814487354693, 13.27725189864941], [10.701031935273706, 13.246917832894084], [10.989593133191534, 13.387322699431195], [11.527803175511394, 13.328980007373588], [12.302071160540523, 13.037189032437524], [13.083987257548813, 13.596147162322495], [13.318701613018561, 13.556356309457826], [13.995352817448293, 12.461565253138303], [14.181336297266794, 12.483656927943116], [14.577177768622533, 12.085360826053503], [14.468192172918975, 11.904751695193411], [14.415378859116684, 11.572368882692075], [13.572949659894562, 10.798565985553566], [13.308676385153918, 10.160362046748928], [13.167599724997103, 9.640626328973411], [12.955467970438974, 9.417771714714704], [12.753671502339216, 8.717762762888995], [12.218872104550599, 8.305824082874324], [12.063946160539558, 7.799808457872302], [11.839308709366803, 7.397042344589437], [11.74577436691851, 6.981382961449754], [11.058787876030351, 6.6444267846905944], [10.497375115611419, 7.0553577742755635], [10.118276808318257, 7.03876963950988], [9.522705926154401, 6.453482367372117], [9.233162876023044, 6.444490668153335], [8.757532993208628, 5.479665839047911], [8.500287713259695, 4.7719829370268485], [7.462108188515941, 4.412108262546241], [7.0825964697644395, 4.4646890324032285], [6.6980721370806, 4.240594183769517], [5.898172641634687, 4.262453314628985], [5.3628048030908815, 4.887970689305959], [5.033574252959369, 5.611802476418234], [4.325607130560684, 6.2706511499234665], [3.574180128604553, 6.258300482605719], [2.6917016943562544, 6.258817246928629]]]}}, {\\\"id\\\": \\\"57\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Cameroon\\\", \\\"country_code\\\": \\\"CMR\\\", \\\"orders_count\\\": 66.0, \\\"rfm_sum\\\": 6.263636363636364}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[14.495787387762846, 12.85939626713733], [14.89336000000003, 12.219049999999982], [14.9601518083376, 11.555574042197224], [14.92356489427496, 10.891325181517473], [15.467872755605242, 9.982336737503545], [14.909353875394716, 9.992129421422732], [14.62720055508106, 9.920919297724538], [14.171466098699028, 10.021378282099931], [13.954218377344006, 9.549494940626687], [14.54446658698177, 8.965861314322268], [14.97999555833769, 8.796104234243472], [15.120865512765306, 8.382150173369439], [15.436091749745742, 7.692812404811889], [15.279460483469109, 7.421924546737969], [14.776545444404576, 6.408498033062045], [14.536560092841114, 6.2269587264206905], [14.459407179429348, 5.4517605656103], [14.558935988023507, 5.03059764243153], [14.47837243008047, 4.732605495620447], [14.950953403389661, 4.210389309094921], [15.036219516671252, 3.8513672957471243], [15.405395948964383, 3.33530060466434], [15.862732374747482, 3.0135372989989833], [15.907380812247652, 2.557389431158612], [16.012852410555354, 2.267639675298085], [15.940918816805066, 1.7276726342802957], [15.146341993885244, 1.9640147973671844], [14.33781253424658, 2.2278746606494906], [13.075822381246752, 2.2670970727590145], [12.951333855855609, 2.32161570882694], [12.359380323952221, 2.19281220133945], [11.75166548019979, 2.3267575138399934], [11.276449008843713, 2.261050930180872], [9.649158155972628, 2.2838660750377358], [9.795195753629457, 3.073404445809117], [9.404366896206, 3.734526882335203], [8.948115675501072, 3.9041289331171356], [8.744923943729418, 4.35221527751996], [8.48881554529089, 4.495617377129918], [8.500287713259695, 4.7719829370268485], [8.757532993208628, 5.479665839047911], [9.233162876023044, 6.444490668153335], [9.522705926154401, 6.453482367372117], [10.118276808318257, 7.03876963950988], [10.497375115611419, 7.0553577742755635], [11.058787876030351, 6.6444267846905944], [11.74577436691851, 6.981382961449754], [11.839308709366803, 7.397042344589437], [12.063946160539558, 7.799808457872302], [12.218872104550599, 8.305824082874324], [12.753671502339216, 8.717762762888995], [12.955467970438974, 9.417771714714704], [13.167599724997103, 9.640626328973411], [13.308676385153918, 10.160362046748928], [13.572949659894562, 10.798565985553566], [14.415378859116684, 11.572368882692075], [14.468192172918975, 11.904751695193411], [14.577177768622533, 12.085360826053503], [14.181336297266794, 12.483656927943116], [14.213530714584635, 12.802035427293347], [14.495787387762846, 12.85939626713733]]]}}, {\\\"id\\\": \\\"58\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Togo\\\", \\\"country_code\\\": \\\"TGO\\\", \\\"orders_count\\\": 20.0, \\\"rfm_sum\\\": 7.5}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[0.8995630224740694, 10.99733938236426], [0.7723356461714843, 10.470808213742359], [1.0777950374487375, 10.175606594275024], [1.425060662450136, 9.825395412633], [1.46304284018467, 9.334624335157088], [1.664477573258381, 9.12859039960938], [1.618950636409238, 6.832038072126238], [1.8652405127123188, 6.142157701029731], [1.0601216976049272, 5.928837388528876], [0.8369311865363329, 6.279978745952149], [0.5703841487748491, 6.914358628767189], [0.4909574723422451, 7.411744289576475], [0.7120292496868785, 8.31246450442383], [0.46119184734212126, 8.677222601756014], [0.3659005061958851, 9.465003973829482], [0.3675799902453889, 10.19121287682718], [-0.04978471515994442, 10.706917832883931], [0.023802524423700785, 11.018681748900804], [0.8995630224740694, 10.99733938236426]]]}}, {\\\"id\\\": \\\"59\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Ghana\\\", \\\"country_code\\\": \\\"GHA\\\", \\\"orders_count\\\": 60.0, \\\"rfm_sum\\\": 6.5588235294117645}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[0.023802524423700785, 11.018681748900804], [-0.04978471515994442, 10.706917832883931], [0.3675799902453889, 10.19121287682718], [0.3659005061958851, 9.465003973829482], [0.46119184734212126, 8.677222601756014], [0.7120292496868785, 8.31246450442383], [0.4909574723422451, 7.411744289576475], [0.5703841487748491, 6.914358628767189], [0.8369311865363329, 6.279978745952149], [1.0601216976049272, 5.928837388528876], [-0.5076379052659377, 5.3434726017426755], [-1.0636246402941936, 5.000547797053812], [-1.9647065901675944, 4.710462144383371], [-2.856125047202397, 4.994475816259509], [-2.8107014632178395, 5.38905121502411], [-3.244370083011262, 6.250471503113502], [-2.9835849674503265, 7.379704901555513], [-2.562189500326241, 8.219627793811483], [-2.8274963037127065, 9.642460842319778], [-2.9638962467471117, 10.395334784380083], [-2.9404093082704605, 10.962690334512558], [-1.2033577132114317, 11.009819240762738], [-0.7615758935481834, 10.936929633015055], [-0.43870154458858224, 11.098340969278722], [0.023802524423700785, 11.018681748900804]]]}}, {\\\"id\\\": \\\"60\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Ivory Coast\\\", \\\"country_code\\\": \\\"CIV\\\", \\\"orders_count\\\": 47.0, \\\"rfm_sum\\\": 6.834862385321101}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-8.029943610048619, 10.206534939001713], [-7.899589809592372, 10.297382106970828], [-7.622759161804809, 10.147236232946796], [-6.8505065576350574, 10.138993841996239], [-6.666460944027548, 10.430810655148449], [-6.493965013037268, 10.411302801958271], [-6.205222947606431, 10.524060777219134], [-6.050452032892267, 10.096360785355444], [-5.816926235365287, 10.222554633012194], [-5.404341599946974, 10.370736802609146], [-4.954653286143099, 10.152713934769736], [-4.7798835921319665, 9.821984768101743], [-4.3302469547603835, 9.610834865757141], [-3.9804491845766847, 9.8623440617217], [-3.511898972986273, 9.90032623945622], [-2.8274963037127065, 9.642460842319778], [-2.562189500326241, 8.219627793811483], [-2.9835849674503265, 7.379704901555513], [-3.244370083011262, 6.250471503113502], [-2.8107014632178395, 5.38905121502411], [-2.856125047202397, 4.994475816259509], [-3.3110843571000714, 4.984295559098015], [-4.008819545904942, 5.179813340674315], [-4.649917364917911, 5.168263658057086], [-5.8344962223445265, 4.993700669775137], [-6.528769090185847, 4.705087795425015], [-7.5189412093304355, 4.338288479017308], [-7.7121593896697505, 4.364565944837722], [-7.635368211284031, 5.188159084489456], [-7.539715135111763, 5.313345241716519], [-7.570152553731688, 5.707352199725904], [-7.993692592795881, 6.126189683451543], [-8.311347622094019, 6.193033148621083], [-8.60288021486862, 6.4675641951716605], [-8.385451626000574, 6.911800645368743], [-8.48544552248535, 7.39520783124307], [-8.439298468448698, 7.686042792181738], [-8.280703497744938, 7.687179673692157], [-8.221792364932199, 8.123328762235573], [-8.299048631208564, 8.316443589710303], [-8.20349890790088, 8.455453192575447], [-7.832100389019188, 8.575704250518626], [-8.07911373537435, 9.376223863152035], [-8.30961646161225, 9.789531968622441], [-8.229337124046822, 10.1290202905639], [-8.029943610048619, 10.206534939001713]]]}}, {\\\"id\\\": \\\"61\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Guinea\\\", \\\"country_code\\\": \\\"GIN\\\", \\\"orders_count\\\": 10.0, \\\"rfm_sum\\\": 6.777777777777778}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-13.700476040084325, 12.586182969610194], [-13.217818162478238, 12.575873521367967], [-12.499050665730564, 12.332089952031057], [-12.27859900557344, 12.354440008997287], [-12.203564825885634, 12.465647691289405], [-11.658300950557932, 12.386582749882836], [-11.51394283695059, 12.442987575729418], [-11.456168585648271, 12.076834214725338], [-11.297573614944511, 12.077971096235771], [-11.03655595543826, 12.211244615116515], [-10.870829637078215, 12.17788747807211], [-10.593223842806282, 11.92397532800598], [-10.165213792348837, 11.844083563682744], [-9.890992804392013, 12.060478623904972], [-9.567911749703214, 12.194243068892476], [-9.327616339546012, 12.334286200403454], [-9.127473517279583, 12.308060411015333], [-8.90526485842453, 12.088358059126437], [-8.786099005559464, 11.812560939984706], [-8.376304897484914, 11.393645941610629], [-8.581305304386774, 11.136245632364805], [-8.620321010767128, 10.810890814655183], [-8.407310756860028, 10.909256903522762], [-8.282357143578281, 10.792597357623846], [-8.33537716310974, 10.494811916541934], [-8.029943610048619, 10.206534939001713], [-8.229337124046822, 10.1290202905639], [-8.30961646161225, 9.789531968622441], [-8.07911373537435, 9.376223863152035], [-7.832100389019188, 8.575704250518626], [-8.20349890790088, 8.455453192575447], [-8.299048631208564, 8.316443589710303], [-8.221792364932199, 8.123328762235573], [-8.280703497744938, 7.687179673692157], [-8.439298468448698, 7.686042792181738], [-8.722123582382125, 7.71167430259851], [-8.926064622422004, 7.309037380396376], [-9.208786383490846, 7.313920803247953], [-9.40334815106975, 7.526905218938907], [-9.337279832384581, 7.9285344507113535], [-9.755342169625834, 8.541055202666925], [-10.016566534861255, 8.428503933135232], [-10.23009355309128, 8.406205552601293], [-10.505477260774668, 8.348896389189605], [-10.494315151399633, 8.715540676300435], [-10.654770473665891, 8.977178452994195], [-10.622395188835041, 9.267910061068278], [-10.839151984083301, 9.688246161330369], [-11.11748124840733, 10.045872911006285], [-11.917277390988659, 10.046983954300558], [-12.150338100625005, 9.858571682164381], [-12.425928514037565, 9.835834051955956], [-12.59671912276221, 9.62018830000197], [-12.71195756677308, 9.342711696810767], [-13.246550258832515, 8.903048610871508], [-13.685153977909792, 9.49474376061346], [-14.074044969122282, 9.886166897008252], [-14.33007585291237, 10.015719712763968], [-14.579698859098258, 10.214467271358515], [-14.693231980843505, 10.656300767454042], [-14.839553798877944, 10.87657156009814], [-15.130311245168173, 11.040411688679526], [-14.685687221728898, 11.527823798056488], [-14.382191534878729, 11.509271958863692], [-14.121406419317779, 11.677117010947697], [-13.900799729863776, 11.678718980348748], [-13.743160773157413, 11.811269029177412], [-13.828271857142125, 12.142644151249044], [-13.718743658899513, 12.24718557377551], [-13.700476040084325, 12.586182969610194]]]}}, {\\\"id\\\": \\\"62\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Guinea-Bissau\\\", \\\"country_code\\\": \\\"GNB\\\", \\\"orders_count\\\": 4.0, \\\"rfm_sum\\\": 5.666666666666667}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-16.677451951554573, 12.384851589401052], [-16.147716844130585, 12.547761542201187], [-15.816574266004254, 12.515567124883347], [-15.54847693527401, 12.628170070847347], [-13.700476040084325, 12.586182969610194], [-13.718743658899513, 12.24718557377551], [-13.828271857142125, 12.142644151249044], [-13.743160773157413, 11.811269029177412], [-13.900799729863776, 11.678718980348748], [-14.121406419317779, 11.677117010947697], [-14.382191534878729, 11.509271958863692], [-14.685687221728898, 11.527823798056488], [-15.130311245168173, 11.040411688679526], [-15.664180467175527, 11.458474025920795], [-16.085214199273565, 11.52459402103824], [-16.314786749730203, 11.80651479740655], [-16.30894731288123, 11.95870189050612], [-16.61383826340328, 12.170911159712702], [-16.677451951554573, 12.384851589401052]]]}}, {\\\"id\\\": \\\"63\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Liberia\\\", \\\"country_code\\\": \\\"LBR\\\", \\\"orders_count\\\": 7.0, \\\"rfm_sum\\\": 5.8}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-8.439298468448698, 7.686042792181738], [-8.48544552248535, 7.39520783124307], [-8.385451626000574, 6.911800645368743], [-8.60288021486862, 6.4675641951716605], [-8.311347622094019, 6.193033148621083], [-7.993692592795881, 6.126189683451543], [-7.570152553731688, 5.707352199725904], [-7.539715135111763, 5.313345241716519], [-7.635368211284031, 5.188159084489456], [-7.7121593896697505, 4.364565944837722], [-7.974107224957251, 4.355755113131963], [-9.004793667018674, 4.8324185245922], [-9.913420376006684, 5.593560695819207], [-10.765383876986645, 6.140710760925558], [-11.438779466182055, 6.7859168563057475], [-11.19980180504828, 7.1058456486247366], [-11.146704270868383, 7.396706447779536], [-10.69559485517648, 7.939464016141088], [-10.23009355309128, 8.406205552601293], [-10.016566534861255, 8.428503933135232], [-9.755342169625834, 8.541055202666925], [-9.337279832384581, 7.9285344507113535], [-9.40334815106975, 7.526905218938907], [-9.208786383490846, 7.313920803247953], [-8.926064622422004, 7.309037380396376], [-8.722123582382125, 7.71167430259851], [-8.439298468448698, 7.686042792181738]]]}}, {\\\"id\\\": \\\"64\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Sierra Leone\\\", \\\"country_code\\\": \\\"SLE\\\", \\\"orders_count\\\": 6.0, \\\"rfm_sum\\\": 5.066666666666666}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-13.246550258832515, 8.903048610871508], [-12.71195756677308, 9.342711696810767], [-12.59671912276221, 9.62018830000197], [-12.425928514037565, 9.835834051955956], [-12.150338100625005, 9.858571682164381], [-11.917277390988659, 10.046983954300558], [-11.11748124840733, 10.045872911006285], [-10.839151984083301, 9.688246161330369], [-10.622395188835041, 9.267910061068278], [-10.654770473665891, 8.977178452994195], [-10.494315151399633, 8.715540676300435], [-10.505477260774668, 8.348896389189605], [-10.23009355309128, 8.406205552601293], [-10.69559485517648, 7.939464016141088], [-11.146704270868383, 7.396706447779536], [-11.19980180504828, 7.1058456486247366], [-11.438779466182055, 6.7859168563057475], [-11.70819454593574, 6.860098374860726], [-12.428098924193819, 7.26294200279203], [-12.949049038128194, 7.798645738145738], [-13.124025437868482, 8.163946438016978], [-13.246550258832515, 8.903048610871508]]]}}, {\\\"id\\\": \\\"65\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Burkina Faso\\\", \\\"country_code\\\": \\\"BFA\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-5.404341599946974, 10.370736802609146], [-5.470564947929006, 10.951269842976048], [-5.1978425765086484, 11.37514577885014], [-5.220941941743121, 11.713858954307227], [-4.427166103523803, 12.542645575404295], [-4.28040503581488, 13.228443508349741], [-4.006390753587226, 13.472485459848116], [-3.522802700199861, 13.337661647998615], [-3.1037068343127596, 13.541266791228594], [-2.9676944645205765, 13.79815033615151], [-2.1918245100903846, 14.246417548067356], [-2.001035122068771, 14.559008287000893], [-1.0663634912056636, 14.973815009007765], [-0.5158544580003479, 15.116157741755728], [-0.2662572900305804, 14.924308986872148], [0.3748922054146817, 14.92890818934613], [0.29564639649510127, 14.444234930880654], [0.429927605805517, 13.988733018443924], [0.9930456884900708, 13.335749620003824], [1.0241032242974768, 12.851825669806574], [2.177107781593776, 12.625017808477535], [2.1544735042499212, 11.940150051313339], [1.9359855485198807, 11.641150214072553], [1.4471781754710662, 11.547719224488858], [1.2434696793764886, 11.110510769083461], [0.8995630224740694, 10.99733938236426], [0.023802524423700785, 11.018681748900804], [-0.43870154458858224, 11.098340969278722], [-0.7615758935481834, 10.936929633015055], [-1.2033577132114317, 11.009819240762738], [-2.9404093082704605, 10.962690334512558], [-2.9638962467471117, 10.395334784380083], [-2.8274963037127065, 9.642460842319778], [-3.511898972986273, 9.90032623945622], [-3.9804491845766847, 9.8623440617217], [-4.3302469547603835, 9.610834865757141], [-4.7798835921319665, 9.821984768101743], [-4.954653286143099, 10.152713934769736], [-5.404341599946974, 10.370736802609146]]]}}, {\\\"id\\\": \\\"66\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Central African Republic\\\", \\\"country_code\\\": \\\"CAF\\\", \\\"orders_count\\\": 4.0, \\\"rfm_sum\\\": 6.571428571428571}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[27.37422610851749, 5.233944403500061], [27.04406538260471, 5.127852688004836], [26.402760857862543, 5.1508745385908705], [25.650455356557472, 5.256087754737123], [25.278798455514305, 5.170408229997192], [25.12883344900328, 4.92724477784779], [24.805028924262416, 4.89724660890235], [24.410531040146253, 5.10878408448913], [23.29721398285014, 4.609693101414223], [22.841479526468106, 4.710126247573484], [22.70412356943629, 4.633050848810157], [22.405123732195538, 4.029160061047321], [21.659122755630023, 4.22434194581372], [20.927591180106276, 4.322785549329737], [20.290679152108936, 4.691677761245288], [19.46778364429315, 5.03152781821278], [18.93231245288476, 4.709506130385975], [18.54298221199778, 4.201785183118318], [18.45306521980993, 3.5043858911233485], [17.809900343505262, 3.5601964379985698], [17.133042433346304, 3.728196519379452], [16.537058139724138, 3.198254706226279], [16.012852410555354, 2.267639675298085], [15.907380812247652, 2.557389431158612], [15.862732374747482, 3.0135372989989833], [15.405395948964383, 3.33530060466434], [15.036219516671252, 3.8513672957471243], [14.950953403389661, 4.210389309094921], [14.47837243008047, 4.732605495620447], [14.558935988023507, 5.03059764243153], [14.459407179429348, 5.4517605656103], [14.536560092841114, 6.2269587264206905], [14.776545444404576, 6.408498033062045], [15.279460483469109, 7.421924546737969], [16.106231723706742, 7.497087917506462], [16.290561557691888, 7.754307359239419], [16.456184523187346, 7.734773667832968], [16.705988396886255, 7.5083275415299795], [17.964929640380888, 7.890914008002994], [18.38955488452322, 8.281303615751824], [18.911021762780507, 8.630894680206353], [18.812009718509273, 8.982914536978598], [19.09400800952602, 9.07484691002584], [20.05968549976427, 9.012706000194854], [21.000868361096167, 9.475985215691509], [21.723821648859456, 10.567055568885976], [22.23112918466876, 10.97188873946061], [22.864165480244225, 11.142395127807546], [22.97754357269261, 10.71446259199854], [23.554304233502194, 10.089255275915308], [23.55724979014283, 9.681218166538684], [23.394779087017184, 9.265067857292223], [23.459012892355986, 8.954285793488893], [23.805813429466752, 8.666318874542526], [24.567369012152085, 8.229187933785468], [25.11493248871679, 7.825104071479174], [25.124130893664727, 7.500085150579437], [25.79664798351118, 6.979315904158071], [26.213418409945117, 6.546603298362072], [26.465909458123235, 5.9467174341018705], [27.21340905122517, 5.5509534773945575], [27.37422610851749, 5.233944403500061]]]}}, {\\\"id\\\": \\\"67\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Republic of the Congo\\\", \\\"country_code\\\": \\\"COG\\\", \\\"orders_count\\\": 2.0, \\\"rfm_sum\\\": 8.333333333333334}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[18.45306521980993, 3.5043858911233485], [18.393792351971143, 2.90044342692822], [18.094275750407434, 2.365721543788055], [17.898835483479587, 1.7418319767282782], [17.774191928791566, 0.8556586775710854], [17.826540154703252, 0.28892324462610475], [17.66355268725468, -0.05808399821381727], [17.638644646889986, -0.4248316381892465], [17.523716261472856, -0.743830254726987], [16.865306837642123, -1.2258163387132868], [16.407091912510054, -1.7409270157986825], [15.972803175529151, -2.7123922664536124], [16.0062895036543, -3.535132744972529], [15.753540073314753, -3.8551648901560966], [15.170991652088444, -4.343507175314301], [14.582603794013181, -4.97023894615014], [14.209034864975223, -4.793092136253598], [14.144956088933299, -4.510008640158716], [13.600234816144678, -4.50013844159097], [13.258240187237048, -4.882957452009165], [12.995517205465177, -4.781103203961884], [12.620759718484493, -4.438023369976136], [12.318607618873926, -4.606230157086188], [11.91496300624209, -5.037986748884791], [11.093772820691925, -3.978826592630547], [11.855121697648116, -3.4268706193210505], [11.478038771214303, -2.7656189917142413], [11.820963575903193, -2.514161472181982], [12.495702752338161, -2.391688327650243], [12.575284458067642, -1.948511244315135], [13.109618767965628, -2.4287403296035137], [13.99240726080771, -2.4708049454890997], [14.299210239324566, -1.998275648612214], [14.425455763413595, -1.333406670744971], [14.316418491277744, -0.5526274552470483], [13.843320753645656, 0.038757635901149], [14.276265903386957, 1.1969298364266194], [14.026668735417218, 1.3956773950211527], [13.282631463278818, 1.3141836612968805], [13.003113641012078, 1.8308963077833198], [13.075822381246752, 2.2670970727590145], [14.33781253424658, 2.2278746606494906], [15.146341993885244, 1.9640147973671844], [15.940918816805066, 1.7276726342802957], [16.012852410555354, 2.267639675298085], [16.537058139724138, 3.198254706226279], [17.133042433346304, 3.728196519379452], [17.809900343505262, 3.5601964379985698], [18.45306521980993, 3.5043858911233485]]]}}, {\\\"id\\\": \\\"68\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Gabon\\\", \\\"country_code\\\": \\\"GAB\\\", \\\"orders_count\\\": 5.0, \\\"rfm_sum\\\": 7.357142857142857}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[11.276449008843713, 2.261050930180872], [11.75166548019979, 2.3267575138399934], [12.359380323952221, 2.19281220133945], [12.951333855855609, 2.32161570882694], [13.075822381246752, 2.2670970727590145], [13.003113641012078, 1.8308963077833198], [13.282631463278818, 1.3141836612968805], [14.026668735417218, 1.3956773950211527], [14.276265903386957, 1.1969298364266194], [13.843320753645656, 0.038757635901149], [14.316418491277744, -0.5526274552470483], [14.425455763413595, -1.333406670744971], [14.299210239324566, -1.998275648612214], [13.99240726080771, -2.4708049454890997], [13.109618767965628, -2.4287403296035137], [12.575284458067642, -1.948511244315135], [12.495702752338161, -2.391688327650243], [11.820963575903193, -2.514161472181982], [11.478038771214303, -2.7656189917142413], [11.855121697648116, -3.4268706193210505], [11.093772820691925, -3.978826592630547], [10.06613528813574, -2.9694825171056816], [9.40524539555497, -2.144313246269043], [8.79799563969317, -1.111301364754496], [8.830086704146424, -0.7790735815500369], [9.048419630579588, -0.45935149496021666], [9.29135053878369, 0.2686660831676875], [9.492888624721985, 1.010119533691494], [9.830284051155644, 1.0678937849937995], [11.285078973036462, 1.0576618514000131], [11.276449008843713, 2.261050930180872]]]}}, {\\\"id\\\": \\\"69\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Equatorial Guinea\\\", \\\"country_code\\\": \\\"GNQ\\\", \\\"orders_count\\\": 1.0, \\\"rfm_sum\\\": 4.0}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[9.649158155972628, 2.2838660750377358], [11.276449008843713, 2.261050930180872], [11.285078973036462, 1.0576618514000131], [9.830284051155644, 1.0678937849937995], [9.492888624721985, 1.010119533691494], [9.305613234096256, 1.1609113631191832], [9.649158155972628, 2.2838660750377358]]]}}, {\\\"id\\\": \\\"70\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Zambia\\\", \\\"country_code\\\": \\\"ZMB\\\", \\\"orders_count\\\": 46.0, \\\"rfm_sum\\\": 6.490196078431373}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[30.740009731422095, -8.34000593035372], [31.15775133695005, -8.594578747317366], [31.556348097466497, -8.762048841998642], [32.19186486179194, -8.930358981973257], [32.75937544122132, -9.23059905358906], [33.2313879737753, -9.6767216935648], [33.48568769708359, -10.525558770391115], [33.315310499817286, -10.796549981329697], [33.114289178201915, -11.607198174692314], [33.306422153463075, -12.435778090060218], [32.991764357237884, -12.783870537978274], [32.68816531752313, -13.712857761289277], [33.214024692525214, -13.971860039936153], [30.17948123548183, -14.796099134991529], [30.27425581230511, -15.507786960515213], [29.516834344203147, -15.644677829656388], [28.947463413211267, -16.04305144619444], [28.8258687680285, -16.389748630440614], [28.467906121542683, -16.468400160388846], [27.59824344250276, -17.290830580314008], [27.044427117630732, -17.938026218337434], [26.70677330903564, -17.961228936436484], [26.381935255648926, -17.8460421688579], [25.264225701608012, -17.736539808831417], [25.08444339366457, -17.661815687737374], [25.07695031098226, -17.57882333747662], [24.682349074001507, -17.353410739819473], [24.033861525170778, -17.295843194246324], [23.215048455506064, -17.523116143465984], [22.56247846852426, -16.898451429921813], [21.887842644953874, -16.08031015387688], [21.933886346125917, -12.898437188369359], [24.016136508894675, -12.911046237848574], [23.930922072045377, -12.565847670138856], [24.079905226342845, -12.191296888887365], [23.904153680118185, -11.722281589406322], [24.01789350759259, -11.23729827234709], [23.912215203555718, -10.926826267137514], [24.25715538910399, -10.951992689663657], [24.31451622894795, -11.26282642989927], [24.78316979340295, -11.238693536018964], [25.418118116973204, -11.330935967659961], [25.752309604604733, -11.784965101776358], [26.553087599399618, -11.924439792532127], [27.164419793412463, -11.608748467661075], [27.388798862423783, -12.132747491100666], [28.155108676879987, -12.272480564017897], [28.523561639121027, -12.698604424696683], [28.934285922976837, -13.248958428605135], [29.69961388521949, -13.257226657771831], [29.61600141777123, -12.178894545137311], [29.34154788586909, -12.360743910372413], [28.642417433392353, -11.971568698782315], [28.372253045370428, -11.793646742401393], [28.49606977714177, -10.789883721564046], [28.67368167492893, -9.605924981324932], [28.449871046672826, -9.164918308146085], [28.734866570762502, -8.526559340044578], [29.00291222506047, -8.407031752153472], [30.346086053190817, -8.238256524288218], [30.740009731422095, -8.34000593035372]]]}}, {\\\"id\\\": \\\"71\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Malawi\\\", \\\"country_code\\\": \\\"MWI\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[32.75937544122132, -9.23059905358906], [33.73972000000009, -9.417149999999992], [33.940837724096525, -9.693673841980285], [34.27999999999997, -10.160000000000025], [34.55998904799935, -11.520020033415925], [34.28000613784198, -12.280025323132506], [34.55998904799935, -13.579997653866876], [34.907151320136165, -13.565424899960568], [35.26795617039801, -13.887834161029566], [35.68684533055594, -14.611045830954332], [35.77190473810836, -15.896858819240727], [35.339062941231646, -16.10744028083011], [35.033810255683534, -16.801299737213093], [34.38129194513405, -16.183559665596043], [34.307291294092096, -15.478641452702597], [34.51766604995231, -15.013708591372612], [34.45963341648854, -14.613009535381423], [34.064825473778626, -14.35995004644812], [33.789700148256685, -14.45183074306307], [33.214024692525214, -13.971860039936153], [32.68816531752313, -13.712857761289277], [32.991764357237884, -12.783870537978274], [33.306422153463075, -12.435778090060218], [33.114289178201915, -11.607198174692314], [33.315310499817286, -10.796549981329697], [33.48568769708359, -10.525558770391115], [33.2313879737753, -9.6767216935648], [32.75937544122132, -9.23059905358906]]]}}, {\\\"id\\\": \\\"72\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Mozambique\\\", \\\"country_code\\\": \\\"MOZ\\\", \\\"orders_count\\\": 49.0, \\\"rfm_sum\\\": 7.01063829787234}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[34.55998904799935, -11.520020033415925], [35.31239790216904, -11.439146416879147], [36.51408165868426, -11.720938002166735], [36.775150994622805, -11.594537448780805], [37.471289999999954, -11.568759999999997], [37.827639999999974, -11.26878999999991], [38.42755659358775, -11.285202325081656], [39.52099999999996, -10.89688000000001], [40.31659000000002, -10.317099999999868], [40.316586229110854, -10.317097752817492], [40.31658857601719, -10.317096042525698], [40.47838748552303, -10.765440769089993], [40.437253045418686, -11.761710707245015], [40.56081139502857, -12.639176527561027], [40.59962039567975, -14.201975192931862], [40.775475294768995, -14.691764418194241], [40.4772506040126, -15.406294447493972], [40.08926395036522, -16.10077402106446], [39.45255862809705, -16.72089120856694], [38.53835086442152, -17.101023044505958], [37.41113284683888, -17.586368096591237], [36.28127933120936, -18.65968759529345], [35.89649661636406, -18.842260430580637], [35.198399692533144, -19.552811374593894], [34.78638349787005, -19.784011732667736], [34.70189253107284, -20.49704314543101], [35.176127150215365, -21.25436126066841], [35.37342776870574, -21.840837090748877], [35.385848253705404, -22.14], [35.562545536369086, -22.090000000000003], [35.533934767404304, -23.070787855727758], [35.37177412287238, -23.5353589820317], [35.60747033055563, -23.706563002214683], [35.45874555841962, -24.12260995859655], [35.04073489761066, -24.478350518493805], [34.21582400893547, -24.81631438568266], [33.01321007663901, -25.357573337507738], [32.574632195777866, -25.727318210556092], [32.66036339695009, -26.148584486599447], [32.91595503106569, -26.215867201443466], [32.830120477028885, -26.742191664336197], [32.07166548028107, -26.73382008230491], [31.98577924981197, -26.291779880480227], [31.83777794772806, -25.84333180105135], [31.75240848158188, -25.484283949487413], [31.930588820124253, -24.36941659922254], [31.670397983534656, -23.658969008073864], [31.19140913262129, -22.2515096981724], [32.244988234188014, -21.116488539313693], [32.50869306817344, -20.395292250248307], [32.65974327976258, -20.304290052982317], [32.772707960752626, -19.715592136313298], [32.61199425632489, -19.419382826416275], [32.65488569512715, -18.672089939043495], [32.84986087416439, -17.97905730557718], [32.847638787575846, -16.713398125884616], [32.32823896661023, -16.392074069893752], [31.8520406430406, -16.319417006091378], [31.636498243951195, -16.071990248277885], [31.17306399915768, -15.860943698797874], [30.338954705534544, -15.880839125230246], [30.27425581230511, -15.507786960515213], [30.17948123548183, -14.796099134991529], [33.214024692525214, -13.971860039936153], [33.789700148256685, -14.45183074306307], [34.064825473778626, -14.35995004644812], [34.45963341648854, -14.613009535381423], [34.51766604995231, -15.013708591372612], [34.307291294092096, -15.478641452702597], [34.38129194513405, -16.183559665596043], [35.033810255683534, -16.801299737213093], [35.339062941231646, -16.10744028083011], [35.77190473810836, -15.896858819240727], [35.68684533055594, -14.611045830954332], [35.26795617039801, -13.887834161029566], [34.907151320136165, -13.565424899960568], [34.55998904799935, -13.579997653866876], [34.28000613784198, -12.280025323132506], [34.55998904799935, -11.520020033415925]]]}}, {\\\"id\\\": \\\"73\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"eSwatini\\\", \\\"country_code\\\": \\\"SWZ\\\", \\\"orders_count\\\": 2.0, \\\"rfm_sum\\\": 8.0}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[32.07166548028107, -26.73382008230491], [31.86806033705108, -27.177927341421277], [31.28277306491333, -27.285879408478998], [30.68596194837448, -26.743845310169533], [30.67660851412964, -26.398078301704608], [30.949666782359913, -26.02264902110415], [31.04407962415715, -25.731452325139443], [31.333157586397903, -25.66019052500895], [31.83777794772806, -25.84333180105135], [31.98577924981197, -26.291779880480227], [32.07166548028107, -26.73382008230491]]]}}, {\\\"id\\\": \\\"74\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Angola\\\", \\\"country_code\\\": \\\"AGO\\\", \\\"orders_count\\\": 60.0, \\\"rfm_sum\\\": 7.0}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[12.995517205465177, -4.781103203961884], [12.63161176926579, -4.991271254092936], [12.468004184629736, -5.248361504745005], [12.436688266660868, -5.6843038875592455], [12.182336866920252, -5.789930515163839], [11.91496300624209, -5.037986748884791], [12.318607618873926, -4.606230157086188], [12.620759718484493, -4.438023369976136], [12.995517205465177, -4.781103203961884]]], [[[12.32243167486351, -6.10009246177966], [12.735171339578699, -5.965682061388499], [13.024869419006961, -5.984388929878158], [13.375597364971895, -5.8642412247995495], [16.326528354567046, -5.877470391466268], [16.573179965896145, -6.6226445451150875], [16.8601908708452, -7.2222978654299865], [17.08999596524717, -7.545688978712526], [17.472970004962235, -8.0685511206417], [18.13422163256905, -7.987677504104923], [18.464175652752687, -7.847014255406443], [19.01675174324967, -7.988245944860132], [19.16661339689611, -7.738183688999754], [19.41750247567316, -7.155428562044299], [20.037723016040218, -7.116361179231646], [20.091621534920648, -6.943090101756994], [20.6018229509383, -6.939317722199682], [20.5147481625265, -7.2996058081386295], [21.7281107927397, -7.290872491081302], [21.74645592620331, -7.920084730667149], [21.949130893652043, -8.305900974158277], [21.8018013851879, -8.90870655684298], [21.875181919042348, -9.523707777548566], [22.208753289486395, -9.894796237836509], [22.155268182064308, -11.084801120653772], [22.402798292742375, -10.993075453335692], [22.83734541188474, -11.01762175867433], [23.45679080576744, -10.867863457892483], [23.912215203555718, -10.926826267137514], [24.01789350759259, -11.23729827234709], [23.904153680118185, -11.722281589406322], [24.079905226342845, -12.191296888887365], [23.930922072045377, -12.565847670138856], [24.016136508894675, -12.911046237848574], [21.933886346125917, -12.898437188369359], [21.887842644953874, -16.08031015387688], [22.56247846852426, -16.898451429921813], [23.215048455506064, -17.523116143465984], [21.377176141045567, -17.930636488519696], [18.956186964603603, -17.789094740472258], [18.263309360434164, -17.309950860262006], [14.209706658595024, -17.35310068122572], [14.05850141770901, -17.423380629142663], [13.462362094789967, -16.971211846588773], [12.814081251688407, -16.94134286872407], [12.215461460019355, -17.111668389558083], [11.734198846085121, -17.301889336824473], [11.64009606288161, -16.67314218512925], [11.778537224991537, -15.793816013250735], [12.12358076340439, -14.878316338767904], [12.175618930722294, -14.449143568583892], [12.50009524908299, -13.54769988368445], [12.738478631245385, -13.137905775609902], [13.312913852601866, -12.483630466362492], [13.6337211442698, -12.03864470789717], [13.738727654686897, -11.297863050993165], [13.686379428775238, -10.73107594161589], [13.387327915102162, -10.373578383020714], [13.120987583069846, -9.766897067914122], [12.875369500386569, -9.166933689005468], [12.92906131353783, -8.959091078327553], [13.236432732809874, -8.562629489784307], [12.93304039882429, -7.596538588087733], [12.728298374083892, -6.927122084178805], [12.227347039446471, -6.294447523629394], [12.32243167486351, -6.10009246177966]]]]}}, {\\\"id\\\": \\\"75\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Burundi\\\", \\\"country_code\\\": \\\"BDI\\\", \\\"orders_count\\\": 2.0, \\\"rfm_sum\\\": 4.0}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[30.469673645761223, -2.41385475710134], [30.527660000000026, -2.807619999999986], [30.743010000000027, -3.034309999999948], [30.752240000000086, -3.3593099999999936], [30.505539999999996, -3.5685799999999404], [30.11632000000003, -4.090120000000013], [29.753512404099865, -4.452389418153302], [29.339997592900346, -4.4999834122940925], [29.276383904749053, -3.293907159034063], [29.024926385216787, -2.8392579077301576], [29.632176141078588, -2.917857761246097], [29.93835900240794, -2.348486830254238], [30.469673645761223, -2.41385475710134]]]}}, {\\\"id\\\": \\\"76\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Israel\\\", \\\"country_code\\\": \\\"ISR\\\", \\\"orders_count\\\": 48.0, \\\"rfm_sum\\\": 6.786407766990291}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[35.71991824722275, 32.709192409794866], [35.54566531753454, 32.393992011030576], [35.183930291491436, 32.53251068778894], [34.97464074070933, 31.866582343059722], [35.22589155451243, 31.754341132121766], [34.970506626125996, 31.61677846936081], [34.92740848159457, 31.353435370401414], [35.397560662586045, 31.489086005167582], [35.420918409981965, 31.100065822874356], [34.92260257339143, 29.501326198844524], [34.823243288783814, 29.76108076171822], [34.265440000000005, 31.219359999999998], [34.26543474464621, 31.21935730952032], [34.26543338393569, 31.219360866820153], [34.55637169773891, 31.548823960896996], [34.48810713068136, 31.60553884533732], [34.75258711115117, 32.07292633720117], [34.95541710789678, 32.82737641044638], [35.098457472480675, 33.080539252244265], [35.126052687324545, 33.09090037691878], [35.460709262846706, 33.08904002535628], [35.55279666519081, 33.26427480725802], [35.82110070165024, 33.2774264592763], [35.836396925608625, 32.86812327730851], [35.70079796727475, 32.71601369885738], [35.71991824722275, 32.709192409794866]]]}}, {\\\"id\\\": \\\"77\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Lebanon\\\", \\\"country_code\\\": \\\"LBN\\\", \\\"orders_count\\\": 8.0, \\\"rfm_sum\\\": 5.75}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[35.82110070165024, 33.2774264592763], [35.55279666519081, 33.26427480725802], [35.460709262846706, 33.08904002535628], [35.126052687324545, 33.09090037691878], [35.48220665868013, 33.90545014091944], [35.9795923194894, 34.61005829521913], [35.99840254084364, 34.644914048800004], [36.4481942075121, 34.59393524834407], [36.61175011571589, 34.20178864189718], [36.066460402172055, 33.82491242119255], [35.82110070165024, 33.2774264592763]]]}}, {\\\"id\\\": \\\"78\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Madagascar\\\", \\\"country_code\\\": \\\"MDG\\\", \\\"orders_count\\\": 27.0, \\\"rfm_sum\\\": 6.25}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[49.54351891459575, -12.469832858940554], [49.808980747279094, -12.895284925999555], [50.056510857957164, -13.555761407121985], [50.21743126811407, -14.758788750876796], [50.47653689962553, -15.226512139550543], [50.377111443895956, -15.706069431219127], [50.20027469259318, -16.000263360256767], [49.86060550313868, -15.414252618066918], [49.67260664246086, -15.710203545802479], [49.863344354050156, -16.451036879138776], [49.77456424337271, -16.8750420060936], [49.49861209493412, -17.106035658438273], [49.435618523970305, -17.953064060134366], [49.041792433473944, -19.118781019774445], [48.54854088724801, -20.496888116134127], [47.93074913919867, -22.391501153251085], [47.54772342305131, -23.781958916928517], [47.095761346226595, -24.941629733990453], [46.282477654817086, -25.178462823184105], [45.40950768411045, -25.60143442149309], [44.833573846217554, -25.34610116953894], [44.03972049334976, -24.988345228782308], [43.76376834491117, -24.46067717864999], [43.697777540874455, -23.574116306250602], [43.345654331237625, -22.776903985283873], [43.254187046081, -22.057413018484123], [43.43329756040464, -21.33647511158019], [43.893682895692926, -21.16330738697013], [43.896370070172104, -20.830459486578174], [44.37432539243966, -20.07236622485639], [44.46439741392439, -19.435454196859048], [44.23242190936617, -18.961994724200906], [44.042976108584156, -18.33138722094317], [43.96308434426091, -17.409944756746782], [44.31246870298628, -16.850495700754955], [44.4465173683514, -16.216219170804507], [44.94493655780653, -16.1793738745804], [45.50273196796499, -15.97437346767854], [45.87299360533626, -15.793454278224687], [46.31224327981721, -15.780018405828798], [46.882182651564285, -15.210182386946315], [47.70512983581236, -14.594302666891764], [48.005214878131255, -14.091232598530375], [47.869047479042166, -13.663868503476586], [48.29382775248138, -13.784067884987486], [48.84506025573879, -13.089174899958664], [48.86350874206698, -12.48786793381042], [49.194651320193316, -12.04055673589197], [49.54351891459575, -12.469832858940554]]]}}, {\\\"id\\\": \\\"79\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Palestine\\\", \\\"country_code\\\": \\\"PSX\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[35.397560662586045, 31.489086005167582], [34.92740848159457, 31.353435370401414], [34.970506626125996, 31.61677846936081], [35.22589155451243, 31.754341132121766], [34.97464074070933, 31.866582343059722], [35.183930291491436, 32.53251068778894], [35.54566531753454, 32.393992011030576], [35.5452519060762, 31.78250478772084], [35.397560662586045, 31.489086005167582]]]}}, {\\\"id\\\": \\\"80\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Gambia\\\", \\\"country_code\\\": \\\"GMB\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-16.71372880702347, 13.594958604379855], [-15.624596320039942, 13.62358734786956], [-15.39877031092446, 13.86036876063092], [-15.08173539881382, 13.876491807505985], [-14.687030808968487, 13.630356960499784], [-14.376713833055788, 13.625680243377374], [-14.046992356817482, 13.79406789800045], [-13.844963344772408, 13.505041612192002], [-14.277701788784555, 13.280585028532244], [-14.712197231494628, 13.298206691943777], [-15.141163295949468, 13.509511623585238], [-15.511812506562933, 13.278569647672867], [-15.691000535534995, 13.270353094938457], [-15.931295945692211, 13.130284125211332], [-16.841524624081273, 13.15139394780256], [-16.71372880702347, 13.594958604379855]]]}}, {\\\"id\\\": \\\"81\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Tunisia\\\", \\\"country_code\\\": \\\"TUN\\\", \\\"orders_count\\\": 9.0, \\\"rfm_sum\\\": 6.461538461538462}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[9.482139926805274, 30.307556057246188], [9.05560265466815, 32.10269196220129], [8.439102817426118, 32.50628489840082], [8.430472853233368, 32.74833730725595], [7.6126416357821824, 33.34411489514896], [7.524481642292244, 34.09737641045146], [8.140981479534304, 34.65514598239379], [8.376367628623768, 35.479876003555944], [8.217824334352315, 36.433176988260286], [8.420964389691676, 36.94642731378316], [9.509993523810607, 37.349994411766545], [10.210002475636317, 37.230001735984814], [10.180650262094531, 36.724037787415085], [11.02886722173335, 37.09210317641396], [11.100025668999251, 36.899996039368915], [10.600004510143094, 36.410000108377375], [10.593286573945138, 35.94744436293281], [10.939518670300687, 35.698984076473494], [10.807847120821009, 34.83350718844919], [10.149592726287125, 34.33077301689771], [10.339658644256616, 33.78574168551532], [10.856836378633687, 33.76874013929128], [11.108500603895122, 33.293342800422195], [11.488787469131012, 33.13699575452324], [11.432253452203696, 32.368903103152874], [10.944789666394456, 32.081814683555365], [10.636901482799487, 31.761420803345757], [9.950225050505082, 31.376069647745258], [10.056575148161699, 30.961831366493527], [9.970017124072854, 30.53932485607524], [9.482139926805274, 30.307556057246188]]]}}, {\\\"id\\\": \\\"82\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Algeria\\\", \\\"country_code\\\": \\\"DZA\\\", \\\"orders_count\\\": 93.0, \\\"rfm_sum\\\": 6.637755102040816}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-8.684399786809053, 27.395744126896005], [-8.665124477564191, 27.589479071558227], [-8.665589565454809, 27.656425889592356], [-8.674116176782974, 28.84128896739658], [-7.059227667661958, 29.5792284205246], [-6.060632290053774, 29.731699734001694], [-5.242129278982787, 30.00044302013559], [-4.859646165374471, 30.501187649043846], [-3.6904410465547244, 30.896951605751156], [-3.647497931320146, 31.637294012980675], [-3.068980271812648, 31.724497992473218], [-2.616604783529567, 32.09434621838619], [-1.30789913573787, 32.2628889023061], [-1.1245511539663084, 32.65152151135713], [-1.388049282222596, 32.86401500094138], [-1.7334545556614671, 33.91971283623212], [-1.792985805661715, 34.527918606091305], [-2.169913702798624, 35.16839630791668], [-1.208602871089056, 35.7148487411871], [-0.12745439289460592, 35.888662421200806], [0.5038765804152092, 36.30127289483528], [1.466918572606545, 36.605647081034405], [3.1616988460508253, 36.78390493422522], [4.81575809084913, 36.86503693292346], [5.3201200700177935, 36.71651886651662], [6.261819695672613, 37.11065501560674], [7.330384962603971, 37.11838064223437], [7.737078484741005, 36.885707505840216], [8.420964389691676, 36.94642731378316], [8.217824334352315, 36.433176988260286], [8.376367628623768, 35.479876003555944], [8.140981479534304, 34.65514598239379], [7.524481642292244, 34.09737641045146], [7.6126416357821824, 33.34411489514896], [8.430472853233368, 32.74833730725595], [8.439102817426118, 32.50628489840082], [9.05560265466815, 32.10269196220129], [9.482139926805274, 30.307556057246188], [9.805634392952356, 29.424638373323376], [9.859997999723447, 28.959989732371014], [9.683884718472768, 28.1441738957792], [9.756128370816782, 27.688258571884205], [9.629056023811074, 27.14095347748092], [9.716285841519664, 26.512206325785655], [9.319410841518163, 26.094324856057455], [9.910692579801776, 25.365454616796796], [9.94826134607797, 24.936953640232517], [10.303846876678362, 24.379313259370917], [10.771363559622927, 24.56253205006175], [11.560669386449005, 24.097909247325518], [11.999505649471613, 23.47166840259645], [8.572893100629784, 21.565660712159143], [5.677565952180686, 19.601206976799716], [4.267419467800039, 19.155265204337], [3.158133172222705, 19.057364203360038], [3.1466610042539003, 19.693578599521445], [2.683588494486429, 19.856230170160117], [2.06099083823392, 20.142233384679486], [1.8232275732590324, 20.610809434486043], [-1.5500548974576134, 22.792665920497384], [-4.923337368174231, 24.974574082941], [-8.684399786809053, 27.395744126896005]]]}}, {\\\"id\\\": \\\"83\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Jordan\\\", \\\"country_code\\\": \\\"JOR\\\", \\\"orders_count\\\": 17.0, \\\"rfm_sum\\\": 6.785714285714286}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[35.54566531753454, 32.393992011030576], [35.71991824722275, 32.709192409794866], [36.834062127435544, 32.312937526980775], [38.792340529136084, 33.378686428352225], [39.19546837744497, 32.16100881604267], [39.00488569515255, 32.01021698661498], [37.00216556168101, 31.508412990844747], [37.998848911294374, 30.508499864213135], [37.66811974462638, 30.3386652694859], [37.503581984209035, 30.003776150018407], [36.74052778498725, 29.86528331147619], [36.50121422704359, 29.505253607698705], [36.06894087092206, 29.197494615184453], [34.95603722508426, 29.356554673778845], [34.92260257339143, 29.501326198844524], [35.420918409981965, 31.100065822874356], [35.397560662586045, 31.489086005167582], [35.5452519060762, 31.78250478772084], [35.54566531753454, 32.393992011030576]]]}}, {\\\"id\\\": \\\"84\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"United Arab Emirates\\\", \\\"country_code\\\": \\\"ARE\\\", \\\"orders_count\\\": 6.0, \\\"rfm_sum\\\": 7.214285714285714}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[51.57951867046327, 24.245497137951105], [51.757440626844186, 24.29407298430547], [51.79438927593287, 24.019826158132506], [52.57708051942561, 24.177439276622707], [53.404006788960146, 24.15131684009917], [54.00800092958758, 24.121757920828216], [54.69302371604863, 24.79789236093509], [55.43902469261414, 25.43914520924494], [56.07082075381456, 26.05546417897398], [56.261041701080956, 25.71460643157677], [56.396847365144005, 24.924732163995486], [55.88623253766801, 24.920830593357447], [55.804118686756226, 24.269604193615265], [55.98121382022046, 24.13054291431783], [55.52863162620824, 23.933604030853502], [55.525841098864475, 23.524869289640932], [55.234489373602884, 23.110992743415324], [55.208341098863194, 22.708329982997046], [55.006803012924905, 22.496947536707136], [52.000733270074335, 23.00115448657894], [51.61770755392698, 24.01421926522883], [51.57951867046327, 24.245497137951105]]]}}, {\\\"id\\\": \\\"85\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Qatar\\\", \\\"country_code\\\": \\\"QAT\\\", \\\"orders_count\\\": 6.0, \\\"rfm_sum\\\": 8.625}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[50.81010827006958, 24.754742539971378], [50.74391076030369, 25.482424221289396], [51.013351678273494, 26.006991685484195], [51.28646162293606, 26.11458201751587], [51.58907881043726, 25.80111277923338], [51.60670047384881, 25.21567047779874], [51.38960778179063, 24.62738597258806], [51.11241539897702, 24.556330878186724], [50.81010827006958, 24.754742539971378]]]}}, {\\\"id\\\": \\\"86\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Kuwait\\\", \\\"country_code\\\": \\\"KWT\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[47.974519077349896, 29.975819200148504], [48.18318851094449, 29.534476630159762], [48.09394331237642, 29.306299343375002], [48.416094191283946, 28.55200429942667], [47.708850538937384, 28.526062730416143], [47.45982181172283, 29.002519436147224], [46.568713413281756, 29.09902517345229], [47.30262210469096, 30.059069932570722], [47.974519077349896, 29.975819200148504]]]}}, {\\\"id\\\": \\\"87\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Iraq\\\", \\\"country_code\\\": \\\"IRQ\\\", \\\"orders_count\\\": 198.0, \\\"rfm_sum\\\": 6.461340206185567}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[39.19546837744497, 32.16100881604267], [38.792340529136084, 33.378686428352225], [41.006158888519934, 34.41937226006212], [41.383965285005814, 35.628316555314356], [41.289707472505455, 36.35881460219227], [41.83706424334096, 36.605853786763575], [42.34959109881177, 37.2298725449041], [42.77912560402183, 37.385263576805755], [43.9422587420473, 37.25622752537295], [44.29345177590287, 37.0015143906063], [44.77267710159504, 37.17043692561684], [45.42061811705321, 35.977545884742824], [46.0763403664048, 35.67738332777549], [46.15178795755094, 35.09325877536429], [45.64845950702809, 34.748137722303014], [45.41669070819904, 33.967797756479584], [46.10936160663932, 33.017287299119005], [47.33466149271191, 32.46915538179911], [47.8492037290421, 31.70917593029867], [47.68528608581227, 30.984853217079632], [48.004698113808324, 30.985137437457244], [48.0145683123761, 30.452456773392598], [48.567971225789755, 29.926778265903522], [47.974519077349896, 29.975819200148504], [47.30262210469096, 30.059069932570722], [46.568713413281756, 29.09902517345229], [44.70949873228474, 29.178891099559383], [41.889980910007836, 31.19000865327837], [40.399994337736246, 31.889991766887935], [39.19546837744497, 32.16100881604267]]]}}, {\\\"id\\\": \\\"88\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Oman\\\", \\\"country_code\\\": \\\"OMN\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[55.208341098863194, 22.708329982997046], [55.234489373602884, 23.110992743415324], [55.525841098864475, 23.524869289640932], [55.52863162620824, 23.933604030853502], [55.98121382022046, 24.13054291431783], [55.804118686756226, 24.269604193615265], [55.88623253766801, 24.920830593357447], [56.396847365144005, 24.924732163995486], [56.845140415276006, 24.241673081961505], [57.4034525897574, 23.878594468678813], [58.13694786970825, 23.74793060962881], [58.72921146020542, 23.56566783293536], [59.18050174341033, 22.992395331305474], [59.45009769067703, 22.6602709009656], [59.80806033716286, 22.533611965418217], [59.806148309168066, 22.310524807214193], [59.442191196536385, 21.714540513592027], [59.28240766788991, 21.43388580981485], [58.86114139184656, 21.114034532144302], [58.48798587426694, 20.428985907467094], [58.034318475176605, 20.481437486243337], [57.826372511634105, 20.24300242764863], [57.665762160070955, 19.73600495043307], [57.788700392493325, 19.067570298737678], [57.694390903560645, 18.94470958096376], [57.234263950433814, 18.947991034414287], [56.60965091332193, 18.574267076079465], [56.51218916201947, 18.087113348863966], [56.28352094912793, 17.876066799383963], [55.66149173363064, 17.884128322821496], [55.26993940615512, 17.632309068263197], [55.27490034365513, 17.22835439703762], [54.79100223167404, 16.95069692633338], [54.23925296409371, 17.044980577049913], [53.570508253804576, 16.707662665264706], [53.10857262554751, 16.651051133688952], [52.78218427919205, 17.349742336491232], [52.00000980002224, 19.000003363516058], [54.99998172386236, 19.999994004796108], [55.666659376859826, 22.00000112557234], [55.208341098863194, 22.708329982997046]]], [[[56.261041701080956, 25.71460643157677], [56.07082075381456, 26.05546417897398], [56.36201744977927, 26.39593435312898], [56.48567915225374, 26.309117946878633], [56.39142133975335, 25.895990708921246], [56.261041701080956, 25.71460643157677]]]]}}, {\\\"id\\\": \\\"89\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Vanuatu\\\", \\\"country_code\\\": \\\"VUT\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[167.2168013857696, -15.89184620530842], [167.84487674384502, -16.46633310309717], [167.51518110582288, -16.59784962327999], [167.1800077659778, -16.159995212470946], [167.2168013857696, -15.89184620530842]]], [[[166.79315799384085, -15.668810723536687], [166.6498592470955, -15.392703545801211], [166.6291369977464, -14.626497084209605], [167.10771243720149, -14.933920179913954], [167.27002811103023, -15.740020847234888], [167.00120731024793, -15.614602146062516], [166.79315799384085, -15.668810723536687]]]]}}, {\\\"id\\\": \\\"90\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Cambodia\\\", \\\"country_code\\\": \\\"KHM\\\", \\\"orders_count\\\": 21.0, \\\"rfm_sum\\\": 12.911111111111111}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[102.5849324890267, 12.186594956913282], [102.34809939983302, 13.394247341358223], [102.98842207236163, 14.225721136934467], [104.28141808473661, 14.416743068901367], [105.21877689007889, 14.273211778210694], [106.04394616091552, 13.881091009979956], [106.49637332563088, 14.570583807834282], [107.38272749230109, 14.202440904186972], [107.61454796756243, 13.535530707244206], [107.49140302941089, 12.337205918827948], [105.81052371625313, 11.567614650921229], [106.24967003786946, 10.961811835163587], [105.19991499229235, 10.889309800658097], [104.33433475140347, 10.48654368737523], [103.4972799011397, 10.632555446815928], [103.09068973186726, 11.153660590047165], [102.5849324890267, 12.186594956913282]]]}}, {\\\"id\\\": \\\"91\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Thailand\\\", \\\"country_code\\\": \\\"THA\\\", \\\"orders_count\\\": 138.0, \\\"rfm_sum\\\": 12.457627118644067}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[105.21877689007889, 14.273211778210694], [104.28141808473661, 14.416743068901367], [102.98842207236163, 14.225721136934467], [102.34809939983302, 13.394247341358223], [102.5849324890267, 12.186594956913282], [101.68715783081996, 12.645740057826572], [100.83180952352487, 12.627084865769206], [100.9784672383692, 13.412721665902566], [100.09779747925111, 13.406856390837433], [100.01873253784456, 12.307001044153354], [99.47892052612363, 10.846366685423547], [99.15377241414316, 9.963061428258555], [99.22239871622676, 9.239255479362427], [99.87383182169813, 9.20786204674512], [100.27964684448622, 8.295152899606052], [100.45927412313276, 7.429572658717177], [101.01732791545273, 6.856868597842478], [101.62307905477806, 6.74062246340192], [102.14118696493638, 6.221636053894628], [101.81428185425798, 5.8108084171742425], [101.15421878459387, 5.691384182147715], [101.07551557821336, 6.2048670516159214], [100.25959638875696, 6.6428248152895435], [100.0857568705271, 6.4644894474502905], [99.69069054565576, 6.8482127954335965], [99.51964155476963, 7.34345388430276], [98.9882528015123, 7.907993068875328], [98.503786248776, 8.382305202666288], [98.339661899817, 7.794511623562386], [98.15000939330582, 8.350007432483878], [98.25915001830626, 8.973922837759801], [98.55355065307305, 9.932959906448545], [99.03812055867398, 10.960545762572437], [99.58728600463972, 11.892762762901697], [99.19635379435167, 12.80474843998867], [99.21201175333609, 13.269293728076464], [99.09775516153876, 13.827502549693278], [98.43081912637987, 14.622027696180837], [98.1920740091914, 15.123702500870351], [98.53737592976572, 15.308497422746084], [98.90334842325676, 16.17782420497612], [98.49376102091135, 16.83783559820793], [97.85912275593486, 17.567946071843664], [97.37589643757354, 18.445437730375815], [97.79778283080441, 18.627080389881755], [98.25372399291561, 19.708203029860044], [98.95967573445488, 19.752980658440947], [99.54330936075931, 20.186597601802063], [100.11598758341785, 20.417849636308187], [100.54888105672688, 20.109237982661128], [100.60629357300316, 19.508344427971224], [101.2820146016517, 19.462584947176765], [101.03593143107777, 18.408928330961615], [101.05954756063517, 17.51249725999449], [102.11359175009248, 18.109101670804165], [102.41300499879162, 17.932781683824288], [102.99870568238771, 17.9616946476916], [103.20019209189374, 18.309632066312773], [103.9564766784853, 18.24095408779688], [104.7169470560925, 17.42885895433008], [104.7793205098688, 16.44186493577145], [105.58903852745016, 15.570316066952858], [105.54433841351769, 14.723933620660418], [105.21877689007889, 14.273211778210694]]]}}, {\\\"id\\\": \\\"92\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Laos\\\", \\\"country_code\\\": \\\"LAO\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[107.38272749230109, 14.202440904186972], [106.49637332563088, 14.570583807834282], [106.04394616091552, 13.881091009979956], [105.21877689007889, 14.273211778210694], [105.54433841351769, 14.723933620660418], [105.58903852745016, 15.570316066952858], [104.7793205098688, 16.44186493577145], [104.7169470560925, 17.42885895433008], [103.9564766784853, 18.24095408779688], [103.20019209189374, 18.309632066312773], [102.99870568238771, 17.9616946476916], [102.41300499879162, 17.932781683824288], [102.11359175009248, 18.109101670804165], [101.05954756063517, 17.51249725999449], [101.03593143107777, 18.408928330961615], [101.2820146016517, 19.462584947176765], [100.60629357300316, 19.508344427971224], [100.54888105672688, 20.109237982661128], [100.11598758341785, 20.417849636308187], [100.32910119018953, 20.786121731036232], [101.18000532430754, 21.436572984294028], [101.27002566935997, 21.201651923095184], [101.80311974488293, 21.17436676684507], [101.65201785686152, 22.318198757409547], [102.17043582561358, 22.464753119389304], [102.75489627483466, 21.675137233969465], [103.20386111858645, 20.76656220141375], [104.43500044150805, 20.75873322192153], [104.8225736836971, 19.886641750563882], [104.18338789267894, 19.62466807706022], [103.89653201702671, 19.265180975821806], [105.09459842328152, 18.66697459561108], [105.92576216026403, 17.48531545660896], [106.55600792849569, 16.604283962464805], [107.3127059265456, 15.90853831630318], [107.5645251811039, 15.20217316330556], [107.38272749230109, 14.202440904186972]]]}}, {\\\"id\\\": \\\"93\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Myanmar\\\", \\\"country_code\\\": \\\"MMR\\\", \\\"orders_count\\\": 58.0, \\\"rfm_sum\\\": 12.242647058823529}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[100.11598758341785, 20.417849636308187], [99.54330936075931, 20.186597601802063], [98.95967573445488, 19.752980658440947], [98.25372399291561, 19.708203029860044], [97.79778283080441, 18.627080389881755], [97.37589643757354, 18.445437730375815], [97.85912275593486, 17.567946071843664], [98.49376102091135, 16.83783559820793], [98.90334842325676, 16.17782420497612], [98.53737592976572, 15.308497422746084], [98.1920740091914, 15.123702500870351], [98.43081912637987, 14.622027696180837], [99.09775516153876, 13.827502549693278], [99.21201175333609, 13.269293728076464], [99.19635379435167, 12.80474843998867], [99.58728600463972, 11.892762762901697], [99.03812055867398, 10.960545762572437], [98.55355065307305, 9.932959906448545], [98.45717410684873, 10.67526601810515], [98.76454552612078, 11.441291612183749], [98.42833865762985, 12.032986761925685], [98.50957400919268, 13.122377631070677], [98.1036039571077, 13.640459703012851], [97.77773237507517, 14.837285874892642], [97.59707156778276, 16.10056793869977], [97.1645398294998, 16.92873444260934], [96.505768670643, 16.42724050543285], [95.3693522481124, 15.7143899601826], [94.80840457558412, 15.80345429123764], [94.18880415240454, 16.037936102762018], [94.53348595579135, 17.277240301985728], [94.32481652219676, 18.2135139022499], [93.54098839719364, 19.366492621330025], [93.66325483599621, 19.726961574781996], [93.07827762245219, 19.855144965081976], [92.36855350135562, 20.670883287025347], [92.30323449093868, 21.47548533780982], [92.65225711463799, 21.324047552978485], [92.67272098182556, 22.041238918541254], [93.16612755734837, 22.278459580977103], [93.06029422401463, 22.70311066333557], [93.28632693885928, 23.043658352139005], [93.3251876159428, 24.078556423432204], [94.10674197792507, 23.85074087167348], [94.55265791217164, 24.675238348890336], [94.60324913938538, 25.162495428970402], [95.1551534362626, 26.001307277932085], [95.12476769407496, 26.5735720891323], [96.41936567585097, 27.264589341739224], [97.1339990580153, 27.083773505149964], [97.0519885599681, 27.69905894623315], [97.40256147663614, 27.882536119085444], [97.32711388549004, 28.26158274994634], [97.91198774616944, 28.335945136014345], [98.2462309102333, 27.74722138112918], [98.68269005737046, 27.50881216075062], [98.71209394734451, 26.743535874940267], [98.67183800658916, 25.918702500913525], [97.72460900267914, 25.083637193293], [97.60471967976198, 23.897404690033042], [98.66026248575577, 24.063286037689966], [98.89874922078278, 23.14272207284253], [99.5319922220874, 22.94903880461258], [99.24089887898725, 22.11831431730458], [99.98348921102149, 21.7429367131364], [100.41653771362738, 21.558839423096614], [101.15003299357825, 21.849984442629022], [101.18000532430754, 21.436572984294028], [100.32910119018953, 20.786121731036232], [100.11598758341785, 20.417849636308187]]]}}, {\\\"id\\\": \\\"94\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Vietnam\\\", \\\"country_code\\\": \\\"VNM\\\", \\\"orders_count\\\": 122.0, \\\"rfm_sum\\\": 12.596226415094339}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[104.33433475140347, 10.48654368737523], [105.19991499229235, 10.889309800658097], [106.24967003786946, 10.961811835163587], [105.81052371625313, 11.567614650921229], [107.49140302941089, 12.337205918827948], [107.61454796756243, 13.535530707244206], [107.38272749230109, 14.202440904186972], [107.5645251811039, 15.20217316330556], [107.3127059265456, 15.90853831630318], [106.55600792849569, 16.604283962464805], [105.92576216026403, 17.48531545660896], [105.09459842328152, 18.66697459561108], [103.89653201702671, 19.265180975821806], [104.18338789267894, 19.62466807706022], [104.8225736836971, 19.886641750563882], [104.43500044150805, 20.75873322192153], [103.20386111858645, 20.76656220141375], [102.75489627483466, 21.675137233969465], [102.17043582561358, 22.464753119389304], [102.7069922221001, 22.708795070887675], [103.50451460166056, 22.70375661873921], [104.47685835166448, 22.819150092046968], [105.32920942588663, 23.352063300056912], [105.81124718630522, 22.976892401617903], [106.72540327354847, 22.79426788989842], [106.56727339073532, 22.21820486092477], [107.04342003787264, 21.811898912029914], [108.05018029178294, 21.55237986906012], [106.7150679870901, 20.69685069425202], [105.88168216351903, 19.752050482659698], [105.66200564984631, 19.05816518806057], [106.42681684776602, 18.004120998603227], [107.36195356651974, 16.697456569887052], [108.26949507042963, 16.07974233648615], [108.87710656131748, 15.27669057867044], [109.33526981001722, 13.426028347217724], [109.20013593957398, 11.666859239137764], [108.36612999881545, 11.008320624226272], [107.22092858279524, 10.364483954301832], [106.40511274620343, 9.53083974856932], [105.15826378786511, 8.599759629750494], [104.79518517458239, 9.241038316276502], [105.07620161338562, 9.918490505406808], [104.33433475140347, 10.48654368737523]]]}}, {\\\"id\\\": \\\"95\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"North Korea\\\", \\\"country_code\\\": \\\"PRK\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[130.78000366004676, 42.220007813203225], [130.78000485358513, 42.22001036108258], [130.78000735893113, 42.22000722916885], [130.78000366004676, 42.220007813203225]]], [[[130.63999970690955, 42.39502427522179], [130.6400000000001, 42.39500000000004], [130.77999231657833, 42.22000960427719], [130.40003055228902, 42.28000356705971], [129.96594852103726, 41.94136790625106], [129.66736209525482, 41.60110443782523], [129.70518924369247, 40.88282786718433], [129.18811486218, 40.66180776627199], [129.01039961152821, 40.485436102859815], [128.63336836152672, 40.18984691015031], [127.96741417858135, 40.02541250259756], [127.53343550019417, 39.7568500839767], [127.5021195822253, 39.32393077245153], [127.38543419811027, 39.213472398427655], [127.78334272675772, 39.05089834243742], [128.34971642467661, 38.61224294692785], [128.20574588431145, 38.37039724380189], [127.78003543509101, 38.30453563084589], [127.07330854706737, 38.2561148137884], [126.68371992401893, 37.80477285415118], [126.23733890188176, 37.84037791600028], [126.17475874237624, 37.74968577732804], [125.68910363169721, 37.94001007745902], [125.5684391622957, 37.75208873142962], [125.2753304383362, 37.669070542952724], [125.24008711151316, 37.85722443292744], [124.98103315643397, 37.94882090916478], [124.71216067921938, 38.10834605564979], [124.98599409393398, 38.54847422947968], [125.2219486837787, 38.66585724543067], [125.13285851450752, 38.84855927179859], [125.3865897970606, 39.387957872061165], [125.32111575734682, 39.55138458918421], [124.7374821310424, 39.66034434667162], [124.26562462778531, 39.928493353834156], [125.07994184784064, 40.56982371679245], [126.18204511932943, 41.10733612727637], [126.86908328664987, 41.81656932226619], [127.34378299368302, 41.50315176041597], [128.20843305879066, 41.46677155208249], [128.0522152039723, 41.99428457291795], [129.59666873587952, 42.42498179785456], [129.99426720593323, 42.985386867843786], [130.63999970690955, 42.39502427522179]]]]}}, {\\\"id\\\": \\\"96\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"South Korea\\\", \\\"country_code\\\": \\\"KOR\\\", \\\"orders_count\\\": 82.0, \\\"rfm_sum\\\": 12.284883720930232}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[126.17475874237624, 37.74968577732804], [126.23733890188176, 37.84037791600028], [126.68371992401893, 37.80477285415118], [127.07330854706737, 38.2561148137884], [127.78003543509101, 38.30453563084589], [128.20574588431145, 38.37039724380189], [128.34971642467661, 38.61224294692785], [129.21291954968007, 37.43239248305595], [129.46044966035817, 36.78418915460283], [129.4683044780665, 35.63214061130395], [129.0913765809296, 35.082484239231434], [128.1858504578791, 34.89037710218639], [127.3865194031884, 34.47567373304412], [126.48574751190876, 34.39004588473648], [126.37391971242914, 34.934560451795946], [126.55923139862779, 35.6845405136479], [126.11739790253229, 36.72548472751926], [126.86014326386339, 36.893924058574626], [126.17475874237624, 37.74968577732804]]]}}, {\\\"id\\\": \\\"97\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Mongolia\\\", \\\"country_code\\\": \\\"MNG\\\", \\\"orders_count\\\": 13.0, \\\"rfm_sum\\\": 6.135135135135135}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[87.75126427607671, 49.297197984405486], [88.80556684769552, 49.47052073831242], [90.71366743364068, 50.33181183532109], [92.23471154171968, 50.80217072204172], [93.10421000000002, 50.49529000000001], [94.14756635943559, 50.48053660745717], [94.81594933469873, 50.01343333597085], [95.8140200000002, 49.97746000000012], [97.25976000000014, 49.72605000000004], [98.23176150919156, 50.422400621128745], [97.82573978067431, 51.01099518493318], [98.86149051310034, 52.04736603454669], [99.98173221232354, 51.63400625264399], [100.88948042196262, 51.51685578063832], [102.06521000000004, 51.25991000000005], [102.25589000000008, 50.51056000000011], [103.67654544476022, 50.089966132195116], [104.62158, 50.27532000000019], [105.88659142458675, 50.406019192092224], [106.8888041524553, 50.27429596618032], [107.86817589725095, 49.793705145865815], [108.47516727095129, 49.28254771585074], [109.40244917199664, 49.292960516957635], [110.66201053267878, 49.13012807880585], [111.58123091028662, 49.37796824807769], [112.89773969935436, 49.54356537535699], [114.36245649623527, 50.24830272073741], [114.96210981655018, 50.140247300815126], [115.48569542853136, 49.80517731383475], [116.67880089728612, 49.888531399121405], [116.19180219936757, 49.134598090199106], [115.48528201707306, 48.13538259540344], [115.74283735561579, 47.72654450132629], [116.30895267137323, 47.85341014260284], [117.29550744025741, 47.69770905210743], [118.06414269416672, 48.06673045510369], [118.86657433479495, 47.74706004494617], [119.7728239278975, 47.04805878355013], [119.66326989143876, 46.69267995867892], [118.87432579963873, 46.80541209572365], [117.42170128791419, 46.67273285581426], [116.71786828009886, 46.38820241961521], [115.98509647020009, 45.727235012386004], [114.46033165899607, 45.339816799493825], [113.46390669154417, 44.80889313412712], [112.43606245325881, 45.01164561622429], [111.8733061056003, 45.10207937273506], [111.34837690637946, 44.45744171811009], [111.66773725794323, 44.07317576758771], [111.82958784388137, 43.74311839453952], [111.12968224492023, 43.40683401140015], [110.41210330611528, 42.87123362891103], [109.24359581913146, 42.5194463160841], [107.74477257693795, 42.48151581478187], [106.12931562706169, 42.13432770442891], [104.96499393109347, 41.59740957291635], [104.52228193564899, 41.908346666016556], [103.31227827353482, 41.9074681666676], [101.83304039917994, 42.51487295182628], [100.84586551310827, 42.66380442969145], [99.51581749878004, 42.524691473961724], [97.45175744017801, 42.74888967546002], [96.34939578652781, 42.725635280928685], [95.76245486855669, 43.319449164394605], [95.30687544147153, 44.24133087826547], [94.68892866412533, 44.35233185482842], [93.4807336771413, 44.975472113619965], [92.13389082231822, 45.11507599545646], [90.9455395853343, 45.28607330991028], [90.58576826371828, 45.71971609148753], [90.97080936072501, 46.88814606382293], [90.28082563676392, 47.69354909930793], [88.85429772334676, 48.069081732772965], [88.01383222855173, 48.599462795600616], [87.75126427607671, 49.297197984405486]]]}}, {\\\"id\\\": \\\"98\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"India\\\", \\\"country_code\\\": \\\"IND\\\", \\\"orders_count\\\": 785.0, \\\"rfm_sum\\\": 12.351125401929261}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[97.32711388549004, 28.26158274994634], [97.40256147663614, 27.882536119085444], [97.0519885599681, 27.69905894623315], [97.1339990580153, 27.083773505149964], [96.41936567585097, 27.264589341739224], [95.12476769407496, 26.5735720891323], [95.1551534362626, 26.001307277932085], [94.60324913938538, 25.162495428970402], [94.55265791217164, 24.675238348890336], [94.10674197792507, 23.85074087167348], [93.3251876159428, 24.078556423432204], [93.28632693885928, 23.043658352139005], [93.06029422401463, 22.70311066333557], [93.16612755734837, 22.278459580977103], [92.67272098182556, 22.041238918541254], [92.14603478390681, 23.627498684172593], [91.86992760617132, 23.624346421802784], [91.70647505083211, 22.985263983649187], [91.15896325069973, 23.50352692310439], [91.46772993364368, 24.072639471934792], [91.91509280799443, 24.130413723237112], [92.37620161333481, 24.976692816664965], [91.79959598182208, 25.147431748957317], [90.87221072791212, 25.132600612889547], [89.92069258012185, 25.26974986419218], [89.83248091019962, 25.96508209889548], [89.35509402868729, 26.014407253518073], [88.56304935094977, 26.446525580342723], [88.2097892598025, 25.768065700782714], [88.93155398962308, 25.238692328384776], [88.30637251175602, 24.866079413344206], [88.08442223506242, 24.501657212821925], [88.69994022009092, 24.23371491138856], [88.52976972855379, 23.631141872649167], [88.87631188350309, 22.87914642993783], [89.03196129756623, 22.055708319582976], [88.88876590368542, 21.690588487224748], [88.20849734899522, 21.703171698487807], [86.97570438024027, 21.49556163175521], [87.03316857294887, 20.743307806882413], [86.49935102737379, 20.151638495356607], [85.0602657409097, 19.4785788029711], [83.94100589390001, 18.302009792549725], [83.18921715691785, 17.67122142177898], [82.19279218946592, 17.016636053937816], [82.19124189649719, 16.556664130107848], [81.69271935417748, 16.310219224507904], [80.79199913933014, 15.951972357644493], [80.32489586784388, 15.89918488205835], [80.02506920768644, 15.136414903214147], [80.2332735533904, 13.835770778859981], [80.28629357292186, 13.006260687710835], [79.8625468281285, 12.056215318240888], [79.85799930208682, 10.35727509199711], [79.340511509116, 10.30885427493962], [78.88534549348918, 9.546135972527722], [79.1897196796883, 9.216543687370148], [78.2779407083305, 8.933046779816934], [77.94116539908435, 8.252959092639742], [77.53989790233794, 7.965534776232332], [76.59297895702167, 8.89927623131419], [76.13006147655108, 10.299630031775521], [75.7464673196485, 11.308250637248307], [75.39610110870959, 11.781245022015824], [74.86481570831683, 12.741935736537897], [74.61671715688354, 13.99258291264968], [74.44385949086723, 14.617221787977698], [73.5341992532334, 15.99065216721496], [73.11990929554943, 17.928570054592498], [72.82090945830865, 19.208233547436166], [72.8244751321368, 20.419503282141534], [72.6305334817454, 21.356009426351008], [71.17527347197395, 20.757441311114235], [70.4704586119451, 20.877330634031384], [69.16413008003883, 22.0892980005727], [69.6449276060824, 22.450774644454338], [69.34959679553435, 22.84317963306269], [68.1766451353734, 23.69196503345671], [68.84259931831878, 24.35913361256094], [71.04324018746823, 24.3565239527302], [70.84469933460284, 25.21510203704352], [70.2828731627256, 25.72222870533983], [70.16892662952202, 26.491871649678842], [69.51439293811313, 26.940965684511372], [70.61649620960193, 27.989196275335868], [71.77766564320032, 27.913180243434525], [72.8237516620847, 28.961591701772054], [73.45063846221743, 29.97641347911987], [74.42138024282028, 30.979814764931177], [74.40592898956501, 31.69263947196528], [75.25864179881322, 32.2711054550405], [74.45155927927871, 32.7648996038055], [74.10429365427734, 33.44147329358685], [73.74994835805197, 34.31769887952785], [74.24020267120497, 34.748887030571254], [75.75706098826834, 34.50492259372132], [76.87172163280403, 34.65354401299274], [77.83745079947457, 35.494009507787766], [78.91226891471322, 34.32193634697579], [78.81108646028574, 33.50619802503242], [79.20889163606859, 32.994394639613716], [79.17612877799553, 32.48377981213771], [78.45844648632601, 32.61816437431273], [78.73889448437401, 31.515906073527063], [79.7213668151071, 30.88271474865473], [81.11125613802932, 30.183480943313402], [80.4767212259174, 29.72986522065534], [80.08842451367627, 28.79447011974014], [81.05720258985203, 28.416095282499043], [81.99998742058497, 27.925479234319994], [83.30424889519955, 27.36450572357556], [84.6750179381738, 27.234901231387536], [85.25177859898338, 26.726198431906344], [86.02439293817918, 26.63098460540857], [87.2274719583663, 26.397898057556077], [88.06023766474982, 26.41461538340249], [88.17480431514092, 26.81040517832595], [88.04313276566123, 27.445818589786825], [88.12044070836987, 27.876541652939594], [88.73032596227856, 28.086864732367516], [88.81424848832056, 27.299315904239364], [88.83564253128938, 27.098966376243762], [89.74452762243885, 26.719402981059957], [90.37327477413407, 26.87572418874288], [91.21751264848643, 26.808648179628022], [92.03348351437509, 26.83831045176356], [92.10371178585974, 27.452614040633208], [91.69665652869668, 27.771741848251665], [92.50311893104364, 27.89687632904645], [93.41334760943269, 28.640629380807226], [94.56599043170294, 29.277438055939985], [95.40480228066464, 29.03171662039213], [96.11767866413103, 29.452802028922466], [96.58659061074749, 28.83097951915434], [96.24883344928779, 28.411030992134442], [97.32711388549004, 28.26158274994634]]]}}, {\\\"id\\\": \\\"99\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Bangladesh\\\", \\\"country_code\\\": \\\"BGD\\\", \\\"orders_count\\\": 82.0, \\\"rfm_sum\\\": 12.441717791411042}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[92.67272098182556, 22.041238918541254], [92.65225711463799, 21.324047552978485], [92.30323449093868, 21.47548533780982], [92.36855350135562, 20.670883287025347], [92.08288618364614, 21.19219513598577], [92.02521528520839, 21.701569729086767], [91.83489098507744, 22.182935695885565], [91.41708702999766, 22.76501902922122], [90.49600630082728, 22.80501658781513], [90.58695682166098, 22.392793687422866], [90.27297081905556, 21.83636770272011], [89.84746707556428, 22.039146023033425], [89.70204959509493, 21.857115790285306], [89.41886274613549, 21.9661789006373], [89.03196129756623, 22.055708319582976], [88.87631188350309, 22.87914642993783], [88.52976972855379, 23.631141872649167], [88.69994022009092, 24.23371491138856], [88.08442223506242, 24.501657212821925], [88.30637251175602, 24.866079413344206], [88.93155398962308, 25.238692328384776], [88.2097892598025, 25.768065700782714], [88.56304935094977, 26.446525580342723], [89.35509402868729, 26.014407253518073], [89.83248091019962, 25.96508209889548], [89.92069258012185, 25.26974986419218], [90.87221072791212, 25.132600612889547], [91.79959598182208, 25.147431748957317], [92.37620161333481, 24.976692816664965], [91.91509280799443, 24.130413723237112], [91.46772993364368, 24.072639471934792], [91.15896325069973, 23.50352692310439], [91.70647505083211, 22.985263983649187], [91.86992760617132, 23.624346421802784], [92.14603478390681, 23.627498684172593], [92.67272098182556, 22.041238918541254]]]}}, {\\\"id\\\": \\\"100\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Bhutan\\\", \\\"country_code\\\": \\\"BTN\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[91.69665652869668, 27.771741848251665], [92.10371178585974, 27.452614040633208], [92.03348351437509, 26.83831045176356], [91.21751264848643, 26.808648179628022], [90.37327477413407, 26.87572418874288], [89.74452762243885, 26.719402981059957], [88.83564253128938, 27.098966376243762], [88.81424848832056, 27.299315904239364], [89.47581017452111, 28.042758897406397], [90.01582889197118, 28.296438503527217], [90.7305139505678, 28.064953925075756], [91.25885379431992, 28.040614325466294], [91.69665652869668, 27.771741848251665]]]}}, {\\\"id\\\": \\\"101\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Nepal\\\", \\\"country_code\\\": \\\"NPL\\\", \\\"orders_count\\\": 6.0, \\\"rfm_sum\\\": 11.473684210526315}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[88.12044070836987, 27.876541652939594], [88.04313276566123, 27.445818589786825], [88.17480431514092, 26.81040517832595], [88.06023766474982, 26.41461538340249], [87.2274719583663, 26.397898057556077], [86.02439293817918, 26.63098460540857], [85.25177859898338, 26.726198431906344], [84.6750179381738, 27.234901231387536], [83.30424889519955, 27.36450572357556], [81.99998742058497, 27.925479234319994], [81.05720258985203, 28.416095282499043], [80.08842451367627, 28.79447011974014], [80.4767212259174, 29.72986522065534], [81.11125613802932, 30.183480943313402], [81.52580447787474, 30.42271698660863], [82.32751264845088, 30.115268052688137], [83.33711510613719, 29.463731594352197], [83.89899295444673, 29.320226141877658], [84.23457970575015, 28.839893703724698], [85.01163821812304, 28.642773952747344], [85.82331994013151, 28.203575954698707], [86.9545170430006, 27.974261786403517], [88.12044070836987, 27.876541652939594]]]}}, {\\\"id\\\": \\\"102\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Pakistan\\\", \\\"country_code\\\": \\\"PAK\\\", \\\"orders_count\\\": 123.0, \\\"rfm_sum\\\": 12.176706827309237}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[77.83745079947457, 35.494009507787766], [76.87172163280403, 34.65354401299274], [75.75706098826834, 34.50492259372132], [74.24020267120497, 34.748887030571254], [73.74994835805197, 34.31769887952785], [74.10429365427734, 33.44147329358685], [74.45155927927871, 32.7648996038055], [75.25864179881322, 32.2711054550405], [74.40592898956501, 31.69263947196528], [74.42138024282028, 30.979814764931177], [73.45063846221743, 29.97641347911987], [72.8237516620847, 28.961591701772054], [71.77766564320032, 27.913180243434525], [70.61649620960193, 27.989196275335868], [69.51439293811313, 26.940965684511372], [70.16892662952202, 26.491871649678842], [70.2828731627256, 25.72222870533983], [70.84469933460284, 25.21510203704352], [71.04324018746823, 24.3565239527302], [68.84259931831878, 24.35913361256094], [68.1766451353734, 23.69196503345671], [67.44366661974547, 23.94484365487699], [67.14544192898907, 24.663611151624647], [66.37282758979327, 25.42514089609385], [64.53040774929113, 25.23703868255143], [62.90570071803461, 25.21840932871021], [61.49736290878419, 25.0782370061185], [61.87418745305655, 26.239974880472104], [63.31663170761959, 26.756532497661667], [63.2338977395203, 27.21704702403071], [62.75542565292986, 27.378923448184988], [62.72783043808599, 28.25964488373539], [61.77186811711863, 28.6993338078908], [61.36930870956494, 29.303276272085924], [60.87424848820879, 29.829238999952608], [62.54985680527278, 29.31857249604431], [63.55026085801117, 29.468330796826166], [64.14800215033125, 29.340819200145972], [64.35041873561852, 29.560030625928093], [65.0468620136161, 29.472180691031905], [66.34647260932442, 29.887943427036177], [66.38145755398602, 30.738899237586452], [66.93889122911847, 31.304911200479353], [67.68339358914747, 31.30315420178142], [67.79268924344478, 31.58293040620963], [68.55693200060932, 31.713310044882018], [68.92667687365767, 31.620189113892067], [69.31776411324256, 31.901412258424443], [69.26252200712256, 32.5019440780883], [69.68714725126486, 33.105498969041236], [70.3235941913716, 33.35853261975839], [69.9305432473596, 34.02012014417511], [70.8818030129884, 33.98885590263852], [71.15677330921346, 34.34891144463215], [71.11501875192164, 34.733125718722235], [71.61307620635071, 35.153203436822864], [71.49876793812109, 35.650563259416], [71.26234826038575, 36.074387518857804], [71.84629194528392, 36.50994232842986], [72.92002485544447, 36.72000702569632], [74.06755171091783, 36.83617564548845], [74.57589277537298, 37.02084137628346], [75.15802778514092, 37.13303091078912], [75.89689741405013, 36.666806138651836], [76.19284834178569, 35.89840342868783], [77.83745079947457, 35.494009507787766]]]}}, {\\\"id\\\": \\\"103\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Afghanistan\\\", \\\"country_code\\\": \\\"AFG\\\", \\\"orders_count\\\": 26.0, \\\"rfm_sum\\\": 11.945454545454545}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[66.51860680528867, 37.36278432875879], [67.07578209825962, 37.35614390720929], [67.82999962755952, 37.144994004864685], [68.13556237170138, 37.02311513930431], [68.85944583524594, 37.344335842430596], [69.19627282092438, 37.15114350030743], [69.51878543485796, 37.60899669041342], [70.11657840361033, 37.58822276463209], [70.27057417184014, 37.735164699854025], [70.3763041523093, 38.13839590102752], [70.80682050973289, 38.486281643216415], [71.34813113799026, 38.25890534113216], [71.23940392444817, 37.953265082341886], [71.54191775908478, 37.905774441065645], [71.44869347523024, 37.06564484308052], [71.8446382994506, 36.73817129164692], [72.1930408059624, 36.948287665345674], [72.63688968291729, 37.047558091778356], [73.26005577992501, 37.495256862939], [73.9486959166465, 37.4215662704908], [74.98000247589542, 37.419990139305895], [75.15802778514092, 37.13303091078912], [74.57589277537298, 37.02084137628346], [74.06755171091783, 36.83617564548845], [72.92002485544447, 36.72000702569632], [71.84629194528392, 36.50994232842986], [71.26234826038575, 36.074387518857804], [71.49876793812109, 35.650563259416], [71.61307620635071, 35.153203436822864], [71.11501875192164, 34.733125718722235], [71.15677330921346, 34.34891144463215], [70.8818030129884, 33.98885590263852], [69.9305432473596, 34.02012014417511], [70.3235941913716, 33.35853261975839], [69.68714725126486, 33.105498969041236], [69.26252200712256, 32.5019440780883], [69.31776411324256, 31.901412258424443], [68.92667687365767, 31.620189113892067], [68.55693200060932, 31.713310044882018], [67.79268924344478, 31.58293040620963], [67.68339358914747, 31.30315420178142], [66.93889122911847, 31.304911200479353], [66.38145755398602, 30.738899237586452], [66.34647260932442, 29.887943427036177], [65.0468620136161, 29.472180691031905], [64.35041873561852, 29.560030625928093], [64.14800215033125, 29.340819200145972], [63.55026085801117, 29.468330796826166], [62.54985680527278, 29.31857249604431], [60.87424848820879, 29.829238999952608], [61.781221551363444, 30.735850328081238], [61.69931440618083, 31.379506130492672], [60.94194461451113, 31.548074652628753], [60.863654819588966, 32.18291962333443], [60.536077915290775, 32.98126882581157], [60.963700392506006, 33.52883230237626], [60.52842980331158, 33.676446031218006], [60.80319339380745, 34.40410187431986], [61.210817091725744, 35.650072333309225], [62.230651483005886, 35.270663967422294], [62.98466230657661, 35.40404083916762], [63.19353844590035, 35.857165635718914], [63.98289594915871, 36.0079574651466], [64.5464791197339, 36.31207326918427], [64.7461051776774, 37.111817735333304], [65.58894778835784, 37.30521678318564], [65.74563073106683, 37.66116404881207], [66.21738488145934, 37.39379018813392], [66.51860680528867, 37.36278432875879]]]}}, {\\\"id\\\": \\\"104\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Tajikistan\\\", \\\"country_code\\\": \\\"TJK\\\", \\\"orders_count\\\": 2.0, \\\"rfm_sum\\\": 5.0}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[67.82999962755952, 37.144994004864685], [68.39203250516596, 38.15702525486874], [68.17602501818592, 38.901553453113905], [67.44221967964131, 39.140143541005486], [67.70142866401736, 39.58047842056453], [68.53641645698943, 39.53345286717894], [69.0116329283455, 40.08615814875667], [69.32949466337283, 40.72782440852485], [70.66662234892505, 40.960213324541414], [70.45815962105962, 40.49649485937029], [70.60140669137269, 40.21852733007229], [71.01419803252017, 40.24436554621823], [70.64801883329997, 39.93575389257117], [69.55960981636852, 40.10321137141298], [69.46488691597753, 39.5266832545487], [70.54916181832562, 39.6041979029865], [71.784693637992, 39.27946320246437], [73.6753792662548, 39.4312368841056], [73.92885216664644, 38.50581533462274], [74.25751427602273, 38.60650686294345], [74.86481570831683, 38.3788463404816], [74.8299857929521, 37.9900070257014], [74.98000247589542, 37.419990139305895], [73.9486959166465, 37.4215662704908], [73.26005577992501, 37.495256862939], [72.63688968291729, 37.047558091778356], [72.1930408059624, 36.948287665345674], [71.8446382994506, 36.73817129164692], [71.44869347523024, 37.06564484308052], [71.54191775908478, 37.905774441065645], [71.23940392444817, 37.953265082341886], [71.34813113799026, 38.25890534113216], [70.80682050973289, 38.486281643216415], [70.3763041523093, 38.13839590102752], [70.27057417184014, 37.735164699854025], [70.11657840361033, 37.58822276463209], [69.51878543485796, 37.60899669041342], [69.19627282092438, 37.15114350030743], [68.85944583524594, 37.344335842430596], [68.13556237170138, 37.02311513930431], [67.82999962755952, 37.144994004864685]]]}}, {\\\"id\\\": \\\"105\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Kyrgyzstan\\\", \\\"country_code\\\": \\\"KGZ\\\", \\\"orders_count\\\": 17.0, \\\"rfm_sum\\\": 7.05}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[70.96231489449914, 42.266154283205495], [71.18628055205212, 42.70429291439214], [71.8446382994506, 42.8453954127651], [73.48975752146237, 42.50089447689132], [73.64530358266092, 43.09127187760987], [74.21286583852256, 43.29833934180337], [75.63696495962202, 42.87789988867668], [76.00035363149846, 42.98802236589067], [77.65839196158322, 42.96068553320826], [79.14217736197978, 42.85609243424952], [79.64364546094012, 42.49668284765953], [80.2599902688853, 42.34999929459906], [80.11943037305139, 42.12394074153825], [78.54366092317531, 41.58224254003869], [78.18719689322597, 41.18531586360481], [76.90448449087708, 41.06648590754965], [76.52636803579745, 40.42794607193512], [75.4678279967307, 40.56207225194867], [74.77686242055606, 40.36642527929163], [73.8222436868283, 39.893973497063186], [73.96001305531843, 39.660008449861735], [73.6753792662548, 39.4312368841056], [71.784693637992, 39.27946320246437], [70.54916181832562, 39.6041979029865], [69.46488691597753, 39.5266832545487], [69.55960981636852, 40.10321137141298], [70.64801883329997, 39.93575389257117], [71.01419803252017, 40.24436554621823], [71.77487511585656, 40.14584442805378], [73.05541710804917, 40.866033026689465], [71.87011478057047, 41.392900092121266], [71.1578585142916, 41.14358714452912], [70.42002241402821, 41.51999827734314], [71.25924767444823, 42.16771067968946], [70.96231489449914, 42.266154283205495]]]}}, {\\\"id\\\": \\\"106\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Turkmenistan\\\", \\\"country_code\\\": \\\"TKM\\\", \\\"orders_count\\\": 16.0, \\\"rfm_sum\\\": 5.84}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[52.50245975119615, 41.78331553808637], [52.944293247291654, 42.11603424739759], [54.07941775901495, 42.32410940202083], [54.75534549339264, 42.043971462566574], [55.45525109235377, 41.25985911718584], [55.96819135928291, 41.30864166926936], [57.0963912290791, 41.32231008561057], [56.932215203687804, 41.826026109375604], [57.78652998233708, 42.17055288346552], [58.62901085799146, 42.75155101172305], [59.976422153569786, 42.22308197689021], [60.083340691981675, 41.425146185871405], [60.465952996670694, 41.22032664648255], [61.54717898951356, 41.266370347654615], [61.88271406438469, 41.084856879229406], [62.374260288345006, 40.05388621679039], [63.51801476426103, 39.36325653742564], [64.17022301621677, 38.892406724598246], [65.2159989765074, 38.4026950139843], [66.54615034370022, 37.97468496352687], [66.51860680528867, 37.36278432875879], [66.21738488145934, 37.39379018813392], [65.74563073106683, 37.66116404881207], [65.58894778835784, 37.30521678318564], [64.7461051776774, 37.111817735333304], [64.5464791197339, 36.31207326918427], [63.98289594915871, 36.0079574651466], [63.19353844590035, 35.857165635718914], [62.98466230657661, 35.40404083916762], [62.230651483005886, 35.270663967422294], [61.210817091725744, 35.650072333309225], [61.123070509694145, 36.491597194966246], [60.37763797388388, 36.52738312432837], [59.23476199731681, 37.41298798273034], [58.436154412678206, 37.5223094752438], [57.330433790928986, 38.02922943781094], [56.61936608259282, 38.121394354803485], [56.18037479027333, 37.93512665460743], [55.51157840355191, 37.96411713312317], [54.800303989486565, 37.392420762678185], [53.92159793479556, 37.19891836196126], [53.73551110211252, 37.90613617609169], [53.880928582581845, 38.95209300389536], [53.1010278664329, 39.29057363540713], [53.35780805849123, 39.97528636327445], [52.69397260926982, 40.03362905533197], [52.915251092343624, 40.87652334244473], [53.858139275941134, 40.63103445084218], [54.73684533063215, 40.95101491959346], [54.008310988181314, 41.55121084244742], [53.72171349469059, 42.12319143327003], [52.916749708880076, 41.86811656347733], [52.81468875510362, 41.13537059179471], [52.50245975119615, 41.78331553808637]]]}}, {\\\"id\\\": \\\"107\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Iran\\\", \\\"country_code\\\": \\\"IRN\\\", \\\"orders_count\\\": 312.0, \\\"rfm_sum\\\": 6.649093904448105}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[48.567971225789755, 29.926778265903522], [48.0145683123761, 30.452456773392598], [48.004698113808324, 30.985137437457244], [47.68528608581227, 30.984853217079632], [47.8492037290421, 31.70917593029867], [47.33466149271191, 32.46915538179911], [46.10936160663932, 33.017287299119005], [45.41669070819904, 33.967797756479584], [45.64845950702809, 34.748137722303014], [46.15178795755094, 35.09325877536429], [46.0763403664048, 35.67738332777549], [45.42061811705321, 35.977545884742824], [44.77267710159504, 37.17043692561684], [44.77267, 37.17045], [44.22575564960053, 37.97158437758935], [44.421402622257546, 38.28128123631454], [44.10922529478234, 39.4281362981681], [44.79398969908195, 39.71300263117705], [44.95268802265031, 39.33576467544637], [45.45772179543877, 38.87413910578306], [46.14362308124882, 38.74120148371222], [46.50571984231797, 38.770605373686294], [47.685079380083096, 39.50836395930122], [48.06009524922524, 39.58223541926246], [48.35552941263788, 39.28876496027691], [48.01074425638648, 38.79401479751452], [48.63437544128482, 38.27037750910097], [48.88324913920249, 38.32024526626262], [49.19961225769334, 37.582874253889884], [50.14777143738462, 37.37456655532134], [50.84235436381971, 36.8728142359834], [52.264024692601424, 36.7004216578577], [53.82578982932642, 36.965030829408235], [53.92159793479556, 37.19891836196126], [54.800303989486565, 37.392420762678185], [55.51157840355191, 37.96411713312317], [56.18037479027333, 37.93512665460743], [56.61936608259282, 38.121394354803485], [57.330433790928986, 38.02922943781094], [58.436154412678206, 37.5223094752438], [59.23476199731681, 37.41298798273034], [60.37763797388388, 36.52738312432837], [61.123070509694145, 36.491597194966246], [61.210817091725744, 35.650072333309225], [60.80319339380745, 34.40410187431986], [60.52842980331158, 33.676446031218006], [60.963700392506006, 33.52883230237626], [60.536077915290775, 32.98126882581157], [60.863654819588966, 32.18291962333443], [60.94194461451113, 31.548074652628753], [61.69931440618083, 31.379506130492672], [61.781221551363444, 30.735850328081238], [60.87424848820879, 29.829238999952608], [61.36930870956494, 29.303276272085924], [61.77186811711863, 28.6993338078908], [62.72783043808599, 28.25964488373539], [62.75542565292986, 27.378923448184988], [63.2338977395203, 27.21704702403071], [63.31663170761959, 26.756532497661667], [61.87418745305655, 26.239974880472104], [61.49736290878419, 25.0782370061185], [59.616134067630846, 25.380156561783778], [58.525761346272304, 25.60996165618573], [57.39725141788239, 25.73990204518364], [56.970765822177555, 26.966106268821363], [56.492138706290206, 27.143304755150197], [55.723710158110066, 26.964633490501043], [54.71508955263727, 26.480657863871514], [53.49309695823135, 26.81236888275305], [52.48359785340961, 27.580849107365495], [51.52076256694742, 27.865689602158298], [50.85294803243954, 28.814520575469388], [50.115008579311585, 30.147772528599717], [49.576850213423995, 29.985715236932407], [48.94133344909855, 30.317090359004037], [48.567971225789755, 29.926778265903522]]]}}, {\\\"id\\\": \\\"108\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Syria\\\", \\\"country_code\\\": \\\"SYR\\\", \\\"orders_count\\\": 16.0, \\\"rfm_sum\\\": 6.931034482758621}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[35.71991824722275, 32.709192409794866], [35.70079796727475, 32.71601369885738], [35.836396925608625, 32.86812327730851], [35.82110070165024, 33.2774264592763], [36.066460402172055, 33.82491242119255], [36.61175011571589, 34.20178864189718], [36.4481942075121, 34.59393524834407], [35.99840254084364, 34.644914048800004], [35.905023227692226, 35.410009467097325], [36.149762811026534, 35.82153473565367], [36.417550083163036, 36.04061697035506], [36.6853890317318, 36.259699205056464], [36.7394942563414, 36.81752045343109], [37.06676110204583, 36.62303620050062], [38.1677274920242, 36.90121043552777], [38.6998913917659, 36.71292735447234], [39.52258019385255, 36.71605377862599], [40.67325931169569, 37.09127635349729], [41.21208947120305, 37.074352321921694], [42.34959109881177, 37.2298725449041], [41.83706424334096, 36.605853786763575], [41.289707472505455, 36.35881460219227], [41.383965285005814, 35.628316555314356], [41.006158888519934, 34.41937226006212], [38.792340529136084, 33.378686428352225], [36.834062127435544, 32.312937526980775], [35.71991824722275, 32.709192409794866]]]}}, {\\\"id\\\": \\\"109\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Armenia\\\", \\\"country_code\\\": \\\"ARM\\\", \\\"orders_count\\\": 2.0, \\\"rfm_sum\\\": 5.0}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[46.50571984231797, 38.770605373686294], [46.14362308124882, 38.74120148371222], [45.73537926614301, 39.31971914321974], [45.73997846861698, 39.47399913182713], [45.29814497252146, 39.471751207022436], [45.00198733905675, 39.740003567049555], [44.79398969908195, 39.71300263117705], [44.4000085792887, 40.00500031184228], [43.65643639504094, 40.253563951166186], [43.75265791196841, 40.74020091405876], [43.58274580259273, 41.09214325618257], [44.97248009621808, 41.248128567055595], [45.17949588397934, 40.98535390885141], [45.56035118997045, 40.812289537105926], [45.35917483905817, 40.56150381119346], [45.89190717955509, 40.21847565364], [45.61001224140293, 39.89999380142518], [46.034534132680676, 39.628020738273065], [46.48349897643246, 39.464154771475535], [46.50571984231797, 38.770605373686294]]]}}, {\\\"id\\\": \\\"110\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Sweden\\\", \\\"country_code\\\": \\\"SWE\\\", \\\"orders_count\\\": 100.0, \\\"rfm_sum\\\": 12.527093596059114}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[11.027368605196868, 58.85614940045936], [11.468271925511146, 59.43239329694604], [12.3003658382749, 60.11793284773003], [12.631146681375185, 61.293571682370136], [11.992064243221563, 61.80036245385655], [11.930569288794231, 63.12831757267698], [12.579935336973934, 64.06621898055833], [13.571916131248713, 64.04911408146971], [13.919905226302204, 64.44542064071608], [13.55568973150909, 64.78702769638151], [15.108411492583002, 66.19386688909547], [16.108712192456778, 67.30245555283689], [16.768878614985482, 68.0139366726314], [17.729181756265348, 68.01055186631628], [17.993868442464333, 68.56739126247736], [19.878559604581255, 68.40719432237258], [20.025268995857886, 69.0651386583127], [20.645592889089528, 69.10624726020087], [21.978534783626117, 68.6168456081807], [23.53947309743444, 67.93600861273525], [23.565879754335583, 66.39605093043743], [23.903378533633802, 66.00692739527962], [22.18317345550193, 65.72374054632017], [21.21351687997722, 65.02600535751527], [21.369631381930958, 64.41358795842429], [19.77887576669022, 63.60955434839504], [17.84777916837521, 62.74940013289681], [17.119554884518124, 61.34116567651097], [17.83134606290639, 60.63658336042741], [18.78772179533209, 60.081914374422595], [17.86922488777634, 58.9537661810587], [16.829185011470088, 58.71982697207339], [16.447709588291474, 57.041118069071885], [15.879785597403783, 56.10430186626866], [14.666681349352075, 56.200885118222175], [14.100721062891465, 55.40778107362265], [12.942910597392057, 55.36173737245058], [12.625100538797028, 56.30708018658197], [11.787942335668674, 57.44181712506307], [11.027368605196868, 58.85614940045936]]]}}, {\\\"id\\\": \\\"111\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Belarus\\\", \\\"country_code\\\": \\\"BLR\\\", \\\"orders_count\\\": 42.0, \\\"rfm_sum\\\": 6.4125}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[28.17670942557794, 56.16912995057879], [29.229513380660308, 55.91834422466636], [29.371571893030673, 55.670090643936184], [29.896294386522356, 55.78946320253041], [30.87390913262001, 55.55097646750341], [30.971835971813135, 55.08154775656404], [30.75753380709872, 54.81177094178432], [31.38447228366374, 54.15705638286238], [31.79142418796224, 53.974638576872124], [31.731272820774507, 53.79402944601202], [32.405598585751164, 53.61804535584204], [32.69364301934604, 53.35142080343218], [32.30451948418823, 53.13272614197291], [31.49763999999999, 53.16743000000014], [31.305200636528014, 53.07399587667321], [31.54001834486226, 52.74205231384636], [31.785970000000077, 52.1016800000001], [31.78599244755525, 52.1016775699397], [30.927549269338982, 52.04235342061439], [30.619454380014815, 51.822806098022454], [30.555117221811457, 51.31950348571566], [30.157363722460897, 51.41613841410147], [29.25493818534784, 51.36823436136689], [28.992835320763533, 51.602044379271476], [28.61761274589225, 51.42771393493484], [28.24161502453657, 51.57222707783907], [27.454066196408405, 51.592303371784396], [26.337958611768556, 51.83228872334797], [25.32778771332701, 51.91065603291855], [24.553106316839518, 51.888461005249184], [24.00507775238418, 51.617443956094405], [23.52707075368437, 51.57845408793031], [23.508002150168693, 52.02364655212473], [23.199493849386187, 52.48697744405367], [23.79919884613338, 52.69109935160657], [23.80493493011778, 53.089731350306074], [23.527535841575002, 53.470121568406555], [23.48412763844985, 53.91249766704114], [24.450683628037037, 53.905702216194754], [25.536353794056993, 54.28242340760253], [25.7684326514798, 54.84696259217509], [26.58827924979039, 55.16717560487167], [26.494331495883756, 55.615106919977634], [27.10245975109453, 55.783313707087686], [28.17670942557794, 56.16912995057879]]]}}, {\\\"id\\\": \\\"112\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Ukraine\\\", \\\"country_code\\\": \\\"UKR\\\", \\\"orders_count\\\": 209.0, \\\"rfm_sum\\\": 6.572178477690288}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[31.78599244755525, 52.1016775699397], [32.15944000000013, 52.06125000000014], [32.41205813978769, 52.28869497334978], [32.715760532367085, 52.23846548116211], [33.75269982273579, 52.3350745713318], [34.39173058445709, 51.768881740925906], [34.141978387190534, 51.566413479206346], [34.22481570815427, 51.25599315042888], [35.02218305841791, 51.2075723333715], [35.377909999999986, 50.773940000000096], [35.356116163887975, 50.57719737405904], [36.62616784032542, 50.225590928745135], [37.39345950699516, 50.38395335550365], [38.01063113785693, 49.9156615260747], [38.59498823421342, 49.9264619004237], [40.06904000000014, 49.60104999999999], [40.080789015469406, 49.30742991799934], [39.674649999999986, 48.78382000000016], [39.89562000000018, 48.23241000000007], [39.738277622238854, 47.89893707945197], [38.77057000000008, 47.825620000000185], [38.25511233902978, 47.54640045835691], [38.223538038899335, 47.10218984637595], [37.4251371599899, 47.02222056740419], [36.75985477066445, 46.69870026304102], [35.82368452326489, 46.64596446388714], [34.96234174982385, 46.27319651954974], [35.01265897004737, 45.73772519982549], [34.861792128174045, 45.76818243191957], [34.73201738827845, 45.96566573176062], [34.41040172853718, 46.005162391728845], [33.69946184910907, 46.219572831556434], [33.435988094713366, 45.971917370797485], [33.29856733575474, 46.08059845639781], [31.744140252415207, 46.33334788673733], [31.67530724460255, 46.70624502215554], [30.74874881360921, 46.583100084004116], [30.377608676888883, 46.03241018328572], [29.603289015427436, 45.293308010431126], [29.149724969201653, 45.464925442072456], [28.67977949393938, 45.304030870131704], [28.23355350109904, 45.48828318946829], [28.485269402792767, 45.5969070501459], [28.65998742037158, 45.93998688413164], [28.933717482221596, 46.25883047137256], [28.862972446414062, 46.43788930926383], [29.07210696789929, 46.517677720722496], [29.170653924279804, 46.37926239682872], [29.759971958136394, 46.34998769793536], [30.024658644335375, 46.42393667254504], [29.838210076626297, 46.52532583270169], [29.908851759569302, 46.67436066343146], [29.559674106573112, 46.928582872091326], [29.415135125452736, 47.34664520933258], [29.05086795422727, 47.5102269557525], [29.12269819511303, 47.849095160506465], [28.670891147585166, 48.1181485052341], [28.259546746541844, 48.15556224221342], [27.522537469195157, 48.467119452501116], [26.857823520624805, 48.368210761094495], [26.619336785597795, 48.22072622333347], [26.19745039236693, 48.22088125263035], [25.9459411964024, 47.987148749374214], [25.20774336111299, 47.89105642352747], [24.866317172960578, 47.737525743188314], [24.40205610525038, 47.98187775328043], [23.76095828623741, 47.985598456405455], [23.142236362406805, 48.09634105080695], [22.710531447040495, 47.88219391538941], [22.640819939878725, 48.150239569687415], [22.085608351334855, 48.42226430927179], [22.28084191253356, 48.82539215758067], [22.558137648211755, 49.085738023467144], [22.776418898212626, 49.02739533140962], [22.518450148211603, 49.47677358661974], [23.426508416444392, 50.30850576435745], [23.92275719574326, 50.42488108987874], [24.029985792748903, 50.70540660257518], [23.52707075368437, 51.57845408793031], [24.00507775238418, 51.617443956094405], [24.553106316839518, 51.888461005249184], [25.32778771332701, 51.91065603291855], [26.337958611768556, 51.83228872334797], [27.454066196408405, 51.592303371784396], [28.24161502453657, 51.57222707783907], [28.61761274589225, 51.42771393493484], [28.992835320763533, 51.602044379271476], [29.25493818534784, 51.36823436136689], [30.157363722460897, 51.41613841410147], [30.555117221811457, 51.31950348571566], [30.619454380014815, 51.822806098022454], [30.927549269338982, 52.04235342061439], [31.78599244755525, 52.1016775699397]]]}}, {\\\"id\\\": \\\"113\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Poland\\\", \\\"country_code\\\": \\\"POL\\\", \\\"orders_count\\\": 116.0, \\\"rfm_sum\\\": 6.821428571428571}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[23.48412763844985, 53.91249766704114], [23.527535841575002, 53.470121568406555], [23.80493493011778, 53.089731350306074], [23.79919884613338, 52.69109935160657], [23.199493849386187, 52.48697744405367], [23.508002150168693, 52.02364655212473], [23.52707075368437, 51.57845408793031], [24.029985792748903, 50.70540660257518], [23.92275719574326, 50.42488108987874], [23.426508416444392, 50.30850576435745], [22.518450148211603, 49.47677358661974], [22.776418898212626, 49.02739533140962], [22.558137648211755, 49.085738023467144], [21.607808058364213, 49.47010732685409], [20.887955356538413, 49.32877228453583], [20.415839471119853, 49.43145335549977], [19.825022820726872, 49.21712535256923], [19.320712517990472, 49.571574001659194], [18.90957482267632, 49.435845852244576], [18.853144158613617, 49.49622976337764], [18.392913852622172, 49.98862864847075], [17.64944502123899, 50.049038397819956], [17.55456709155112, 50.36214590107642], [16.86876915860566, 50.47397370055603], [16.719475945714436, 50.21574656839354], [16.176253289462267, 50.42260732685791], [16.23862674323857, 50.69773265237984], [15.490972120839729, 50.78472992614321], [15.01699588385867, 51.10667409932158], [14.607098422919535, 51.74518809671997], [14.685026482815687, 52.0899474147552], [14.437599725002201, 52.62485016540839], [14.074521111719434, 52.98126251892535], [14.353315463934138, 53.24817129171297], [14.119686313542559, 53.75702912049104], [14.802900424873458, 54.05070628520575], [16.36347700365573, 54.513158677785725], [17.622831658608675, 54.85153595643291], [18.62085859546164, 54.68260569927078], [18.696254510175464, 54.43871877706929], [19.660640089606403, 54.42608388937393], [20.892244500418627, 54.31252492941253], [22.731098667092652, 54.327536932993326], [23.24398725758951, 54.22056671814914], [23.48412763844985, 53.91249766704114]]]}}, {\\\"id\\\": \\\"114\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Austria\\\", \\\"country_code\\\": \\\"AUT\\\", \\\"orders_count\\\": 172.0, \\\"rfm_sum\\\": 11.211480362537765}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[16.979666782304037, 48.123497015976305], [16.90375410326726, 47.71486562762833], [16.340584344150415, 47.71290192320123], [16.534267612380376, 47.49617096616912], [16.202298211337364, 46.85238597267696], [16.011663852612656, 46.6836107448117], [15.137091912504985, 46.65870270444703], [14.63247155117483, 46.43181732846955], [13.806475457421527, 46.509306138691215], [12.376485223040817, 46.76755910906985], [12.153088006243054, 47.11539317482645], [11.16482791509327, 46.94157949481273], [11.048555942436536, 46.75135854754634], [10.44270145024663, 46.89354625099743], [9.932448357796659, 46.92072805438296], [9.479969516649021, 47.102809963563374], [9.632931756232978, 47.34760122332999], [9.59422610844635, 47.52505809182027], [9.89606814946319, 47.580196845075704], [10.402083774465211, 47.30248769793916], [10.544504021861599, 47.5663992376538], [11.426414015354737, 47.523766181012974], [12.141357456112788, 47.703083401065776], [12.620759718484493, 47.67238760028441], [12.932626987365948, 47.467645575544], [13.02585127122049, 47.63758352313583], [12.884102817443875, 48.28914581968786], [13.243357374737, 48.416114813829054], [13.595945672264437, 48.87717194273715], [14.338897739324722, 48.55530528420721], [14.901447381254057, 48.964401760445824], [15.253415561593982, 49.03907420510758], [16.02964725105022, 48.73389903420793], [16.499282667718774, 48.78580801044511], [16.960288120194576, 48.5969823268506], [16.879982944413, 48.47001333270947], [16.979666782304037, 48.123497015976305]]]}}, {\\\"id\\\": \\\"115\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Hungary\\\", \\\"country_code\\\": \\\"HUN\\\", \\\"orders_count\\\": 28.0, \\\"rfm_sum\\\": 7.0606060606060606}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[22.085608351334855, 48.42226430927179], [22.640819939878725, 48.150239569687415], [22.710531447040495, 47.88219391538941], [22.099767693782837, 47.6724392767167], [21.626514926853872, 46.99423777931816], [21.02195234547125, 46.3160879583519], [20.220192498462836, 46.127468980486555], [19.596044549241583, 46.17172984474454], [18.82983808764996, 45.90887767189193], [18.829824792873946, 45.908872358025285], [18.45606245288286, 45.75948110613615], [17.630066359129557, 45.95176911069419], [16.8825150895953, 46.38063182228444], [16.564808383864857, 46.50375092221983], [16.370504998447416, 46.841327216166505], [16.202298211337364, 46.85238597267696], [16.534267612380376, 47.49617096616912], [16.340584344150415, 47.71290192320123], [16.90375410326726, 47.71486562762833], [16.979666782304037, 48.123497015976305], [17.48847293464982, 47.867466132186216], [17.857132602620027, 47.75842886005037], [18.696512892336926, 47.880953681014404], [18.77702477384767, 48.081768296900634], [19.17436486173989, 48.11137889260387], [19.661363559658497, 48.26661489520866], [19.769470656013112, 48.202691148463614], [20.239054396249347, 48.32756724709692], [20.473562045989866, 48.562850043321816], [20.801293979584926, 48.623854071642384], [21.872236362401736, 48.31997081155002], [22.085608351334855, 48.42226430927179]]]}}, {\\\"id\\\": \\\"116\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Moldova\\\", \\\"country_code\\\": \\\"MDA\\\", \\\"orders_count\\\": 16.0, \\\"rfm_sum\\\": 5.333333333333333}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[26.619336785597795, 48.22072622333347], [26.857823520624805, 48.368210761094495], [27.522537469195157, 48.467119452501116], [28.259546746541844, 48.15556224221342], [28.670891147585166, 48.1181485052341], [29.12269819511303, 47.849095160506465], [29.05086795422727, 47.5102269557525], [29.415135125452736, 47.34664520933258], [29.559674106573112, 46.928582872091326], [29.908851759569302, 46.67436066343146], [29.838210076626297, 46.52532583270169], [30.024658644335375, 46.42393667254504], [29.759971958136394, 46.34998769793536], [29.170653924279804, 46.37926239682872], [29.07210696789929, 46.517677720722496], [28.862972446414062, 46.43788930926383], [28.933717482221596, 46.25883047137256], [28.65998742037158, 45.93998688413164], [28.485269402792767, 45.5969070501459], [28.23355350109904, 45.48828318946829], [28.0544429867754, 45.944586086605625], [28.160017937947714, 46.37156260841722], [28.128030226359044, 46.810476386088254], [27.551166212684848, 47.40511709247083], [27.233872918412743, 47.82677094175638], [26.924176059687568, 48.123264472030996], [26.619336785597795, 48.22072622333347]]]}}, {\\\"id\\\": \\\"117\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Romania\\\", \\\"country_code\\\": \\\"ROU\\\", \\\"orders_count\\\": 90.0, \\\"rfm_sum\\\": 6.5491329479768785}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[28.23355350109904, 45.48828318946829], [28.67977949393938, 45.304030870131704], [29.149724969201653, 45.464925442072456], [29.603289015427436, 45.293308010431126], [29.62654340995877, 45.0353909368624], [29.141611769331835, 44.820210272799045], [28.8378577003202, 44.913873806328056], [28.558081495891997, 43.70746165625813], [27.970107049275075, 43.81246816667522], [27.242399529740908, 44.175986029632405], [26.065158725699746, 43.94349376075127], [25.569271681426926, 43.68844472917472], [24.100679152124172, 43.74105133724785], [23.332302280376325, 43.897010809904714], [22.944832391051847, 43.82378530534713], [22.65714969248299, 44.23492300066128], [22.4740084164406, 44.40922760678177], [22.705725538837356, 44.57800283464702], [22.459022251075936, 44.7025171982543], [22.14508792490281, 44.47842234962059], [21.56202273935361, 44.7689472519655], [21.48352623870221, 45.18117015235788], [20.874312778413355, 45.416375433934235], [20.762174920339987, 45.734573065771485], [20.220192498462836, 46.127468980486555], [21.02195234547125, 46.3160879583519], [21.626514926853872, 46.99423777931816], [22.099767693782837, 47.6724392767167], [22.710531447040495, 47.88219391538941], [23.142236362406805, 48.09634105080695], [23.76095828623741, 47.985598456405455], [24.40205610525038, 47.98187775328043], [24.866317172960578, 47.737525743188314], [25.20774336111299, 47.89105642352747], [25.9459411964024, 47.987148749374214], [26.19745039236693, 48.22088125263035], [26.619336785597795, 48.22072622333347], [26.924176059687568, 48.123264472030996], [27.233872918412743, 47.82677094175638], [27.551166212684848, 47.40511709247083], [28.128030226359044, 46.810476386088254], [28.160017937947714, 46.37156260841722], [28.0544429867754, 45.944586086605625], [28.23355350109904, 45.48828318946829]]]}}, {\\\"id\\\": \\\"118\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Lithuania\\\", \\\"country_code\\\": \\\"LTU\\\", \\\"orders_count\\\": 24.0, \\\"rfm_sum\\\": 7.12}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[26.494331495883756, 55.615106919977634], [26.58827924979039, 55.16717560487167], [25.7684326514798, 54.84696259217509], [25.536353794056993, 54.28242340760253], [24.450683628037037, 53.905702216194754], [23.48412763844985, 53.91249766704114], [23.24398725758951, 54.22056671814914], [22.731098667092652, 54.327536932993326], [22.65105187347254, 54.582740993866736], [22.75776370615526, 54.85657440858138], [22.315723504330577, 55.015298570365864], [21.268448927503467, 55.190481675835315], [21.055800408622417, 56.031076361711065], [22.201156853939494, 56.33780182557949], [23.878263787539964, 56.27367137310527], [24.86068444184076, 56.37252838807963], [25.000934279080894, 56.16453074810484], [25.533046502390334, 56.100296942766036], [26.494331495883756, 55.615106919977634]]]}}, {\\\"id\\\": \\\"119\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Latvia\\\", \\\"country_code\\\": \\\"LVA\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[27.288184848751513, 57.47452830670383], [27.77001590344093, 57.24425812441123], [27.855282016722526, 56.75932648378429], [28.17670942557794, 56.16912995057879], [27.10245975109453, 55.783313707087686], [26.494331495883756, 55.615106919977634], [25.533046502390334, 56.100296942766036], [25.000934279080894, 56.16453074810484], [24.86068444184076, 56.37252838807963], [23.878263787539964, 56.27367137310527], [22.201156853939494, 56.33780182557949], [21.055800408622417, 56.031076361711065], [21.090423618257972, 56.78387278912294], [21.581866489353672, 57.411870632549935], [22.52434126149288, 57.75337433535076], [23.318452996522097, 57.00623647727487], [24.12072960785343, 57.02569265403277], [24.312862583114622, 57.79342357037697], [25.16459354014927, 57.97015696881519], [25.60280968598437, 57.84752879498657], [26.463532342237787, 57.47638865826633], [27.288184848751513, 57.47452830670383]]]}}, {\\\"id\\\": \\\"120\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Estonia\\\", \\\"country_code\\\": \\\"EST\\\", \\\"orders_count\\\": 7.0, \\\"rfm_sum\\\": 7.076923076923077}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[27.981126857000987, 59.47537333432527], [27.981120000000033, 59.47537000000011], [28.13169925305175, 59.300825100330925], [27.42015000000015, 58.72457000000014], [27.71668582531572, 57.79189911562436], [27.288184848751513, 57.47452830670383], [26.463532342237787, 57.47638865826633], [25.60280968598437, 57.84752879498657], [25.16459354014927, 57.97015696881519], [24.312862583114622, 57.79342357037697], [24.42892785004216, 58.38341339785329], [24.061198357853186, 58.25737457949341], [23.426560092876684, 58.612753404364625], [23.339795363058645, 59.187240302153384], [24.604214308376186, 59.46585378685502], [25.86418908051664, 59.61109039981133], [26.949135776484525, 59.445803331125774], [27.981114129353244, 59.475388088612874], [27.981126857000987, 59.47537333432527]]]}}, {\\\"id\\\": \\\"121\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Germany\\\", \\\"country_code\\\": \\\"DEU\\\", \\\"orders_count\\\": 907.0, \\\"rfm_sum\\\": 12.336077481840194}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[14.119686313542559, 53.75702912049104], [14.353315463934138, 53.24817129171297], [14.074521111719434, 52.98126251892535], [14.437599725002201, 52.62485016540839], [14.685026482815687, 52.0899474147552], [14.607098422919535, 51.74518809671997], [15.01699588385867, 51.10667409932158], [14.570718214586066, 51.002339382524276], [14.307013380600637, 51.117267767941414], [14.056227654688172, 50.9269176295943], [13.338131951560285, 50.73323436136435], [12.966836785543194, 50.484076443069085], [12.240111118222558, 50.266337795607285], [12.415190870827445, 49.96912079528057], [12.521024204161193, 49.547415269562734], [13.031328973043431, 49.30706818297324], [13.595945672264437, 48.87717194273715], [13.243357374737, 48.416114813829054], [12.884102817443875, 48.28914581968786], [13.02585127122049, 47.63758352313583], [12.932626987365948, 47.467645575544], [12.620759718484493, 47.67238760028441], [12.141357456112788, 47.703083401065776], [11.426414015354737, 47.523766181012974], [10.544504021861599, 47.5663992376538], [10.402083774465211, 47.30248769793916], [9.89606814946319, 47.580196845075704], [9.59422610844635, 47.52505809182027], [8.522611932009767, 47.83082754169129], [8.317301466514095, 47.61357982033627], [7.466759067422231, 47.62058197691181], [7.593676385131062, 48.33301911070372], [8.099278598674744, 49.01778351500333], [6.658229607783568, 49.20195831969157], [6.186320428094177, 49.463802802114515], [6.242751092156993, 49.90222565367873], [6.043073357781111, 50.128051662794235], [6.15665815595878, 50.80372101501058], [5.988658074577813, 51.851615709025054], [6.589396599970826, 51.852029120483394], [6.842869500362383, 52.22844025329755], [7.092053256873896, 53.144043280644894], [6.905139601274129, 53.48216217713065], [7.100424838905269, 53.69393219666267], [7.936239454793963, 53.74829580343379], [8.121706170289485, 53.52779246684429], [8.800734490604668, 54.020785630908904], [8.57211795414537, 54.39564647075406], [8.526229282270208, 54.96274363872516], [9.282048780971138, 54.830865383516176], [9.921906365609118, 54.98310415304803], [9.9395797054529, 54.596641954153256], [10.950112338920519, 54.363607082733154], [10.93946699386845, 54.00869334575259], [11.956252475643282, 54.19648550070116], [12.518440382546714, 54.470370591847995], [13.647467075259499, 54.0755109727059], [14.119686313542559, 53.75702912049104]]]}}, {\\\"id\\\": \\\"122\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Bulgaria\\\", \\\"country_code\\\": \\\"BGR\\\", \\\"orders_count\\\": 41.0, \\\"rfm_sum\\\": 6.133333333333334}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[22.65714969248299, 44.23492300066128], [22.944832391051847, 43.82378530534713], [23.332302280376325, 43.897010809904714], [24.100679152124172, 43.74105133724785], [25.569271681426926, 43.68844472917472], [26.065158725699746, 43.94349376075127], [27.242399529740908, 44.175986029632405], [27.970107049275075, 43.81246816667522], [28.558081495891997, 43.70746165625813], [28.03909508638472, 43.293171698574184], [27.67389773937805, 42.57789236100622], [27.99672041190539, 42.00735871028779], [27.13573937349048, 42.14148489030134], [26.1170418637208, 41.82690460872456], [26.106138136507127, 41.32889883072784], [25.197201368925448, 41.23448598893053], [24.492644891057978, 41.58389618587205], [23.692073601992348, 41.309080918943856], [22.952377150166452, 41.33799388281115], [22.881373732197346, 41.999297186850356], [22.380525750424592, 42.32025950781509], [22.54501183440962, 42.46136200618804], [22.43659467946128, 42.580321153323936], [22.60480146657133, 42.898518785161144], [22.986018507588483, 43.2111612005271], [22.500156691180223, 43.642814439461006], [22.410446404721597, 44.008063462899955], [22.65714969248299, 44.23492300066128]]]}}, {\\\"id\\\": \\\"123\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Greece\\\", \\\"country_code\\\": \\\"GRC\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[26.290002882601698, 35.29999034274793], [26.16499759288766, 35.00499542900977], [24.724982130642303, 34.91998769788964], [24.735007358506916, 35.08499054619759], [23.51497846852808, 35.27999156345098], [23.699980096133004, 35.70500438083549], [24.246665073348705, 35.368022365860185], [25.02501549652891, 35.42499563246197], [25.769207797964185, 35.35401805270908], [25.745023227651586, 35.1799976669662], [26.290002882601698, 35.29999034274793]]], [[[22.952377150166452, 41.33799388281115], [23.692073601992348, 41.309080918943856], [24.492644891057978, 41.58389618587205], [25.197201368925448, 41.23448598893053], [26.106138136507127, 41.32889883072784], [26.1170418637208, 41.82690460872456], [26.60419559093623, 41.562114569661105], [26.294602085075667, 40.93626129817413], [26.05694217296534, 40.82412344010076], [25.44767703624416, 40.85254547786144], [24.92584842296094, 40.947061672523205], [23.71481123220076, 40.687129218095095], [24.40799889496401, 40.12499298762407], [23.899967889102584, 39.96200552017552], [23.342999301860743, 39.96099782974579], [22.813987664488934, 40.476005153966526], [22.626298862404724, 40.25656118423916], [22.84974775563478, 39.659310818025745], [23.35002729665257, 39.190011298167235], [22.973099399515547, 38.97090322524963], [23.530016310324925, 38.51000112563844], [24.025024855248887, 38.21999298761642], [24.040011020613576, 37.655014553369426], [23.115002882589124, 37.920011298162194], [23.409971958111043, 37.40999074965737], [22.77497195810861, 37.30501007745653], [23.15422529469862, 36.422505804992056], [22.490028110451078, 36.4100001083774], [21.67002648284364, 36.8449864771942], [21.29501061370155, 37.64498932550464], [21.120034213961333, 38.31032339126273], [20.730032179454554, 38.769985256498785], [20.217712029712857, 39.34023468683961], [20.15001590341052, 39.62499766698397], [20.615000441172754, 40.11000682225938], [20.674996779063633, 40.43499990494303], [20.999989861747224, 40.58000397395398], [21.0200403174764, 40.84272695572588], [21.674160597426976, 40.931274522457954], [22.05537763844427, 41.14986583105269], [22.597308383889015, 41.130487168943205], [22.761770000000013, 41.30480000000006], [22.952377150166452, 41.33799388281115]]]]}}, {\\\"id\\\": \\\"124\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Turkey\\\", \\\"country_code\\\": \\\"TUR\\\", \\\"orders_count\\\": 632.0, \\\"rfm_sum\\\": 6.378809869375907}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[44.77267710159504, 37.17043692561684], [44.29345177590287, 37.0015143906063], [43.9422587420473, 37.25622752537295], [42.77912560402183, 37.385263576805755], [42.34959109881177, 37.2298725449041], [41.21208947120305, 37.074352321921694], [40.67325931169569, 37.09127635349729], [39.52258019385255, 36.71605377862599], [38.6998913917659, 36.71292735447234], [38.1677274920242, 36.90121043552777], [37.06676110204583, 36.62303620050062], [36.7394942563414, 36.81752045343109], [36.6853890317318, 36.259699205056464], [36.417550083163036, 36.04061697035506], [36.149762811026534, 35.82153473565367], [35.782084995269855, 36.27499542901485], [36.160821567537, 36.65060557712833], [35.55093631362831, 36.565442816711325], [34.714553256984345, 36.7955321314909], [34.026894972476384, 36.219960028624016], [32.509158156064075, 36.107563788389186], [31.699595167779567, 36.64427521417258], [30.621624790171097, 36.6778648951623], [30.391096225717064, 36.26298065850699], [29.69997562024554, 36.144357408180994], [28.732902866335422, 36.67683136651647], [27.641186557737317, 36.65882212986274], [27.048767937943264, 37.653360907536], [26.318218214633045, 38.208133246405396], [26.804700148228733, 38.985760199533516], [26.17078535330433, 39.463612168936464], [27.28001997244939, 40.42001373957831], [28.81997765474722, 40.46001129817221], [29.240003696415584, 41.21999074967267], [31.14593387220444, 41.08762156835702], [32.34797936374571, 41.736264146484615], [33.51328291192746, 42.01896006933731], [35.167703891751785, 42.040224921225416], [36.9131270688421, 41.33535838476427], [38.34766482926452, 40.94858612727573], [39.512606642420195, 41.10276276301855], [40.373432651538224, 41.01367259374735], [41.55408410011066, 41.53565623632757], [42.61954878110449, 41.58317271581994], [43.58274580259273, 41.09214325618257], [43.75265791196841, 40.74020091405876], [43.65643639504094, 40.253563951166186], [44.4000085792887, 40.00500031184228], [44.79398969908195, 39.71300263117705], [44.10922529478234, 39.4281362981681], [44.421402622257546, 38.28128123631454], [44.22575564960053, 37.97158437758935], [44.77267, 37.17045], [44.77267710159504, 37.17043692561684]]], [[[26.1170418637208, 41.82690460872456], [27.13573937349048, 42.14148489030134], [27.99672041190539, 42.00735871028779], [28.115524529744416, 41.62288605403624], [28.988442824018733, 41.29993419042819], [28.806438429486743, 41.05496206314856], [27.61901736828409, 40.99982330989314], [27.19237674328238, 40.69056570084242], [26.35800906749779, 40.151993923496505], [26.04335127127257, 40.61775360774317], [26.05694217296534, 40.82412344010076], [26.294602085075667, 40.93626129817413], [26.60419559093623, 41.562114569661105], [26.1170418637208, 41.82690460872456]]]]}}, {\\\"id\\\": \\\"125\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Albania\\\", \\\"country_code\\\": \\\"ALB\\\", \\\"orders_count\\\": 10.0, \\\"rfm_sum\\\": 4.875}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[21.0200403174764, 40.84272695572588], [20.999989861747224, 40.58000397395398], [20.674996779063633, 40.43499990494303], [20.615000441172754, 40.11000682225938], [20.15001590341052, 39.62499766698397], [19.980000441170148, 39.69499339452341], [19.960001661873207, 39.91500580500605], [19.406081984136733, 40.250773423822466], [19.319058872157143, 40.72723012955356], [19.40354983895429, 41.40956574153546], [19.540027296637106, 41.71998607031276], [19.37176883309496, 41.877547512370654], [19.37176816334725, 41.877550679783496], [19.304486118250793, 42.19574514420782], [19.73805138517963, 42.68824738216557], [19.801613396898688, 42.50009349219084], [20.070700000000045, 42.58863000000008], [20.283754510181893, 42.32025950781508], [20.522950000000037, 42.21787000000006], [20.590246546680227, 41.855408919283626], [20.59024743010491, 41.855404161133606], [20.463175083099202, 41.51508901627534], [20.605181919037364, 41.086226304685226], [21.0200403174764, 40.84272695572588]]]}}, {\\\"id\\\": \\\"126\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Croatia\\\", \\\"country_code\\\": \\\"HRV\\\", \\\"orders_count\\\": 20.0, \\\"rfm_sum\\\": 5.84375}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[16.564808383864857, 46.50375092221983], [16.8825150895953, 46.38063182228444], [17.630066359129557, 45.95176911069419], [18.45606245288286, 45.75948110613615], [18.829824792873946, 45.908872358025285], [19.072768995854176, 45.52151113543209], [19.39047570158459, 45.236515611342384], [19.005484597557594, 44.86023449354299], [18.553214145591653, 45.08158966733146], [17.861783481526402, 45.067740383477144], [17.002146030351014, 45.23377676043094], [16.534939406000206, 45.21160757097772], [16.318156772535872, 45.00412669532591], [15.959367303133376, 45.23377676043094], [15.750026075918981, 44.818711656262565], [16.23966027188453, 44.35114329688571], [16.456442905348865, 44.04123973243128], [16.91615644701733, 43.66772247982567], [17.297373488034452, 43.44634064388737], [17.674921502358984, 43.02856252702361], [18.559999999999945, 42.64999999999998], [18.45001688302086, 42.47999224531218], [18.450016310304818, 42.47999136002932], [17.509970330483327, 42.849994615239154], [16.930005730871642, 43.20999848080038], [16.015384555737683, 43.50721548112722], [15.174453973052096, 44.243191229827914], [15.376250441151797, 44.31791535092208], [14.92030927904051, 44.73848399512946], [14.901602410550879, 45.07606028907611], [14.258747592839995, 45.23377676043094], [13.952254672917036, 44.80212352149687], [13.656975538801191, 45.13693512631596], [13.67940311041582, 45.48414907488501], [13.715059848697223, 45.500323798192376], [14.411968214585414, 45.46616567644746], [14.595109490627806, 45.634940904312714], [14.935243767972935, 45.471695054702685], [15.327674594797429, 45.45231639259333], [15.323953891672405, 45.73178253842768], [15.671529575267556, 45.83415355079788], [15.768732944408553, 46.23810822202345], [16.564808383864857, 46.50375092221983]]]}}, {\\\"id\\\": \\\"127\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Switzerland\\\", \\\"country_code\\\": \\\"CHE\\\", \\\"orders_count\\\": 40.0, \\\"rfm_sum\\\": 12.756410256410257}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[9.59422610844635, 47.52505809182027], [9.632931756232978, 47.34760122332999], [9.479969516649021, 47.102809963563374], [9.932448357796659, 46.92072805438296], [10.44270145024663, 46.89354625099743], [10.363378126678612, 46.48357127540986], [9.922836541390382, 46.31489940040919], [9.182881707403055, 46.44021474871698], [8.966305779667806, 46.03693187111119], [8.489952426801324, 46.005150865251686], [8.31662967289438, 46.16364248309086], [7.7559920589598335, 45.82449005795931], [7.2738509456766565, 45.776947740250776], [6.843592970414505, 45.99114655210061], [6.5000997249704255, 46.42967275652944], [6.022609490593538, 46.27298981382047], [6.037388950229001, 46.725778713561866], [6.768713820023606, 47.2877082383037], [6.736571079138059, 47.541801255882845], [7.192202182655507, 47.44976552997102], [7.466759067422231, 47.62058197691181], [8.317301466514095, 47.61357982033627], [8.522611932009767, 47.83082754169129], [9.59422610844635, 47.52505809182027]]]}}, {\\\"id\\\": \\\"128\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Luxembourg\\\", \\\"country_code\\\": \\\"LUX\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[6.043073357781111, 50.128051662794235], [6.242751092156993, 49.90222565367873], [6.186320428094177, 49.463802802114515], [5.897759230176348, 49.44266714130711], [5.674051954784829, 49.529483547557504], [5.782417433300907, 50.09032786722122], [6.043073357781111, 50.128051662794235]]]}}, {\\\"id\\\": \\\"129\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Belgium\\\", \\\"country_code\\\": \\\"BEL\\\", \\\"orders_count\\\": 71.0, \\\"rfm_sum\\\": 12.585034013605442}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[6.15665815595878, 50.80372101501058], [6.043073357781111, 50.128051662794235], [5.782417433300907, 50.09032786722122], [5.674051954784829, 49.529483547557504], [4.799221632515724, 49.98537303323637], [4.2860229834250845, 49.907496649772554], [3.588184441755658, 50.37899241800356], [3.1232515804256877, 50.78036326761455], [2.658422071960274, 50.796848049515745], [2.5135730322461427, 51.14850617126183], [3.3149711442285366, 51.345780951536085], [3.3150114849641596, 51.34577662473805], [3.3149711442285366, 51.34575511331991], [4.047071160507528, 51.26725861266857], [4.973991326526914, 51.47502370869813], [5.606975945670001, 51.03729848896978], [6.15665815595878, 50.80372101501058]]]}}, {\\\"id\\\": \\\"130\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Netherlands\\\", \\\"country_code\\\": \\\"NLD\\\", \\\"orders_count\\\": 204.0, \\\"rfm_sum\\\": 12.4}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[6.905139601274129, 53.48216217713065], [7.092053256873896, 53.144043280644894], [6.842869500362383, 52.22844025329755], [6.589396599970826, 51.852029120483394], [5.988658074577813, 51.851615709025054], [6.15665815595878, 50.80372101501058], [5.606975945670001, 51.03729848896978], [4.973991326526914, 51.47502370869813], [4.047071160507528, 51.26725861266857], [3.3149711442285366, 51.34575511331991], [3.3150114849641596, 51.34577662473805], [3.8302885270431375, 51.62054454203195], [4.705997348661185, 53.091798407597764], [6.074182570020923, 53.510403347378144], [6.905139601274129, 53.48216217713065]]]}}, {\\\"id\\\": \\\"131\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Portugal\\\", \\\"country_code\\\": \\\"PRT\\\", \\\"orders_count\\\": 37.0, \\\"rfm_sum\\\": 12.357142857142858}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-9.034817674180246, 41.880570583659676], [-8.67194576662672, 42.13468943945496], [-8.263856980817792, 42.28046865495034], [-8.013174607769912, 41.790886135417125], [-7.422512986673795, 41.79207469335984], [-7.251308966490824, 41.91834605566505], [-6.6686055159676565, 41.883386949219584], [-6.389087693700915, 41.381815497394655], [-6.851126674822552, 41.11108266861753], [-6.864019944679385, 40.33087189387483], [-7.026413133156595, 40.184524237624245], [-7.066591559263529, 39.711891587882775], [-7.498632371439726, 39.62957103124181], [-7.098036668313128, 39.03007274022379], [-7.374092169616318, 38.37305858006492], [-7.029281175148796, 38.07576406508977], [-7.166507941099865, 37.803894354802225], [-7.537105475281024, 37.42890432387624], [-7.453725551778092, 37.09778758396607], [-7.855613165711986, 36.83826854099627], [-8.382816127953689, 36.97888011326246], [-8.898856980820327, 36.86880931248078], [-8.746101446965554, 37.65134552667661], [-8.83999752443988, 38.266243394517616], [-9.287463751655224, 38.3584858261586], [-9.526570603869715, 38.73742910415491], [-9.446988898140233, 39.39206614842837], [-9.048305223008427, 39.75509308527877], [-8.977353481471681, 40.15930613866581], [-8.768684047877102, 40.76063894303019], [-8.79085323733031, 41.18433401139126], [-8.99078935386757, 41.54345937760364], [-9.034817674180246, 41.880570583659676]]]}}, {\\\"id\\\": \\\"132\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Spain\\\", \\\"country_code\\\": \\\"ESP\\\", \\\"orders_count\\\": 429.0, \\\"rfm_sum\\\": 12.464493597206054}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-7.453725551778092, 37.09778758396607], [-7.537105475281024, 37.42890432387624], [-7.166507941099865, 37.803894354802225], [-7.029281175148796, 38.07576406508977], [-7.374092169616318, 38.37305858006492], [-7.098036668313128, 39.03007274022379], [-7.498632371439726, 39.62957103124181], [-7.066591559263529, 39.711891587882775], [-7.026413133156595, 40.184524237624245], [-6.864019944679385, 40.33087189387483], [-6.851126674822552, 41.11108266861753], [-6.389087693700915, 41.381815497394655], [-6.6686055159676565, 41.883386949219584], [-7.251308966490824, 41.91834605566505], [-7.422512986673795, 41.79207469335984], [-8.013174607769912, 41.790886135417125], [-8.263856980817792, 42.28046865495034], [-8.67194576662672, 42.13468943945496], [-9.034817674180246, 41.880570583659676], [-8.984433152695672, 42.59277517350627], [-9.392883673530648, 43.0266246608127], [-7.97818966310831, 43.74833771420099], [-6.754491746436756, 43.567909450853925], [-5.411886359061597, 43.57423981380968], [-4.3478427799557835, 43.40344920508504], [-3.5175317041060907, 43.4559007838613], [-1.901351284177764, 43.42280202897834], [-1.502770961910528, 43.03401439063043], [0.3380469091905809, 42.57954600683955], [0.7015906103638941, 42.795734361332606], [1.8267932470871528, 42.34338471126569], [2.9859989762584576, 42.47301504166986], [3.0394840836805486, 41.892120266276905], [2.0918416683121848, 41.226088568683096], [0.8105245296351882, 41.01473196060934], [0.7213310074994013, 40.678318386389236], [0.10669152181986874, 40.12393362076202], [-0.27871131021294104, 39.30997813573272], [0.11129072429383768, 38.73851430923304], [-0.4671235823491031, 38.29236583104115], [-0.6833894514905978, 37.642353827457825], [-1.4383821272748492, 37.44306366632422], [-2.146452602538119, 36.67414419203729], [-3.4157808089233868, 36.65889964451118], [-4.368900926114719, 36.677839056946155], [-4.995219285492212, 36.32470815687964], [-5.3771597965614575, 35.946850083961465], [-5.866432257500904, 36.02981659600606], [-6.236693894872175, 36.367677110330334], [-6.520190802425404, 36.94291331638732], [-7.453725551778092, 37.09778758396607]]]}}, {\\\"id\\\": \\\"133\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Ireland\\\", \\\"country_code\\\": \\\"IRL\\\", \\\"orders_count\\\": 51.0, \\\"rfm_sum\\\": 12.09433962264151}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-6.197884894220991, 53.867565009163364], [-6.032985398777611, 53.15316417094435], [-6.788856573910849, 52.260117906292336], [-8.56161658368356, 51.669301255899356], [-9.977085740590269, 51.82045482035308], [-9.166282517930782, 52.86462881124268], [-9.688524542672454, 53.8813626165853], [-8.327987433292009, 54.66451894796863], [-7.572167934591064, 55.13162221945487], [-7.3660306461787854, 54.59584096945272], [-7.572167934591064, 54.059956366586], [-6.953730231138067, 54.073702297575636], [-6.197884894220991, 53.867565009163364]]]}}, {\\\"id\\\": \\\"134\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"New Caledonia\\\", \\\"country_code\\\": \\\"NCL\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[165.77998986232637, -21.08000497811563], [166.59999148993384, -21.700018812753527], [167.1200114280869, -22.15999073658349], [166.7400346214448, -22.39997608814695], [166.18973229396866, -22.129708347260454], [165.47437544175222, -21.679606621998232], [164.82981530177568, -21.14981983814195], [164.16799523341365, -20.444746595951628], [164.029605747736, -20.105645847252354], [164.45996707586272, -20.1200118954295], [165.02003624904205, -20.45999114347773], [165.46000939357512, -20.80002206795826], [165.77998986232637, -21.08000497811563]]]}}, {\\\"id\\\": \\\"135\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Solomon Islands\\\", \\\"country_code\\\": \\\"SLB\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[162.1190246930409, -10.48271900802115], [162.3986458681722, -10.826367282762106], [161.70003218001835, -10.820011081590211], [161.31979699121476, -10.204751478723168], [161.91738325423802, -10.446700534713713], [162.1190246930409, -10.48271900802115]]], [[[161.67998172428912, -9.599982191611367], [161.5293966005906, -9.784312025596485], [160.78825320866054, -8.917543226764892], [160.57999718652434, -8.32000864017396], [160.92002811100485, -8.32000864017396], [161.28000613835, -9.120011488484451], [161.67998172428912, -9.599982191611367]]], [[[160.85222863183787, -9.872937106977048], [160.4625883323572, -9.895209649294841], [159.84944746321412, -9.794027194867354], [159.64000288313514, -9.639979750205278], [159.70294477766663, -9.242949720906815], [160.36295617089843, -9.40030445723557], [160.68851769433724, -9.610162448772869], [160.85222863183787, -9.872937106977048]]], [[[159.64000288313514, -8.020026950719632], [159.87502729719859, -8.337320244991737], [159.91740197167792, -8.53828989017483], [159.13367719953936, -8.114181410355428], [158.5861137229747, -7.7548235001977375], [158.21114953026483, -7.421872246941199], [158.35997765526542, -7.320017998893917], [158.8200012555277, -7.560003350457379], [159.64000288313514, -8.020026950719632]]], [[[157.14000044171888, -7.021638278840641], [157.5384257346892, -7.347819919466943], [157.33941979393325, -7.404767347852592], [156.90203047101483, -7.1768742814454285], [156.4913578635913, -6.765943291860452], [156.542827590154, -6.599338474151452], [157.14000044171888, -7.021638278840641]]]]}}, {\\\"id\\\": \\\"136\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"New Zealand\\\", \\\"country_code\\\": \\\"NZL\\\", \\\"orders_count\\\": 315.0, \\\"rfm_sum\\\": 12.343949044585987}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[176.8858236026052, -40.0659778785822], [176.50801720611926, -40.60480803808957], [176.01244022044023, -41.28962411882147], [175.23956749908297, -41.68830779395328], [175.06789839100935, -41.42589487077513], [174.65097293527847, -41.2818209775454], [175.22763024322356, -40.45923552832336], [174.9001566917899, -39.9089332008472], [173.82404666574394, -39.50885426204351], [173.85226199777532, -39.14660247167748], [174.57480187408035, -38.797683200842755], [174.74347374908098, -38.02780771255843], [174.6970166364506, -37.38112883885792], [174.2920284365792, -36.71109221776149], [174.31900353423552, -36.53482390721391], [173.8409965355357, -36.12198088963413], [173.0541711774596, -35.23712533950039], [172.63600548735377, -34.52910654066943], [173.00704227120946, -34.45066171645037], [173.55129845610747, -35.00618336358801], [174.3293904971262, -35.26549570082862], [174.61200890533044, -36.15639739354052], [175.33661583892712, -37.20909799575827], [175.3575964704376, -36.52619394302117], [175.80888675364253, -36.79894215265767], [175.9584900251275, -37.55538176854612], [176.76319542877656, -37.881253350578675], [177.4388131045605, -37.961248467766495], [178.01035444570866, -37.579824721020174], [178.51709354076274, -37.6953732236248], [178.27473107331383, -38.58281259537314], [177.97046023997927, -39.166342868812976], [177.20699262929918, -39.14577564876082], [176.93998050364706, -39.44973642350161], [177.0329464053401, -39.879942722331464], [176.8858236026052, -40.0659778785822]]], [[[169.66781456937315, -43.555325616226376], [170.52491987536615, -43.031688327812816], [171.125089960004, -42.51275359473782], [171.56971398344325, -41.767424411792135], [171.94870893787186, -41.514416599291124], [172.0972270042787, -40.956104424809716], [172.79857954334403, -40.4939620908235], [173.02037479074076, -40.919052422856446], [173.2472343285021, -41.33199879330081], [173.9584053897028, -40.926700534835646], [174.24758670480816, -41.34915536882171], [174.24851688058942, -41.77000823340673], [173.87644656808794, -42.23318409603879], [173.2227396995957, -42.970038344088614], [172.71124637277074, -43.372287693048555], [173.08011274647015, -43.853343601253606], [172.3085836123525, -43.86569426857136], [171.45292524646362, -44.2425188128437], [171.18513797432718, -44.89710418068486], [170.61669721911653, -45.908928724959736], [169.8314221540093, -46.35577483498757], [169.33233117093428, -46.641235446967876], [168.41135379462855, -46.61994475686363], [167.76374474514682, -46.29019744240919], [166.67688602118417, -46.219917494492236], [166.50914432196467, -45.85270476662619], [167.0464241885033, -45.110941257508635], [168.30376346259686, -44.12397307716614], [168.94940880765157, -43.935819187191434], [169.66781456937315, -43.555325616226376]]]]}}, {\\\"id\\\": \\\"137\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Australia\\\", \\\"country_code\\\": \\\"AUS\\\", \\\"orders_count\\\": 1420.0, \\\"rfm_sum\\\": 12.309481847021502}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[147.68925947488418, -40.808258152022674], [148.289067824496, -40.87543751400211], [148.35986453673587, -42.06244516374644], [148.01730146707303, -42.40702361426865], [147.91405195535384, -43.211522312188535], [147.56456424376393, -42.937688897473905], [146.87034305235488, -43.6345972633621], [146.66332726459365, -43.58085377377856], [146.04837772032033, -43.549744561538844], [145.4319295595106, -42.693776137056254], [145.29509036680173, -42.033609714527564], [144.71807132383066, -41.16255177181576], [144.7437545106797, -40.70397511165767], [145.3979781434948, -40.79254851660594], [146.3641207216237, -41.13769540788336], [146.90858361225088, -41.00054615658073], [147.68925947488418, -40.808258152022674]]], [[[126.14871382050114, -32.21596607842059], [125.08862348846566, -32.72875131605285], [124.22164798390492, -32.95948658623607], [124.02894656788851, -33.4838473447017], [123.65966678273077, -33.89017913181271], [122.81103641163364, -33.914467054989885], [122.1830644064228, -34.0034021949642], [121.29919070850259, -33.821036065406176], [120.58026818245806, -33.93017669040661], [119.89369510302822, -33.9760653622818], [119.29889936734875, -34.50936614353394], [119.00734093635802, -34.46414926527854], [118.5057178081008, -34.74681934991509], [118.02497195848949, -35.0647327613747], [117.29550744025741, -35.02545867283287], [116.62510908413495, -35.02509693780683], [115.56434695847966, -34.38642791111157], [115.02680870977957, -34.19651702243893], [115.04861616420676, -33.623425388322055], [115.54512332566708, -33.48725798923297], [115.7146737000167, -33.25957162855497], [115.67937869676135, -32.900368747694166], [115.80164513556394, -32.205062351207005], [115.68961063035516, -31.612437025683807], [115.160909051577, -30.601594333622465], [114.99704308477948, -30.03072478609414], [115.04003787644629, -29.46109547294082], [114.64197431850201, -28.81023080822467], [114.6164978373821, -28.51639861421308], [114.17357913620847, -28.11807667410732], [114.04888390508816, -27.334765313427106], [113.47749759323692, -26.543134047147902], [113.33895307826242, -26.116545098578484], [113.77835778204022, -26.549025160429174], [113.44096235560656, -25.621278171493167], [113.93690107631167, -25.91123463308287], [114.23285200404723, -26.29844614024588], [114.21616051641698, -25.786281019801123], [113.7212553243577, -24.99893889740214], [113.62534386602397, -24.683971042583167], [113.39352339076264, -24.384764499613226], [113.5020438985756, -23.806350192970285], [113.70699262904515, -23.56021534596409], [113.84341841029567, -23.059987481378755], [113.73655154831609, -22.47547535572538], [114.1497563009219, -21.75588103606104], [114.22530724493262, -22.517488295178673], [114.6477620789187, -21.829519952076954], [115.46016727097924, -21.495173435148537], [115.94737267462702, -21.068687839443704], [116.71161543179153, -20.701681817306824], [117.16631635952771, -20.623598728113805], [117.44154503791424, -20.74689869556221], [118.229558953933, -20.37420826587322], [118.83608523974274, -20.263310642174858], [118.98780724495168, -20.044202569257315], [119.25249393115067, -19.952941989829867], [119.80522505094451, -19.976506442954964], [120.85622033089668, -19.683707777589206], [121.39985639860717, -19.239755547769725], [121.65513797412902, -18.70531788500717], [122.24166548064179, -18.197648614171804], [122.28662397673571, -17.798603204013958], [122.3127722514754, -17.25496713630345], [123.01257449757193, -16.405199883695886], [123.43378909718304, -17.268558037996215], [123.85934451710659, -17.069035332917288], [123.50324222218329, -16.596506036040402], [123.81707319549184, -16.111316013252], [124.25828657439985, -16.327943617419535], [124.37972619028575, -15.56705982835399], [124.92615278534004, -15.07510019293536], [125.16727501841387, -14.680395603090028], [125.67008670461381, -14.510070082256014], [125.68579634003055, -14.23065561285385], [126.12514936737608, -14.347340996968903], [126.14282270721986, -14.095986830301227], [126.58258914602374, -13.952791436420448], [127.06586714081732, -13.817967624570954], [127.80463341686196, -14.27690601975508], [128.35968997610894, -14.869169610252243], [128.98554324759584, -14.875990899314765], [129.62147342337965, -14.969783623924522], [129.40960005098293, -14.42066985439107], [129.8886405783286, -13.618703301653492], [130.33946577364293, -13.357375583553484], [130.18350630098604, -13.107520033422276], [130.61779503796697, -12.536392103732489], [131.22349450086, -12.183648776908166], [131.73509118054955, -12.302452894747184], [132.5752982931831, -12.114040622611007], [132.55721154188097, -11.603012383676678], [131.82469811414364, -11.27378183354515], [132.3572237489114, -11.128519382372696], [133.01956058159635, -11.376411228076812], [133.55084598198908, -11.786515394745116], [134.39306847548204, -12.042365411022182], [134.67863244032696, -11.941182956594693], [135.29849124566795, -12.248606052299046], [135.8826933127276, -11.962266940969776], [136.2583809754895, -12.049341729381588], [136.49247521377168, -11.857208754120398], [136.951620314685, -12.351958916882793], [136.6851249533558, -12.887223402562022], [136.3054065288751, -13.291229750219884], [135.96175825413417, -13.324509372615852], [136.07761681533253, -13.724278252825783], [135.78383629775323, -14.2239893530882], [135.4286641786112, -14.715432224183912], [135.50018436090318, -14.997740573794424], [136.2951745952813, -15.55026498785913], [137.06536014215942, -15.87076222093333], [137.5804708192448, -16.21508228929408], [138.30321740127897, -16.807604261952704], [138.58516401586343, -16.806622409739155], [139.10854292211548, -17.06267913174539], [139.2605749859182, -17.371600843986208], [140.21524539607827, -17.710804945550066], [140.87546349503924, -17.369068698803908], [141.07111046769626, -16.83204721442676], [141.27409549373874, -16.38887013109165], [141.39822228410384, -15.840531508042588], [141.70218305884464, -15.044921156476901], [141.56338016170866, -14.561333103089552], [141.6355204611881, -14.270394789286307], [141.5198686057189, -13.698078301653808], [141.65092003801107, -12.944687595270585], [141.8426912782462, -12.741547539931231], [141.68699018775084, -12.407614434461145], [141.9286291851476, -11.877465915578817], [142.11848839738798, -11.328042087451612], [142.1437064963464, -11.042736504768186], [142.51526004452495, -10.668185723516686], [142.797310011974, -11.157354831591562], [142.86676313697427, -11.784706719614903], [143.11594689348573, -11.905629571177885], [143.15863162655876, -12.325655612846232], [143.5221236512998, -12.834358412327433], [143.5971578309876, -13.400422051652612], [143.5618111513, -13.763655694232192], [143.9220992372389, -14.548310642151996], [144.56371382057483, -14.171176039285903], [144.89490807513346, -14.594457696188641], [145.3747237489635, -14.98497649501833], [145.27199100156724, -15.428205254785732], [145.4852596376358, -16.28567229580478], [145.637033319277, -16.78491830817657], [145.88890425026761, -16.906926364817686], [146.16030887266453, -17.761654554925272], [146.06367394427872, -18.28007252367734], [146.38747846901964, -18.958274021075887], [147.4710815777479, -19.48072275154673], [148.17760176004242, -19.9559392229028], [148.84841352762322, -20.391209812097244], [148.71746544819558, -20.63346892668155], [149.28942020080206, -21.260510756111135], [149.6783370302307, -22.342511895438385], [150.07738244038853, -22.122783705333337], [150.48293908101516, -22.556142266532994], [150.72726525289113, -22.402404880464665], [150.89955447815225, -23.462236830338696], [151.60917524638427, -24.07625619883074], [152.07353966695905, -24.457886651306225], [152.8551973818059, -25.267501316023], [153.1361621441768, -26.071173191026215], [153.16194868389044, -26.641319268502457], [153.0929089703485, -27.260299574494514], [153.56946902894418, -28.11006682710208], [153.51210818910022, -28.99507740653271], [153.339095493787, -29.45820159273248], [153.06924116435886, -30.350240166954794], [153.08960167868184, -30.923641859665423], [152.89157759013938, -31.640445651986], [152.45000247620533, -32.550002536755265], [151.70911746643674, -33.041342054986394], [151.3439717958624, -33.81602345147387], [151.0105554547152, -34.31036020277793], [150.71413943908902, -35.173459974916796], [150.3282198427333, -35.671879164371916], [150.0752120302323, -36.42020558039054], [149.9461243023672, -37.10905242284121], [149.99728397033613, -37.42526051203518], [149.42388227762552, -37.77268116633344], [148.30462243061584, -37.809061374666925], [147.38173302631526, -38.21921721776752], [146.92212283751132, -38.606532077795116], [146.31792199115478, -39.03575652441141], [145.4896521343806, -38.59376799901902], [144.87697635312816, -38.41744801203915], [145.03221235573295, -37.89618783951102], [144.48568240781407, -38.085323581699285], [143.60997358619602, -38.8094654274053], [142.74542687395297, -38.538267510737555], [142.17832970598192, -38.380034275059835], [141.60658165910468, -38.30851409276788], [140.63857872941327, -38.019332777662555], [139.99215823787426, -37.402936293285094], [139.8065881695141, -36.64360279718831], [139.57414757706528, -36.13836231867066], [139.08280805883413, -35.732754001611745], [138.12074791885635, -35.61229623793939], [138.44946170466494, -35.127261244447865], [138.20756432510672, -34.38472258884593], [137.71917036351618, -35.076825046531], [136.8294055523147, -35.26053476332861], [137.35237104710848, -34.7073385556441], [137.50388634658827, -34.13026783624075], [137.8901160015377, -33.64047861097838], [137.81032759007905, -32.90000701266812], [136.9968371929404, -33.752771498348615], [136.37206912653164, -34.094766127256236], [135.98904341038428, -34.89011809666046], [135.20821251845405, -34.478670342752565], [135.23921837782916, -33.94795338311502], [134.6134167827746, -33.222778008763164], [134.08590376193916, -32.84807219821479], [134.27390262261702, -32.61723357516699], [132.99077680880976, -32.01122405368019], [132.28808068250487, -31.982646986622782], [131.32633060112084, -31.49580331800104], [129.53579389863972, -31.590422865527465], [128.24093753470225, -31.948488864877852], [127.1028674663383, -32.28226694105106], [126.14871382050114, -32.21596607842059]]]]}}, {\\\"id\\\": \\\"138\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Sri Lanka\\\", \\\"country_code\\\": \\\"LKA\\\", \\\"orders_count\\\": 4.0, \\\"rfm_sum\\\": 11.857142857142858}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[81.7879590188914, 7.523055324733164], [81.63732221876059, 6.481775214051922], [81.21801964714433, 6.197141424988288], [80.34835696810441, 5.968369859232155], [79.87246870312853, 6.76346344647493], [79.69516686393513, 8.200843410673386], [80.14780073437964, 9.824077663609557], [80.83881798698656, 9.268426825391188], [81.30431928907177, 8.56420624433369], [81.7879590188914, 7.523055324733164]]]}}, {\\\"id\\\": \\\"139\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"China\\\", \\\"country_code\\\": \\\"CHN\\\", \\\"orders_count\\\": 934.0, \\\"rfm_sum\\\": 12.510783798001052}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[109.47520958866365, 18.197700913968575], [108.65520796105616, 18.507681993071387], [108.62621748254044, 19.367887885001906], [109.11905561730804, 19.821038519769345], [110.21159874882281, 20.101253973872033], [110.78655073450221, 20.077534491450052], [111.01005130416458, 19.69592987719072], [110.57064660038677, 19.25587921800927], [110.33918786015147, 18.678395087147592], [109.47520958866365, 18.197700913968575]]], [[[80.2599902688853, 42.34999929459906], [80.1801501809943, 42.92006785742694], [80.86620649610126, 43.18036204688101], [79.96610639844141, 44.91751699480463], [81.9470707539181, 45.31702749285312], [82.45892581576906, 45.539649563166506], [83.18048383986047, 47.33003123635086], [85.16429039911324, 47.0009557155161], [85.72048383987067, 47.452969468773105], [85.7682328633083, 48.45575063739699], [86.59877648310336, 48.549181626980626], [87.35997033076265, 49.21498078062912], [87.75126427607671, 49.297197984405486], [88.01383222855173, 48.599462795600616], [88.85429772334676, 48.069081732772965], [90.28082563676392, 47.69354909930793], [90.97080936072501, 46.88814606382293], [90.58576826371828, 45.71971609148753], [90.9455395853343, 45.28607330991028], [92.13389082231822, 45.11507599545646], [93.4807336771413, 44.975472113619965], [94.68892866412533, 44.35233185482842], [95.30687544147153, 44.24133087826547], [95.76245486855669, 43.319449164394605], [96.34939578652781, 42.725635280928685], [97.45175744017801, 42.74888967546002], [99.51581749878004, 42.524691473961724], [100.84586551310827, 42.66380442969145], [101.83304039917994, 42.51487295182628], [103.31227827353482, 41.9074681666676], [104.52228193564899, 41.908346666016556], [104.96499393109347, 41.59740957291635], [106.12931562706169, 42.13432770442891], [107.74477257693795, 42.48151581478187], [109.24359581913146, 42.5194463160841], [110.41210330611528, 42.87123362891103], [111.12968224492023, 43.40683401140015], [111.82958784388137, 43.74311839453952], [111.66773725794323, 44.07317576758771], [111.34837690637946, 44.45744171811009], [111.8733061056003, 45.10207937273506], [112.43606245325881, 45.01164561622429], [113.46390669154417, 44.80889313412712], [114.46033165899607, 45.339816799493825], [115.98509647020009, 45.727235012386004], [116.71786828009886, 46.38820241961521], [117.42170128791419, 46.67273285581426], [118.87432579963873, 46.80541209572365], [119.66326989143876, 46.69267995867892], [119.7728239278975, 47.04805878355013], [118.86657433479495, 47.74706004494617], [118.06414269416672, 48.06673045510369], [117.29550744025741, 47.69770905210743], [116.30895267137323, 47.85341014260284], [115.74283735561579, 47.72654450132629], [115.48528201707306, 48.13538259540344], [116.19180219936757, 49.134598090199106], [116.67880089728612, 49.888531399121405], [117.8792444194264, 49.510983384796965], [119.2884607280258, 50.142882798862004], [119.27939000000003, 50.58292], [120.18208000000016, 51.64355000000012], [120.7382, 51.96411000000006], [120.72578901579197, 52.516226304730935], [120.17708865771681, 52.75388621684124], [121.00308475147017, 53.25140106873119], [122.24574791879283, 53.431725979213695], [123.57146999999998, 53.45880000000005], [125.06821129771038, 53.16104482686886], [125.94634891164617, 52.79279857035698], [126.56439904185697, 51.7842554795327], [126.93915652883766, 51.35389415140592], [127.28745568248485, 50.73979726826548], [127.65740000000028, 49.760270000000105], [129.39781782442043, 49.44060008401544], [130.58229332898242, 48.72968740497614], [130.9872600000001, 47.79013000000003], [132.50669000000005, 47.78896000000003], [133.37359581922794, 48.18344167743487], [135.02631147678665, 48.478229885443874], [134.50081, 47.57845000000009], [134.1123500000001, 47.212480000000085], [133.76964399631288, 46.116926988299014], [133.09712000000013, 45.14409000000006], [131.8834542176595, 45.32116160743652], [131.02519000000018, 44.96796000000006], [131.28855512911548, 44.11151968034828], [131.1446879416149, 42.92998973242689], [130.63386640840974, 42.90301463477053], [130.63999970690955, 42.39502427522179], [129.99426720593323, 42.985386867843786], [129.59666873587952, 42.42498179785456], [128.0522152039723, 41.99428457291795], [128.20843305879066, 41.46677155208249], [127.34378299368302, 41.50315176041597], [126.86908328664987, 41.81656932226619], [126.18204511932943, 41.10733612727637], [125.07994184784064, 40.56982371679245], [124.26562462778531, 39.928493353834156], [122.86757042856095, 39.63778758397622], [122.1313879741309, 39.170451768544666], [121.05455447803286, 38.897471014962846], [121.58599490772248, 39.36085358332407], [121.37675703337268, 39.75026133885949], [122.16859500538106, 40.422442531896024], [121.64035851449353, 40.94638987890333], [120.76862877816194, 40.59338816991754], [119.63960208544907, 39.898055935214245], [119.02346398323306, 39.252333075511146], [118.04274865119791, 39.2042739934797], [117.53270226447711, 38.73763580988408], [118.05969852098964, 38.06147553156106], [118.87814985562832, 37.89732534438593], [118.91163618375344, 37.44846385349871], [119.70280236214205, 37.15638865818505], [120.8234574728236, 37.87042776137801], [121.711258579598, 37.48112335870718], [122.35793745329849, 37.45448415786072], [122.5199947449658, 36.93061432550185], [121.10416385303307, 36.651329047180425], [120.63700890511453, 36.111439520811075], [119.66456180224606, 35.60979055433772], [119.1512081238586, 34.90985911716044], [120.22752485563373, 34.36033193616865], [120.62036909391655, 33.37672272392514], [121.22901411345023, 32.46031871187719], [121.90814578663003, 31.692174384074647], [121.89191938689038, 30.949351508095106], [121.26425744027328, 30.6762674016487], [121.50351932178467, 30.14291494396429], [122.0921138855891, 29.83252045340315], [121.93842817595306, 29.01802236583478], [121.68443851123851, 28.225512600206617], [121.12566124886649, 28.135673122667185], [120.39547326058232, 27.05320689544932], [119.5854968608395, 25.740780544532612], [118.65687137255452, 24.54739085540024], [117.28160647997088, 23.624501451099658], [115.89073530483512, 22.78287323657807], [114.76382734584624, 22.668074042241667], [114.15254682826564, 22.22376007739615], [113.80677981980074, 22.5483397486214], [113.24107791550159, 22.051367499270455], [111.84359215703248, 21.550493679281473], [110.78546552942407, 21.397143866455338], [110.44403934127168, 20.34103261970633], [109.88986128137361, 20.282457383703488], [109.62765506392466, 21.008227037026703], [109.86448815311832, 21.395050970947523], [108.5228129415244, 21.715212307211814], [108.05018029178294, 21.55237986906012], [107.04342003787264, 21.811898912029914], [106.56727339073532, 22.21820486092477], [106.72540327354847, 22.79426788989842], [105.81124718630522, 22.976892401617903], [105.32920942588663, 23.352063300056912], [104.47685835166448, 22.819150092046968], [103.50451460166056, 22.70375661873921], [102.7069922221001, 22.708795070887675], [102.17043582561358, 22.464753119389304], [101.65201785686152, 22.318198757409547], [101.80311974488293, 21.17436676684507], [101.27002566935997, 21.201651923095184], [101.18000532430754, 21.436572984294028], [101.15003299357825, 21.849984442629022], [100.41653771362738, 21.558839423096614], [99.98348921102149, 21.7429367131364], [99.24089887898725, 22.11831431730458], [99.5319922220874, 22.94903880461258], [98.89874922078278, 23.14272207284253], [98.66026248575577, 24.063286037689966], [97.60471967976198, 23.897404690033042], [97.72460900267914, 25.083637193293], [98.67183800658916, 25.918702500913525], [98.71209394734451, 26.743535874940267], [98.68269005737046, 27.50881216075062], [98.2462309102333, 27.74722138112918], [97.91198774616944, 28.335945136014345], [97.32711388549004, 28.26158274994634], [96.24883344928779, 28.411030992134442], [96.58659061074749, 28.83097951915434], [96.11767866413103, 29.452802028922466], [95.40480228066464, 29.03171662039213], [94.56599043170294, 29.277438055939985], [93.41334760943269, 28.640629380807226], [92.50311893104364, 27.89687632904645], [91.69665652869668, 27.771741848251665], [91.25885379431992, 28.040614325466294], [90.7305139505678, 28.064953925075756], [90.01582889197118, 28.296438503527217], [89.47581017452111, 28.042758897406397], [88.81424848832056, 27.299315904239364], [88.73032596227856, 28.086864732367516], [88.12044070836987, 27.876541652939594], [86.9545170430006, 27.974261786403517], [85.82331994013151, 28.203575954698707], [85.01163821812304, 28.642773952747344], [84.23457970575015, 28.839893703724698], [83.89899295444673, 29.320226141877658], [83.33711510613719, 29.463731594352197], [82.32751264845088, 30.115268052688137], [81.52580447787474, 30.42271698660863], [81.11125613802932, 30.183480943313402], [79.7213668151071, 30.88271474865473], [78.73889448437401, 31.515906073527063], [78.45844648632601, 32.61816437431273], [79.17612877799553, 32.48377981213771], [79.20889163606859, 32.994394639613716], [78.81108646028574, 33.50619802503242], [78.91226891471322, 34.32193634697579], [77.83745079947457, 35.494009507787766], [76.19284834178569, 35.89840342868783], [75.89689741405013, 36.666806138651836], [75.15802778514092, 37.13303091078912], [74.98000247589542, 37.419990139305895], [74.8299857929521, 37.9900070257014], [74.86481570831683, 38.3788463404816], [74.25751427602273, 38.60650686294345], [73.92885216664644, 38.50581533462274], [73.6753792662548, 39.4312368841056], [73.96001305531843, 39.660008449861735], [73.8222436868283, 39.893973497063186], [74.77686242055606, 40.36642527929163], [75.4678279967307, 40.56207225194867], [76.52636803579745, 40.42794607193512], [76.90448449087708, 41.06648590754965], [78.18719689322597, 41.18531586360481], [78.54366092317531, 41.58224254003869], [80.11943037305139, 42.12394074153825], [80.2599902688853, 42.34999929459906]]]]}}, {\\\"id\\\": \\\"140\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Taiwan\\\", \\\"country_code\\\": \\\"TWN\\\", \\\"orders_count\\\": 5.0, \\\"rfm_sum\\\": 13.642857142857142}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[121.77781782438993, 24.3942735865194], [121.17563235889274, 22.790857245367167], [120.74707970589623, 21.970571397382113], [120.22008344938368, 22.81486094816674], [120.1061885926124, 23.556262722258236], [120.69467980355225, 24.538450832613737], [121.49504438688878, 25.295458889257386], [121.95124393116146, 24.997595933527037], [121.77781782438993, 24.3942735865194]]]}}, {\\\"id\\\": \\\"141\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Italy\\\", \\\"country_code\\\": \\\"ITA\\\", \\\"orders_count\\\": 529.0, \\\"rfm_sum\\\": 12.366425992779783}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[10.44270145024663, 46.89354625099743], [11.048555942436536, 46.75135854754634], [11.16482791509327, 46.94157949481273], [12.153088006243054, 47.11539317482645], [12.376485223040817, 46.76755910906985], [13.806475457421527, 46.509306138691215], [13.698109978905478, 46.01677806251735], [13.937630242578308, 45.59101593686462], [13.141606479554296, 45.73669179949542], [12.32858117030625, 45.381778062514826], [12.383874952858548, 44.885374253919096], [12.261453484759102, 44.600482082693986], [12.589237094786455, 44.09136587175446], [13.526905958722494, 43.587727362637864], [14.029820997787029, 42.761007798832466], [15.142569614327925, 41.95513967545685], [15.926191033601896, 41.961315009115715], [16.169897088290384, 41.74029490820339], [15.889345737377797, 41.541082261718216], [16.785001661860548, 41.17960561783656], [17.51916873543118, 40.87714345963222], [18.37668745288252, 40.35562490494263], [18.48024702319543, 40.16886627863981], [18.293385044028042, 39.810774441073264], [17.738380161213314, 40.277671006830346], [16.869595981522338, 40.44223460546381], [16.448743116937322, 39.79540070246644], [17.17148969897147, 39.42469981542068], [17.052840610429314, 38.90287120213735], [16.635088331781816, 38.843572496082416], [16.100960727613, 37.9858987493342], [15.684086948314473, 37.908849188787016], [15.687962680736348, 38.21459280044188], [15.89198123542468, 38.75094249119924], [16.109332309644287, 38.9645470240777], [15.718813510814613, 39.54407237401492], [15.413612501698793, 40.048356838535156], [14.99849572109818, 40.17294871679087], [14.703268263414714, 40.604550279292596], [14.060671827865264, 40.7863479680954], [13.627985060285397, 41.1882872584616], [12.888081902730365, 41.253089504555604], [12.106682570044939, 41.70453481705741], [11.191906365614216, 42.3554253199897], [10.51194786951774, 42.93146251074721], [10.200028924203991, 43.9200068222746], [9.702488234097842, 44.03627879493132], [8.88894616052687, 44.36633616797951], [8.428560825238577, 44.23122813575242], [7.8507666357831445, 43.76714793555524], [7.435184767291872, 43.69384491634922], [7.549596388386107, 44.12790110938481], [7.007562290076635, 44.25476675066136], [6.749955275101655, 45.02851797136758], [7.096652459347837, 45.33309886329589], [6.802355177445605, 45.70857982032864], [6.843592970414505, 45.99114655210061], [7.2738509456766565, 45.776947740250776], [7.7559920589598335, 45.82449005795931], [8.31662967289438, 46.16364248309086], [8.489952426801324, 46.005150865251686], [8.966305779667806, 46.03693187111119], [9.182881707403055, 46.44021474871698], [9.922836541390382, 46.31489940040919], [10.363378126678612, 46.48357127540986], [10.44270145024663, 46.89354625099743]]], [[[14.761249220446189, 38.14387360285046], [15.520376010813806, 38.23115509699143], [15.160242954171736, 37.44404551853776], [15.309897902089006, 37.13421946873183], [15.099988234119422, 36.6199872909954], [14.335228712631988, 36.996630967754726], [13.826732618879959, 37.10453135838016], [12.431003859108756, 37.61294993748375], [12.570943637755136, 38.12638113051966], [13.741156447004613, 38.03496552179533], [14.761249220446189, 38.14387360285046]]], [[[8.709990675500109, 40.899984442705225], [9.210011834356266, 41.209991360024176], [9.80997521326492, 40.50000885676613], [9.669518670295616, 39.17737641047178], [9.214817742559433, 39.24047333430015], [8.806935662479674, 38.906617743478506], [8.428302443077115, 39.17184703221655], [8.388253208050912, 40.37831085871876], [8.159998406617689, 40.95000722916376], [8.709990675500109, 40.899984442705225]]]]}}, {\\\"id\\\": \\\"142\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Denmark\\\", \\\"country_code\\\": \\\"DNK\\\", \\\"orders_count\\\": 31.0, \\\"rfm_sum\\\": 12.061538461538461}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[9.921906365609118, 54.98310415304803], [9.282048780971138, 54.830865383516176], [8.526229282270208, 54.96274363872516], [8.120310906617533, 55.5177226833236], [8.08997684086222, 56.54001170513759], [8.256581658571207, 56.80996938743033], [8.543437534223415, 57.11000275331695], [9.424469028367554, 57.1720661484995], [9.775558709358535, 57.44794078228966], [10.580005730846125, 57.73001658795485], [10.546105991262664, 57.21573273378612], [10.250000034230226, 56.89001618105044], [10.369992710011957, 56.60998159446079], [10.912181837618306, 56.458621324277885], [10.667803989310016, 56.08138336854721], [10.369992710011957, 56.19000722922473], [9.649984978889279, 55.469999498102055], [9.921906365609118, 54.98310415304803]]], [[[12.370904168353292, 56.111407375708794], [12.690006137755603, 55.60999095318074], [12.089991082414684, 54.80001455343792], [11.043543328504226, 55.36486379660424], [10.903913608451603, 55.77995473898872], [12.370904168353292, 56.111407375708794]]]]}}, {\\\"id\\\": \\\"143\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"United Kingdom\\\", \\\"country_code\\\": \\\"GBR\\\", \\\"orders_count\\\": 775.0, \\\"rfm_sum\\\": 12.426821800367422}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[-6.197884894220991, 53.867565009163364], [-6.953730231138067, 54.073702297575636], [-7.572167934591064, 54.059956366586], [-7.3660306461787854, 54.59584096945272], [-7.572167934591064, 55.13162221945487], [-6.733847011736145, 55.17286001242378], [-5.661948614921968, 54.55460317648381], [-6.197884894220991, 53.867565009163364]]], [[[-3.093830673788716, 53.404547400669685], [-3.0920796370471066, 53.40444082296358], [-2.945008510744344, 53.98499970154671], [-3.614700825433033, 54.600936773292574], [-3.6300054589893307, 54.615012925833014], [-4.8441690739030605, 54.790971177786844], [-5.0825266178492825, 55.06160065369937], [-4.7191121077567, 55.50847260194348], [-5.047980922862109, 55.78398550070756], [-5.586397670911197, 55.31114614523682], [-5.644998745130238, 56.27501496034483], [-6.1499808414864106, 56.785009670633485], [-5.786824713555291, 57.81884837506465], [-5.009998745127632, 58.63001333275008], [-4.211494513353557, 58.55084503847911], [-3.0050048486352807, 58.63500010846633], [-4.073828497728073, 57.55302480735526], [-3.0550017968777183, 57.69001902936094], [-1.9592805647769183, 57.68479970969952], [-2.219988165689358, 56.87001740175356], [-3.1190030582711756, 55.973793036515474], [-2.085009324543023, 55.9099984808513], [-2.005675679673857, 55.804902850350175], [-1.11499101399221, 54.624986477265395], [-0.4304849918542004, 54.46437612570219], [0.18498131674203933, 53.32501414653103], [0.469976840831805, 52.929999498092], [1.6815307959146821, 52.739520168664], [1.5599878271643206, 52.09999848083601], [1.0505615576309424, 51.806760565795685], [1.4498653499502439, 51.28942780212191], [0.5503336930455021, 50.765738837275876], [-0.7875174625586965, 50.77498891865622], [-2.4899975244144343, 50.50001862243124], [-2.956273972984093, 50.696879991247044], [-3.617448085942385, 50.22835561787275], [-4.542507900399244, 50.341837063185665], [-5.245023159191135, 49.95999990498109], [-5.776566941745273, 50.15967763935686], [-4.309989793301895, 51.21000112568919], [-3.414850633142123, 51.42600861266925], [-3.4227194671083794, 51.42684816740609], [-4.9843672347109305, 51.593466091511004], [-5.267295701508942, 51.991400458374585], [-4.222346564134909, 52.301355699261364], [-4.77001339356417, 52.840004991255626], [-4.579999152026971, 53.49500377055517], [-3.093830673788716, 53.404547400669685]]]]}}, {\\\"id\\\": \\\"144\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Iceland\\\", \\\"country_code\\\": \\\"ISL\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-14.508695441129234, 66.45589223903143], [-14.739637417041607, 65.8087482774403], [-13.60973222497981, 65.12667104761987], [-14.909833746794902, 64.36408193628868], [-17.794438035543422, 63.678749091233854], [-18.656245896874992, 63.49638296167582], [-19.97275468594276, 63.64363495549153], [-22.762971971110158, 63.960178941495386], [-21.778484259517683, 64.40211579045551], [-23.95504391121911, 64.8911298692335], [-22.184402635170358, 65.0849681667603], [-22.227423265053332, 65.37859365504274], [-24.326184047939336, 65.61118927678847], [-23.65051469572309, 66.26251902939522], [-22.134922451250887, 66.41046865504687], [-20.57628373867955, 65.73211212835143], [-19.05684160000159, 66.27660085719477], [-17.79862382655905, 65.99385325790978], [-16.167818976292125, 66.52679230413587], [-14.508695441129234, 66.45589223903143]]]}}, {\\\"id\\\": \\\"145\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Azerbaijan\\\", \\\"country_code\\\": \\\"AZE\\\", \\\"orders_count\\\": 20.0, \\\"rfm_sum\\\": 6.655172413793103}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[46.404950799348825, 41.860675157227305], [46.68607059101661, 41.82713715266988], [47.37331546406623, 41.2197323675112], [47.81566572448463, 41.15141612402135], [47.98728315612598, 41.40581920019423], [48.58435339611342, 41.80886879162067], [49.110263706260696, 41.28228668880051], [49.6189148293096, 40.57292430272996], [50.08482954285313, 40.52615713150581], [50.39282107931268, 40.25656118423912], [49.569202101444795, 40.176100979160665], [49.395259230350376, 39.39948171646225], [49.22322838725071, 39.04921885838793], [48.85653242370759, 38.81548635513178], [48.88324913920249, 38.32024526626262], [48.63437544128482, 38.27037750910097], [48.01074425638648, 38.79401479751452], [48.35552941263788, 39.28876496027691], [48.06009524922524, 39.58223541926246], [47.685079380083096, 39.50836395930122], [46.50571984231797, 38.770605373686294], [46.48349897643246, 39.464154771475535], [46.034534132680676, 39.628020738273065], [45.61001224140293, 39.89999380142518], [45.89190717955509, 40.21847565364], [45.35917483905817, 40.56150381119346], [45.56035118997045, 40.812289537105926], [45.17949588397934, 40.98535390885141], [44.97248009621808, 41.248128567055595], [45.217426385281584, 41.41145193131405], [45.96260053893039, 41.123872585609774], [46.50163740416693, 41.06444468847411], [46.63790815612058, 41.181672675128226], [46.14543175637902, 41.72280243587258], [46.404950799348825, 41.860675157227305]]], [[[46.14362308124882, 38.74120148371222], [45.45772179543877, 38.87413910578306], [44.95268802265031, 39.33576467544637], [44.79398969908195, 39.71300263117705], [45.00198733905675, 39.740003567049555], [45.29814497252146, 39.471751207022436], [45.73997846861698, 39.47399913182713], [45.73537926614301, 39.31971914321974], [46.14362308124882, 38.74120148371222]]]]}}, {\\\"id\\\": \\\"146\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Georgia\\\", \\\"country_code\\\": \\\"GEO\\\", \\\"orders_count\\\": 18.0, \\\"rfm_sum\\\": 5.636363636363637}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[39.955008579270924, 43.43499766699922], [40.07696495947977, 43.553104153002316], [40.922190000000114, 43.38215000000014], [42.39440000000013, 43.220300000000066], [43.75599000000011, 42.740830000000074], [43.931210000000135, 42.55496000000011], [44.537622918481986, 42.71199270280363], [45.47027916848572, 42.50278066666998], [45.776400000000024, 42.09244000000018], [46.404950799348825, 41.860675157227305], [46.14543175637902, 41.72280243587258], [46.63790815612058, 41.181672675128226], [46.50163740416693, 41.06444468847411], [45.96260053893039, 41.123872585609774], [45.217426385281584, 41.41145193131405], [44.97248009621808, 41.248128567055595], [43.58274580259273, 41.09214325618257], [42.61954878110449, 41.58317271581994], [41.55408410011066, 41.53565623632757], [41.70317060727271, 41.96294281673292], [41.45347008643839, 42.64512339941794], [40.87546919125379, 43.013628038091284], [40.32139448422032, 43.128633938156845], [39.955008579270924, 43.43499766699922]]]}}, {\\\"id\\\": \\\"147\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Philippines\\\", \\\"country_code\\\": \\\"PHL\\\", \\\"orders_count\\\": 326.0, \\\"rfm_sum\\\": 12.512481644640236}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[120.83389611214656, 12.704496161342433], [120.32343631396745, 13.466413479053825], [121.18012820850211, 13.429697373910443], [121.5273938335035, 13.06959015548452], [121.26219038298159, 12.205560207564403], [120.83389611214656, 12.704496161342433]]], [[[122.5860889018671, 9.981044826696134], [122.83708133350875, 10.261156927934225], [122.9474105164519, 10.88186839440806], [123.49884972543845, 10.94062449792392], [123.33777428598472, 10.267383938025404], [124.0779358257012, 11.232725531453738], [123.98243777882584, 10.278778591345755], [123.62318322153271, 9.950090643753299], [123.30992068897939, 9.318268744336706], [122.99588300994166, 9.022188625520414], [122.38005496631942, 9.713360907424217], [122.5860889018671, 9.981044826696134]]], [[[126.37681359263745, 8.414706325713297], [126.47851281138789, 7.750354112168978], [126.53742394420061, 7.189380601424545], [126.19677290253259, 6.274294338400054], [125.83142052622907, 7.293715318221842], [125.36385216685221, 6.786485297060949], [125.68316084198369, 6.049656887227272], [125.39651167206063, 5.5810033227722755], [124.21978763234239, 6.161355495626154], [123.9387195171069, 6.885135606306136], [124.24366214406128, 7.360610459823661], [123.61021243702749, 7.83352732994274], [123.29607140512519, 7.418875637232759], [122.82550581267537, 7.457374579290204], [122.08549930225573, 6.899424139834836], [121.91992801319256, 7.192119452336015], [122.31235884001705, 8.034962063016465], [122.94239790251959, 8.316236883981134], [123.48768761606347, 8.69300975182118], [123.84115441293983, 8.240324204944372], [124.60146976125021, 8.514157619659002], [124.76461225799562, 8.960409450715488], [125.47139082245155, 8.986996975129657], [125.41211795461277, 9.760334784377534], [126.2227144715431, 9.286074327018866], [126.30663699758514, 8.78248749433456], [126.37681359263745, 8.414706325713297]]], [[[118.50458092659036, 9.316382554558047], [117.17427453010066, 8.367499904814679], [117.66447716682137, 9.066888739452892], [118.38691369026175, 9.68449961998921], [118.98734215706105, 10.376292019080523], [119.51149620979751, 11.3696680770272], [119.68967654833989, 10.554291490109875], [119.02945844937892, 10.003653265823829], [118.50458092659036, 9.316382554558047]]], [[[122.336956821788, 18.224882717354106], [122.17427941293317, 17.810282701076403], [122.5156539246533, 17.093504746971973], [122.25231082569393, 16.26244436285407], [121.66278608610821, 15.931017564350142], [121.50506961475342, 15.124813544164622], [121.7288285665772, 14.328376369682275], [122.25892540902726, 14.21820221603599], [122.70127566944569, 14.336541245984378], [123.9502950379403, 13.782130642141027], [123.85510704965867, 13.237771104378425], [124.18128869028493, 12.9975273706535], [124.0774190613783, 12.536676947474575], [123.29803510955225, 13.02752553959894], [122.92865197152994, 13.552919826710422], [122.6713550151487, 13.185836289925092], [122.03464969288052, 13.784481919810304], [121.12638471891857, 13.636687323455547], [120.62863732308324, 13.857655747935596], [120.67938357959386, 14.271015529838294], [120.99181928923053, 14.52539276779504], [120.69333621631267, 14.756670640517312], [120.56414513558299, 14.396279201713796], [120.07042850146644, 14.970869452367126], [119.92092858284605, 15.406346747290739], [119.88377322802819, 16.363704331929995], [120.28648766487875, 16.034628811095345], [120.39004723519167, 17.599081122299523], [120.71586714079191, 18.505227362537525], [121.32130822152351, 18.504064642810945], [121.9376013530364, 18.218552354398355], [122.24600630095429, 18.478949896717097], [122.336956821788, 18.224882717354106]]], [[[122.03837039600555, 11.415840969279998], [121.88354780485909, 11.891755072471994], [122.48382124236149, 11.582187404827538], [123.12021650603594, 11.583660183147856], [123.10083784392646, 11.16593374271649], [122.63771365772669, 10.74130849857417], [122.00261030485957, 10.441016750526089], [121.96736697803652, 10.905691229694625], [122.03837039600555, 11.415840969279998]]], [[[125.50255171112354, 12.162694606978292], [125.78346479706221, 11.046121934447783], [125.01188398651226, 11.311454576050409], [125.03276126515817, 10.975816148314692], [125.27744917206019, 10.358722032101284], [124.80181928924577, 10.134678859899864], [124.76016808481853, 10.837995103392258], [124.45910119028605, 10.889929917845592], [124.30252160044171, 11.495370998577187], [124.89101281138153, 11.415582587118536], [124.87799035044401, 11.794189968304947], [124.26676150929569, 12.557760931849671], [125.22711632700788, 12.53572093347718], [125.50255171112354, 12.162694606978292]]]]}}, {\\\"id\\\": \\\"148\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Malaysia\\\", \\\"country_code\\\": \\\"MYS\\\", \\\"orders_count\\\": 154.0, \\\"rfm_sum\\\": 12.46056782334385}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[100.0857568705271, 6.4644894474502905], [100.25959638875696, 6.6428248152895435], [101.07551557821336, 6.2048670516159214], [101.15421878459387, 5.691384182147715], [101.81428185425798, 5.8108084171742425], [102.14118696493638, 6.221636053894628], [102.37114708863521, 6.128205064310919], [102.96170535686673, 5.524495144061106], [103.38121463421217, 4.8550011255037475], [103.43857547405612, 4.181605536308339], [103.33212202353486, 3.726697902842986], [103.42942874554049, 3.3828687605890053], [103.50244754436889, 2.7910185815501762], [103.8546741068703, 2.515454006353764], [104.24793175661145, 1.6311410587590842], [104.22881147666348, 1.2930480004894918], [103.51970747275439, 1.2263337264006822], [102.57361535035477, 1.9671153833046873], [101.39063846232919, 2.760813706875581], [101.27353966675582, 3.270291652841152], [100.69543541870664, 3.9391397159948696], [100.55740766805502, 4.767280381688295], [100.19670617065775, 5.312492580583708], [100.30626020711652, 6.0405618351439045], [100.0857568705271, 6.4644894474502905]]], [[[117.88203494677018, 4.137551377779516], [117.01521447150628, 4.3060940616994685], [115.8655172058767, 4.3065591495901], [115.51907840379198, 3.169238389494396], [115.13403730678522, 2.8214818383862337], [114.62135542201753, 1.4306881778989011], [113.8058496440195, 1.2175487329110695], [112.85980919805218, 1.4977900252299037], [112.38025190638359, 1.4101209578467433], [111.79754845586041, 0.9044412296546085], [111.15913781132662, 0.976478176269481], [110.51406090702716, 0.7731314152009645], [109.83022667850881, 1.3381356876641632], [109.66326012577375, 2.0064669864949565], [110.3961352885371, 1.663774725751395], [111.16885298059748, 1.8506367049188128], [111.37008100794205, 2.6973033715888595], [111.7969283386729, 2.885896511238059], [112.99561486211522, 3.102394924324855], [113.71293541875868, 3.8935094262811556], [114.20401655482837, 4.5258739282368055], [114.65959598191353, 4.007636826997754], [114.8695573263154, 4.348313706881925], [115.34746097215066, 4.316636053887009], [115.40570031134361, 4.955227565933839], [115.45071048386981, 5.447729803891534], [116.22074100145102, 6.1431912296755655], [116.72510298061971, 6.924771429873999], [117.12962609260047, 6.92805288332454], [117.64339318244627, 6.422166449403249], [117.68907514859231, 5.987490139180154], [118.34769127815224, 5.708695786965492], [119.18190392463997, 5.407835598162207], [119.11069380094176, 5.016128241389808], [118.43972700406408, 4.966518866389606], [118.6183207540648, 4.478202419447555], [117.88203494677018, 4.137551377779516]]]]}}, {\\\"id\\\": \\\"149\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Brunei\\\", \\\"country_code\\\": \\\"BRN\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[115.45071048386981, 5.447729803891534], [115.40570031134361, 4.955227565933839], [115.34746097215066, 4.316636053887009], [114.8695573263154, 4.348313706881925], [114.65959598191353, 4.007636826997754], [114.20401655482837, 4.5258739282368055], [114.59996137904872, 4.900011298029966], [115.45071048386981, 5.447729803891534]]]}}, {\\\"id\\\": \\\"150\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Slovenia\\\", \\\"country_code\\\": \\\"SVN\\\", \\\"orders_count\\\": 2.0, \\\"rfm_sum\\\": 7.666666666666667}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[13.806475457421527, 46.509306138691215], [14.63247155117483, 46.43181732846955], [15.137091912504985, 46.65870270444703], [16.011663852612656, 46.6836107448117], [16.202298211337364, 46.85238597267696], [16.370504998447416, 46.841327216166505], [16.564808383864857, 46.50375092221983], [15.768732944408553, 46.23810822202345], [15.671529575267556, 45.83415355079788], [15.323953891672405, 45.73178253842768], [15.327674594797429, 45.45231639259333], [14.935243767972935, 45.471695054702685], [14.595109490627806, 45.634940904312714], [14.411968214585414, 45.46616567644746], [13.715059848697223, 45.500323798192376], [13.937630242578308, 45.59101593686462], [13.698109978905478, 46.01677806251735], [13.806475457421527, 46.509306138691215]]]}}, {\\\"id\\\": \\\"151\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Finland\\\", \\\"country_code\\\": \\\"FIN\\\", \\\"orders_count\\\": 34.0, \\\"rfm_sum\\\": 12.359375}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[28.591929559043194, 69.06477692328666], [28.445943637818658, 68.36461294216404], [29.97742638522061, 67.69829702419275], [29.054588657352326, 66.94428620062206], [30.217650000000003, 65.80598], [29.54442955904699, 64.94867157659048], [30.44468468600371, 64.20445343693909], [30.035872430142717, 63.55281362573855], [31.516092156711125, 62.86768748641289], [31.139991082490894, 62.35769277612441], [30.21110721204445, 61.780027777749694], [28.07000000000005, 60.503520000000094], [28.070001921525666, 60.50351912796823], [28.069997592895277, 60.50351654727584], [26.255172967236973, 60.4239606797625], [24.496623976344523, 60.05731639265166], [22.869694858499457, 59.846373196036225], [22.290763787533592, 60.39192129174154], [21.322244093519316, 60.720169989659524], [21.544866163832694, 61.70532949487179], [21.05921105315369, 62.60739329695874], [21.536029493910803, 63.18973501245587], [22.442744174903993, 63.81781037053129], [24.730511508897536, 64.90234365504084], [25.398067661243942, 65.11142650009374], [25.294043003040404, 65.53434642197045], [23.903378533633802, 66.00692739527962], [23.565879754335583, 66.39605093043743], [23.53947309743444, 67.93600861273525], [21.978534783626117, 68.6168456081807], [20.645592889089528, 69.10624726020087], [21.244936150810673, 69.37044302029308], [22.356237827247412, 68.84174144151491], [23.66204959483076, 68.89124746365054], [24.735679152126725, 68.64955678982146], [25.689212680776365, 69.09211375596904], [26.179622023226244, 69.82529897732614], [27.732292107867863, 70.16419302029625], [29.015572950971972, 69.76649119737799], [28.591929559043194, 69.06477692328666]]]}}, {\\\"id\\\": \\\"152\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Slovakia\\\", \\\"country_code\\\": \\\"SVK\\\", \\\"orders_count\\\": 4.0, \\\"rfm_sum\\\": 6.0}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[22.558137648211755, 49.085738023467144], [22.28084191253356, 48.82539215758067], [22.085608351334855, 48.42226430927179], [21.872236362401736, 48.31997081155002], [20.801293979584926, 48.623854071642384], [20.473562045989866, 48.562850043321816], [20.239054396249347, 48.32756724709692], [19.769470656013112, 48.202691148463614], [19.661363559658497, 48.26661489520866], [19.17436486173989, 48.11137889260387], [18.77702477384767, 48.081768296900634], [18.696512892336926, 47.880953681014404], [17.857132602620027, 47.75842886005037], [17.48847293464982, 47.867466132186216], [16.979666782304037, 48.123497015976305], [16.879982944413, 48.47001333270947], [16.960288120194576, 48.5969823268506], [17.101984897538898, 48.816968899117114], [17.545006951577108, 48.80001902932537], [17.88648481616181, 48.90347524677371], [17.913511590250465, 48.996492824899086], [18.104972771891852, 49.04398346617531], [18.170498488037964, 49.271514797556435], [18.399993523846177, 49.31500051533004], [18.554971144289482, 49.495015367218784], [18.853144158613617, 49.49622976337764], [18.90957482267632, 49.435845852244576], [19.320712517990472, 49.571574001659194], [19.825022820726872, 49.21712535256923], [20.415839471119853, 49.43145335549977], [20.887955356538413, 49.32877228453583], [21.607808058364213, 49.47010732685409], [22.558137648211755, 49.085738023467144]]]}}, {\\\"id\\\": \\\"153\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Czechia\\\", \\\"country_code\\\": \\\"CZE\\\", \\\"orders_count\\\": 36.0, \\\"rfm_sum\\\": 6.535211267605634}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[15.01699588385867, 51.10667409932158], [15.490972120839729, 50.78472992614321], [16.23862674323857, 50.69773265237984], [16.176253289462267, 50.42260732685791], [16.719475945714436, 50.21574656839354], [16.86876915860566, 50.47397370055603], [17.55456709155112, 50.36214590107642], [17.64944502123899, 50.049038397819956], [18.392913852622172, 49.98862864847075], [18.853144158613617, 49.49622976337764], [18.554971144289482, 49.495015367218784], [18.399993523846177, 49.31500051533004], [18.170498488037964, 49.271514797556435], [18.104972771891852, 49.04398346617531], [17.913511590250465, 48.996492824899086], [17.88648481616181, 48.90347524677371], [17.545006951577108, 48.80001902932537], [17.101984897538898, 48.816968899117114], [16.960288120194576, 48.5969823268506], [16.499282667718774, 48.78580801044511], [16.02964725105022, 48.73389903420793], [15.253415561593982, 49.03907420510758], [14.901447381254057, 48.964401760445824], [14.338897739324722, 48.55530528420721], [13.595945672264437, 48.87717194273715], [13.031328973043431, 49.30706818297324], [12.521024204161193, 49.547415269562734], [12.415190870827445, 49.96912079528057], [12.240111118222558, 50.266337795607285], [12.966836785543194, 50.484076443069085], [13.338131951560285, 50.73323436136435], [14.056227654688172, 50.9269176295943], [14.307013380600637, 51.117267767941414], [14.570718214586066, 51.002339382524276], [15.01699588385867, 51.10667409932158]]]}}, {\\\"id\\\": \\\"154\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Eritrea\\\", \\\"country_code\\\": \\\"ERI\\\", \\\"orders_count\\\": 1.0, \\\"rfm_sum\\\": 8.0}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[36.42951000000005, 14.422110000000032], [36.32321999999999, 14.822490000000016], [36.75389000000007, 16.291860000000042], [36.852530000000115, 16.956549999999993], [37.167470000000094, 17.263140000000135], [37.90400000000011, 17.427540000000022], [38.410089959473225, 17.998307399970315], [38.990622999840014, 16.840626125551694], [39.26611006038803, 15.92272349696725], [39.814293654140215, 15.435647284400318], [41.17927493669765, 14.491079616753211], [41.73495161313235, 13.921036892141558], [42.27683068214486, 13.343992010954423], [42.58957645037526, 13.000421250861905], [43.08122602720016, 12.699638576707116], [42.77964236834475, 12.455415757695675], [42.35156000000012, 12.542230000000131], [42.00975, 12.865819999999928], [41.59856000000002, 13.452090000000112], [41.15519999999998, 13.773329999999987], [40.896600000000035, 14.118640000000141], [40.02625000000012, 14.519589999999994], [39.34061000000008, 14.531549999999982], [39.0994, 14.740640000000042], [38.512950000000046, 14.50547000000006], [37.90607000000011, 14.959430000000168], [37.59377000000006, 14.213099999999997], [36.42951000000005, 14.422110000000032]]]}}, {\\\"id\\\": \\\"155\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Japan\\\", \\\"country_code\\\": \\\"JPN\\\", \\\"orders_count\\\": 128.0, \\\"rfm_sum\\\": 12.132}, \\\"geometry\\\": {\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[141.88460086483497, 39.180864569651476], [140.95948937394581, 38.17400096287662], [140.97638756730527, 37.14207428644019], [140.5997697287621, 36.3439834661245], [140.77407433488258, 35.842877102190215], [140.2532792502451, 35.138113918593646], [138.9755277853962, 34.66760000257614], [137.21759891169125, 34.60628591566183], [135.79298302626893, 33.46480520276663], [135.1209827007454, 33.849071153289], [135.0794348491827, 34.596544908174806], [133.34031619683202, 34.375938218720805], [132.15677086805124, 33.90493337659652], [130.98614464734345, 33.88576142021624], [132.00003624890996, 33.149992377244544], [131.33279015515734, 31.450354519164822], [130.686317987186, 31.029579169228246], [130.2024198752049, 31.418237616495432], [130.44767622286213, 32.319474595665696], [129.81469160371893, 32.61030955660436], [129.40846316947255, 33.29605581311752], [130.35393517468464, 33.60415070244167], [130.87845096244718, 34.23274282484002], [131.8842293641439, 34.74971385348792], [132.61767296766243, 35.433393052709405], [134.6083008159777, 35.731617743465804], [135.67753787652885, 35.52713410088687], [136.72383060114242, 37.304984239240326], [137.39061160700447, 36.82739065199884], [138.8576021669062, 37.82748464614346], [139.42640465714283, 38.21596222589761], [140.054790073812, 39.43880748143637], [139.88337934789985, 40.56331248632368], [140.30578250545364, 41.19500519465953], [141.3689734234266, 41.378559882160275], [141.91426313697048, 39.991616115878685], [141.88460086483497, 39.180864569651476]]], [[[144.61342654843963, 43.96088288021748], [145.32082523008307, 44.38473297787541], [145.5431372418027, 43.26208832455062], [144.05966189999987, 42.98835826270056], [143.18384972551723, 41.9952147486992], [141.6114909201724, 42.6787905950561], [141.06728641170668, 41.58459381770797], [139.955106235921, 41.56955597591103], [139.81754357315998, 42.563758856774385], [140.31208703019325, 43.33327261003269], [141.38054894426, 43.38882477474644], [141.67195234595386, 44.77212535255146], [141.96764489152798, 45.55148346616134], [143.14287031470974, 44.51035838477697], [143.91016198137947, 44.17409983985374], [144.61342654843963, 43.96088288021748]]], [[[132.37117638563024, 33.46364248304006], [132.92437259331473, 34.06029857028204], [133.4929683778222, 33.94462087659667], [133.90410607313635, 34.36493113864263], [134.63842817600386, 34.149233710256354], [134.76637902235854, 33.80633474378362], [134.2034159689709, 33.20117788342964], [133.79295006727654, 33.5219851750976], [133.28026818250885, 33.28957042086489], [133.0148580262578, 32.70456736910474], [132.36311486219267, 32.989382025681394], [132.37117638563024, 33.46364248304006]]]]}}, {\\\"id\\\": \\\"156\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Paraguay\\\", \\\"country_code\\\": \\\"PRY\\\", \\\"orders_count\\\": 6.0, \\\"rfm_sum\\\": 11.75}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-58.166392381408045, -20.176700941653678], [-57.8706739976178, -20.73268767668195], [-57.937155727761294, -22.090175876557172], [-56.8815095689029, -22.28215382252148], [-56.47331743022939, -22.086300144135283], [-55.79795813660691, -22.356929620047822], [-55.610682745981144, -22.655619398694846], [-55.517639329639636, -23.571997572526637], [-55.40074723979542, -23.956935316668805], [-55.02790178080955, -24.00127369557523], [-54.65283423523513, -23.83957813893396], [-54.29295956075452, -24.02101409271073], [-54.29347632507745, -24.570799655863965], [-54.42894609233059, -25.162184747012166], [-54.625290696823576, -25.739255466415514], [-54.78879492859505, -26.621785577096134], [-55.69584550639816, -27.387837009390864], [-56.486701626192996, -27.548499037386293], [-57.60975969097614, -27.395898532828387], [-58.61817359071975, -27.123718763947096], [-57.63366004091113, -25.60365650808164], [-57.77721716981794, -25.16233977630904], [-58.80712846539498, -24.77145924245331], [-60.02896603050403, -24.032796319273274], [-60.846564704009914, -23.880712579038292], [-62.685057135657885, -22.249029229422387], [-62.291179368729225, -21.051634616787393], [-62.2659612697708, -20.513734633061276], [-61.78632646345377, -19.633736667562964], [-60.04356462262649, -19.342746677327426], [-59.11504248720611, -19.3569060197754], [-58.183471442280506, -19.868399346600363], [-58.166392381408045, -20.176700941653678]]]}}, {\\\"id\\\": \\\"157\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Yemen\\\", \\\"country_code\\\": \\\"YEM\\\", \\\"orders_count\\\": 11.0, \\\"rfm_sum\\\": 6.366666666666666}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[52.00000980002224, 19.000003363516058], [52.78218427919205, 17.349742336491232], [53.10857262554751, 16.651051133688952], [52.38520592632588, 16.382411200419654], [52.19172936382509, 15.93843313238402], [52.1681649107, 15.597420355689948], [51.172515089732485, 15.175249742081492], [49.57457645040315, 14.708766587782748], [48.67923058451416, 14.00320241948566], [48.23894738138742, 13.948089504446372], [47.938914015500785, 14.007233181204427], [47.354453566279716, 13.592219753468383], [46.717076450391744, 13.39969920496502], [45.87759280781027, 13.347764390511685], [45.62505008319988, 13.290946153206763], [45.406458774605255, 13.026905422411433], [45.14435591002086, 12.95393830001531], [44.989533318874415, 12.69958690027471], [44.49457645038285, 12.721652736863348], [44.17511274595449, 12.585950425664876], [43.48295861183713, 12.636800035040084], [43.22287112811213, 13.220950425667425], [43.25144819516953, 13.767583726450852], [43.08794396339806, 14.06263031662131], [42.892245314308724, 14.802249253798749], [42.60487267433362, 15.213335272680595], [42.80501549660005, 15.261962795467255], [42.70243777850066, 15.718885809791999], [42.823670688657415, 15.911742255105267], [42.77933230975097, 16.347891343648683], [43.21837527850275, 16.66688996018641], [43.11579756040336, 17.088440456607373], [43.380794305196105, 17.57998668056767], [43.79151858905192, 17.31997671149111], [44.06261315285508, 17.410358791569593], [45.21665123879719, 17.433328965723334], [45.39999922056876, 17.333335069238558], [46.366658563020536, 17.233315334537636], [46.74999433776165, 17.283338120996177], [47.000004917189756, 16.949999294497445], [47.46669477721763, 17.116681626854884], [48.18334354024134, 18.166669216377315], [49.11667158386487, 18.616667588774945], [52.00000980002224, 19.000003363516058]]]}}, {\\\"id\\\": \\\"158\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Saudi Arabia\\\", \\\"country_code\\\": \\\"SAU\\\", \\\"orders_count\\\": 163.0, \\\"rfm_sum\\\": 6.983379501385041}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[34.95603722508426, 29.356554673778845], [36.06894087092206, 29.197494615184453], [36.50121422704359, 29.505253607698705], [36.74052778498725, 29.86528331147619], [37.503581984209035, 30.003776150018407], [37.66811974462638, 30.3386652694859], [37.998848911294374, 30.508499864213135], [37.00216556168101, 31.508412990844747], [39.00488569515255, 32.01021698661498], [39.19546837744497, 32.16100881604267], [40.399994337736246, 31.889991766887935], [41.889980910007836, 31.19000865327837], [44.70949873228474, 29.178891099559383], [46.568713413281756, 29.09902517345229], [47.45982181172283, 29.002519436147224], [47.708850538937384, 28.526062730416143], [48.416094191283946, 28.55200429942667], [48.80759484232718, 27.689627997339883], [49.29955447774583, 27.46121816660981], [49.47091352722566, 27.109999294538085], [50.15242231629088, 26.689663194275997], [50.212935418504685, 26.277026882425375], [50.11330325704594, 25.94397227630425], [50.239858839728754, 25.608049628190926], [50.527386509000735, 25.327808335872103], [50.66055667501689, 24.999895534764022], [50.81010827006958, 24.754742539971378], [51.11241539897702, 24.556330878186724], [51.38960778179063, 24.62738597258806], [51.57951867046327, 24.245497137951105], [51.61770755392698, 24.01421926522883], [52.000733270074335, 23.00115448657894], [55.006803012924905, 22.496947536707136], [55.208341098863194, 22.708329982997046], [55.666659376859826, 22.00000112557234], [54.99998172386236, 19.999994004796108], [52.00000980002224, 19.000003363516058], [49.11667158386487, 18.616667588774945], [48.18334354024134, 18.166669216377315], [47.46669477721763, 17.116681626854884], [47.000004917189756, 16.949999294497445], [46.74999433776165, 17.283338120996177], [46.366658563020536, 17.233315334537636], [45.39999922056876, 17.333335069238558], [45.21665123879719, 17.433328965723334], [44.06261315285508, 17.410358791569593], [43.79151858905192, 17.31997671149111], [43.380794305196105, 17.57998668056767], [43.11579756040336, 17.088440456607373], [43.21837527850275, 16.66688996018641], [42.77933230975097, 16.347891343648683], [42.649572788266084, 16.774635321514964], [42.34798912941071, 17.075805568912003], [42.270887892431226, 17.474721787989125], [41.75438195167396, 17.833046169500975], [41.22139122901558, 18.67159963630121], [40.93934126156654, 19.486485297111756], [40.247652215339826, 20.17463450772649], [39.80168460466095, 20.338862209550058], [39.139399448408284, 21.291904812092934], [39.023695916506796, 21.986875311770195], [39.06632897314759, 22.57965566659027], [38.49277225114008, 23.688451036060854], [38.02386030452362, 24.078685614512935], [37.483634881344386, 24.285494696545015], [37.154817742671185, 24.85848297779731], [37.209491408036, 25.084541530858107], [36.93162723160259, 25.60295949961018], [36.639603712721225, 25.826227525327223], [36.249136590323815, 26.57013560638488], [35.64018151219639, 27.376520494083422], [35.13018680190788, 28.06335195567472], [34.63233605320798, 28.058546047471566], [34.787778761541944, 28.6074272730597], [34.832220493312946, 28.957483425404845], [34.95603722508426, 29.356554673778845]]]}}, {\\\"id\\\": \\\"159\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Northern Cyprus\\\", \\\"country_code\\\": \\\"CYN\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[32.73178022637745, 35.14002594658844], [32.80247358575275, 35.14550364841138], [32.946960890440806, 35.3867033961337], [33.667227003724946, 35.37321584730552], [34.576473829900465, 35.67159556735879], [33.900804477684204, 35.245755927057616], [33.97361657078346, 35.058506374648005], [33.86643965021011, 35.09359467217419], [33.675391880027064, 35.01786286065045], [33.5256852556775, 35.03868846286407], [33.47581749851585, 35.000344550103506], [33.45592207208347, 35.10142365166641], [33.3838334490363, 35.16271190036457], [33.19097700372305, 35.17312470147138], [32.919572381326134, 35.08783274997364], [32.73178022637745, 35.14002594658844]]]}}, {\\\"id\\\": \\\"160\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Cyprus\\\", \\\"country_code\\\": \\\"CYP\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[32.73178022637745, 35.14002594658844], [32.919572381326134, 35.08783274997364], [33.19097700372305, 35.17312470147138], [33.3838334490363, 35.16271190036457], [33.45592207208347, 35.10142365166641], [33.47581749851585, 35.000344550103506], [33.5256852556775, 35.03868846286407], [33.675391880027064, 35.01786286065045], [33.86643965021011, 35.09359467217419], [33.97361657078346, 35.058506374648005], [34.00488081232004, 34.97809784600186], [32.97982710137845, 34.57186941175544], [32.49029625827754, 34.701654771456475], [32.25666710788596, 35.10323232679663], [32.73178022637745, 35.14002594658844]]]}}, {\\\"id\\\": \\\"161\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Morocco\\\", \\\"country_code\\\": \\\"MAR\\\", \\\"orders_count\\\": 211.0, \\\"rfm_sum\\\": 6.381374722838138}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-2.169913702798624, 35.16839630791668], [-1.792985805661715, 34.527918606091305], [-1.7334545556614671, 33.91971283623212], [-1.388049282222596, 32.86401500094138], [-1.1245511539663084, 32.65152151135713], [-1.30789913573787, 32.2628889023061], [-2.616604783529567, 32.09434621838619], [-3.068980271812648, 31.724497992473218], [-3.647497931320146, 31.637294012980675], [-3.6904410465547244, 30.896951605751156], [-4.859646165374471, 30.501187649043846], [-5.242129278982787, 30.00044302013559], [-6.060632290053774, 29.731699734001694], [-7.059227667661958, 29.5792284205246], [-8.674116176782974, 28.84128896739658], [-8.665589565454809, 27.656425889592356], [-8.817828334986672, 27.656425889592356], [-8.794883999049077, 27.120696316022507], [-9.41303748212448, 27.088476060488574], [-9.735343390328879, 26.860944729107405], [-10.189424200877582, 26.860944729107405], [-10.551262579785273, 26.990807603456886], [-11.392554897497007, 26.883423977154393], [-11.718219773800357, 26.104091701760623], [-12.03075883630163, 26.030866197203068], [-12.50096269372537, 24.7701162785782], [-13.891110398809047, 23.691009019459305], [-14.221167771857253, 22.31016307218816], [-14.630832688851072, 21.860939846274903], [-14.750954555713534, 21.500600083903663], [-17.00296179856109, 21.420734157796577], [-17.02042843267577, 21.422310288981578], [-16.973247849993243, 21.885744533774982], [-16.589136928767687, 22.158234361250095], [-16.261921759495635, 22.679339504481277], [-16.3264139469959, 23.017768459560898], [-15.982610642958036, 23.723358466074046], [-15.426003790742186, 24.35913361256104], [-15.089331834360735, 24.520260728447], [-14.824645148161665, 25.103532619725343], [-14.800925665739726, 25.63626496022232], [-14.439939947964831, 26.254418443297652], [-13.773804897506466, 26.618892320252314], [-13.13994177901435, 27.640147813420526], [-13.121613369914769, 27.65414767171984], [-12.618836635783111, 28.03818553314869], [-11.688919236690765, 28.148643907172527], [-10.900956997104402, 28.83214223888092], [-10.399592251008642, 29.09858592377782], [-9.564811163765683, 29.93357371674989], [-9.814718390329176, 31.17773550060906], [-9.434793260119363, 32.038096421836485], [-9.300692918321886, 32.564679266890664], [-8.657476365585012, 33.240245266242425], [-7.6541784326382185, 33.69706492770251], [-6.912544114601417, 34.110476386037476], [-6.2443420068514115, 35.145865383437524], [-5.92999426921989, 35.75998810479399], [-5.193863491222032, 35.75518219659085], [-4.591006232105144, 35.330711981745594], [-3.640056525070065, 35.399855048152006], [-2.604305792644084, 35.179093329401155], [-2.169913702798624, 35.16839630791668]]]}}, {\\\"id\\\": \\\"162\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Egypt\\\", \\\"country_code\\\": \\\"EGY\\\", \\\"orders_count\\\": 239.0, \\\"rfm_sum\\\": 6.661190965092403}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[36.86622999999997, 22.0], [32.89999999999998, 22.0], [29.019999999999982, 22.0], [25.0, 22.0], [25.0, 25.682499996361], [25.0, 29.23865452953346], [24.70007, 30.044190000000004], [24.957620000000002, 30.6616], [24.802869999999984, 31.089290000000005], [25.16482, 31.56915], [26.49533, 31.58568], [27.457620000000002, 31.32126], [28.450480000000002, 31.025769999999998], [28.913529999999998, 30.87005], [29.683419999999998, 31.186860000000003], [30.09503, 31.4734], [30.976930000000003, 31.55586], [31.687960000000004, 31.4296], [31.96041, 30.933600000000002], [32.19247, 31.26034], [32.99392, 31.024070000000002], [33.7734, 30.967460000000003], [34.26543474464621, 31.21935730952032], [34.265440000000005, 31.219359999999998], [34.823243288783814, 29.76108076171822], [34.9226, 29.50133], [34.64174, 29.099420000000002], [34.42655, 28.343989999999998], [34.15451, 27.8233], [33.92136, 27.6487], [33.58811, 27.97136], [33.13676, 28.417650000000002], [32.423230000000004, 29.851080000000003], [32.32046, 29.76043], [32.73482, 28.70523], [33.34876, 27.69989], [34.10455, 26.14227], [34.473870000000005, 25.598560000000003], [34.79507, 25.03375], [35.69241, 23.92671], [35.49372, 23.752370000000003], [35.52598, 23.10244], [36.690690000000004, 22.20485], [36.86622999999997, 22.0]]]}}, {\\\"id\\\": \\\"163\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Libya\\\", \\\"country_code\\\": \\\"LBY\\\", \\\"orders_count\\\": 18.0, \\\"rfm_sum\\\": 6.9743589743589745}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[25.0, 22.0], [25.000000000000114, 20.003040000000055], [23.850000000000136, 20.000000000000057], [23.83766000000014, 19.580470000000105], [19.849260000000072, 21.49509000000006], [15.860850000000084, 23.409719999999993], [14.851300000000037, 22.862950000000126], [14.143870883855243, 22.491288967371133], [13.581424594790462, 23.04050608976928], [11.999505649471613, 23.47166840259645], [11.560669386449005, 24.097909247325518], [10.771363559622927, 24.56253205006175], [10.303846876678362, 24.379313259370917], [9.94826134607797, 24.936953640232517], [9.910692579801776, 25.365454616796796], [9.319410841518163, 26.094324856057455], [9.716285841519664, 26.512206325785655], [9.629056023811074, 27.14095347748092], [9.756128370816782, 27.688258571884205], [9.683884718472768, 28.1441738957792], [9.859997999723447, 28.959989732371014], [9.805634392952356, 29.424638373323376], [9.482139926805274, 30.307556057246188], [9.970017124072854, 30.53932485607524], [10.056575148161699, 30.961831366493527], [9.950225050505082, 31.376069647745258], [10.636901482799487, 31.761420803345757], [10.944789666394456, 32.081814683555365], [11.432253452203696, 32.368903103152874], [11.488787469131012, 33.13699575452324], [12.663310000000024, 32.79278000000005], [13.083260000000053, 32.878820000000076], [13.918679999999995, 32.71196000000009], [15.245630000000006, 32.26508000000007], [15.713939999999923, 31.376259999999945], [16.611620000000016, 31.18217999999996], [18.02108999999996, 30.76356999999996], [19.08641, 30.26639], [19.574040000000082, 30.52582000000001], [20.053349999999966, 30.985760000000028], [19.82033000000007, 31.751790000000142], [20.13396999999992, 32.238200000000006], [20.854520000000093, 32.70679999999999], [21.54298, 32.843200000000024], [22.895760000000053, 32.63857999999999], [23.236800000000017, 32.191490000000044], [23.609130000000107, 32.18725999999998], [23.92750000000001, 32.01667000000009], [24.921139999999923, 31.89936], [25.16482, 31.56915], [24.802869999999984, 31.089290000000005], [24.957620000000002, 30.6616], [24.70007, 30.044190000000004], [25.0, 29.23865452953346], [25.0, 25.682499996361], [25.0, 22.0]]]}}, {\\\"id\\\": \\\"164\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Ethiopia\\\", \\\"country_code\\\": \\\"ETH\\\", \\\"orders_count\\\": 4.0, \\\"rfm_sum\\\": 8.285714285714286}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[47.78942, 8.003], [44.96360000000001, 5.00162], [43.66086999999999, 4.957550000000083], [42.76967, 4.25259], [42.128609999999995, 4.23413], [41.85508309264397, 3.918911920483727], [41.1718, 3.9190899999999997], [40.76848, 4.257020000000001], [39.85494, 3.83879], [39.55938425876585, 3.42206], [38.89251, 3.5007400000000004], [38.67114, 3.6160700000000006], [38.43697, 3.58851], [38.120915, 3.598605], [36.85509323800812, 4.447864127672769], [36.159078632855646, 4.447864127672769], [35.817447662353516, 4.7769656634618896], [35.817447662353516, 5.338232082790797], [35.29800711823298, 5.506], [34.70702, 6.594220000000121], [34.250320000000045, 6.8260700000000725], [34.07510000000002, 7.2259500000000685], [33.568290000000104, 7.7133400000000165], [32.954180000000065, 7.784970000000101], [33.29480000000012, 8.354580000000055], [33.82550000000015, 8.37916000000007], [33.97498000000007, 8.68455999999992], [33.961620000000096, 9.583580000000097], [34.25745000000006, 10.630089999999996], [34.73115000000013, 10.910170000000107], [34.83163000000013, 11.318960000000118], [35.26049000000006, 12.08286000000004], [35.86363, 12.578280000000063], [36.27022000000005, 13.563330000000121], [36.42951000000005, 14.422110000000032], [37.59377000000006, 14.213099999999997], [37.90607000000011, 14.959430000000168], [38.512950000000046, 14.50547000000006], [39.0994, 14.740640000000042], [39.34061000000008, 14.531549999999982], [40.02625000000012, 14.519589999999994], [40.896600000000035, 14.118640000000141], [41.15519999999998, 13.773329999999987], [41.59856000000002, 13.452090000000112], [42.00975, 12.865819999999928], [42.35156000000012, 12.542230000000131], [42.000000000000114, 12.100000000000136], [41.66176000000013, 11.631199999999978], [41.73959000000019, 11.355110000000138], [41.755570000000205, 11.050910000000101], [42.31414000000012, 11.034200000000055], [42.55493000000013, 11.105110000000195], [42.77685184100096, 10.92687856693442], [42.55875999999995, 10.57258000000013], [42.92812000000009, 10.021940000000143], [43.29699000000011, 9.540480000000173], [43.678750000000036, 9.18358000000012], [46.94834000000009, 7.99688000000009], [47.78942, 8.003]]]}}, {\\\"id\\\": \\\"165\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Djibouti\\\", \\\"country_code\\\": \\\"DJI\\\", \\\"orders_count\\\": 5.0, \\\"rfm_sum\\\": 6.416666666666667}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[42.35156000000012, 12.542230000000131], [42.77964236834475, 12.455415757695675], [43.08122602720016, 12.699638576707116], [43.31785241066467, 12.390148423711025], [43.286381463398925, 11.974928290245884], [42.715873650896526, 11.735640570518342], [43.14530480324214, 11.462039699748857], [42.77685184100096, 10.92687856693442], [42.55493000000013, 11.105110000000195], [42.31414000000012, 11.034200000000055], [41.755570000000205, 11.050910000000101], [41.73959000000019, 11.355110000000138], [41.66176000000013, 11.631199999999978], [42.000000000000114, 12.100000000000136], [42.35156000000012, 12.542230000000131]]]}}, {\\\"id\\\": \\\"166\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Somaliland\\\", \\\"country_code\\\": \\\"SOL\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[48.94820475850985, 11.41061728169797], [48.94820475850974, 11.410617281697963], [48.94200524271835, 11.394266058798138], [48.938491245322496, 10.982327378783467], [48.93823286316103, 9.973500067581512], [48.93812951029645, 9.451748968946617], [48.48673587422695, 8.837626247589995], [47.78942, 8.003], [46.94834000000009, 7.99688000000009], [43.678750000000036, 9.18358000000012], [43.29699000000011, 9.540480000000173], [42.92812000000009, 10.021940000000143], [42.55875999999995, 10.57258000000013], [42.77685184100096, 10.92687856693442], [43.14530480324214, 11.462039699748857], [43.470659620951665, 11.277709865763882], [43.66666832863484, 10.86416921634816], [44.11780358254282, 10.445538438351605], [44.614259067570856, 10.442205308468942], [45.55694054543915, 10.698029486529776], [46.645401238803004, 10.816549383991173], [47.525657586462785, 11.12722809492999], [48.02159630716778, 11.193063869669743], [48.37878380716927, 11.375481675660126], [48.94820641459347, 11.41062164961852], [48.94820475850985, 11.41061728169797]]]}}, {\\\"id\\\": \\\"167\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Uganda\\\", \\\"country_code\\\": \\\"UGA\\\", \\\"orders_count\\\": 19.0, \\\"rfm_sum\\\": 6.243243243243243}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[33.90371119710453, -0.9500000000000001], [31.866170000000068, -1.0273599999999306], [30.769860000000108, -1.0145499999999856], [30.419104852019245, -1.1346591121504161], [29.821518588996014, -1.4433224422297855], [29.579466180140884, -1.3413131648856265], [29.58783776217217, -0.587405694179381], [29.819503208136638, -0.2053101538133717], [29.875778842902434, 0.5973798689763612], [30.086153598762706, 1.0623127303062887], [30.46850752129029, 1.5838054467797065], [30.85267011894806, 1.8493964705438088], [31.174149204235817, 2.204465236821264], [30.77334679538004, 2.339883327642127], [30.83385989759381, 3.509165961110341], [30.833852421715427, 3.5091716042224625], [31.24556000000007, 3.7819000000000074], [31.881449999999973, 3.558269999999993], [32.686420000000055, 3.7923200000000747], [33.3900000000001, 3.7899999999999636], [34.005, 4.249884947362048], [34.47913, 3.5556000000000836], [34.59607, 3.0537400000001185], [35.03599, 1.90584], [34.6721, 1.1769399999999999], [34.18, 0.515], [33.893568969666944, 0.1098135378618963], [33.90371119710453, -0.9500000000000001]]]}}, {\\\"id\\\": \\\"168\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Rwanda\\\", \\\"country_code\\\": \\\"RWA\\\", \\\"orders_count\\\": 17.0, \\\"rfm_sum\\\": 6.833333333333333}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[30.419104852019245, -1.1346591121504161], [30.816134881317712, -1.6989140763453887], [30.75830895358311, -2.2872502579883687], [30.469670000000008, -2.4138299999999617], [30.469673645761223, -2.41385475710134], [29.93835900240794, -2.348486830254238], [29.632176141078588, -2.917857761246097], [29.024926385216787, -2.8392579077301576], [29.117478875451553, -2.2922111954883846], [29.254834832483343, -2.2151099585089113], [29.291886834436614, -1.6200558406679872], [29.579466180140884, -1.3413131648856265], [29.821518588996014, -1.4433224422297855], [30.419104852019245, -1.1346591121504161]]]}}, {\\\"id\\\": \\\"169\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Bosnia and Herzegovina\\\", \\\"country_code\\\": \\\"BIH\\\", \\\"orders_count\\\": 8.0, \\\"rfm_sum\\\": 6.176470588235294}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[18.559999999999945, 42.64999999999998], [17.674921502358984, 43.02856252702361], [17.297373488034452, 43.44634064388737], [16.91615644701733, 43.66772247982567], [16.456442905348865, 44.04123973243128], [16.23966027188453, 44.35114329688571], [15.750026075918981, 44.818711656262565], [15.959367303133376, 45.23377676043094], [16.318156772535872, 45.00412669532591], [16.534939406000206, 45.21160757097772], [17.002146030351014, 45.23377676043094], [17.861783481526402, 45.067740383477144], [18.553214145591653, 45.08158966733146], [19.005484597557594, 44.86023449354299], [19.00548000000009, 44.86023], [19.36802999999992, 44.863000000000056], [19.11761000000007, 44.42307000000011], [19.59976000000006, 44.03846999999996], [19.454000000000065, 43.56810000000013], [19.218519999999955, 43.52384000000001], [19.03165000000007, 43.432529999999986], [18.706480000000056, 43.200109999999995], [18.559999999999945, 42.64999999999998]]]}}, {\\\"id\\\": \\\"170\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Macedonia\\\", \\\"country_code\\\": \\\"MKD\\\", \\\"orders_count\\\": 3.0, \\\"rfm_sum\\\": 5.0}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[22.380525750424592, 42.32025950781509], [22.881373732197346, 41.999297186850356], [22.952377150166452, 41.33799388281115], [22.761770000000013, 41.30480000000006], [22.597308383889015, 41.130487168943205], [22.05537763844427, 41.14986583105269], [21.674160597426976, 40.931274522457954], [21.0200403174764, 40.84272695572588], [20.605181919037364, 41.086226304685226], [20.463175083099202, 41.51508901627534], [20.59024743010491, 41.855404161133606], [20.590246546680227, 41.855408919283626], [20.71731000000011, 41.84711000000004], [20.762159999999994, 42.05186000000003], [21.35270000000014, 42.20679999999999], [21.57663598940212, 42.24522439706186], [21.917080000000112, 42.30363999999997], [22.380525750424592, 42.32025950781509]]]}}, {\\\"id\\\": \\\"171\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Republic of Serbia\\\", \\\"country_code\\\": \\\"SRB\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[18.829824792873946, 45.908872358025285], [18.82983808764996, 45.90887767189193], [19.596044549241583, 46.17172984474454], [20.220192498462836, 46.127468980486555], [20.762174920339987, 45.734573065771485], [20.874312778413355, 45.416375433934235], [21.48352623870221, 45.18117015235788], [21.56202273935361, 44.7689472519655], [22.14508792490281, 44.47842234962059], [22.459022251075936, 44.7025171982543], [22.705725538837356, 44.57800283464702], [22.4740084164406, 44.40922760678177], [22.65714969248299, 44.23492300066128], [22.410446404721597, 44.008063462899955], [22.500156691180223, 43.642814439461006], [22.986018507588483, 43.2111612005271], [22.60480146657133, 42.898518785161144], [22.43659467946128, 42.580321153323936], [22.54501183440962, 42.46136200618804], [22.380525750424592, 42.32025950781509], [21.917080000000112, 42.30363999999997], [21.57663598940212, 42.24522439706186], [21.54332000000005, 42.3202500000001], [21.662920000000042, 42.439220000000034], [21.77505000000002, 42.68270000000001], [21.633020000000045, 42.67717000000005], [21.43865999999997, 42.86254999999994], [21.27421000000004, 42.909590000000094], [21.143395000000055, 43.06868500000013], [20.95650999999998, 43.13094000000007], [20.814480000000003, 43.27205000000009], [20.63507999999996, 43.21670999999998], [20.496790000000033, 42.884690000000035], [20.257580000000075, 42.81275000000011], [20.339800000000082, 42.89852000000002], [19.958570000000066, 43.106040000000064], [19.629999999999995, 43.21377997027054], [19.483889999999974, 43.35229000000004], [19.218519999999955, 43.52384000000001], [19.454000000000065, 43.56810000000013], [19.59976000000006, 44.03846999999996], [19.11761000000007, 44.42307000000011], [19.36802999999992, 44.863000000000056], [19.00548000000009, 44.86023], [19.005484597557594, 44.86023449354299], [19.39047570158459, 45.236515611342384], [19.072768995854176, 45.52151113543209], [18.829824792873946, 45.908872358025285]]]}}, {\\\"id\\\": \\\"172\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Montenegro\\\", \\\"country_code\\\": \\\"MNE\\\", \\\"orders_count\\\": 2.0, \\\"rfm_sum\\\": 5.5}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[20.070700000000045, 42.58863000000008], [19.801613396898688, 42.50009349219084], [19.73805138517963, 42.68824738216557], [19.304486118250793, 42.19574514420782], [19.37176816334725, 41.877550679783496], [19.162459999999953, 41.95502000000005], [18.88214000000005, 42.281510000000026], [18.45001688302086, 42.47999224531218], [18.559999999999945, 42.64999999999998], [18.706480000000056, 43.200109999999995], [19.03165000000007, 43.432529999999986], [19.218519999999955, 43.52384000000001], [19.483889999999974, 43.35229000000004], [19.629999999999995, 43.21377997027054], [19.958570000000066, 43.106040000000064], [20.339800000000082, 42.89852000000002], [20.257580000000075, 42.81275000000011], [20.070700000000045, 42.58863000000008]]]}}, {\\\"id\\\": \\\"173\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Kosovo\\\", \\\"country_code\\\": \\\"KOS\\\", \\\"orders_count\\\": null, \\\"rfm_sum\\\": null}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[20.590246546680227, 41.855408919283626], [20.522950000000037, 42.21787000000006], [20.283754510181893, 42.32025950781508], [20.070700000000045, 42.58863000000008], [20.257580000000075, 42.81275000000011], [20.496790000000033, 42.884690000000035], [20.63507999999996, 43.21670999999998], [20.814480000000003, 43.27205000000009], [20.95650999999998, 43.13094000000007], [21.143395000000055, 43.06868500000013], [21.27421000000004, 42.909590000000094], [21.43865999999997, 42.86254999999994], [21.633020000000045, 42.67717000000005], [21.77505000000002, 42.68270000000001], [21.662920000000042, 42.439220000000034], [21.54332000000005, 42.3202500000001], [21.57663598940212, 42.24522439706186], [21.35270000000014, 42.20679999999999], [20.762159999999994, 42.05186000000003], [20.71731000000011, 41.84711000000004], [20.590246546680227, 41.855408919283626]]]}}, {\\\"id\\\": \\\"174\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"Trinidad and Tobago\\\", \\\"country_code\\\": \\\"TTO\\\", \\\"orders_count\\\": 13.0, \\\"rfm_sum\\\": 12.666666666666666}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-61.68000000000001, 10.760000000000002], [-61.105000000000004, 10.89], [-60.895, 10.855], [-60.935, 10.11], [-61.77000000000001, 10.0], [-61.95, 10.09], [-61.660000000000004, 10.365000000000002], [-61.68000000000001, 10.760000000000002]]]}}, {\\\"id\\\": \\\"175\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"country\\\": \\\"South Sudan\\\", \\\"country_code\\\": \\\"SDS\\\", \\\"orders_count\\\": 2.0, \\\"rfm_sum\\\": 5.5}, \\\"geometry\\\": {\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[30.833852421715427, 3.5091716042224625], [29.953500197069474, 4.173699042167684], [29.71599531425602, 4.600804755060153], [29.1590784034465, 4.389267279473231], [28.696677687298802, 4.455077215996937], [28.428993768026913, 4.287154649264494], [27.97997724784281, 4.408413397637375], [27.37422610851749, 5.233944403500061], [27.21340905122517, 5.5509534773945575], [26.465909458123235, 5.9467174341018705], [26.213418409945117, 6.546603298362072], [25.79664798351118, 6.979315904158071], [25.124130893664727, 7.500085150579437], [25.11493248871679, 7.825104071479174], [24.567369012152085, 8.229187933785468], [23.886979580860668, 8.619729712933065], [24.19406772118765, 8.728696472403897], [24.53741516360202, 8.91753756573172], [24.794925745412684, 9.810240916008695], [25.069603699343986, 10.273759963267992], [25.790633328413946, 10.411098940233728], [25.962307049621018, 10.136420986302426], [26.477328213242515, 9.552730334198088], [26.752006167173818, 9.466893473594496], [27.112520981708883, 9.638567194801624], [27.833550610778786, 9.60423245056029], [27.970889587744352, 9.398223985111656], [28.966597170745786, 9.398223985111656], [29.000931914987177, 9.60423245056029], [29.515953078608618, 9.793073543888056], [29.61895731133285, 10.084918869940225], [29.996639497988554, 10.290927335388687], [30.837840731903384, 9.70723668328452], [31.35286189552488, 9.810240916008695], [31.850715687025513, 10.531270545078826], [32.400071594888345, 11.080626452941488], [32.31423473428475, 11.68148447716652], [32.073891524594785, 11.973329803218519], [32.67474954881965, 12.02483191958072], [32.743419037302544, 12.248007757149992], [33.206938084561784, 12.179338268667095], [33.086766479716744, 11.441141267476496], [33.206938084561784, 10.720111638406593], [33.72195924818311, 10.325262079630193], [33.84213085302815, 9.981914637215993], [33.82496348090751, 9.484060845715362], [33.963392794971185, 9.464285229420625], [33.97498000000007, 8.68455999999992], [33.82550000000015, 8.37916000000007], [33.29480000000012, 8.354580000000055], [32.954180000000065, 7.784970000000101], [33.568290000000104, 7.7133400000000165], [34.07510000000002, 7.2259500000000685], [34.250320000000045, 6.8260700000000725], [34.70702, 6.594220000000121], [35.29800711823298, 5.506], [34.62019626785388, 4.8471227420819885], [34.005, 4.249884947362048], [33.3900000000001, 3.7899999999999636], [32.686420000000055, 3.7923200000000747], [31.881449999999973, 3.558269999999993], [31.24556000000007, 3.7819000000000074], [30.833852421715427, 3.5091716042224625]]]}}]}\",\"selected\":{\"id\":\"1502\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1501\",\"type\":\"UnionRenderers\"}},\"id\":\"1434\",\"type\":\"GeoJSONDataSource\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"line_width\":{\"value\":0.25},\"xs\":{\"field\":\"xs\"},\"ys\":{\"field\":\"ys\"}},\"id\":\"1463\",\"type\":\"Patches\"},{\"attributes\":{\"formatter\":{\"id\":\"1496\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1450\",\"type\":\"BasicTicker\"}},\"id\":\"1449\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1500\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1437\",\"type\":\"HoverTool\"}]},\"id\":\"1459\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1502\",\"type\":\"Selection\"},{\"attributes\":{\"data_source\":{\"id\":\"1434\",\"type\":\"GeoJSONDataSource\"},\"glyph\":{\"id\":\"1462\",\"type\":\"Patches\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1463\",\"type\":\"Patches\"},\"selection_glyph\":null,\"view\":{\"id\":\"1465\",\"type\":\"CDSView\"}},\"id\":\"1464\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"color_mapper\":{\"id\":\"1435\",\"type\":\"LinearColorMapper\"},\"formatter\":{\"id\":\"1498\",\"type\":\"BasicTickFormatter\"},\"height\":20,\"label_standoff\":8,\"location\":[0,0],\"orientation\":\"horizontal\",\"ticker\":{\"id\":\"1497\",\"type\":\"BasicTicker\"},\"width\":500},\"id\":\"1436\",\"type\":\"ColorBar\"},{\"attributes\":{\"dimension\":1,\"grid_line_color\":null,\"ticker\":{\"id\":\"1455\",\"type\":\"BasicTicker\"}},\"id\":\"1458\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1450\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1447\",\"type\":\"LinearScale\"},{\"attributes\":{\"callback\":null},\"id\":\"1443\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1455\",\"type\":\"BasicTicker\"}],\"root_ids\":[\"1438\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n",
       "  var render_items = [{\"docid\":\"9ad2d6f5-df40-4b66-af96-1d2e5b41a8a8\",\"roots\":{\"1438\":\"6b3092b1-4765-4333-a2da-5004c55f699e\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1438"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "geosource = GeoJSONDataSource(geojson = json_data)\n",
    "palette = brewer['YlGnBu'][8]\n",
    "palette = palette[::-1]\n",
    "\n",
    "color_mapper = LinearColorMapper(palette = palette, low = 0, high = 14, nan_color = '#d9d9d9')\n",
    "color_bar = ColorBar(color_mapper=color_mapper,\n",
    "                     label_standoff=8,\n",
    "                     width = 500,\n",
    "                     height = 20,\n",
    "                     border_line_color=None,\n",
    "                     location = (0,0),\n",
    "                     orientation = 'horizontal')\n",
    "\n",
    "hover = HoverTool(tooltips = [ ('Country','@country'),('RFM score', '@rfm_sum'), ('Number of orders', '@orders_count')])\n",
    "\n",
    "p = figure(title = 'RFM score by country', plot_height = 600 , plot_width = 950, toolbar_location = None, tools = [hover])\n",
    "p.xgrid.grid_line_color = None\n",
    "p.ygrid.grid_line_color = None\n",
    "\n",
    "p.patches('xs','ys', source = geosource,fill_color = {'field' :'rfm_sum', 'transform' : color_mapper},\n",
    "          line_color = 'black', line_width = 0.25, fill_alpha = 1)\n",
    "p.add_layout(color_bar, 'below')\n",
    "\n",
    "output_notebook()\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "!['RFM score by country'](img/rfm_country.jpg \"RFM score by country\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Behavioral Analysis of RFM Segments\n",
    "\n",
    "In this part, let's examine customers' transaction history. Quantity of products in order and sales are highly correlated with each other (linear relationship) - groups of custmers who place orders with numerous products generate big sales at the same time. It implies that average price of one product is similar between segments.\n",
    "\n",
    "Segments generating the highest sales are: 'can't loose them', 'loyal customers' and 'champions'. They also have high RFM score (dark purple color of a marker) and they are responsible for the highest profit (the biggest size of a marker)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "agg_dict4 = {\n",
    "    'product_id': 'count',\n",
    "    'quantity': 'sum',\n",
    "    'sales': 'sum',\n",
    "    'discount': 'sum',\n",
    "    'profit': 'sum',\n",
    "    'rfm_sum': 'first',\n",
    "    'rfm_label': 'first'\n",
    "}\n",
    "\n",
    "df_order = df.groupby('order_id').agg(agg_dict4).reset_index()\n",
    "df_order_segment = df_order.groupby('rfm_label')[['quantity', 'sales', 'discount', 'profit', 'rfm_sum']].mean().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,8))\n",
    "plot = sns.scatterplot(x='quantity', y='sales', data=df_order_segment, size='profit', sizes=(50,400), hue='rfm_sum', alpha=.8)\n",
    "\n",
    "for i in range(len(df_order_segment)):\n",
    "     plot.text(df_order_segment['quantity'][i]+0.1,\n",
    "               df_order_segment['sales'][i]-4,\n",
    "               df_order_segment['rfm_label'][i],\n",
    "               horizontalalignment='left',\n",
    "               size='medium', color='black')\n",
    "\n",
    "ax.set_title('Average order size and sales for different segments')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reference\n",
    "\n",
    "1. https://www.putler.com/rfm-analysis/\n",
    "2. https://clevertap.com/blog/rfm-analysis/\n",
    "3. https://towardsdatascience.com/recency-frequency-monetary-model-with-python-and-how-sephora-uses-it-to-optimize-their-google-d6a0707c5f17\n",
    "4. https://www.datacamp.com/community/tutorials/introduction-customer-segmentation-python\n",
    "5. https://www.r-bloggers.com/rfm-analysis-in-r/\n",
    "6. https://towardsdatascience.com/a-complete-guide-to-an-interactive-geographical-map-using-python-f4c5197e23e0\n",
    "\n",
    "Dataset: https://www.kaggle.com/jr2ngb/superstore-data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "rfm-analysis",
   "language": "python",
   "name": "rfm-analysis"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}